2024-05-19 15:53:56,071 - mmdet - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.9.19 (main, May 6 2024, 19:43:03) [GCC 11.2.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: NVIDIA A800-SXM4-80GB CUDA_HOME: /mnt/petrelfs/share/cuda-11.6/ NVCC: Cuda compilation tools, release 11.6, V11.6.124 GCC: gcc (GCC) 7.3.0 PyTorch: 1.12.0+cu113 PyTorch compiling details: PyTorch built with: - GCC 9.3 - C++ Version: 201402 - Intel(R) oneAPI Math Kernel Library Version 2023.1-Product Build 20230303 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.6.0 (Git Hash 52b5f107dd9cf10910aaa19cb47f3abf9b349815) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.3 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86 - CuDNN 8.3.2 (built against CUDA 11.5) - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.3.2, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.12.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, TorchVision: 0.13.0+cu113 OpenCV: 4.9.0 MMCV: 1.7.0 MMCV Compiler: GCC 7.3 MMCV CUDA Compiler: 11.6 MMDetection: 2.25.3+36c3e34 ------------------------------------------------------------ 2024-05-19 15:53:59,538 - mmdet - INFO - Distributed training: True 2024-05-19 15:54:02,915 - mmdet - INFO - Config: dataset_type = 'CocoDataset' data_root = 'data/coco/' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True) train_pipeline = [ dict(type='LoadImageFromFile'), dict(type='LoadAnnotations', with_bbox=True), dict(type='RandomFlip', flip_ratio=0.5), dict( type='AutoAugment', policies=[[{ 'type': 'Resize', 'img_scale': [(840, 2332), (896, 2332), (952, 2332), (1008, 2332), (1064, 2332), (1120, 2332), (1176, 2332), (1232, 2332), (1288, 2332), (1344, 2332), (1400, 2332)], 'multiscale_mode': 'value', 'keep_ratio': True }], [{ 'type': 'Resize', 'img_scale': [(700, 2332), (875, 2332), (1050, 2332)], 'multiscale_mode': 'value', 'keep_ratio': True }, { 'type': 'RandomCrop', 'crop_type': 'absolute_range', 'crop_size': (672, 1050), 'allow_negative_crop': True }, { 'type': 'Resize', 'img_scale': [(840, 2332), (896, 2332), (952, 2332), (1008, 2332), (1064, 2332), (1120, 2332), (1176, 2332), (1232, 2332), (1288, 2332), (1344, 2332), (1400, 2332)], 'multiscale_mode': 'value', 'override': True, 'keep_ratio': True }]]), dict( type='RandomCrop', crop_type='absolute_range', crop_size=(1792, 1792), allow_negative_crop=True), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=224), dict(type='DefaultFormatBundle'), dict(type='Collect', keys=['img', 'gt_bboxes', 'gt_labels']) ] test_pipeline = [ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(2332, 1400), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=224), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ] data = dict( samples_per_gpu=2, workers_per_gpu=2, train=dict( type='CocoDataset', ann_file='data/coco/annotations/instances_train2017.json', img_prefix='data/coco/train2017/', pipeline=[ dict(type='LoadImageFromFile'), dict(type='LoadAnnotations', with_bbox=True), dict(type='RandomFlip', flip_ratio=0.5), dict( type='AutoAugment', policies=[[{ 'type': 'Resize', 'img_scale': [(840, 2332), (896, 2332), (952, 2332), (1008, 2332), (1064, 2332), (1120, 2332), (1176, 2332), (1232, 2332), (1288, 2332), (1344, 2332), (1400, 2332)], 'multiscale_mode': 'value', 'keep_ratio': True }], [{ 'type': 'Resize', 'img_scale': [(700, 2332), (875, 2332), (1050, 2332)], 'multiscale_mode': 'value', 'keep_ratio': True }, { 'type': 'RandomCrop', 'crop_type': 'absolute_range', 'crop_size': (672, 1050), 'allow_negative_crop': True }, { 'type': 'Resize', 'img_scale': [(840, 2332), (896, 2332), (952, 2332), (1008, 2332), (1064, 2332), (1120, 2332), (1176, 2332), (1232, 2332), (1288, 2332), (1344, 2332), (1400, 2332)], 'multiscale_mode': 'value', 'override': True, 'keep_ratio': True }]]), dict( type='RandomCrop', crop_type='absolute_range', crop_size=(1792, 1792), allow_negative_crop=True), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=224), dict(type='DefaultFormatBundle'), dict(type='Collect', keys=['img', 'gt_bboxes', 'gt_labels']) ]), val=dict( type='CocoDataset', ann_file='data/coco/annotations/instances_val2017.json', img_prefix='data/coco/val2017/', pipeline=[ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(2332, 1400), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=224), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ]), test=dict( type='CocoDataset', ann_file='data/coco/annotations/instances_val2017.json', img_prefix='data/coco/val2017/', pipeline=[ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(2332, 1400), flip=False, transforms=[ dict(type='Resize', keep_ratio=True), dict(type='RandomFlip'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size_divisor=224), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ])) evaluation = dict(interval=1, metric=['bbox'], save_best=None) checkpoint_config = dict(interval=1, deepspeed=True, max_keep_ckpts=1) log_config = dict(interval=50, hooks=[dict(type='TextLoggerHook')]) custom_hooks = [dict(type='ToBFloat16HookMMDet', priority=49)] dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] opencv_num_threads = 0 mp_start_method = 'fork' auto_scale_lr = dict(enable=False, base_batch_size=16) optimizer = dict( type='AdamW', lr=0.0002, betas=(0.9, 0.999), weight_decay=0.05, constructor='CustomLayerDecayOptimizerConstructorMMDet', paramwise_cfg=dict( num_layers=24, layer_decay_rate=0.85, skip_stride=[2, 2])) optimizer_config = dict(grad_clip=dict(max_norm=0.1, norm_type=2)) lr_config = dict( policy='step', warmup='linear', warmup_iters=500, warmup_ratio=0.001, step=[27, 33]) runner = dict(type='EpochBasedRunner', max_epochs=36) deepspeed = True deepspeed_config = 'zero_configs/adam_zero1_bf16.json' pretrained = None model = dict( type='DINO', backbone=dict( type='DeiTMultiResBackbone3BranchDINO', n_points=4, deform_num_heads=16, cffn_ratio=0.25, deform_ratio=0.5, with_cffn=True, ca_init_values=0.0, cffn_init_values=0.0, ca_gamma_requires_grad=True, cffn_gamma_requires_grad=True, add2branch='bilinear', interact_attn_type='deform', interaction_type='3branch_v2', interaction_drop_path_rate=0.4, interaction_direction='simutaneous', pretrained=None, load_merge=False, branch1=dict( real_size=672, img_size=384, pretrain_size=384, patch_size=16, pretrain_patch_size=16, depth=24, embed_dim=1024, num_heads=16, mlp_ratio=4, qkv_bias=True, block_layers='Layer_scale_init_Block', norm_layer='LayerNorm_eps_1e-6', drop_path_rate=0.4, init_scale=1, with_fpn=False, freeze_vit=False, init_w1=1.0, w1_requires_grad=True, interaction_indexes=[[0, 1], [2, 3], [4, 5], [6, 7], [8, 9], [10, 11], [12, 13], [14, 15], [16, 17], [18, 19], [20, 21], [22, 23]], pretrained='./pretrained/deit_3_large_384_21k.pth', merge_type='conv2x', window_attn=[ True, True, False, True, True, False, True, True, False, True, True, False, True, True, False, True, True, False, True, True, False, True, True, False ], window_size=[ 24, 24, -1, 24, 24, -1, 24, 24, -1, 24, 24, -1, 24, 24, -1, 24, 24, -1, 24, 24, -1, 24, 24, -1 ], use_flash_attn=True, img_norm_cfg=dict( mean=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], to_rgb=True)), branch2=dict( real_size=1120, img_size=384, pretrain_size=384, patch_size=16, pretrain_patch_size=16, depth=12, embed_dim=768, num_heads=12, mlp_ratio=4, qkv_bias=True, block_layers='Layer_scale_init_Block', norm_layer='LayerNorm_eps_1e-6', drop_path_rate=0.15, init_scale=1, with_fpn=False, freeze_vit=False, init_w2=1.0, w2_requires_grad=True, interaction_indexes=[[0, 0], [1, 1], [2, 2], [3, 3], [4, 4], [5, 5], [6, 6], [7, 7], [8, 8], [9, 9], [10, 10], [11, 11]], pretrained='./pretrained/deit_3_base_384_21k.pth', merge_type='conv2x', window_attn=[ True, True, False, True, True, False, True, True, False, True, True, False ], window_size=[24, 24, -1, 24, 24, -1, 24, 24, -1, 24, 24, -1], use_flash_attn=True, img_norm_cfg=dict( mean=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], to_rgb=True)), branch3=dict( real_size=1792, img_size=384, pretrain_size=384, patch_size=16, pretrain_patch_size=16, depth=12, embed_dim=384, num_heads=6, mlp_ratio=4, qkv_bias=True, block_layers='Layer_scale_init_Block', norm_layer='LayerNorm_eps_1e-6', drop_path_rate=0.05, init_scale=1, with_fpn=False, freeze_vit=False, init_w3=1.0, w3_requires_grad=True, interaction_indexes=[[0, 0], [1, 1], [2, 2], [3, 3], [4, 4], [5, 5], [6, 6], [7, 7], [8, 8], [9, 9], [10, 10], [11, 11]], pretrained='./pretrained/deit_3_small_384_21k.pth', merge_type='conv2x', window_attn=[ True, True, False, True, True, False, True, True, False, True, True, False ], window_size=[24, 24, -1, 24, 24, -1, 24, 24, -1, 24, 24, -1], use_flash_attn=True, img_norm_cfg=dict( mean=[127.5, 127.5, 127.5], std=[127.5, 127.5, 127.5], to_rgb=True))), neck=dict( type='ChannelMapper', in_channels=[1024, 1024, 1024], kernel_size=1, out_channels=256, act_cfg=None, norm_cfg=dict(type='GN', num_groups=32), num_outs=4), bbox_head=dict( type='DINOHead', num_query=900, num_classes=80, in_channels=2048, sync_cls_avg_factor=True, as_two_stage=True, with_box_refine=True, dn_cfg=dict( type='CdnQueryGenerator', noise_scale=dict(label=0.5, box=1.0), group_cfg=dict(dynamic=True, num_groups=None, num_dn_queries=100)), transformer=dict( type='DinoTransformer', two_stage_num_proposals=900, encoder=dict( type='DetrTransformerEncoder', num_layers=6, transformerlayers=dict( type='BaseTransformerLayer', attn_cfgs=dict( type='MultiScaleDeformableAttention', embed_dims=256, dropout=0.0), feedforward_channels=2048, ffn_dropout=0.0, operation_order=('self_attn', 'norm', 'ffn', 'norm'))), decoder=dict( type='DinoTransformerDecoder', num_layers=6, return_intermediate=True, transformerlayers=dict( type='DetrTransformerDecoderLayer', attn_cfgs=[ dict( type='MultiheadAttention', embed_dims=256, num_heads=8, dropout=0.0), dict( type='MultiScaleDeformableAttention', embed_dims=256, dropout=0.0) ], feedforward_channels=2048, ffn_dropout=0.0, operation_order=('self_attn', 'norm', 'cross_attn', 'norm', 'ffn', 'norm')))), positional_encoding=dict( type='SinePositionalEncoding', num_feats=128, temperature=20, normalize=True), loss_cls=dict( type='FocalLoss', use_sigmoid=True, gamma=2.0, alpha=0.25, loss_weight=1.0), loss_bbox=dict(type='L1Loss', loss_weight=5.0), loss_iou=dict(type='GIoULoss', loss_weight=2.0)), train_cfg=dict( assigner=dict( type='HungarianAssigner', cls_cost=dict(type='FocalLossCost', weight=2.0), reg_cost=dict(type='BBoxL1Cost', weight=5.0, box_format='xywh'), iou_cost=dict(type='IoUCost', iou_mode='giou', weight=2.0))), test_cfg=dict(max_per_img=300)) r = 1.75 custom_imports = dict( imports=['mmdet.mmcv_custom'], allow_failed_imports=False) work_dir = './work_dirs/dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms' auto_resume = True gpu_ids = range(0, 16) 2024-05-19 15:54:07,018 - mmdet - INFO - Set random seed to 59453613, deterministic: False 2024-05-19 15:54:10,130 - mmdet - INFO - _IncompatibleKeys(missing_keys=[], unexpected_keys=['cls_token', 'norm.weight', 'norm.bias', 'head.weight', 'head.bias']) 2024-05-19 15:54:11,226 - mmdet - INFO - _IncompatibleKeys(missing_keys=[], unexpected_keys=['cls_token', 'norm.weight', 'norm.bias', 'head.weight', 'head.bias']) 2024-05-19 15:54:11,738 - mmdet - INFO - _IncompatibleKeys(missing_keys=[], unexpected_keys=['cls_token', 'norm.weight', 'norm.bias', 'head.weight', 'head.bias']) 2024-05-19 15:54:30,171 - mmdet - INFO - initialize ChannelMapper with init_cfg {'type': 'Xavier', 'layer': 'Conv2d', 'distribution': 'uniform'} Name of parameter - Initialization information backbone.w1 - torch.Size([]): The value is the same before and after calling `init_weights` of DINO backbone.w2 - torch.Size([]): The value is the same before and after calling `init_weights` of DINO backbone.w3 - torch.Size([]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.pos_embed - torch.Size([1, 576, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.patch_embed.proj.weight - torch.Size([1024, 3, 16, 16]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.patch_embed.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.0.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.1.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.2.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.3.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.4.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.5.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.6.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.7.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.8.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.9.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.10.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.11.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.12.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.13.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.14.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.15.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.16.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.17.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.18.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.19.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.20.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.21.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.22.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.gamma_1 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.gamma_2 - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.norm1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.norm1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.attn.qkv.weight - torch.Size([3072, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.attn.qkv.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.attn.proj.weight - torch.Size([1024, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.attn.proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.norm2.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.norm2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.mlp.fc1.weight - torch.Size([4096, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.mlp.fc1.bias - torch.Size([4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.mlp.fc2.weight - torch.Size([1024, 4096]): The value is the same before and after calling `init_weights` of DINO backbone.branch1.blocks.23.mlp.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.pos_embed - torch.Size([1, 576, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.patch_embed.proj.weight - torch.Size([768, 3, 16, 16]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.patch_embed.proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.gamma_1 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.gamma_2 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.norm1.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.norm1.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.attn.qkv.weight - torch.Size([2304, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.attn.qkv.bias - torch.Size([2304]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.attn.proj.weight - torch.Size([768, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.attn.proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.norm2.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.norm2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.mlp.fc1.weight - torch.Size([3072, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.mlp.fc1.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.mlp.fc2.weight - torch.Size([768, 3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.0.mlp.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.gamma_1 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.gamma_2 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.norm1.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.norm1.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.attn.qkv.weight - torch.Size([2304, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.attn.qkv.bias - torch.Size([2304]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.attn.proj.weight - torch.Size([768, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.attn.proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.norm2.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.norm2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.mlp.fc1.weight - torch.Size([3072, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.mlp.fc1.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.mlp.fc2.weight - torch.Size([768, 3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.1.mlp.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.gamma_1 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.gamma_2 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.norm1.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.norm1.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.attn.qkv.weight - torch.Size([2304, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.attn.qkv.bias - torch.Size([2304]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.attn.proj.weight - torch.Size([768, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.attn.proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.norm2.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.norm2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.mlp.fc1.weight - torch.Size([3072, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.mlp.fc1.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.mlp.fc2.weight - torch.Size([768, 3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.2.mlp.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.gamma_1 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.gamma_2 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.norm1.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.norm1.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.attn.qkv.weight - torch.Size([2304, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.attn.qkv.bias - torch.Size([2304]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.attn.proj.weight - torch.Size([768, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.attn.proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.norm2.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.norm2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.mlp.fc1.weight - torch.Size([3072, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.mlp.fc1.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.mlp.fc2.weight - torch.Size([768, 3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.3.mlp.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.gamma_1 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.gamma_2 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.norm1.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.norm1.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.attn.qkv.weight - torch.Size([2304, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.attn.qkv.bias - torch.Size([2304]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.attn.proj.weight - torch.Size([768, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.attn.proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.norm2.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.norm2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.mlp.fc1.weight - torch.Size([3072, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.mlp.fc1.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.mlp.fc2.weight - torch.Size([768, 3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.4.mlp.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.gamma_1 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.gamma_2 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.norm1.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.norm1.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.attn.qkv.weight - torch.Size([2304, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.attn.qkv.bias - torch.Size([2304]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.attn.proj.weight - torch.Size([768, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.attn.proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.norm2.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.norm2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.mlp.fc1.weight - torch.Size([3072, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.mlp.fc1.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.mlp.fc2.weight - torch.Size([768, 3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.5.mlp.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.gamma_1 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.gamma_2 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.norm1.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.norm1.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.attn.qkv.weight - torch.Size([2304, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.attn.qkv.bias - torch.Size([2304]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.attn.proj.weight - torch.Size([768, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.attn.proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.norm2.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.norm2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.mlp.fc1.weight - torch.Size([3072, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.mlp.fc1.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.mlp.fc2.weight - torch.Size([768, 3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.6.mlp.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.gamma_1 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.gamma_2 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.norm1.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.norm1.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.attn.qkv.weight - torch.Size([2304, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.attn.qkv.bias - torch.Size([2304]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.attn.proj.weight - torch.Size([768, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.attn.proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.norm2.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.norm2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.mlp.fc1.weight - torch.Size([3072, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.mlp.fc1.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.mlp.fc2.weight - torch.Size([768, 3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.7.mlp.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.gamma_1 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.gamma_2 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.norm1.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.norm1.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.attn.qkv.weight - torch.Size([2304, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.attn.qkv.bias - torch.Size([2304]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.attn.proj.weight - torch.Size([768, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.attn.proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.norm2.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.norm2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.mlp.fc1.weight - torch.Size([3072, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.mlp.fc1.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.mlp.fc2.weight - torch.Size([768, 3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.8.mlp.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.gamma_1 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.gamma_2 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.norm1.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.norm1.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.attn.qkv.weight - torch.Size([2304, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.attn.qkv.bias - torch.Size([2304]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.attn.proj.weight - torch.Size([768, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.attn.proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.norm2.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.norm2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.mlp.fc1.weight - torch.Size([3072, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.mlp.fc1.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.mlp.fc2.weight - torch.Size([768, 3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.9.mlp.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.gamma_1 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.gamma_2 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.norm1.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.norm1.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.attn.qkv.weight - torch.Size([2304, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.attn.qkv.bias - torch.Size([2304]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.attn.proj.weight - torch.Size([768, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.attn.proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.norm2.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.norm2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.mlp.fc1.weight - torch.Size([3072, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.mlp.fc1.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.mlp.fc2.weight - torch.Size([768, 3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.10.mlp.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.gamma_1 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.gamma_2 - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.norm1.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.norm1.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.attn.qkv.weight - torch.Size([2304, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.attn.qkv.bias - torch.Size([2304]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.attn.proj.weight - torch.Size([768, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.attn.proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.norm2.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.norm2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.mlp.fc1.weight - torch.Size([3072, 768]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.mlp.fc1.bias - torch.Size([3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.mlp.fc2.weight - torch.Size([768, 3072]): The value is the same before and after calling `init_weights` of DINO backbone.branch2.blocks.11.mlp.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.pos_embed - torch.Size([1, 576, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.patch_embed.proj.weight - torch.Size([384, 3, 16, 16]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.patch_embed.proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.0.gamma_1 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.0.gamma_2 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.0.norm1.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.0.norm1.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.0.attn.qkv.weight - torch.Size([1152, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.0.attn.qkv.bias - torch.Size([1152]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.0.attn.proj.weight - torch.Size([384, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.0.attn.proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.0.norm2.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.0.norm2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.0.mlp.fc1.weight - torch.Size([1536, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.0.mlp.fc1.bias - torch.Size([1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.0.mlp.fc2.weight - torch.Size([384, 1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.0.mlp.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.1.gamma_1 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.1.gamma_2 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.1.norm1.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.1.norm1.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.1.attn.qkv.weight - torch.Size([1152, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.1.attn.qkv.bias - torch.Size([1152]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.1.attn.proj.weight - torch.Size([384, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.1.attn.proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.1.norm2.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.1.norm2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.1.mlp.fc1.weight - torch.Size([1536, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.1.mlp.fc1.bias - torch.Size([1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.1.mlp.fc2.weight - torch.Size([384, 1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.1.mlp.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.2.gamma_1 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.2.gamma_2 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.2.norm1.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.2.norm1.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.2.attn.qkv.weight - torch.Size([1152, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.2.attn.qkv.bias - torch.Size([1152]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.2.attn.proj.weight - torch.Size([384, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.2.attn.proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.2.norm2.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.2.norm2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.2.mlp.fc1.weight - torch.Size([1536, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.2.mlp.fc1.bias - torch.Size([1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.2.mlp.fc2.weight - torch.Size([384, 1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.2.mlp.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.3.gamma_1 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.3.gamma_2 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.3.norm1.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.3.norm1.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.3.attn.qkv.weight - torch.Size([1152, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.3.attn.qkv.bias - torch.Size([1152]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.3.attn.proj.weight - torch.Size([384, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.3.attn.proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.3.norm2.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.3.norm2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.3.mlp.fc1.weight - torch.Size([1536, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.3.mlp.fc1.bias - torch.Size([1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.3.mlp.fc2.weight - torch.Size([384, 1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.3.mlp.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.4.gamma_1 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.4.gamma_2 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.4.norm1.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.4.norm1.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.4.attn.qkv.weight - torch.Size([1152, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.4.attn.qkv.bias - torch.Size([1152]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.4.attn.proj.weight - torch.Size([384, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.4.attn.proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.4.norm2.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.4.norm2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.4.mlp.fc1.weight - torch.Size([1536, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.4.mlp.fc1.bias - torch.Size([1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.4.mlp.fc2.weight - torch.Size([384, 1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.4.mlp.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.5.gamma_1 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.5.gamma_2 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.5.norm1.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.5.norm1.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.5.attn.qkv.weight - torch.Size([1152, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.5.attn.qkv.bias - torch.Size([1152]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.5.attn.proj.weight - torch.Size([384, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.5.attn.proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.5.norm2.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.5.norm2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.5.mlp.fc1.weight - torch.Size([1536, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.5.mlp.fc1.bias - torch.Size([1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.5.mlp.fc2.weight - torch.Size([384, 1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.5.mlp.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.6.gamma_1 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.6.gamma_2 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.6.norm1.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.6.norm1.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.6.attn.qkv.weight - torch.Size([1152, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.6.attn.qkv.bias - torch.Size([1152]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.6.attn.proj.weight - torch.Size([384, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.6.attn.proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.6.norm2.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.6.norm2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.6.mlp.fc1.weight - torch.Size([1536, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.6.mlp.fc1.bias - torch.Size([1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.6.mlp.fc2.weight - torch.Size([384, 1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.6.mlp.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.7.gamma_1 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.7.gamma_2 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.7.norm1.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.7.norm1.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.7.attn.qkv.weight - torch.Size([1152, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.7.attn.qkv.bias - torch.Size([1152]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.7.attn.proj.weight - torch.Size([384, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.7.attn.proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.7.norm2.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.7.norm2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.7.mlp.fc1.weight - torch.Size([1536, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.7.mlp.fc1.bias - torch.Size([1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.7.mlp.fc2.weight - torch.Size([384, 1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.7.mlp.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.8.gamma_1 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.8.gamma_2 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.8.norm1.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.8.norm1.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.8.attn.qkv.weight - torch.Size([1152, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.8.attn.qkv.bias - torch.Size([1152]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.8.attn.proj.weight - torch.Size([384, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.8.attn.proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.8.norm2.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.8.norm2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.8.mlp.fc1.weight - torch.Size([1536, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.8.mlp.fc1.bias - torch.Size([1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.8.mlp.fc2.weight - torch.Size([384, 1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.8.mlp.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.9.gamma_1 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.9.gamma_2 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.9.norm1.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.9.norm1.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.9.attn.qkv.weight - torch.Size([1152, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.9.attn.qkv.bias - torch.Size([1152]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.9.attn.proj.weight - torch.Size([384, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.9.attn.proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.9.norm2.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.9.norm2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.9.mlp.fc1.weight - torch.Size([1536, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.9.mlp.fc1.bias - torch.Size([1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.9.mlp.fc2.weight - torch.Size([384, 1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.9.mlp.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.10.gamma_1 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.10.gamma_2 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.10.norm1.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.10.norm1.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.10.attn.qkv.weight - torch.Size([1152, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.10.attn.qkv.bias - torch.Size([1152]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.10.attn.proj.weight - torch.Size([384, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.10.attn.proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.10.norm2.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.10.norm2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.10.mlp.fc1.weight - torch.Size([1536, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.10.mlp.fc1.bias - torch.Size([1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.10.mlp.fc2.weight - torch.Size([384, 1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.10.mlp.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.11.gamma_1 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.11.gamma_2 - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.11.norm1.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.11.norm1.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.11.attn.qkv.weight - torch.Size([1152, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.11.attn.qkv.bias - torch.Size([1152]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.11.attn.proj.weight - torch.Size([384, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.11.attn.proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.11.norm2.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.11.norm2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.11.mlp.fc1.weight - torch.Size([1536, 384]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.11.mlp.fc1.bias - torch.Size([1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.11.mlp.fc2.weight - torch.Size([384, 1536]): The value is the same before and after calling `init_weights` of DINO backbone.branch3.blocks.11.mlp.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_proj.weight - torch.Size([1024, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([512, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([1024, 512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([256, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([256, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([1024, 256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_proj.weight - torch.Size([768, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch2to1_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.ca_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.cffn_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.query_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.query_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.feat_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.feat_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.attn.value_proj.weight - torch.Size([192, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.attn.value_proj.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.attn.output_proj.weight - torch.Size([384, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.attn.output_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.ffn.fc1.weight - torch.Size([96, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.ffn.fc1.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([96, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.ffn.fc2.weight - torch.Size([384, 96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.ffn.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.ffn_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.0.interaction_units_23.branch1to2_injector.ffn_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_proj.weight - torch.Size([1024, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([512, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([1024, 512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([256, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([256, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([1024, 256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_proj.weight - torch.Size([768, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch2to1_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.ca_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.cffn_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.query_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.query_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.feat_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.feat_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.attn.value_proj.weight - torch.Size([192, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.attn.value_proj.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.attn.output_proj.weight - torch.Size([384, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.attn.output_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.ffn.fc1.weight - torch.Size([96, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.ffn.fc1.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([96, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.ffn.fc2.weight - torch.Size([384, 96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.ffn.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.ffn_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.1.interaction_units_23.branch1to2_injector.ffn_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_proj.weight - torch.Size([1024, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([512, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([1024, 512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([256, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([256, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([1024, 256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_proj.weight - torch.Size([768, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch2to1_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.ca_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.cffn_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.query_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.query_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.feat_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.feat_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.attn.value_proj.weight - torch.Size([192, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.attn.value_proj.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.attn.output_proj.weight - torch.Size([384, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.attn.output_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.ffn.fc1.weight - torch.Size([96, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.ffn.fc1.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([96, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.ffn.fc2.weight - torch.Size([384, 96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.ffn.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.ffn_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.2.interaction_units_23.branch1to2_injector.ffn_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_proj.weight - torch.Size([1024, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([512, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([1024, 512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([256, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([256, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([1024, 256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_proj.weight - torch.Size([768, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch2to1_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.ca_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.cffn_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.query_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.query_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.feat_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.feat_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.attn.value_proj.weight - torch.Size([192, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.attn.value_proj.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.attn.output_proj.weight - torch.Size([384, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.attn.output_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.ffn.fc1.weight - torch.Size([96, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.ffn.fc1.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([96, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.ffn.fc2.weight - torch.Size([384, 96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.ffn.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.ffn_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.3.interaction_units_23.branch1to2_injector.ffn_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_proj.weight - torch.Size([1024, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([512, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([1024, 512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([256, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([256, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([1024, 256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_proj.weight - torch.Size([768, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch2to1_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.ca_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.cffn_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.query_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.query_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.feat_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.feat_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.attn.value_proj.weight - torch.Size([192, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.attn.value_proj.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.attn.output_proj.weight - torch.Size([384, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.attn.output_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.ffn.fc1.weight - torch.Size([96, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.ffn.fc1.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([96, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.ffn.fc2.weight - torch.Size([384, 96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.ffn.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.ffn_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.4.interaction_units_23.branch1to2_injector.ffn_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_proj.weight - torch.Size([1024, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([512, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([1024, 512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([256, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([256, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([1024, 256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_proj.weight - torch.Size([768, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch2to1_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.ca_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.cffn_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.query_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.query_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.feat_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.feat_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.attn.value_proj.weight - torch.Size([192, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.attn.value_proj.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.attn.output_proj.weight - torch.Size([384, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.attn.output_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.ffn.fc1.weight - torch.Size([96, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.ffn.fc1.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([96, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.ffn.fc2.weight - torch.Size([384, 96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.ffn.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.ffn_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.5.interaction_units_23.branch1to2_injector.ffn_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_proj.weight - torch.Size([1024, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([512, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([1024, 512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([256, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([256, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([1024, 256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_proj.weight - torch.Size([768, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch2to1_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.ca_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.cffn_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.query_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.query_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.feat_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.feat_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.attn.value_proj.weight - torch.Size([192, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.attn.value_proj.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.attn.output_proj.weight - torch.Size([384, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.attn.output_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.ffn.fc1.weight - torch.Size([96, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.ffn.fc1.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([96, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.ffn.fc2.weight - torch.Size([384, 96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.ffn.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.ffn_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.6.interaction_units_23.branch1to2_injector.ffn_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_proj.weight - torch.Size([1024, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([512, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([1024, 512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([256, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([256, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([1024, 256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_proj.weight - torch.Size([768, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch2to1_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.ca_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.cffn_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.query_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.query_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.feat_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.feat_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.attn.value_proj.weight - torch.Size([192, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.attn.value_proj.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.attn.output_proj.weight - torch.Size([384, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.attn.output_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.ffn.fc1.weight - torch.Size([96, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.ffn.fc1.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([96, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.ffn.fc2.weight - torch.Size([384, 96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.ffn.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.ffn_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.7.interaction_units_23.branch1to2_injector.ffn_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_proj.weight - torch.Size([1024, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([512, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([1024, 512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([256, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([256, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([1024, 256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_proj.weight - torch.Size([768, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch2to1_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.ca_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.cffn_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.query_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.query_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.feat_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.feat_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.attn.value_proj.weight - torch.Size([192, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.attn.value_proj.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.attn.output_proj.weight - torch.Size([384, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.attn.output_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.ffn.fc1.weight - torch.Size([96, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.ffn.fc1.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([96, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.ffn.fc2.weight - torch.Size([384, 96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.ffn.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.ffn_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.8.interaction_units_23.branch1to2_injector.ffn_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_proj.weight - torch.Size([1024, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([512, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([1024, 512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([256, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([256, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([1024, 256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_proj.weight - torch.Size([768, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch2to1_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.ca_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.cffn_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.query_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.query_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.feat_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.feat_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.attn.value_proj.weight - torch.Size([192, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.attn.value_proj.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.attn.output_proj.weight - torch.Size([384, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.attn.output_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.ffn.fc1.weight - torch.Size([96, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.ffn.fc1.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([96, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.ffn.fc2.weight - torch.Size([384, 96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.ffn.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.ffn_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.9.interaction_units_23.branch1to2_injector.ffn_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_proj.weight - torch.Size([1024, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([512, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([1024, 512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([256, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([256, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([1024, 256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_proj.weight - torch.Size([768, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch2to1_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.ca_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.cffn_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.query_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.query_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.feat_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.feat_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.attn.value_proj.weight - torch.Size([192, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.attn.value_proj.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.attn.output_proj.weight - torch.Size([384, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.attn.output_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.ffn.fc1.weight - torch.Size([96, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.ffn.fc1.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([96, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.ffn.fc2.weight - torch.Size([384, 96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.ffn.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.ffn_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.10.interaction_units_23.branch1to2_injector.ffn_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_proj.weight - torch.Size([1024, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.ca_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.cffn_gamma - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.query_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.query_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.feat_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.feat_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.attn.value_proj.weight - torch.Size([512, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.attn.value_proj.bias - torch.Size([512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.attn.output_proj.weight - torch.Size([1024, 512]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.attn.output_proj.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.ffn.fc1.weight - torch.Size([256, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.ffn.fc1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([256, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.ffn.fc2.weight - torch.Size([1024, 256]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.ffn.fc2.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.ffn_norm.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch2to1_injector.ffn_norm.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_proj.weight - torch.Size([768, 1024]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_12.branch1to2_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.ca_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.cffn_gamma - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.query_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.query_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.feat_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.feat_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.attn.sampling_offsets.weight - torch.Size([128, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.attn.attention_weights.weight - torch.Size([64, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.attn.value_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.attn.value_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.attn.output_proj.weight - torch.Size([768, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.attn.output_proj.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.ffn.fc1.weight - torch.Size([192, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.ffn.fc1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.weight - torch.Size([192, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.ffn.fc2.weight - torch.Size([768, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.ffn.fc2.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.ffn_norm.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch2to1_injector.ffn_norm.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_proj.weight - torch.Size([384, 768]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.ca_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.cffn_gamma - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.query_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.query_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.feat_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.feat_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.attn.sampling_offsets.weight - torch.Size([128, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.attn.sampling_offsets.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.attn.attention_weights.weight - torch.Size([64, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.attn.attention_weights.bias - torch.Size([64]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.attn.value_proj.weight - torch.Size([192, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.attn.value_proj.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.attn.output_proj.weight - torch.Size([384, 192]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.attn.output_proj.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.ffn.fc1.weight - torch.Size([96, 384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.ffn.fc1.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.weight - torch.Size([96, 1, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.ffn.fc2.weight - torch.Size([384, 96]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.ffn.fc2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.ffn_norm.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.interactions.11.interaction_units_23.branch1to2_injector.ffn_norm.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch1.0.weight - torch.Size([1024, 1024, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch1.1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch1.1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch1.3.weight - torch.Size([1024, 1024, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch1.4.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch1.4.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch2.0.weight - torch.Size([1024, 768, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch2.1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch2.1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch2.3.weight - torch.Size([1024, 1024, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch2.4.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch2.4.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch3.0.weight - torch.Size([1024, 384, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch3.1.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch3.1.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch3.3.weight - torch.Size([1024, 1024, 3, 3]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch3.4.weight - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.merge_branch3.4.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO backbone.fpn2.0.weight - torch.Size([1024, 1024, 2, 2]): The value is the same before and after calling `init_weights` of DINO backbone.fpn2.0.bias - torch.Size([1024]): The value is the same before and after calling `init_weights` of DINO neck.convs.0.conv.weight - torch.Size([256, 1024, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.convs.0.gn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO neck.convs.0.gn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO neck.convs.1.conv.weight - torch.Size([256, 1024, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.convs.1.gn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO neck.convs.1.gn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO neck.convs.2.conv.weight - torch.Size([256, 1024, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.convs.2.gn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO neck.convs.2.gn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO neck.extra_convs.0.conv.weight - torch.Size([256, 1024, 3, 3]): XavierInit: gain=1, distribution=uniform, bias=0 neck.extra_convs.0.gn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO neck.extra_convs.0.gn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.level_embeds - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.0.attentions.0.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.attentions.0.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.attentions.0.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.attentions.0.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.0.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.0.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.0.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.0.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.0.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.attentions.0.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.attentions.0.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.attentions.0.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.attentions.0.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.1.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.1.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.1.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.1.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.1.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.attentions.0.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.attentions.0.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.attentions.0.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.attentions.0.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.2.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.2.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.2.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.2.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.2.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.attentions.0.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.attentions.0.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.attentions.0.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.attentions.0.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.3.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.3.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.3.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.3.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.3.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.attentions.0.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.attentions.0.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.attentions.0.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.attentions.0.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.4.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.4.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.4.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.4.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.4.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.attentions.0.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.attentions.0.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.attentions.0.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.attentions.0.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.attentions.0.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.5.attentions.0.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.attentions.0.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.5.attentions.0.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.5.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.encoder.layers.5.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.encoder.layers.5.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.0.attentions.0.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.0.attentions.0.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.1.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.1.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.1.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.1.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.1.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.0.attentions.1.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.attentions.1.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.0.attentions.1.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.0.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.0.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.0.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.1.attentions.0.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.1.attentions.0.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.1.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.1.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.1.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.1.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.1.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.1.attentions.1.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.attentions.1.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.1.attentions.1.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.1.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.1.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.1.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.2.attentions.0.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.2.attentions.0.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.1.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.1.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.1.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.1.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.1.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.2.attentions.1.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.attentions.1.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.2.attentions.1.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.2.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.2.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.2.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.3.attentions.0.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.3.attentions.0.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.1.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.1.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.1.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.1.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.1.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.3.attentions.1.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.attentions.1.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.3.attentions.1.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.3.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.3.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.3.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.4.attentions.0.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.4.attentions.0.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.1.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.1.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.1.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.1.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.1.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.4.attentions.1.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.attentions.1.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.4.attentions.1.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.4.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.4.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.4.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.5.attentions.0.attn.in_proj_bias - torch.Size([768]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.5.attentions.0.attn.out_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.1.sampling_offsets.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.1.sampling_offsets.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.1.attention_weights.weight - torch.Size([128, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.1.attention_weights.bias - torch.Size([128]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.1.value_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.5.attentions.1.value_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.attentions.1.output_proj.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.5.attentions.1.output_proj.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.5.ffns.0.layers.0.0.bias - torch.Size([2048]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.ffns.0.layers.1.weight - torch.Size([256, 2048]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.layers.5.ffns.0.layers.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.norms.0.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.norms.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.norms.1.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.norms.1.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.norms.2.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.layers.5.norms.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.ref_point_head.0.weight - torch.Size([256, 512]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.ref_point_head.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.ref_point_head.2.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.decoder.ref_point_head.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.norm.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.decoder.norm.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.enc_output.weight - torch.Size([256, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.transformer.enc_output.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.enc_output_norm.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.enc_output_norm.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.transformer.query_embed.weight - torch.Size([900, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.cls_branches.0.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.cls_branches.0.bias - torch.Size([80]): Initialized by user-defined `init_weights` in DINOHead bbox_head.cls_branches.1.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.cls_branches.1.bias - torch.Size([80]): Initialized by user-defined `init_weights` in DINOHead bbox_head.cls_branches.2.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.cls_branches.2.bias - torch.Size([80]): Initialized by user-defined `init_weights` in DINOHead bbox_head.cls_branches.3.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.cls_branches.3.bias - torch.Size([80]): Initialized by user-defined `init_weights` in DINOHead bbox_head.cls_branches.4.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.cls_branches.4.bias - torch.Size([80]): Initialized by user-defined `init_weights` in DINOHead bbox_head.cls_branches.5.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.cls_branches.5.bias - torch.Size([80]): Initialized by user-defined `init_weights` in DINOHead bbox_head.cls_branches.6.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.cls_branches.6.bias - torch.Size([80]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.0.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.0.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.0.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.0.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.0.4.weight - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.0.4.bias - torch.Size([4]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.1.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.1.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.1.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.1.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.1.4.weight - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.1.4.bias - torch.Size([4]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.2.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.2.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.2.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.2.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.2.4.weight - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.2.4.bias - torch.Size([4]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.3.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.3.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.3.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.3.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.3.4.weight - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.3.4.bias - torch.Size([4]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.4.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.4.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.4.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.4.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.4.4.weight - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.4.4.bias - torch.Size([4]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.5.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.5.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.5.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.5.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.5.4.weight - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.5.4.bias - torch.Size([4]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.6.0.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.6.0.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.6.2.weight - torch.Size([256, 256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.6.2.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of DINO bbox_head.reg_branches.6.4.weight - torch.Size([4, 256]): Initialized by user-defined `init_weights` in DINOHead bbox_head.reg_branches.6.4.bias - torch.Size([4]): Initialized by user-defined `init_weights` in DINOHead bbox_head.label_embedding.weight - torch.Size([80, 256]): The value is the same before and after calling `init_weights` of DINO 2024-05-19 15:54:46,199 - mmdet - INFO - {'num_layers': 24, 'layer_decay_rate': 0.85, 'skip_stride': [2, 2]} 2024-05-19 15:54:46,199 - mmdet - INFO - Build LayerDecayOptimizerConstructor 0.850000 - 26 2024-05-19 15:54:46,213 - mmdet - INFO - Param groups = { "layer_25_decay": { "param_names": [ "backbone.w1", "backbone.w2", "backbone.w3", "backbone.interactions.0.interaction_units_12.branch2to1_proj.weight", "backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight", "backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.attention_weights.weight", "backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.value_proj.weight", "backbone.interactions.0.interaction_units_12.branch2to1_injector.attn.output_proj.weight", "backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn.fc1.weight", "backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight", "backbone.interactions.0.interaction_units_12.branch2to1_injector.ffn.fc2.weight", "backbone.interactions.0.interaction_units_12.branch1to2_proj.weight", "backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight", "backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.attention_weights.weight", "backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.value_proj.weight", "backbone.interactions.0.interaction_units_12.branch1to2_injector.attn.output_proj.weight", "backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn.fc1.weight", "backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight", "backbone.interactions.0.interaction_units_12.branch1to2_injector.ffn.fc2.weight", "backbone.interactions.0.interaction_units_23.branch2to1_proj.weight", "backbone.interactions.0.interaction_units_23.branch2to1_injector.attn.sampling_offsets.weight", "backbone.interactions.0.interaction_units_23.branch2to1_injector.attn.attention_weights.weight", "backbone.interactions.0.interaction_units_23.branch2to1_injector.attn.value_proj.weight", "backbone.interactions.0.interaction_units_23.branch2to1_injector.attn.output_proj.weight", "backbone.interactions.0.interaction_units_23.branch2to1_injector.ffn.fc1.weight", "backbone.interactions.0.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.weight", "backbone.interactions.0.interaction_units_23.branch2to1_injector.ffn.fc2.weight", "backbone.interactions.0.interaction_units_23.branch1to2_proj.weight", "backbone.interactions.0.interaction_units_23.branch1to2_injector.attn.sampling_offsets.weight", "backbone.interactions.0.interaction_units_23.branch1to2_injector.attn.attention_weights.weight", "backbone.interactions.0.interaction_units_23.branch1to2_injector.attn.value_proj.weight", "backbone.interactions.0.interaction_units_23.branch1to2_injector.attn.output_proj.weight", "backbone.interactions.0.interaction_units_23.branch1to2_injector.ffn.fc1.weight", "backbone.interactions.0.interaction_units_23.branch1to2_injector.ffn.dwconv.dwconv.weight", "backbone.interactions.0.interaction_units_23.branch1to2_injector.ffn.fc2.weight", "backbone.interactions.1.interaction_units_12.branch2to1_proj.weight", "backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.sampling_offsets.weight", "backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.attention_weights.weight", "backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.value_proj.weight", "backbone.interactions.1.interaction_units_12.branch2to1_injector.attn.output_proj.weight", "backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn.fc1.weight", "backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn.dwconv.dwconv.weight", "backbone.interactions.1.interaction_units_12.branch2to1_injector.ffn.fc2.weight", "backbone.interactions.1.interaction_units_12.branch1to2_proj.weight", "backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.sampling_offsets.weight", "backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.attention_weights.weight", "backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.value_proj.weight", "backbone.interactions.1.interaction_units_12.branch1to2_injector.attn.output_proj.weight", "backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn.fc1.weight", "backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn.dwconv.dwconv.weight", "backbone.interactions.1.interaction_units_12.branch1to2_injector.ffn.fc2.weight", "backbone.interactions.1.interaction_units_23.branch2to1_proj.weight", "backbone.interactions.1.interaction_units_23.branch2to1_injector.attn.sampling_offsets.weight", "backbone.interactions.1.interaction_units_23.branch2to1_injector.attn.attention_weights.weight", "backbone.interactions.1.interaction_units_23.branch2to1_injector.attn.value_proj.weight", "backbone.interactions.1.interaction_units_23.branch2to1_injector.attn.output_proj.weight", "backbone.interactions.1.interaction_units_23.branch2to1_injector.ffn.fc1.weight", "backbone.interactions.1.interaction_units_23.branch2to1_injector.ffn.dwconv.dwconv.weight", "backbone.interactions.1.interaction_units_23.branch2to1_injector.ffn.fc2.weight", "backbone.interactions.1.interaction_units_23.branch1to2_proj.weight", "backbone.interactions.1.interaction_units_23.branch1to2_injector.attn.sampling_offsets.weight", "backbone.interactions.1.interaction_units_23.branch1to2_injector.attn.attention_weights.weight", "backbone.interactions.1.interaction_units_23.branch1to2_injector.attn.value_proj.weight", "backbone.interactions.1.interaction_units_23.branch1to2_injector.attn.output_proj.weight", "backbone.interactions.1.interaction_units_23.branch1to2_injector.ffn.fc1.weight", 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ToBFloat16HookMMDet (NORMAL ) DeepspeedCheckpointHook (LOW ) DeepspeedDistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (LOW ) DeepspeedDistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) StepLrUpdaterHook (LOW ) IterTimerHook (LOW ) DeepspeedDistEvalHook -------------------- after_train_iter: (ABOVE_NORMAL) OptimizerHook (NORMAL ) DeepspeedCheckpointHook (LOW ) IterTimerHook (LOW ) DeepspeedDistEvalHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) DeepspeedCheckpointHook (LOW ) DeepspeedDistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2024-05-19 15:55:01,359 - mmdet - INFO - workflow: [('train', 1)], max: 36 epochs 2024-05-19 15:55:01,370 - mmdet - INFO - Checkpoints will be saved to /mnt/hwfile/PIIP/mmdetection/work_dirs/dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms by HardDiskBackend. 2024-05-19 15:56:25,732 - mmdet - INFO - Epoch [1][50/3665] lr: 1.978e-05, eta: 2 days, 13:48:00, time: 1.687, data_time: 0.203, memory: 41043, interm_loss_cls: 1.1098, interm_loss_bbox: 3.7403, interm_loss_iou: 2.6425, loss_cls: 1.0448, loss_bbox: 3.7299, loss_iou: 2.6384, d0.loss_cls: 0.9071, d0.loss_bbox: 3.7898, d0.loss_iou: 2.6583, d1.loss_cls: 0.9502, d1.loss_bbox: 3.7698, d1.loss_iou: 2.6486, d2.loss_cls: 0.9647, d2.loss_bbox: 3.7521, d2.loss_iou: 2.6447, d3.loss_cls: 0.9947, d3.loss_bbox: 3.7404, d3.loss_iou: 2.6417, d4.loss_cls: 1.0090, d4.loss_bbox: 3.7335, d4.loss_iou: 2.6392, dn_loss_cls: 1.0078, dn_loss_bbox: 1.2609, dn_loss_iou: 1.2996, d0.dn_loss_cls: 0.9893, d0.dn_loss_bbox: 1.2611, d0.dn_loss_iou: 1.3010, d1.dn_loss_cls: 0.9613, d1.dn_loss_bbox: 1.2609, d1.dn_loss_iou: 1.3007, d2.dn_loss_cls: 0.9405, d2.dn_loss_bbox: 1.2608, d2.dn_loss_iou: 1.3004, d3.dn_loss_cls: 0.9593, d3.dn_loss_bbox: 1.2608, d3.dn_loss_iou: 1.3002, d4.dn_loss_cls: 0.9558, d4.dn_loss_bbox: 1.2608, d4.dn_loss_iou: 1.2999, loss: 72.9309 2024-05-19 15:57:36,132 - mmdet - INFO - Epoch [1][100/3665] lr: 3.976e-05, eta: 2 days, 8:39:56, time: 1.408, data_time: 0.016, memory: 41048, interm_loss_cls: 0.9771, interm_loss_bbox: 2.5429, interm_loss_iou: 2.2967, loss_cls: 0.9327, loss_bbox: 2.5187, loss_iou: 2.2356, d0.loss_cls: 0.8364, d0.loss_bbox: 2.6127, d0.loss_iou: 2.3109, d1.loss_cls: 0.8643, d1.loss_bbox: 2.5866, d1.loss_iou: 2.2870, d2.loss_cls: 0.8896, d2.loss_bbox: 2.5617, d2.loss_iou: 2.2691, d3.loss_cls: 0.9087, d3.loss_bbox: 2.5449, d3.loss_iou: 2.2543, d4.loss_cls: 0.9207, d4.loss_bbox: 2.5282, d4.loss_iou: 2.2441, dn_loss_cls: 0.7706, dn_loss_bbox: 1.3400, dn_loss_iou: 1.2958, d0.dn_loss_cls: 0.7815, d0.dn_loss_bbox: 1.2949, d0.dn_loss_iou: 1.2886, d1.dn_loss_cls: 0.7395, d1.dn_loss_bbox: 1.3022, d1.dn_loss_iou: 1.2880, d2.dn_loss_cls: 0.7232, d2.dn_loss_bbox: 1.3107, d2.dn_loss_iou: 1.2891, d3.dn_loss_cls: 0.7260, d3.dn_loss_bbox: 1.3196, d3.dn_loss_iou: 1.2908, d4.dn_loss_cls: 0.7517, d4.dn_loss_bbox: 1.3297, d4.dn_loss_iou: 1.2932, loss: 60.2581 2024-05-19 15:58:48,307 - mmdet - INFO - Epoch [1][150/3665] lr: 5.974e-05, eta: 2 days, 7:22:51, time: 1.444, data_time: 0.017, memory: 41048, interm_loss_cls: 0.9284, interm_loss_bbox: 1.9568, interm_loss_iou: 1.8744, loss_cls: 0.8834, loss_bbox: 1.9919, loss_iou: 1.8544, d0.loss_cls: 0.8046, d0.loss_bbox: 2.0499, d0.loss_iou: 1.8929, d1.loss_cls: 0.8125, d1.loss_bbox: 2.0468, d1.loss_iou: 1.8821, d2.loss_cls: 0.8251, d2.loss_bbox: 2.0351, d2.loss_iou: 1.8734, d3.loss_cls: 0.8461, d3.loss_bbox: 2.0230, d3.loss_iou: 1.8668, d4.loss_cls: 0.8659, d4.loss_bbox: 2.0059, d4.loss_iou: 1.8593, dn_loss_cls: 0.6334, dn_loss_bbox: 1.3080, dn_loss_iou: 1.2937, d0.dn_loss_cls: 0.6526, d0.dn_loss_bbox: 1.2980, d0.dn_loss_iou: 1.2902, d1.dn_loss_cls: 0.5830, d1.dn_loss_bbox: 1.3034, d1.dn_loss_iou: 1.2898, d2.dn_loss_cls: 0.5666, d2.dn_loss_bbox: 1.3062, d2.dn_loss_iou: 1.2903, d3.dn_loss_cls: 0.5714, d3.dn_loss_bbox: 1.3074, d3.dn_loss_iou: 1.2911, d4.dn_loss_cls: 0.5980, d4.dn_loss_bbox: 1.3077, d4.dn_loss_iou: 1.2924, loss: 52.3618 2024-05-19 15:59:59,175 - mmdet - INFO - Epoch [1][200/3665] lr: 7.972e-05, eta: 2 days, 6:29:11, time: 1.417, data_time: 0.014, memory: 41048, interm_loss_cls: 0.8843, interm_loss_bbox: 1.8513, interm_loss_iou: 1.9535, loss_cls: 0.8095, loss_bbox: 1.8727, loss_iou: 1.9594, d0.loss_cls: 0.7720, d0.loss_bbox: 1.9300, d0.loss_iou: 1.9952, d1.loss_cls: 0.7569, d1.loss_bbox: 1.9242, d1.loss_iou: 1.9923, d2.loss_cls: 0.7569, d2.loss_bbox: 1.9134, d2.loss_iou: 1.9843, d3.loss_cls: 0.7696, d3.loss_bbox: 1.9007, d3.loss_iou: 1.9772, d4.loss_cls: 0.7868, d4.loss_bbox: 1.8868, d4.loss_iou: 1.9686, dn_loss_cls: 0.4357, dn_loss_bbox: 1.2805, dn_loss_iou: 1.2969, d0.dn_loss_cls: 0.4995, d0.dn_loss_bbox: 1.2827, d0.dn_loss_iou: 1.2874, d1.dn_loss_cls: 0.4091, d1.dn_loss_bbox: 1.2825, d1.dn_loss_iou: 1.2873, d2.dn_loss_cls: 0.3877, d2.dn_loss_bbox: 1.2819, d2.dn_loss_iou: 1.2886, d3.dn_loss_cls: 0.3855, d3.dn_loss_bbox: 1.2809, d3.dn_loss_iou: 1.2904, d4.dn_loss_cls: 0.4009, d4.dn_loss_bbox: 1.2804, d4.dn_loss_iou: 1.2933, loss: 50.5968 2024-05-19 16:01:10,324 - mmdet - INFO - Epoch [1][250/3665] lr: 9.970e-05, eta: 2 days, 5:59:00, time: 1.423, data_time: 0.016, memory: 41048, interm_loss_cls: 0.8547, interm_loss_bbox: 1.5880, interm_loss_iou: 1.7763, loss_cls: 0.7630, loss_bbox: 1.5417, loss_iou: 1.7445, d0.loss_cls: 0.7424, d0.loss_bbox: 1.6477, d0.loss_iou: 1.8161, d1.loss_cls: 0.7200, d1.loss_bbox: 1.6184, d1.loss_iou: 1.7955, d2.loss_cls: 0.7218, d2.loss_bbox: 1.5906, d2.loss_iou: 1.7772, d3.loss_cls: 0.7319, d3.loss_bbox: 1.5693, d3.loss_iou: 1.7646, d4.loss_cls: 0.7449, d4.loss_bbox: 1.5552, d4.loss_iou: 1.7545, dn_loss_cls: 0.3613, dn_loss_bbox: 1.2741, dn_loss_iou: 1.3158, d0.dn_loss_cls: 0.3904, d0.dn_loss_bbox: 1.2659, d0.dn_loss_iou: 1.2889, d1.dn_loss_cls: 0.3316, d1.dn_loss_bbox: 1.2663, d1.dn_loss_iou: 1.2946, d2.dn_loss_cls: 0.3237, d2.dn_loss_bbox: 1.2692, d2.dn_loss_iou: 1.3015, d3.dn_loss_cls: 0.3258, d3.dn_loss_bbox: 1.2711, d3.dn_loss_iou: 1.3070, d4.dn_loss_cls: 0.3348, d4.dn_loss_bbox: 1.2728, d4.dn_loss_iou: 1.3112, loss: 46.3241 2024-05-19 16:02:20,944 - mmdet - INFO - Epoch [1][300/3665] lr: 1.197e-04, eta: 2 days, 5:34:37, time: 1.412, data_time: 0.015, memory: 41048, interm_loss_cls: 0.8373, interm_loss_bbox: 1.3882, interm_loss_iou: 1.6128, loss_cls: 0.7486, loss_bbox: 1.2475, loss_iou: 1.5380, d0.loss_cls: 0.7431, d0.loss_bbox: 1.3767, d0.loss_iou: 1.6183, d1.loss_cls: 0.7246, d1.loss_bbox: 1.3234, d1.loss_iou: 1.5903, d2.loss_cls: 0.7300, d2.loss_bbox: 1.2908, d2.loss_iou: 1.5721, d3.loss_cls: 0.7360, d3.loss_bbox: 1.2678, d3.loss_iou: 1.5565, d4.loss_cls: 0.7397, d4.loss_bbox: 1.2572, d4.loss_iou: 1.5478, dn_loss_cls: 0.3308, dn_loss_bbox: 1.2922, dn_loss_iou: 1.3039, d0.dn_loss_cls: 0.3279, d0.dn_loss_bbox: 1.2873, d0.dn_loss_iou: 1.2869, d1.dn_loss_cls: 0.2985, d1.dn_loss_bbox: 1.2897, d1.dn_loss_iou: 1.2926, d2.dn_loss_cls: 0.2963, d2.dn_loss_bbox: 1.2918, d2.dn_loss_iou: 1.2973, d3.dn_loss_cls: 0.2976, d3.dn_loss_bbox: 1.2913, d3.dn_loss_iou: 1.2992, d4.dn_loss_cls: 0.3066, d4.dn_loss_bbox: 1.2916, d4.dn_loss_iou: 1.3012, loss: 42.8293 2024-05-19 16:03:32,176 - mmdet - INFO - Epoch [1][350/3665] lr: 1.397e-04, eta: 2 days, 5:20:42, time: 1.425, data_time: 0.014, memory: 41048, interm_loss_cls: 0.8005, interm_loss_bbox: 1.1766, interm_loss_iou: 1.4772, loss_cls: 0.7282, loss_bbox: 0.9689, loss_iou: 1.3600, d0.loss_cls: 0.7236, d0.loss_bbox: 1.1133, d0.loss_iou: 1.4549, d1.loss_cls: 0.7050, d1.loss_bbox: 1.0511, d1.loss_iou: 1.4180, d2.loss_cls: 0.7056, d2.loss_bbox: 1.0186, d2.loss_iou: 1.3998, d3.loss_cls: 0.7140, d3.loss_bbox: 0.9892, d3.loss_iou: 1.3780, d4.loss_cls: 0.7201, d4.loss_bbox: 0.9766, d4.loss_iou: 1.3670, dn_loss_cls: 0.3106, dn_loss_bbox: 1.1929, dn_loss_iou: 1.2473, d0.dn_loss_cls: 0.2947, d0.dn_loss_bbox: 1.2420, d0.dn_loss_iou: 1.2730, d1.dn_loss_cls: 0.2772, d1.dn_loss_bbox: 1.2235, d1.dn_loss_iou: 1.2583, d2.dn_loss_cls: 0.2741, d2.dn_loss_bbox: 1.2133, d2.dn_loss_iou: 1.2502, d3.dn_loss_cls: 0.2797, d3.dn_loss_bbox: 1.1982, d3.dn_loss_iou: 1.2423, d4.dn_loss_cls: 0.2904, d4.dn_loss_bbox: 1.1946, d4.dn_loss_iou: 1.2440, loss: 38.7528 2024-05-19 16:04:45,795 - mmdet - INFO - Epoch [1][400/3665] lr: 1.596e-04, eta: 2 days, 5:23:01, time: 1.472, data_time: 0.017, memory: 41048, interm_loss_cls: 0.7900, interm_loss_bbox: 1.0339, interm_loss_iou: 1.3425, loss_cls: 0.7367, loss_bbox: 0.7704, loss_iou: 1.1748, d0.loss_cls: 0.7343, d0.loss_bbox: 0.9090, d0.loss_iou: 1.2915, d1.loss_cls: 0.7140, d1.loss_bbox: 0.8432, d1.loss_iou: 1.2433, d2.loss_cls: 0.7082, d2.loss_bbox: 0.8124, d2.loss_iou: 1.2153, d3.loss_cls: 0.7160, d3.loss_bbox: 0.7879, d3.loss_iou: 1.1925, d4.loss_cls: 0.7236, d4.loss_bbox: 0.7772, d4.loss_iou: 1.1833, dn_loss_cls: 0.3090, dn_loss_bbox: 1.1011, dn_loss_iou: 1.1744, d0.dn_loss_cls: 0.2833, d0.dn_loss_bbox: 1.1821, d0.dn_loss_iou: 1.2358, d1.dn_loss_cls: 0.2703, d1.dn_loss_bbox: 1.1346, d1.dn_loss_iou: 1.1997, d2.dn_loss_cls: 0.2660, d2.dn_loss_bbox: 1.1188, d2.dn_loss_iou: 1.1852, d3.dn_loss_cls: 0.2692, d3.dn_loss_bbox: 1.1053, d3.dn_loss_iou: 1.1749, d4.dn_loss_cls: 0.2819, d4.dn_loss_bbox: 1.1029, d4.dn_loss_iou: 1.1737, loss: 35.2682 2024-05-19 16:06:01,516 - mmdet - INFO - Epoch [1][450/3665] lr: 1.796e-04, eta: 2 days, 5:34:48, time: 1.514, data_time: 0.016, memory: 41048, interm_loss_cls: 0.7586, interm_loss_bbox: 0.9321, interm_loss_iou: 1.2713, loss_cls: 0.7265, loss_bbox: 0.6644, loss_iou: 1.0832, d0.loss_cls: 0.7164, d0.loss_bbox: 0.7975, d0.loss_iou: 1.2024, d1.loss_cls: 0.7020, d1.loss_bbox: 0.7305, d1.loss_iou: 1.1478, d2.loss_cls: 0.7026, d2.loss_bbox: 0.6936, d2.loss_iou: 1.1158, d3.loss_cls: 0.7088, d3.loss_bbox: 0.6750, d3.loss_iou: 1.0969, d4.loss_cls: 0.7197, d4.loss_bbox: 0.6683, d4.loss_iou: 1.0882, dn_loss_cls: 0.2951, dn_loss_bbox: 1.0646, dn_loss_iou: 1.1149, d0.dn_loss_cls: 0.2781, d0.dn_loss_bbox: 1.1651, d0.dn_loss_iou: 1.1888, d1.dn_loss_cls: 0.2636, d1.dn_loss_bbox: 1.1105, d1.dn_loss_iou: 1.1499, d2.dn_loss_cls: 0.2578, d2.dn_loss_bbox: 1.0806, d2.dn_loss_iou: 1.1249, d3.dn_loss_cls: 0.2601, d3.dn_loss_bbox: 1.0667, d3.dn_loss_iou: 1.1138, d4.dn_loss_cls: 0.2726, d4.dn_loss_bbox: 1.0650, d4.dn_loss_iou: 1.1134, loss: 33.1872 2024-05-19 16:07:12,771 - mmdet - INFO - Epoch [1][500/3665] lr: 1.996e-04, eta: 2 days, 5:24:21, time: 1.425, data_time: 0.017, memory: 41048, interm_loss_cls: 0.7408, interm_loss_bbox: 0.8137, interm_loss_iou: 1.1756, loss_cls: 0.7020, loss_bbox: 0.5678, loss_iou: 0.9809, d0.loss_cls: 0.7036, d0.loss_bbox: 0.6902, d0.loss_iou: 1.1000, d1.loss_cls: 0.6848, d1.loss_bbox: 0.6265, d1.loss_iou: 1.0426, d2.loss_cls: 0.6864, d2.loss_bbox: 0.5912, d2.loss_iou: 1.0076, d3.loss_cls: 0.6896, d3.loss_bbox: 0.5791, d3.loss_iou: 0.9942, d4.loss_cls: 0.6953, d4.loss_bbox: 0.5720, d4.loss_iou: 0.9861, dn_loss_cls: 0.2672, dn_loss_bbox: 0.9963, dn_loss_iou: 1.0356, d0.dn_loss_cls: 0.2642, d0.dn_loss_bbox: 1.1172, d0.dn_loss_iou: 1.1404, d1.dn_loss_cls: 0.2472, d1.dn_loss_bbox: 1.0446, d1.dn_loss_iou: 1.0832, d2.dn_loss_cls: 0.2411, d2.dn_loss_bbox: 1.0090, d2.dn_loss_iou: 1.0501, d3.dn_loss_cls: 0.2404, d3.dn_loss_bbox: 0.9973, d3.dn_loss_iou: 1.0373, d4.dn_loss_cls: 0.2496, d4.dn_loss_bbox: 0.9967, d4.dn_loss_iou: 1.0360, loss: 30.6837 2024-05-19 16:08:23,609 - mmdet - INFO - Epoch [1][550/3665] lr: 2.000e-04, eta: 2 days, 5:14:02, time: 1.417, data_time: 0.016, memory: 41048, interm_loss_cls: 0.7116, interm_loss_bbox: 0.7069, interm_loss_iou: 1.1323, loss_cls: 0.6628, loss_bbox: 0.5141, loss_iou: 0.9603, d0.loss_cls: 0.6701, d0.loss_bbox: 0.6119, d0.loss_iou: 1.0621, d1.loss_cls: 0.6515, d1.loss_bbox: 0.5613, d1.loss_iou: 1.0093, d2.loss_cls: 0.6501, d2.loss_bbox: 0.5324, d2.loss_iou: 0.9800, d3.loss_cls: 0.6512, d3.loss_bbox: 0.5217, d3.loss_iou: 0.9700, d4.loss_cls: 0.6556, d4.loss_bbox: 0.5177, d4.loss_iou: 0.9636, dn_loss_cls: 0.2461, dn_loss_bbox: 0.9104, dn_loss_iou: 1.0215, d0.dn_loss_cls: 0.2528, d0.dn_loss_bbox: 1.0113, d0.dn_loss_iou: 1.1235, d1.dn_loss_cls: 0.2332, d1.dn_loss_bbox: 0.9470, d1.dn_loss_iou: 1.0657, d2.dn_loss_cls: 0.2259, d2.dn_loss_bbox: 0.9195, d2.dn_loss_iou: 1.0329, d3.dn_loss_cls: 0.2259, d3.dn_loss_bbox: 0.9118, d3.dn_loss_iou: 1.0229, d4.dn_loss_cls: 0.2322, d4.dn_loss_bbox: 0.9105, d4.dn_loss_iou: 1.0214, loss: 29.0111 2024-05-19 16:09:33,614 - mmdet - INFO - Epoch [1][600/3665] lr: 2.000e-04, eta: 2 days, 5:02:09, time: 1.400, data_time: 0.015, memory: 41048, interm_loss_cls: 0.6938, interm_loss_bbox: 0.6396, interm_loss_iou: 1.0557, loss_cls: 0.6468, loss_bbox: 0.4596, loss_iou: 0.8781, d0.loss_cls: 0.6656, d0.loss_bbox: 0.5498, d0.loss_iou: 0.9735, d1.loss_cls: 0.6454, d1.loss_bbox: 0.4991, d1.loss_iou: 0.9230, d2.loss_cls: 0.6419, d2.loss_bbox: 0.4763, d2.loss_iou: 0.8980, d3.loss_cls: 0.6394, d3.loss_bbox: 0.4673, d3.loss_iou: 0.8883, d4.loss_cls: 0.6435, d4.loss_bbox: 0.4631, d4.loss_iou: 0.8827, dn_loss_cls: 0.2247, dn_loss_bbox: 0.9060, dn_loss_iou: 0.9787, d0.dn_loss_cls: 0.2397, d0.dn_loss_bbox: 1.0061, d0.dn_loss_iou: 1.0895, d1.dn_loss_cls: 0.2187, d1.dn_loss_bbox: 0.9440, d1.dn_loss_iou: 1.0309, d2.dn_loss_cls: 0.2125, d2.dn_loss_bbox: 0.9155, d2.dn_loss_iou: 0.9945, d3.dn_loss_cls: 0.2103, d3.dn_loss_bbox: 0.9076, d3.dn_loss_iou: 0.9821, d4.dn_loss_cls: 0.2142, d4.dn_loss_bbox: 0.9061, d4.dn_loss_iou: 0.9793, loss: 27.5909 2024-05-19 16:10:43,930 - mmdet - INFO - Epoch [1][650/3665] lr: 2.000e-04, eta: 2 days, 4:52:57, time: 1.406, data_time: 0.017, memory: 41048, interm_loss_cls: 0.6796, interm_loss_bbox: 0.5892, interm_loss_iou: 1.0051, loss_cls: 0.6274, loss_bbox: 0.4293, loss_iou: 0.8279, d0.loss_cls: 0.6550, d0.loss_bbox: 0.5067, d0.loss_iou: 0.9203, d1.loss_cls: 0.6322, d1.loss_bbox: 0.4647, d1.loss_iou: 0.8721, d2.loss_cls: 0.6235, d2.loss_bbox: 0.4431, d2.loss_iou: 0.8465, d3.loss_cls: 0.6208, d3.loss_bbox: 0.4366, d3.loss_iou: 0.8373, d4.loss_cls: 0.6253, d4.loss_bbox: 0.4311, d4.loss_iou: 0.8309, dn_loss_cls: 0.2100, dn_loss_bbox: 0.8741, dn_loss_iou: 0.9507, d0.dn_loss_cls: 0.2320, d0.dn_loss_bbox: 0.9736, d0.dn_loss_iou: 1.0652, d1.dn_loss_cls: 0.2104, d1.dn_loss_bbox: 0.9124, d1.dn_loss_iou: 1.0043, d2.dn_loss_cls: 0.2026, d2.dn_loss_bbox: 0.8828, d2.dn_loss_iou: 0.9664, d3.dn_loss_cls: 0.1992, d3.dn_loss_bbox: 0.8763, d3.dn_loss_iou: 0.9553, d4.dn_loss_cls: 0.2032, d4.dn_loss_bbox: 0.8744, d4.dn_loss_iou: 0.9518, loss: 26.4493 2024-05-19 16:11:54,818 - mmdet - INFO - Epoch [1][700/3665] lr: 2.000e-04, eta: 2 days, 4:46:42, time: 1.418, data_time: 0.015, memory: 41048, interm_loss_cls: 0.6678, interm_loss_bbox: 0.5533, interm_loss_iou: 0.9684, loss_cls: 0.6255, loss_bbox: 0.3995, loss_iou: 0.7969, d0.loss_cls: 0.6486, d0.loss_bbox: 0.4761, d0.loss_iou: 0.8891, d1.loss_cls: 0.6282, d1.loss_bbox: 0.4344, d1.loss_iou: 0.8421, d2.loss_cls: 0.6193, d2.loss_bbox: 0.4146, d2.loss_iou: 0.8196, d3.loss_cls: 0.6174, d3.loss_bbox: 0.4081, d3.loss_iou: 0.8100, d4.loss_cls: 0.6210, d4.loss_bbox: 0.4033, d4.loss_iou: 0.8028, dn_loss_cls: 0.1962, dn_loss_bbox: 0.8348, dn_loss_iou: 0.9078, d0.dn_loss_cls: 0.2209, d0.dn_loss_bbox: 0.9454, d0.dn_loss_iou: 1.0370, d1.dn_loss_cls: 0.1969, d1.dn_loss_bbox: 0.8784, d1.dn_loss_iou: 0.9687, d2.dn_loss_cls: 0.1894, d2.dn_loss_bbox: 0.8453, d2.dn_loss_iou: 0.9265, d3.dn_loss_cls: 0.1869, d3.dn_loss_bbox: 0.8369, d3.dn_loss_iou: 0.9127, d4.dn_loss_cls: 0.1888, d4.dn_loss_bbox: 0.8349, d4.dn_loss_iou: 0.9088, loss: 25.4622 2024-05-19 16:13:05,403 - mmdet - INFO - Epoch [1][750/3665] lr: 2.000e-04, eta: 2 days, 4:40:14, time: 1.412, data_time: 0.017, memory: 41048, interm_loss_cls: 0.6549, interm_loss_bbox: 0.5212, interm_loss_iou: 0.9187, loss_cls: 0.6054, loss_bbox: 0.3770, loss_iou: 0.7501, d0.loss_cls: 0.6306, d0.loss_bbox: 0.4473, d0.loss_iou: 0.8359, d1.loss_cls: 0.6089, d1.loss_bbox: 0.4087, d1.loss_iou: 0.7906, d2.loss_cls: 0.5985, d2.loss_bbox: 0.3901, d2.loss_iou: 0.7677, d3.loss_cls: 0.5983, d3.loss_bbox: 0.3833, d3.loss_iou: 0.7595, d4.loss_cls: 0.6003, d4.loss_bbox: 0.3800, d4.loss_iou: 0.7555, dn_loss_cls: 0.1869, dn_loss_bbox: 0.8204, dn_loss_iou: 0.8601, d0.dn_loss_cls: 0.2110, d0.dn_loss_bbox: 0.9526, d0.dn_loss_iou: 1.0061, d1.dn_loss_cls: 0.1866, d1.dn_loss_bbox: 0.8757, d1.dn_loss_iou: 0.9281, d2.dn_loss_cls: 0.1776, d2.dn_loss_bbox: 0.8341, d2.dn_loss_iou: 0.8809, d3.dn_loss_cls: 0.1751, d3.dn_loss_bbox: 0.8235, d3.dn_loss_iou: 0.8658, d4.dn_loss_cls: 0.1777, d4.dn_loss_bbox: 0.8208, d4.dn_loss_iou: 0.8611, loss: 24.4264 2024-05-19 16:14:16,281 - mmdet - INFO - Epoch [1][800/3665] lr: 2.000e-04, eta: 2 days, 4:35:14, time: 1.418, data_time: 0.016, memory: 41048, interm_loss_cls: 0.6494, interm_loss_bbox: 0.5092, interm_loss_iou: 0.9164, loss_cls: 0.6001, loss_bbox: 0.3631, loss_iou: 0.7452, d0.loss_cls: 0.6272, d0.loss_bbox: 0.4300, d0.loss_iou: 0.8317, d1.loss_cls: 0.6052, d1.loss_bbox: 0.3920, d1.loss_iou: 0.7855, d2.loss_cls: 0.5944, d2.loss_bbox: 0.3755, d2.loss_iou: 0.7660, d3.loss_cls: 0.5906, d3.loss_bbox: 0.3702, d3.loss_iou: 0.7584, d4.loss_cls: 0.5963, d4.loss_bbox: 0.3660, d4.loss_iou: 0.7506, dn_loss_cls: 0.1893, dn_loss_bbox: 0.7984, dn_loss_iou: 0.8519, d0.dn_loss_cls: 0.2149, d0.dn_loss_bbox: 0.9350, d0.dn_loss_iou: 0.9994, d1.dn_loss_cls: 0.1887, d1.dn_loss_bbox: 0.8528, d1.dn_loss_iou: 0.9163, d2.dn_loss_cls: 0.1795, d2.dn_loss_bbox: 0.8121, d2.dn_loss_iou: 0.8709, d3.dn_loss_cls: 0.1777, d3.dn_loss_bbox: 0.8014, d3.dn_loss_iou: 0.8572, d4.dn_loss_cls: 0.1814, d4.dn_loss_bbox: 0.7987, d4.dn_loss_iou: 0.8526, loss: 24.1011 2024-05-19 16:15:26,846 - mmdet - INFO - Epoch [1][850/3665] lr: 2.000e-04, eta: 2 days, 4:29:53, time: 1.411, data_time: 0.016, memory: 41048, interm_loss_cls: 0.6415, interm_loss_bbox: 0.4790, interm_loss_iou: 0.8968, loss_cls: 0.5888, loss_bbox: 0.3528, loss_iou: 0.7452, d0.loss_cls: 0.6162, d0.loss_bbox: 0.4065, d0.loss_iou: 0.8193, d1.loss_cls: 0.5931, d1.loss_bbox: 0.3758, d1.loss_iou: 0.7811, d2.loss_cls: 0.5838, d2.loss_bbox: 0.3645, d2.loss_iou: 0.7657, d3.loss_cls: 0.5807, d3.loss_bbox: 0.3590, d3.loss_iou: 0.7575, d4.loss_cls: 0.5834, d4.loss_bbox: 0.3555, d4.loss_iou: 0.7508, dn_loss_cls: 0.1854, dn_loss_bbox: 0.7892, dn_loss_iou: 0.8435, d0.dn_loss_cls: 0.2066, d0.dn_loss_bbox: 0.9246, d0.dn_loss_iou: 0.9966, d1.dn_loss_cls: 0.1824, d1.dn_loss_bbox: 0.8399, d1.dn_loss_iou: 0.9093, d2.dn_loss_cls: 0.1758, d2.dn_loss_bbox: 0.8026, d2.dn_loss_iou: 0.8640, d3.dn_loss_cls: 0.1736, d3.dn_loss_bbox: 0.7923, d3.dn_loss_iou: 0.8495, d4.dn_loss_cls: 0.1767, d4.dn_loss_bbox: 0.7897, d4.dn_loss_iou: 0.8445, loss: 23.7427 2024-05-19 16:16:37,700 - mmdet - INFO - Epoch [1][900/3665] lr: 2.000e-04, eta: 2 days, 4:25:42, time: 1.417, data_time: 0.016, memory: 41048, interm_loss_cls: 0.6232, interm_loss_bbox: 0.4712, interm_loss_iou: 0.8779, loss_cls: 0.5688, loss_bbox: 0.3461, loss_iou: 0.7230, d0.loss_cls: 0.6026, d0.loss_bbox: 0.4027, d0.loss_iou: 0.8014, d1.loss_cls: 0.5769, d1.loss_bbox: 0.3742, d1.loss_iou: 0.7622, d2.loss_cls: 0.5669, d2.loss_bbox: 0.3592, d2.loss_iou: 0.7435, d3.loss_cls: 0.5638, d3.loss_bbox: 0.3521, d3.loss_iou: 0.7341, d4.loss_cls: 0.5651, d4.loss_bbox: 0.3480, d4.loss_iou: 0.7280, dn_loss_cls: 0.1698, dn_loss_bbox: 0.7287, dn_loss_iou: 0.8243, d0.dn_loss_cls: 0.1981, d0.dn_loss_bbox: 0.8646, d0.dn_loss_iou: 0.9837, d1.dn_loss_cls: 0.1724, d1.dn_loss_bbox: 0.7787, d1.dn_loss_iou: 0.8899, d2.dn_loss_cls: 0.1638, d2.dn_loss_bbox: 0.7412, d2.dn_loss_iou: 0.8442, d3.dn_loss_cls: 0.1615, d3.dn_loss_bbox: 0.7308, d3.dn_loss_iou: 0.8300, d4.dn_loss_cls: 0.1632, d4.dn_loss_bbox: 0.7288, d4.dn_loss_iou: 0.8251, loss: 22.8894 2024-05-19 16:17:53,830 - mmdet - INFO - Epoch [1][950/3665] lr: 2.000e-04, eta: 2 days, 4:33:56, time: 1.523, data_time: 0.015, memory: 41048, interm_loss_cls: 0.6021, interm_loss_bbox: 0.4640, interm_loss_iou: 0.8554, loss_cls: 0.5528, loss_bbox: 0.3356, loss_iou: 0.6882, d0.loss_cls: 0.5851, d0.loss_bbox: 0.3919, d0.loss_iou: 0.7697, d1.loss_cls: 0.5596, d1.loss_bbox: 0.3610, d1.loss_iou: 0.7277, d2.loss_cls: 0.5483, d2.loss_bbox: 0.3470, d2.loss_iou: 0.7084, d3.loss_cls: 0.5464, d3.loss_bbox: 0.3413, d3.loss_iou: 0.7000, d4.loss_cls: 0.5468, d4.loss_bbox: 0.3391, d4.loss_iou: 0.6948, dn_loss_cls: 0.1660, dn_loss_bbox: 0.7425, dn_loss_iou: 0.7943, d0.dn_loss_cls: 0.1926, d0.dn_loss_bbox: 0.8893, d0.dn_loss_iou: 0.9593, d1.dn_loss_cls: 0.1666, d1.dn_loss_bbox: 0.7922, d1.dn_loss_iou: 0.8614, d2.dn_loss_cls: 0.1592, d2.dn_loss_bbox: 0.7552, d2.dn_loss_iou: 0.8154, d3.dn_loss_cls: 0.1568, d3.dn_loss_bbox: 0.7457, d3.dn_loss_iou: 0.8003, d4.dn_loss_cls: 0.1589, d4.dn_loss_bbox: 0.7428, d4.dn_loss_iou: 0.7949, loss: 22.3586 2024-05-19 16:19:06,854 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-19 16:19:06,854 - mmdet - INFO - Epoch [1][1000/3665] lr: 2.000e-04, eta: 2 days, 4:34:28, time: 1.461, data_time: 0.015, memory: 41048, interm_loss_cls: 0.5961, interm_loss_bbox: 0.4588, interm_loss_iou: 0.8479, loss_cls: 0.5384, loss_bbox: 0.3400, loss_iou: 0.6937, d0.loss_cls: 0.5785, d0.loss_bbox: 0.3916, d0.loss_iou: 0.7654, d1.loss_cls: 0.5506, d1.loss_bbox: 0.3613, d1.loss_iou: 0.7310, d2.loss_cls: 0.5392, d2.loss_bbox: 0.3496, d2.loss_iou: 0.7118, d3.loss_cls: 0.5377, d3.loss_bbox: 0.3437, d3.loss_iou: 0.7030, d4.loss_cls: 0.5368, d4.loss_bbox: 0.3427, d4.loss_iou: 0.6975, dn_loss_cls: 0.1611, dn_loss_bbox: 0.7464, dn_loss_iou: 0.7955, d0.dn_loss_cls: 0.1904, d0.dn_loss_bbox: 0.8932, d0.dn_loss_iou: 0.9658, d1.dn_loss_cls: 0.1647, d1.dn_loss_bbox: 0.7969, d1.dn_loss_iou: 0.8655, d2.dn_loss_cls: 0.1573, d2.dn_loss_bbox: 0.7597, d2.dn_loss_iou: 0.8183, d3.dn_loss_cls: 0.1546, d3.dn_loss_bbox: 0.7495, d3.dn_loss_iou: 0.8023, d4.dn_loss_cls: 0.1559, d4.dn_loss_bbox: 0.7467, d4.dn_loss_iou: 0.7963, loss: 22.3356 2024-05-19 16:20:20,894 - mmdet - INFO - Epoch [1][1050/3665] lr: 2.000e-04, eta: 2 days, 4:36:56, time: 1.481, data_time: 0.015, memory: 41048, interm_loss_cls: 0.5831, interm_loss_bbox: 0.4369, interm_loss_iou: 0.8344, loss_cls: 0.5331, loss_bbox: 0.3220, loss_iou: 0.6807, d0.loss_cls: 0.5706, d0.loss_bbox: 0.3696, d0.loss_iou: 0.7552, d1.loss_cls: 0.5428, d1.loss_bbox: 0.3431, d1.loss_iou: 0.7179, d2.loss_cls: 0.5294, d2.loss_bbox: 0.3345, d2.loss_iou: 0.7013, d3.loss_cls: 0.5265, d3.loss_bbox: 0.3279, d3.loss_iou: 0.6944, d4.loss_cls: 0.5294, d4.loss_bbox: 0.3256, d4.loss_iou: 0.6869, dn_loss_cls: 0.1565, dn_loss_bbox: 0.7021, dn_loss_iou: 0.7770, d0.dn_loss_cls: 0.1890, d0.dn_loss_bbox: 0.8597, d0.dn_loss_iou: 0.9591, d1.dn_loss_cls: 0.1607, d1.dn_loss_bbox: 0.7577, d1.dn_loss_iou: 0.8503, d2.dn_loss_cls: 0.1528, d2.dn_loss_bbox: 0.7171, d2.dn_loss_iou: 0.8009, d3.dn_loss_cls: 0.1499, d3.dn_loss_bbox: 0.7059, d3.dn_loss_iou: 0.7847, d4.dn_loss_cls: 0.1513, d4.dn_loss_bbox: 0.7023, d4.dn_loss_iou: 0.7779, loss: 21.7002 2024-05-19 16:21:30,467 - mmdet - INFO - Epoch [1][1100/3665] lr: 2.000e-04, eta: 2 days, 4:30:12, time: 1.391, data_time: 0.016, memory: 41048, interm_loss_cls: 0.5721, interm_loss_bbox: 0.4196, interm_loss_iou: 0.8365, loss_cls: 0.5281, loss_bbox: 0.3110, loss_iou: 0.6850, d0.loss_cls: 0.5622, d0.loss_bbox: 0.3550, d0.loss_iou: 0.7556, d1.loss_cls: 0.5361, d1.loss_bbox: 0.3325, d1.loss_iou: 0.7215, d2.loss_cls: 0.5243, d2.loss_bbox: 0.3231, d2.loss_iou: 0.7068, d3.loss_cls: 0.5223, d3.loss_bbox: 0.3177, d3.loss_iou: 0.6981, d4.loss_cls: 0.5228, d4.loss_bbox: 0.3139, d4.loss_iou: 0.6907, dn_loss_cls: 0.1512, dn_loss_bbox: 0.6749, dn_loss_iou: 0.7717, d0.dn_loss_cls: 0.1830, d0.dn_loss_bbox: 0.8245, d0.dn_loss_iou: 0.9462, d1.dn_loss_cls: 0.1553, d1.dn_loss_bbox: 0.7250, d1.dn_loss_iou: 0.8407, d2.dn_loss_cls: 0.1479, d2.dn_loss_bbox: 0.6897, d2.dn_loss_iou: 0.7939, d3.dn_loss_cls: 0.1448, d3.dn_loss_bbox: 0.6787, d3.dn_loss_iou: 0.7788, d4.dn_loss_cls: 0.1457, d4.dn_loss_bbox: 0.6752, d4.dn_loss_iou: 0.7725, loss: 21.3346 2024-05-19 16:22:41,352 - mmdet - INFO - Epoch [1][1150/3665] lr: 2.000e-04, eta: 2 days, 4:26:26, time: 1.418, data_time: 0.017, memory: 41048, interm_loss_cls: 0.5603, interm_loss_bbox: 0.4223, interm_loss_iou: 0.8172, loss_cls: 0.5220, loss_bbox: 0.3088, loss_iou: 0.6655, d0.loss_cls: 0.5532, d0.loss_bbox: 0.3597, d0.loss_iou: 0.7390, d1.loss_cls: 0.5271, d1.loss_bbox: 0.3331, d1.loss_iou: 0.7024, d2.loss_cls: 0.5160, d2.loss_bbox: 0.3214, d2.loss_iou: 0.6882, d3.loss_cls: 0.5149, d3.loss_bbox: 0.3161, d3.loss_iou: 0.6783, d4.loss_cls: 0.5176, d4.loss_bbox: 0.3124, d4.loss_iou: 0.6719, dn_loss_cls: 0.1498, dn_loss_bbox: 0.6833, dn_loss_iou: 0.7446, d0.dn_loss_cls: 0.1798, d0.dn_loss_bbox: 0.8413, d0.dn_loss_iou: 0.9268, d1.dn_loss_cls: 0.1533, d1.dn_loss_bbox: 0.7365, d1.dn_loss_iou: 0.8146, d2.dn_loss_cls: 0.1463, d2.dn_loss_bbox: 0.6991, d2.dn_loss_iou: 0.7674, d3.dn_loss_cls: 0.1434, d3.dn_loss_bbox: 0.6872, d3.dn_loss_iou: 0.7516, d4.dn_loss_cls: 0.1447, d4.dn_loss_bbox: 0.6836, d4.dn_loss_iou: 0.7453, loss: 21.0458 2024-05-19 16:23:52,302 - mmdet - INFO - Epoch [1][1200/3665] lr: 2.000e-04, eta: 2 days, 4:23:01, time: 1.419, data_time: 0.015, memory: 41048, interm_loss_cls: 0.5506, interm_loss_bbox: 0.4066, interm_loss_iou: 0.8008, loss_cls: 0.5149, loss_bbox: 0.2989, loss_iou: 0.6529, d0.loss_cls: 0.5476, d0.loss_bbox: 0.3457, d0.loss_iou: 0.7219, d1.loss_cls: 0.5219, d1.loss_bbox: 0.3233, d1.loss_iou: 0.6899, d2.loss_cls: 0.5110, d2.loss_bbox: 0.3126, d2.loss_iou: 0.6736, d3.loss_cls: 0.5093, d3.loss_bbox: 0.3060, d3.loss_iou: 0.6648, d4.loss_cls: 0.5117, d4.loss_bbox: 0.3027, d4.loss_iou: 0.6585, dn_loss_cls: 0.1436, dn_loss_bbox: 0.6708, dn_loss_iou: 0.7432, d0.dn_loss_cls: 0.1734, d0.dn_loss_bbox: 0.8265, d0.dn_loss_iou: 0.9211, d1.dn_loss_cls: 0.1476, d1.dn_loss_bbox: 0.7208, d1.dn_loss_iou: 0.8126, d2.dn_loss_cls: 0.1405, d2.dn_loss_bbox: 0.6852, d2.dn_loss_iou: 0.7663, d3.dn_loss_cls: 0.1380, d3.dn_loss_bbox: 0.6749, d3.dn_loss_iou: 0.7510, d4.dn_loss_cls: 0.1395, d4.dn_loss_bbox: 0.6712, d4.dn_loss_iou: 0.7440, loss: 20.6952 2024-05-19 16:25:03,122 - mmdet - INFO - Epoch [1][1250/3665] lr: 2.000e-04, eta: 2 days, 4:19:33, time: 1.416, data_time: 0.016, memory: 41048, interm_loss_cls: 0.5491, interm_loss_bbox: 0.4260, interm_loss_iou: 0.7993, loss_cls: 0.5080, loss_bbox: 0.3094, loss_iou: 0.6333, d0.loss_cls: 0.5431, d0.loss_bbox: 0.3558, d0.loss_iou: 0.7079, d1.loss_cls: 0.5150, d1.loss_bbox: 0.3312, d1.loss_iou: 0.6726, d2.loss_cls: 0.5028, d2.loss_bbox: 0.3212, d2.loss_iou: 0.6556, d3.loss_cls: 0.5011, d3.loss_bbox: 0.3159, d3.loss_iou: 0.6446, d4.loss_cls: 0.5055, d4.loss_bbox: 0.3123, d4.loss_iou: 0.6380, dn_loss_cls: 0.1403, dn_loss_bbox: 0.6550, dn_loss_iou: 0.7099, d0.dn_loss_cls: 0.1721, d0.dn_loss_bbox: 0.8190, d0.dn_loss_iou: 0.8950, d1.dn_loss_cls: 0.1457, d1.dn_loss_bbox: 0.7102, d1.dn_loss_iou: 0.7810, d2.dn_loss_cls: 0.1375, d2.dn_loss_bbox: 0.6701, d2.dn_loss_iou: 0.7334, d3.dn_loss_cls: 0.1343, d3.dn_loss_bbox: 0.6600, d3.dn_loss_iou: 0.7175, d4.dn_loss_cls: 0.1362, d4.dn_loss_bbox: 0.6552, d4.dn_loss_iou: 0.7106, loss: 20.3306 2024-05-19 16:26:13,983 - mmdet - INFO - Epoch [1][1300/3665] lr: 2.000e-04, eta: 2 days, 4:16:20, time: 1.417, data_time: 0.016, memory: 41048, interm_loss_cls: 0.5453, interm_loss_bbox: 0.4075, interm_loss_iou: 0.7881, loss_cls: 0.4989, loss_bbox: 0.2926, loss_iou: 0.6241, d0.loss_cls: 0.5408, d0.loss_bbox: 0.3398, d0.loss_iou: 0.6951, d1.loss_cls: 0.5165, d1.loss_bbox: 0.3117, d1.loss_iou: 0.6560, d2.loss_cls: 0.4992, d2.loss_bbox: 0.3027, d2.loss_iou: 0.6420, d3.loss_cls: 0.4973, d3.loss_bbox: 0.2962, d3.loss_iou: 0.6321, d4.loss_cls: 0.4972, d4.loss_bbox: 0.2942, d4.loss_iou: 0.6275, dn_loss_cls: 0.1377, dn_loss_bbox: 0.6568, dn_loss_iou: 0.7041, d0.dn_loss_cls: 0.1675, d0.dn_loss_bbox: 0.8223, d0.dn_loss_iou: 0.8883, d1.dn_loss_cls: 0.1422, d1.dn_loss_bbox: 0.7072, d1.dn_loss_iou: 0.7720, d2.dn_loss_cls: 0.1348, d2.dn_loss_bbox: 0.6709, d2.dn_loss_iou: 0.7259, d3.dn_loss_cls: 0.1321, d3.dn_loss_bbox: 0.6607, d3.dn_loss_iou: 0.7114, d4.dn_loss_cls: 0.1337, d4.dn_loss_bbox: 0.6571, d4.dn_loss_iou: 0.7045, loss: 20.0342 2024-05-19 16:27:24,799 - mmdet - INFO - Epoch [1][1350/3665] lr: 2.000e-04, eta: 2 days, 4:13:11, time: 1.416, data_time: 0.016, memory: 41048, interm_loss_cls: 0.5394, interm_loss_bbox: 0.3984, interm_loss_iou: 0.7851, loss_cls: 0.5002, loss_bbox: 0.2824, loss_iou: 0.6140, d0.loss_cls: 0.5306, d0.loss_bbox: 0.3305, d0.loss_iou: 0.6900, d1.loss_cls: 0.5038, d1.loss_bbox: 0.3036, d1.loss_iou: 0.6513, d2.loss_cls: 0.4921, d2.loss_bbox: 0.2948, d2.loss_iou: 0.6375, d3.loss_cls: 0.4932, d3.loss_bbox: 0.2878, d3.loss_iou: 0.6261, d4.loss_cls: 0.4961, d4.loss_bbox: 0.2850, d4.loss_iou: 0.6191, dn_loss_cls: 0.1342, dn_loss_bbox: 0.6467, dn_loss_iou: 0.7106, d0.dn_loss_cls: 0.1647, d0.dn_loss_bbox: 0.7988, d0.dn_loss_iou: 0.8964, d1.dn_loss_cls: 0.1391, d1.dn_loss_bbox: 0.6930, d1.dn_loss_iou: 0.7789, d2.dn_loss_cls: 0.1316, d2.dn_loss_bbox: 0.6590, d2.dn_loss_iou: 0.7325, d3.dn_loss_cls: 0.1285, d3.dn_loss_bbox: 0.6496, d3.dn_loss_iou: 0.7175, d4.dn_loss_cls: 0.1299, d4.dn_loss_bbox: 0.6470, d4.dn_loss_iou: 0.7112, loss: 19.8303 2024-05-19 16:28:35,199 - mmdet - INFO - Epoch [1][1400/3665] lr: 2.000e-04, eta: 2 days, 4:09:32, time: 1.408, data_time: 0.016, memory: 41048, interm_loss_cls: 0.5358, interm_loss_bbox: 0.3945, interm_loss_iou: 0.7929, loss_cls: 0.4939, loss_bbox: 0.2862, loss_iou: 0.6272, d0.loss_cls: 0.5264, d0.loss_bbox: 0.3325, d0.loss_iou: 0.7025, d1.loss_cls: 0.5029, d1.loss_bbox: 0.3084, d1.loss_iou: 0.6665, d2.loss_cls: 0.4895, d2.loss_bbox: 0.2987, d2.loss_iou: 0.6490, d3.loss_cls: 0.4871, d3.loss_bbox: 0.2927, d3.loss_iou: 0.6394, d4.loss_cls: 0.4890, d4.loss_bbox: 0.2900, d4.loss_iou: 0.6328, dn_loss_cls: 0.1373, dn_loss_bbox: 0.6554, dn_loss_iou: 0.7054, d0.dn_loss_cls: 0.1655, d0.dn_loss_bbox: 0.8148, d0.dn_loss_iou: 0.8842, d1.dn_loss_cls: 0.1406, d1.dn_loss_bbox: 0.7073, d1.dn_loss_iou: 0.7732, d2.dn_loss_cls: 0.1338, d2.dn_loss_bbox: 0.6710, d2.dn_loss_iou: 0.7278, d3.dn_loss_cls: 0.1310, d3.dn_loss_bbox: 0.6599, d3.dn_loss_iou: 0.7129, d4.dn_loss_cls: 0.1330, d4.dn_loss_bbox: 0.6557, d4.dn_loss_iou: 0.7061, loss: 19.9527 2024-05-19 16:29:46,116 - mmdet - INFO - Epoch [1][1450/3665] lr: 2.000e-04, eta: 2 days, 4:06:50, time: 1.418, data_time: 0.017, memory: 41048, interm_loss_cls: 0.5269, interm_loss_bbox: 0.3866, interm_loss_iou: 0.7745, loss_cls: 0.4849, loss_bbox: 0.2837, loss_iou: 0.6140, d0.loss_cls: 0.5209, d0.loss_bbox: 0.3286, d0.loss_iou: 0.6884, d1.loss_cls: 0.4972, d1.loss_bbox: 0.3025, d1.loss_iou: 0.6496, d2.loss_cls: 0.4831, d2.loss_bbox: 0.2929, d2.loss_iou: 0.6326, d3.loss_cls: 0.4802, d3.loss_bbox: 0.2868, d3.loss_iou: 0.6236, d4.loss_cls: 0.4817, d4.loss_bbox: 0.2852, d4.loss_iou: 0.6181, dn_loss_cls: 0.1327, dn_loss_bbox: 0.6293, dn_loss_iou: 0.6831, d0.dn_loss_cls: 0.1628, d0.dn_loss_bbox: 0.7972, d0.dn_loss_iou: 0.8750, d1.dn_loss_cls: 0.1384, d1.dn_loss_bbox: 0.6807, d1.dn_loss_iou: 0.7541, d2.dn_loss_cls: 0.1304, d2.dn_loss_bbox: 0.6437, d2.dn_loss_iou: 0.7058, d3.dn_loss_cls: 0.1272, d3.dn_loss_bbox: 0.6332, d3.dn_loss_iou: 0.6909, d4.dn_loss_cls: 0.1286, d4.dn_loss_bbox: 0.6296, d4.dn_loss_iou: 0.6838, loss: 19.4680 2024-05-19 16:31:00,766 - mmdet - INFO - Epoch [1][1500/3665] lr: 2.000e-04, eta: 2 days, 4:09:38, time: 1.493, data_time: 0.015, memory: 41048, interm_loss_cls: 0.5167, interm_loss_bbox: 0.3838, interm_loss_iou: 0.7670, loss_cls: 0.4799, loss_bbox: 0.2796, loss_iou: 0.6078, d0.loss_cls: 0.5135, d0.loss_bbox: 0.3244, d0.loss_iou: 0.6812, d1.loss_cls: 0.4893, d1.loss_bbox: 0.2976, d1.loss_iou: 0.6413, d2.loss_cls: 0.4768, d2.loss_bbox: 0.2893, d2.loss_iou: 0.6271, d3.loss_cls: 0.4742, d3.loss_bbox: 0.2847, d3.loss_iou: 0.6192, d4.loss_cls: 0.4773, d4.loss_bbox: 0.2815, d4.loss_iou: 0.6121, dn_loss_cls: 0.1316, dn_loss_bbox: 0.6168, dn_loss_iou: 0.6911, d0.dn_loss_cls: 0.1596, d0.dn_loss_bbox: 0.7680, d0.dn_loss_iou: 0.8767, d1.dn_loss_cls: 0.1357, d1.dn_loss_bbox: 0.6643, d1.dn_loss_iou: 0.7570, d2.dn_loss_cls: 0.1284, d2.dn_loss_bbox: 0.6297, d2.dn_loss_iou: 0.7123, d3.dn_loss_cls: 0.1259, d3.dn_loss_bbox: 0.6204, d3.dn_loss_iou: 0.6979, d4.dn_loss_cls: 0.1273, d4.dn_loss_bbox: 0.6170, d4.dn_loss_iou: 0.6916, loss: 19.2754 2024-05-19 16:32:11,756 - mmdet - INFO - Epoch [1][1550/3665] lr: 2.000e-04, eta: 2 days, 4:07:03, time: 1.420, data_time: 0.015, memory: 41048, interm_loss_cls: 0.5164, interm_loss_bbox: 0.3816, interm_loss_iou: 0.7535, loss_cls: 0.4818, loss_bbox: 0.2673, loss_iou: 0.5773, d0.loss_cls: 0.5154, d0.loss_bbox: 0.3160, d0.loss_iou: 0.6547, d1.loss_cls: 0.4897, d1.loss_bbox: 0.2894, d1.loss_iou: 0.6164, d2.loss_cls: 0.4773, d2.loss_bbox: 0.2797, d2.loss_iou: 0.5999, d3.loss_cls: 0.4759, d3.loss_bbox: 0.2735, d3.loss_iou: 0.5899, d4.loss_cls: 0.4786, d4.loss_bbox: 0.2699, d4.loss_iou: 0.5829, dn_loss_cls: 0.1287, dn_loss_bbox: 0.6208, dn_loss_iou: 0.6745, d0.dn_loss_cls: 0.1581, d0.dn_loss_bbox: 0.7770, d0.dn_loss_iou: 0.8622, d1.dn_loss_cls: 0.1341, d1.dn_loss_bbox: 0.6676, d1.dn_loss_iou: 0.7411, d2.dn_loss_cls: 0.1261, d2.dn_loss_bbox: 0.6333, d2.dn_loss_iou: 0.6956, d3.dn_loss_cls: 0.1234, d3.dn_loss_bbox: 0.6240, d3.dn_loss_iou: 0.6812, d4.dn_loss_cls: 0.1251, d4.dn_loss_bbox: 0.6212, d4.dn_loss_iou: 0.6750, loss: 18.9566 2024-05-19 16:33:26,053 - mmdet - INFO - Epoch [1][1600/3665] lr: 2.000e-04, eta: 2 days, 4:09:02, time: 1.486, data_time: 0.015, memory: 41048, interm_loss_cls: 0.5058, interm_loss_bbox: 0.3783, interm_loss_iou: 0.7658, loss_cls: 0.4644, loss_bbox: 0.2745, loss_iou: 0.6089, d0.loss_cls: 0.5014, d0.loss_bbox: 0.3186, d0.loss_iou: 0.6780, d1.loss_cls: 0.4747, d1.loss_bbox: 0.2919, d1.loss_iou: 0.6405, d2.loss_cls: 0.4660, d2.loss_bbox: 0.2829, d2.loss_iou: 0.6247, d3.loss_cls: 0.4627, d3.loss_bbox: 0.2790, d3.loss_iou: 0.6171, d4.loss_cls: 0.4631, d4.loss_bbox: 0.2762, d4.loss_iou: 0.6121, dn_loss_cls: 0.1225, dn_loss_bbox: 0.5892, dn_loss_iou: 0.6681, d0.dn_loss_cls: 0.1539, d0.dn_loss_bbox: 0.7486, d0.dn_loss_iou: 0.8566, d1.dn_loss_cls: 0.1299, d1.dn_loss_bbox: 0.6381, d1.dn_loss_iou: 0.7341, d2.dn_loss_cls: 0.1220, d2.dn_loss_bbox: 0.6040, d2.dn_loss_iou: 0.6895, d3.dn_loss_cls: 0.1187, d3.dn_loss_bbox: 0.5937, d3.dn_loss_iou: 0.6757, d4.dn_loss_cls: 0.1196, d4.dn_loss_bbox: 0.5897, d4.dn_loss_iou: 0.6687, loss: 18.8093 2024-05-19 16:34:39,799 - mmdet - INFO - Epoch [1][1650/3665] lr: 2.000e-04, eta: 2 days, 4:10:06, time: 1.475, data_time: 0.015, memory: 41048, interm_loss_cls: 0.5065, interm_loss_bbox: 0.3764, interm_loss_iou: 0.7422, loss_cls: 0.4752, loss_bbox: 0.2709, loss_iou: 0.5794, d0.loss_cls: 0.5067, d0.loss_bbox: 0.3150, d0.loss_iou: 0.6514, d1.loss_cls: 0.4815, d1.loss_bbox: 0.2902, d1.loss_iou: 0.6137, d2.loss_cls: 0.4713, d2.loss_bbox: 0.2820, d2.loss_iou: 0.5995, d3.loss_cls: 0.4698, d3.loss_bbox: 0.2755, d3.loss_iou: 0.5915, d4.loss_cls: 0.4712, d4.loss_bbox: 0.2736, d4.loss_iou: 0.5854, dn_loss_cls: 0.1254, dn_loss_bbox: 0.6004, dn_loss_iou: 0.6694, d0.dn_loss_cls: 0.1547, d0.dn_loss_bbox: 0.7546, d0.dn_loss_iou: 0.8594, d1.dn_loss_cls: 0.1311, d1.dn_loss_bbox: 0.6477, d1.dn_loss_iou: 0.7364, d2.dn_loss_cls: 0.1228, d2.dn_loss_bbox: 0.6143, d2.dn_loss_iou: 0.6917, d3.dn_loss_cls: 0.1200, d3.dn_loss_bbox: 0.6045, d3.dn_loss_iou: 0.6774, d4.dn_loss_cls: 0.1220, d4.dn_loss_bbox: 0.6009, d4.dn_loss_iou: 0.6702, loss: 18.7316 2024-05-19 16:35:50,383 - mmdet - INFO - Epoch [1][1700/3665] lr: 2.000e-04, eta: 2 days, 4:07:00, time: 1.412, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4960, interm_loss_bbox: 0.3743, interm_loss_iou: 0.7416, loss_cls: 0.4624, loss_bbox: 0.2665, loss_iou: 0.5768, d0.loss_cls: 0.4993, d0.loss_bbox: 0.3124, d0.loss_iou: 0.6460, d1.loss_cls: 0.4738, d1.loss_bbox: 0.2876, d1.loss_iou: 0.6126, d2.loss_cls: 0.4599, d2.loss_bbox: 0.2772, d2.loss_iou: 0.5960, d3.loss_cls: 0.4574, d3.loss_bbox: 0.2726, d3.loss_iou: 0.5864, d4.loss_cls: 0.4599, d4.loss_bbox: 0.2685, d4.loss_iou: 0.5808, dn_loss_cls: 0.1189, dn_loss_bbox: 0.5984, dn_loss_iou: 0.6471, d0.dn_loss_cls: 0.1514, d0.dn_loss_bbox: 0.7632, d0.dn_loss_iou: 0.8374, d1.dn_loss_cls: 0.1275, d1.dn_loss_bbox: 0.6484, d1.dn_loss_iou: 0.7126, d2.dn_loss_cls: 0.1185, d2.dn_loss_bbox: 0.6121, d2.dn_loss_iou: 0.6674, d3.dn_loss_cls: 0.1150, d3.dn_loss_bbox: 0.6023, d3.dn_loss_iou: 0.6541, d4.dn_loss_cls: 0.1160, d4.dn_loss_bbox: 0.5988, d4.dn_loss_iou: 0.6476, loss: 18.4447 2024-05-19 16:37:01,323 - mmdet - INFO - Epoch [1][1750/3665] lr: 2.000e-04, eta: 2 days, 4:04:27, time: 1.419, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4972, interm_loss_bbox: 0.3713, interm_loss_iou: 0.7592, loss_cls: 0.4617, loss_bbox: 0.2640, loss_iou: 0.5902, d0.loss_cls: 0.4961, d0.loss_bbox: 0.3098, d0.loss_iou: 0.6646, d1.loss_cls: 0.4718, d1.loss_bbox: 0.2828, d1.loss_iou: 0.6261, d2.loss_cls: 0.4607, d2.loss_bbox: 0.2743, d2.loss_iou: 0.6112, d3.loss_cls: 0.4587, d3.loss_bbox: 0.2688, d3.loss_iou: 0.6002, d4.loss_cls: 0.4592, d4.loss_bbox: 0.2658, d4.loss_iou: 0.5940, dn_loss_cls: 0.1194, dn_loss_bbox: 0.5838, dn_loss_iou: 0.6632, d0.dn_loss_cls: 0.1497, d0.dn_loss_bbox: 0.7458, d0.dn_loss_iou: 0.8525, d1.dn_loss_cls: 0.1282, d1.dn_loss_bbox: 0.6344, d1.dn_loss_iou: 0.7298, d2.dn_loss_cls: 0.1195, d2.dn_loss_bbox: 0.5993, d2.dn_loss_iou: 0.6849, d3.dn_loss_cls: 0.1163, d3.dn_loss_bbox: 0.5893, d3.dn_loss_iou: 0.6709, d4.dn_loss_cls: 0.1170, d4.dn_loss_bbox: 0.5845, d4.dn_loss_iou: 0.6638, loss: 18.5399 2024-05-19 16:38:11,448 - mmdet - INFO - Epoch [1][1800/3665] lr: 2.000e-04, eta: 2 days, 4:01:00, time: 1.403, data_time: 0.017, memory: 41048, interm_loss_cls: 0.4989, interm_loss_bbox: 0.3663, interm_loss_iou: 0.7328, loss_cls: 0.4632, loss_bbox: 0.2683, loss_iou: 0.5688, d0.loss_cls: 0.4970, d0.loss_bbox: 0.3094, d0.loss_iou: 0.6405, d1.loss_cls: 0.4702, d1.loss_bbox: 0.2879, d1.loss_iou: 0.6049, d2.loss_cls: 0.4609, d2.loss_bbox: 0.2770, d2.loss_iou: 0.5877, d3.loss_cls: 0.4602, d3.loss_bbox: 0.2718, d3.loss_iou: 0.5776, d4.loss_cls: 0.4607, d4.loss_bbox: 0.2700, d4.loss_iou: 0.5734, dn_loss_cls: 0.1199, dn_loss_bbox: 0.5876, dn_loss_iou: 0.6450, d0.dn_loss_cls: 0.1506, d0.dn_loss_bbox: 0.7431, d0.dn_loss_iou: 0.8315, d1.dn_loss_cls: 0.1272, d1.dn_loss_bbox: 0.6338, d1.dn_loss_iou: 0.7075, d2.dn_loss_cls: 0.1188, d2.dn_loss_bbox: 0.6021, d2.dn_loss_iou: 0.6652, d3.dn_loss_cls: 0.1160, d3.dn_loss_bbox: 0.5935, d3.dn_loss_iou: 0.6530, d4.dn_loss_cls: 0.1173, d4.dn_loss_bbox: 0.5888, d4.dn_loss_iou: 0.6458, loss: 18.2942 2024-05-19 16:39:21,961 - mmdet - INFO - Epoch [1][1850/3665] lr: 2.000e-04, eta: 2 days, 3:58:07, time: 1.410, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4934, interm_loss_bbox: 0.3626, interm_loss_iou: 0.7273, loss_cls: 0.4602, loss_bbox: 0.2619, loss_iou: 0.5642, d0.loss_cls: 0.4962, d0.loss_bbox: 0.3034, d0.loss_iou: 0.6337, d1.loss_cls: 0.4715, d1.loss_bbox: 0.2793, d1.loss_iou: 0.5992, d2.loss_cls: 0.4598, d2.loss_bbox: 0.2716, d2.loss_iou: 0.5821, d3.loss_cls: 0.4561, d3.loss_bbox: 0.2674, d3.loss_iou: 0.5749, d4.loss_cls: 0.4574, d4.loss_bbox: 0.2648, d4.loss_iou: 0.5694, dn_loss_cls: 0.1165, dn_loss_bbox: 0.5798, dn_loss_iou: 0.6449, d0.dn_loss_cls: 0.1479, d0.dn_loss_bbox: 0.7354, d0.dn_loss_iou: 0.8325, d1.dn_loss_cls: 0.1246, d1.dn_loss_bbox: 0.6272, d1.dn_loss_iou: 0.7085, d2.dn_loss_cls: 0.1161, d2.dn_loss_bbox: 0.5962, d2.dn_loss_iou: 0.6663, d3.dn_loss_cls: 0.1130, d3.dn_loss_bbox: 0.5865, d3.dn_loss_iou: 0.6526, d4.dn_loss_cls: 0.1140, d4.dn_loss_bbox: 0.5810, d4.dn_loss_iou: 0.6455, loss: 18.1446 2024-05-19 16:40:32,478 - mmdet - INFO - Epoch [1][1900/3665] lr: 2.000e-04, eta: 2 days, 3:55:20, time: 1.410, data_time: 0.015, memory: 41048, interm_loss_cls: 0.4951, interm_loss_bbox: 0.3676, interm_loss_iou: 0.7393, loss_cls: 0.4579, loss_bbox: 0.2663, loss_iou: 0.5715, d0.loss_cls: 0.4946, d0.loss_bbox: 0.3087, d0.loss_iou: 0.6451, d1.loss_cls: 0.4689, d1.loss_bbox: 0.2865, d1.loss_iou: 0.6075, d2.loss_cls: 0.4557, d2.loss_bbox: 0.2766, d2.loss_iou: 0.5913, d3.loss_cls: 0.4537, d3.loss_bbox: 0.2705, d3.loss_iou: 0.5804, d4.loss_cls: 0.4546, d4.loss_bbox: 0.2679, d4.loss_iou: 0.5753, dn_loss_cls: 0.1151, dn_loss_bbox: 0.5819, dn_loss_iou: 0.6386, d0.dn_loss_cls: 0.1474, d0.dn_loss_bbox: 0.7407, d0.dn_loss_iou: 0.8213, d1.dn_loss_cls: 0.1240, d1.dn_loss_bbox: 0.6317, d1.dn_loss_iou: 0.7013, d2.dn_loss_cls: 0.1149, d2.dn_loss_bbox: 0.5994, d2.dn_loss_iou: 0.6598, d3.dn_loss_cls: 0.1121, d3.dn_loss_bbox: 0.5894, d3.dn_loss_iou: 0.6465, d4.dn_loss_cls: 0.1123, d4.dn_loss_bbox: 0.5829, d4.dn_loss_iou: 0.6392, loss: 18.1936 2024-05-19 16:41:43,274 - mmdet - INFO - Epoch [1][1950/3665] lr: 2.000e-04, eta: 2 days, 3:52:57, time: 1.416, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4846, interm_loss_bbox: 0.3548, interm_loss_iou: 0.7142, loss_cls: 0.4460, loss_bbox: 0.2574, loss_iou: 0.5523, d0.loss_cls: 0.4813, d0.loss_bbox: 0.2973, d0.loss_iou: 0.6192, d1.loss_cls: 0.4573, d1.loss_bbox: 0.2770, d1.loss_iou: 0.5853, d2.loss_cls: 0.4461, d2.loss_bbox: 0.2675, d2.loss_iou: 0.5706, d3.loss_cls: 0.4422, d3.loss_bbox: 0.2633, d3.loss_iou: 0.5626, d4.loss_cls: 0.4423, d4.loss_bbox: 0.2602, d4.loss_iou: 0.5573, dn_loss_cls: 0.1150, dn_loss_bbox: 0.5568, dn_loss_iou: 0.6275, d0.dn_loss_cls: 0.1441, d0.dn_loss_bbox: 0.7208, d0.dn_loss_iou: 0.8168, d1.dn_loss_cls: 0.1225, d1.dn_loss_bbox: 0.6077, d1.dn_loss_iou: 0.6902, d2.dn_loss_cls: 0.1144, d2.dn_loss_bbox: 0.5734, d2.dn_loss_iou: 0.6477, d3.dn_loss_cls: 0.1114, d3.dn_loss_bbox: 0.5637, d3.dn_loss_iou: 0.6354, d4.dn_loss_cls: 0.1122, d4.dn_loss_bbox: 0.5578, d4.dn_loss_iou: 0.6280, loss: 17.6844 2024-05-19 16:42:54,300 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-19 16:42:54,300 - mmdet - INFO - Epoch [1][2000/3665] lr: 2.000e-04, eta: 2 days, 3:50:52, time: 1.420, data_time: 0.015, memory: 41048, interm_loss_cls: 0.4794, interm_loss_bbox: 0.3417, interm_loss_iou: 0.7046, loss_cls: 0.4400, loss_bbox: 0.2523, loss_iou: 0.5531, d0.loss_cls: 0.4785, d0.loss_bbox: 0.2906, d0.loss_iou: 0.6169, d1.loss_cls: 0.4523, d1.loss_bbox: 0.2668, d1.loss_iou: 0.5823, d2.loss_cls: 0.4392, d2.loss_bbox: 0.2605, d2.loss_iou: 0.5690, d3.loss_cls: 0.4366, d3.loss_bbox: 0.2557, d3.loss_iou: 0.5604, d4.loss_cls: 0.4381, d4.loss_bbox: 0.2534, d4.loss_iou: 0.5556, dn_loss_cls: 0.1111, dn_loss_bbox: 0.5518, dn_loss_iou: 0.6348, d0.dn_loss_cls: 0.1431, d0.dn_loss_bbox: 0.7131, d0.dn_loss_iou: 0.8258, d1.dn_loss_cls: 0.1200, d1.dn_loss_bbox: 0.5998, d1.dn_loss_iou: 0.6988, d2.dn_loss_cls: 0.1117, d2.dn_loss_bbox: 0.5668, d2.dn_loss_iou: 0.6552, d3.dn_loss_cls: 0.1081, d3.dn_loss_bbox: 0.5576, d3.dn_loss_iou: 0.6421, d4.dn_loss_cls: 0.1089, d4.dn_loss_bbox: 0.5527, d4.dn_loss_iou: 0.6354, loss: 17.5634 2024-05-19 16:44:09,498 - mmdet - INFO - Epoch [1][2050/3665] lr: 2.000e-04, eta: 2 days, 3:53:14, time: 1.504, data_time: 0.019, memory: 41048, interm_loss_cls: 0.4807, interm_loss_bbox: 0.3515, interm_loss_iou: 0.7091, loss_cls: 0.4377, loss_bbox: 0.2590, loss_iou: 0.5512, d0.loss_cls: 0.4799, d0.loss_bbox: 0.2975, d0.loss_iou: 0.6193, d1.loss_cls: 0.4517, d1.loss_bbox: 0.2756, d1.loss_iou: 0.5828, d2.loss_cls: 0.4380, d2.loss_bbox: 0.2686, d2.loss_iou: 0.5693, d3.loss_cls: 0.4346, d3.loss_bbox: 0.2644, d3.loss_iou: 0.5605, d4.loss_cls: 0.4358, d4.loss_bbox: 0.2614, d4.loss_iou: 0.5553, dn_loss_cls: 0.1098, dn_loss_bbox: 0.5657, dn_loss_iou: 0.6150, d0.dn_loss_cls: 0.1433, d0.dn_loss_bbox: 0.7303, d0.dn_loss_iou: 0.8063, d1.dn_loss_cls: 0.1203, d1.dn_loss_bbox: 0.6178, d1.dn_loss_iou: 0.6799, d2.dn_loss_cls: 0.1112, d2.dn_loss_bbox: 0.5827, d2.dn_loss_iou: 0.6357, d3.dn_loss_cls: 0.1078, d3.dn_loss_bbox: 0.5724, d3.dn_loss_iou: 0.6229, d4.dn_loss_cls: 0.1077, d4.dn_loss_bbox: 0.5664, d4.dn_loss_iou: 0.6156, loss: 17.5949 2024-05-19 16:45:19,931 - mmdet - INFO - Epoch [1][2100/3665] lr: 2.000e-04, eta: 2 days, 3:50:30, time: 1.408, data_time: 0.017, memory: 41048, interm_loss_cls: 0.4664, interm_loss_bbox: 0.3436, interm_loss_iou: 0.7137, loss_cls: 0.4313, loss_bbox: 0.2540, loss_iou: 0.5586, d0.loss_cls: 0.4712, d0.loss_bbox: 0.2917, d0.loss_iou: 0.6232, d1.loss_cls: 0.4424, d1.loss_bbox: 0.2731, d1.loss_iou: 0.5920, d2.loss_cls: 0.4296, d2.loss_bbox: 0.2638, d2.loss_iou: 0.5772, d3.loss_cls: 0.4270, d3.loss_bbox: 0.2593, d3.loss_iou: 0.5677, d4.loss_cls: 0.4289, d4.loss_bbox: 0.2562, d4.loss_iou: 0.5634, dn_loss_cls: 0.1088, dn_loss_bbox: 0.5515, dn_loss_iou: 0.6207, d0.dn_loss_cls: 0.1408, d0.dn_loss_bbox: 0.7142, d0.dn_loss_iou: 0.8117, d1.dn_loss_cls: 0.1176, d1.dn_loss_bbox: 0.6014, d1.dn_loss_iou: 0.6840, d2.dn_loss_cls: 0.1090, d2.dn_loss_bbox: 0.5677, d2.dn_loss_iou: 0.6411, d3.dn_loss_cls: 0.1061, d3.dn_loss_bbox: 0.5585, d3.dn_loss_iou: 0.6289, d4.dn_loss_cls: 0.1067, d4.dn_loss_bbox: 0.5525, d4.dn_loss_iou: 0.6215, loss: 17.4771 2024-05-19 16:46:36,202 - mmdet - INFO - Epoch [1][2150/3665] lr: 2.000e-04, eta: 2 days, 3:53:45, time: 1.526, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4711, interm_loss_bbox: 0.3362, interm_loss_iou: 0.7024, loss_cls: 0.4388, loss_bbox: 0.2445, loss_iou: 0.5490, d0.loss_cls: 0.4717, d0.loss_bbox: 0.2850, d0.loss_iou: 0.6149, d1.loss_cls: 0.4510, d1.loss_bbox: 0.2604, d1.loss_iou: 0.5782, d2.loss_cls: 0.4377, d2.loss_bbox: 0.2530, d2.loss_iou: 0.5662, d3.loss_cls: 0.4348, d3.loss_bbox: 0.2491, d3.loss_iou: 0.5572, d4.loss_cls: 0.4369, d4.loss_bbox: 0.2463, d4.loss_iou: 0.5524, dn_loss_cls: 0.1104, dn_loss_bbox: 0.5407, dn_loss_iou: 0.6179, d0.dn_loss_cls: 0.1411, d0.dn_loss_bbox: 0.6975, d0.dn_loss_iou: 0.8042, d1.dn_loss_cls: 0.1190, d1.dn_loss_bbox: 0.5889, d1.dn_loss_iou: 0.6786, d2.dn_loss_cls: 0.1101, d2.dn_loss_bbox: 0.5568, d2.dn_loss_iou: 0.6376, d3.dn_loss_cls: 0.1072, d3.dn_loss_bbox: 0.5474, d3.dn_loss_iou: 0.6254, d4.dn_loss_cls: 0.1085, d4.dn_loss_bbox: 0.5414, d4.dn_loss_iou: 0.6184, loss: 17.2879 2024-05-19 16:47:49,078 - mmdet - INFO - Epoch [1][2200/3665] lr: 2.000e-04, eta: 2 days, 3:53:26, time: 1.458, data_time: 0.017, memory: 41048, interm_loss_cls: 0.4660, interm_loss_bbox: 0.3283, interm_loss_iou: 0.6870, loss_cls: 0.4203, loss_bbox: 0.2468, loss_iou: 0.5428, d0.loss_cls: 0.4639, d0.loss_bbox: 0.2833, d0.loss_iou: 0.6065, d1.loss_cls: 0.4370, d1.loss_bbox: 0.2641, d1.loss_iou: 0.5742, d2.loss_cls: 0.4224, d2.loss_bbox: 0.2552, d2.loss_iou: 0.5596, d3.loss_cls: 0.4179, d3.loss_bbox: 0.2512, d3.loss_iou: 0.5516, d4.loss_cls: 0.4169, d4.loss_bbox: 0.2496, d4.loss_iou: 0.5478, dn_loss_cls: 0.1066, dn_loss_bbox: 0.5491, dn_loss_iou: 0.6113, d0.dn_loss_cls: 0.1391, d0.dn_loss_bbox: 0.7146, d0.dn_loss_iou: 0.8036, d1.dn_loss_cls: 0.1176, d1.dn_loss_bbox: 0.6001, d1.dn_loss_iou: 0.6760, d2.dn_loss_cls: 0.1084, d2.dn_loss_bbox: 0.5666, d2.dn_loss_iou: 0.6330, d3.dn_loss_cls: 0.1047, d3.dn_loss_bbox: 0.5557, d3.dn_loss_iou: 0.6196, d4.dn_loss_cls: 0.1047, d4.dn_loss_bbox: 0.5500, d4.dn_loss_iou: 0.6120, loss: 17.1650 2024-05-19 16:48:59,844 - mmdet - INFO - Epoch [1][2250/3665] lr: 2.000e-04, eta: 2 days, 3:51:03, time: 1.415, data_time: 0.017, memory: 41048, interm_loss_cls: 0.4631, interm_loss_bbox: 0.3321, interm_loss_iou: 0.6899, loss_cls: 0.4248, loss_bbox: 0.2481, loss_iou: 0.5424, d0.loss_cls: 0.4661, d0.loss_bbox: 0.2819, d0.loss_iou: 0.6027, d1.loss_cls: 0.4397, d1.loss_bbox: 0.2657, d1.loss_iou: 0.5749, d2.loss_cls: 0.4255, d2.loss_bbox: 0.2585, d2.loss_iou: 0.5595, d3.loss_cls: 0.4232, d3.loss_bbox: 0.2527, d3.loss_iou: 0.5499, d4.loss_cls: 0.4224, d4.loss_bbox: 0.2505, d4.loss_iou: 0.5465, dn_loss_cls: 0.1060, dn_loss_bbox: 0.5352, dn_loss_iou: 0.6114, d0.dn_loss_cls: 0.1383, d0.dn_loss_bbox: 0.6952, d0.dn_loss_iou: 0.7975, d1.dn_loss_cls: 0.1156, d1.dn_loss_bbox: 0.5853, d1.dn_loss_iou: 0.6728, d2.dn_loss_cls: 0.1068, d2.dn_loss_bbox: 0.5517, d2.dn_loss_iou: 0.6307, d3.dn_loss_cls: 0.1036, d3.dn_loss_bbox: 0.5418, d3.dn_loss_iou: 0.6187, d4.dn_loss_cls: 0.1040, d4.dn_loss_bbox: 0.5359, d4.dn_loss_iou: 0.6119, loss: 17.0824 2024-05-19 16:50:10,335 - mmdet - INFO - Epoch [1][2300/3665] lr: 2.000e-04, eta: 2 days, 3:48:28, time: 1.410, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4576, interm_loss_bbox: 0.3370, interm_loss_iou: 0.6970, loss_cls: 0.4175, loss_bbox: 0.2498, loss_iou: 0.5420, d0.loss_cls: 0.4589, d0.loss_bbox: 0.2840, d0.loss_iou: 0.6040, d1.loss_cls: 0.4342, d1.loss_bbox: 0.2635, d1.loss_iou: 0.5700, d2.loss_cls: 0.4206, d2.loss_bbox: 0.2588, d2.loss_iou: 0.5582, d3.loss_cls: 0.4159, d3.loss_bbox: 0.2546, d3.loss_iou: 0.5498, d4.loss_cls: 0.4149, d4.loss_bbox: 0.2533, d4.loss_iou: 0.5457, dn_loss_cls: 0.1032, dn_loss_bbox: 0.5508, dn_loss_iou: 0.6019, d0.dn_loss_cls: 0.1367, d0.dn_loss_bbox: 0.7110, d0.dn_loss_iou: 0.7876, d1.dn_loss_cls: 0.1136, d1.dn_loss_bbox: 0.6002, d1.dn_loss_iou: 0.6621, d2.dn_loss_cls: 0.1044, d2.dn_loss_bbox: 0.5683, d2.dn_loss_iou: 0.6221, d3.dn_loss_cls: 0.1010, d3.dn_loss_bbox: 0.5564, d3.dn_loss_iou: 0.6098, d4.dn_loss_cls: 0.1012, d4.dn_loss_bbox: 0.5513, d4.dn_loss_iou: 0.6026, loss: 17.0718 2024-05-19 16:51:21,113 - mmdet - INFO - Epoch [1][2350/3665] lr: 2.000e-04, eta: 2 days, 3:46:12, time: 1.416, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4765, interm_loss_bbox: 0.3376, interm_loss_iou: 0.7000, loss_cls: 0.4354, loss_bbox: 0.2478, loss_iou: 0.5447, d0.loss_cls: 0.4736, d0.loss_bbox: 0.2832, d0.loss_iou: 0.6076, d1.loss_cls: 0.4481, d1.loss_bbox: 0.2640, d1.loss_iou: 0.5761, d2.loss_cls: 0.4351, d2.loss_bbox: 0.2569, d2.loss_iou: 0.5629, d3.loss_cls: 0.4321, d3.loss_bbox: 0.2527, d3.loss_iou: 0.5538, d4.loss_cls: 0.4332, d4.loss_bbox: 0.2493, d4.loss_iou: 0.5496, dn_loss_cls: 0.1114, dn_loss_bbox: 0.5317, dn_loss_iou: 0.6122, d0.dn_loss_cls: 0.1412, d0.dn_loss_bbox: 0.6928, d0.dn_loss_iou: 0.7980, d1.dn_loss_cls: 0.1195, d1.dn_loss_bbox: 0.5809, d1.dn_loss_iou: 0.6722, d2.dn_loss_cls: 0.1103, d2.dn_loss_bbox: 0.5485, d2.dn_loss_iou: 0.6317, d3.dn_loss_cls: 0.1078, d3.dn_loss_bbox: 0.5369, d3.dn_loss_iou: 0.6193, d4.dn_loss_cls: 0.1088, d4.dn_loss_bbox: 0.5321, d4.dn_loss_iou: 0.6128, loss: 17.1883 2024-05-19 16:52:32,475 - mmdet - INFO - Epoch [1][2400/3665] lr: 2.000e-04, eta: 2 days, 3:44:31, time: 1.427, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4593, interm_loss_bbox: 0.3324, interm_loss_iou: 0.6708, loss_cls: 0.4168, loss_bbox: 0.2454, loss_iou: 0.5225, d0.loss_cls: 0.4618, d0.loss_bbox: 0.2775, d0.loss_iou: 0.5783, d1.loss_cls: 0.4336, d1.loss_bbox: 0.2599, d1.loss_iou: 0.5476, d2.loss_cls: 0.4173, d2.loss_bbox: 0.2525, d2.loss_iou: 0.5361, d3.loss_cls: 0.4137, d3.loss_bbox: 0.2485, d3.loss_iou: 0.5296, d4.loss_cls: 0.4142, d4.loss_bbox: 0.2469, d4.loss_iou: 0.5261, dn_loss_cls: 0.1057, dn_loss_bbox: 0.5282, dn_loss_iou: 0.5927, d0.dn_loss_cls: 0.1371, d0.dn_loss_bbox: 0.6851, d0.dn_loss_iou: 0.7833, d1.dn_loss_cls: 0.1154, d1.dn_loss_bbox: 0.5765, d1.dn_loss_iou: 0.6541, d2.dn_loss_cls: 0.1058, d2.dn_loss_bbox: 0.5440, d2.dn_loss_iou: 0.6125, d3.dn_loss_cls: 0.1027, d3.dn_loss_bbox: 0.5333, d3.dn_loss_iou: 0.5999, d4.dn_loss_cls: 0.1030, d4.dn_loss_bbox: 0.5286, d4.dn_loss_iou: 0.5932, loss: 16.6916 2024-05-19 16:53:43,547 - mmdet - INFO - Epoch [1][2450/3665] lr: 2.000e-04, eta: 2 days, 3:42:35, time: 1.421, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4553, interm_loss_bbox: 0.3265, interm_loss_iou: 0.6880, loss_cls: 0.4109, loss_bbox: 0.2428, loss_iou: 0.5480, d0.loss_cls: 0.4590, d0.loss_bbox: 0.2732, d0.loss_iou: 0.6006, d1.loss_cls: 0.4332, d1.loss_bbox: 0.2563, d1.loss_iou: 0.5712, d2.loss_cls: 0.4140, d2.loss_bbox: 0.2504, d2.loss_iou: 0.5624, d3.loss_cls: 0.4086, d3.loss_bbox: 0.2469, d3.loss_iou: 0.5554, d4.loss_cls: 0.4085, d4.loss_bbox: 0.2447, d4.loss_iou: 0.5515, dn_loss_cls: 0.1033, dn_loss_bbox: 0.5109, dn_loss_iou: 0.5966, d0.dn_loss_cls: 0.1358, d0.dn_loss_bbox: 0.6696, d0.dn_loss_iou: 0.7803, d1.dn_loss_cls: 0.1142, d1.dn_loss_bbox: 0.5605, d1.dn_loss_iou: 0.6568, d2.dn_loss_cls: 0.1047, d2.dn_loss_bbox: 0.5286, d2.dn_loss_iou: 0.6164, d3.dn_loss_cls: 0.1014, d3.dn_loss_bbox: 0.5165, d3.dn_loss_iou: 0.6040, d4.dn_loss_cls: 0.1015, d4.dn_loss_bbox: 0.5114, d4.dn_loss_iou: 0.5972, loss: 16.7173 2024-05-19 16:54:53,461 - mmdet - INFO - Epoch [1][2500/3665] lr: 2.000e-04, eta: 2 days, 3:39:41, time: 1.398, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4540, interm_loss_bbox: 0.3269, interm_loss_iou: 0.6749, loss_cls: 0.4147, loss_bbox: 0.2424, loss_iou: 0.5310, d0.loss_cls: 0.4561, d0.loss_bbox: 0.2756, d0.loss_iou: 0.5877, d1.loss_cls: 0.4323, d1.loss_bbox: 0.2566, d1.loss_iou: 0.5573, d2.loss_cls: 0.4155, d2.loss_bbox: 0.2507, d2.loss_iou: 0.5450, d3.loss_cls: 0.4119, d3.loss_bbox: 0.2468, d3.loss_iou: 0.5388, d4.loss_cls: 0.4127, d4.loss_bbox: 0.2445, d4.loss_iou: 0.5345, dn_loss_cls: 0.1012, dn_loss_bbox: 0.5298, dn_loss_iou: 0.5977, d0.dn_loss_cls: 0.1333, d0.dn_loss_bbox: 0.6825, d0.dn_loss_iou: 0.7818, d1.dn_loss_cls: 0.1117, d1.dn_loss_bbox: 0.5767, d1.dn_loss_iou: 0.6565, d2.dn_loss_cls: 0.1027, d2.dn_loss_bbox: 0.5456, d2.dn_loss_iou: 0.6158, d3.dn_loss_cls: 0.0994, d3.dn_loss_bbox: 0.5346, d3.dn_loss_iou: 0.6042, d4.dn_loss_cls: 0.0998, d4.dn_loss_bbox: 0.5302, d4.dn_loss_iou: 0.5981, loss: 16.7115 2024-05-19 16:56:04,659 - mmdet - INFO - Epoch [1][2550/3665] lr: 2.000e-04, eta: 2 days, 3:37:57, time: 1.424, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4519, interm_loss_bbox: 0.3295, interm_loss_iou: 0.6724, loss_cls: 0.4130, loss_bbox: 0.2441, loss_iou: 0.5251, d0.loss_cls: 0.4542, d0.loss_bbox: 0.2775, d0.loss_iou: 0.5874, d1.loss_cls: 0.4291, d1.loss_bbox: 0.2590, d1.loss_iou: 0.5547, d2.loss_cls: 0.4132, d2.loss_bbox: 0.2517, d2.loss_iou: 0.5406, d3.loss_cls: 0.4096, d3.loss_bbox: 0.2483, d3.loss_iou: 0.5336, d4.loss_cls: 0.4118, d4.loss_bbox: 0.2455, d4.loss_iou: 0.5279, dn_loss_cls: 0.1044, dn_loss_bbox: 0.5322, dn_loss_iou: 0.5987, d0.dn_loss_cls: 0.1337, d0.dn_loss_bbox: 0.6914, d0.dn_loss_iou: 0.7846, d1.dn_loss_cls: 0.1137, d1.dn_loss_bbox: 0.5810, d1.dn_loss_iou: 0.6581, d2.dn_loss_cls: 0.1045, d2.dn_loss_bbox: 0.5492, d2.dn_loss_iou: 0.6182, d3.dn_loss_cls: 0.1011, d3.dn_loss_bbox: 0.5375, d3.dn_loss_iou: 0.6062, d4.dn_loss_cls: 0.1021, d4.dn_loss_bbox: 0.5328, d4.dn_loss_iou: 0.5992, loss: 16.7286 2024-05-19 16:57:19,550 - mmdet - INFO - Epoch [1][2600/3665] lr: 2.000e-04, eta: 2 days, 3:39:18, time: 1.498, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4435, interm_loss_bbox: 0.3146, interm_loss_iou: 0.6706, loss_cls: 0.4055, loss_bbox: 0.2374, loss_iou: 0.5310, d0.loss_cls: 0.4461, d0.loss_bbox: 0.2688, d0.loss_iou: 0.5880, d1.loss_cls: 0.4217, d1.loss_bbox: 0.2521, d1.loss_iou: 0.5586, d2.loss_cls: 0.4078, d2.loss_bbox: 0.2454, d2.loss_iou: 0.5466, d3.loss_cls: 0.4031, d3.loss_bbox: 0.2416, d3.loss_iou: 0.5403, d4.loss_cls: 0.4041, d4.loss_bbox: 0.2380, d4.loss_iou: 0.5342, dn_loss_cls: 0.0989, dn_loss_bbox: 0.5067, dn_loss_iou: 0.5939, d0.dn_loss_cls: 0.1318, d0.dn_loss_bbox: 0.6619, d0.dn_loss_iou: 0.7800, d1.dn_loss_cls: 0.1110, d1.dn_loss_bbox: 0.5546, d1.dn_loss_iou: 0.6526, d2.dn_loss_cls: 0.1012, d2.dn_loss_bbox: 0.5241, d2.dn_loss_iou: 0.6130, d3.dn_loss_cls: 0.0973, d3.dn_loss_bbox: 0.5120, d3.dn_loss_iou: 0.6008, d4.dn_loss_cls: 0.0972, d4.dn_loss_bbox: 0.5071, d4.dn_loss_iou: 0.5942, loss: 16.4375 2024-05-19 16:58:32,847 - mmdet - INFO - Epoch [1][2650/3665] lr: 2.000e-04, eta: 2 days, 3:39:14, time: 1.466, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4376, interm_loss_bbox: 0.3181, interm_loss_iou: 0.6696, loss_cls: 0.3928, loss_bbox: 0.2392, loss_iou: 0.5388, d0.loss_cls: 0.4387, d0.loss_bbox: 0.2695, d0.loss_iou: 0.5903, d1.loss_cls: 0.4112, d1.loss_bbox: 0.2522, d1.loss_iou: 0.5625, d2.loss_cls: 0.3946, d2.loss_bbox: 0.2458, d2.loss_iou: 0.5508, d3.loss_cls: 0.3905, d3.loss_bbox: 0.2430, d3.loss_iou: 0.5455, d4.loss_cls: 0.3910, d4.loss_bbox: 0.2408, d4.loss_iou: 0.5416, dn_loss_cls: 0.0942, dn_loss_bbox: 0.5033, dn_loss_iou: 0.5733, d0.dn_loss_cls: 0.1285, d0.dn_loss_bbox: 0.6597, d0.dn_loss_iou: 0.7565, d1.dn_loss_cls: 0.1075, d1.dn_loss_bbox: 0.5499, d1.dn_loss_iou: 0.6296, d2.dn_loss_cls: 0.0969, d2.dn_loss_bbox: 0.5186, d2.dn_loss_iou: 0.5905, d3.dn_loss_cls: 0.0930, d3.dn_loss_bbox: 0.5080, d3.dn_loss_iou: 0.5795, d4.dn_loss_cls: 0.0929, d4.dn_loss_bbox: 0.5036, d4.dn_loss_iou: 0.5736, loss: 16.2233 2024-05-19 16:59:46,933 - mmdet - INFO - Epoch [1][2700/3665] lr: 2.000e-04, eta: 2 days, 3:39:47, time: 1.482, data_time: 0.017, memory: 41048, interm_loss_cls: 0.4401, interm_loss_bbox: 0.3155, interm_loss_iou: 0.6607, loss_cls: 0.3961, loss_bbox: 0.2412, loss_iou: 0.5296, d0.loss_cls: 0.4432, d0.loss_bbox: 0.2686, d0.loss_iou: 0.5790, d1.loss_cls: 0.4153, d1.loss_bbox: 0.2536, d1.loss_iou: 0.5534, d2.loss_cls: 0.3998, d2.loss_bbox: 0.2493, d2.loss_iou: 0.5428, d3.loss_cls: 0.3954, d3.loss_bbox: 0.2450, d3.loss_iou: 0.5360, d4.loss_cls: 0.3938, d4.loss_bbox: 0.2429, d4.loss_iou: 0.5325, dn_loss_cls: 0.0949, dn_loss_bbox: 0.5245, dn_loss_iou: 0.5862, d0.dn_loss_cls: 0.1281, d0.dn_loss_bbox: 0.6759, d0.dn_loss_iou: 0.7606, d1.dn_loss_cls: 0.1078, d1.dn_loss_bbox: 0.5704, d1.dn_loss_iou: 0.6399, d2.dn_loss_cls: 0.0972, d2.dn_loss_bbox: 0.5417, d2.dn_loss_iou: 0.6037, d3.dn_loss_cls: 0.0933, d3.dn_loss_bbox: 0.5296, d3.dn_loss_iou: 0.5926, d4.dn_loss_cls: 0.0929, d4.dn_loss_bbox: 0.5250, d4.dn_loss_iou: 0.5867, loss: 16.3847 2024-05-19 17:01:01,418 - mmdet - INFO - Epoch [1][2750/3665] lr: 2.000e-04, eta: 2 days, 3:40:33, time: 1.490, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4414, interm_loss_bbox: 0.3111, interm_loss_iou: 0.6447, loss_cls: 0.4010, loss_bbox: 0.2370, loss_iou: 0.5146, d0.loss_cls: 0.4474, d0.loss_bbox: 0.2657, d0.loss_iou: 0.5632, d1.loss_cls: 0.4181, d1.loss_bbox: 0.2492, d1.loss_iou: 0.5388, d2.loss_cls: 0.4027, d2.loss_bbox: 0.2437, d2.loss_iou: 0.5277, d3.loss_cls: 0.3969, d3.loss_bbox: 0.2417, d3.loss_iou: 0.5223, d4.loss_cls: 0.3979, d4.loss_bbox: 0.2396, d4.loss_iou: 0.5187, dn_loss_cls: 0.0993, dn_loss_bbox: 0.5031, dn_loss_iou: 0.5668, d0.dn_loss_cls: 0.1302, d0.dn_loss_bbox: 0.6649, d0.dn_loss_iou: 0.7529, d1.dn_loss_cls: 0.1094, d1.dn_loss_bbox: 0.5528, d1.dn_loss_iou: 0.6242, d2.dn_loss_cls: 0.1000, d2.dn_loss_bbox: 0.5199, d2.dn_loss_iou: 0.5852, d3.dn_loss_cls: 0.0965, d3.dn_loss_bbox: 0.5086, d3.dn_loss_iou: 0.5739, d4.dn_loss_cls: 0.0968, d4.dn_loss_bbox: 0.5035, d4.dn_loss_iou: 0.5673, loss: 16.0785 2024-05-19 17:02:12,107 - mmdet - INFO - Epoch [1][2800/3665] lr: 2.000e-04, eta: 2 days, 3:38:21, time: 1.414, data_time: 0.017, memory: 41048, interm_loss_cls: 0.4393, interm_loss_bbox: 0.3152, interm_loss_iou: 0.6465, loss_cls: 0.3988, loss_bbox: 0.2401, loss_iou: 0.5151, d0.loss_cls: 0.4460, d0.loss_bbox: 0.2669, d0.loss_iou: 0.5638, d1.loss_cls: 0.4152, d1.loss_bbox: 0.2528, d1.loss_iou: 0.5388, d2.loss_cls: 0.4001, d2.loss_bbox: 0.2456, d2.loss_iou: 0.5283, d3.loss_cls: 0.3964, d3.loss_bbox: 0.2424, d3.loss_iou: 0.5208, d4.loss_cls: 0.3968, d4.loss_bbox: 0.2408, d4.loss_iou: 0.5180, dn_loss_cls: 0.0955, dn_loss_bbox: 0.5178, dn_loss_iou: 0.5675, d0.dn_loss_cls: 0.1292, d0.dn_loss_bbox: 0.6751, d0.dn_loss_iou: 0.7470, d1.dn_loss_cls: 0.1074, d1.dn_loss_bbox: 0.5658, d1.dn_loss_iou: 0.6226, d2.dn_loss_cls: 0.0967, d2.dn_loss_bbox: 0.5345, d2.dn_loss_iou: 0.5855, d3.dn_loss_cls: 0.0936, d3.dn_loss_bbox: 0.5232, d3.dn_loss_iou: 0.5747, d4.dn_loss_cls: 0.0937, d4.dn_loss_bbox: 0.5182, d4.dn_loss_iou: 0.5679, loss: 16.1435 2024-05-19 17:03:23,235 - mmdet - INFO - Epoch [1][2850/3665] lr: 2.000e-04, eta: 2 days, 3:36:31, time: 1.423, data_time: 0.017, memory: 41048, interm_loss_cls: 0.4293, interm_loss_bbox: 0.3169, interm_loss_iou: 0.6544, loss_cls: 0.3891, loss_bbox: 0.2384, loss_iou: 0.5186, d0.loss_cls: 0.4381, d0.loss_bbox: 0.2673, d0.loss_iou: 0.5638, d1.loss_cls: 0.4090, d1.loss_bbox: 0.2520, d1.loss_iou: 0.5401, d2.loss_cls: 0.3917, d2.loss_bbox: 0.2452, d2.loss_iou: 0.5302, d3.loss_cls: 0.3869, d3.loss_bbox: 0.2416, d3.loss_iou: 0.5243, d4.loss_cls: 0.3862, d4.loss_bbox: 0.2405, d4.loss_iou: 0.5221, dn_loss_cls: 0.0918, dn_loss_bbox: 0.5003, dn_loss_iou: 0.5761, d0.dn_loss_cls: 0.1252, d0.dn_loss_bbox: 0.6511, d0.dn_loss_iou: 0.7518, d1.dn_loss_cls: 0.1055, d1.dn_loss_bbox: 0.5459, d1.dn_loss_iou: 0.6296, d2.dn_loss_cls: 0.0943, d2.dn_loss_bbox: 0.5164, d2.dn_loss_iou: 0.5934, d3.dn_loss_cls: 0.0903, d3.dn_loss_bbox: 0.5053, d3.dn_loss_iou: 0.5826, d4.dn_loss_cls: 0.0900, d4.dn_loss_bbox: 0.5006, d4.dn_loss_iou: 0.5766, loss: 16.0125 2024-05-19 17:04:34,378 - mmdet - INFO - Epoch [1][2900/3665] lr: 2.000e-04, eta: 2 days, 3:34:42, time: 1.423, data_time: 0.015, memory: 41048, interm_loss_cls: 0.4316, interm_loss_bbox: 0.3028, interm_loss_iou: 0.6515, loss_cls: 0.3881, loss_bbox: 0.2319, loss_iou: 0.5255, d0.loss_cls: 0.4343, d0.loss_bbox: 0.2582, d0.loss_iou: 0.5705, d1.loss_cls: 0.4068, d1.loss_bbox: 0.2448, d1.loss_iou: 0.5485, d2.loss_cls: 0.3900, d2.loss_bbox: 0.2384, d2.loss_iou: 0.5386, d3.loss_cls: 0.3854, d3.loss_bbox: 0.2356, d3.loss_iou: 0.5323, d4.loss_cls: 0.3854, d4.loss_bbox: 0.2341, d4.loss_iou: 0.5290, dn_loss_cls: 0.0918, dn_loss_bbox: 0.4904, dn_loss_iou: 0.5737, d0.dn_loss_cls: 0.1265, d0.dn_loss_bbox: 0.6439, d0.dn_loss_iou: 0.7542, d1.dn_loss_cls: 0.1054, d1.dn_loss_bbox: 0.5371, d1.dn_loss_iou: 0.6282, d2.dn_loss_cls: 0.0950, d2.dn_loss_bbox: 0.5071, d2.dn_loss_iou: 0.5911, d3.dn_loss_cls: 0.0912, d3.dn_loss_bbox: 0.4957, d3.dn_loss_iou: 0.5803, d4.dn_loss_cls: 0.0907, d4.dn_loss_bbox: 0.4907, d4.dn_loss_iou: 0.5742, loss: 15.9305 2024-05-19 17:05:45,448 - mmdet - INFO - Epoch [1][2950/3665] lr: 2.000e-04, eta: 2 days, 3:32:52, time: 1.421, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4267, interm_loss_bbox: 0.3007, interm_loss_iou: 0.6459, loss_cls: 0.3792, loss_bbox: 0.2307, loss_iou: 0.5234, d0.loss_cls: 0.4304, d0.loss_bbox: 0.2524, d0.loss_iou: 0.5665, d1.loss_cls: 0.4008, d1.loss_bbox: 0.2409, d1.loss_iou: 0.5442, d2.loss_cls: 0.3828, d2.loss_bbox: 0.2359, d2.loss_iou: 0.5343, d3.loss_cls: 0.3777, d3.loss_bbox: 0.2333, d3.loss_iou: 0.5291, d4.loss_cls: 0.3772, d4.loss_bbox: 0.2327, d4.loss_iou: 0.5270, dn_loss_cls: 0.0894, dn_loss_bbox: 0.4867, dn_loss_iou: 0.5664, d0.dn_loss_cls: 0.1252, d0.dn_loss_bbox: 0.6350, d0.dn_loss_iou: 0.7383, d1.dn_loss_cls: 0.1034, d1.dn_loss_bbox: 0.5322, d1.dn_loss_iou: 0.6174, d2.dn_loss_cls: 0.0918, d2.dn_loss_bbox: 0.5027, d2.dn_loss_iou: 0.5821, d3.dn_loss_cls: 0.0883, d3.dn_loss_bbox: 0.4920, d3.dn_loss_iou: 0.5724, d4.dn_loss_cls: 0.0879, d4.dn_loss_bbox: 0.4871, d4.dn_loss_iou: 0.5668, loss: 15.7369 2024-05-19 17:06:56,296 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-19 17:06:56,296 - mmdet - INFO - Epoch [1][3000/3665] lr: 2.000e-04, eta: 2 days, 3:30:53, time: 1.417, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4271, interm_loss_bbox: 0.3069, interm_loss_iou: 0.6388, loss_cls: 0.3835, loss_bbox: 0.2336, loss_iou: 0.5125, d0.loss_cls: 0.4352, d0.loss_bbox: 0.2600, d0.loss_iou: 0.5599, d1.loss_cls: 0.4051, d1.loss_bbox: 0.2450, d1.loss_iou: 0.5338, d2.loss_cls: 0.3859, d2.loss_bbox: 0.2399, d2.loss_iou: 0.5249, d3.loss_cls: 0.3813, d3.loss_bbox: 0.2363, d3.loss_iou: 0.5187, d4.loss_cls: 0.3811, d4.loss_bbox: 0.2355, d4.loss_iou: 0.5153, dn_loss_cls: 0.0911, dn_loss_bbox: 0.4908, dn_loss_iou: 0.5594, d0.dn_loss_cls: 0.1232, d0.dn_loss_bbox: 0.6487, d0.dn_loss_iou: 0.7352, d1.dn_loss_cls: 0.1032, d1.dn_loss_bbox: 0.5386, d1.dn_loss_iou: 0.6124, d2.dn_loss_cls: 0.0929, d2.dn_loss_bbox: 0.5069, d2.dn_loss_iou: 0.5768, d3.dn_loss_cls: 0.0894, d3.dn_loss_bbox: 0.4959, d3.dn_loss_iou: 0.5659, d4.dn_loss_cls: 0.0893, d4.dn_loss_bbox: 0.4910, d4.dn_loss_iou: 0.5598, loss: 15.7307 2024-05-19 17:08:07,033 - mmdet - INFO - Epoch [1][3050/3665] lr: 2.000e-04, eta: 2 days, 3:28:51, time: 1.415, data_time: 0.017, memory: 41048, interm_loss_cls: 0.4283, interm_loss_bbox: 0.2970, interm_loss_iou: 0.6323, loss_cls: 0.3875, loss_bbox: 0.2302, loss_iou: 0.5115, d0.loss_cls: 0.4378, d0.loss_bbox: 0.2502, d0.loss_iou: 0.5545, d1.loss_cls: 0.4074, d1.loss_bbox: 0.2399, d1.loss_iou: 0.5329, d2.loss_cls: 0.3912, d2.loss_bbox: 0.2342, d2.loss_iou: 0.5234, d3.loss_cls: 0.3865, d3.loss_bbox: 0.2315, d3.loss_iou: 0.5179, d4.loss_cls: 0.3862, d4.loss_bbox: 0.2308, d4.loss_iou: 0.5150, dn_loss_cls: 0.0899, dn_loss_bbox: 0.4894, dn_loss_iou: 0.5660, d0.dn_loss_cls: 0.1237, d0.dn_loss_bbox: 0.6368, d0.dn_loss_iou: 0.7369, d1.dn_loss_cls: 0.1031, d1.dn_loss_bbox: 0.5350, d1.dn_loss_iou: 0.6178, d2.dn_loss_cls: 0.0922, d2.dn_loss_bbox: 0.5063, d2.dn_loss_iou: 0.5837, d3.dn_loss_cls: 0.0884, d3.dn_loss_bbox: 0.4953, d3.dn_loss_iou: 0.5727, d4.dn_loss_cls: 0.0884, d4.dn_loss_bbox: 0.4898, d4.dn_loss_iou: 0.5664, loss: 15.7077 2024-05-19 17:09:17,517 - mmdet - INFO - Epoch [1][3100/3665] lr: 2.000e-04, eta: 2 days, 3:26:41, time: 1.410, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4197, interm_loss_bbox: 0.2977, interm_loss_iou: 0.6318, loss_cls: 0.3758, loss_bbox: 0.2330, loss_iou: 0.5162, d0.loss_cls: 0.4264, d0.loss_bbox: 0.2527, d0.loss_iou: 0.5557, d1.loss_cls: 0.3958, d1.loss_bbox: 0.2415, d1.loss_iou: 0.5352, d2.loss_cls: 0.3794, d2.loss_bbox: 0.2377, d2.loss_iou: 0.5257, d3.loss_cls: 0.3745, d3.loss_bbox: 0.2356, d3.loss_iou: 0.5215, d4.loss_cls: 0.3738, d4.loss_bbox: 0.2344, d4.loss_iou: 0.5190, dn_loss_cls: 0.0856, dn_loss_bbox: 0.4840, dn_loss_iou: 0.5601, d0.dn_loss_cls: 0.1205, d0.dn_loss_bbox: 0.6289, d0.dn_loss_iou: 0.7270, d1.dn_loss_cls: 0.0991, d1.dn_loss_bbox: 0.5278, d1.dn_loss_iou: 0.6087, d2.dn_loss_cls: 0.0883, d2.dn_loss_bbox: 0.4999, d2.dn_loss_iou: 0.5759, d3.dn_loss_cls: 0.0848, d3.dn_loss_bbox: 0.4897, d3.dn_loss_iou: 0.5664, d4.dn_loss_cls: 0.0844, d4.dn_loss_bbox: 0.4843, d4.dn_loss_iou: 0.5604, loss: 15.5591 2024-05-19 17:10:32,663 - mmdet - INFO - Epoch [1][3150/3665] lr: 2.000e-04, eta: 2 days, 3:27:43, time: 1.503, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4198, interm_loss_bbox: 0.2982, interm_loss_iou: 0.6227, loss_cls: 0.3745, loss_bbox: 0.2296, loss_iou: 0.5005, d0.loss_cls: 0.4277, d0.loss_bbox: 0.2478, d0.loss_iou: 0.5394, d1.loss_cls: 0.3950, d1.loss_bbox: 0.2384, d1.loss_iou: 0.5206, d2.loss_cls: 0.3780, d2.loss_bbox: 0.2344, d2.loss_iou: 0.5121, d3.loss_cls: 0.3726, d3.loss_bbox: 0.2323, d3.loss_iou: 0.5067, d4.loss_cls: 0.3728, d4.loss_bbox: 0.2306, d4.loss_iou: 0.5039, dn_loss_cls: 0.0898, dn_loss_bbox: 0.4860, dn_loss_iou: 0.5596, d0.dn_loss_cls: 0.1227, d0.dn_loss_bbox: 0.6369, d0.dn_loss_iou: 0.7307, d1.dn_loss_cls: 0.1023, d1.dn_loss_bbox: 0.5331, d1.dn_loss_iou: 0.6120, d2.dn_loss_cls: 0.0922, d2.dn_loss_bbox: 0.5021, d2.dn_loss_iou: 0.5763, d3.dn_loss_cls: 0.0885, d3.dn_loss_bbox: 0.4916, d3.dn_loss_iou: 0.5661, d4.dn_loss_cls: 0.0885, d4.dn_loss_bbox: 0.4864, d4.dn_loss_iou: 0.5601, loss: 15.4825 2024-05-19 17:11:45,530 - mmdet - INFO - Epoch [1][3200/3665] lr: 2.000e-04, eta: 2 days, 3:27:09, time: 1.457, data_time: 0.015, memory: 41048, interm_loss_cls: 0.4171, interm_loss_bbox: 0.3042, interm_loss_iou: 0.6282, loss_cls: 0.3668, loss_bbox: 0.2358, loss_iou: 0.5127, d0.loss_cls: 0.4220, d0.loss_bbox: 0.2568, d0.loss_iou: 0.5499, d1.loss_cls: 0.3888, d1.loss_bbox: 0.2434, d1.loss_iou: 0.5288, d2.loss_cls: 0.3721, d2.loss_bbox: 0.2399, d2.loss_iou: 0.5213, d3.loss_cls: 0.3663, d3.loss_bbox: 0.2382, d3.loss_iou: 0.5173, d4.loss_cls: 0.3665, d4.loss_bbox: 0.2364, d4.loss_iou: 0.5147, dn_loss_cls: 0.0842, dn_loss_bbox: 0.4669, dn_loss_iou: 0.5475, d0.dn_loss_cls: 0.1183, d0.dn_loss_bbox: 0.6191, d0.dn_loss_iou: 0.7203, d1.dn_loss_cls: 0.0975, d1.dn_loss_bbox: 0.5137, d1.dn_loss_iou: 0.5978, d2.dn_loss_cls: 0.0869, d2.dn_loss_bbox: 0.4835, d2.dn_loss_iou: 0.5632, d3.dn_loss_cls: 0.0834, d3.dn_loss_bbox: 0.4727, d3.dn_loss_iou: 0.5535, d4.dn_loss_cls: 0.0832, d4.dn_loss_bbox: 0.4672, d4.dn_loss_iou: 0.5477, loss: 15.3340 2024-05-19 17:13:00,767 - mmdet - INFO - Epoch [1][3250/3665] lr: 2.000e-04, eta: 2 days, 3:28:07, time: 1.505, data_time: 0.015, memory: 41048, interm_loss_cls: 0.4215, interm_loss_bbox: 0.2953, interm_loss_iou: 0.6319, loss_cls: 0.3708, loss_bbox: 0.2319, loss_iou: 0.5184, d0.loss_cls: 0.4259, d0.loss_bbox: 0.2504, d0.loss_iou: 0.5557, d1.loss_cls: 0.3948, d1.loss_bbox: 0.2387, d1.loss_iou: 0.5373, d2.loss_cls: 0.3754, d2.loss_bbox: 0.2364, d2.loss_iou: 0.5292, d3.loss_cls: 0.3693, d3.loss_bbox: 0.2339, d3.loss_iou: 0.5242, d4.loss_cls: 0.3686, d4.loss_bbox: 0.2329, d4.loss_iou: 0.5211, dn_loss_cls: 0.0877, dn_loss_bbox: 0.4635, dn_loss_iou: 0.5580, d0.dn_loss_cls: 0.1202, d0.dn_loss_bbox: 0.6083, d0.dn_loss_iou: 0.7260, d1.dn_loss_cls: 0.1002, d1.dn_loss_bbox: 0.5089, d1.dn_loss_iou: 0.6087, d2.dn_loss_cls: 0.0902, d2.dn_loss_bbox: 0.4790, d2.dn_loss_iou: 0.5739, d3.dn_loss_cls: 0.0863, d3.dn_loss_bbox: 0.4687, d3.dn_loss_iou: 0.5640, d4.dn_loss_cls: 0.0862, d4.dn_loss_bbox: 0.4636, d4.dn_loss_iou: 0.5583, loss: 15.4154 2024-05-19 17:14:13,271 - mmdet - INFO - Epoch [1][3300/3665] lr: 2.000e-04, eta: 2 days, 3:27:16, time: 1.450, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4096, interm_loss_bbox: 0.2923, interm_loss_iou: 0.6221, loss_cls: 0.3596, loss_bbox: 0.2310, loss_iou: 0.5094, d0.loss_cls: 0.4148, d0.loss_bbox: 0.2522, d0.loss_iou: 0.5491, d1.loss_cls: 0.3829, d1.loss_bbox: 0.2403, d1.loss_iou: 0.5285, d2.loss_cls: 0.3633, d2.loss_bbox: 0.2366, d2.loss_iou: 0.5205, d3.loss_cls: 0.3593, d3.loss_bbox: 0.2329, d3.loss_iou: 0.5140, d4.loss_cls: 0.3580, d4.loss_bbox: 0.2324, d4.loss_iou: 0.5125, dn_loss_cls: 0.0845, dn_loss_bbox: 0.4766, dn_loss_iou: 0.5487, d0.dn_loss_cls: 0.1171, d0.dn_loss_bbox: 0.6287, d0.dn_loss_iou: 0.7190, d1.dn_loss_cls: 0.0973, d1.dn_loss_bbox: 0.5230, d1.dn_loss_iou: 0.5986, d2.dn_loss_cls: 0.0870, d2.dn_loss_bbox: 0.4923, d2.dn_loss_iou: 0.5649, d3.dn_loss_cls: 0.0833, d3.dn_loss_bbox: 0.4820, d3.dn_loss_iou: 0.5550, d4.dn_loss_cls: 0.0831, d4.dn_loss_bbox: 0.4768, d4.dn_loss_iou: 0.5491, loss: 15.2884 2024-05-19 17:15:25,524 - mmdet - INFO - Epoch [1][3350/3665] lr: 2.000e-04, eta: 2 days, 3:26:13, time: 1.445, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4039, interm_loss_bbox: 0.2818, interm_loss_iou: 0.6167, loss_cls: 0.3531, loss_bbox: 0.2217, loss_iou: 0.5081, d0.loss_cls: 0.4102, d0.loss_bbox: 0.2391, d0.loss_iou: 0.5416, d1.loss_cls: 0.3746, d1.loss_bbox: 0.2314, d1.loss_iou: 0.5263, d2.loss_cls: 0.3597, d2.loss_bbox: 0.2254, d2.loss_iou: 0.5168, d3.loss_cls: 0.3529, d3.loss_bbox: 0.2240, d3.loss_iou: 0.5132, d4.loss_cls: 0.3519, d4.loss_bbox: 0.2231, d4.loss_iou: 0.5108, dn_loss_cls: 0.0849, dn_loss_bbox: 0.4480, dn_loss_iou: 0.5421, d0.dn_loss_cls: 0.1185, d0.dn_loss_bbox: 0.6020, d0.dn_loss_iou: 0.7129, d1.dn_loss_cls: 0.0973, d1.dn_loss_bbox: 0.4969, d1.dn_loss_iou: 0.5910, d2.dn_loss_cls: 0.0876, d2.dn_loss_bbox: 0.4645, d2.dn_loss_iou: 0.5574, d3.dn_loss_cls: 0.0839, d3.dn_loss_bbox: 0.4543, d3.dn_loss_iou: 0.5482, d4.dn_loss_cls: 0.0838, d4.dn_loss_bbox: 0.4483, d4.dn_loss_iou: 0.5425, loss: 14.9504 2024-05-19 17:16:36,878 - mmdet - INFO - Epoch [1][3400/3665] lr: 2.000e-04, eta: 2 days, 3:24:37, time: 1.427, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4133, interm_loss_bbox: 0.2913, interm_loss_iou: 0.6158, loss_cls: 0.3661, loss_bbox: 0.2245, loss_iou: 0.5013, d0.loss_cls: 0.4181, d0.loss_bbox: 0.2445, d0.loss_iou: 0.5387, d1.loss_cls: 0.3865, d1.loss_bbox: 0.2342, d1.loss_iou: 0.5199, d2.loss_cls: 0.3684, d2.loss_bbox: 0.2302, d2.loss_iou: 0.5127, d3.loss_cls: 0.3634, d3.loss_bbox: 0.2275, d3.loss_iou: 0.5081, d4.loss_cls: 0.3637, d4.loss_bbox: 0.2261, d4.loss_iou: 0.5045, dn_loss_cls: 0.0881, dn_loss_bbox: 0.4627, dn_loss_iou: 0.5444, d0.dn_loss_cls: 0.1214, d0.dn_loss_bbox: 0.6117, d0.dn_loss_iou: 0.7113, d1.dn_loss_cls: 0.1006, d1.dn_loss_bbox: 0.5106, d1.dn_loss_iou: 0.5942, d2.dn_loss_cls: 0.0896, d2.dn_loss_bbox: 0.4782, d2.dn_loss_iou: 0.5600, d3.dn_loss_cls: 0.0863, d3.dn_loss_bbox: 0.4689, d3.dn_loss_iou: 0.5507, d4.dn_loss_cls: 0.0865, d4.dn_loss_bbox: 0.4630, d4.dn_loss_iou: 0.5448, loss: 15.1316 2024-05-19 17:17:48,047 - mmdet - INFO - Epoch [1][3450/3665] lr: 2.000e-04, eta: 2 days, 3:22:54, time: 1.423, data_time: 0.015, memory: 41048, interm_loss_cls: 0.4013, interm_loss_bbox: 0.2865, interm_loss_iou: 0.6081, loss_cls: 0.3482, loss_bbox: 0.2227, loss_iou: 0.4981, d0.loss_cls: 0.4063, d0.loss_bbox: 0.2402, d0.loss_iou: 0.5316, d1.loss_cls: 0.3739, d1.loss_bbox: 0.2275, d1.loss_iou: 0.5121, d2.loss_cls: 0.3563, d2.loss_bbox: 0.2243, d2.loss_iou: 0.5045, d3.loss_cls: 0.3490, d3.loss_bbox: 0.2240, d3.loss_iou: 0.5024, d4.loss_cls: 0.3472, d4.loss_bbox: 0.2240, d4.loss_iou: 0.5004, dn_loss_cls: 0.0806, dn_loss_bbox: 0.4616, dn_loss_iou: 0.5334, d0.dn_loss_cls: 0.1144, d0.dn_loss_bbox: 0.6106, d0.dn_loss_iou: 0.7057, d1.dn_loss_cls: 0.0943, d1.dn_loss_bbox: 0.5058, d1.dn_loss_iou: 0.5816, d2.dn_loss_cls: 0.0837, d2.dn_loss_bbox: 0.4747, d2.dn_loss_iou: 0.5478, d3.dn_loss_cls: 0.0801, d3.dn_loss_bbox: 0.4661, d3.dn_loss_iou: 0.5388, d4.dn_loss_cls: 0.0797, d4.dn_loss_bbox: 0.4617, d4.dn_loss_iou: 0.5334, loss: 14.8425 2024-05-19 17:18:59,155 - mmdet - INFO - Epoch [1][3500/3665] lr: 2.000e-04, eta: 2 days, 3:21:10, time: 1.422, data_time: 0.018, memory: 41048, interm_loss_cls: 0.4098, interm_loss_bbox: 0.2970, interm_loss_iou: 0.6052, loss_cls: 0.3645, loss_bbox: 0.2296, loss_iou: 0.4918, d0.loss_cls: 0.4209, d0.loss_bbox: 0.2495, d0.loss_iou: 0.5289, d1.loss_cls: 0.3846, d1.loss_bbox: 0.2381, d1.loss_iou: 0.5094, d2.loss_cls: 0.3667, d2.loss_bbox: 0.2363, d2.loss_iou: 0.5020, d3.loss_cls: 0.3608, d3.loss_bbox: 0.2337, d3.loss_iou: 0.4990, d4.loss_cls: 0.3635, d4.loss_bbox: 0.2300, d4.loss_iou: 0.4937, dn_loss_cls: 0.0841, dn_loss_bbox: 0.4729, dn_loss_iou: 0.5372, d0.dn_loss_cls: 0.1165, d0.dn_loss_bbox: 0.6283, d0.dn_loss_iou: 0.7089, d1.dn_loss_cls: 0.0960, d1.dn_loss_bbox: 0.5220, d1.dn_loss_iou: 0.5882, d2.dn_loss_cls: 0.0864, d2.dn_loss_bbox: 0.4875, d2.dn_loss_iou: 0.5528, d3.dn_loss_cls: 0.0828, d3.dn_loss_bbox: 0.4785, d3.dn_loss_iou: 0.5434, d4.dn_loss_cls: 0.0830, d4.dn_loss_bbox: 0.4732, d4.dn_loss_iou: 0.5374, loss: 15.0944 2024-05-19 17:20:09,373 - mmdet - INFO - Epoch [1][3550/3665] lr: 2.000e-04, eta: 2 days, 3:18:55, time: 1.404, data_time: 0.017, memory: 41048, interm_loss_cls: 0.4031, interm_loss_bbox: 0.2849, interm_loss_iou: 0.6102, loss_cls: 0.3579, loss_bbox: 0.2210, loss_iou: 0.5017, d0.loss_cls: 0.4114, d0.loss_bbox: 0.2404, d0.loss_iou: 0.5364, d1.loss_cls: 0.3782, d1.loss_bbox: 0.2316, d1.loss_iou: 0.5200, d2.loss_cls: 0.3608, d2.loss_bbox: 0.2273, d2.loss_iou: 0.5123, d3.loss_cls: 0.3553, d3.loss_bbox: 0.2256, d3.loss_iou: 0.5078, d4.loss_cls: 0.3560, d4.loss_bbox: 0.2239, d4.loss_iou: 0.5048, dn_loss_cls: 0.0829, dn_loss_bbox: 0.4722, dn_loss_iou: 0.5467, d0.dn_loss_cls: 0.1160, d0.dn_loss_bbox: 0.6202, d0.dn_loss_iou: 0.7153, d1.dn_loss_cls: 0.0963, d1.dn_loss_bbox: 0.5186, d1.dn_loss_iou: 0.5957, d2.dn_loss_cls: 0.0860, d2.dn_loss_bbox: 0.4860, d2.dn_loss_iou: 0.5619, d3.dn_loss_cls: 0.0823, d3.dn_loss_bbox: 0.4772, d3.dn_loss_iou: 0.5530, d4.dn_loss_cls: 0.0818, d4.dn_loss_bbox: 0.4724, d4.dn_loss_iou: 0.5470, loss: 15.0821 2024-05-19 17:21:20,346 - mmdet - INFO - Epoch [1][3600/3665] lr: 2.000e-04, eta: 2 days, 3:17:08, time: 1.419, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3984, interm_loss_bbox: 0.2801, interm_loss_iou: 0.6021, loss_cls: 0.3491, loss_bbox: 0.2222, loss_iou: 0.4942, d0.loss_cls: 0.4055, d0.loss_bbox: 0.2392, d0.loss_iou: 0.5280, d1.loss_cls: 0.3728, d1.loss_bbox: 0.2297, d1.loss_iou: 0.5100, d2.loss_cls: 0.3547, d2.loss_bbox: 0.2256, d2.loss_iou: 0.5023, d3.loss_cls: 0.3485, d3.loss_bbox: 0.2243, d3.loss_iou: 0.4993, d4.loss_cls: 0.3482, d4.loss_bbox: 0.2229, d4.loss_iou: 0.4964, dn_loss_cls: 0.0794, dn_loss_bbox: 0.4542, dn_loss_iou: 0.5297, d0.dn_loss_cls: 0.1145, d0.dn_loss_bbox: 0.6034, d0.dn_loss_iou: 0.6941, d1.dn_loss_cls: 0.0935, d1.dn_loss_bbox: 0.5019, d1.dn_loss_iou: 0.5776, d2.dn_loss_cls: 0.0822, d2.dn_loss_bbox: 0.4689, d2.dn_loss_iou: 0.5449, d3.dn_loss_cls: 0.0785, d3.dn_loss_bbox: 0.4602, d3.dn_loss_iou: 0.5358, d4.dn_loss_cls: 0.0783, d4.dn_loss_bbox: 0.4544, d4.dn_loss_iou: 0.5300, loss: 14.7352 2024-05-19 17:22:31,105 - mmdet - INFO - Epoch [1][3650/3665] lr: 2.000e-04, eta: 2 days, 3:15:15, time: 1.415, data_time: 0.016, memory: 41048, interm_loss_cls: 0.4005, interm_loss_bbox: 0.2857, interm_loss_iou: 0.6017, loss_cls: 0.3557, loss_bbox: 0.2215, loss_iou: 0.4927, d0.loss_cls: 0.4127, d0.loss_bbox: 0.2356, d0.loss_iou: 0.5217, d1.loss_cls: 0.3763, d1.loss_bbox: 0.2297, d1.loss_iou: 0.5094, d2.loss_cls: 0.3583, d2.loss_bbox: 0.2265, d2.loss_iou: 0.5021, d3.loss_cls: 0.3530, d3.loss_bbox: 0.2243, d3.loss_iou: 0.4985, d4.loss_cls: 0.3536, d4.loss_bbox: 0.2225, d4.loss_iou: 0.4956, dn_loss_cls: 0.0830, dn_loss_bbox: 0.4624, dn_loss_iou: 0.5307, d0.dn_loss_cls: 0.1163, d0.dn_loss_bbox: 0.6132, d0.dn_loss_iou: 0.6955, d1.dn_loss_cls: 0.0953, d1.dn_loss_bbox: 0.5079, d1.dn_loss_iou: 0.5772, d2.dn_loss_cls: 0.0850, d2.dn_loss_bbox: 0.4759, d2.dn_loss_iou: 0.5446, d3.dn_loss_cls: 0.0817, d3.dn_loss_bbox: 0.4674, d3.dn_loss_iou: 0.5363, d4.dn_loss_cls: 0.0814, d4.dn_loss_bbox: 0.4627, d4.dn_loss_iou: 0.5310, loss: 14.8247 2024-05-19 17:22:59,594 - mmdet - INFO - Saving checkpoint at 1 epochs 2024-05-19 17:27:19,821 - mmdet - INFO - Evaluating bbox... 2024-05-19 17:29:07,033 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.343 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.502 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.365 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.189 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.365 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.495 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.612 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.621 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.621 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.393 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.669 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.829 2024-05-19 17:29:08,870 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-19 17:29:08,871 - mmdet - INFO - Epoch(val) [1][313] bbox_mAP: 0.3430, bbox_mAP_50: 0.5020, bbox_mAP_75: 0.3650, bbox_mAP_s: 0.1890, bbox_mAP_m: 0.3650, bbox_mAP_l: 0.4950, bbox_mAP_copypaste: 0.343 0.502 0.365 0.189 0.365 0.495 2024-05-19 17:30:34,641 - mmdet - INFO - Epoch [2][50/3665] lr: 2.000e-04, eta: 2 days, 3:09:14, time: 1.715, data_time: 0.125, memory: 41048, interm_loss_cls: 0.3937, interm_loss_bbox: 0.2780, interm_loss_iou: 0.6035, loss_cls: 0.3448, loss_bbox: 0.2176, loss_iou: 0.5013, d0.loss_cls: 0.4048, d0.loss_bbox: 0.2325, d0.loss_iou: 0.5303, d1.loss_cls: 0.3693, d1.loss_bbox: 0.2268, d1.loss_iou: 0.5155, d2.loss_cls: 0.3480, d2.loss_bbox: 0.2238, d2.loss_iou: 0.5105, d3.loss_cls: 0.3434, d3.loss_bbox: 0.2210, d3.loss_iou: 0.5058, d4.loss_cls: 0.3433, d4.loss_bbox: 0.2191, d4.loss_iou: 0.5035, dn_loss_cls: 0.0795, dn_loss_bbox: 0.4393, dn_loss_iou: 0.5316, d0.dn_loss_cls: 0.1129, d0.dn_loss_bbox: 0.5812, d0.dn_loss_iou: 0.6897, d1.dn_loss_cls: 0.0924, d1.dn_loss_bbox: 0.4828, d1.dn_loss_iou: 0.5762, d2.dn_loss_cls: 0.0818, d2.dn_loss_bbox: 0.4522, d2.dn_loss_iou: 0.5450, d3.dn_loss_cls: 0.0784, d3.dn_loss_bbox: 0.4441, d3.dn_loss_iou: 0.5369, d4.dn_loss_cls: 0.0781, d4.dn_loss_bbox: 0.4395, d4.dn_loss_iou: 0.5318, loss: 14.6101 2024-05-19 17:31:45,596 - mmdet - INFO - Epoch [2][100/3665] lr: 2.000e-04, eta: 2 days, 3:07:34, time: 1.419, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3939, interm_loss_bbox: 0.2824, interm_loss_iou: 0.6088, loss_cls: 0.3516, loss_bbox: 0.2238, loss_iou: 0.5082, d0.loss_cls: 0.4022, d0.loss_bbox: 0.2424, d0.loss_iou: 0.5394, d1.loss_cls: 0.3720, d1.loss_bbox: 0.2326, d1.loss_iou: 0.5227, d2.loss_cls: 0.3542, d2.loss_bbox: 0.2291, d2.loss_iou: 0.5182, d3.loss_cls: 0.3500, d3.loss_bbox: 0.2260, d3.loss_iou: 0.5133, d4.loss_cls: 0.3489, d4.loss_bbox: 0.2252, d4.loss_iou: 0.5114, dn_loss_cls: 0.0811, dn_loss_bbox: 0.4526, dn_loss_iou: 0.5422, d0.dn_loss_cls: 0.1138, d0.dn_loss_bbox: 0.5989, d0.dn_loss_iou: 0.7020, d1.dn_loss_cls: 0.0935, d1.dn_loss_bbox: 0.4980, d1.dn_loss_iou: 0.5875, d2.dn_loss_cls: 0.0832, d2.dn_loss_bbox: 0.4657, d2.dn_loss_iou: 0.5557, d3.dn_loss_cls: 0.0800, d3.dn_loss_bbox: 0.4572, d3.dn_loss_iou: 0.5471, d4.dn_loss_cls: 0.0798, d4.dn_loss_bbox: 0.4527, d4.dn_loss_iou: 0.5423, loss: 14.8899 2024-05-19 17:32:58,904 - mmdet - INFO - Epoch [2][150/3665] lr: 2.000e-04, eta: 2 days, 3:07:12, time: 1.466, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3972, interm_loss_bbox: 0.2800, interm_loss_iou: 0.5940, loss_cls: 0.3478, loss_bbox: 0.2228, loss_iou: 0.4933, d0.loss_cls: 0.4055, d0.loss_bbox: 0.2376, d0.loss_iou: 0.5244, d1.loss_cls: 0.3711, d1.loss_bbox: 0.2300, d1.loss_iou: 0.5073, d2.loss_cls: 0.3522, d2.loss_bbox: 0.2275, d2.loss_iou: 0.5032, d3.loss_cls: 0.3462, d3.loss_bbox: 0.2256, d3.loss_iou: 0.4992, d4.loss_cls: 0.3459, d4.loss_bbox: 0.2239, d4.loss_iou: 0.4961, dn_loss_cls: 0.0822, dn_loss_bbox: 0.4440, dn_loss_iou: 0.5360, d0.dn_loss_cls: 0.1150, d0.dn_loss_bbox: 0.5891, d0.dn_loss_iou: 0.7001, d1.dn_loss_cls: 0.0949, d1.dn_loss_bbox: 0.4878, d1.dn_loss_iou: 0.5817, d2.dn_loss_cls: 0.0845, d2.dn_loss_bbox: 0.4565, d2.dn_loss_iou: 0.5494, d3.dn_loss_cls: 0.0811, d3.dn_loss_bbox: 0.4478, d3.dn_loss_iou: 0.5409, d4.dn_loss_cls: 0.0811, d4.dn_loss_bbox: 0.4441, d4.dn_loss_iou: 0.5362, loss: 14.6831 2024-05-19 17:34:09,461 - mmdet - INFO - Epoch [2][200/3665] lr: 2.000e-04, eta: 2 days, 3:05:19, time: 1.411, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3972, interm_loss_bbox: 0.2773, interm_loss_iou: 0.6011, loss_cls: 0.3529, loss_bbox: 0.2150, loss_iou: 0.4990, d0.loss_cls: 0.4086, d0.loss_bbox: 0.2352, d0.loss_iou: 0.5323, d1.loss_cls: 0.3708, d1.loss_bbox: 0.2267, d1.loss_iou: 0.5182, d2.loss_cls: 0.3568, d2.loss_bbox: 0.2210, d2.loss_iou: 0.5091, d3.loss_cls: 0.3506, d3.loss_bbox: 0.2187, d3.loss_iou: 0.5059, d4.loss_cls: 0.3515, d4.loss_bbox: 0.2166, d4.loss_iou: 0.5021, dn_loss_cls: 0.0797, dn_loss_bbox: 0.4470, dn_loss_iou: 0.5269, d0.dn_loss_cls: 0.1143, d0.dn_loss_bbox: 0.6027, d0.dn_loss_iou: 0.6934, d1.dn_loss_cls: 0.0934, d1.dn_loss_bbox: 0.4957, d1.dn_loss_iou: 0.5737, d2.dn_loss_cls: 0.0834, d2.dn_loss_bbox: 0.4618, d2.dn_loss_iou: 0.5418, d3.dn_loss_cls: 0.0792, d3.dn_loss_bbox: 0.4522, d3.dn_loss_iou: 0.5327, d4.dn_loss_cls: 0.0789, d4.dn_loss_bbox: 0.4474, d4.dn_loss_iou: 0.5272, loss: 14.6977 2024-05-19 17:35:21,144 - mmdet - INFO - Epoch [2][250/3665] lr: 2.000e-04, eta: 2 days, 3:04:03, time: 1.434, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3904, interm_loss_bbox: 0.2795, interm_loss_iou: 0.5938, loss_cls: 0.3384, loss_bbox: 0.2188, loss_iou: 0.4897, d0.loss_cls: 0.3995, d0.loss_bbox: 0.2342, d0.loss_iou: 0.5204, d1.loss_cls: 0.3611, d1.loss_bbox: 0.2274, d1.loss_iou: 0.5054, d2.loss_cls: 0.3450, d2.loss_bbox: 0.2227, d2.loss_iou: 0.4971, d3.loss_cls: 0.3382, d3.loss_bbox: 0.2212, d3.loss_iou: 0.4943, d4.loss_cls: 0.3376, d4.loss_bbox: 0.2194, d4.loss_iou: 0.4915, dn_loss_cls: 0.0773, dn_loss_bbox: 0.4503, dn_loss_iou: 0.5244, d0.dn_loss_cls: 0.1121, d0.dn_loss_bbox: 0.5957, d0.dn_loss_iou: 0.6824, d1.dn_loss_cls: 0.0909, d1.dn_loss_bbox: 0.4974, d1.dn_loss_iou: 0.5696, d2.dn_loss_cls: 0.0801, d2.dn_loss_bbox: 0.4637, d2.dn_loss_iou: 0.5383, d3.dn_loss_cls: 0.0767, d3.dn_loss_bbox: 0.4549, d3.dn_loss_iou: 0.5298, d4.dn_loss_cls: 0.0763, d4.dn_loss_bbox: 0.4505, d4.dn_loss_iou: 0.5246, loss: 14.5206 2024-05-19 17:36:32,574 - mmdet - INFO - Epoch [2][300/3665] lr: 2.000e-04, eta: 2 days, 3:02:39, time: 1.429, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3949, interm_loss_bbox: 0.2841, interm_loss_iou: 0.5983, loss_cls: 0.3432, loss_bbox: 0.2249, loss_iou: 0.4983, d0.loss_cls: 0.4014, d0.loss_bbox: 0.2381, d0.loss_iou: 0.5280, d1.loss_cls: 0.3638, d1.loss_bbox: 0.2330, d1.loss_iou: 0.5144, d2.loss_cls: 0.3464, d2.loss_bbox: 0.2294, d2.loss_iou: 0.5087, d3.loss_cls: 0.3419, d3.loss_bbox: 0.2278, d3.loss_iou: 0.5041, d4.loss_cls: 0.3419, d4.loss_bbox: 0.2259, d4.loss_iou: 0.5008, dn_loss_cls: 0.0773, dn_loss_bbox: 0.4426, dn_loss_iou: 0.5271, d0.dn_loss_cls: 0.1104, d0.dn_loss_bbox: 0.5888, d0.dn_loss_iou: 0.6859, d1.dn_loss_cls: 0.0898, d1.dn_loss_bbox: 0.4882, d1.dn_loss_iou: 0.5730, d2.dn_loss_cls: 0.0797, d2.dn_loss_bbox: 0.4560, d2.dn_loss_iou: 0.5415, d3.dn_loss_cls: 0.0766, d3.dn_loss_bbox: 0.4470, d3.dn_loss_iou: 0.5324, d4.dn_loss_cls: 0.0763, d4.dn_loss_bbox: 0.4427, d4.dn_loss_iou: 0.5273, loss: 14.6120 2024-05-19 17:37:44,256 - mmdet - INFO - Epoch [2][350/3665] lr: 2.000e-04, eta: 2 days, 3:01:24, time: 1.434, data_time: 0.014, memory: 41048, interm_loss_cls: 0.3799, interm_loss_bbox: 0.2780, interm_loss_iou: 0.5835, loss_cls: 0.3319, loss_bbox: 0.2173, loss_iou: 0.4823, d0.loss_cls: 0.3887, d0.loss_bbox: 0.2324, d0.loss_iou: 0.5109, d1.loss_cls: 0.3521, d1.loss_bbox: 0.2269, d1.loss_iou: 0.4983, d2.loss_cls: 0.3347, d2.loss_bbox: 0.2229, d2.loss_iou: 0.4924, d3.loss_cls: 0.3295, d3.loss_bbox: 0.2210, d3.loss_iou: 0.4877, d4.loss_cls: 0.3299, d4.loss_bbox: 0.2192, d4.loss_iou: 0.4849, dn_loss_cls: 0.0742, dn_loss_bbox: 0.4343, dn_loss_iou: 0.5177, d0.dn_loss_cls: 0.1085, d0.dn_loss_bbox: 0.5828, d0.dn_loss_iou: 0.6782, d1.dn_loss_cls: 0.0878, d1.dn_loss_bbox: 0.4818, d1.dn_loss_iou: 0.5638, d2.dn_loss_cls: 0.0779, d2.dn_loss_bbox: 0.4476, d2.dn_loss_iou: 0.5318, d3.dn_loss_cls: 0.0743, d3.dn_loss_bbox: 0.4388, d3.dn_loss_iou: 0.5232, d4.dn_loss_cls: 0.0734, d4.dn_loss_bbox: 0.4344, d4.dn_loss_iou: 0.5179, loss: 14.2530 2024-05-19 17:38:55,922 - mmdet - INFO - Epoch [2][400/3665] lr: 2.000e-04, eta: 2 days, 3:00:08, time: 1.433, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3826, interm_loss_bbox: 0.2721, interm_loss_iou: 0.5839, loss_cls: 0.3346, loss_bbox: 0.2125, loss_iou: 0.4854, d0.loss_cls: 0.3879, d0.loss_bbox: 0.2306, d0.loss_iou: 0.5164, d1.loss_cls: 0.3506, d1.loss_bbox: 0.2245, d1.loss_iou: 0.5033, d2.loss_cls: 0.3345, d2.loss_bbox: 0.2198, d2.loss_iou: 0.4953, d3.loss_cls: 0.3313, d3.loss_bbox: 0.2164, d3.loss_iou: 0.4915, d4.loss_cls: 0.3321, d4.loss_bbox: 0.2146, d4.loss_iou: 0.4882, dn_loss_cls: 0.0752, dn_loss_bbox: 0.4341, dn_loss_iou: 0.5197, d0.dn_loss_cls: 0.1088, d0.dn_loss_bbox: 0.5862, d0.dn_loss_iou: 0.6862, d1.dn_loss_cls: 0.0874, d1.dn_loss_bbox: 0.4806, d1.dn_loss_iou: 0.5664, d2.dn_loss_cls: 0.0775, d2.dn_loss_bbox: 0.4466, d2.dn_loss_iou: 0.5331, d3.dn_loss_cls: 0.0745, d3.dn_loss_bbox: 0.4384, d3.dn_loss_iou: 0.5248, d4.dn_loss_cls: 0.0742, d4.dn_loss_bbox: 0.4342, d4.dn_loss_iou: 0.5199, loss: 14.2758 2024-05-19 17:40:14,736 - mmdet - INFO - Epoch [2][450/3665] lr: 2.000e-04, eta: 2 days, 3:02:34, time: 1.577, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3830, interm_loss_bbox: 0.2713, interm_loss_iou: 0.5907, loss_cls: 0.3285, loss_bbox: 0.2164, loss_iou: 0.4937, d0.loss_cls: 0.3905, d0.loss_bbox: 0.2278, d0.loss_iou: 0.5188, d1.loss_cls: 0.3511, d1.loss_bbox: 0.2236, d1.loss_iou: 0.5098, d2.loss_cls: 0.3349, d2.loss_bbox: 0.2201, d2.loss_iou: 0.5014, d3.loss_cls: 0.3290, d3.loss_bbox: 0.2177, d3.loss_iou: 0.4982, d4.loss_cls: 0.3278, d4.loss_bbox: 0.2173, d4.loss_iou: 0.4956, dn_loss_cls: 0.0747, dn_loss_bbox: 0.4235, dn_loss_iou: 0.5185, d0.dn_loss_cls: 0.1078, d0.dn_loss_bbox: 0.5656, d0.dn_loss_iou: 0.6732, d1.dn_loss_cls: 0.0871, d1.dn_loss_bbox: 0.4683, d1.dn_loss_iou: 0.5609, d2.dn_loss_cls: 0.0773, d2.dn_loss_bbox: 0.4359, d2.dn_loss_iou: 0.5312, d3.dn_loss_cls: 0.0740, d3.dn_loss_bbox: 0.4278, d3.dn_loss_iou: 0.5231, d4.dn_loss_cls: 0.0736, d4.dn_loss_bbox: 0.4236, d4.dn_loss_iou: 0.5186, loss: 14.2115 2024-05-19 17:41:25,576 - mmdet - INFO - Epoch [2][500/3665] lr: 2.000e-04, eta: 2 days, 3:00:51, time: 1.417, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3902, interm_loss_bbox: 0.2793, interm_loss_iou: 0.5909, loss_cls: 0.3360, loss_bbox: 0.2222, loss_iou: 0.4932, d0.loss_cls: 0.3975, d0.loss_bbox: 0.2366, d0.loss_iou: 0.5183, d1.loss_cls: 0.3611, d1.loss_bbox: 0.2287, d1.loss_iou: 0.5044, d2.loss_cls: 0.3422, d2.loss_bbox: 0.2253, d2.loss_iou: 0.4984, d3.loss_cls: 0.3358, d3.loss_bbox: 0.2247, d3.loss_iou: 0.4976, d4.loss_cls: 0.3354, d4.loss_bbox: 0.2230, d4.loss_iou: 0.4952, dn_loss_cls: 0.0748, dn_loss_bbox: 0.4278, dn_loss_iou: 0.5135, d0.dn_loss_cls: 0.1083, d0.dn_loss_bbox: 0.5789, d0.dn_loss_iou: 0.6750, d1.dn_loss_cls: 0.0879, d1.dn_loss_bbox: 0.4757, d1.dn_loss_iou: 0.5593, d2.dn_loss_cls: 0.0773, d2.dn_loss_bbox: 0.4413, d2.dn_loss_iou: 0.5274, d3.dn_loss_cls: 0.0741, d3.dn_loss_bbox: 0.4322, d3.dn_loss_iou: 0.5184, d4.dn_loss_cls: 0.0738, d4.dn_loss_bbox: 0.4279, d4.dn_loss_iou: 0.5137, loss: 14.3232 2024-05-19 17:42:36,411 - mmdet - INFO - Epoch [2][550/3665] lr: 2.000e-04, eta: 2 days, 2:59:08, time: 1.417, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3790, interm_loss_bbox: 0.2699, interm_loss_iou: 0.5924, loss_cls: 0.3288, loss_bbox: 0.2138, loss_iou: 0.4955, d0.loss_cls: 0.3890, d0.loss_bbox: 0.2275, d0.loss_iou: 0.5221, d1.loss_cls: 0.3499, d1.loss_bbox: 0.2198, d1.loss_iou: 0.5083, d2.loss_cls: 0.3319, d2.loss_bbox: 0.2176, d2.loss_iou: 0.5029, d3.loss_cls: 0.3269, d3.loss_bbox: 0.2161, d3.loss_iou: 0.4996, d4.loss_cls: 0.3272, d4.loss_bbox: 0.2152, d4.loss_iou: 0.4978, dn_loss_cls: 0.0759, dn_loss_bbox: 0.4218, dn_loss_iou: 0.5193, d0.dn_loss_cls: 0.1094, d0.dn_loss_bbox: 0.5725, d0.dn_loss_iou: 0.6788, d1.dn_loss_cls: 0.0883, d1.dn_loss_bbox: 0.4699, d1.dn_loss_iou: 0.5636, d2.dn_loss_cls: 0.0782, d2.dn_loss_bbox: 0.4355, d2.dn_loss_iou: 0.5328, d3.dn_loss_cls: 0.0750, d3.dn_loss_bbox: 0.4263, d3.dn_loss_iou: 0.5245, d4.dn_loss_cls: 0.0747, d4.dn_loss_bbox: 0.4220, d4.dn_loss_iou: 0.5195, loss: 14.2194 2024-05-19 17:43:47,950 - mmdet - INFO - Epoch [2][600/3665] lr: 2.000e-04, eta: 2 days, 2:57:46, time: 1.431, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3792, interm_loss_bbox: 0.2702, interm_loss_iou: 0.5852, loss_cls: 0.3304, loss_bbox: 0.2116, loss_iou: 0.4851, d0.loss_cls: 0.3869, d0.loss_bbox: 0.2267, d0.loss_iou: 0.5134, d1.loss_cls: 0.3486, d1.loss_bbox: 0.2200, d1.loss_iou: 0.5018, d2.loss_cls: 0.3321, d2.loss_bbox: 0.2172, d2.loss_iou: 0.4950, d3.loss_cls: 0.3278, d3.loss_bbox: 0.2145, d3.loss_iou: 0.4907, d4.loss_cls: 0.3284, d4.loss_bbox: 0.2133, d4.loss_iou: 0.4875, dn_loss_cls: 0.0745, dn_loss_bbox: 0.4100, dn_loss_iou: 0.5141, d0.dn_loss_cls: 0.1076, d0.dn_loss_bbox: 0.5530, d0.dn_loss_iou: 0.6735, d1.dn_loss_cls: 0.0864, d1.dn_loss_bbox: 0.4543, d1.dn_loss_iou: 0.5575, d2.dn_loss_cls: 0.0765, d2.dn_loss_bbox: 0.4230, d2.dn_loss_iou: 0.5274, d3.dn_loss_cls: 0.0737, d3.dn_loss_bbox: 0.4140, d3.dn_loss_iou: 0.5190, d4.dn_loss_cls: 0.0734, d4.dn_loss_bbox: 0.4101, d4.dn_loss_iou: 0.5143, loss: 14.0277 2024-05-19 17:44:58,779 - mmdet - INFO - Epoch [2][650/3665] lr: 2.000e-04, eta: 2 days, 2:56:04, time: 1.417, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3795, interm_loss_bbox: 0.2692, interm_loss_iou: 0.5801, loss_cls: 0.3297, loss_bbox: 0.2117, loss_iou: 0.4845, d0.loss_cls: 0.3896, d0.loss_bbox: 0.2262, d0.loss_iou: 0.5115, d1.loss_cls: 0.3526, d1.loss_bbox: 0.2185, d1.loss_iou: 0.4961, d2.loss_cls: 0.3363, d2.loss_bbox: 0.2149, d2.loss_iou: 0.4892, d3.loss_cls: 0.3293, d3.loss_bbox: 0.2136, d3.loss_iou: 0.4873, d4.loss_cls: 0.3286, d4.loss_bbox: 0.2127, d4.loss_iou: 0.4857, dn_loss_cls: 0.0723, dn_loss_bbox: 0.4241, dn_loss_iou: 0.5104, d0.dn_loss_cls: 0.1078, d0.dn_loss_bbox: 0.5738, d0.dn_loss_iou: 0.6688, d1.dn_loss_cls: 0.0862, d1.dn_loss_bbox: 0.4721, d1.dn_loss_iou: 0.5552, d2.dn_loss_cls: 0.0757, d2.dn_loss_bbox: 0.4374, d2.dn_loss_iou: 0.5236, d3.dn_loss_cls: 0.0719, d3.dn_loss_bbox: 0.4282, d3.dn_loss_iou: 0.5150, d4.dn_loss_cls: 0.0713, d4.dn_loss_bbox: 0.4243, d4.dn_loss_iou: 0.5106, loss: 14.0755 2024-05-19 17:46:16,392 - mmdet - INFO - Epoch [2][700/3665] lr: 2.000e-04, eta: 2 days, 2:57:41, time: 1.552, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3752, interm_loss_bbox: 0.2729, interm_loss_iou: 0.5800, loss_cls: 0.3260, loss_bbox: 0.2122, loss_iou: 0.4772, d0.loss_cls: 0.3852, d0.loss_bbox: 0.2271, d0.loss_iou: 0.5040, d1.loss_cls: 0.3469, d1.loss_bbox: 0.2200, d1.loss_iou: 0.4904, d2.loss_cls: 0.3316, d2.loss_bbox: 0.2147, d2.loss_iou: 0.4847, d3.loss_cls: 0.3254, d3.loss_bbox: 0.2135, d3.loss_iou: 0.4814, d4.loss_cls: 0.3249, d4.loss_bbox: 0.2133, d4.loss_iou: 0.4796, dn_loss_cls: 0.0744, dn_loss_bbox: 0.4210, dn_loss_iou: 0.5061, d0.dn_loss_cls: 0.1058, d0.dn_loss_bbox: 0.5755, d0.dn_loss_iou: 0.6654, d1.dn_loss_cls: 0.0860, d1.dn_loss_bbox: 0.4699, d1.dn_loss_iou: 0.5506, d2.dn_loss_cls: 0.0765, d2.dn_loss_bbox: 0.4347, d2.dn_loss_iou: 0.5192, d3.dn_loss_cls: 0.0732, d3.dn_loss_bbox: 0.4255, d3.dn_loss_iou: 0.5107, d4.dn_loss_cls: 0.0731, d4.dn_loss_bbox: 0.4211, d4.dn_loss_iou: 0.5062, loss: 13.9813 2024-05-19 17:47:27,115 - mmdet - INFO - Epoch [2][750/3665] lr: 2.000e-04, eta: 2 days, 2:55:55, time: 1.415, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3739, interm_loss_bbox: 0.2662, interm_loss_iou: 0.5792, loss_cls: 0.3193, loss_bbox: 0.2172, loss_iou: 0.4884, d0.loss_cls: 0.3814, d0.loss_bbox: 0.2274, d0.loss_iou: 0.5112, d1.loss_cls: 0.3409, d1.loss_bbox: 0.2225, d1.loss_iou: 0.5003, d2.loss_cls: 0.3255, d2.loss_bbox: 0.2204, d2.loss_iou: 0.4952, d3.loss_cls: 0.3198, d3.loss_bbox: 0.2182, d3.loss_iou: 0.4917, d4.loss_cls: 0.3182, d4.loss_bbox: 0.2181, d4.loss_iou: 0.4900, dn_loss_cls: 0.0726, dn_loss_bbox: 0.4093, dn_loss_iou: 0.5098, d0.dn_loss_cls: 0.1064, d0.dn_loss_bbox: 0.5551, d0.dn_loss_iou: 0.6713, d1.dn_loss_cls: 0.0862, d1.dn_loss_bbox: 0.4549, d1.dn_loss_iou: 0.5557, d2.dn_loss_cls: 0.0755, d2.dn_loss_bbox: 0.4209, d2.dn_loss_iou: 0.5229, d3.dn_loss_cls: 0.0722, d3.dn_loss_bbox: 0.4128, d3.dn_loss_iou: 0.5144, d4.dn_loss_cls: 0.0716, d4.dn_loss_bbox: 0.4094, d4.dn_loss_iou: 0.5100, loss: 13.9562 2024-05-19 17:48:38,459 - mmdet - INFO - Epoch [2][800/3665] lr: 2.000e-04, eta: 2 days, 2:54:28, time: 1.427, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3825, interm_loss_bbox: 0.2706, interm_loss_iou: 0.5768, loss_cls: 0.3369, loss_bbox: 0.2075, loss_iou: 0.4779, d0.loss_cls: 0.3922, d0.loss_bbox: 0.2240, d0.loss_iou: 0.5066, d1.loss_cls: 0.3565, d1.loss_bbox: 0.2163, d1.loss_iou: 0.4942, d2.loss_cls: 0.3380, d2.loss_bbox: 0.2131, d2.loss_iou: 0.4879, d3.loss_cls: 0.3339, d3.loss_bbox: 0.2109, d3.loss_iou: 0.4833, d4.loss_cls: 0.3337, d4.loss_bbox: 0.2090, d4.loss_iou: 0.4810, dn_loss_cls: 0.0762, dn_loss_bbox: 0.4385, dn_loss_iou: 0.5150, d0.dn_loss_cls: 0.1086, d0.dn_loss_bbox: 0.5873, d0.dn_loss_iou: 0.6722, d1.dn_loss_cls: 0.0885, d1.dn_loss_bbox: 0.4849, d1.dn_loss_iou: 0.5590, d2.dn_loss_cls: 0.0782, d2.dn_loss_bbox: 0.4512, d2.dn_loss_iou: 0.5282, d3.dn_loss_cls: 0.0753, d3.dn_loss_bbox: 0.4423, d3.dn_loss_iou: 0.5197, d4.dn_loss_cls: 0.0751, d4.dn_loss_bbox: 0.4385, d4.dn_loss_iou: 0.5152, loss: 14.1868 2024-05-19 17:49:48,343 - mmdet - INFO - Epoch [2][850/3665] lr: 2.000e-04, eta: 2 days, 2:52:19, time: 1.397, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3788, interm_loss_bbox: 0.2617, interm_loss_iou: 0.5730, loss_cls: 0.3274, loss_bbox: 0.2085, loss_iou: 0.4813, d0.loss_cls: 0.3878, d0.loss_bbox: 0.2208, d0.loss_iou: 0.5050, d1.loss_cls: 0.3488, d1.loss_bbox: 0.2156, d1.loss_iou: 0.4932, d2.loss_cls: 0.3318, d2.loss_bbox: 0.2113, d2.loss_iou: 0.4878, d3.loss_cls: 0.3270, d3.loss_bbox: 0.2098, d3.loss_iou: 0.4844, d4.loss_cls: 0.3261, d4.loss_bbox: 0.2088, d4.loss_iou: 0.4830, dn_loss_cls: 0.0723, dn_loss_bbox: 0.4039, dn_loss_iou: 0.5021, d0.dn_loss_cls: 0.1052, d0.dn_loss_bbox: 0.5492, d0.dn_loss_iou: 0.6550, d1.dn_loss_cls: 0.0841, d1.dn_loss_bbox: 0.4480, d1.dn_loss_iou: 0.5434, d2.dn_loss_cls: 0.0744, d2.dn_loss_bbox: 0.4162, d2.dn_loss_iou: 0.5141, d3.dn_loss_cls: 0.0715, d3.dn_loss_bbox: 0.4078, d3.dn_loss_iou: 0.5067, d4.dn_loss_cls: 0.0711, d4.dn_loss_bbox: 0.4041, d4.dn_loss_iou: 0.5023, loss: 13.8037 2024-05-19 17:50:59,292 - mmdet - INFO - Epoch [2][900/3665] lr: 2.000e-04, eta: 2 days, 2:50:42, time: 1.419, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3707, interm_loss_bbox: 0.2603, interm_loss_iou: 0.5723, loss_cls: 0.3226, loss_bbox: 0.2071, loss_iou: 0.4810, d0.loss_cls: 0.3796, d0.loss_bbox: 0.2201, d0.loss_iou: 0.5084, d1.loss_cls: 0.3416, d1.loss_bbox: 0.2157, d1.loss_iou: 0.4964, d2.loss_cls: 0.3265, d2.loss_bbox: 0.2117, d2.loss_iou: 0.4899, d3.loss_cls: 0.3210, d3.loss_bbox: 0.2100, d3.loss_iou: 0.4865, d4.loss_cls: 0.3202, d4.loss_bbox: 0.2091, d4.loss_iou: 0.4846, dn_loss_cls: 0.0722, dn_loss_bbox: 0.4047, dn_loss_iou: 0.4992, d0.dn_loss_cls: 0.1048, d0.dn_loss_bbox: 0.5513, d0.dn_loss_iou: 0.6525, d1.dn_loss_cls: 0.0837, d1.dn_loss_bbox: 0.4495, d1.dn_loss_iou: 0.5418, d2.dn_loss_cls: 0.0740, d2.dn_loss_bbox: 0.4169, d2.dn_loss_iou: 0.5120, d3.dn_loss_cls: 0.0712, d3.dn_loss_bbox: 0.4084, d3.dn_loss_iou: 0.5037, d4.dn_loss_cls: 0.0708, d4.dn_loss_bbox: 0.4048, d4.dn_loss_iou: 0.4993, loss: 13.7564 2024-05-19 17:52:11,031 - mmdet - INFO - Epoch [2][950/3665] lr: 2.000e-04, eta: 2 days, 2:49:27, time: 1.435, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3773, interm_loss_bbox: 0.2709, interm_loss_iou: 0.5664, loss_cls: 0.3236, loss_bbox: 0.2122, loss_iou: 0.4691, d0.loss_cls: 0.3854, d0.loss_bbox: 0.2266, d0.loss_iou: 0.4979, d1.loss_cls: 0.3457, d1.loss_bbox: 0.2214, d1.loss_iou: 0.4853, d2.loss_cls: 0.3291, d2.loss_bbox: 0.2160, d2.loss_iou: 0.4774, d3.loss_cls: 0.3233, d3.loss_bbox: 0.2143, d3.loss_iou: 0.4742, d4.loss_cls: 0.3223, d4.loss_bbox: 0.2136, d4.loss_iou: 0.4714, dn_loss_cls: 0.0712, dn_loss_bbox: 0.4255, dn_loss_iou: 0.5064, d0.dn_loss_cls: 0.1064, d0.dn_loss_bbox: 0.5707, d0.dn_loss_iou: 0.6616, d1.dn_loss_cls: 0.0845, d1.dn_loss_bbox: 0.4707, d1.dn_loss_iou: 0.5499, d2.dn_loss_cls: 0.0738, d2.dn_loss_bbox: 0.4370, d2.dn_loss_iou: 0.5189, d3.dn_loss_cls: 0.0706, d3.dn_loss_bbox: 0.4292, d3.dn_loss_iou: 0.5111, d4.dn_loss_cls: 0.0704, d4.dn_loss_bbox: 0.4257, d4.dn_loss_iou: 0.5066, loss: 13.9138 2024-05-19 17:53:25,970 - mmdet - INFO - Epoch [2][1000/3665] lr: 2.000e-04, eta: 2 days, 2:49:39, time: 1.499, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3696, interm_loss_bbox: 0.2631, interm_loss_iou: 0.5775, loss_cls: 0.3191, loss_bbox: 0.2106, loss_iou: 0.4888, d0.loss_cls: 0.3789, d0.loss_bbox: 0.2238, d0.loss_iou: 0.5113, d1.loss_cls: 0.3407, d1.loss_bbox: 0.2191, d1.loss_iou: 0.5013, d2.loss_cls: 0.3239, d2.loss_bbox: 0.2161, d2.loss_iou: 0.4963, d3.loss_cls: 0.3180, d3.loss_bbox: 0.2139, d3.loss_iou: 0.4935, d4.loss_cls: 0.3178, d4.loss_bbox: 0.2120, d4.loss_iou: 0.4913, dn_loss_cls: 0.0725, dn_loss_bbox: 0.4122, dn_loss_iou: 0.5128, d0.dn_loss_cls: 0.1049, d0.dn_loss_bbox: 0.5463, d0.dn_loss_iou: 0.6614, d1.dn_loss_cls: 0.0841, d1.dn_loss_bbox: 0.4550, d1.dn_loss_iou: 0.5549, d2.dn_loss_cls: 0.0747, d2.dn_loss_bbox: 0.4239, d2.dn_loss_iou: 0.5250, d3.dn_loss_cls: 0.0715, d3.dn_loss_bbox: 0.4158, d3.dn_loss_iou: 0.5175, d4.dn_loss_cls: 0.0714, d4.dn_loss_bbox: 0.4124, d4.dn_loss_iou: 0.5131, loss: 13.9160 2024-05-19 17:54:39,771 - mmdet - INFO - Epoch [2][1050/3665] lr: 2.000e-04, eta: 2 days, 2:49:19, time: 1.476, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3701, interm_loss_bbox: 0.2639, interm_loss_iou: 0.5702, loss_cls: 0.3185, loss_bbox: 0.2120, loss_iou: 0.4820, d0.loss_cls: 0.3779, d0.loss_bbox: 0.2236, d0.loss_iou: 0.5054, d1.loss_cls: 0.3392, d1.loss_bbox: 0.2189, d1.loss_iou: 0.4943, d2.loss_cls: 0.3232, d2.loss_bbox: 0.2163, d2.loss_iou: 0.4907, d3.loss_cls: 0.3188, d3.loss_bbox: 0.2140, d3.loss_iou: 0.4866, d4.loss_cls: 0.3175, d4.loss_bbox: 0.2137, d4.loss_iou: 0.4841, dn_loss_cls: 0.0709, dn_loss_bbox: 0.4084, dn_loss_iou: 0.5058, d0.dn_loss_cls: 0.1044, d0.dn_loss_bbox: 0.5473, d0.dn_loss_iou: 0.6518, d1.dn_loss_cls: 0.0838, d1.dn_loss_bbox: 0.4510, d1.dn_loss_iou: 0.5453, d2.dn_loss_cls: 0.0738, d2.dn_loss_bbox: 0.4196, d2.dn_loss_iou: 0.5179, d3.dn_loss_cls: 0.0710, d3.dn_loss_bbox: 0.4117, d3.dn_loss_iou: 0.5102, d4.dn_loss_cls: 0.0702, d4.dn_loss_bbox: 0.4085, d4.dn_loss_iou: 0.5060, loss: 13.7986 2024-05-19 17:55:51,079 - mmdet - INFO - Epoch [2][1100/3665] lr: 2.000e-04, eta: 2 days, 2:47:51, time: 1.427, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3668, interm_loss_bbox: 0.2650, interm_loss_iou: 0.5676, loss_cls: 0.3189, loss_bbox: 0.2116, loss_iou: 0.4754, d0.loss_cls: 0.3775, d0.loss_bbox: 0.2230, d0.loss_iou: 0.5004, d1.loss_cls: 0.3413, d1.loss_bbox: 0.2189, d1.loss_iou: 0.4900, d2.loss_cls: 0.3237, d2.loss_bbox: 0.2141, d2.loss_iou: 0.4822, d3.loss_cls: 0.3187, d3.loss_bbox: 0.2131, d3.loss_iou: 0.4799, d4.loss_cls: 0.3180, d4.loss_bbox: 0.2121, d4.loss_iou: 0.4777, dn_loss_cls: 0.0692, dn_loss_bbox: 0.4068, dn_loss_iou: 0.4953, d0.dn_loss_cls: 0.1025, d0.dn_loss_bbox: 0.5530, d0.dn_loss_iou: 0.6477, d1.dn_loss_cls: 0.0812, d1.dn_loss_bbox: 0.4517, d1.dn_loss_iou: 0.5368, d2.dn_loss_cls: 0.0713, d2.dn_loss_bbox: 0.4184, d2.dn_loss_iou: 0.5071, d3.dn_loss_cls: 0.0686, d3.dn_loss_bbox: 0.4104, d3.dn_loss_iou: 0.4998, d4.dn_loss_cls: 0.0683, d4.dn_loss_bbox: 0.4069, d4.dn_loss_iou: 0.4954, loss: 13.6863 2024-05-19 17:57:01,919 - mmdet - INFO - Epoch [2][1150/3665] lr: 2.000e-04, eta: 2 days, 2:46:11, time: 1.417, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3676, interm_loss_bbox: 0.2631, interm_loss_iou: 0.5683, loss_cls: 0.3167, loss_bbox: 0.2067, loss_iou: 0.4699, d0.loss_cls: 0.3770, d0.loss_bbox: 0.2189, d0.loss_iou: 0.4937, d1.loss_cls: 0.3372, d1.loss_bbox: 0.2137, d1.loss_iou: 0.4839, d2.loss_cls: 0.3210, d2.loss_bbox: 0.2115, d2.loss_iou: 0.4781, d3.loss_cls: 0.3156, d3.loss_bbox: 0.2100, d3.loss_iou: 0.4748, d4.loss_cls: 0.3147, d4.loss_bbox: 0.2089, d4.loss_iou: 0.4727, dn_loss_cls: 0.0717, dn_loss_bbox: 0.4192, dn_loss_iou: 0.4989, d0.dn_loss_cls: 0.1052, d0.dn_loss_bbox: 0.5649, d0.dn_loss_iou: 0.6553, d1.dn_loss_cls: 0.0838, d1.dn_loss_bbox: 0.4633, d1.dn_loss_iou: 0.5412, d2.dn_loss_cls: 0.0744, d2.dn_loss_bbox: 0.4310, d2.dn_loss_iou: 0.5113, d3.dn_loss_cls: 0.0712, d3.dn_loss_bbox: 0.4228, d3.dn_loss_iou: 0.5032, d4.dn_loss_cls: 0.0705, d4.dn_loss_bbox: 0.4193, d4.dn_loss_iou: 0.4990, loss: 13.7301 2024-05-19 17:58:12,203 - mmdet - INFO - Epoch [2][1200/3665] lr: 2.000e-04, eta: 2 days, 2:44:18, time: 1.406, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3740, interm_loss_bbox: 0.2602, interm_loss_iou: 0.5547, loss_cls: 0.3193, loss_bbox: 0.2043, loss_iou: 0.4656, d0.loss_cls: 0.3826, d0.loss_bbox: 0.2174, d0.loss_iou: 0.4874, d1.loss_cls: 0.3440, d1.loss_bbox: 0.2109, d1.loss_iou: 0.4752, d2.loss_cls: 0.3269, d2.loss_bbox: 0.2070, d2.loss_iou: 0.4695, d3.loss_cls: 0.3197, d3.loss_bbox: 0.2057, d3.loss_iou: 0.4688, d4.loss_cls: 0.3188, d4.loss_bbox: 0.2046, d4.loss_iou: 0.4667, dn_loss_cls: 0.0700, dn_loss_bbox: 0.4099, dn_loss_iou: 0.5023, d0.dn_loss_cls: 0.1030, d0.dn_loss_bbox: 0.5565, d0.dn_loss_iou: 0.6536, d1.dn_loss_cls: 0.0818, d1.dn_loss_bbox: 0.4549, d1.dn_loss_iou: 0.5432, d2.dn_loss_cls: 0.0724, d2.dn_loss_bbox: 0.4219, d2.dn_loss_iou: 0.5144, d3.dn_loss_cls: 0.0696, d3.dn_loss_bbox: 0.4134, d3.dn_loss_iou: 0.5066, d4.dn_loss_cls: 0.0691, d4.dn_loss_bbox: 0.4100, d4.dn_loss_iou: 0.5024, loss: 13.6385 2024-05-19 17:59:27,630 - mmdet - INFO - Epoch [2][1250/3665] lr: 2.000e-04, eta: 2 days, 2:44:38, time: 1.509, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3720, interm_loss_bbox: 0.2619, interm_loss_iou: 0.5697, loss_cls: 0.3201, loss_bbox: 0.2082, loss_iou: 0.4786, d0.loss_cls: 0.3802, d0.loss_bbox: 0.2215, d0.loss_iou: 0.5074, d1.loss_cls: 0.3415, d1.loss_bbox: 0.2164, d1.loss_iou: 0.4935, d2.loss_cls: 0.3244, d2.loss_bbox: 0.2129, d2.loss_iou: 0.4871, d3.loss_cls: 0.3192, d3.loss_bbox: 0.2107, d3.loss_iou: 0.4834, d4.loss_cls: 0.3200, d4.loss_bbox: 0.2093, d4.loss_iou: 0.4803, dn_loss_cls: 0.0698, dn_loss_bbox: 0.4069, dn_loss_iou: 0.4985, d0.dn_loss_cls: 0.1042, d0.dn_loss_bbox: 0.5535, d0.dn_loss_iou: 0.6525, d1.dn_loss_cls: 0.0829, d1.dn_loss_bbox: 0.4498, d1.dn_loss_iou: 0.5402, d2.dn_loss_cls: 0.0728, d2.dn_loss_bbox: 0.4180, d2.dn_loss_iou: 0.5106, d3.dn_loss_cls: 0.0694, d3.dn_loss_bbox: 0.4103, d3.dn_loss_iou: 0.5031, d4.dn_loss_cls: 0.0691, d4.dn_loss_bbox: 0.4070, d4.dn_loss_iou: 0.4986, loss: 13.7355 2024-05-19 18:00:41,734 - mmdet - INFO - Epoch [2][1300/3665] lr: 2.000e-04, eta: 2 days, 2:44:22, time: 1.482, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3629, interm_loss_bbox: 0.2588, interm_loss_iou: 0.5615, loss_cls: 0.3113, loss_bbox: 0.2063, loss_iou: 0.4739, d0.loss_cls: 0.3725, d0.loss_bbox: 0.2192, d0.loss_iou: 0.4945, d1.loss_cls: 0.3329, d1.loss_bbox: 0.2154, d1.loss_iou: 0.4858, d2.loss_cls: 0.3168, d2.loss_bbox: 0.2107, d2.loss_iou: 0.4817, d3.loss_cls: 0.3115, d3.loss_bbox: 0.2085, d3.loss_iou: 0.4779, d4.loss_cls: 0.3093, d4.loss_bbox: 0.2084, d4.loss_iou: 0.4767, dn_loss_cls: 0.0694, dn_loss_bbox: 0.4242, dn_loss_iou: 0.5003, d0.dn_loss_cls: 0.1034, d0.dn_loss_bbox: 0.5673, d0.dn_loss_iou: 0.6518, d1.dn_loss_cls: 0.0820, d1.dn_loss_bbox: 0.4652, d1.dn_loss_iou: 0.5413, d2.dn_loss_cls: 0.0727, d2.dn_loss_bbox: 0.4347, d2.dn_loss_iou: 0.5119, d3.dn_loss_cls: 0.0692, d3.dn_loss_bbox: 0.4274, d3.dn_loss_iou: 0.5047, d4.dn_loss_cls: 0.0687, d4.dn_loss_bbox: 0.4242, d4.dn_loss_iou: 0.5005, loss: 13.7157 2024-05-19 18:01:52,925 - mmdet - INFO - Epoch [2][1350/3665] lr: 2.000e-04, eta: 2 days, 2:42:51, time: 1.424, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3660, interm_loss_bbox: 0.2582, interm_loss_iou: 0.5719, loss_cls: 0.3151, loss_bbox: 0.2079, loss_iou: 0.4887, d0.loss_cls: 0.3767, d0.loss_bbox: 0.2162, d0.loss_iou: 0.5084, d1.loss_cls: 0.3364, d1.loss_bbox: 0.2147, d1.loss_iou: 0.5001, d2.loss_cls: 0.3192, d2.loss_bbox: 0.2119, d2.loss_iou: 0.4953, d3.loss_cls: 0.3154, d3.loss_bbox: 0.2100, d3.loss_iou: 0.4920, d4.loss_cls: 0.3149, d4.loss_bbox: 0.2086, d4.loss_iou: 0.4900, dn_loss_cls: 0.0713, dn_loss_bbox: 0.3998, dn_loss_iou: 0.5079, d0.dn_loss_cls: 0.1040, d0.dn_loss_bbox: 0.5391, d0.dn_loss_iou: 0.6547, d1.dn_loss_cls: 0.0826, d1.dn_loss_bbox: 0.4411, d1.dn_loss_iou: 0.5476, d2.dn_loss_cls: 0.0731, d2.dn_loss_bbox: 0.4100, d2.dn_loss_iou: 0.5196, d3.dn_loss_cls: 0.0705, d3.dn_loss_bbox: 0.4030, d3.dn_loss_iou: 0.5124, d4.dn_loss_cls: 0.0703, d4.dn_loss_bbox: 0.3999, d4.dn_loss_iou: 0.5081, loss: 13.7325 2024-05-19 18:03:04,483 - mmdet - INFO - Epoch [2][1400/3665] lr: 2.000e-04, eta: 2 days, 2:41:31, time: 1.431, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3655, interm_loss_bbox: 0.2708, interm_loss_iou: 0.5617, loss_cls: 0.3107, loss_bbox: 0.2149, loss_iou: 0.4697, d0.loss_cls: 0.3765, d0.loss_bbox: 0.2273, d0.loss_iou: 0.4914, d1.loss_cls: 0.3339, d1.loss_bbox: 0.2230, d1.loss_iou: 0.4825, d2.loss_cls: 0.3154, d2.loss_bbox: 0.2182, d2.loss_iou: 0.4763, d3.loss_cls: 0.3093, d3.loss_bbox: 0.2178, d3.loss_iou: 0.4741, d4.loss_cls: 0.3096, d4.loss_bbox: 0.2158, d4.loss_iou: 0.4709, dn_loss_cls: 0.0662, dn_loss_bbox: 0.4233, dn_loss_iou: 0.4903, d0.dn_loss_cls: 0.1014, d0.dn_loss_bbox: 0.5698, d0.dn_loss_iou: 0.6390, d1.dn_loss_cls: 0.0799, d1.dn_loss_bbox: 0.4657, d1.dn_loss_iou: 0.5302, d2.dn_loss_cls: 0.0699, d2.dn_loss_bbox: 0.4340, d2.dn_loss_iou: 0.5015, d3.dn_loss_cls: 0.0663, d3.dn_loss_bbox: 0.4266, d3.dn_loss_iou: 0.4942, d4.dn_loss_cls: 0.0656, d4.dn_loss_bbox: 0.4235, d4.dn_loss_iou: 0.4904, loss: 13.6730 2024-05-19 18:04:17,763 - mmdet - INFO - Epoch [2][1450/3665] lr: 2.000e-04, eta: 2 days, 2:40:52, time: 1.466, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3695, interm_loss_bbox: 0.2725, interm_loss_iou: 0.5697, loss_cls: 0.3184, loss_bbox: 0.2133, loss_iou: 0.4805, d0.loss_cls: 0.3771, d0.loss_bbox: 0.2292, d0.loss_iou: 0.5027, d1.loss_cls: 0.3394, d1.loss_bbox: 0.2232, d1.loss_iou: 0.4927, d2.loss_cls: 0.3229, d2.loss_bbox: 0.2178, d2.loss_iou: 0.4868, d3.loss_cls: 0.3160, d3.loss_bbox: 0.2167, d3.loss_iou: 0.4859, d4.loss_cls: 0.3161, d4.loss_bbox: 0.2150, d4.loss_iou: 0.4834, dn_loss_cls: 0.0703, dn_loss_bbox: 0.4188, dn_loss_iou: 0.5000, d0.dn_loss_cls: 0.1037, d0.dn_loss_bbox: 0.5633, d0.dn_loss_iou: 0.6495, d1.dn_loss_cls: 0.0823, d1.dn_loss_bbox: 0.4607, d1.dn_loss_iou: 0.5406, d2.dn_loss_cls: 0.0730, d2.dn_loss_bbox: 0.4303, d2.dn_loss_iou: 0.5122, d3.dn_loss_cls: 0.0697, d3.dn_loss_bbox: 0.4223, d3.dn_loss_iou: 0.5043, d4.dn_loss_cls: 0.0696, d4.dn_loss_bbox: 0.4188, d4.dn_loss_iou: 0.5002, loss: 13.8384 2024-05-19 18:05:29,432 - mmdet - INFO - Epoch [2][1500/3665] lr: 2.000e-04, eta: 2 days, 2:39:34, time: 1.433, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3646, interm_loss_bbox: 0.2650, interm_loss_iou: 0.5496, loss_cls: 0.3162, loss_bbox: 0.2098, loss_iou: 0.4604, d0.loss_cls: 0.3754, d0.loss_bbox: 0.2222, d0.loss_iou: 0.4822, d1.loss_cls: 0.3362, d1.loss_bbox: 0.2170, d1.loss_iou: 0.4724, d2.loss_cls: 0.3205, d2.loss_bbox: 0.2132, d2.loss_iou: 0.4668, d3.loss_cls: 0.3152, d3.loss_bbox: 0.2113, d3.loss_iou: 0.4642, d4.loss_cls: 0.3152, d4.loss_bbox: 0.2107, d4.loss_iou: 0.4622, dn_loss_cls: 0.0689, dn_loss_bbox: 0.4117, dn_loss_iou: 0.4917, d0.dn_loss_cls: 0.1022, d0.dn_loss_bbox: 0.5561, d0.dn_loss_iou: 0.6410, d1.dn_loss_cls: 0.0802, d1.dn_loss_bbox: 0.4549, d1.dn_loss_iou: 0.5323, d2.dn_loss_cls: 0.0706, d2.dn_loss_bbox: 0.4223, d2.dn_loss_iou: 0.5032, d3.dn_loss_cls: 0.0680, d3.dn_loss_bbox: 0.4150, d3.dn_loss_iou: 0.4961, d4.dn_loss_cls: 0.0678, d4.dn_loss_bbox: 0.4118, d4.dn_loss_iou: 0.4918, loss: 13.5358 2024-05-19 18:06:53,786 - mmdet - INFO - Epoch [2][1550/3665] lr: 2.000e-04, eta: 2 days, 2:43:24, time: 1.687, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3647, interm_loss_bbox: 0.2670, interm_loss_iou: 0.5635, loss_cls: 0.3145, loss_bbox: 0.2127, loss_iou: 0.4747, d0.loss_cls: 0.3752, d0.loss_bbox: 0.2255, d0.loss_iou: 0.4975, d1.loss_cls: 0.3352, d1.loss_bbox: 0.2219, d1.loss_iou: 0.4885, d2.loss_cls: 0.3177, d2.loss_bbox: 0.2172, d2.loss_iou: 0.4830, d3.loss_cls: 0.3129, d3.loss_bbox: 0.2158, d3.loss_iou: 0.4792, d4.loss_cls: 0.3136, d4.loss_bbox: 0.2137, d4.loss_iou: 0.4769, dn_loss_cls: 0.0684, dn_loss_bbox: 0.4116, dn_loss_iou: 0.5036, d0.dn_loss_cls: 0.1031, d0.dn_loss_bbox: 0.5520, d0.dn_loss_iou: 0.6514, d1.dn_loss_cls: 0.0809, d1.dn_loss_bbox: 0.4522, d1.dn_loss_iou: 0.5436, d2.dn_loss_cls: 0.0712, d2.dn_loss_bbox: 0.4220, d2.dn_loss_iou: 0.5154, d3.dn_loss_cls: 0.0680, d3.dn_loss_bbox: 0.4144, d3.dn_loss_iou: 0.5076, d4.dn_loss_cls: 0.0675, d4.dn_loss_bbox: 0.4116, d4.dn_loss_iou: 0.5036, loss: 13.7191 2024-05-19 18:08:04,719 - mmdet - INFO - Epoch [2][1600/3665] lr: 2.000e-04, eta: 2 days, 2:41:45, time: 1.419, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3609, interm_loss_bbox: 0.2586, interm_loss_iou: 0.5589, loss_cls: 0.3118, loss_bbox: 0.2044, loss_iou: 0.4690, d0.loss_cls: 0.3760, d0.loss_bbox: 0.2138, d0.loss_iou: 0.4885, d1.loss_cls: 0.3342, d1.loss_bbox: 0.2119, d1.loss_iou: 0.4825, d2.loss_cls: 0.3179, d2.loss_bbox: 0.2084, d2.loss_iou: 0.4760, d3.loss_cls: 0.3106, d3.loss_bbox: 0.2078, d3.loss_iou: 0.4739, d4.loss_cls: 0.3107, d4.loss_bbox: 0.2058, d4.loss_iou: 0.4714, dn_loss_cls: 0.0658, dn_loss_bbox: 0.3957, dn_loss_iou: 0.4872, d0.dn_loss_cls: 0.0995, d0.dn_loss_bbox: 0.5419, d0.dn_loss_iou: 0.6419, d1.dn_loss_cls: 0.0780, d1.dn_loss_bbox: 0.4397, d1.dn_loss_iou: 0.5292, d2.dn_loss_cls: 0.0687, d2.dn_loss_bbox: 0.4066, d2.dn_loss_iou: 0.4992, d3.dn_loss_cls: 0.0654, d3.dn_loss_bbox: 0.3990, d3.dn_loss_iou: 0.4918, d4.dn_loss_cls: 0.0649, d4.dn_loss_bbox: 0.3958, d4.dn_loss_iou: 0.4873, loss: 13.4105 2024-05-19 18:09:18,476 - mmdet - INFO - Epoch [2][1650/3665] lr: 2.000e-04, eta: 2 days, 2:41:14, time: 1.475, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3623, interm_loss_bbox: 0.2752, interm_loss_iou: 0.5615, loss_cls: 0.3130, loss_bbox: 0.2117, loss_iou: 0.4630, d0.loss_cls: 0.3759, d0.loss_bbox: 0.2239, d0.loss_iou: 0.4845, d1.loss_cls: 0.3363, d1.loss_bbox: 0.2196, d1.loss_iou: 0.4738, d2.loss_cls: 0.3186, d2.loss_bbox: 0.2151, d2.loss_iou: 0.4676, d3.loss_cls: 0.3137, d3.loss_bbox: 0.2133, d3.loss_iou: 0.4657, d4.loss_cls: 0.3111, d4.loss_bbox: 0.2124, d4.loss_iou: 0.4647, dn_loss_cls: 0.0677, dn_loss_bbox: 0.4138, dn_loss_iou: 0.4861, d0.dn_loss_cls: 0.1007, d0.dn_loss_bbox: 0.5677, d0.dn_loss_iou: 0.6422, d1.dn_loss_cls: 0.0790, d1.dn_loss_bbox: 0.4607, d1.dn_loss_iou: 0.5282, d2.dn_loss_cls: 0.0700, d2.dn_loss_bbox: 0.4249, d2.dn_loss_iou: 0.4981, d3.dn_loss_cls: 0.0672, d3.dn_loss_bbox: 0.4176, d3.dn_loss_iou: 0.4906, d4.dn_loss_cls: 0.0664, d4.dn_loss_bbox: 0.4138, d4.dn_loss_iou: 0.4862, loss: 13.5639 2024-05-19 18:10:29,803 - mmdet - INFO - Epoch [2][1700/3665] lr: 2.000e-04, eta: 2 days, 2:39:45, time: 1.427, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3627, interm_loss_bbox: 0.2628, interm_loss_iou: 0.5711, loss_cls: 0.3123, loss_bbox: 0.2124, loss_iou: 0.4861, d0.loss_cls: 0.3775, d0.loss_bbox: 0.2178, d0.loss_iou: 0.5037, d1.loss_cls: 0.3368, d1.loss_bbox: 0.2148, d1.loss_iou: 0.4930, d2.loss_cls: 0.3176, d2.loss_bbox: 0.2142, d2.loss_iou: 0.4911, d3.loss_cls: 0.3114, d3.loss_bbox: 0.2135, d3.loss_iou: 0.4888, d4.loss_cls: 0.3114, d4.loss_bbox: 0.2131, d4.loss_iou: 0.4874, dn_loss_cls: 0.0689, dn_loss_bbox: 0.4167, dn_loss_iou: 0.4974, d0.dn_loss_cls: 0.1031, d0.dn_loss_bbox: 0.5586, d0.dn_loss_iou: 0.6462, d1.dn_loss_cls: 0.0810, d1.dn_loss_bbox: 0.4587, d1.dn_loss_iou: 0.5387, d2.dn_loss_cls: 0.0716, d2.dn_loss_bbox: 0.4272, d2.dn_loss_iou: 0.5092, d3.dn_loss_cls: 0.0684, d3.dn_loss_bbox: 0.4198, d3.dn_loss_iou: 0.5017, d4.dn_loss_cls: 0.0680, d4.dn_loss_bbox: 0.4168, d4.dn_loss_iou: 0.4976, loss: 13.7492 2024-05-19 18:11:42,179 - mmdet - INFO - Epoch [2][1750/3665] lr: 2.000e-04, eta: 2 days, 2:38:41, time: 1.447, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3577, interm_loss_bbox: 0.2585, interm_loss_iou: 0.5556, loss_cls: 0.3073, loss_bbox: 0.2105, loss_iou: 0.4708, d0.loss_cls: 0.3697, d0.loss_bbox: 0.2183, d0.loss_iou: 0.4895, d1.loss_cls: 0.3293, d1.loss_bbox: 0.2170, d1.loss_iou: 0.4816, d2.loss_cls: 0.3139, d2.loss_bbox: 0.2139, d2.loss_iou: 0.4768, d3.loss_cls: 0.3081, d3.loss_bbox: 0.2122, d3.loss_iou: 0.4743, d4.loss_cls: 0.3064, d4.loss_bbox: 0.2119, d4.loss_iou: 0.4727, dn_loss_cls: 0.0649, dn_loss_bbox: 0.3992, dn_loss_iou: 0.4975, d0.dn_loss_cls: 0.0989, d0.dn_loss_bbox: 0.5325, d0.dn_loss_iou: 0.6404, d1.dn_loss_cls: 0.0772, d1.dn_loss_bbox: 0.4395, d1.dn_loss_iou: 0.5347, d2.dn_loss_cls: 0.0677, d2.dn_loss_bbox: 0.4091, d2.dn_loss_iou: 0.5075, d3.dn_loss_cls: 0.0646, d3.dn_loss_bbox: 0.4020, d3.dn_loss_iou: 0.5011, d4.dn_loss_cls: 0.0640, d4.dn_loss_bbox: 0.3992, d4.dn_loss_iou: 0.4975, loss: 13.4535 2024-05-19 18:12:56,074 - mmdet - INFO - Epoch [2][1800/3665] lr: 2.000e-04, eta: 2 days, 2:38:11, time: 1.478, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3590, interm_loss_bbox: 0.2589, interm_loss_iou: 0.5509, loss_cls: 0.3039, loss_bbox: 0.2071, loss_iou: 0.4646, d0.loss_cls: 0.3688, d0.loss_bbox: 0.2196, d0.loss_iou: 0.4884, d1.loss_cls: 0.3279, d1.loss_bbox: 0.2131, d1.loss_iou: 0.4763, d2.loss_cls: 0.3104, d2.loss_bbox: 0.2093, d2.loss_iou: 0.4697, d3.loss_cls: 0.3051, d3.loss_bbox: 0.2086, d3.loss_iou: 0.4676, d4.loss_cls: 0.3033, d4.loss_bbox: 0.2077, d4.loss_iou: 0.4661, dn_loss_cls: 0.0659, dn_loss_bbox: 0.3962, dn_loss_iou: 0.4818, d0.dn_loss_cls: 0.0996, d0.dn_loss_bbox: 0.5454, d0.dn_loss_iou: 0.6337, d1.dn_loss_cls: 0.0779, d1.dn_loss_bbox: 0.4392, d1.dn_loss_iou: 0.5226, d2.dn_loss_cls: 0.0686, d2.dn_loss_bbox: 0.4064, d2.dn_loss_iou: 0.4930, d3.dn_loss_cls: 0.0659, d3.dn_loss_bbox: 0.3994, d3.dn_loss_iou: 0.4863, d4.dn_loss_cls: 0.0655, d4.dn_loss_bbox: 0.3962, d4.dn_loss_iou: 0.4819, loss: 13.3118 2024-05-19 18:14:07,823 - mmdet - INFO - Epoch [2][1850/3665] lr: 2.000e-04, eta: 2 days, 2:36:52, time: 1.435, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3615, interm_loss_bbox: 0.2519, interm_loss_iou: 0.5669, loss_cls: 0.3136, loss_bbox: 0.2067, loss_iou: 0.4899, d0.loss_cls: 0.3753, d0.loss_bbox: 0.2146, d0.loss_iou: 0.5075, d1.loss_cls: 0.3350, d1.loss_bbox: 0.2128, d1.loss_iou: 0.5013, d2.loss_cls: 0.3212, d2.loss_bbox: 0.2078, d2.loss_iou: 0.4946, d3.loss_cls: 0.3146, d3.loss_bbox: 0.2071, d3.loss_iou: 0.4922, d4.loss_cls: 0.3144, d4.loss_bbox: 0.2066, d4.loss_iou: 0.4911, dn_loss_cls: 0.0680, dn_loss_bbox: 0.3965, dn_loss_iou: 0.5030, d0.dn_loss_cls: 0.1005, d0.dn_loss_bbox: 0.5314, d0.dn_loss_iou: 0.6454, d1.dn_loss_cls: 0.0789, d1.dn_loss_bbox: 0.4356, d1.dn_loss_iou: 0.5407, d2.dn_loss_cls: 0.0697, d2.dn_loss_bbox: 0.4059, d2.dn_loss_iou: 0.5134, d3.dn_loss_cls: 0.0672, d3.dn_loss_bbox: 0.3991, d3.dn_loss_iou: 0.5068, d4.dn_loss_cls: 0.0673, d4.dn_loss_bbox: 0.3965, d4.dn_loss_iou: 0.5031, loss: 13.6155 2024-05-19 18:15:21,188 - mmdet - INFO - Epoch [2][1900/3665] lr: 2.000e-04, eta: 2 days, 2:36:09, time: 1.467, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3615, interm_loss_bbox: 0.2572, interm_loss_iou: 0.5554, loss_cls: 0.3100, loss_bbox: 0.2050, loss_iou: 0.4656, d0.loss_cls: 0.3725, d0.loss_bbox: 0.2141, d0.loss_iou: 0.4856, d1.loss_cls: 0.3311, d1.loss_bbox: 0.2128, d1.loss_iou: 0.4788, d2.loss_cls: 0.3151, d2.loss_bbox: 0.2090, d2.loss_iou: 0.4718, d3.loss_cls: 0.3108, d3.loss_bbox: 0.2069, d3.loss_iou: 0.4685, d4.loss_cls: 0.3098, d4.loss_bbox: 0.2056, d4.loss_iou: 0.4663, dn_loss_cls: 0.0663, dn_loss_bbox: 0.3924, dn_loss_iou: 0.4734, d0.dn_loss_cls: 0.0999, d0.dn_loss_bbox: 0.5396, d0.dn_loss_iou: 0.6257, d1.dn_loss_cls: 0.0779, d1.dn_loss_bbox: 0.4339, d1.dn_loss_iou: 0.5137, d2.dn_loss_cls: 0.0686, d2.dn_loss_bbox: 0.4018, d2.dn_loss_iou: 0.4847, d3.dn_loss_cls: 0.0658, d3.dn_loss_bbox: 0.3952, d3.dn_loss_iou: 0.4774, d4.dn_loss_cls: 0.0653, d4.dn_loss_bbox: 0.3924, d4.dn_loss_iou: 0.4734, loss: 13.2610 2024-05-19 18:16:31,799 - mmdet - INFO - Epoch [2][1950/3665] lr: 2.000e-04, eta: 2 days, 2:34:24, time: 1.412, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3638, interm_loss_bbox: 0.2529, interm_loss_iou: 0.5471, loss_cls: 0.3050, loss_bbox: 0.2080, loss_iou: 0.4721, d0.loss_cls: 0.3719, d0.loss_bbox: 0.2189, d0.loss_iou: 0.4875, d1.loss_cls: 0.3312, d1.loss_bbox: 0.2146, d1.loss_iou: 0.4818, d2.loss_cls: 0.3121, d2.loss_bbox: 0.2105, d2.loss_iou: 0.4767, d3.loss_cls: 0.3053, d3.loss_bbox: 0.2097, d3.loss_iou: 0.4750, d4.loss_cls: 0.3050, d4.loss_bbox: 0.2081, d4.loss_iou: 0.4730, dn_loss_cls: 0.0629, dn_loss_bbox: 0.3941, dn_loss_iou: 0.4815, d0.dn_loss_cls: 0.0986, d0.dn_loss_bbox: 0.5331, d0.dn_loss_iou: 0.6305, d1.dn_loss_cls: 0.0761, d1.dn_loss_bbox: 0.4349, d1.dn_loss_iou: 0.5212, d2.dn_loss_cls: 0.0663, d2.dn_loss_bbox: 0.4039, d2.dn_loss_iou: 0.4925, d3.dn_loss_cls: 0.0633, d3.dn_loss_bbox: 0.3967, d3.dn_loss_iou: 0.4854, d4.dn_loss_cls: 0.0625, d4.dn_loss_bbox: 0.3942, d4.dn_loss_iou: 0.4817, loss: 13.3094 2024-05-19 18:17:46,589 - mmdet - INFO - Epoch [2][2000/3665] lr: 2.000e-04, eta: 2 days, 2:34:13, time: 1.496, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3619, interm_loss_bbox: 0.2516, interm_loss_iou: 0.5526, loss_cls: 0.3119, loss_bbox: 0.2040, loss_iou: 0.4711, d0.loss_cls: 0.3733, d0.loss_bbox: 0.2138, d0.loss_iou: 0.4921, d1.loss_cls: 0.3340, d1.loss_bbox: 0.2112, d1.loss_iou: 0.4825, d2.loss_cls: 0.3179, d2.loss_bbox: 0.2051, d2.loss_iou: 0.4763, d3.loss_cls: 0.3111, d3.loss_bbox: 0.2052, d3.loss_iou: 0.4753, d4.loss_cls: 0.3112, d4.loss_bbox: 0.2049, d4.loss_iou: 0.4727, dn_loss_cls: 0.0675, dn_loss_bbox: 0.3797, dn_loss_iou: 0.4858, d0.dn_loss_cls: 0.1011, d0.dn_loss_bbox: 0.5207, d0.dn_loss_iou: 0.6315, d1.dn_loss_cls: 0.0793, d1.dn_loss_bbox: 0.4227, d1.dn_loss_iou: 0.5248, d2.dn_loss_cls: 0.0696, d2.dn_loss_bbox: 0.3901, d2.dn_loss_iou: 0.4966, d3.dn_loss_cls: 0.0670, d3.dn_loss_bbox: 0.3831, d3.dn_loss_iou: 0.4895, d4.dn_loss_cls: 0.0666, d4.dn_loss_bbox: 0.3798, d4.dn_loss_iou: 0.4859, loss: 13.2811 2024-05-19 18:18:58,005 - mmdet - INFO - Epoch [2][2050/3665] lr: 2.000e-04, eta: 2 days, 2:32:46, time: 1.428, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3611, interm_loss_bbox: 0.2586, interm_loss_iou: 0.5376, loss_cls: 0.3102, loss_bbox: 0.2090, loss_iou: 0.4595, d0.loss_cls: 0.3744, d0.loss_bbox: 0.2191, d0.loss_iou: 0.4751, d1.loss_cls: 0.3353, d1.loss_bbox: 0.2146, d1.loss_iou: 0.4670, d2.loss_cls: 0.3170, d2.loss_bbox: 0.2124, d2.loss_iou: 0.4653, d3.loss_cls: 0.3109, d3.loss_bbox: 0.2097, d3.loss_iou: 0.4615, d4.loss_cls: 0.3101, d4.loss_bbox: 0.2095, d4.loss_iou: 0.4606, dn_loss_cls: 0.0673, dn_loss_bbox: 0.3978, dn_loss_iou: 0.4902, d0.dn_loss_cls: 0.1009, d0.dn_loss_bbox: 0.5362, d0.dn_loss_iou: 0.6408, d1.dn_loss_cls: 0.0791, d1.dn_loss_bbox: 0.4385, d1.dn_loss_iou: 0.5303, d2.dn_loss_cls: 0.0696, d2.dn_loss_bbox: 0.4076, d2.dn_loss_iou: 0.5011, d3.dn_loss_cls: 0.0667, d3.dn_loss_bbox: 0.4006, d3.dn_loss_iou: 0.4944, d4.dn_loss_cls: 0.0663, d4.dn_loss_bbox: 0.3978, d4.dn_loss_iou: 0.4904, loss: 13.3542 2024-05-19 18:20:14,429 - mmdet - INFO - Epoch [2][2100/3665] lr: 2.000e-04, eta: 2 days, 2:33:09, time: 1.529, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3584, interm_loss_bbox: 0.2559, interm_loss_iou: 0.5487, loss_cls: 0.3045, loss_bbox: 0.2030, loss_iou: 0.4642, d0.loss_cls: 0.3704, d0.loss_bbox: 0.2130, d0.loss_iou: 0.4838, d1.loss_cls: 0.3286, d1.loss_bbox: 0.2101, d1.loss_iou: 0.4749, d2.loss_cls: 0.3108, d2.loss_bbox: 0.2073, d2.loss_iou: 0.4705, d3.loss_cls: 0.3066, d3.loss_bbox: 0.2047, d3.loss_iou: 0.4659, d4.loss_cls: 0.3042, d4.loss_bbox: 0.2045, d4.loss_iou: 0.4657, dn_loss_cls: 0.0646, dn_loss_bbox: 0.3909, dn_loss_iou: 0.4808, d0.dn_loss_cls: 0.0994, d0.dn_loss_bbox: 0.5318, d0.dn_loss_iou: 0.6291, d1.dn_loss_cls: 0.0772, d1.dn_loss_bbox: 0.4322, d1.dn_loss_iou: 0.5199, d2.dn_loss_cls: 0.0674, d2.dn_loss_bbox: 0.4004, d2.dn_loss_iou: 0.4916, d3.dn_loss_cls: 0.0648, d3.dn_loss_bbox: 0.3941, d3.dn_loss_iou: 0.4851, d4.dn_loss_cls: 0.0640, d4.dn_loss_bbox: 0.3909, d4.dn_loss_iou: 0.4809, loss: 13.2206 2024-05-19 18:21:30,848 - mmdet - INFO - Epoch [2][2150/3665] lr: 2.000e-04, eta: 2 days, 2:33:30, time: 1.528, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3585, interm_loss_bbox: 0.2610, interm_loss_iou: 0.5634, loss_cls: 0.3110, loss_bbox: 0.2092, loss_iou: 0.4775, d0.loss_cls: 0.3729, d0.loss_bbox: 0.2178, d0.loss_iou: 0.4972, d1.loss_cls: 0.3351, d1.loss_bbox: 0.2135, d1.loss_iou: 0.4860, d2.loss_cls: 0.3189, d2.loss_bbox: 0.2096, d2.loss_iou: 0.4803, d3.loss_cls: 0.3131, d3.loss_bbox: 0.2099, d3.loss_iou: 0.4787, d4.loss_cls: 0.3113, d4.loss_bbox: 0.2100, d4.loss_iou: 0.4786, dn_loss_cls: 0.0665, dn_loss_bbox: 0.4008, dn_loss_iou: 0.4922, d0.dn_loss_cls: 0.0998, d0.dn_loss_bbox: 0.5454, d0.dn_loss_iou: 0.6443, d1.dn_loss_cls: 0.0781, d1.dn_loss_bbox: 0.4424, d1.dn_loss_iou: 0.5322, d2.dn_loss_cls: 0.0688, d2.dn_loss_bbox: 0.4107, d2.dn_loss_iou: 0.5029, d3.dn_loss_cls: 0.0659, d3.dn_loss_bbox: 0.4037, d3.dn_loss_iou: 0.4961, d4.dn_loss_cls: 0.0654, d4.dn_loss_bbox: 0.4008, d4.dn_loss_iou: 0.4922, loss: 13.5217 2024-05-19 18:22:44,995 - mmdet - INFO - Epoch [2][2200/3665] lr: 2.000e-04, eta: 2 days, 2:33:01, time: 1.483, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3527, interm_loss_bbox: 0.2471, interm_loss_iou: 0.5486, loss_cls: 0.2996, loss_bbox: 0.2040, loss_iou: 0.4726, d0.loss_cls: 0.3643, d0.loss_bbox: 0.2093, d0.loss_iou: 0.4897, d1.loss_cls: 0.3219, d1.loss_bbox: 0.2087, d1.loss_iou: 0.4819, d2.loss_cls: 0.3063, d2.loss_bbox: 0.2057, d2.loss_iou: 0.4772, d3.loss_cls: 0.2997, d3.loss_bbox: 0.2053, d3.loss_iou: 0.4758, d4.loss_cls: 0.2990, d4.loss_bbox: 0.2045, d4.loss_iou: 0.4746, dn_loss_cls: 0.0631, dn_loss_bbox: 0.3779, dn_loss_iou: 0.4788, d0.dn_loss_cls: 0.0964, d0.dn_loss_bbox: 0.5130, d0.dn_loss_iou: 0.6234, d1.dn_loss_cls: 0.0745, d1.dn_loss_bbox: 0.4173, d1.dn_loss_iou: 0.5175, d2.dn_loss_cls: 0.0655, d2.dn_loss_bbox: 0.3865, d2.dn_loss_iou: 0.4889, d3.dn_loss_cls: 0.0628, d3.dn_loss_bbox: 0.3806, d3.dn_loss_iou: 0.4824, d4.dn_loss_cls: 0.0623, d4.dn_loss_bbox: 0.3778, d4.dn_loss_iou: 0.4788, loss: 13.0960 2024-05-19 18:23:55,842 - mmdet - INFO - Epoch [2][2250/3665] lr: 2.000e-04, eta: 2 days, 2:31:21, time: 1.417, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3572, interm_loss_bbox: 0.2554, interm_loss_iou: 0.5566, loss_cls: 0.3066, loss_bbox: 0.2066, loss_iou: 0.4757, d0.loss_cls: 0.3695, d0.loss_bbox: 0.2147, d0.loss_iou: 0.4921, d1.loss_cls: 0.3325, d1.loss_bbox: 0.2091, d1.loss_iou: 0.4823, d2.loss_cls: 0.3165, d2.loss_bbox: 0.2061, d2.loss_iou: 0.4769, d3.loss_cls: 0.3092, d3.loss_bbox: 0.2062, d3.loss_iou: 0.4767, d4.loss_cls: 0.3063, d4.loss_bbox: 0.2067, d4.loss_iou: 0.4771, dn_loss_cls: 0.0656, dn_loss_bbox: 0.4007, dn_loss_iou: 0.4915, d0.dn_loss_cls: 0.0996, d0.dn_loss_bbox: 0.5377, d0.dn_loss_iou: 0.6366, d1.dn_loss_cls: 0.0773, d1.dn_loss_bbox: 0.4407, d1.dn_loss_iou: 0.5300, d2.dn_loss_cls: 0.0680, d2.dn_loss_bbox: 0.4104, d2.dn_loss_iou: 0.5024, d3.dn_loss_cls: 0.0654, d3.dn_loss_bbox: 0.4036, d3.dn_loss_iou: 0.4953, d4.dn_loss_cls: 0.0646, d4.dn_loss_bbox: 0.4008, d4.dn_loss_iou: 0.4915, loss: 13.4219 2024-05-19 18:25:08,185 - mmdet - INFO - Epoch [2][2300/3665] lr: 2.000e-04, eta: 2 days, 2:30:12, time: 1.447, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3604, interm_loss_bbox: 0.2608, interm_loss_iou: 0.5509, loss_cls: 0.3074, loss_bbox: 0.2121, loss_iou: 0.4720, d0.loss_cls: 0.3714, d0.loss_bbox: 0.2208, d0.loss_iou: 0.4878, d1.loss_cls: 0.3305, d1.loss_bbox: 0.2190, d1.loss_iou: 0.4814, d2.loss_cls: 0.3131, d2.loss_bbox: 0.2147, d2.loss_iou: 0.4762, d3.loss_cls: 0.3069, d3.loss_bbox: 0.2144, d3.loss_iou: 0.4755, d4.loss_cls: 0.3065, d4.loss_bbox: 0.2129, d4.loss_iou: 0.4738, dn_loss_cls: 0.0654, dn_loss_bbox: 0.4094, dn_loss_iou: 0.4819, d0.dn_loss_cls: 0.0990, d0.dn_loss_bbox: 0.5473, d0.dn_loss_iou: 0.6225, d1.dn_loss_cls: 0.0761, d1.dn_loss_bbox: 0.4502, d1.dn_loss_iou: 0.5195, d2.dn_loss_cls: 0.0669, d2.dn_loss_bbox: 0.4191, d2.dn_loss_iou: 0.4922, d3.dn_loss_cls: 0.0645, d3.dn_loss_bbox: 0.4125, d3.dn_loss_iou: 0.4859, d4.dn_loss_cls: 0.0643, d4.dn_loss_bbox: 0.4095, d4.dn_loss_iou: 0.4819, loss: 13.4366 2024-05-19 18:26:21,741 - mmdet - INFO - Epoch [2][2350/3665] lr: 2.000e-04, eta: 2 days, 2:29:29, time: 1.471, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3551, interm_loss_bbox: 0.2538, interm_loss_iou: 0.5497, loss_cls: 0.3000, loss_bbox: 0.2084, loss_iou: 0.4719, d0.loss_cls: 0.3658, d0.loss_bbox: 0.2145, d0.loss_iou: 0.4872, d1.loss_cls: 0.3248, d1.loss_bbox: 0.2127, d1.loss_iou: 0.4785, d2.loss_cls: 0.3084, d2.loss_bbox: 0.2091, d2.loss_iou: 0.4738, d3.loss_cls: 0.3004, d3.loss_bbox: 0.2096, d3.loss_iou: 0.4739, d4.loss_cls: 0.2996, d4.loss_bbox: 0.2093, d4.loss_iou: 0.4729, dn_loss_cls: 0.0610, dn_loss_bbox: 0.3763, dn_loss_iou: 0.4789, d0.dn_loss_cls: 0.0966, d0.dn_loss_bbox: 0.5183, d0.dn_loss_iou: 0.6259, d1.dn_loss_cls: 0.0731, d1.dn_loss_bbox: 0.4174, d1.dn_loss_iou: 0.5176, d2.dn_loss_cls: 0.0639, d2.dn_loss_bbox: 0.3859, d2.dn_loss_iou: 0.4895, d3.dn_loss_cls: 0.0611, d3.dn_loss_bbox: 0.3791, d3.dn_loss_iou: 0.4827, d4.dn_loss_cls: 0.0603, d4.dn_loss_bbox: 0.3764, d4.dn_loss_iou: 0.4789, loss: 13.1221 2024-05-19 18:27:32,527 - mmdet - INFO - Epoch [2][2400/3665] lr: 2.000e-04, eta: 2 days, 2:27:48, time: 1.416, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3536, interm_loss_bbox: 0.2555, interm_loss_iou: 0.5591, loss_cls: 0.2991, loss_bbox: 0.2056, loss_iou: 0.4769, d0.loss_cls: 0.3639, d0.loss_bbox: 0.2129, d0.loss_iou: 0.4925, d1.loss_cls: 0.3214, d1.loss_bbox: 0.2115, d1.loss_iou: 0.4876, d2.loss_cls: 0.3040, d2.loss_bbox: 0.2079, d2.loss_iou: 0.4813, d3.loss_cls: 0.2993, d3.loss_bbox: 0.2070, d3.loss_iou: 0.4798, d4.loss_cls: 0.2976, d4.loss_bbox: 0.2064, d4.loss_iou: 0.4787, dn_loss_cls: 0.0631, dn_loss_bbox: 0.3761, dn_loss_iou: 0.4851, d0.dn_loss_cls: 0.0969, d0.dn_loss_bbox: 0.5122, d0.dn_loss_iou: 0.6283, d1.dn_loss_cls: 0.0747, d1.dn_loss_bbox: 0.4163, d1.dn_loss_iou: 0.5228, d2.dn_loss_cls: 0.0652, d2.dn_loss_bbox: 0.3854, d2.dn_loss_iou: 0.4956, d3.dn_loss_cls: 0.0626, d3.dn_loss_bbox: 0.3789, d3.dn_loss_iou: 0.4889, d4.dn_loss_cls: 0.0622, d4.dn_loss_bbox: 0.3762, d4.dn_loss_iou: 0.4851, loss: 13.1771 2024-05-19 18:28:43,494 - mmdet - INFO - Epoch [2][2450/3665] lr: 2.000e-04, eta: 2 days, 2:26:11, time: 1.419, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3497, interm_loss_bbox: 0.2458, interm_loss_iou: 0.5520, loss_cls: 0.2994, loss_bbox: 0.2017, loss_iou: 0.4750, d0.loss_cls: 0.3605, d0.loss_bbox: 0.2106, d0.loss_iou: 0.4933, d1.loss_cls: 0.3211, d1.loss_bbox: 0.2090, d1.loss_iou: 0.4860, d2.loss_cls: 0.3041, d2.loss_bbox: 0.2055, d2.loss_iou: 0.4821, d3.loss_cls: 0.3003, d3.loss_bbox: 0.2040, d3.loss_iou: 0.4786, d4.loss_cls: 0.2989, d4.loss_bbox: 0.2029, d4.loss_iou: 0.4767, dn_loss_cls: 0.0641, dn_loss_bbox: 0.3863, dn_loss_iou: 0.4946, d0.dn_loss_cls: 0.0977, d0.dn_loss_bbox: 0.5163, d0.dn_loss_iou: 0.6343, d1.dn_loss_cls: 0.0751, d1.dn_loss_bbox: 0.4232, d1.dn_loss_iou: 0.5305, d2.dn_loss_cls: 0.0660, d2.dn_loss_bbox: 0.3946, d2.dn_loss_iou: 0.5039, d3.dn_loss_cls: 0.0638, d3.dn_loss_bbox: 0.3887, d3.dn_loss_iou: 0.4983, d4.dn_loss_cls: 0.0634, d4.dn_loss_bbox: 0.3863, d4.dn_loss_iou: 0.4946, loss: 13.2388 2024-05-19 18:29:56,558 - mmdet - INFO - Epoch [2][2500/3665] lr: 2.000e-04, eta: 2 days, 2:25:18, time: 1.461, data_time: 0.014, memory: 41048, interm_loss_cls: 0.3535, interm_loss_bbox: 0.2450, interm_loss_iou: 0.5409, loss_cls: 0.2987, loss_bbox: 0.1998, loss_iou: 0.4640, d0.loss_cls: 0.3650, d0.loss_bbox: 0.2044, d0.loss_iou: 0.4755, d1.loss_cls: 0.3243, d1.loss_bbox: 0.2023, d1.loss_iou: 0.4703, d2.loss_cls: 0.3083, d2.loss_bbox: 0.1992, d2.loss_iou: 0.4665, d3.loss_cls: 0.3001, d3.loss_bbox: 0.2002, d3.loss_iou: 0.4664, d4.loss_cls: 0.2979, d4.loss_bbox: 0.2007, d4.loss_iou: 0.4661, dn_loss_cls: 0.0620, dn_loss_bbox: 0.3839, dn_loss_iou: 0.4694, d0.dn_loss_cls: 0.0957, d0.dn_loss_bbox: 0.5249, d0.dn_loss_iou: 0.6108, d1.dn_loss_cls: 0.0733, d1.dn_loss_bbox: 0.4244, d1.dn_loss_iou: 0.5064, d2.dn_loss_cls: 0.0641, d2.dn_loss_bbox: 0.3938, d2.dn_loss_iou: 0.4801, d3.dn_loss_cls: 0.0614, d3.dn_loss_bbox: 0.3872, d3.dn_loss_iou: 0.4736, d4.dn_loss_cls: 0.0611, d4.dn_loss_bbox: 0.3840, d4.dn_loss_iou: 0.4696, loss: 12.9747 2024-05-19 18:31:11,954 - mmdet - INFO - Epoch [2][2550/3665] lr: 2.000e-04, eta: 2 days, 2:25:11, time: 1.508, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3559, interm_loss_bbox: 0.2555, interm_loss_iou: 0.5502, loss_cls: 0.3007, loss_bbox: 0.2085, loss_iou: 0.4719, d0.loss_cls: 0.3694, d0.loss_bbox: 0.2146, d0.loss_iou: 0.4847, d1.loss_cls: 0.3251, d1.loss_bbox: 0.2131, d1.loss_iou: 0.4786, d2.loss_cls: 0.3071, d2.loss_bbox: 0.2109, d2.loss_iou: 0.4765, d3.loss_cls: 0.3006, d3.loss_bbox: 0.2097, d3.loss_iou: 0.4752, d4.loss_cls: 0.2999, d4.loss_bbox: 0.2092, d4.loss_iou: 0.4736, dn_loss_cls: 0.0627, dn_loss_bbox: 0.3859, dn_loss_iou: 0.4800, d0.dn_loss_cls: 0.0953, d0.dn_loss_bbox: 0.5237, d0.dn_loss_iou: 0.6222, d1.dn_loss_cls: 0.0739, d1.dn_loss_bbox: 0.4249, d1.dn_loss_iou: 0.5178, d2.dn_loss_cls: 0.0649, d2.dn_loss_bbox: 0.3951, d2.dn_loss_iou: 0.4903, d3.dn_loss_cls: 0.0625, d3.dn_loss_bbox: 0.3886, d3.dn_loss_iou: 0.4838, d4.dn_loss_cls: 0.0621, d4.dn_loss_bbox: 0.3859, d4.dn_loss_iou: 0.4800, loss: 13.1902 2024-05-19 18:32:23,857 - mmdet - INFO - Epoch [2][2600/3665] lr: 2.000e-04, eta: 2 days, 2:23:53, time: 1.438, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3488, interm_loss_bbox: 0.2489, interm_loss_iou: 0.5314, loss_cls: 0.2942, loss_bbox: 0.2020, loss_iou: 0.4531, d0.loss_cls: 0.3594, d0.loss_bbox: 0.2081, d0.loss_iou: 0.4708, d1.loss_cls: 0.3225, d1.loss_bbox: 0.2066, d1.loss_iou: 0.4605, d2.loss_cls: 0.3021, d2.loss_bbox: 0.2046, d2.loss_iou: 0.4589, d3.loss_cls: 0.2960, d3.loss_bbox: 0.2040, d3.loss_iou: 0.4561, d4.loss_cls: 0.2936, d4.loss_bbox: 0.2034, d4.loss_iou: 0.4554, dn_loss_cls: 0.0618, dn_loss_bbox: 0.3809, dn_loss_iou: 0.4662, d0.dn_loss_cls: 0.0964, d0.dn_loss_bbox: 0.5277, d0.dn_loss_iou: 0.6151, d1.dn_loss_cls: 0.0729, d1.dn_loss_bbox: 0.4236, d1.dn_loss_iou: 0.5056, d2.dn_loss_cls: 0.0642, d2.dn_loss_bbox: 0.3905, d2.dn_loss_iou: 0.4770, d3.dn_loss_cls: 0.0616, d3.dn_loss_bbox: 0.3841, d3.dn_loss_iou: 0.4703, d4.dn_loss_cls: 0.0613, d4.dn_loss_bbox: 0.3809, d4.dn_loss_iou: 0.4663, loss: 12.8868 2024-05-19 18:33:39,161 - mmdet - INFO - Epoch [2][2650/3665] lr: 2.000e-04, eta: 2 days, 2:23:43, time: 1.506, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3536, interm_loss_bbox: 0.2505, interm_loss_iou: 0.5387, loss_cls: 0.3008, loss_bbox: 0.2036, loss_iou: 0.4612, d0.loss_cls: 0.3658, d0.loss_bbox: 0.2118, d0.loss_iou: 0.4792, d1.loss_cls: 0.3244, d1.loss_bbox: 0.2098, d1.loss_iou: 0.4722, d2.loss_cls: 0.3064, d2.loss_bbox: 0.2064, d2.loss_iou: 0.4668, d3.loss_cls: 0.3017, d3.loss_bbox: 0.2042, d3.loss_iou: 0.4636, d4.loss_cls: 0.3003, d4.loss_bbox: 0.2042, d4.loss_iou: 0.4631, dn_loss_cls: 0.0627, dn_loss_bbox: 0.3878, dn_loss_iou: 0.4736, d0.dn_loss_cls: 0.0957, d0.dn_loss_bbox: 0.5286, d0.dn_loss_iou: 0.6166, d1.dn_loss_cls: 0.0738, d1.dn_loss_bbox: 0.4281, d1.dn_loss_iou: 0.5121, d2.dn_loss_cls: 0.0650, d2.dn_loss_bbox: 0.3977, d2.dn_loss_iou: 0.4846, d3.dn_loss_cls: 0.0622, d3.dn_loss_bbox: 0.3908, d3.dn_loss_iou: 0.4775, d4.dn_loss_cls: 0.0618, d4.dn_loss_bbox: 0.3879, d4.dn_loss_iou: 0.4737, loss: 13.0687 2024-05-19 18:34:51,979 - mmdet - INFO - Epoch [2][2700/3665] lr: 2.000e-04, eta: 2 days, 2:22:43, time: 1.456, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3423, interm_loss_bbox: 0.2507, interm_loss_iou: 0.5389, loss_cls: 0.2895, loss_bbox: 0.2007, loss_iou: 0.4576, d0.loss_cls: 0.3547, d0.loss_bbox: 0.2099, d0.loss_iou: 0.4736, d1.loss_cls: 0.3164, d1.loss_bbox: 0.2060, d1.loss_iou: 0.4652, d2.loss_cls: 0.2973, d2.loss_bbox: 0.2018, d2.loss_iou: 0.4606, d3.loss_cls: 0.2906, d3.loss_bbox: 0.2010, d3.loss_iou: 0.4602, d4.loss_cls: 0.2896, d4.loss_bbox: 0.2004, d4.loss_iou: 0.4583, dn_loss_cls: 0.0612, dn_loss_bbox: 0.3743, dn_loss_iou: 0.4626, d0.dn_loss_cls: 0.0955, d0.dn_loss_bbox: 0.5179, d0.dn_loss_iou: 0.6105, d1.dn_loss_cls: 0.0722, d1.dn_loss_bbox: 0.4131, d1.dn_loss_iou: 0.5013, d2.dn_loss_cls: 0.0632, d2.dn_loss_bbox: 0.3831, d2.dn_loss_iou: 0.4729, d3.dn_loss_cls: 0.0606, d3.dn_loss_bbox: 0.3769, d3.dn_loss_iou: 0.4665, d4.dn_loss_cls: 0.0603, d4.dn_loss_bbox: 0.3744, d4.dn_loss_iou: 0.4626, loss: 12.7941 2024-05-19 18:36:08,131 - mmdet - INFO - Epoch [2][2750/3665] lr: 2.000e-04, eta: 2 days, 2:22:48, time: 1.523, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3466, interm_loss_bbox: 0.2616, interm_loss_iou: 0.5490, loss_cls: 0.2913, loss_bbox: 0.2076, loss_iou: 0.4649, d0.loss_cls: 0.3563, d0.loss_bbox: 0.2178, d0.loss_iou: 0.4838, d1.loss_cls: 0.3148, d1.loss_bbox: 0.2145, d1.loss_iou: 0.4755, d2.loss_cls: 0.2988, d2.loss_bbox: 0.2099, d2.loss_iou: 0.4695, d3.loss_cls: 0.2921, d3.loss_bbox: 0.2087, d3.loss_iou: 0.4678, d4.loss_cls: 0.2917, d4.loss_bbox: 0.2077, d4.loss_iou: 0.4658, dn_loss_cls: 0.0603, dn_loss_bbox: 0.3751, dn_loss_iou: 0.4769, d0.dn_loss_cls: 0.0950, d0.dn_loss_bbox: 0.5197, d0.dn_loss_iou: 0.6214, d1.dn_loss_cls: 0.0719, d1.dn_loss_bbox: 0.4175, d1.dn_loss_iou: 0.5163, d2.dn_loss_cls: 0.0632, d2.dn_loss_bbox: 0.3851, d2.dn_loss_iou: 0.4876, d3.dn_loss_cls: 0.0605, d3.dn_loss_bbox: 0.3786, d3.dn_loss_iou: 0.4807, d4.dn_loss_cls: 0.0597, d4.dn_loss_bbox: 0.3752, d4.dn_loss_iou: 0.4770, loss: 13.0175 2024-05-19 18:37:21,155 - mmdet - INFO - Epoch [2][2800/3665] lr: 2.000e-04, eta: 2 days, 2:21:51, time: 1.461, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3472, interm_loss_bbox: 0.2534, interm_loss_iou: 0.5365, loss_cls: 0.2899, loss_bbox: 0.2021, loss_iou: 0.4573, d0.loss_cls: 0.3556, d0.loss_bbox: 0.2160, d0.loss_iou: 0.4736, d1.loss_cls: 0.3126, d1.loss_bbox: 0.2127, d1.loss_iou: 0.4671, d2.loss_cls: 0.2954, d2.loss_bbox: 0.2070, d2.loss_iou: 0.4615, d3.loss_cls: 0.2896, d3.loss_bbox: 0.2050, d3.loss_iou: 0.4608, d4.loss_cls: 0.2888, d4.loss_bbox: 0.2029, d4.loss_iou: 0.4587, dn_loss_cls: 0.0580, dn_loss_bbox: 0.3790, dn_loss_iou: 0.4657, d0.dn_loss_cls: 0.0945, d0.dn_loss_bbox: 0.5214, d0.dn_loss_iou: 0.6128, d1.dn_loss_cls: 0.0706, d1.dn_loss_bbox: 0.4200, d1.dn_loss_iou: 0.5042, d2.dn_loss_cls: 0.0610, d2.dn_loss_bbox: 0.3888, d2.dn_loss_iou: 0.4761, d3.dn_loss_cls: 0.0582, d3.dn_loss_bbox: 0.3820, d3.dn_loss_iou: 0.4694, d4.dn_loss_cls: 0.0576, d4.dn_loss_bbox: 0.3790, d4.dn_loss_iou: 0.4658, loss: 12.8580 2024-05-19 18:38:34,239 - mmdet - INFO - Epoch [2][2850/3665] lr: 2.000e-04, eta: 2 days, 2:20:55, time: 1.462, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3535, interm_loss_bbox: 0.2446, interm_loss_iou: 0.5410, loss_cls: 0.2996, loss_bbox: 0.2017, loss_iou: 0.4696, d0.loss_cls: 0.3639, d0.loss_bbox: 0.2079, d0.loss_iou: 0.4814, d1.loss_cls: 0.3242, d1.loss_bbox: 0.2054, d1.loss_iou: 0.4768, d2.loss_cls: 0.3076, d2.loss_bbox: 0.2027, d2.loss_iou: 0.4726, d3.loss_cls: 0.3000, d3.loss_bbox: 0.2028, d3.loss_iou: 0.4720, d4.loss_cls: 0.2991, d4.loss_bbox: 0.2031, d4.loss_iou: 0.4711, dn_loss_cls: 0.0632, dn_loss_bbox: 0.3763, dn_loss_iou: 0.4776, d0.dn_loss_cls: 0.0969, d0.dn_loss_bbox: 0.5117, d0.dn_loss_iou: 0.6190, d1.dn_loss_cls: 0.0737, d1.dn_loss_bbox: 0.4153, d1.dn_loss_iou: 0.5143, d2.dn_loss_cls: 0.0653, d2.dn_loss_bbox: 0.3855, d2.dn_loss_iou: 0.4881, d3.dn_loss_cls: 0.0625, d3.dn_loss_bbox: 0.3789, d3.dn_loss_iou: 0.4815, d4.dn_loss_cls: 0.0623, d4.dn_loss_bbox: 0.3763, d4.dn_loss_iou: 0.4777, loss: 13.0267 2024-05-19 18:39:45,291 - mmdet - INFO - Epoch [2][2900/3665] lr: 2.000e-04, eta: 2 days, 2:19:19, time: 1.421, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3519, interm_loss_bbox: 0.2516, interm_loss_iou: 0.5303, loss_cls: 0.2918, loss_bbox: 0.2052, loss_iou: 0.4551, d0.loss_cls: 0.3599, d0.loss_bbox: 0.2121, d0.loss_iou: 0.4694, d1.loss_cls: 0.3179, d1.loss_bbox: 0.2100, d1.loss_iou: 0.4618, d2.loss_cls: 0.3010, d2.loss_bbox: 0.2057, d2.loss_iou: 0.4570, d3.loss_cls: 0.2937, d3.loss_bbox: 0.2060, d3.loss_iou: 0.4564, d4.loss_cls: 0.2920, d4.loss_bbox: 0.2055, d4.loss_iou: 0.4551, dn_loss_cls: 0.0606, dn_loss_bbox: 0.3804, dn_loss_iou: 0.4709, d0.dn_loss_cls: 0.0962, d0.dn_loss_bbox: 0.5229, d0.dn_loss_iou: 0.6166, d1.dn_loss_cls: 0.0731, d1.dn_loss_bbox: 0.4229, d1.dn_loss_iou: 0.5107, d2.dn_loss_cls: 0.0635, d2.dn_loss_bbox: 0.3901, d2.dn_loss_iou: 0.4818, d3.dn_loss_cls: 0.0608, d3.dn_loss_bbox: 0.3832, d3.dn_loss_iou: 0.4749, d4.dn_loss_cls: 0.0603, d4.dn_loss_bbox: 0.3805, d4.dn_loss_iou: 0.4710, loss: 12.9098 2024-05-19 18:40:58,354 - mmdet - INFO - Epoch [2][2950/3665] lr: 2.000e-04, eta: 2 days, 2:18:22, time: 1.461, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3465, interm_loss_bbox: 0.2536, interm_loss_iou: 0.5303, loss_cls: 0.2860, loss_bbox: 0.2113, loss_iou: 0.4564, d0.loss_cls: 0.3554, d0.loss_bbox: 0.2170, d0.loss_iou: 0.4711, d1.loss_cls: 0.3120, d1.loss_bbox: 0.2157, d1.loss_iou: 0.4649, d2.loss_cls: 0.2953, d2.loss_bbox: 0.2125, d2.loss_iou: 0.4597, d3.loss_cls: 0.2873, d3.loss_bbox: 0.2124, d3.loss_iou: 0.4593, d4.loss_cls: 0.2856, d4.loss_bbox: 0.2123, d4.loss_iou: 0.4579, dn_loss_cls: 0.0611, dn_loss_bbox: 0.3827, dn_loss_iou: 0.4729, d0.dn_loss_cls: 0.0956, d0.dn_loss_bbox: 0.5191, d0.dn_loss_iou: 0.6129, d1.dn_loss_cls: 0.0722, d1.dn_loss_bbox: 0.4228, d1.dn_loss_iou: 0.5098, d2.dn_loss_cls: 0.0637, d2.dn_loss_bbox: 0.3921, d2.dn_loss_iou: 0.4831, d3.dn_loss_cls: 0.0610, d3.dn_loss_bbox: 0.3856, d3.dn_loss_iou: 0.4765, d4.dn_loss_cls: 0.0606, d4.dn_loss_bbox: 0.3827, d4.dn_loss_iou: 0.4729, loss: 12.9300 2024-05-19 18:42:09,960 - mmdet - INFO - Epoch [2][3000/3665] lr: 2.000e-04, eta: 2 days, 2:16:58, time: 1.433, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3486, interm_loss_bbox: 0.2472, interm_loss_iou: 0.5276, loss_cls: 0.2936, loss_bbox: 0.2016, loss_iou: 0.4483, d0.loss_cls: 0.3599, d0.loss_bbox: 0.2089, d0.loss_iou: 0.4636, d1.loss_cls: 0.3181, d1.loss_bbox: 0.2057, d1.loss_iou: 0.4564, d2.loss_cls: 0.3011, d2.loss_bbox: 0.2017, d2.loss_iou: 0.4515, d3.loss_cls: 0.2931, d3.loss_bbox: 0.2032, d3.loss_iou: 0.4508, d4.loss_cls: 0.2931, d4.loss_bbox: 0.2019, d4.loss_iou: 0.4491, dn_loss_cls: 0.0578, dn_loss_bbox: 0.3831, dn_loss_iou: 0.4628, d0.dn_loss_cls: 0.0939, d0.dn_loss_bbox: 0.5295, d0.dn_loss_iou: 0.6111, d1.dn_loss_cls: 0.0700, d1.dn_loss_bbox: 0.4258, d1.dn_loss_iou: 0.5018, d2.dn_loss_cls: 0.0611, d2.dn_loss_bbox: 0.3928, d2.dn_loss_iou: 0.4735, d3.dn_loss_cls: 0.0582, d3.dn_loss_bbox: 0.3860, d3.dn_loss_iou: 0.4667, d4.dn_loss_cls: 0.0577, d4.dn_loss_bbox: 0.3831, d4.dn_loss_iou: 0.4629, loss: 12.8028 2024-05-19 18:43:21,585 - mmdet - INFO - Epoch [2][3050/3665] lr: 2.000e-04, eta: 2 days, 2:15:34, time: 1.433, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3469, interm_loss_bbox: 0.2589, interm_loss_iou: 0.5404, loss_cls: 0.2879, loss_bbox: 0.2089, loss_iou: 0.4628, d0.loss_cls: 0.3581, d0.loss_bbox: 0.2148, d0.loss_iou: 0.4746, d1.loss_cls: 0.3159, d1.loss_bbox: 0.2112, d1.loss_iou: 0.4676, d2.loss_cls: 0.2986, d2.loss_bbox: 0.2073, d2.loss_iou: 0.4633, d3.loss_cls: 0.2911, d3.loss_bbox: 0.2079, d3.loss_iou: 0.4628, d4.loss_cls: 0.2883, d4.loss_bbox: 0.2092, d4.loss_iou: 0.4630, dn_loss_cls: 0.0579, dn_loss_bbox: 0.3720, dn_loss_iou: 0.4597, d0.dn_loss_cls: 0.0932, d0.dn_loss_bbox: 0.5178, d0.dn_loss_iou: 0.6026, d1.dn_loss_cls: 0.0698, d1.dn_loss_bbox: 0.4153, d1.dn_loss_iou: 0.4990, d2.dn_loss_cls: 0.0604, d2.dn_loss_bbox: 0.3822, d2.dn_loss_iou: 0.4702, d3.dn_loss_cls: 0.0580, d3.dn_loss_bbox: 0.3750, d3.dn_loss_iou: 0.4636, d4.dn_loss_cls: 0.0573, d4.dn_loss_bbox: 0.3720, d4.dn_loss_iou: 0.4597, loss: 12.8254 2024-05-19 18:44:37,877 - mmdet - INFO - Epoch [2][3100/3665] lr: 2.000e-04, eta: 2 days, 2:15:37, time: 1.526, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3409, interm_loss_bbox: 0.2551, interm_loss_iou: 0.5396, loss_cls: 0.2859, loss_bbox: 0.2047, loss_iou: 0.4631, d0.loss_cls: 0.3514, d0.loss_bbox: 0.2142, d0.loss_iou: 0.4766, d1.loss_cls: 0.3110, d1.loss_bbox: 0.2099, d1.loss_iou: 0.4700, d2.loss_cls: 0.2935, d2.loss_bbox: 0.2063, d2.loss_iou: 0.4658, d3.loss_cls: 0.2863, d3.loss_bbox: 0.2067, d3.loss_iou: 0.4651, d4.loss_cls: 0.2849, d4.loss_bbox: 0.2058, d4.loss_iou: 0.4643, dn_loss_cls: 0.0600, dn_loss_bbox: 0.3801, dn_loss_iou: 0.4622, d0.dn_loss_cls: 0.0945, d0.dn_loss_bbox: 0.5278, d0.dn_loss_iou: 0.6077, d1.dn_loss_cls: 0.0712, d1.dn_loss_bbox: 0.4226, d1.dn_loss_iou: 0.5010, d2.dn_loss_cls: 0.0622, d2.dn_loss_bbox: 0.3900, d2.dn_loss_iou: 0.4731, d3.dn_loss_cls: 0.0597, d3.dn_loss_bbox: 0.3830, d3.dn_loss_iou: 0.4661, d4.dn_loss_cls: 0.0592, d4.dn_loss_bbox: 0.3801, d4.dn_loss_iou: 0.4622, loss: 12.8642 2024-05-19 18:45:51,253 - mmdet - INFO - Epoch [2][3150/3665] lr: 2.000e-04, eta: 2 days, 2:14:45, time: 1.468, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3442, interm_loss_bbox: 0.2470, interm_loss_iou: 0.5377, loss_cls: 0.2932, loss_bbox: 0.1991, loss_iou: 0.4652, d0.loss_cls: 0.3577, d0.loss_bbox: 0.2069, d0.loss_iou: 0.4781, d1.loss_cls: 0.3156, d1.loss_bbox: 0.2068, d1.loss_iou: 0.4757, d2.loss_cls: 0.2993, d2.loss_bbox: 0.2013, d2.loss_iou: 0.4699, d3.loss_cls: 0.2947, d3.loss_bbox: 0.2006, d3.loss_iou: 0.4670, d4.loss_cls: 0.2931, d4.loss_bbox: 0.2000, d4.loss_iou: 0.4665, dn_loss_cls: 0.0580, dn_loss_bbox: 0.3630, dn_loss_iou: 0.4702, d0.dn_loss_cls: 0.0921, d0.dn_loss_bbox: 0.5008, d0.dn_loss_iou: 0.6113, d1.dn_loss_cls: 0.0689, d1.dn_loss_bbox: 0.4038, d1.dn_loss_iou: 0.5086, d2.dn_loss_cls: 0.0608, d2.dn_loss_bbox: 0.3724, d2.dn_loss_iou: 0.4802, d3.dn_loss_cls: 0.0580, d3.dn_loss_bbox: 0.3658, d3.dn_loss_iou: 0.4741, d4.dn_loss_cls: 0.0573, d4.dn_loss_bbox: 0.3631, d4.dn_loss_iou: 0.4702, loss: 12.7982 2024-05-19 18:47:08,201 - mmdet - INFO - Epoch [2][3200/3665] lr: 2.000e-04, eta: 2 days, 2:14:57, time: 1.539, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3417, interm_loss_bbox: 0.2449, interm_loss_iou: 0.5396, loss_cls: 0.2876, loss_bbox: 0.1964, loss_iou: 0.4610, d0.loss_cls: 0.3573, d0.loss_bbox: 0.2031, d0.loss_iou: 0.4753, d1.loss_cls: 0.3171, d1.loss_bbox: 0.1993, d1.loss_iou: 0.4680, d2.loss_cls: 0.2981, d2.loss_bbox: 0.1965, d2.loss_iou: 0.4632, d3.loss_cls: 0.2899, d3.loss_bbox: 0.1961, d3.loss_iou: 0.4630, d4.loss_cls: 0.2879, d4.loss_bbox: 0.1961, d4.loss_iou: 0.4619, dn_loss_cls: 0.0568, dn_loss_bbox: 0.3640, dn_loss_iou: 0.4632, d0.dn_loss_cls: 0.0918, d0.dn_loss_bbox: 0.5015, d0.dn_loss_iou: 0.6033, d1.dn_loss_cls: 0.0679, d1.dn_loss_bbox: 0.4029, d1.dn_loss_iou: 0.4994, d2.dn_loss_cls: 0.0593, d2.dn_loss_bbox: 0.3728, d2.dn_loss_iou: 0.4728, d3.dn_loss_cls: 0.0566, d3.dn_loss_bbox: 0.3668, d3.dn_loss_iou: 0.4667, d4.dn_loss_cls: 0.0562, d4.dn_loss_bbox: 0.3640, d4.dn_loss_iou: 0.4632, loss: 12.6726 2024-05-19 18:48:18,768 - mmdet - INFO - Epoch [2][3250/3665] lr: 2.000e-04, eta: 2 days, 2:13:14, time: 1.411, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3402, interm_loss_bbox: 0.2444, interm_loss_iou: 0.5212, loss_cls: 0.2862, loss_bbox: 0.1970, loss_iou: 0.4450, d0.loss_cls: 0.3498, d0.loss_bbox: 0.2073, d0.loss_iou: 0.4627, d1.loss_cls: 0.3112, d1.loss_bbox: 0.2033, d1.loss_iou: 0.4540, d2.loss_cls: 0.2935, d2.loss_bbox: 0.1999, d2.loss_iou: 0.4499, d3.loss_cls: 0.2868, d3.loss_bbox: 0.1991, d3.loss_iou: 0.4478, d4.loss_cls: 0.2864, d4.loss_bbox: 0.1980, d4.loss_iou: 0.4464, dn_loss_cls: 0.0571, dn_loss_bbox: 0.3643, dn_loss_iou: 0.4596, d0.dn_loss_cls: 0.0905, d0.dn_loss_bbox: 0.5103, d0.dn_loss_iou: 0.6068, d1.dn_loss_cls: 0.0673, d1.dn_loss_bbox: 0.4061, d1.dn_loss_iou: 0.4985, d2.dn_loss_cls: 0.0590, d2.dn_loss_bbox: 0.3739, d2.dn_loss_iou: 0.4695, d3.dn_loss_cls: 0.0566, d3.dn_loss_bbox: 0.3670, d3.dn_loss_iou: 0.4633, d4.dn_loss_cls: 0.0565, d4.dn_loss_bbox: 0.3643, d4.dn_loss_iou: 0.4595, loss: 12.5602 2024-05-19 18:49:31,720 - mmdet - INFO - Epoch [2][3300/3665] lr: 2.000e-04, eta: 2 days, 2:12:13, time: 1.459, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3471, interm_loss_bbox: 0.2518, interm_loss_iou: 0.5347, loss_cls: 0.2937, loss_bbox: 0.2038, loss_iou: 0.4613, d0.loss_cls: 0.3592, d0.loss_bbox: 0.2141, d0.loss_iou: 0.4750, d1.loss_cls: 0.3206, d1.loss_bbox: 0.2090, d1.loss_iou: 0.4679, d2.loss_cls: 0.3016, d2.loss_bbox: 0.2063, d2.loss_iou: 0.4652, d3.loss_cls: 0.2955, d3.loss_bbox: 0.2041, d3.loss_iou: 0.4627, d4.loss_cls: 0.2939, d4.loss_bbox: 0.2040, d4.loss_iou: 0.4613, dn_loss_cls: 0.0599, dn_loss_bbox: 0.3896, dn_loss_iou: 0.4691, d0.dn_loss_cls: 0.0950, d0.dn_loss_bbox: 0.5334, d0.dn_loss_iou: 0.6094, d1.dn_loss_cls: 0.0715, d1.dn_loss_bbox: 0.4319, d1.dn_loss_iou: 0.5068, d2.dn_loss_cls: 0.0625, d2.dn_loss_bbox: 0.3990, d2.dn_loss_iou: 0.4791, d3.dn_loss_cls: 0.0597, d3.dn_loss_bbox: 0.3925, d3.dn_loss_iou: 0.4728, d4.dn_loss_cls: 0.0594, d4.dn_loss_bbox: 0.3896, d4.dn_loss_iou: 0.4691, loss: 12.9829 2024-05-19 18:50:44,996 - mmdet - INFO - Epoch [2][3350/3665] lr: 2.000e-04, eta: 2 days, 2:11:18, time: 1.465, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3407, interm_loss_bbox: 0.2486, interm_loss_iou: 0.5418, loss_cls: 0.2882, loss_bbox: 0.1996, loss_iou: 0.4664, d0.loss_cls: 0.3588, d0.loss_bbox: 0.2067, d0.loss_iou: 0.4794, d1.loss_cls: 0.3194, d1.loss_bbox: 0.2051, d1.loss_iou: 0.4748, d2.loss_cls: 0.2979, d2.loss_bbox: 0.2014, d2.loss_iou: 0.4706, d3.loss_cls: 0.2895, d3.loss_bbox: 0.2020, d3.loss_iou: 0.4697, d4.loss_cls: 0.2885, d4.loss_bbox: 0.2004, d4.loss_iou: 0.4675, dn_loss_cls: 0.0605, dn_loss_bbox: 0.3764, dn_loss_iou: 0.4804, d0.dn_loss_cls: 0.0930, d0.dn_loss_bbox: 0.5122, d0.dn_loss_iou: 0.6197, d1.dn_loss_cls: 0.0702, d1.dn_loss_bbox: 0.4145, d1.dn_loss_iou: 0.5165, d2.dn_loss_cls: 0.0622, d2.dn_loss_bbox: 0.3848, d2.dn_loss_iou: 0.4901, d3.dn_loss_cls: 0.0599, d3.dn_loss_bbox: 0.3791, d3.dn_loss_iou: 0.4844, d4.dn_loss_cls: 0.0597, d4.dn_loss_bbox: 0.3764, d4.dn_loss_iou: 0.4804, loss: 12.9373 2024-05-19 18:51:59,862 - mmdet - INFO - Epoch [2][3400/3665] lr: 2.000e-04, eta: 2 days, 2:10:51, time: 1.497, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3454, interm_loss_bbox: 0.2435, interm_loss_iou: 0.5306, loss_cls: 0.2912, loss_bbox: 0.1972, loss_iou: 0.4600, d0.loss_cls: 0.3598, d0.loss_bbox: 0.2041, d0.loss_iou: 0.4731, d1.loss_cls: 0.3169, d1.loss_bbox: 0.2027, d1.loss_iou: 0.4673, d2.loss_cls: 0.2997, d2.loss_bbox: 0.1978, d2.loss_iou: 0.4628, d3.loss_cls: 0.2926, d3.loss_bbox: 0.1977, d3.loss_iou: 0.4623, d4.loss_cls: 0.2911, d4.loss_bbox: 0.1974, d4.loss_iou: 0.4609, dn_loss_cls: 0.0570, dn_loss_bbox: 0.3648, dn_loss_iou: 0.4553, d0.dn_loss_cls: 0.0917, d0.dn_loss_bbox: 0.5073, d0.dn_loss_iou: 0.5984, d1.dn_loss_cls: 0.0684, d1.dn_loss_bbox: 0.4068, d1.dn_loss_iou: 0.4940, d2.dn_loss_cls: 0.0598, d2.dn_loss_bbox: 0.3741, d2.dn_loss_iou: 0.4656, d3.dn_loss_cls: 0.0573, d3.dn_loss_bbox: 0.3678, d3.dn_loss_iou: 0.4592, d4.dn_loss_cls: 0.0568, d4.dn_loss_bbox: 0.3648, d4.dn_loss_iou: 0.4554, loss: 12.6588 2024-05-19 18:53:10,896 - mmdet - INFO - Epoch [2][3450/3665] lr: 2.000e-04, eta: 2 days, 2:09:15, time: 1.420, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3399, interm_loss_bbox: 0.2533, interm_loss_iou: 0.5253, loss_cls: 0.2848, loss_bbox: 0.2019, loss_iou: 0.4435, d0.loss_cls: 0.3539, d0.loss_bbox: 0.2089, d0.loss_iou: 0.4594, d1.loss_cls: 0.3106, d1.loss_bbox: 0.2071, d1.loss_iou: 0.4526, d2.loss_cls: 0.2936, d2.loss_bbox: 0.2039, d2.loss_iou: 0.4476, d3.loss_cls: 0.2866, d3.loss_bbox: 0.2022, d3.loss_iou: 0.4449, d4.loss_cls: 0.2851, d4.loss_bbox: 0.2020, d4.loss_iou: 0.4440, dn_loss_cls: 0.0563, dn_loss_bbox: 0.3683, dn_loss_iou: 0.4649, d0.dn_loss_cls: 0.0918, d0.dn_loss_bbox: 0.5093, d0.dn_loss_iou: 0.6087, d1.dn_loss_cls: 0.0687, d1.dn_loss_bbox: 0.4092, d1.dn_loss_iou: 0.5030, d2.dn_loss_cls: 0.0592, d2.dn_loss_bbox: 0.3773, d2.dn_loss_iou: 0.4751, d3.dn_loss_cls: 0.0566, d3.dn_loss_bbox: 0.3709, d3.dn_loss_iou: 0.4686, d4.dn_loss_cls: 0.0559, d4.dn_loss_bbox: 0.3684, d4.dn_loss_iou: 0.4650, loss: 12.6284 2024-05-19 18:54:24,541 - mmdet - INFO - Epoch [2][3500/3665] lr: 2.000e-04, eta: 2 days, 2:08:26, time: 1.473, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3409, interm_loss_bbox: 0.2429, interm_loss_iou: 0.5292, loss_cls: 0.2859, loss_bbox: 0.1982, loss_iou: 0.4614, d0.loss_cls: 0.3561, d0.loss_bbox: 0.2042, d0.loss_iou: 0.4712, d1.loss_cls: 0.3155, d1.loss_bbox: 0.2027, d1.loss_iou: 0.4663, d2.loss_cls: 0.2962, d2.loss_bbox: 0.2002, d2.loss_iou: 0.4639, d3.loss_cls: 0.2896, d3.loss_bbox: 0.1986, d3.loss_iou: 0.4630, d4.loss_cls: 0.2869, d4.loss_bbox: 0.1977, d4.loss_iou: 0.4615, dn_loss_cls: 0.0594, dn_loss_bbox: 0.3671, dn_loss_iou: 0.4676, d0.dn_loss_cls: 0.0928, d0.dn_loss_bbox: 0.5013, d0.dn_loss_iou: 0.6059, d1.dn_loss_cls: 0.0701, d1.dn_loss_bbox: 0.4047, d1.dn_loss_iou: 0.5035, d2.dn_loss_cls: 0.0614, d2.dn_loss_bbox: 0.3749, d2.dn_loss_iou: 0.4768, d3.dn_loss_cls: 0.0591, d3.dn_loss_bbox: 0.3691, d3.dn_loss_iou: 0.4708, d4.dn_loss_cls: 0.0590, d4.dn_loss_bbox: 0.3671, d4.dn_loss_iou: 0.4677, loss: 12.7106 2024-05-19 18:55:36,556 - mmdet - INFO - Epoch [2][3550/3665] lr: 2.000e-04, eta: 2 days, 2:07:08, time: 1.440, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3336, interm_loss_bbox: 0.2424, interm_loss_iou: 0.5188, loss_cls: 0.2835, loss_bbox: 0.1990, loss_iou: 0.4507, d0.loss_cls: 0.3489, d0.loss_bbox: 0.2055, d0.loss_iou: 0.4610, d1.loss_cls: 0.3102, d1.loss_bbox: 0.2041, d1.loss_iou: 0.4560, d2.loss_cls: 0.2907, d2.loss_bbox: 0.2019, d2.loss_iou: 0.4541, d3.loss_cls: 0.2828, d3.loss_bbox: 0.2014, d3.loss_iou: 0.4542, d4.loss_cls: 0.2828, d4.loss_bbox: 0.1999, d4.loss_iou: 0.4526, dn_loss_cls: 0.0549, dn_loss_bbox: 0.3688, dn_loss_iou: 0.4596, d0.dn_loss_cls: 0.0893, d0.dn_loss_bbox: 0.5007, d0.dn_loss_iou: 0.5976, d1.dn_loss_cls: 0.0659, d1.dn_loss_bbox: 0.4052, d1.dn_loss_iou: 0.4948, d2.dn_loss_cls: 0.0572, d2.dn_loss_bbox: 0.3770, d2.dn_loss_iou: 0.4692, d3.dn_loss_cls: 0.0549, d3.dn_loss_bbox: 0.3708, d3.dn_loss_iou: 0.4631, d4.dn_loss_cls: 0.0543, d4.dn_loss_bbox: 0.3688, d4.dn_loss_iou: 0.4597, loss: 12.5462 2024-05-19 18:56:47,201 - mmdet - INFO - Epoch [2][3600/3665] lr: 2.000e-04, eta: 2 days, 2:05:27, time: 1.413, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3469, interm_loss_bbox: 0.2480, interm_loss_iou: 0.5347, loss_cls: 0.2957, loss_bbox: 0.1981, loss_iou: 0.4539, d0.loss_cls: 0.3638, d0.loss_bbox: 0.2054, d0.loss_iou: 0.4683, d1.loss_cls: 0.3229, d1.loss_bbox: 0.2031, d1.loss_iou: 0.4624, d2.loss_cls: 0.3048, d2.loss_bbox: 0.2003, d2.loss_iou: 0.4569, d3.loss_cls: 0.2965, d3.loss_bbox: 0.1999, d3.loss_iou: 0.4556, d4.loss_cls: 0.2948, d4.loss_bbox: 0.1995, d4.loss_iou: 0.4556, dn_loss_cls: 0.0574, dn_loss_bbox: 0.3688, dn_loss_iou: 0.4593, d0.dn_loss_cls: 0.0930, d0.dn_loss_bbox: 0.5128, d0.dn_loss_iou: 0.6035, d1.dn_loss_cls: 0.0694, d1.dn_loss_bbox: 0.4104, d1.dn_loss_iou: 0.4974, d2.dn_loss_cls: 0.0602, d2.dn_loss_bbox: 0.3778, d2.dn_loss_iou: 0.4694, d3.dn_loss_cls: 0.0576, d3.dn_loss_bbox: 0.3713, d3.dn_loss_iou: 0.4629, d4.dn_loss_cls: 0.0569, d4.dn_loss_bbox: 0.3688, d4.dn_loss_iou: 0.4593, loss: 12.7231 2024-05-19 18:58:00,750 - mmdet - INFO - Epoch [2][3650/3665] lr: 2.000e-04, eta: 2 days, 2:04:36, time: 1.471, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3461, interm_loss_bbox: 0.2401, interm_loss_iou: 0.5317, loss_cls: 0.2944, loss_bbox: 0.1949, loss_iou: 0.4616, d0.loss_cls: 0.3600, d0.loss_bbox: 0.2017, d0.loss_iou: 0.4726, d1.loss_cls: 0.3194, d1.loss_bbox: 0.2011, d1.loss_iou: 0.4698, d2.loss_cls: 0.3029, d2.loss_bbox: 0.1982, d2.loss_iou: 0.4654, d3.loss_cls: 0.2954, d3.loss_bbox: 0.1966, d3.loss_iou: 0.4637, d4.loss_cls: 0.2938, d4.loss_bbox: 0.1959, d4.loss_iou: 0.4622, dn_loss_cls: 0.0603, dn_loss_bbox: 0.3723, dn_loss_iou: 0.4762, d0.dn_loss_cls: 0.0943, d0.dn_loss_bbox: 0.5087, d0.dn_loss_iou: 0.6125, d1.dn_loss_cls: 0.0712, d1.dn_loss_bbox: 0.4118, d1.dn_loss_iou: 0.5117, d2.dn_loss_cls: 0.0625, d2.dn_loss_bbox: 0.3815, d2.dn_loss_iou: 0.4860, d3.dn_loss_cls: 0.0601, d3.dn_loss_bbox: 0.3751, d3.dn_loss_iou: 0.4800, d4.dn_loss_cls: 0.0596, d4.dn_loss_bbox: 0.3724, d4.dn_loss_iou: 0.4761, loss: 12.8397 2024-05-19 18:58:24,877 - mmdet - INFO - Saving checkpoint at 2 epochs 2024-05-19 19:01:11,708 - mmdet - INFO - Evaluating bbox... 2024-05-19 19:02:54,358 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.442 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.623 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.478 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.270 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.472 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.620 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.676 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.683 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.683 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.478 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.731 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.867 2024-05-19 19:02:56,016 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-19 19:02:56,018 - mmdet - INFO - Epoch(val) [2][313] bbox_mAP: 0.4420, bbox_mAP_50: 0.6230, bbox_mAP_75: 0.4780, bbox_mAP_s: 0.2700, bbox_mAP_m: 0.4720, bbox_mAP_l: 0.6200, bbox_mAP_copypaste: 0.442 0.623 0.478 0.270 0.472 0.620 2024-05-19 19:04:34,700 - mmdet - INFO - Epoch [3][50/3665] lr: 2.000e-04, eta: 2 days, 2:04:20, time: 1.973, data_time: 0.112, memory: 41048, interm_loss_cls: 0.3298, interm_loss_bbox: 0.2416, interm_loss_iou: 0.5170, loss_cls: 0.2751, loss_bbox: 0.1980, loss_iou: 0.4475, d0.loss_cls: 0.3440, d0.loss_bbox: 0.2031, d0.loss_iou: 0.4558, d1.loss_cls: 0.3030, d1.loss_bbox: 0.2015, d1.loss_iou: 0.4524, d2.loss_cls: 0.2857, d2.loss_bbox: 0.1979, d2.loss_iou: 0.4483, d3.loss_cls: 0.2773, d3.loss_bbox: 0.1979, d3.loss_iou: 0.4483, d4.loss_cls: 0.2755, d4.loss_bbox: 0.1978, d4.loss_iou: 0.4477, dn_loss_cls: 0.0538, dn_loss_bbox: 0.3617, dn_loss_iou: 0.4617, d0.dn_loss_cls: 0.0880, d0.dn_loss_bbox: 0.4999, d0.dn_loss_iou: 0.6040, d1.dn_loss_cls: 0.0651, d1.dn_loss_bbox: 0.4015, d1.dn_loss_iou: 0.4993, d2.dn_loss_cls: 0.0565, d2.dn_loss_bbox: 0.3706, d2.dn_loss_iou: 0.4715, d3.dn_loss_cls: 0.0540, d3.dn_loss_bbox: 0.3641, d3.dn_loss_iou: 0.4651, d4.dn_loss_cls: 0.0534, d4.dn_loss_bbox: 0.3617, d4.dn_loss_iou: 0.4617, loss: 12.4387 2024-05-19 19:05:47,298 - mmdet - INFO - Epoch [3][100/3665] lr: 2.000e-04, eta: 2 days, 2:03:11, time: 1.452, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3277, interm_loss_bbox: 0.2354, interm_loss_iou: 0.5243, loss_cls: 0.2703, loss_bbox: 0.1948, loss_iou: 0.4552, d0.loss_cls: 0.3441, d0.loss_bbox: 0.1996, d0.loss_iou: 0.4670, d1.loss_cls: 0.3020, d1.loss_bbox: 0.1964, d1.loss_iou: 0.4598, d2.loss_cls: 0.2830, d2.loss_bbox: 0.1934, d2.loss_iou: 0.4560, d3.loss_cls: 0.2744, d3.loss_bbox: 0.1939, d3.loss_iou: 0.4554, d4.loss_cls: 0.2708, d4.loss_bbox: 0.1947, d4.loss_iou: 0.4556, dn_loss_cls: 0.0520, dn_loss_bbox: 0.3508, dn_loss_iou: 0.4600, d0.dn_loss_cls: 0.0879, d0.dn_loss_bbox: 0.4845, d0.dn_loss_iou: 0.5997, d1.dn_loss_cls: 0.0647, d1.dn_loss_bbox: 0.3892, d1.dn_loss_iou: 0.4965, d2.dn_loss_cls: 0.0557, d2.dn_loss_bbox: 0.3591, d2.dn_loss_iou: 0.4698, d3.dn_loss_cls: 0.0527, d3.dn_loss_bbox: 0.3532, d3.dn_loss_iou: 0.4636, d4.dn_loss_cls: 0.0518, d4.dn_loss_bbox: 0.3508, d4.dn_loss_iou: 0.4600, loss: 12.3556 2024-05-19 19:07:01,238 - mmdet - INFO - Epoch [3][150/3665] lr: 2.000e-04, eta: 2 days, 2:02:25, time: 1.478, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3294, interm_loss_bbox: 0.2338, interm_loss_iou: 0.5100, loss_cls: 0.2737, loss_bbox: 0.1942, loss_iou: 0.4471, d0.loss_cls: 0.3448, d0.loss_bbox: 0.1972, d0.loss_iou: 0.4548, d1.loss_cls: 0.3031, d1.loss_bbox: 0.1975, d1.loss_iou: 0.4511, d2.loss_cls: 0.2821, d2.loss_bbox: 0.1958, d2.loss_iou: 0.4486, d3.loss_cls: 0.2744, d3.loss_bbox: 0.1948, d3.loss_iou: 0.4491, d4.loss_cls: 0.2727, d4.loss_bbox: 0.1949, d4.loss_iou: 0.4483, dn_loss_cls: 0.0544, dn_loss_bbox: 0.3667, dn_loss_iou: 0.4573, d0.dn_loss_cls: 0.0899, d0.dn_loss_bbox: 0.4997, d0.dn_loss_iou: 0.5946, d1.dn_loss_cls: 0.0657, d1.dn_loss_bbox: 0.4045, d1.dn_loss_iou: 0.4934, d2.dn_loss_cls: 0.0570, d2.dn_loss_bbox: 0.3752, d2.dn_loss_iou: 0.4668, d3.dn_loss_cls: 0.0543, d3.dn_loss_bbox: 0.3692, d3.dn_loss_iou: 0.4609, d4.dn_loss_cls: 0.0538, d4.dn_loss_bbox: 0.3668, d4.dn_loss_iou: 0.4574, loss: 12.3851 2024-05-19 19:08:12,959 - mmdet - INFO - Epoch [3][200/3665] lr: 2.000e-04, eta: 2 days, 2:01:02, time: 1.435, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3270, interm_loss_bbox: 0.2432, interm_loss_iou: 0.5208, loss_cls: 0.2697, loss_bbox: 0.1948, loss_iou: 0.4464, d0.loss_cls: 0.3432, d0.loss_bbox: 0.2018, d0.loss_iou: 0.4583, d1.loss_cls: 0.2996, d1.loss_bbox: 0.1985, d1.loss_iou: 0.4523, d2.loss_cls: 0.2802, d2.loss_bbox: 0.1947, d2.loss_iou: 0.4468, d3.loss_cls: 0.2726, d3.loss_bbox: 0.1943, d3.loss_iou: 0.4463, d4.loss_cls: 0.2702, d4.loss_bbox: 0.1947, d4.loss_iou: 0.4464, dn_loss_cls: 0.0524, dn_loss_bbox: 0.3567, dn_loss_iou: 0.4431, d0.dn_loss_cls: 0.0887, d0.dn_loss_bbox: 0.4962, d0.dn_loss_iou: 0.5839, d1.dn_loss_cls: 0.0644, d1.dn_loss_bbox: 0.3969, d1.dn_loss_iou: 0.4799, d2.dn_loss_cls: 0.0559, d2.dn_loss_bbox: 0.3659, d2.dn_loss_iou: 0.4523, d3.dn_loss_cls: 0.0528, d3.dn_loss_bbox: 0.3591, d3.dn_loss_iou: 0.4463, d4.dn_loss_cls: 0.0520, d4.dn_loss_bbox: 0.3567, d4.dn_loss_iou: 0.4431, loss: 12.2483 2024-05-19 19:09:24,797 - mmdet - INFO - Epoch [3][250/3665] lr: 2.000e-04, eta: 2 days, 1:59:41, time: 1.437, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3298, interm_loss_bbox: 0.2320, interm_loss_iou: 0.5136, loss_cls: 0.2700, loss_bbox: 0.1936, loss_iou: 0.4492, d0.loss_cls: 0.3390, d0.loss_bbox: 0.1982, d0.loss_iou: 0.4585, d1.loss_cls: 0.2988, d1.loss_bbox: 0.1972, d1.loss_iou: 0.4547, d2.loss_cls: 0.2801, d2.loss_bbox: 0.1950, d2.loss_iou: 0.4517, d3.loss_cls: 0.2709, d3.loss_bbox: 0.1959, d3.loss_iou: 0.4520, d4.loss_cls: 0.2704, d4.loss_bbox: 0.1940, d4.loss_iou: 0.4502, dn_loss_cls: 0.0528, dn_loss_bbox: 0.3606, dn_loss_iou: 0.4556, d0.dn_loss_cls: 0.0888, d0.dn_loss_bbox: 0.4971, d0.dn_loss_iou: 0.5961, d1.dn_loss_cls: 0.0651, d1.dn_loss_bbox: 0.3991, d1.dn_loss_iou: 0.4926, d2.dn_loss_cls: 0.0564, d2.dn_loss_bbox: 0.3687, d2.dn_loss_iou: 0.4652, d3.dn_loss_cls: 0.0536, d3.dn_loss_bbox: 0.3630, d3.dn_loss_iou: 0.4590, d4.dn_loss_cls: 0.0527, d4.dn_loss_bbox: 0.3606, d4.dn_loss_iou: 0.4556, loss: 12.3372 2024-05-19 19:10:35,940 - mmdet - INFO - Epoch [3][300/3665] lr: 2.000e-04, eta: 2 days, 1:58:09, time: 1.423, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3288, interm_loss_bbox: 0.2322, interm_loss_iou: 0.5134, loss_cls: 0.2726, loss_bbox: 0.1901, loss_iou: 0.4483, d0.loss_cls: 0.3430, d0.loss_bbox: 0.1958, d0.loss_iou: 0.4570, d1.loss_cls: 0.3010, d1.loss_bbox: 0.1938, d1.loss_iou: 0.4535, d2.loss_cls: 0.2825, d2.loss_bbox: 0.1902, d2.loss_iou: 0.4501, d3.loss_cls: 0.2742, d3.loss_bbox: 0.1905, d3.loss_iou: 0.4498, d4.loss_cls: 0.2727, d4.loss_bbox: 0.1906, d4.loss_iou: 0.4486, dn_loss_cls: 0.0530, dn_loss_bbox: 0.3471, dn_loss_iou: 0.4551, d0.dn_loss_cls: 0.0881, d0.dn_loss_bbox: 0.4798, d0.dn_loss_iou: 0.5932, d1.dn_loss_cls: 0.0645, d1.dn_loss_bbox: 0.3837, d1.dn_loss_iou: 0.4911, d2.dn_loss_cls: 0.0563, d2.dn_loss_bbox: 0.3554, d2.dn_loss_iou: 0.4643, d3.dn_loss_cls: 0.0535, d3.dn_loss_bbox: 0.3497, d3.dn_loss_iou: 0.4586, d4.dn_loss_cls: 0.0528, d4.dn_loss_bbox: 0.3472, d4.dn_loss_iou: 0.4552, loss: 12.2275 2024-05-19 19:11:50,123 - mmdet - INFO - Epoch [3][350/3665] lr: 2.000e-04, eta: 2 days, 1:57:26, time: 1.484, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3312, interm_loss_bbox: 0.2478, interm_loss_iou: 0.5324, loss_cls: 0.2783, loss_bbox: 0.1997, loss_iou: 0.4588, d0.loss_cls: 0.3433, d0.loss_bbox: 0.2087, d0.loss_iou: 0.4715, d1.loss_cls: 0.3042, d1.loss_bbox: 0.2038, d1.loss_iou: 0.4653, d2.loss_cls: 0.2870, d2.loss_bbox: 0.2019, d2.loss_iou: 0.4627, d3.loss_cls: 0.2790, d3.loss_bbox: 0.2014, d3.loss_iou: 0.4620, d4.loss_cls: 0.2775, d4.loss_bbox: 0.2010, d4.loss_iou: 0.4608, dn_loss_cls: 0.0538, dn_loss_bbox: 0.3646, dn_loss_iou: 0.4509, d0.dn_loss_cls: 0.0892, d0.dn_loss_bbox: 0.5075, d0.dn_loss_iou: 0.5921, d1.dn_loss_cls: 0.0652, d1.dn_loss_bbox: 0.4045, d1.dn_loss_iou: 0.4873, d2.dn_loss_cls: 0.0565, d2.dn_loss_bbox: 0.3733, d2.dn_loss_iou: 0.4605, d3.dn_loss_cls: 0.0540, d3.dn_loss_bbox: 0.3672, d3.dn_loss_iou: 0.4542, d4.dn_loss_cls: 0.0533, d4.dn_loss_bbox: 0.3646, d4.dn_loss_iou: 0.4510, loss: 12.5279 2024-05-19 19:13:01,052 - mmdet - INFO - Epoch [3][400/3665] lr: 2.000e-04, eta: 2 days, 1:55:51, time: 1.419, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3263, interm_loss_bbox: 0.2430, interm_loss_iou: 0.5157, loss_cls: 0.2653, loss_bbox: 0.2001, loss_iou: 0.4482, d0.loss_cls: 0.3357, d0.loss_bbox: 0.2052, d0.loss_iou: 0.4589, d1.loss_cls: 0.2909, d1.loss_bbox: 0.2050, d1.loss_iou: 0.4545, d2.loss_cls: 0.2742, d2.loss_bbox: 0.2003, d2.loss_iou: 0.4494, d3.loss_cls: 0.2668, d3.loss_bbox: 0.2011, d3.loss_iou: 0.4508, d4.loss_cls: 0.2653, d4.loss_bbox: 0.2005, d4.loss_iou: 0.4496, dn_loss_cls: 0.0499, dn_loss_bbox: 0.3379, dn_loss_iou: 0.4430, d0.dn_loss_cls: 0.0861, d0.dn_loss_bbox: 0.4773, d0.dn_loss_iou: 0.5875, d1.dn_loss_cls: 0.0618, d1.dn_loss_bbox: 0.3776, d1.dn_loss_iou: 0.4804, d2.dn_loss_cls: 0.0530, d2.dn_loss_bbox: 0.3465, d2.dn_loss_iou: 0.4528, d3.dn_loss_cls: 0.0504, d3.dn_loss_bbox: 0.3403, d3.dn_loss_iou: 0.4465, d4.dn_loss_cls: 0.0497, d4.dn_loss_bbox: 0.3379, d4.dn_loss_iou: 0.4430, loss: 12.1286 2024-05-19 19:14:12,753 - mmdet - INFO - Epoch [3][450/3665] lr: 2.000e-04, eta: 2 days, 1:54:28, time: 1.434, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3291, interm_loss_bbox: 0.2386, interm_loss_iou: 0.5245, loss_cls: 0.2740, loss_bbox: 0.1961, loss_iou: 0.4525, d0.loss_cls: 0.3428, d0.loss_bbox: 0.2030, d0.loss_iou: 0.4644, d1.loss_cls: 0.3018, d1.loss_bbox: 0.2015, d1.loss_iou: 0.4606, d2.loss_cls: 0.2854, d2.loss_bbox: 0.1965, d2.loss_iou: 0.4534, d3.loss_cls: 0.2776, d3.loss_bbox: 0.1963, d3.loss_iou: 0.4533, d4.loss_cls: 0.2749, d4.loss_bbox: 0.1965, d4.loss_iou: 0.4533, dn_loss_cls: 0.0520, dn_loss_bbox: 0.3483, dn_loss_iou: 0.4507, d0.dn_loss_cls: 0.0866, d0.dn_loss_bbox: 0.4866, d0.dn_loss_iou: 0.5910, d1.dn_loss_cls: 0.0636, d1.dn_loss_bbox: 0.3867, d1.dn_loss_iou: 0.4871, d2.dn_loss_cls: 0.0550, d2.dn_loss_bbox: 0.3569, d2.dn_loss_iou: 0.4601, d3.dn_loss_cls: 0.0521, d3.dn_loss_bbox: 0.3509, d3.dn_loss_iou: 0.4541, d4.dn_loss_cls: 0.0514, d4.dn_loss_bbox: 0.3484, d4.dn_loss_iou: 0.4507, loss: 12.3086 2024-05-19 19:15:23,958 - mmdet - INFO - Epoch [3][500/3665] lr: 2.000e-04, eta: 2 days, 1:52:57, time: 1.424, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3352, interm_loss_bbox: 0.2456, interm_loss_iou: 0.5317, loss_cls: 0.2831, loss_bbox: 0.1989, loss_iou: 0.4558, d0.loss_cls: 0.3484, d0.loss_bbox: 0.2064, d0.loss_iou: 0.4720, d1.loss_cls: 0.3079, d1.loss_bbox: 0.2057, d1.loss_iou: 0.4676, d2.loss_cls: 0.2915, d2.loss_bbox: 0.2000, d2.loss_iou: 0.4602, d3.loss_cls: 0.2842, d3.loss_bbox: 0.2004, d3.loss_iou: 0.4596, d4.loss_cls: 0.2829, d4.loss_bbox: 0.1998, d4.loss_iou: 0.4567, dn_loss_cls: 0.0531, dn_loss_bbox: 0.3548, dn_loss_iou: 0.4569, d0.dn_loss_cls: 0.0891, d0.dn_loss_bbox: 0.4971, d0.dn_loss_iou: 0.5979, d1.dn_loss_cls: 0.0657, d1.dn_loss_bbox: 0.3960, d1.dn_loss_iou: 0.4941, d2.dn_loss_cls: 0.0568, d2.dn_loss_bbox: 0.3634, d2.dn_loss_iou: 0.4667, d3.dn_loss_cls: 0.0541, d3.dn_loss_bbox: 0.3578, d3.dn_loss_iou: 0.4607, d4.dn_loss_cls: 0.0531, d4.dn_loss_bbox: 0.3548, d4.dn_loss_iou: 0.4570, loss: 12.5228 2024-05-19 19:16:35,336 - mmdet - INFO - Epoch [3][550/3665] lr: 2.000e-04, eta: 2 days, 1:51:30, time: 1.428, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3281, interm_loss_bbox: 0.2370, interm_loss_iou: 0.5084, loss_cls: 0.2686, loss_bbox: 0.1955, loss_iou: 0.4413, d0.loss_cls: 0.3409, d0.loss_bbox: 0.1992, d0.loss_iou: 0.4525, d1.loss_cls: 0.2981, d1.loss_bbox: 0.1980, d1.loss_iou: 0.4462, d2.loss_cls: 0.2771, d2.loss_bbox: 0.1968, d2.loss_iou: 0.4438, d3.loss_cls: 0.2706, d3.loss_bbox: 0.1955, d3.loss_iou: 0.4423, d4.loss_cls: 0.2691, d4.loss_bbox: 0.1954, d4.loss_iou: 0.4408, dn_loss_cls: 0.0525, dn_loss_bbox: 0.3612, dn_loss_iou: 0.4485, d0.dn_loss_cls: 0.0888, d0.dn_loss_bbox: 0.5058, d0.dn_loss_iou: 0.5895, d1.dn_loss_cls: 0.0645, d1.dn_loss_bbox: 0.4022, d1.dn_loss_iou: 0.4860, d2.dn_loss_cls: 0.0555, d2.dn_loss_bbox: 0.3706, d2.dn_loss_iou: 0.4580, d3.dn_loss_cls: 0.0528, d3.dn_loss_bbox: 0.3641, d3.dn_loss_iou: 0.4521, d4.dn_loss_cls: 0.0522, d4.dn_loss_bbox: 0.3613, d4.dn_loss_iou: 0.4486, loss: 12.2594 2024-05-19 19:17:52,866 - mmdet - INFO - Epoch [3][600/3665] lr: 2.000e-04, eta: 2 days, 1:51:38, time: 1.551, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3329, interm_loss_bbox: 0.2369, interm_loss_iou: 0.5054, loss_cls: 0.2712, loss_bbox: 0.1982, loss_iou: 0.4413, d0.loss_cls: 0.3437, d0.loss_bbox: 0.1991, d0.loss_iou: 0.4490, d1.loss_cls: 0.2995, d1.loss_bbox: 0.2009, d1.loss_iou: 0.4478, d2.loss_cls: 0.2811, d2.loss_bbox: 0.1987, d2.loss_iou: 0.4435, d3.loss_cls: 0.2730, d3.loss_bbox: 0.1983, d3.loss_iou: 0.4430, d4.loss_cls: 0.2715, d4.loss_bbox: 0.1975, d4.loss_iou: 0.4421, dn_loss_cls: 0.0527, dn_loss_bbox: 0.3560, dn_loss_iou: 0.4407, d0.dn_loss_cls: 0.0888, d0.dn_loss_bbox: 0.4946, d0.dn_loss_iou: 0.5802, d1.dn_loss_cls: 0.0643, d1.dn_loss_bbox: 0.3948, d1.dn_loss_iou: 0.4774, d2.dn_loss_cls: 0.0556, d2.dn_loss_bbox: 0.3638, d2.dn_loss_iou: 0.4504, d3.dn_loss_cls: 0.0529, d3.dn_loss_bbox: 0.3581, d3.dn_loss_iou: 0.4442, d4.dn_loss_cls: 0.0524, d4.dn_loss_bbox: 0.3559, d4.dn_loss_iou: 0.4408, loss: 12.1982 2024-05-19 19:19:03,813 - mmdet - INFO - Epoch [3][650/3665] lr: 2.000e-04, eta: 2 days, 1:50:04, time: 1.419, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3357, interm_loss_bbox: 0.2480, interm_loss_iou: 0.5224, loss_cls: 0.2807, loss_bbox: 0.2030, loss_iou: 0.4477, d0.loss_cls: 0.3496, d0.loss_bbox: 0.2064, d0.loss_iou: 0.4569, d1.loss_cls: 0.3099, d1.loss_bbox: 0.2048, d1.loss_iou: 0.4510, d2.loss_cls: 0.2912, d2.loss_bbox: 0.2035, d2.loss_iou: 0.4482, d3.loss_cls: 0.2824, d3.loss_bbox: 0.2039, d3.loss_iou: 0.4488, d4.loss_cls: 0.2804, d4.loss_bbox: 0.2043, d4.loss_iou: 0.4487, dn_loss_cls: 0.0531, dn_loss_bbox: 0.3702, dn_loss_iou: 0.4544, d0.dn_loss_cls: 0.0886, d0.dn_loss_bbox: 0.5048, d0.dn_loss_iou: 0.5902, d1.dn_loss_cls: 0.0643, d1.dn_loss_bbox: 0.4083, d1.dn_loss_iou: 0.4909, d2.dn_loss_cls: 0.0559, d2.dn_loss_bbox: 0.3779, d2.dn_loss_iou: 0.4636, d3.dn_loss_cls: 0.0532, d3.dn_loss_bbox: 0.3722, d3.dn_loss_iou: 0.4577, d4.dn_loss_cls: 0.0527, d4.dn_loss_bbox: 0.3702, d4.dn_loss_iou: 0.4544, loss: 12.5105 2024-05-19 19:20:21,536 - mmdet - INFO - Epoch [3][700/3665] lr: 2.000e-04, eta: 2 days, 1:50:14, time: 1.554, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3286, interm_loss_bbox: 0.2390, interm_loss_iou: 0.5199, loss_cls: 0.2751, loss_bbox: 0.1964, loss_iou: 0.4497, d0.loss_cls: 0.3410, d0.loss_bbox: 0.2021, d0.loss_iou: 0.4620, d1.loss_cls: 0.3011, d1.loss_bbox: 0.2004, d1.loss_iou: 0.4571, d2.loss_cls: 0.2847, d2.loss_bbox: 0.1974, d2.loss_iou: 0.4529, d3.loss_cls: 0.2771, d3.loss_bbox: 0.1968, d3.loss_iou: 0.4510, d4.loss_cls: 0.2758, d4.loss_bbox: 0.1960, d4.loss_iou: 0.4496, dn_loss_cls: 0.0522, dn_loss_bbox: 0.3527, dn_loss_iou: 0.4561, d0.dn_loss_cls: 0.0882, d0.dn_loss_bbox: 0.4895, d0.dn_loss_iou: 0.5926, d1.dn_loss_cls: 0.0637, d1.dn_loss_bbox: 0.3904, d1.dn_loss_iou: 0.4921, d2.dn_loss_cls: 0.0553, d2.dn_loss_bbox: 0.3610, d2.dn_loss_iou: 0.4658, d3.dn_loss_cls: 0.0526, d3.dn_loss_bbox: 0.3553, d3.dn_loss_iou: 0.4595, d4.dn_loss_cls: 0.0519, d4.dn_loss_bbox: 0.3527, d4.dn_loss_iou: 0.4561, loss: 12.3415 2024-05-19 19:21:33,257 - mmdet - INFO - Epoch [3][750/3665] lr: 2.000e-04, eta: 2 days, 1:48:52, time: 1.435, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3219, interm_loss_bbox: 0.2358, interm_loss_iou: 0.5113, loss_cls: 0.2655, loss_bbox: 0.1932, loss_iou: 0.4465, d0.loss_cls: 0.3359, d0.loss_bbox: 0.1970, d0.loss_iou: 0.4541, d1.loss_cls: 0.2915, d1.loss_bbox: 0.1968, d1.loss_iou: 0.4495, d2.loss_cls: 0.2756, d2.loss_bbox: 0.1929, d2.loss_iou: 0.4460, d3.loss_cls: 0.2671, d3.loss_bbox: 0.1935, d3.loss_iou: 0.4473, d4.loss_cls: 0.2658, d4.loss_bbox: 0.1928, d4.loss_iou: 0.4467, dn_loss_cls: 0.0509, dn_loss_bbox: 0.3454, dn_loss_iou: 0.4406, d0.dn_loss_cls: 0.0862, d0.dn_loss_bbox: 0.4910, d0.dn_loss_iou: 0.5808, d1.dn_loss_cls: 0.0617, d1.dn_loss_bbox: 0.3869, d1.dn_loss_iou: 0.4771, d2.dn_loss_cls: 0.0535, d2.dn_loss_bbox: 0.3547, d2.dn_loss_iou: 0.4505, d3.dn_loss_cls: 0.0510, d3.dn_loss_bbox: 0.3483, d3.dn_loss_iou: 0.4444, d4.dn_loss_cls: 0.0504, d4.dn_loss_bbox: 0.3454, d4.dn_loss_iou: 0.4406, loss: 12.0863 2024-05-19 19:22:45,364 - mmdet - INFO - Epoch [3][800/3665] lr: 2.000e-04, eta: 2 days, 1:47:35, time: 1.442, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3254, interm_loss_bbox: 0.2321, interm_loss_iou: 0.5291, loss_cls: 0.2703, loss_bbox: 0.1912, loss_iou: 0.4606, d0.loss_cls: 0.3399, d0.loss_bbox: 0.1961, d0.loss_iou: 0.4695, d1.loss_cls: 0.2972, d1.loss_bbox: 0.1953, d1.loss_iou: 0.4661, d2.loss_cls: 0.2793, d2.loss_bbox: 0.1917, d2.loss_iou: 0.4623, d3.loss_cls: 0.2719, d3.loss_bbox: 0.1917, d3.loss_iou: 0.4623, d4.loss_cls: 0.2705, d4.loss_bbox: 0.1917, d4.loss_iou: 0.4616, dn_loss_cls: 0.0499, dn_loss_bbox: 0.3349, dn_loss_iou: 0.4539, d0.dn_loss_cls: 0.0856, d0.dn_loss_bbox: 0.4720, d0.dn_loss_iou: 0.5916, d1.dn_loss_cls: 0.0618, d1.dn_loss_bbox: 0.3727, d1.dn_loss_iou: 0.4894, d2.dn_loss_cls: 0.0532, d2.dn_loss_bbox: 0.3427, d2.dn_loss_iou: 0.4629, d3.dn_loss_cls: 0.0504, d3.dn_loss_bbox: 0.3376, d3.dn_loss_iou: 0.4575, d4.dn_loss_cls: 0.0497, d4.dn_loss_bbox: 0.3349, d4.dn_loss_iou: 0.4539, loss: 12.2104 2024-05-19 19:23:56,280 - mmdet - INFO - Epoch [3][850/3665] lr: 2.000e-04, eta: 2 days, 1:46:00, time: 1.418, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3294, interm_loss_bbox: 0.2338, interm_loss_iou: 0.5053, loss_cls: 0.2751, loss_bbox: 0.1886, loss_iou: 0.4360, d0.loss_cls: 0.3459, d0.loss_bbox: 0.1955, d0.loss_iou: 0.4463, d1.loss_cls: 0.3050, d1.loss_bbox: 0.1920, d1.loss_iou: 0.4393, d2.loss_cls: 0.2862, d2.loss_bbox: 0.1883, d2.loss_iou: 0.4367, d3.loss_cls: 0.2779, d3.loss_bbox: 0.1882, d3.loss_iou: 0.4359, d4.loss_cls: 0.2752, d4.loss_bbox: 0.1888, d4.loss_iou: 0.4367, dn_loss_cls: 0.0518, dn_loss_bbox: 0.3416, dn_loss_iou: 0.4405, d0.dn_loss_cls: 0.0868, d0.dn_loss_bbox: 0.4783, d0.dn_loss_iou: 0.5789, d1.dn_loss_cls: 0.0628, d1.dn_loss_bbox: 0.3790, d1.dn_loss_iou: 0.4764, d2.dn_loss_cls: 0.0545, d2.dn_loss_bbox: 0.3497, d2.dn_loss_iou: 0.4497, d3.dn_loss_cls: 0.0520, d3.dn_loss_bbox: 0.3440, d3.dn_loss_iou: 0.4436, d4.dn_loss_cls: 0.0515, d4.dn_loss_bbox: 0.3417, d4.dn_loss_iou: 0.4405, loss: 12.0294 2024-05-19 19:25:09,760 - mmdet - INFO - Epoch [3][900/3665] lr: 2.000e-04, eta: 2 days, 1:45:04, time: 1.469, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3293, interm_loss_bbox: 0.2336, interm_loss_iou: 0.5116, loss_cls: 0.2725, loss_bbox: 0.1920, loss_iou: 0.4468, d0.loss_cls: 0.3420, d0.loss_bbox: 0.1992, d0.loss_iou: 0.4586, d1.loss_cls: 0.2995, d1.loss_bbox: 0.1962, d1.loss_iou: 0.4534, d2.loss_cls: 0.2832, d2.loss_bbox: 0.1920, d2.loss_iou: 0.4472, d3.loss_cls: 0.2757, d3.loss_bbox: 0.1924, d3.loss_iou: 0.4475, d4.loss_cls: 0.2727, d4.loss_bbox: 0.1927, d4.loss_iou: 0.4471, dn_loss_cls: 0.0522, dn_loss_bbox: 0.3404, dn_loss_iou: 0.4447, d0.dn_loss_cls: 0.0880, d0.dn_loss_bbox: 0.4792, d0.dn_loss_iou: 0.5825, d1.dn_loss_cls: 0.0634, d1.dn_loss_bbox: 0.3798, d1.dn_loss_iou: 0.4820, d2.dn_loss_cls: 0.0552, d2.dn_loss_bbox: 0.3496, d2.dn_loss_iou: 0.4545, d3.dn_loss_cls: 0.0524, d3.dn_loss_bbox: 0.3429, d3.dn_loss_iou: 0.4481, d4.dn_loss_cls: 0.0519, d4.dn_loss_bbox: 0.3405, d4.dn_loss_iou: 0.4447, loss: 12.1372 2024-05-19 19:26:21,666 - mmdet - INFO - Epoch [3][950/3665] lr: 2.000e-04, eta: 2 days, 1:43:45, time: 1.439, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3277, interm_loss_bbox: 0.2463, interm_loss_iou: 0.5140, loss_cls: 0.2728, loss_bbox: 0.2006, loss_iou: 0.4417, d0.loss_cls: 0.3421, d0.loss_bbox: 0.2063, d0.loss_iou: 0.4535, d1.loss_cls: 0.3028, d1.loss_bbox: 0.2054, d1.loss_iou: 0.4477, d2.loss_cls: 0.2842, d2.loss_bbox: 0.2023, d2.loss_iou: 0.4440, d3.loss_cls: 0.2743, d3.loss_bbox: 0.2025, d3.loss_iou: 0.4436, d4.loss_cls: 0.2726, d4.loss_bbox: 0.2021, d4.loss_iou: 0.4428, dn_loss_cls: 0.0519, dn_loss_bbox: 0.3670, dn_loss_iou: 0.4499, d0.dn_loss_cls: 0.0872, d0.dn_loss_bbox: 0.5006, d0.dn_loss_iou: 0.5827, d1.dn_loss_cls: 0.0632, d1.dn_loss_bbox: 0.4042, d1.dn_loss_iou: 0.4851, d2.dn_loss_cls: 0.0550, d2.dn_loss_bbox: 0.3744, d2.dn_loss_iou: 0.4589, d3.dn_loss_cls: 0.0521, d3.dn_loss_bbox: 0.3693, d3.dn_loss_iou: 0.4532, d4.dn_loss_cls: 0.0515, d4.dn_loss_bbox: 0.3670, d4.dn_loss_iou: 0.4500, loss: 12.3525 2024-05-19 19:27:32,904 - mmdet - INFO - Epoch [3][1000/3665] lr: 2.000e-04, eta: 2 days, 1:42:15, time: 1.425, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3221, interm_loss_bbox: 0.2255, interm_loss_iou: 0.5146, loss_cls: 0.2667, loss_bbox: 0.1872, loss_iou: 0.4514, d0.loss_cls: 0.3353, d0.loss_bbox: 0.1918, d0.loss_iou: 0.4610, d1.loss_cls: 0.2985, d1.loss_bbox: 0.1898, d1.loss_iou: 0.4555, d2.loss_cls: 0.2791, d2.loss_bbox: 0.1874, d2.loss_iou: 0.4513, d3.loss_cls: 0.2703, d3.loss_bbox: 0.1873, d3.loss_iou: 0.4518, d4.loss_cls: 0.2679, d4.loss_bbox: 0.1872, d4.loss_iou: 0.4515, dn_loss_cls: 0.0499, dn_loss_bbox: 0.3302, dn_loss_iou: 0.4415, d0.dn_loss_cls: 0.0860, d0.dn_loss_bbox: 0.4616, d0.dn_loss_iou: 0.5764, d1.dn_loss_cls: 0.0618, d1.dn_loss_bbox: 0.3657, d1.dn_loss_iou: 0.4763, d2.dn_loss_cls: 0.0532, d2.dn_loss_bbox: 0.3382, d2.dn_loss_iou: 0.4508, d3.dn_loss_cls: 0.0505, d3.dn_loss_bbox: 0.3326, d3.dn_loss_iou: 0.4449, d4.dn_loss_cls: 0.0497, d4.dn_loss_bbox: 0.3303, d4.dn_loss_iou: 0.4415, loss: 11.9742 2024-05-19 19:28:44,325 - mmdet - INFO - Epoch [3][1050/3665] lr: 2.000e-04, eta: 2 days, 1:40:49, time: 1.428, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3230, interm_loss_bbox: 0.2337, interm_loss_iou: 0.5071, loss_cls: 0.2648, loss_bbox: 0.1902, loss_iou: 0.4372, d0.loss_cls: 0.3354, d0.loss_bbox: 0.1963, d0.loss_iou: 0.4517, d1.loss_cls: 0.2963, d1.loss_bbox: 0.1927, d1.loss_iou: 0.4424, d2.loss_cls: 0.2751, d2.loss_bbox: 0.1910, d2.loss_iou: 0.4393, d3.loss_cls: 0.2663, d3.loss_bbox: 0.1910, d3.loss_iou: 0.4394, d4.loss_cls: 0.2645, d4.loss_bbox: 0.1909, d4.loss_iou: 0.4385, dn_loss_cls: 0.0507, dn_loss_bbox: 0.3430, dn_loss_iou: 0.4475, d0.dn_loss_cls: 0.0861, d0.dn_loss_bbox: 0.4808, d0.dn_loss_iou: 0.5857, d1.dn_loss_cls: 0.0621, d1.dn_loss_bbox: 0.3809, d1.dn_loss_iou: 0.4837, d2.dn_loss_cls: 0.0536, d2.dn_loss_bbox: 0.3516, d2.dn_loss_iou: 0.4570, d3.dn_loss_cls: 0.0509, d3.dn_loss_bbox: 0.3459, d3.dn_loss_iou: 0.4511, d4.dn_loss_cls: 0.0504, d4.dn_loss_bbox: 0.3431, d4.dn_loss_iou: 0.4476, loss: 12.0383 2024-05-19 19:29:55,774 - mmdet - INFO - Epoch [3][1100/3665] lr: 2.000e-04, eta: 2 days, 1:39:23, time: 1.429, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3222, interm_loss_bbox: 0.2357, interm_loss_iou: 0.5137, loss_cls: 0.2683, loss_bbox: 0.1944, loss_iou: 0.4443, d0.loss_cls: 0.3354, d0.loss_bbox: 0.1999, d0.loss_iou: 0.4558, d1.loss_cls: 0.2946, d1.loss_bbox: 0.1981, d1.loss_iou: 0.4518, d2.loss_cls: 0.2777, d2.loss_bbox: 0.1952, d2.loss_iou: 0.4459, d3.loss_cls: 0.2688, d3.loss_bbox: 0.1951, d3.loss_iou: 0.4471, d4.loss_cls: 0.2683, d4.loss_bbox: 0.1942, d4.loss_iou: 0.4446, dn_loss_cls: 0.0519, dn_loss_bbox: 0.3406, dn_loss_iou: 0.4494, d0.dn_loss_cls: 0.0863, d0.dn_loss_bbox: 0.4721, d0.dn_loss_iou: 0.5830, d1.dn_loss_cls: 0.0623, d1.dn_loss_bbox: 0.3768, d1.dn_loss_iou: 0.4837, d2.dn_loss_cls: 0.0546, d2.dn_loss_bbox: 0.3478, d2.dn_loss_iou: 0.4581, d3.dn_loss_cls: 0.0523, d3.dn_loss_bbox: 0.3428, d3.dn_loss_iou: 0.4525, d4.dn_loss_cls: 0.0515, d4.dn_loss_bbox: 0.3406, d4.dn_loss_iou: 0.4494, loss: 12.1065 2024-05-19 19:31:13,452 - mmdet - INFO - Epoch [3][1150/3665] lr: 2.000e-04, eta: 2 days, 1:39:28, time: 1.554, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3261, interm_loss_bbox: 0.2405, interm_loss_iou: 0.5165, loss_cls: 0.2749, loss_bbox: 0.1950, loss_iou: 0.4429, d0.loss_cls: 0.3438, d0.loss_bbox: 0.1986, d0.loss_iou: 0.4536, d1.loss_cls: 0.3023, d1.loss_bbox: 0.1976, d1.loss_iou: 0.4507, d2.loss_cls: 0.2842, d2.loss_bbox: 0.1947, d2.loss_iou: 0.4466, d3.loss_cls: 0.2767, d3.loss_bbox: 0.1953, d3.loss_iou: 0.4454, d4.loss_cls: 0.2757, d4.loss_bbox: 0.1943, d4.loss_iou: 0.4435, dn_loss_cls: 0.0501, dn_loss_bbox: 0.3537, dn_loss_iou: 0.4439, d0.dn_loss_cls: 0.0869, d0.dn_loss_bbox: 0.4977, d0.dn_loss_iou: 0.5856, d1.dn_loss_cls: 0.0629, d1.dn_loss_bbox: 0.3942, d1.dn_loss_iou: 0.4817, d2.dn_loss_cls: 0.0537, d2.dn_loss_bbox: 0.3624, d2.dn_loss_iou: 0.4537, d3.dn_loss_cls: 0.0506, d3.dn_loss_bbox: 0.3559, d3.dn_loss_iou: 0.4471, d4.dn_loss_cls: 0.0499, d4.dn_loss_bbox: 0.3536, d4.dn_loss_iou: 0.4439, loss: 12.2264 2024-05-19 19:32:24,253 - mmdet - INFO - Epoch [3][1200/3665] lr: 2.000e-04, eta: 2 days, 1:37:52, time: 1.416, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3193, interm_loss_bbox: 0.2263, interm_loss_iou: 0.4976, loss_cls: 0.2622, loss_bbox: 0.1867, loss_iou: 0.4332, d0.loss_cls: 0.3308, d0.loss_bbox: 0.1928, d0.loss_iou: 0.4445, d1.loss_cls: 0.2898, d1.loss_bbox: 0.1909, d1.loss_iou: 0.4401, d2.loss_cls: 0.2730, d2.loss_bbox: 0.1867, d2.loss_iou: 0.4350, d3.loss_cls: 0.2644, d3.loss_bbox: 0.1871, d3.loss_iou: 0.4346, d4.loss_cls: 0.2628, d4.loss_bbox: 0.1868, d4.loss_iou: 0.4337, dn_loss_cls: 0.0487, dn_loss_bbox: 0.3373, dn_loss_iou: 0.4288, d0.dn_loss_cls: 0.0838, d0.dn_loss_bbox: 0.4751, d0.dn_loss_iou: 0.5636, d1.dn_loss_cls: 0.0592, d1.dn_loss_bbox: 0.3753, d1.dn_loss_iou: 0.4640, d2.dn_loss_cls: 0.0514, d2.dn_loss_bbox: 0.3454, d2.dn_loss_iou: 0.4380, d3.dn_loss_cls: 0.0490, d3.dn_loss_bbox: 0.3402, d3.dn_loss_iou: 0.4322, d4.dn_loss_cls: 0.0486, d4.dn_loss_bbox: 0.3374, d4.dn_loss_iou: 0.4289, loss: 11.7851 2024-05-19 19:33:35,169 - mmdet - INFO - Epoch [3][1250/3665] lr: 2.000e-04, eta: 2 days, 1:36:18, time: 1.418, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3216, interm_loss_bbox: 0.2319, interm_loss_iou: 0.5110, loss_cls: 0.2678, loss_bbox: 0.1927, loss_iou: 0.4455, d0.loss_cls: 0.3364, d0.loss_bbox: 0.1958, d0.loss_iou: 0.4530, d1.loss_cls: 0.2975, d1.loss_bbox: 0.1957, d1.loss_iou: 0.4481, d2.loss_cls: 0.2780, d2.loss_bbox: 0.1941, d2.loss_iou: 0.4475, d3.loss_cls: 0.2697, d3.loss_bbox: 0.1938, d3.loss_iou: 0.4470, d4.loss_cls: 0.2683, d4.loss_bbox: 0.1931, d4.loss_iou: 0.4467, dn_loss_cls: 0.0500, dn_loss_bbox: 0.3439, dn_loss_iou: 0.4489, d0.dn_loss_cls: 0.0852, d0.dn_loss_bbox: 0.4764, d0.dn_loss_iou: 0.5854, d1.dn_loss_cls: 0.0614, d1.dn_loss_bbox: 0.3810, d1.dn_loss_iou: 0.4841, d2.dn_loss_cls: 0.0533, d2.dn_loss_bbox: 0.3517, d2.dn_loss_iou: 0.4578, d3.dn_loss_cls: 0.0506, d3.dn_loss_bbox: 0.3460, d3.dn_loss_iou: 0.4521, d4.dn_loss_cls: 0.0498, d4.dn_loss_bbox: 0.3438, d4.dn_loss_iou: 0.4489, loss: 12.1053 2024-05-19 19:34:50,708 - mmdet - INFO - Epoch [3][1300/3665] lr: 2.000e-04, eta: 2 days, 1:35:51, time: 1.511, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3249, interm_loss_bbox: 0.2364, interm_loss_iou: 0.4986, loss_cls: 0.2693, loss_bbox: 0.1922, loss_iou: 0.4275, d0.loss_cls: 0.3382, d0.loss_bbox: 0.2011, d0.loss_iou: 0.4390, d1.loss_cls: 0.2973, d1.loss_bbox: 0.1987, d1.loss_iou: 0.4346, d2.loss_cls: 0.2797, d2.loss_bbox: 0.1935, d2.loss_iou: 0.4290, d3.loss_cls: 0.2718, d3.loss_bbox: 0.1931, d3.loss_iou: 0.4279, d4.loss_cls: 0.2693, d4.loss_bbox: 0.1931, d4.loss_iou: 0.4287, dn_loss_cls: 0.0496, dn_loss_bbox: 0.3536, dn_loss_iou: 0.4347, d0.dn_loss_cls: 0.0840, d0.dn_loss_bbox: 0.4942, d0.dn_loss_iou: 0.5729, d1.dn_loss_cls: 0.0599, d1.dn_loss_bbox: 0.3903, d1.dn_loss_iou: 0.4700, d2.dn_loss_cls: 0.0520, d2.dn_loss_bbox: 0.3615, d2.dn_loss_iou: 0.4444, d3.dn_loss_cls: 0.0494, d3.dn_loss_bbox: 0.3557, d3.dn_loss_iou: 0.4381, d4.dn_loss_cls: 0.0491, d4.dn_loss_bbox: 0.3536, d4.dn_loss_iou: 0.4347, loss: 11.9916 2024-05-19 19:36:02,615 - mmdet - INFO - Epoch [3][1350/3665] lr: 2.000e-04, eta: 2 days, 1:34:32, time: 1.438, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3258, interm_loss_bbox: 0.2339, interm_loss_iou: 0.5163, loss_cls: 0.2734, loss_bbox: 0.1953, loss_iou: 0.4529, d0.loss_cls: 0.3422, d0.loss_bbox: 0.2004, d0.loss_iou: 0.4611, d1.loss_cls: 0.3029, d1.loss_bbox: 0.1964, d1.loss_iou: 0.4561, d2.loss_cls: 0.2841, d2.loss_bbox: 0.1951, d2.loss_iou: 0.4550, d3.loss_cls: 0.2762, d3.loss_bbox: 0.1948, d3.loss_iou: 0.4538, d4.loss_cls: 0.2740, d4.loss_bbox: 0.1953, d4.loss_iou: 0.4535, dn_loss_cls: 0.0514, dn_loss_bbox: 0.3430, dn_loss_iou: 0.4416, d0.dn_loss_cls: 0.0869, d0.dn_loss_bbox: 0.4820, d0.dn_loss_iou: 0.5779, d1.dn_loss_cls: 0.0622, d1.dn_loss_bbox: 0.3803, d1.dn_loss_iou: 0.4776, d2.dn_loss_cls: 0.0544, d2.dn_loss_bbox: 0.3507, d2.dn_loss_iou: 0.4505, d3.dn_loss_cls: 0.0519, d3.dn_loss_bbox: 0.3455, d3.dn_loss_iou: 0.4449, d4.dn_loss_cls: 0.0511, d4.dn_loss_bbox: 0.3430, d4.dn_loss_iou: 0.4416, loss: 12.1751 2024-05-19 19:37:17,793 - mmdet - INFO - Epoch [3][1400/3665] lr: 2.000e-04, eta: 2 days, 1:33:59, time: 1.504, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3234, interm_loss_bbox: 0.2247, interm_loss_iou: 0.5058, loss_cls: 0.2698, loss_bbox: 0.1872, loss_iou: 0.4426, d0.loss_cls: 0.3367, d0.loss_bbox: 0.1918, d0.loss_iou: 0.4498, d1.loss_cls: 0.2969, d1.loss_bbox: 0.1907, d1.loss_iou: 0.4485, d2.loss_cls: 0.2814, d2.loss_bbox: 0.1868, d2.loss_iou: 0.4432, d3.loss_cls: 0.2717, d3.loss_bbox: 0.1871, d3.loss_iou: 0.4443, d4.loss_cls: 0.2698, d4.loss_bbox: 0.1873, d4.loss_iou: 0.4435, dn_loss_cls: 0.0506, dn_loss_bbox: 0.3282, dn_loss_iou: 0.4464, d0.dn_loss_cls: 0.0849, d0.dn_loss_bbox: 0.4682, d0.dn_loss_iou: 0.5855, d1.dn_loss_cls: 0.0609, d1.dn_loss_bbox: 0.3668, d1.dn_loss_iou: 0.4820, d2.dn_loss_cls: 0.0529, d2.dn_loss_bbox: 0.3365, d2.dn_loss_iou: 0.4557, d3.dn_loss_cls: 0.0505, d3.dn_loss_bbox: 0.3307, d3.dn_loss_iou: 0.4497, d4.dn_loss_cls: 0.0500, d4.dn_loss_bbox: 0.3282, d4.dn_loss_iou: 0.4464, loss: 11.9572 2024-05-19 19:38:31,236 - mmdet - INFO - Epoch [3][1450/3665] lr: 2.000e-04, eta: 2 days, 1:33:01, time: 1.469, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3195, interm_loss_bbox: 0.2284, interm_loss_iou: 0.5003, loss_cls: 0.2615, loss_bbox: 0.1922, loss_iou: 0.4421, d0.loss_cls: 0.3333, d0.loss_bbox: 0.1950, d0.loss_iou: 0.4472, d1.loss_cls: 0.2919, d1.loss_bbox: 0.1951, d1.loss_iou: 0.4462, d2.loss_cls: 0.2738, d2.loss_bbox: 0.1918, d2.loss_iou: 0.4423, d3.loss_cls: 0.2638, d3.loss_bbox: 0.1928, d3.loss_iou: 0.4436, d4.loss_cls: 0.2615, d4.loss_bbox: 0.1931, d4.loss_iou: 0.4432, dn_loss_cls: 0.0486, dn_loss_bbox: 0.3256, dn_loss_iou: 0.4433, d0.dn_loss_cls: 0.0846, d0.dn_loss_bbox: 0.4549, d0.dn_loss_iou: 0.5760, d1.dn_loss_cls: 0.0602, d1.dn_loss_bbox: 0.3595, d1.dn_loss_iou: 0.4770, d2.dn_loss_cls: 0.0517, d2.dn_loss_bbox: 0.3324, d2.dn_loss_iou: 0.4519, d3.dn_loss_cls: 0.0490, d3.dn_loss_bbox: 0.3274, d3.dn_loss_iou: 0.4464, d4.dn_loss_cls: 0.0484, d4.dn_loss_bbox: 0.3256, d4.dn_loss_iou: 0.4433, loss: 11.8648 2024-05-19 19:39:46,397 - mmdet - INFO - Epoch [3][1500/3665] lr: 2.000e-04, eta: 2 days, 1:32:26, time: 1.503, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3191, interm_loss_bbox: 0.2326, interm_loss_iou: 0.4961, loss_cls: 0.2641, loss_bbox: 0.1912, loss_iou: 0.4328, d0.loss_cls: 0.3319, d0.loss_bbox: 0.1962, d0.loss_iou: 0.4398, d1.loss_cls: 0.2918, d1.loss_bbox: 0.1947, d1.loss_iou: 0.4383, d2.loss_cls: 0.2743, d2.loss_bbox: 0.1916, d2.loss_iou: 0.4350, d3.loss_cls: 0.2655, d3.loss_bbox: 0.1920, d3.loss_iou: 0.4351, d4.loss_cls: 0.2641, d4.loss_bbox: 0.1911, d4.loss_iou: 0.4341, dn_loss_cls: 0.0484, dn_loss_bbox: 0.3379, dn_loss_iou: 0.4398, d0.dn_loss_cls: 0.0844, d0.dn_loss_bbox: 0.4689, d0.dn_loss_iou: 0.5689, d1.dn_loss_cls: 0.0600, d1.dn_loss_bbox: 0.3747, d1.dn_loss_iou: 0.4736, d2.dn_loss_cls: 0.0519, d2.dn_loss_bbox: 0.3458, d2.dn_loss_iou: 0.4487, d3.dn_loss_cls: 0.0492, d3.dn_loss_bbox: 0.3403, d3.dn_loss_iou: 0.4433, d4.dn_loss_cls: 0.0483, d4.dn_loss_bbox: 0.3379, d4.dn_loss_iou: 0.4398, loss: 11.8729 2024-05-19 19:41:01,675 - mmdet - INFO - Epoch [3][1550/3665] lr: 2.000e-04, eta: 2 days, 1:31:53, time: 1.506, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3232, interm_loss_bbox: 0.2374, interm_loss_iou: 0.5034, loss_cls: 0.2654, loss_bbox: 0.1947, loss_iou: 0.4362, d0.loss_cls: 0.3373, d0.loss_bbox: 0.2001, d0.loss_iou: 0.4463, d1.loss_cls: 0.2943, d1.loss_bbox: 0.1990, d1.loss_iou: 0.4415, d2.loss_cls: 0.2781, d2.loss_bbox: 0.1947, d2.loss_iou: 0.4359, d3.loss_cls: 0.2688, d3.loss_bbox: 0.1951, d3.loss_iou: 0.4367, d4.loss_cls: 0.2670, d4.loss_bbox: 0.1945, d4.loss_iou: 0.4359, dn_loss_cls: 0.0482, dn_loss_bbox: 0.3477, dn_loss_iou: 0.4322, d0.dn_loss_cls: 0.0852, d0.dn_loss_bbox: 0.4910, d0.dn_loss_iou: 0.5768, d1.dn_loss_cls: 0.0598, d1.dn_loss_bbox: 0.3873, d1.dn_loss_iou: 0.4694, d2.dn_loss_cls: 0.0519, d2.dn_loss_bbox: 0.3562, d2.dn_loss_iou: 0.4420, d3.dn_loss_cls: 0.0491, d3.dn_loss_bbox: 0.3501, d3.dn_loss_iou: 0.4359, d4.dn_loss_cls: 0.0482, d4.dn_loss_bbox: 0.3477, d4.dn_loss_iou: 0.4322, loss: 11.9961 2024-05-19 19:42:14,417 - mmdet - INFO - Epoch [3][1600/3665] lr: 2.000e-04, eta: 2 days, 1:30:45, time: 1.455, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3151, interm_loss_bbox: 0.2264, interm_loss_iou: 0.4952, loss_cls: 0.2619, loss_bbox: 0.1895, loss_iou: 0.4336, d0.loss_cls: 0.3267, d0.loss_bbox: 0.1939, d0.loss_iou: 0.4427, d1.loss_cls: 0.2858, d1.loss_bbox: 0.1947, d1.loss_iou: 0.4400, d2.loss_cls: 0.2699, d2.loss_bbox: 0.1894, d2.loss_iou: 0.4345, d3.loss_cls: 0.2626, d3.loss_bbox: 0.1903, d3.loss_iou: 0.4354, d4.loss_cls: 0.2611, d4.loss_bbox: 0.1902, d4.loss_iou: 0.4346, dn_loss_cls: 0.0473, dn_loss_bbox: 0.3459, dn_loss_iou: 0.4393, d0.dn_loss_cls: 0.0819, d0.dn_loss_bbox: 0.4758, d0.dn_loss_iou: 0.5697, d1.dn_loss_cls: 0.0582, d1.dn_loss_bbox: 0.3807, d1.dn_loss_iou: 0.4728, d2.dn_loss_cls: 0.0503, d2.dn_loss_bbox: 0.3527, d2.dn_loss_iou: 0.4475, d3.dn_loss_cls: 0.0476, d3.dn_loss_bbox: 0.3479, d3.dn_loss_iou: 0.4425, d4.dn_loss_cls: 0.0470, d4.dn_loss_bbox: 0.3459, d4.dn_loss_iou: 0.4394, loss: 11.8657 2024-05-19 19:43:25,707 - mmdet - INFO - Epoch [3][1650/3665] lr: 2.000e-04, eta: 2 days, 1:29:17, time: 1.426, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3194, interm_loss_bbox: 0.2384, interm_loss_iou: 0.5010, loss_cls: 0.2662, loss_bbox: 0.1969, loss_iou: 0.4307, d0.loss_cls: 0.3329, d0.loss_bbox: 0.2027, d0.loss_iou: 0.4439, d1.loss_cls: 0.2927, d1.loss_bbox: 0.2007, d1.loss_iou: 0.4375, d2.loss_cls: 0.2749, d2.loss_bbox: 0.1982, d2.loss_iou: 0.4336, d3.loss_cls: 0.2657, d3.loss_bbox: 0.1992, d3.loss_iou: 0.4342, d4.loss_cls: 0.2657, d4.loss_bbox: 0.1980, d4.loss_iou: 0.4324, dn_loss_cls: 0.0489, dn_loss_bbox: 0.3517, dn_loss_iou: 0.4409, d0.dn_loss_cls: 0.0844, d0.dn_loss_bbox: 0.4805, d0.dn_loss_iou: 0.5727, d1.dn_loss_cls: 0.0600, d1.dn_loss_bbox: 0.3875, d1.dn_loss_iou: 0.4747, d2.dn_loss_cls: 0.0520, d2.dn_loss_bbox: 0.3588, d2.dn_loss_iou: 0.4495, d3.dn_loss_cls: 0.0494, d3.dn_loss_bbox: 0.3541, d3.dn_loss_iou: 0.4440, d4.dn_loss_cls: 0.0489, d4.dn_loss_bbox: 0.3518, d4.dn_loss_iou: 0.4409, loss: 12.0155 2024-05-19 19:44:44,896 - mmdet - INFO - Epoch [3][1700/3665] lr: 2.000e-04, eta: 2 days, 1:29:36, time: 1.584, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3195, interm_loss_bbox: 0.2272, interm_loss_iou: 0.5160, loss_cls: 0.2663, loss_bbox: 0.1871, loss_iou: 0.4462, d0.loss_cls: 0.3343, d0.loss_bbox: 0.1911, d0.loss_iou: 0.4559, d1.loss_cls: 0.2949, d1.loss_bbox: 0.1883, d1.loss_iou: 0.4495, d2.loss_cls: 0.2772, d2.loss_bbox: 0.1863, d2.loss_iou: 0.4469, d3.loss_cls: 0.2681, d3.loss_bbox: 0.1871, d3.loss_iou: 0.4476, d4.loss_cls: 0.2658, d4.loss_bbox: 0.1877, d4.loss_iou: 0.4474, dn_loss_cls: 0.0488, dn_loss_bbox: 0.3335, dn_loss_iou: 0.4410, d0.dn_loss_cls: 0.0856, d0.dn_loss_bbox: 0.4655, d0.dn_loss_iou: 0.5778, d1.dn_loss_cls: 0.0603, d1.dn_loss_bbox: 0.3692, d1.dn_loss_iou: 0.4755, d2.dn_loss_cls: 0.0521, d2.dn_loss_bbox: 0.3408, d2.dn_loss_iou: 0.4499, d3.dn_loss_cls: 0.0494, d3.dn_loss_bbox: 0.3355, d3.dn_loss_iou: 0.4441, d4.dn_loss_cls: 0.0486, d4.dn_loss_bbox: 0.3335, d4.dn_loss_iou: 0.4409, loss: 11.9422 2024-05-19 19:45:58,780 - mmdet - INFO - Epoch [3][1750/3665] lr: 2.000e-04, eta: 2 days, 1:28:42, time: 1.478, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3175, interm_loss_bbox: 0.2293, interm_loss_iou: 0.4993, loss_cls: 0.2687, loss_bbox: 0.1889, loss_iou: 0.4355, d0.loss_cls: 0.3329, d0.loss_bbox: 0.1951, d0.loss_iou: 0.4446, d1.loss_cls: 0.2962, d1.loss_bbox: 0.1917, d1.loss_iou: 0.4391, d2.loss_cls: 0.2794, d2.loss_bbox: 0.1881, d2.loss_iou: 0.4351, d3.loss_cls: 0.2706, d3.loss_bbox: 0.1883, d3.loss_iou: 0.4361, d4.loss_cls: 0.2689, d4.loss_bbox: 0.1888, d4.loss_iou: 0.4365, dn_loss_cls: 0.0495, dn_loss_bbox: 0.3341, dn_loss_iou: 0.4379, d0.dn_loss_cls: 0.0848, d0.dn_loss_bbox: 0.4621, d0.dn_loss_iou: 0.5682, d1.dn_loss_cls: 0.0597, d1.dn_loss_bbox: 0.3690, d1.dn_loss_iou: 0.4713, d2.dn_loss_cls: 0.0520, d2.dn_loss_bbox: 0.3412, d2.dn_loss_iou: 0.4463, d3.dn_loss_cls: 0.0499, d3.dn_loss_bbox: 0.3362, d3.dn_loss_iou: 0.4410, d4.dn_loss_cls: 0.0492, d4.dn_loss_bbox: 0.3341, d4.dn_loss_iou: 0.4379, loss: 11.8548 2024-05-19 19:47:09,893 - mmdet - INFO - Epoch [3][1800/3665] lr: 2.000e-04, eta: 2 days, 1:27:11, time: 1.422, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3176, interm_loss_bbox: 0.2215, interm_loss_iou: 0.4998, loss_cls: 0.2611, loss_bbox: 0.1834, loss_iou: 0.4355, d0.loss_cls: 0.3306, d0.loss_bbox: 0.1875, d0.loss_iou: 0.4468, d1.loss_cls: 0.2895, d1.loss_bbox: 0.1867, d1.loss_iou: 0.4411, d2.loss_cls: 0.2727, d2.loss_bbox: 0.1818, d2.loss_iou: 0.4343, d3.loss_cls: 0.2646, d3.loss_bbox: 0.1832, d3.loss_iou: 0.4351, d4.loss_cls: 0.2620, d4.loss_bbox: 0.1829, d4.loss_iou: 0.4352, dn_loss_cls: 0.0478, dn_loss_bbox: 0.3212, dn_loss_iou: 0.4334, d0.dn_loss_cls: 0.0845, d0.dn_loss_bbox: 0.4562, d0.dn_loss_iou: 0.5691, d1.dn_loss_cls: 0.0589, d1.dn_loss_bbox: 0.3573, d1.dn_loss_iou: 0.4686, d2.dn_loss_cls: 0.0507, d2.dn_loss_bbox: 0.3285, d2.dn_loss_iou: 0.4420, d3.dn_loss_cls: 0.0481, d3.dn_loss_bbox: 0.3234, d3.dn_loss_iou: 0.4366, d4.dn_loss_cls: 0.0476, d4.dn_loss_bbox: 0.3212, d4.dn_loss_iou: 0.4333, loss: 11.6813 2024-05-19 19:48:21,344 - mmdet - INFO - Epoch [3][1850/3665] lr: 2.000e-04, eta: 2 days, 1:25:45, time: 1.429, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3201, interm_loss_bbox: 0.2292, interm_loss_iou: 0.5107, loss_cls: 0.2671, loss_bbox: 0.1917, loss_iou: 0.4433, d0.loss_cls: 0.3333, d0.loss_bbox: 0.1954, d0.loss_iou: 0.4561, d1.loss_cls: 0.2950, d1.loss_bbox: 0.1948, d1.loss_iou: 0.4489, d2.loss_cls: 0.2773, d2.loss_bbox: 0.1919, d2.loss_iou: 0.4439, d3.loss_cls: 0.2681, d3.loss_bbox: 0.1924, d3.loss_iou: 0.4444, d4.loss_cls: 0.2671, d4.loss_bbox: 0.1919, d4.loss_iou: 0.4441, dn_loss_cls: 0.0485, dn_loss_bbox: 0.3365, dn_loss_iou: 0.4362, d0.dn_loss_cls: 0.0844, d0.dn_loss_bbox: 0.4791, d0.dn_loss_iou: 0.5762, d1.dn_loss_cls: 0.0598, d1.dn_loss_bbox: 0.3761, d1.dn_loss_iou: 0.4739, d2.dn_loss_cls: 0.0518, d2.dn_loss_bbox: 0.3452, d2.dn_loss_iou: 0.4461, d3.dn_loss_cls: 0.0491, d3.dn_loss_bbox: 0.3395, d3.dn_loss_iou: 0.4397, d4.dn_loss_cls: 0.0483, d4.dn_loss_bbox: 0.3366, d4.dn_loss_iou: 0.4362, loss: 11.9700 2024-05-19 19:49:37,147 - mmdet - INFO - Epoch [3][1900/3665] lr: 2.000e-04, eta: 2 days, 1:25:17, time: 1.516, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3193, interm_loss_bbox: 0.2346, interm_loss_iou: 0.5002, loss_cls: 0.2644, loss_bbox: 0.1928, loss_iou: 0.4345, d0.loss_cls: 0.3351, d0.loss_bbox: 0.1979, d0.loss_iou: 0.4445, d1.loss_cls: 0.2929, d1.loss_bbox: 0.1957, d1.loss_iou: 0.4400, d2.loss_cls: 0.2743, d2.loss_bbox: 0.1934, d2.loss_iou: 0.4362, d3.loss_cls: 0.2654, d3.loss_bbox: 0.1937, d3.loss_iou: 0.4365, d4.loss_cls: 0.2641, d4.loss_bbox: 0.1934, d4.loss_iou: 0.4354, dn_loss_cls: 0.0486, dn_loss_bbox: 0.3455, dn_loss_iou: 0.4417, d0.dn_loss_cls: 0.0855, d0.dn_loss_bbox: 0.4815, d0.dn_loss_iou: 0.5759, d1.dn_loss_cls: 0.0598, d1.dn_loss_bbox: 0.3827, d1.dn_loss_iou: 0.4767, d2.dn_loss_cls: 0.0519, d2.dn_loss_bbox: 0.3527, d2.dn_loss_iou: 0.4508, d3.dn_loss_cls: 0.0492, d3.dn_loss_bbox: 0.3477, d3.dn_loss_iou: 0.4453, d4.dn_loss_cls: 0.0482, d4.dn_loss_bbox: 0.3455, d4.dn_loss_iou: 0.4418, loss: 11.9752 2024-05-19 19:50:50,319 - mmdet - INFO - Epoch [3][1950/3665] lr: 2.000e-04, eta: 2 days, 1:24:13, time: 1.463, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3211, interm_loss_bbox: 0.2332, interm_loss_iou: 0.5091, loss_cls: 0.2642, loss_bbox: 0.1936, loss_iou: 0.4461, d0.loss_cls: 0.3344, d0.loss_bbox: 0.1987, d0.loss_iou: 0.4528, d1.loss_cls: 0.2933, d1.loss_bbox: 0.1967, d1.loss_iou: 0.4481, d2.loss_cls: 0.2760, d2.loss_bbox: 0.1931, d2.loss_iou: 0.4450, d3.loss_cls: 0.2665, d3.loss_bbox: 0.1943, d3.loss_iou: 0.4466, d4.loss_cls: 0.2648, d4.loss_bbox: 0.1932, d4.loss_iou: 0.4458, dn_loss_cls: 0.0479, dn_loss_bbox: 0.3428, dn_loss_iou: 0.4414, d0.dn_loss_cls: 0.0842, d0.dn_loss_bbox: 0.4793, d0.dn_loss_iou: 0.5790, d1.dn_loss_cls: 0.0590, d1.dn_loss_bbox: 0.3795, d1.dn_loss_iou: 0.4764, d2.dn_loss_cls: 0.0514, d2.dn_loss_bbox: 0.3496, d2.dn_loss_iou: 0.4499, d3.dn_loss_cls: 0.0486, d3.dn_loss_bbox: 0.3450, d3.dn_loss_iou: 0.4443, d4.dn_loss_cls: 0.0478, d4.dn_loss_bbox: 0.3428, d4.dn_loss_iou: 0.4414, loss: 12.0268 2024-05-19 19:52:05,564 - mmdet - INFO - Epoch [3][2000/3665] lr: 2.000e-04, eta: 2 days, 1:23:37, time: 1.505, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3167, interm_loss_bbox: 0.2230, interm_loss_iou: 0.4979, loss_cls: 0.2595, loss_bbox: 0.1860, loss_iou: 0.4330, d0.loss_cls: 0.3294, d0.loss_bbox: 0.1884, d0.loss_iou: 0.4406, d1.loss_cls: 0.2882, d1.loss_bbox: 0.1883, d1.loss_iou: 0.4363, d2.loss_cls: 0.2704, d2.loss_bbox: 0.1868, d2.loss_iou: 0.4335, d3.loss_cls: 0.2611, d3.loss_bbox: 0.1868, d3.loss_iou: 0.4345, d4.loss_cls: 0.2597, d4.loss_bbox: 0.1867, d4.loss_iou: 0.4337, dn_loss_cls: 0.0478, dn_loss_bbox: 0.3435, dn_loss_iou: 0.4341, d0.dn_loss_cls: 0.0834, d0.dn_loss_bbox: 0.4819, d0.dn_loss_iou: 0.5673, d1.dn_loss_cls: 0.0587, d1.dn_loss_bbox: 0.3820, d1.dn_loss_iou: 0.4695, d2.dn_loss_cls: 0.0511, d2.dn_loss_bbox: 0.3514, d2.dn_loss_iou: 0.4435, d3.dn_loss_cls: 0.0487, d3.dn_loss_bbox: 0.3460, d3.dn_loss_iou: 0.4375, d4.dn_loss_cls: 0.0478, d4.dn_loss_bbox: 0.3435, d4.dn_loss_iou: 0.4342, loss: 11.8121 2024-05-19 19:53:16,461 - mmdet - INFO - Epoch [3][2050/3665] lr: 2.000e-04, eta: 2 days, 1:22:03, time: 1.418, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3157, interm_loss_bbox: 0.2281, interm_loss_iou: 0.5028, loss_cls: 0.2565, loss_bbox: 0.1899, loss_iou: 0.4408, d0.loss_cls: 0.3273, d0.loss_bbox: 0.1935, d0.loss_iou: 0.4462, d1.loss_cls: 0.2863, d1.loss_bbox: 0.1933, d1.loss_iou: 0.4454, d2.loss_cls: 0.2689, d2.loss_bbox: 0.1898, d2.loss_iou: 0.4416, d3.loss_cls: 0.2590, d3.loss_bbox: 0.1907, d3.loss_iou: 0.4420, d4.loss_cls: 0.2576, d4.loss_bbox: 0.1895, d4.loss_iou: 0.4408, dn_loss_cls: 0.0462, dn_loss_bbox: 0.3186, dn_loss_iou: 0.4277, d0.dn_loss_cls: 0.0829, d0.dn_loss_bbox: 0.4541, d0.dn_loss_iou: 0.5617, d1.dn_loss_cls: 0.0571, d1.dn_loss_bbox: 0.3553, d1.dn_loss_iou: 0.4626, d2.dn_loss_cls: 0.0494, d2.dn_loss_bbox: 0.3259, d2.dn_loss_iou: 0.4360, d3.dn_loss_cls: 0.0468, d3.dn_loss_bbox: 0.3210, d3.dn_loss_iou: 0.4308, d4.dn_loss_cls: 0.0462, d4.dn_loss_bbox: 0.3187, d4.dn_loss_iou: 0.4276, loss: 11.6745 2024-05-19 19:54:35,417 - mmdet - INFO - Epoch [3][2100/3665] lr: 2.000e-04, eta: 2 days, 1:22:15, time: 1.579, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3148, interm_loss_bbox: 0.2264, interm_loss_iou: 0.4972, loss_cls: 0.2609, loss_bbox: 0.1880, loss_iou: 0.4358, d0.loss_cls: 0.3279, d0.loss_bbox: 0.1912, d0.loss_iou: 0.4423, d1.loss_cls: 0.2887, d1.loss_bbox: 0.1907, d1.loss_iou: 0.4391, d2.loss_cls: 0.2699, d2.loss_bbox: 0.1899, d2.loss_iou: 0.4371, d3.loss_cls: 0.2630, d3.loss_bbox: 0.1887, d3.loss_iou: 0.4371, d4.loss_cls: 0.2616, d4.loss_bbox: 0.1885, d4.loss_iou: 0.4363, dn_loss_cls: 0.0460, dn_loss_bbox: 0.3311, dn_loss_iou: 0.4321, d0.dn_loss_cls: 0.0818, d0.dn_loss_bbox: 0.4609, d0.dn_loss_iou: 0.5618, d1.dn_loss_cls: 0.0567, d1.dn_loss_bbox: 0.3656, d1.dn_loss_iou: 0.4654, d2.dn_loss_cls: 0.0490, d2.dn_loss_bbox: 0.3384, d2.dn_loss_iou: 0.4407, d3.dn_loss_cls: 0.0465, d3.dn_loss_bbox: 0.3332, d3.dn_loss_iou: 0.4351, d4.dn_loss_cls: 0.0460, d4.dn_loss_bbox: 0.3312, d4.dn_loss_iou: 0.4321, loss: 11.7290 2024-05-19 19:55:46,883 - mmdet - INFO - Epoch [3][2150/3665] lr: 2.000e-04, eta: 2 days, 1:20:48, time: 1.429, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3143, interm_loss_bbox: 0.2251, interm_loss_iou: 0.4915, loss_cls: 0.2609, loss_bbox: 0.1816, loss_iou: 0.4231, d0.loss_cls: 0.3270, d0.loss_bbox: 0.1891, d0.loss_iou: 0.4355, d1.loss_cls: 0.2873, d1.loss_bbox: 0.1863, d1.loss_iou: 0.4288, d2.loss_cls: 0.2704, d2.loss_bbox: 0.1826, d2.loss_iou: 0.4233, d3.loss_cls: 0.2621, d3.loss_bbox: 0.1823, d3.loss_iou: 0.4247, d4.loss_cls: 0.2608, d4.loss_bbox: 0.1822, d4.loss_iou: 0.4240, dn_loss_cls: 0.0453, dn_loss_bbox: 0.3305, dn_loss_iou: 0.4231, d0.dn_loss_cls: 0.0822, d0.dn_loss_bbox: 0.4612, d0.dn_loss_iou: 0.5587, d1.dn_loss_cls: 0.0568, d1.dn_loss_bbox: 0.3651, d1.dn_loss_iou: 0.4580, d2.dn_loss_cls: 0.0490, d2.dn_loss_bbox: 0.3371, d2.dn_loss_iou: 0.4317, d3.dn_loss_cls: 0.0459, d3.dn_loss_bbox: 0.3324, d3.dn_loss_iou: 0.4262, d4.dn_loss_cls: 0.0452, d4.dn_loss_bbox: 0.3305, d4.dn_loss_iou: 0.4231, loss: 11.5650 2024-05-19 19:56:58,802 - mmdet - INFO - Epoch [3][2200/3665] lr: 2.000e-04, eta: 2 days, 1:19:28, time: 1.439, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3146, interm_loss_bbox: 0.2314, interm_loss_iou: 0.5026, loss_cls: 0.2592, loss_bbox: 0.1878, loss_iou: 0.4305, d0.loss_cls: 0.3281, d0.loss_bbox: 0.1925, d0.loss_iou: 0.4411, d1.loss_cls: 0.2880, d1.loss_bbox: 0.1912, d1.loss_iou: 0.4366, d2.loss_cls: 0.2711, d2.loss_bbox: 0.1872, d2.loss_iou: 0.4306, d3.loss_cls: 0.2614, d3.loss_bbox: 0.1883, d3.loss_iou: 0.4313, d4.loss_cls: 0.2601, d4.loss_bbox: 0.1876, d4.loss_iou: 0.4309, dn_loss_cls: 0.0472, dn_loss_bbox: 0.3375, dn_loss_iou: 0.4324, d0.dn_loss_cls: 0.0830, d0.dn_loss_bbox: 0.4717, d0.dn_loss_iou: 0.5662, d1.dn_loss_cls: 0.0576, d1.dn_loss_bbox: 0.3742, d1.dn_loss_iou: 0.4665, d2.dn_loss_cls: 0.0503, d2.dn_loss_bbox: 0.3453, d2.dn_loss_iou: 0.4413, d3.dn_loss_cls: 0.0478, d3.dn_loss_bbox: 0.3404, d3.dn_loss_iou: 0.4358, d4.dn_loss_cls: 0.0472, d4.dn_loss_bbox: 0.3376, d4.dn_loss_iou: 0.4324, loss: 11.7666 2024-05-19 19:58:16,061 - mmdet - INFO - Epoch [3][2250/3665] lr: 2.000e-04, eta: 2 days, 1:19:16, time: 1.545, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3189, interm_loss_bbox: 0.2379, interm_loss_iou: 0.5073, loss_cls: 0.2678, loss_bbox: 0.1904, loss_iou: 0.4329, d0.loss_cls: 0.3348, d0.loss_bbox: 0.1955, d0.loss_iou: 0.4457, d1.loss_cls: 0.2950, d1.loss_bbox: 0.1949, d1.loss_iou: 0.4407, d2.loss_cls: 0.2778, d2.loss_bbox: 0.1918, d2.loss_iou: 0.4360, d3.loss_cls: 0.2705, d3.loss_bbox: 0.1914, d3.loss_iou: 0.4349, d4.loss_cls: 0.2683, d4.loss_bbox: 0.1907, d4.loss_iou: 0.4338, dn_loss_cls: 0.0493, dn_loss_bbox: 0.3408, dn_loss_iou: 0.4369, d0.dn_loss_cls: 0.0859, d0.dn_loss_bbox: 0.4852, d0.dn_loss_iou: 0.5776, d1.dn_loss_cls: 0.0601, d1.dn_loss_bbox: 0.3803, d1.dn_loss_iou: 0.4736, d2.dn_loss_cls: 0.0524, d2.dn_loss_bbox: 0.3498, d2.dn_loss_iou: 0.4465, d3.dn_loss_cls: 0.0499, d3.dn_loss_bbox: 0.3436, d3.dn_loss_iou: 0.4405, d4.dn_loss_cls: 0.0489, d4.dn_loss_bbox: 0.3408, d4.dn_loss_iou: 0.4369, loss: 11.9558 2024-05-19 19:59:30,254 - mmdet - INFO - Epoch [3][2300/3665] lr: 2.000e-04, eta: 2 days, 1:18:24, time: 1.483, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3134, interm_loss_bbox: 0.2319, interm_loss_iou: 0.5124, loss_cls: 0.2582, loss_bbox: 0.1875, loss_iou: 0.4396, d0.loss_cls: 0.3259, d0.loss_bbox: 0.1938, d0.loss_iou: 0.4509, d1.loss_cls: 0.2859, d1.loss_bbox: 0.1910, d1.loss_iou: 0.4467, d2.loss_cls: 0.2682, d2.loss_bbox: 0.1887, d2.loss_iou: 0.4422, d3.loss_cls: 0.2613, d3.loss_bbox: 0.1877, d3.loss_iou: 0.4405, d4.loss_cls: 0.2592, d4.loss_bbox: 0.1873, d4.loss_iou: 0.4399, dn_loss_cls: 0.0448, dn_loss_bbox: 0.3280, dn_loss_iou: 0.4325, d0.dn_loss_cls: 0.0816, d0.dn_loss_bbox: 0.4606, d0.dn_loss_iou: 0.5679, d1.dn_loss_cls: 0.0558, d1.dn_loss_bbox: 0.3631, d1.dn_loss_iou: 0.4663, d2.dn_loss_cls: 0.0482, d2.dn_loss_bbox: 0.3355, d2.dn_loss_iou: 0.4409, d3.dn_loss_cls: 0.0458, d3.dn_loss_bbox: 0.3303, d3.dn_loss_iou: 0.4356, d4.dn_loss_cls: 0.0449, d4.dn_loss_bbox: 0.3280, d4.dn_loss_iou: 0.4325, loss: 11.7541 2024-05-19 20:00:42,001 - mmdet - INFO - Epoch [3][2350/3665] lr: 2.000e-04, eta: 2 days, 1:17:01, time: 1.435, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3127, interm_loss_bbox: 0.2304, interm_loss_iou: 0.4864, loss_cls: 0.2577, loss_bbox: 0.1883, loss_iou: 0.4195, d0.loss_cls: 0.3281, d0.loss_bbox: 0.1927, d0.loss_iou: 0.4289, d1.loss_cls: 0.2858, d1.loss_bbox: 0.1903, d1.loss_iou: 0.4242, d2.loss_cls: 0.2697, d2.loss_bbox: 0.1878, d2.loss_iou: 0.4199, d3.loss_cls: 0.2602, d3.loss_bbox: 0.1885, d3.loss_iou: 0.4209, d4.loss_cls: 0.2580, d4.loss_bbox: 0.1886, d4.loss_iou: 0.4205, dn_loss_cls: 0.0480, dn_loss_bbox: 0.3330, dn_loss_iou: 0.4218, d0.dn_loss_cls: 0.0846, d0.dn_loss_bbox: 0.4792, d0.dn_loss_iou: 0.5639, d1.dn_loss_cls: 0.0590, d1.dn_loss_bbox: 0.3736, d1.dn_loss_iou: 0.4583, d2.dn_loss_cls: 0.0511, d2.dn_loss_bbox: 0.3418, d2.dn_loss_iou: 0.4310, d3.dn_loss_cls: 0.0485, d3.dn_loss_bbox: 0.3356, d3.dn_loss_iou: 0.4252, d4.dn_loss_cls: 0.0480, d4.dn_loss_bbox: 0.3331, d4.dn_loss_iou: 0.4218, loss: 11.6167 2024-05-19 20:01:53,234 - mmdet - INFO - Epoch [3][2400/3665] lr: 2.000e-04, eta: 2 days, 1:15:31, time: 1.424, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3203, interm_loss_bbox: 0.2244, interm_loss_iou: 0.5024, loss_cls: 0.2634, loss_bbox: 0.1854, loss_iou: 0.4393, d0.loss_cls: 0.3315, d0.loss_bbox: 0.1899, d0.loss_iou: 0.4483, d1.loss_cls: 0.2911, d1.loss_bbox: 0.1884, d1.loss_iou: 0.4446, d2.loss_cls: 0.2744, d2.loss_bbox: 0.1845, d2.loss_iou: 0.4402, d3.loss_cls: 0.2661, d3.loss_bbox: 0.1843, d3.loss_iou: 0.4394, d4.loss_cls: 0.2635, d4.loss_bbox: 0.1854, d4.loss_iou: 0.4400, dn_loss_cls: 0.0470, dn_loss_bbox: 0.3418, dn_loss_iou: 0.4412, d0.dn_loss_cls: 0.0831, d0.dn_loss_bbox: 0.4746, d0.dn_loss_iou: 0.5758, d1.dn_loss_cls: 0.0578, d1.dn_loss_bbox: 0.3788, d1.dn_loss_iou: 0.4760, d2.dn_loss_cls: 0.0501, d2.dn_loss_bbox: 0.3494, d2.dn_loss_iou: 0.4504, d3.dn_loss_cls: 0.0474, d3.dn_loss_bbox: 0.3438, d3.dn_loss_iou: 0.4447, d4.dn_loss_cls: 0.0469, d4.dn_loss_bbox: 0.3418, d4.dn_loss_iou: 0.4412, loss: 11.8988 2024-05-19 20:03:05,063 - mmdet - INFO - Epoch [3][2450/3665] lr: 2.000e-04, eta: 2 days, 1:14:10, time: 1.437, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3162, interm_loss_bbox: 0.2399, interm_loss_iou: 0.4972, loss_cls: 0.2598, loss_bbox: 0.1911, loss_iou: 0.4257, d0.loss_cls: 0.3304, d0.loss_bbox: 0.1966, d0.loss_iou: 0.4349, d1.loss_cls: 0.2886, d1.loss_bbox: 0.1968, d1.loss_iou: 0.4305, d2.loss_cls: 0.2706, d2.loss_bbox: 0.1928, d2.loss_iou: 0.4270, d3.loss_cls: 0.2628, d3.loss_bbox: 0.1913, d3.loss_iou: 0.4267, d4.loss_cls: 0.2611, d4.loss_bbox: 0.1906, d4.loss_iou: 0.4256, dn_loss_cls: 0.0473, dn_loss_bbox: 0.3491, dn_loss_iou: 0.4305, d0.dn_loss_cls: 0.0836, d0.dn_loss_bbox: 0.4854, d0.dn_loss_iou: 0.5651, d1.dn_loss_cls: 0.0584, d1.dn_loss_bbox: 0.3872, d1.dn_loss_iou: 0.4657, d2.dn_loss_cls: 0.0513, d2.dn_loss_bbox: 0.3568, d2.dn_loss_iou: 0.4392, d3.dn_loss_cls: 0.0484, d3.dn_loss_bbox: 0.3516, d3.dn_loss_iou: 0.4339, d4.dn_loss_cls: 0.0477, d4.dn_loss_bbox: 0.3492, d4.dn_loss_iou: 0.4305, loss: 11.8369 2024-05-19 20:04:22,637 - mmdet - INFO - Epoch [3][2500/3665] lr: 2.000e-04, eta: 2 days, 1:14:00, time: 1.551, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3163, interm_loss_bbox: 0.2264, interm_loss_iou: 0.4947, loss_cls: 0.2617, loss_bbox: 0.1853, loss_iou: 0.4268, d0.loss_cls: 0.3285, d0.loss_bbox: 0.1895, d0.loss_iou: 0.4382, d1.loss_cls: 0.2905, d1.loss_bbox: 0.1872, d1.loss_iou: 0.4328, d2.loss_cls: 0.2717, d2.loss_bbox: 0.1854, d2.loss_iou: 0.4283, d3.loss_cls: 0.2637, d3.loss_bbox: 0.1853, d3.loss_iou: 0.4285, d4.loss_cls: 0.2623, d4.loss_bbox: 0.1851, d4.loss_iou: 0.4275, dn_loss_cls: 0.0471, dn_loss_bbox: 0.3335, dn_loss_iou: 0.4287, d0.dn_loss_cls: 0.0829, d0.dn_loss_bbox: 0.4681, d0.dn_loss_iou: 0.5637, d1.dn_loss_cls: 0.0571, d1.dn_loss_bbox: 0.3717, d1.dn_loss_iou: 0.4660, d2.dn_loss_cls: 0.0498, d2.dn_loss_bbox: 0.3411, d2.dn_loss_iou: 0.4378, d3.dn_loss_cls: 0.0473, d3.dn_loss_bbox: 0.3356, d3.dn_loss_iou: 0.4320, d4.dn_loss_cls: 0.0469, d4.dn_loss_bbox: 0.3335, d4.dn_loss_iou: 0.4288, loss: 11.6872 2024-05-19 20:05:38,102 - mmdet - INFO - Epoch [3][2550/3665] lr: 2.000e-04, eta: 2 days, 1:13:23, time: 1.509, data_time: 0.014, memory: 41048, interm_loss_cls: 0.3162, interm_loss_bbox: 0.2286, interm_loss_iou: 0.4982, loss_cls: 0.2611, loss_bbox: 0.1894, loss_iou: 0.4334, d0.loss_cls: 0.3307, d0.loss_bbox: 0.1919, d0.loss_iou: 0.4421, d1.loss_cls: 0.2902, d1.loss_bbox: 0.1921, d1.loss_iou: 0.4383, d2.loss_cls: 0.2724, d2.loss_bbox: 0.1882, d2.loss_iou: 0.4338, d3.loss_cls: 0.2642, d3.loss_bbox: 0.1889, d3.loss_iou: 0.4339, d4.loss_cls: 0.2618, d4.loss_bbox: 0.1896, d4.loss_iou: 0.4332, dn_loss_cls: 0.0461, dn_loss_bbox: 0.3267, dn_loss_iou: 0.4357, d0.dn_loss_cls: 0.0833, d0.dn_loss_bbox: 0.4555, d0.dn_loss_iou: 0.5698, d1.dn_loss_cls: 0.0569, d1.dn_loss_bbox: 0.3618, d1.dn_loss_iou: 0.4703, d2.dn_loss_cls: 0.0492, d2.dn_loss_bbox: 0.3336, d2.dn_loss_iou: 0.4443, d3.dn_loss_cls: 0.0466, d3.dn_loss_bbox: 0.3286, d3.dn_loss_iou: 0.4387, d4.dn_loss_cls: 0.0459, d4.dn_loss_bbox: 0.3267, d4.dn_loss_iou: 0.4356, loss: 11.7337 2024-05-19 20:06:49,253 - mmdet - INFO - Epoch [3][2600/3665] lr: 2.000e-04, eta: 2 days, 1:11:53, time: 1.423, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3157, interm_loss_bbox: 0.2264, interm_loss_iou: 0.4936, loss_cls: 0.2608, loss_bbox: 0.1917, loss_iou: 0.4329, d0.loss_cls: 0.3275, d0.loss_bbox: 0.1959, d0.loss_iou: 0.4406, d1.loss_cls: 0.2868, d1.loss_bbox: 0.1952, d1.loss_iou: 0.4396, d2.loss_cls: 0.2729, d2.loss_bbox: 0.1899, d2.loss_iou: 0.4322, d3.loss_cls: 0.2632, d3.loss_bbox: 0.1910, d3.loss_iou: 0.4341, d4.loss_cls: 0.2606, d4.loss_bbox: 0.1922, d4.loss_iou: 0.4347, dn_loss_cls: 0.0478, dn_loss_bbox: 0.3310, dn_loss_iou: 0.4275, d0.dn_loss_cls: 0.0833, d0.dn_loss_bbox: 0.4638, d0.dn_loss_iou: 0.5596, d1.dn_loss_cls: 0.0577, d1.dn_loss_bbox: 0.3652, d1.dn_loss_iou: 0.4612, d2.dn_loss_cls: 0.0503, d2.dn_loss_bbox: 0.3382, d2.dn_loss_iou: 0.4367, d3.dn_loss_cls: 0.0478, d3.dn_loss_bbox: 0.3331, d3.dn_loss_iou: 0.4310, d4.dn_loss_cls: 0.0474, d4.dn_loss_bbox: 0.3311, d4.dn_loss_iou: 0.4275, loss: 11.7176 2024-05-19 20:08:04,690 - mmdet - INFO - Epoch [3][2650/3665] lr: 2.000e-04, eta: 2 days, 1:11:15, time: 1.509, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3148, interm_loss_bbox: 0.2213, interm_loss_iou: 0.4901, loss_cls: 0.2550, loss_bbox: 0.1841, loss_iou: 0.4318, d0.loss_cls: 0.3286, d0.loss_bbox: 0.1877, d0.loss_iou: 0.4358, d1.loss_cls: 0.2858, d1.loss_bbox: 0.1878, d1.loss_iou: 0.4356, d2.loss_cls: 0.2679, d2.loss_bbox: 0.1825, d2.loss_iou: 0.4298, d3.loss_cls: 0.2567, d3.loss_bbox: 0.1848, d3.loss_iou: 0.4331, d4.loss_cls: 0.2553, d4.loss_bbox: 0.1840, d4.loss_iou: 0.4322, dn_loss_cls: 0.0453, dn_loss_bbox: 0.3351, dn_loss_iou: 0.4236, d0.dn_loss_cls: 0.0824, d0.dn_loss_bbox: 0.4705, d0.dn_loss_iou: 0.5595, d1.dn_loss_cls: 0.0563, d1.dn_loss_bbox: 0.3716, d1.dn_loss_iou: 0.4586, d2.dn_loss_cls: 0.0486, d2.dn_loss_bbox: 0.3426, d2.dn_loss_iou: 0.4328, d3.dn_loss_cls: 0.0458, d3.dn_loss_bbox: 0.3372, d3.dn_loss_iou: 0.4270, d4.dn_loss_cls: 0.0453, d4.dn_loss_bbox: 0.3351, d4.dn_loss_iou: 0.4235, loss: 11.6254 2024-05-19 20:09:18,314 - mmdet - INFO - Epoch [3][2700/3665] lr: 2.000e-04, eta: 2 days, 1:10:15, time: 1.472, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3229, interm_loss_bbox: 0.2289, interm_loss_iou: 0.5026, loss_cls: 0.2627, loss_bbox: 0.1869, loss_iou: 0.4417, d0.loss_cls: 0.3339, d0.loss_bbox: 0.1936, d0.loss_iou: 0.4490, d1.loss_cls: 0.2922, d1.loss_bbox: 0.1901, d1.loss_iou: 0.4446, d2.loss_cls: 0.2737, d2.loss_bbox: 0.1869, d2.loss_iou: 0.4428, d3.loss_cls: 0.2653, d3.loss_bbox: 0.1866, d3.loss_iou: 0.4424, d4.loss_cls: 0.2624, d4.loss_bbox: 0.1879, d4.loss_iou: 0.4435, dn_loss_cls: 0.0475, dn_loss_bbox: 0.3363, dn_loss_iou: 0.4400, d0.dn_loss_cls: 0.0838, d0.dn_loss_bbox: 0.4679, d0.dn_loss_iou: 0.5753, d1.dn_loss_cls: 0.0584, d1.dn_loss_bbox: 0.3704, d1.dn_loss_iou: 0.4753, d2.dn_loss_cls: 0.0510, d2.dn_loss_bbox: 0.3437, d2.dn_loss_iou: 0.4493, d3.dn_loss_cls: 0.0483, d3.dn_loss_bbox: 0.3386, d3.dn_loss_iou: 0.4434, d4.dn_loss_cls: 0.0474, d4.dn_loss_bbox: 0.3363, d4.dn_loss_iou: 0.4400, loss: 11.8935 2024-05-19 20:10:30,256 - mmdet - INFO - Epoch [3][2750/3665] lr: 2.000e-04, eta: 2 days, 1:08:55, time: 1.439, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3103, interm_loss_bbox: 0.2349, interm_loss_iou: 0.4856, loss_cls: 0.2535, loss_bbox: 0.1874, loss_iou: 0.4128, d0.loss_cls: 0.3227, d0.loss_bbox: 0.1968, d0.loss_iou: 0.4300, d1.loss_cls: 0.2801, d1.loss_bbox: 0.1935, d1.loss_iou: 0.4228, d2.loss_cls: 0.2643, d2.loss_bbox: 0.1888, d2.loss_iou: 0.4146, d3.loss_cls: 0.2553, d3.loss_bbox: 0.1880, d3.loss_iou: 0.4138, d4.loss_cls: 0.2534, d4.loss_bbox: 0.1874, d4.loss_iou: 0.4134, dn_loss_cls: 0.0448, dn_loss_bbox: 0.3302, dn_loss_iou: 0.4107, d0.dn_loss_cls: 0.0836, d0.dn_loss_bbox: 0.4755, d0.dn_loss_iou: 0.5497, d1.dn_loss_cls: 0.0567, d1.dn_loss_bbox: 0.3684, d1.dn_loss_iou: 0.4466, d2.dn_loss_cls: 0.0491, d2.dn_loss_bbox: 0.3382, d2.dn_loss_iou: 0.4199, d3.dn_loss_cls: 0.0460, d3.dn_loss_bbox: 0.3325, d3.dn_loss_iou: 0.4140, d4.dn_loss_cls: 0.0450, d4.dn_loss_bbox: 0.3302, d4.dn_loss_iou: 0.4107, loss: 11.4613 2024-05-19 20:11:48,113 - mmdet - INFO - Epoch [3][2800/3665] lr: 2.000e-04, eta: 2 days, 1:08:45, time: 1.557, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3258, interm_loss_bbox: 0.2316, interm_loss_iou: 0.5197, loss_cls: 0.2725, loss_bbox: 0.1899, loss_iou: 0.4500, d0.loss_cls: 0.3413, d0.loss_bbox: 0.1920, d0.loss_iou: 0.4587, d1.loss_cls: 0.2995, d1.loss_bbox: 0.1923, d1.loss_iou: 0.4573, d2.loss_cls: 0.2829, d2.loss_bbox: 0.1895, d2.loss_iou: 0.4524, d3.loss_cls: 0.2745, d3.loss_bbox: 0.1903, d3.loss_iou: 0.4512, d4.loss_cls: 0.2733, d4.loss_bbox: 0.1900, d4.loss_iou: 0.4503, dn_loss_cls: 0.0464, dn_loss_bbox: 0.3415, dn_loss_iou: 0.4384, d0.dn_loss_cls: 0.0827, d0.dn_loss_bbox: 0.4785, d0.dn_loss_iou: 0.5731, d1.dn_loss_cls: 0.0569, d1.dn_loss_bbox: 0.3795, d1.dn_loss_iou: 0.4743, d2.dn_loss_cls: 0.0498, d2.dn_loss_bbox: 0.3495, d2.dn_loss_iou: 0.4480, d3.dn_loss_cls: 0.0469, d3.dn_loss_bbox: 0.3439, d3.dn_loss_iou: 0.4419, d4.dn_loss_cls: 0.0463, d4.dn_loss_bbox: 0.3415, d4.dn_loss_iou: 0.4384, loss: 12.0626 2024-05-19 20:13:02,065 - mmdet - INFO - Epoch [3][2850/3665] lr: 2.000e-04, eta: 2 days, 1:07:48, time: 1.479, data_time: 0.019, memory: 41048, interm_loss_cls: 0.3108, interm_loss_bbox: 0.2301, interm_loss_iou: 0.5068, loss_cls: 0.2595, loss_bbox: 0.1894, loss_iou: 0.4406, d0.loss_cls: 0.3236, d0.loss_bbox: 0.1942, d0.loss_iou: 0.4493, d1.loss_cls: 0.2849, d1.loss_bbox: 0.1931, d1.loss_iou: 0.4478, d2.loss_cls: 0.2688, d2.loss_bbox: 0.1892, d2.loss_iou: 0.4421, d3.loss_cls: 0.2614, d3.loss_bbox: 0.1897, d3.loss_iou: 0.4409, d4.loss_cls: 0.2595, d4.loss_bbox: 0.1898, d4.loss_iou: 0.4413, dn_loss_cls: 0.0451, dn_loss_bbox: 0.3223, dn_loss_iou: 0.4415, d0.dn_loss_cls: 0.0820, d0.dn_loss_bbox: 0.4549, d0.dn_loss_iou: 0.5768, d1.dn_loss_cls: 0.0560, d1.dn_loss_bbox: 0.3568, d1.dn_loss_iou: 0.4760, d2.dn_loss_cls: 0.0485, d2.dn_loss_bbox: 0.3291, d2.dn_loss_iou: 0.4500, d3.dn_loss_cls: 0.0458, d3.dn_loss_bbox: 0.3245, d3.dn_loss_iou: 0.4447, d4.dn_loss_cls: 0.0451, d4.dn_loss_bbox: 0.3223, d4.dn_loss_iou: 0.4415, loss: 11.7758 2024-05-19 20:14:13,642 - mmdet - INFO - Epoch [3][2900/3665] lr: 2.000e-04, eta: 2 days, 1:06:23, time: 1.432, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3108, interm_loss_bbox: 0.2283, interm_loss_iou: 0.4999, loss_cls: 0.2586, loss_bbox: 0.1824, loss_iou: 0.4293, d0.loss_cls: 0.3221, d0.loss_bbox: 0.1902, d0.loss_iou: 0.4430, d1.loss_cls: 0.2860, d1.loss_bbox: 0.1867, d1.loss_iou: 0.4360, d2.loss_cls: 0.2681, d2.loss_bbox: 0.1832, d2.loss_iou: 0.4313, d3.loss_cls: 0.2610, d3.loss_bbox: 0.1832, d3.loss_iou: 0.4306, d4.loss_cls: 0.2583, d4.loss_bbox: 0.1833, d4.loss_iou: 0.4305, dn_loss_cls: 0.0437, dn_loss_bbox: 0.3259, dn_loss_iou: 0.4242, d0.dn_loss_cls: 0.0794, d0.dn_loss_bbox: 0.4693, d0.dn_loss_iou: 0.5609, d1.dn_loss_cls: 0.0546, d1.dn_loss_bbox: 0.3668, d1.dn_loss_iou: 0.4607, d2.dn_loss_cls: 0.0471, d2.dn_loss_bbox: 0.3342, d2.dn_loss_iou: 0.4336, d3.dn_loss_cls: 0.0443, d3.dn_loss_bbox: 0.3288, d3.dn_loss_iou: 0.4278, d4.dn_loss_cls: 0.0436, d4.dn_loss_bbox: 0.3259, d4.dn_loss_iou: 0.4243, loss: 11.5977 2024-05-19 20:15:24,554 - mmdet - INFO - Epoch [3][2950/3665] lr: 2.000e-04, eta: 2 days, 1:04:50, time: 1.418, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3143, interm_loss_bbox: 0.2311, interm_loss_iou: 0.4888, loss_cls: 0.2592, loss_bbox: 0.1885, loss_iou: 0.4241, d0.loss_cls: 0.3269, d0.loss_bbox: 0.1956, d0.loss_iou: 0.4336, d1.loss_cls: 0.2845, d1.loss_bbox: 0.1935, d1.loss_iou: 0.4312, d2.loss_cls: 0.2682, d2.loss_bbox: 0.1896, d2.loss_iou: 0.4272, d3.loss_cls: 0.2616, d3.loss_bbox: 0.1889, d3.loss_iou: 0.4259, d4.loss_cls: 0.2594, d4.loss_bbox: 0.1891, d4.loss_iou: 0.4248, dn_loss_cls: 0.0466, dn_loss_bbox: 0.3297, dn_loss_iou: 0.4239, d0.dn_loss_cls: 0.0833, d0.dn_loss_bbox: 0.4619, d0.dn_loss_iou: 0.5554, d1.dn_loss_cls: 0.0569, d1.dn_loss_bbox: 0.3642, d1.dn_loss_iou: 0.4583, d2.dn_loss_cls: 0.0500, d2.dn_loss_bbox: 0.3367, d2.dn_loss_iou: 0.4324, d3.dn_loss_cls: 0.0474, d3.dn_loss_bbox: 0.3318, d3.dn_loss_iou: 0.4270, d4.dn_loss_cls: 0.0466, d4.dn_loss_bbox: 0.3297, d4.dn_loss_iou: 0.4239, loss: 11.6119 2024-05-19 20:16:35,504 - mmdet - INFO - Epoch [3][3000/3665] lr: 2.000e-04, eta: 2 days, 1:03:18, time: 1.419, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3142, interm_loss_bbox: 0.2227, interm_loss_iou: 0.4878, loss_cls: 0.2589, loss_bbox: 0.1833, loss_iou: 0.4283, d0.loss_cls: 0.3255, d0.loss_bbox: 0.1912, d0.loss_iou: 0.4390, d1.loss_cls: 0.2852, d1.loss_bbox: 0.1882, d1.loss_iou: 0.4338, d2.loss_cls: 0.2692, d2.loss_bbox: 0.1842, d2.loss_iou: 0.4296, d3.loss_cls: 0.2602, d3.loss_bbox: 0.1842, d3.loss_iou: 0.4300, d4.loss_cls: 0.2582, d4.loss_bbox: 0.1842, d4.loss_iou: 0.4293, dn_loss_cls: 0.0418, dn_loss_bbox: 0.3169, dn_loss_iou: 0.4196, d0.dn_loss_cls: 0.0771, d0.dn_loss_bbox: 0.4501, d0.dn_loss_iou: 0.5516, d1.dn_loss_cls: 0.0516, d1.dn_loss_bbox: 0.3527, d1.dn_loss_iou: 0.4540, d2.dn_loss_cls: 0.0449, d2.dn_loss_bbox: 0.3239, d2.dn_loss_iou: 0.4280, d3.dn_loss_cls: 0.0424, d3.dn_loss_bbox: 0.3194, d3.dn_loss_iou: 0.4229, d4.dn_loss_cls: 0.0416, d4.dn_loss_bbox: 0.3170, d4.dn_loss_iou: 0.4196, loss: 11.4626 2024-05-19 20:17:49,046 - mmdet - INFO - Epoch [3][3050/3665] lr: 2.000e-04, eta: 2 days, 1:02:16, time: 1.471, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3145, interm_loss_bbox: 0.2251, interm_loss_iou: 0.5051, loss_cls: 0.2617, loss_bbox: 0.1871, loss_iou: 0.4446, d0.loss_cls: 0.3316, d0.loss_bbox: 0.1906, d0.loss_iou: 0.4519, d1.loss_cls: 0.2917, d1.loss_bbox: 0.1903, d1.loss_iou: 0.4477, d2.loss_cls: 0.2742, d2.loss_bbox: 0.1879, d2.loss_iou: 0.4439, d3.loss_cls: 0.2640, d3.loss_bbox: 0.1877, d3.loss_iou: 0.4446, d4.loss_cls: 0.2625, d4.loss_bbox: 0.1879, d4.loss_iou: 0.4451, dn_loss_cls: 0.0438, dn_loss_bbox: 0.3202, dn_loss_iou: 0.4339, d0.dn_loss_cls: 0.0809, d0.dn_loss_bbox: 0.4554, d0.dn_loss_iou: 0.5695, d1.dn_loss_cls: 0.0547, d1.dn_loss_bbox: 0.3569, d1.dn_loss_iou: 0.4692, d2.dn_loss_cls: 0.0474, d2.dn_loss_bbox: 0.3277, d2.dn_loss_iou: 0.4427, d3.dn_loss_cls: 0.0446, d3.dn_loss_bbox: 0.3224, d3.dn_loss_iou: 0.4370, d4.dn_loss_cls: 0.0436, d4.dn_loss_bbox: 0.3202, d4.dn_loss_iou: 0.4338, loss: 11.7438 2024-05-19 20:19:04,697 - mmdet - INFO - Epoch [3][3100/3665] lr: 2.000e-04, eta: 2 days, 1:01:39, time: 1.513, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3116, interm_loss_bbox: 0.2217, interm_loss_iou: 0.4997, loss_cls: 0.2588, loss_bbox: 0.1844, loss_iou: 0.4386, d0.loss_cls: 0.3240, d0.loss_bbox: 0.1875, d0.loss_iou: 0.4467, d1.loss_cls: 0.2875, d1.loss_bbox: 0.1852, d1.loss_iou: 0.4407, d2.loss_cls: 0.2706, d2.loss_bbox: 0.1838, d2.loss_iou: 0.4380, d3.loss_cls: 0.2616, d3.loss_bbox: 0.1843, d3.loss_iou: 0.4392, d4.loss_cls: 0.2590, d4.loss_bbox: 0.1848, d4.loss_iou: 0.4392, dn_loss_cls: 0.0432, dn_loss_bbox: 0.3198, dn_loss_iou: 0.4263, d0.dn_loss_cls: 0.0795, d0.dn_loss_bbox: 0.4545, d0.dn_loss_iou: 0.5606, d1.dn_loss_cls: 0.0538, d1.dn_loss_bbox: 0.3554, d1.dn_loss_iou: 0.4615, d2.dn_loss_cls: 0.0463, d2.dn_loss_bbox: 0.3265, d2.dn_loss_iou: 0.4349, d3.dn_loss_cls: 0.0438, d3.dn_loss_bbox: 0.3216, d3.dn_loss_iou: 0.4293, d4.dn_loss_cls: 0.0431, d4.dn_loss_bbox: 0.3198, d4.dn_loss_iou: 0.4264, loss: 11.5933 2024-05-19 20:20:20,071 - mmdet - INFO - Epoch [3][3150/3665] lr: 2.000e-04, eta: 2 days, 1:00:58, time: 1.507, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3165, interm_loss_bbox: 0.2330, interm_loss_iou: 0.5049, loss_cls: 0.2633, loss_bbox: 0.1916, loss_iou: 0.4416, d0.loss_cls: 0.3322, d0.loss_bbox: 0.1974, d0.loss_iou: 0.4500, d1.loss_cls: 0.2910, d1.loss_bbox: 0.1958, d1.loss_iou: 0.4471, d2.loss_cls: 0.2752, d2.loss_bbox: 0.1917, d2.loss_iou: 0.4417, d3.loss_cls: 0.2665, d3.loss_bbox: 0.1917, d3.loss_iou: 0.4429, d4.loss_cls: 0.2641, d4.loss_bbox: 0.1915, d4.loss_iou: 0.4419, dn_loss_cls: 0.0457, dn_loss_bbox: 0.3238, dn_loss_iou: 0.4301, d0.dn_loss_cls: 0.0826, d0.dn_loss_bbox: 0.4581, d0.dn_loss_iou: 0.5648, d1.dn_loss_cls: 0.0564, d1.dn_loss_bbox: 0.3600, d1.dn_loss_iou: 0.4658, d2.dn_loss_cls: 0.0493, d2.dn_loss_bbox: 0.3312, d2.dn_loss_iou: 0.4390, d3.dn_loss_cls: 0.0466, d3.dn_loss_bbox: 0.3259, d3.dn_loss_iou: 0.4333, d4.dn_loss_cls: 0.0457, d4.dn_loss_bbox: 0.3238, d4.dn_loss_iou: 0.4301, loss: 11.7837 2024-05-19 20:21:32,986 - mmdet - INFO - Epoch [3][3200/3665] lr: 2.000e-04, eta: 2 days, 0:59:49, time: 1.459, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3067, interm_loss_bbox: 0.2221, interm_loss_iou: 0.4976, loss_cls: 0.2536, loss_bbox: 0.1807, loss_iou: 0.4373, d0.loss_cls: 0.3221, d0.loss_bbox: 0.1852, d0.loss_iou: 0.4438, d1.loss_cls: 0.2816, d1.loss_bbox: 0.1840, d1.loss_iou: 0.4407, d2.loss_cls: 0.2650, d2.loss_bbox: 0.1802, d2.loss_iou: 0.4374, d3.loss_cls: 0.2559, d3.loss_bbox: 0.1814, d3.loss_iou: 0.4384, d4.loss_cls: 0.2544, d4.loss_bbox: 0.1809, d4.loss_iou: 0.4378, dn_loss_cls: 0.0428, dn_loss_bbox: 0.3121, dn_loss_iou: 0.4227, d0.dn_loss_cls: 0.0792, d0.dn_loss_bbox: 0.4475, d0.dn_loss_iou: 0.5584, d1.dn_loss_cls: 0.0535, d1.dn_loss_bbox: 0.3476, d1.dn_loss_iou: 0.4573, d2.dn_loss_cls: 0.0461, d2.dn_loss_bbox: 0.3196, d2.dn_loss_iou: 0.4316, d3.dn_loss_cls: 0.0435, d3.dn_loss_bbox: 0.3142, d3.dn_loss_iou: 0.4260, d4.dn_loss_cls: 0.0428, d4.dn_loss_bbox: 0.3121, d4.dn_loss_iou: 0.4227, loss: 11.4663 2024-05-19 20:22:48,202 - mmdet - INFO - Epoch [3][3250/3665] lr: 2.000e-04, eta: 2 days, 0:59:06, time: 1.504, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3103, interm_loss_bbox: 0.2240, interm_loss_iou: 0.4856, loss_cls: 0.2554, loss_bbox: 0.1845, loss_iou: 0.4278, d0.loss_cls: 0.3254, d0.loss_bbox: 0.1856, d0.loss_iou: 0.4338, d1.loss_cls: 0.2851, d1.loss_bbox: 0.1862, d1.loss_iou: 0.4308, d2.loss_cls: 0.2659, d2.loss_bbox: 0.1857, d2.loss_iou: 0.4268, d3.loss_cls: 0.2586, d3.loss_bbox: 0.1839, d3.loss_iou: 0.4265, d4.loss_cls: 0.2561, d4.loss_bbox: 0.1847, d4.loss_iou: 0.4280, dn_loss_cls: 0.0433, dn_loss_bbox: 0.3217, dn_loss_iou: 0.4201, d0.dn_loss_cls: 0.0805, d0.dn_loss_bbox: 0.4573, d0.dn_loss_iou: 0.5532, d1.dn_loss_cls: 0.0543, d1.dn_loss_bbox: 0.3588, d1.dn_loss_iou: 0.4552, d2.dn_loss_cls: 0.0469, d2.dn_loss_bbox: 0.3298, d2.dn_loss_iou: 0.4293, d3.dn_loss_cls: 0.0441, d3.dn_loss_bbox: 0.3239, d3.dn_loss_iou: 0.4234, d4.dn_loss_cls: 0.0434, d4.dn_loss_bbox: 0.3218, d4.dn_loss_iou: 0.4202, loss: 11.4779 2024-05-19 20:24:01,921 - mmdet - INFO - Epoch [3][3300/3665] lr: 2.000e-04, eta: 2 days, 0:58:05, time: 1.474, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3162, interm_loss_bbox: 0.2226, interm_loss_iou: 0.4950, loss_cls: 0.2606, loss_bbox: 0.1844, loss_iou: 0.4337, d0.loss_cls: 0.3306, d0.loss_bbox: 0.1868, d0.loss_iou: 0.4407, d1.loss_cls: 0.2879, d1.loss_bbox: 0.1877, d1.loss_iou: 0.4401, d2.loss_cls: 0.2727, d2.loss_bbox: 0.1834, d2.loss_iou: 0.4342, d3.loss_cls: 0.2634, d3.loss_bbox: 0.1841, d3.loss_iou: 0.4341, d4.loss_cls: 0.2612, d4.loss_bbox: 0.1847, d4.loss_iou: 0.4341, dn_loss_cls: 0.0466, dn_loss_bbox: 0.3264, dn_loss_iou: 0.4217, d0.dn_loss_cls: 0.0820, d0.dn_loss_bbox: 0.4617, d0.dn_loss_iou: 0.5537, d1.dn_loss_cls: 0.0565, d1.dn_loss_bbox: 0.3628, d1.dn_loss_iou: 0.4564, d2.dn_loss_cls: 0.0492, d2.dn_loss_bbox: 0.3339, d2.dn_loss_iou: 0.4306, d3.dn_loss_cls: 0.0466, d3.dn_loss_bbox: 0.3286, d3.dn_loss_iou: 0.4249, d4.dn_loss_cls: 0.0461, d4.dn_loss_bbox: 0.3264, d4.dn_loss_iou: 0.4217, loss: 11.6139 2024-05-19 20:25:15,276 - mmdet - INFO - Epoch [3][3350/3665] lr: 2.000e-04, eta: 2 days, 0:57:01, time: 1.467, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3121, interm_loss_bbox: 0.2269, interm_loss_iou: 0.4972, loss_cls: 0.2555, loss_bbox: 0.1871, loss_iou: 0.4325, d0.loss_cls: 0.3262, d0.loss_bbox: 0.1912, d0.loss_iou: 0.4425, d1.loss_cls: 0.2863, d1.loss_bbox: 0.1884, d1.loss_iou: 0.4361, d2.loss_cls: 0.2667, d2.loss_bbox: 0.1873, d2.loss_iou: 0.4335, d3.loss_cls: 0.2579, d3.loss_bbox: 0.1870, d3.loss_iou: 0.4340, d4.loss_cls: 0.2553, d4.loss_bbox: 0.1877, d4.loss_iou: 0.4336, dn_loss_cls: 0.0447, dn_loss_bbox: 0.3182, dn_loss_iou: 0.4205, d0.dn_loss_cls: 0.0815, d0.dn_loss_bbox: 0.4538, d0.dn_loss_iou: 0.5561, d1.dn_loss_cls: 0.0549, d1.dn_loss_bbox: 0.3553, d1.dn_loss_iou: 0.4555, d2.dn_loss_cls: 0.0478, d2.dn_loss_bbox: 0.3259, d2.dn_loss_iou: 0.4297, d3.dn_loss_cls: 0.0453, d3.dn_loss_bbox: 0.3204, d3.dn_loss_iou: 0.4238, d4.dn_loss_cls: 0.0445, d4.dn_loss_bbox: 0.3183, d4.dn_loss_iou: 0.4205, loss: 11.5417 2024-05-19 20:26:34,623 - mmdet - INFO - Epoch [3][3400/3665] lr: 2.000e-04, eta: 2 days, 0:57:03, time: 1.587, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3144, interm_loss_bbox: 0.2202, interm_loss_iou: 0.4969, loss_cls: 0.2596, loss_bbox: 0.1824, loss_iou: 0.4400, d0.loss_cls: 0.3275, d0.loss_bbox: 0.1871, d0.loss_iou: 0.4474, d1.loss_cls: 0.2868, d1.loss_bbox: 0.1861, d1.loss_iou: 0.4455, d2.loss_cls: 0.2713, d2.loss_bbox: 0.1827, d2.loss_iou: 0.4415, d3.loss_cls: 0.2622, d3.loss_bbox: 0.1829, d3.loss_iou: 0.4412, d4.loss_cls: 0.2583, d4.loss_bbox: 0.1835, d4.loss_iou: 0.4423, dn_loss_cls: 0.0430, dn_loss_bbox: 0.3102, dn_loss_iou: 0.4202, d0.dn_loss_cls: 0.0791, d0.dn_loss_bbox: 0.4491, d0.dn_loss_iou: 0.5544, d1.dn_loss_cls: 0.0538, d1.dn_loss_bbox: 0.3468, d1.dn_loss_iou: 0.4543, d2.dn_loss_cls: 0.0468, d2.dn_loss_bbox: 0.3174, d2.dn_loss_iou: 0.4286, d3.dn_loss_cls: 0.0440, d3.dn_loss_bbox: 0.3123, d3.dn_loss_iou: 0.4233, d4.dn_loss_cls: 0.0431, d4.dn_loss_bbox: 0.3101, d4.dn_loss_iou: 0.4202, loss: 11.5168 2024-05-19 20:27:46,405 - mmdet - INFO - Epoch [3][3450/3665] lr: 2.000e-04, eta: 2 days, 0:55:40, time: 1.436, data_time: 0.015, memory: 41048, interm_loss_cls: 0.3047, interm_loss_bbox: 0.2261, interm_loss_iou: 0.4872, loss_cls: 0.2485, loss_bbox: 0.1846, loss_iou: 0.4217, d0.loss_cls: 0.3192, d0.loss_bbox: 0.1905, d0.loss_iou: 0.4316, d1.loss_cls: 0.2793, d1.loss_bbox: 0.1880, d1.loss_iou: 0.4267, d2.loss_cls: 0.2609, d2.loss_bbox: 0.1848, d2.loss_iou: 0.4222, d3.loss_cls: 0.2510, d3.loss_bbox: 0.1847, d3.loss_iou: 0.4228, d4.loss_cls: 0.2496, d4.loss_bbox: 0.1844, d4.loss_iou: 0.4218, dn_loss_cls: 0.0419, dn_loss_bbox: 0.3207, dn_loss_iou: 0.4255, d0.dn_loss_cls: 0.0796, d0.dn_loss_bbox: 0.4546, d0.dn_loss_iou: 0.5621, d1.dn_loss_cls: 0.0528, d1.dn_loss_bbox: 0.3557, d1.dn_loss_iou: 0.4606, d2.dn_loss_cls: 0.0456, d2.dn_loss_bbox: 0.3281, d2.dn_loss_iou: 0.4347, d3.dn_loss_cls: 0.0427, d3.dn_loss_bbox: 0.3228, d3.dn_loss_iou: 0.4288, d4.dn_loss_cls: 0.0419, d4.dn_loss_bbox: 0.3207, d4.dn_loss_iou: 0.4255, loss: 11.4346 2024-05-19 20:28:58,522 - mmdet - INFO - Epoch [3][3500/3665] lr: 2.000e-04, eta: 2 days, 0:54:21, time: 1.442, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3093, interm_loss_bbox: 0.2247, interm_loss_iou: 0.4850, loss_cls: 0.2535, loss_bbox: 0.1854, loss_iou: 0.4235, d0.loss_cls: 0.3249, d0.loss_bbox: 0.1894, d0.loss_iou: 0.4301, d1.loss_cls: 0.2846, d1.loss_bbox: 0.1864, d1.loss_iou: 0.4262, d2.loss_cls: 0.2659, d2.loss_bbox: 0.1846, d2.loss_iou: 0.4231, d3.loss_cls: 0.2570, d3.loss_bbox: 0.1858, d3.loss_iou: 0.4235, d4.loss_cls: 0.2539, d4.loss_bbox: 0.1852, d4.loss_iou: 0.4244, dn_loss_cls: 0.0438, dn_loss_bbox: 0.3203, dn_loss_iou: 0.4267, d0.dn_loss_cls: 0.0810, d0.dn_loss_bbox: 0.4524, d0.dn_loss_iou: 0.5620, d1.dn_loss_cls: 0.0548, d1.dn_loss_bbox: 0.3548, d1.dn_loss_iou: 0.4611, d2.dn_loss_cls: 0.0474, d2.dn_loss_bbox: 0.3267, d2.dn_loss_iou: 0.4356, d3.dn_loss_cls: 0.0448, d3.dn_loss_bbox: 0.3222, d3.dn_loss_iou: 0.4299, d4.dn_loss_cls: 0.0437, d4.dn_loss_bbox: 0.3203, d4.dn_loss_iou: 0.4267, loss: 11.4802 2024-05-19 20:30:09,952 - mmdet - INFO - Epoch [3][3550/3665] lr: 2.000e-04, eta: 2 days, 0:52:55, time: 1.429, data_time: 0.017, memory: 41048, interm_loss_cls: 0.3079, interm_loss_bbox: 0.2124, interm_loss_iou: 0.4909, loss_cls: 0.2528, loss_bbox: 0.1775, loss_iou: 0.4330, d0.loss_cls: 0.3211, d0.loss_bbox: 0.1788, d0.loss_iou: 0.4390, d1.loss_cls: 0.2826, d1.loss_bbox: 0.1795, d1.loss_iou: 0.4365, d2.loss_cls: 0.2645, d2.loss_bbox: 0.1767, d2.loss_iou: 0.4331, d3.loss_cls: 0.2552, d3.loss_bbox: 0.1768, d3.loss_iou: 0.4330, d4.loss_cls: 0.2533, d4.loss_bbox: 0.1767, d4.loss_iou: 0.4332, dn_loss_cls: 0.0443, dn_loss_bbox: 0.3092, dn_loss_iou: 0.4179, d0.dn_loss_cls: 0.0805, d0.dn_loss_bbox: 0.4380, d0.dn_loss_iou: 0.5460, d1.dn_loss_cls: 0.0547, d1.dn_loss_bbox: 0.3438, d1.dn_loss_iou: 0.4517, d2.dn_loss_cls: 0.0477, d2.dn_loss_bbox: 0.3161, d2.dn_loss_iou: 0.4265, d3.dn_loss_cls: 0.0451, d3.dn_loss_bbox: 0.3112, d3.dn_loss_iou: 0.4208, d4.dn_loss_cls: 0.0443, d4.dn_loss_bbox: 0.3093, d4.dn_loss_iou: 0.4179, loss: 11.3396 2024-05-19 20:31:23,025 - mmdet - INFO - Epoch [3][3600/3665] lr: 2.000e-04, eta: 2 days, 0:51:46, time: 1.461, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3073, interm_loss_bbox: 0.2299, interm_loss_iou: 0.4936, loss_cls: 0.2517, loss_bbox: 0.1879, loss_iou: 0.4283, d0.loss_cls: 0.3230, d0.loss_bbox: 0.1898, d0.loss_iou: 0.4348, d1.loss_cls: 0.2806, d1.loss_bbox: 0.1909, d1.loss_iou: 0.4331, d2.loss_cls: 0.2649, d2.loss_bbox: 0.1869, d2.loss_iou: 0.4272, d3.loss_cls: 0.2560, d3.loss_bbox: 0.1874, d3.loss_iou: 0.4276, d4.loss_cls: 0.2531, d4.loss_bbox: 0.1876, d4.loss_iou: 0.4275, dn_loss_cls: 0.0427, dn_loss_bbox: 0.3296, dn_loss_iou: 0.4162, d0.dn_loss_cls: 0.0802, d0.dn_loss_bbox: 0.4642, d0.dn_loss_iou: 0.5506, d1.dn_loss_cls: 0.0539, d1.dn_loss_bbox: 0.3656, d1.dn_loss_iou: 0.4513, d2.dn_loss_cls: 0.0463, d2.dn_loss_bbox: 0.3365, d2.dn_loss_iou: 0.4247, d3.dn_loss_cls: 0.0434, d3.dn_loss_bbox: 0.3319, d3.dn_loss_iou: 0.4194, d4.dn_loss_cls: 0.0426, d4.dn_loss_bbox: 0.3297, d4.dn_loss_iou: 0.4162, loss: 11.5143 2024-05-19 20:32:34,313 - mmdet - INFO - Epoch [3][3650/3665] lr: 2.000e-04, eta: 2 days, 0:50:18, time: 1.426, data_time: 0.016, memory: 41048, interm_loss_cls: 0.3082, interm_loss_bbox: 0.2257, interm_loss_iou: 0.4967, loss_cls: 0.2575, loss_bbox: 0.1836, loss_iou: 0.4285, d0.loss_cls: 0.3212, d0.loss_bbox: 0.1896, d0.loss_iou: 0.4402, d1.loss_cls: 0.2841, d1.loss_bbox: 0.1879, d1.loss_iou: 0.4349, d2.loss_cls: 0.2674, d2.loss_bbox: 0.1847, d2.loss_iou: 0.4293, d3.loss_cls: 0.2595, d3.loss_bbox: 0.1844, d3.loss_iou: 0.4290, d4.loss_cls: 0.2574, d4.loss_bbox: 0.1840, d4.loss_iou: 0.4290, dn_loss_cls: 0.0446, dn_loss_bbox: 0.3298, dn_loss_iou: 0.4289, d0.dn_loss_cls: 0.0813, d0.dn_loss_bbox: 0.4658, d0.dn_loss_iou: 0.5610, d1.dn_loss_cls: 0.0555, d1.dn_loss_bbox: 0.3670, d1.dn_loss_iou: 0.4634, d2.dn_loss_cls: 0.0482, d2.dn_loss_bbox: 0.3370, d2.dn_loss_iou: 0.4376, d3.dn_loss_cls: 0.0454, d3.dn_loss_bbox: 0.3321, d3.dn_loss_iou: 0.4322, d4.dn_loss_cls: 0.0446, d4.dn_loss_bbox: 0.3298, d4.dn_loss_iou: 0.4289, loss: 11.6161 2024-05-19 20:33:00,926 - mmdet - INFO - Saving checkpoint at 3 epochs 2024-05-19 20:35:49,861 - mmdet - INFO - Evaluating bbox... 2024-05-19 20:37:38,208 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.480 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.667 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.521 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.304 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.509 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.651 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.702 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.519 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.753 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.879 2024-05-19 20:37:40,076 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-19 20:37:40,078 - mmdet - INFO - Epoch(val) [3][313] bbox_mAP: 0.4800, bbox_mAP_50: 0.6670, bbox_mAP_75: 0.5210, bbox_mAP_s: 0.3040, bbox_mAP_m: 0.5090, bbox_mAP_l: 0.6510, bbox_mAP_copypaste: 0.480 0.667 0.521 0.304 0.509 0.651 2024-05-19 20:39:09,859 - mmdet - INFO - Epoch [4][50/3665] lr: 2.000e-04, eta: 2 days, 0:47:52, time: 1.795, data_time: 0.131, memory: 41052, interm_loss_cls: 0.2989, interm_loss_bbox: 0.2190, interm_loss_iou: 0.4774, loss_cls: 0.2428, loss_bbox: 0.1780, loss_iou: 0.4140, d0.loss_cls: 0.3140, d0.loss_bbox: 0.1823, d0.loss_iou: 0.4212, d1.loss_cls: 0.2710, d1.loss_bbox: 0.1814, d1.loss_iou: 0.4190, d2.loss_cls: 0.2550, d2.loss_bbox: 0.1776, d2.loss_iou: 0.4127, d3.loss_cls: 0.2470, d3.loss_bbox: 0.1770, d3.loss_iou: 0.4128, d4.loss_cls: 0.2443, d4.loss_bbox: 0.1778, d4.loss_iou: 0.4134, dn_loss_cls: 0.0413, dn_loss_bbox: 0.3037, dn_loss_iou: 0.4128, d0.dn_loss_cls: 0.0785, d0.dn_loss_bbox: 0.4362, d0.dn_loss_iou: 0.5456, d1.dn_loss_cls: 0.0521, d1.dn_loss_bbox: 0.3389, d1.dn_loss_iou: 0.4469, d2.dn_loss_cls: 0.0451, d2.dn_loss_bbox: 0.3107, d2.dn_loss_iou: 0.4209, d3.dn_loss_cls: 0.0422, d3.dn_loss_bbox: 0.3059, d3.dn_loss_iou: 0.4158, d4.dn_loss_cls: 0.0415, d4.dn_loss_bbox: 0.3038, d4.dn_loss_iou: 0.4128, loss: 11.0913 2024-05-19 20:40:21,004 - mmdet - INFO - Epoch [4][100/3665] lr: 2.000e-04, eta: 2 days, 0:46:23, time: 1.423, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2984, interm_loss_bbox: 0.2182, interm_loss_iou: 0.4821, loss_cls: 0.2412, loss_bbox: 0.1773, loss_iou: 0.4192, d0.loss_cls: 0.3108, d0.loss_bbox: 0.1832, d0.loss_iou: 0.4308, d1.loss_cls: 0.2711, d1.loss_bbox: 0.1809, d1.loss_iou: 0.4249, d2.loss_cls: 0.2525, d2.loss_bbox: 0.1777, d2.loss_iou: 0.4212, d3.loss_cls: 0.2433, d3.loss_bbox: 0.1779, d3.loss_iou: 0.4213, d4.loss_cls: 0.2414, d4.loss_bbox: 0.1774, d4.loss_iou: 0.4202, dn_loss_cls: 0.0398, dn_loss_bbox: 0.3136, dn_loss_iou: 0.4030, d0.dn_loss_cls: 0.0771, d0.dn_loss_bbox: 0.4521, d0.dn_loss_iou: 0.5387, d1.dn_loss_cls: 0.0510, d1.dn_loss_bbox: 0.3504, d1.dn_loss_iou: 0.4382, d2.dn_loss_cls: 0.0441, d2.dn_loss_bbox: 0.3213, d2.dn_loss_iou: 0.4117, d3.dn_loss_cls: 0.0410, d3.dn_loss_bbox: 0.3162, d3.dn_loss_iou: 0.4062, d4.dn_loss_cls: 0.0399, d4.dn_loss_bbox: 0.3135, d4.dn_loss_iou: 0.4030, loss: 11.1316 2024-05-19 20:41:32,408 - mmdet - INFO - Epoch [4][150/3665] lr: 2.000e-04, eta: 2 days, 0:44:57, time: 1.428, data_time: 0.015, memory: 41052, interm_loss_cls: 0.3036, interm_loss_bbox: 0.2166, interm_loss_iou: 0.4905, loss_cls: 0.2454, loss_bbox: 0.1769, loss_iou: 0.4278, d0.loss_cls: 0.3158, d0.loss_bbox: 0.1815, d0.loss_iou: 0.4366, d1.loss_cls: 0.2774, d1.loss_bbox: 0.1797, d1.loss_iou: 0.4306, d2.loss_cls: 0.2587, d2.loss_bbox: 0.1768, d2.loss_iou: 0.4273, d3.loss_cls: 0.2489, d3.loss_bbox: 0.1768, d3.loss_iou: 0.4283, d4.loss_cls: 0.2461, d4.loss_bbox: 0.1772, d4.loss_iou: 0.4279, dn_loss_cls: 0.0426, dn_loss_bbox: 0.3087, dn_loss_iou: 0.4118, d0.dn_loss_cls: 0.0801, d0.dn_loss_bbox: 0.4572, d0.dn_loss_iou: 0.5516, d1.dn_loss_cls: 0.0534, d1.dn_loss_bbox: 0.3491, d1.dn_loss_iou: 0.4483, d2.dn_loss_cls: 0.0465, d2.dn_loss_bbox: 0.3177, d2.dn_loss_iou: 0.4211, d3.dn_loss_cls: 0.0435, d3.dn_loss_bbox: 0.3115, d3.dn_loss_iou: 0.4153, d4.dn_loss_cls: 0.0427, d4.dn_loss_bbox: 0.3088, d4.dn_loss_iou: 0.4118, loss: 11.2724 2024-05-19 20:42:43,949 - mmdet - INFO - Epoch [4][200/3665] lr: 2.000e-04, eta: 2 days, 0:43:32, time: 1.431, data_time: 0.015, memory: 41052, interm_loss_cls: 0.3013, interm_loss_bbox: 0.2222, interm_loss_iou: 0.4871, loss_cls: 0.2485, loss_bbox: 0.1802, loss_iou: 0.4228, d0.loss_cls: 0.3162, d0.loss_bbox: 0.1863, d0.loss_iou: 0.4329, d1.loss_cls: 0.2775, d1.loss_bbox: 0.1831, d1.loss_iou: 0.4272, d2.loss_cls: 0.2610, d2.loss_bbox: 0.1795, d2.loss_iou: 0.4232, d3.loss_cls: 0.2520, d3.loss_bbox: 0.1796, d3.loss_iou: 0.4232, d4.loss_cls: 0.2504, d4.loss_bbox: 0.1793, d4.loss_iou: 0.4219, dn_loss_cls: 0.0406, dn_loss_bbox: 0.3112, dn_loss_iou: 0.4096, d0.dn_loss_cls: 0.0771, d0.dn_loss_bbox: 0.4446, d0.dn_loss_iou: 0.5421, d1.dn_loss_cls: 0.0511, d1.dn_loss_bbox: 0.3461, d1.dn_loss_iou: 0.4435, d2.dn_loss_cls: 0.0442, d2.dn_loss_bbox: 0.3184, d2.dn_loss_iou: 0.4178, d3.dn_loss_cls: 0.0415, d3.dn_loss_bbox: 0.3135, d3.dn_loss_iou: 0.4128, d4.dn_loss_cls: 0.0406, d4.dn_loss_bbox: 0.3112, d4.dn_loss_iou: 0.4096, loss: 11.2305 2024-05-19 20:43:56,371 - mmdet - INFO - Epoch [4][250/3665] lr: 2.000e-04, eta: 2 days, 0:42:17, time: 1.448, data_time: 0.015, memory: 41052, interm_loss_cls: 0.3067, interm_loss_bbox: 0.2253, interm_loss_iou: 0.4783, loss_cls: 0.2507, loss_bbox: 0.1845, loss_iou: 0.4172, d0.loss_cls: 0.3232, d0.loss_bbox: 0.1883, d0.loss_iou: 0.4264, d1.loss_cls: 0.2845, d1.loss_bbox: 0.1864, d1.loss_iou: 0.4218, d2.loss_cls: 0.2628, d2.loss_bbox: 0.1853, d2.loss_iou: 0.4184, d3.loss_cls: 0.2543, d3.loss_bbox: 0.1840, d3.loss_iou: 0.4175, d4.loss_cls: 0.2508, d4.loss_bbox: 0.1851, d4.loss_iou: 0.4179, dn_loss_cls: 0.0423, dn_loss_bbox: 0.3278, dn_loss_iou: 0.4140, d0.dn_loss_cls: 0.0798, d0.dn_loss_bbox: 0.4660, d0.dn_loss_iou: 0.5531, d1.dn_loss_cls: 0.0535, d1.dn_loss_bbox: 0.3643, d1.dn_loss_iou: 0.4500, d2.dn_loss_cls: 0.0462, d2.dn_loss_bbox: 0.3350, d2.dn_loss_iou: 0.4232, d3.dn_loss_cls: 0.0432, d3.dn_loss_bbox: 0.3300, d3.dn_loss_iou: 0.4174, d4.dn_loss_cls: 0.0423, d4.dn_loss_bbox: 0.3279, d4.dn_loss_iou: 0.4140, loss: 11.3995 2024-05-19 20:45:09,824 - mmdet - INFO - Epoch [4][300/3665] lr: 2.000e-04, eta: 2 days, 0:41:13, time: 1.469, data_time: 0.015, memory: 41052, interm_loss_cls: 0.3067, interm_loss_bbox: 0.2205, interm_loss_iou: 0.4939, loss_cls: 0.2531, loss_bbox: 0.1812, loss_iou: 0.4315, d0.loss_cls: 0.3207, d0.loss_bbox: 0.1901, d0.loss_iou: 0.4439, d1.loss_cls: 0.2870, d1.loss_bbox: 0.1854, d1.loss_iou: 0.4367, d2.loss_cls: 0.2649, d2.loss_bbox: 0.1820, d2.loss_iou: 0.4331, d3.loss_cls: 0.2559, d3.loss_bbox: 0.1813, d3.loss_iou: 0.4322, d4.loss_cls: 0.2532, d4.loss_bbox: 0.1819, d4.loss_iou: 0.4321, dn_loss_cls: 0.0415, dn_loss_bbox: 0.3118, dn_loss_iou: 0.4213, d0.dn_loss_cls: 0.0792, d0.dn_loss_bbox: 0.4543, d0.dn_loss_iou: 0.5604, d1.dn_loss_cls: 0.0530, d1.dn_loss_bbox: 0.3509, d1.dn_loss_iou: 0.4571, d2.dn_loss_cls: 0.0458, d2.dn_loss_bbox: 0.3198, d2.dn_loss_iou: 0.4301, d3.dn_loss_cls: 0.0426, d3.dn_loss_bbox: 0.3145, d3.dn_loss_iou: 0.4246, d4.dn_loss_cls: 0.0416, d4.dn_loss_bbox: 0.3118, d4.dn_loss_iou: 0.4213, loss: 11.4489 2024-05-19 20:46:21,068 - mmdet - INFO - Epoch [4][350/3665] lr: 2.000e-04, eta: 2 days, 0:39:46, time: 1.425, data_time: 0.016, memory: 41052, interm_loss_cls: 0.3062, interm_loss_bbox: 0.2202, interm_loss_iou: 0.4800, loss_cls: 0.2530, loss_bbox: 0.1820, loss_iou: 0.4192, d0.loss_cls: 0.3255, d0.loss_bbox: 0.1859, d0.loss_iou: 0.4287, d1.loss_cls: 0.2879, d1.loss_bbox: 0.1842, d1.loss_iou: 0.4244, d2.loss_cls: 0.2669, d2.loss_bbox: 0.1819, d2.loss_iou: 0.4204, d3.loss_cls: 0.2562, d3.loss_bbox: 0.1823, d3.loss_iou: 0.4204, d4.loss_cls: 0.2538, d4.loss_bbox: 0.1820, d4.loss_iou: 0.4192, dn_loss_cls: 0.0413, dn_loss_bbox: 0.3205, dn_loss_iou: 0.4191, d0.dn_loss_cls: 0.0785, d0.dn_loss_bbox: 0.4535, d0.dn_loss_iou: 0.5543, d1.dn_loss_cls: 0.0523, d1.dn_loss_bbox: 0.3560, d1.dn_loss_iou: 0.4541, d2.dn_loss_cls: 0.0451, d2.dn_loss_bbox: 0.3273, d2.dn_loss_iou: 0.4275, d3.dn_loss_cls: 0.0422, d3.dn_loss_bbox: 0.3226, d3.dn_loss_iou: 0.4221, d4.dn_loss_cls: 0.0413, d4.dn_loss_bbox: 0.3206, d4.dn_loss_iou: 0.4191, loss: 11.3777 2024-05-19 20:47:34,781 - mmdet - INFO - Epoch [4][400/3665] lr: 2.000e-04, eta: 2 days, 0:38:45, time: 1.474, data_time: 0.015, memory: 41052, interm_loss_cls: 0.3027, interm_loss_bbox: 0.2232, interm_loss_iou: 0.4846, loss_cls: 0.2529, loss_bbox: 0.1818, loss_iou: 0.4209, d0.loss_cls: 0.3246, d0.loss_bbox: 0.1874, d0.loss_iou: 0.4304, d1.loss_cls: 0.2849, d1.loss_bbox: 0.1875, d1.loss_iou: 0.4282, d2.loss_cls: 0.2664, d2.loss_bbox: 0.1824, d2.loss_iou: 0.4234, d3.loss_cls: 0.2563, d3.loss_bbox: 0.1821, d3.loss_iou: 0.4219, d4.loss_cls: 0.2539, d4.loss_bbox: 0.1816, d4.loss_iou: 0.4209, dn_loss_cls: 0.0416, dn_loss_bbox: 0.3241, dn_loss_iou: 0.4228, d0.dn_loss_cls: 0.0797, d0.dn_loss_bbox: 0.4584, d0.dn_loss_iou: 0.5569, d1.dn_loss_cls: 0.0533, d1.dn_loss_bbox: 0.3604, d1.dn_loss_iou: 0.4584, d2.dn_loss_cls: 0.0459, d2.dn_loss_bbox: 0.3312, d2.dn_loss_iou: 0.4314, d3.dn_loss_cls: 0.0425, d3.dn_loss_bbox: 0.3265, d3.dn_loss_iou: 0.4260, d4.dn_loss_cls: 0.0416, d4.dn_loss_bbox: 0.3242, d4.dn_loss_iou: 0.4228, loss: 11.4455 2024-05-19 20:48:45,899 - mmdet - INFO - Epoch [4][450/3665] lr: 2.000e-04, eta: 2 days, 0:37:16, time: 1.422, data_time: 0.015, memory: 41052, interm_loss_cls: 0.3027, interm_loss_bbox: 0.2251, interm_loss_iou: 0.4869, loss_cls: 0.2509, loss_bbox: 0.1868, loss_iou: 0.4222, d0.loss_cls: 0.3202, d0.loss_bbox: 0.1898, d0.loss_iou: 0.4310, d1.loss_cls: 0.2821, d1.loss_bbox: 0.1913, d1.loss_iou: 0.4310, d2.loss_cls: 0.2638, d2.loss_bbox: 0.1870, d2.loss_iou: 0.4228, d3.loss_cls: 0.2541, d3.loss_bbox: 0.1867, d3.loss_iou: 0.4226, d4.loss_cls: 0.2519, d4.loss_bbox: 0.1864, d4.loss_iou: 0.4221, dn_loss_cls: 0.0430, dn_loss_bbox: 0.3247, dn_loss_iou: 0.4212, d0.dn_loss_cls: 0.0795, d0.dn_loss_bbox: 0.4601, d0.dn_loss_iou: 0.5580, d1.dn_loss_cls: 0.0534, d1.dn_loss_bbox: 0.3631, d1.dn_loss_iou: 0.4572, d2.dn_loss_cls: 0.0465, d2.dn_loss_bbox: 0.3327, d2.dn_loss_iou: 0.4308, d3.dn_loss_cls: 0.0437, d3.dn_loss_bbox: 0.3270, d3.dn_loss_iou: 0.4247, d4.dn_loss_cls: 0.0429, d4.dn_loss_bbox: 0.3247, d4.dn_loss_iou: 0.4212, loss: 11.4719 2024-05-19 20:49:58,208 - mmdet - INFO - Epoch [4][500/3665] lr: 2.000e-04, eta: 2 days, 0:36:00, time: 1.446, data_time: 0.016, memory: 41052, interm_loss_cls: 0.3059, interm_loss_bbox: 0.2179, interm_loss_iou: 0.4792, loss_cls: 0.2498, loss_bbox: 0.1821, loss_iou: 0.4245, d0.loss_cls: 0.3219, d0.loss_bbox: 0.1869, d0.loss_iou: 0.4303, d1.loss_cls: 0.2867, d1.loss_bbox: 0.1842, d1.loss_iou: 0.4264, d2.loss_cls: 0.2636, d2.loss_bbox: 0.1822, d2.loss_iou: 0.4245, d3.loss_cls: 0.2531, d3.loss_bbox: 0.1827, d3.loss_iou: 0.4255, d4.loss_cls: 0.2509, d4.loss_bbox: 0.1822, d4.loss_iou: 0.4244, dn_loss_cls: 0.0406, dn_loss_bbox: 0.3176, dn_loss_iou: 0.4038, d0.dn_loss_cls: 0.0780, d0.dn_loss_bbox: 0.4540, d0.dn_loss_iou: 0.5398, d1.dn_loss_cls: 0.0515, d1.dn_loss_bbox: 0.3549, d1.dn_loss_iou: 0.4392, d2.dn_loss_cls: 0.0445, d2.dn_loss_bbox: 0.3249, d2.dn_loss_iou: 0.4126, d3.dn_loss_cls: 0.0416, d3.dn_loss_bbox: 0.3200, d3.dn_loss_iou: 0.4069, d4.dn_loss_cls: 0.0409, d4.dn_loss_bbox: 0.3176, d4.dn_loss_iou: 0.4037, loss: 11.2770 2024-05-19 20:51:09,619 - mmdet - INFO - Epoch [4][550/3665] lr: 2.000e-04, eta: 2 days, 0:34:35, time: 1.428, data_time: 0.016, memory: 41052, interm_loss_cls: 0.3031, interm_loss_bbox: 0.2241, interm_loss_iou: 0.4746, loss_cls: 0.2442, loss_bbox: 0.1845, loss_iou: 0.4156, d0.loss_cls: 0.3253, d0.loss_bbox: 0.1884, d0.loss_iou: 0.4227, d1.loss_cls: 0.2844, d1.loss_bbox: 0.1882, d1.loss_iou: 0.4203, d2.loss_cls: 0.2595, d2.loss_bbox: 0.1851, d2.loss_iou: 0.4161, d3.loss_cls: 0.2486, d3.loss_bbox: 0.1850, d3.loss_iou: 0.4154, d4.loss_cls: 0.2458, d4.loss_bbox: 0.1842, d4.loss_iou: 0.4154, dn_loss_cls: 0.0403, dn_loss_bbox: 0.3213, dn_loss_iou: 0.4027, d0.dn_loss_cls: 0.0770, d0.dn_loss_bbox: 0.4628, d0.dn_loss_iou: 0.5387, d1.dn_loss_cls: 0.0511, d1.dn_loss_bbox: 0.3612, d1.dn_loss_iou: 0.4384, d2.dn_loss_cls: 0.0441, d2.dn_loss_bbox: 0.3298, d2.dn_loss_iou: 0.4121, d3.dn_loss_cls: 0.0413, d3.dn_loss_bbox: 0.3242, d3.dn_loss_iou: 0.4064, d4.dn_loss_cls: 0.0405, d4.dn_loss_bbox: 0.3214, d4.dn_loss_iou: 0.4026, loss: 11.2462 2024-05-19 20:52:21,329 - mmdet - INFO - Epoch [4][600/3665] lr: 2.000e-04, eta: 2 days, 0:33:12, time: 1.434, data_time: 0.015, memory: 41052, interm_loss_cls: 0.3027, interm_loss_bbox: 0.2240, interm_loss_iou: 0.4854, loss_cls: 0.2491, loss_bbox: 0.1844, loss_iou: 0.4237, d0.loss_cls: 0.3253, d0.loss_bbox: 0.1866, d0.loss_iou: 0.4311, d1.loss_cls: 0.2890, d1.loss_bbox: 0.1858, d1.loss_iou: 0.4271, d2.loss_cls: 0.2644, d2.loss_bbox: 0.1836, d2.loss_iou: 0.4236, d3.loss_cls: 0.2538, d3.loss_bbox: 0.1835, d3.loss_iou: 0.4230, d4.loss_cls: 0.2506, d4.loss_bbox: 0.1836, d4.loss_iou: 0.4232, dn_loss_cls: 0.0420, dn_loss_bbox: 0.3187, dn_loss_iou: 0.4098, d0.dn_loss_cls: 0.0791, d0.dn_loss_bbox: 0.4583, d0.dn_loss_iou: 0.5461, d1.dn_loss_cls: 0.0526, d1.dn_loss_bbox: 0.3566, d1.dn_loss_iou: 0.4459, d2.dn_loss_cls: 0.0459, d2.dn_loss_bbox: 0.3263, d2.dn_loss_iou: 0.4188, d3.dn_loss_cls: 0.0429, d3.dn_loss_bbox: 0.3209, d3.dn_loss_iou: 0.4130, d4.dn_loss_cls: 0.0421, d4.dn_loss_bbox: 0.3188, d4.dn_loss_iou: 0.4098, loss: 11.3509 2024-05-19 20:53:32,434 - mmdet - INFO - Epoch [4][650/3665] lr: 2.000e-04, eta: 2 days, 0:31:44, time: 1.422, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2969, interm_loss_bbox: 0.2172, interm_loss_iou: 0.4830, loss_cls: 0.2480, loss_bbox: 0.1795, loss_iou: 0.4233, d0.loss_cls: 0.3187, d0.loss_bbox: 0.1859, d0.loss_iou: 0.4341, d1.loss_cls: 0.2826, d1.loss_bbox: 0.1838, d1.loss_iou: 0.4289, d2.loss_cls: 0.2623, d2.loss_bbox: 0.1794, d2.loss_iou: 0.4241, d3.loss_cls: 0.2511, d3.loss_bbox: 0.1798, d3.loss_iou: 0.4239, d4.loss_cls: 0.2478, d4.loss_bbox: 0.1803, d4.loss_iou: 0.4243, dn_loss_cls: 0.0408, dn_loss_bbox: 0.3056, dn_loss_iou: 0.4131, d0.dn_loss_cls: 0.0768, d0.dn_loss_bbox: 0.4384, d0.dn_loss_iou: 0.5476, d1.dn_loss_cls: 0.0507, d1.dn_loss_bbox: 0.3407, d1.dn_loss_iou: 0.4479, d2.dn_loss_cls: 0.0439, d2.dn_loss_bbox: 0.3129, d2.dn_loss_iou: 0.4220, d3.dn_loss_cls: 0.0414, d3.dn_loss_bbox: 0.3080, d3.dn_loss_iou: 0.4164, d4.dn_loss_cls: 0.0406, d4.dn_loss_bbox: 0.3057, d4.dn_loss_iou: 0.4131, loss: 11.2204 2024-05-19 20:54:44,246 - mmdet - INFO - Epoch [4][700/3665] lr: 2.000e-04, eta: 2 days, 0:30:23, time: 1.436, data_time: 0.015, memory: 41052, interm_loss_cls: 0.3009, interm_loss_bbox: 0.2246, interm_loss_iou: 0.4827, loss_cls: 0.2451, loss_bbox: 0.1891, loss_iou: 0.4252, d0.loss_cls: 0.3194, d0.loss_bbox: 0.1935, d0.loss_iou: 0.4319, d1.loss_cls: 0.2868, d1.loss_bbox: 0.1895, d1.loss_iou: 0.4238, d2.loss_cls: 0.2598, d2.loss_bbox: 0.1872, d2.loss_iou: 0.4230, d3.loss_cls: 0.2484, d3.loss_bbox: 0.1892, d3.loss_iou: 0.4252, d4.loss_cls: 0.2454, d4.loss_bbox: 0.1897, d4.loss_iou: 0.4253, dn_loss_cls: 0.0406, dn_loss_bbox: 0.3181, dn_loss_iou: 0.4057, d0.dn_loss_cls: 0.0777, d0.dn_loss_bbox: 0.4628, d0.dn_loss_iou: 0.5413, d1.dn_loss_cls: 0.0516, d1.dn_loss_bbox: 0.3564, d1.dn_loss_iou: 0.4413, d2.dn_loss_cls: 0.0442, d2.dn_loss_bbox: 0.3260, d2.dn_loss_iou: 0.4149, d3.dn_loss_cls: 0.0414, d3.dn_loss_bbox: 0.3208, d3.dn_loss_iou: 0.4090, d4.dn_loss_cls: 0.0405, d4.dn_loss_bbox: 0.3182, d4.dn_loss_iou: 0.4057, loss: 11.3218 2024-05-19 20:55:57,015 - mmdet - INFO - Epoch [4][750/3665] lr: 2.000e-04, eta: 2 days, 0:29:12, time: 1.455, data_time: 0.016, memory: 41052, interm_loss_cls: 0.3032, interm_loss_bbox: 0.2210, interm_loss_iou: 0.4766, loss_cls: 0.2510, loss_bbox: 0.1841, loss_iou: 0.4204, d0.loss_cls: 0.3204, d0.loss_bbox: 0.1919, d0.loss_iou: 0.4312, d1.loss_cls: 0.2849, d1.loss_bbox: 0.1895, d1.loss_iou: 0.4259, d2.loss_cls: 0.2663, d2.loss_bbox: 0.1840, d2.loss_iou: 0.4207, d3.loss_cls: 0.2534, d3.loss_bbox: 0.1851, d3.loss_iou: 0.4223, d4.loss_cls: 0.2514, d4.loss_bbox: 0.1848, d4.loss_iou: 0.4212, dn_loss_cls: 0.0405, dn_loss_bbox: 0.3254, dn_loss_iou: 0.4106, d0.dn_loss_cls: 0.0785, d0.dn_loss_bbox: 0.4674, d0.dn_loss_iou: 0.5479, d1.dn_loss_cls: 0.0514, d1.dn_loss_bbox: 0.3638, d1.dn_loss_iou: 0.4465, d2.dn_loss_cls: 0.0443, d2.dn_loss_bbox: 0.3334, d2.dn_loss_iou: 0.4195, d3.dn_loss_cls: 0.0414, d3.dn_loss_bbox: 0.3278, d3.dn_loss_iou: 0.4139, d4.dn_loss_cls: 0.0406, d4.dn_loss_bbox: 0.3253, d4.dn_loss_iou: 0.4105, loss: 11.3779 2024-05-19 20:57:08,663 - mmdet - INFO - Epoch [4][800/3665] lr: 2.000e-04, eta: 2 days, 0:27:50, time: 1.433, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2988, interm_loss_bbox: 0.2116, interm_loss_iou: 0.4815, loss_cls: 0.2456, loss_bbox: 0.1769, loss_iou: 0.4236, d0.loss_cls: 0.3164, d0.loss_bbox: 0.1809, d0.loss_iou: 0.4310, d1.loss_cls: 0.2783, d1.loss_bbox: 0.1778, d1.loss_iou: 0.4258, d2.loss_cls: 0.2592, d2.loss_bbox: 0.1761, d2.loss_iou: 0.4225, d3.loss_cls: 0.2487, d3.loss_bbox: 0.1766, d3.loss_iou: 0.4238, d4.loss_cls: 0.2462, d4.loss_bbox: 0.1769, d4.loss_iou: 0.4243, dn_loss_cls: 0.0414, dn_loss_bbox: 0.3028, dn_loss_iou: 0.4159, d0.dn_loss_cls: 0.0785, d0.dn_loss_bbox: 0.4285, d0.dn_loss_iou: 0.5459, d1.dn_loss_cls: 0.0516, d1.dn_loss_bbox: 0.3360, d1.dn_loss_iou: 0.4495, d2.dn_loss_cls: 0.0448, d2.dn_loss_bbox: 0.3100, d2.dn_loss_iou: 0.4244, d3.dn_loss_cls: 0.0421, d3.dn_loss_bbox: 0.3048, d3.dn_loss_iou: 0.4188, d4.dn_loss_cls: 0.0413, d4.dn_loss_bbox: 0.3029, d4.dn_loss_iou: 0.4159, loss: 11.1575 2024-05-19 20:58:19,933 - mmdet - INFO - Epoch [4][850/3665] lr: 2.000e-04, eta: 2 days, 0:26:24, time: 1.425, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2975, interm_loss_bbox: 0.2140, interm_loss_iou: 0.4758, loss_cls: 0.2433, loss_bbox: 0.1790, loss_iou: 0.4213, d0.loss_cls: 0.3158, d0.loss_bbox: 0.1846, d0.loss_iou: 0.4295, d1.loss_cls: 0.2766, d1.loss_bbox: 0.1841, d1.loss_iou: 0.4275, d2.loss_cls: 0.2558, d2.loss_bbox: 0.1804, d2.loss_iou: 0.4229, d3.loss_cls: 0.2460, d3.loss_bbox: 0.1800, d3.loss_iou: 0.4227, d4.loss_cls: 0.2435, d4.loss_bbox: 0.1799, d4.loss_iou: 0.4221, dn_loss_cls: 0.0409, dn_loss_bbox: 0.3150, dn_loss_iou: 0.4140, d0.dn_loss_cls: 0.0781, d0.dn_loss_bbox: 0.4478, d0.dn_loss_iou: 0.5450, d1.dn_loss_cls: 0.0517, d1.dn_loss_bbox: 0.3521, d1.dn_loss_iou: 0.4493, d2.dn_loss_cls: 0.0448, d2.dn_loss_bbox: 0.3227, d2.dn_loss_iou: 0.4231, d3.dn_loss_cls: 0.0418, d3.dn_loss_bbox: 0.3174, d3.dn_loss_iou: 0.4174, d4.dn_loss_cls: 0.0409, d4.dn_loss_bbox: 0.3150, d4.dn_loss_iou: 0.4140, loss: 11.2332 2024-05-19 20:59:34,047 - mmdet - INFO - Epoch [4][900/3665] lr: 2.000e-04, eta: 2 days, 0:25:26, time: 1.482, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2929, interm_loss_bbox: 0.2177, interm_loss_iou: 0.4665, loss_cls: 0.2419, loss_bbox: 0.1766, loss_iou: 0.4014, d0.loss_cls: 0.3109, d0.loss_bbox: 0.1829, d0.loss_iou: 0.4127, d1.loss_cls: 0.2703, d1.loss_bbox: 0.1824, d1.loss_iou: 0.4097, d2.loss_cls: 0.2548, d2.loss_bbox: 0.1776, d2.loss_iou: 0.4012, d3.loss_cls: 0.2451, d3.loss_bbox: 0.1772, d3.loss_iou: 0.4018, d4.loss_cls: 0.2432, d4.loss_bbox: 0.1765, d4.loss_iou: 0.4014, dn_loss_cls: 0.0399, dn_loss_bbox: 0.3003, dn_loss_iou: 0.3964, d0.dn_loss_cls: 0.0761, d0.dn_loss_bbox: 0.4358, d0.dn_loss_iou: 0.5330, d1.dn_loss_cls: 0.0497, d1.dn_loss_bbox: 0.3350, d1.dn_loss_iou: 0.4316, d2.dn_loss_cls: 0.0431, d2.dn_loss_bbox: 0.3079, d2.dn_loss_iou: 0.4055, d3.dn_loss_cls: 0.0403, d3.dn_loss_bbox: 0.3026, d3.dn_loss_iou: 0.3998, d4.dn_loss_cls: 0.0396, d4.dn_loss_bbox: 0.3004, d4.dn_loss_iou: 0.3964, loss: 10.8779 2024-05-19 21:00:47,663 - mmdet - INFO - Epoch [4][950/3665] lr: 2.000e-04, eta: 2 days, 0:24:24, time: 1.472, data_time: 0.015, memory: 41052, interm_loss_cls: 0.3071, interm_loss_bbox: 0.2206, interm_loss_iou: 0.4855, loss_cls: 0.2596, loss_bbox: 0.1772, loss_iou: 0.4208, d0.loss_cls: 0.3245, d0.loss_bbox: 0.1860, d0.loss_iou: 0.4330, d1.loss_cls: 0.2916, d1.loss_bbox: 0.1811, d1.loss_iou: 0.4247, d2.loss_cls: 0.2723, d2.loss_bbox: 0.1779, d2.loss_iou: 0.4221, d3.loss_cls: 0.2622, d3.loss_bbox: 0.1777, d3.loss_iou: 0.4219, d4.loss_cls: 0.2602, d4.loss_bbox: 0.1775, d4.loss_iou: 0.4210, dn_loss_cls: 0.0427, dn_loss_bbox: 0.3155, dn_loss_iou: 0.4125, d0.dn_loss_cls: 0.0790, d0.dn_loss_bbox: 0.4559, d0.dn_loss_iou: 0.5465, d1.dn_loss_cls: 0.0528, d1.dn_loss_bbox: 0.3520, d1.dn_loss_iou: 0.4479, d2.dn_loss_cls: 0.0461, d2.dn_loss_bbox: 0.3222, d2.dn_loss_iou: 0.4214, d3.dn_loss_cls: 0.0433, d3.dn_loss_bbox: 0.3173, d3.dn_loss_iou: 0.4156, d4.dn_loss_cls: 0.0425, d4.dn_loss_bbox: 0.3155, d4.dn_loss_iou: 0.4125, loss: 11.3457 2024-05-19 21:01:59,608 - mmdet - INFO - Epoch [4][1000/3665] lr: 2.000e-04, eta: 2 days, 0:23:05, time: 1.439, data_time: 0.016, memory: 41052, interm_loss_cls: 0.3050, interm_loss_bbox: 0.2156, interm_loss_iou: 0.4844, loss_cls: 0.2504, loss_bbox: 0.1785, loss_iou: 0.4269, d0.loss_cls: 0.3210, d0.loss_bbox: 0.1838, d0.loss_iou: 0.4332, d1.loss_cls: 0.2835, d1.loss_bbox: 0.1816, d1.loss_iou: 0.4300, d2.loss_cls: 0.2647, d2.loss_bbox: 0.1773, d2.loss_iou: 0.4264, d3.loss_cls: 0.2532, d3.loss_bbox: 0.1786, d3.loss_iou: 0.4276, d4.loss_cls: 0.2516, d4.loss_bbox: 0.1781, d4.loss_iou: 0.4269, dn_loss_cls: 0.0400, dn_loss_bbox: 0.3034, dn_loss_iou: 0.4132, d0.dn_loss_cls: 0.0768, d0.dn_loss_bbox: 0.4405, d0.dn_loss_iou: 0.5482, d1.dn_loss_cls: 0.0507, d1.dn_loss_bbox: 0.3401, d1.dn_loss_iou: 0.4487, d2.dn_loss_cls: 0.0436, d2.dn_loss_bbox: 0.3108, d2.dn_loss_iou: 0.4224, d3.dn_loss_cls: 0.0408, d3.dn_loss_bbox: 0.3055, d3.dn_loss_iou: 0.4163, d4.dn_loss_cls: 0.0401, d4.dn_loss_bbox: 0.3034, d4.dn_loss_iou: 0.4132, loss: 11.2360 2024-05-19 21:03:11,453 - mmdet - INFO - Epoch [4][1050/3665] lr: 2.000e-04, eta: 2 days, 0:21:44, time: 1.437, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2984, interm_loss_bbox: 0.2200, interm_loss_iou: 0.4786, loss_cls: 0.2441, loss_bbox: 0.1834, loss_iou: 0.4199, d0.loss_cls: 0.3173, d0.loss_bbox: 0.1866, d0.loss_iou: 0.4265, d1.loss_cls: 0.2798, d1.loss_bbox: 0.1838, d1.loss_iou: 0.4222, d2.loss_cls: 0.2598, d2.loss_bbox: 0.1797, d2.loss_iou: 0.4170, d3.loss_cls: 0.2484, d3.loss_bbox: 0.1813, d3.loss_iou: 0.4192, d4.loss_cls: 0.2449, d4.loss_bbox: 0.1829, d4.loss_iou: 0.4197, dn_loss_cls: 0.0400, dn_loss_bbox: 0.3183, dn_loss_iou: 0.4123, d0.dn_loss_cls: 0.0773, d0.dn_loss_bbox: 0.4502, d0.dn_loss_iou: 0.5466, d1.dn_loss_cls: 0.0511, d1.dn_loss_bbox: 0.3531, d1.dn_loss_iou: 0.4471, d2.dn_loss_cls: 0.0441, d2.dn_loss_bbox: 0.3254, d2.dn_loss_iou: 0.4212, d3.dn_loss_cls: 0.0410, d3.dn_loss_bbox: 0.3203, d3.dn_loss_iou: 0.4157, d4.dn_loss_cls: 0.0401, d4.dn_loss_bbox: 0.3183, d4.dn_loss_iou: 0.4123, loss: 11.2480 2024-05-19 21:04:22,396 - mmdet - INFO - Epoch [4][1100/3665] lr: 2.000e-04, eta: 2 days, 0:20:15, time: 1.419, data_time: 0.015, memory: 41052, interm_loss_cls: 0.3035, interm_loss_bbox: 0.2141, interm_loss_iou: 0.4852, loss_cls: 0.2515, loss_bbox: 0.1778, loss_iou: 0.4273, d0.loss_cls: 0.3194, d0.loss_bbox: 0.1810, d0.loss_iou: 0.4328, d1.loss_cls: 0.2831, d1.loss_bbox: 0.1803, d1.loss_iou: 0.4312, d2.loss_cls: 0.2646, d2.loss_bbox: 0.1787, d2.loss_iou: 0.4262, d3.loss_cls: 0.2536, d3.loss_bbox: 0.1787, d3.loss_iou: 0.4284, d4.loss_cls: 0.2522, d4.loss_bbox: 0.1773, d4.loss_iou: 0.4273, dn_loss_cls: 0.0404, dn_loss_bbox: 0.2988, dn_loss_iou: 0.4077, d0.dn_loss_cls: 0.0790, d0.dn_loss_bbox: 0.4389, d0.dn_loss_iou: 0.5435, d1.dn_loss_cls: 0.0515, d1.dn_loss_bbox: 0.3366, d1.dn_loss_iou: 0.4429, d2.dn_loss_cls: 0.0444, d2.dn_loss_bbox: 0.3063, d2.dn_loss_iou: 0.4166, d3.dn_loss_cls: 0.0412, d3.dn_loss_bbox: 0.3012, d3.dn_loss_iou: 0.4109, d4.dn_loss_cls: 0.0404, d4.dn_loss_bbox: 0.2988, d4.dn_loss_iou: 0.4078, loss: 11.1813 2024-05-19 21:05:34,174 - mmdet - INFO - Epoch [4][1150/3665] lr: 2.000e-04, eta: 2 days, 0:18:55, time: 1.436, data_time: 0.015, memory: 41052, interm_loss_cls: 0.3010, interm_loss_bbox: 0.2138, interm_loss_iou: 0.4774, loss_cls: 0.2507, loss_bbox: 0.1753, loss_iou: 0.4182, d0.loss_cls: 0.3171, d0.loss_bbox: 0.1819, d0.loss_iou: 0.4280, d1.loss_cls: 0.2798, d1.loss_bbox: 0.1804, d1.loss_iou: 0.4248, d2.loss_cls: 0.2612, d2.loss_bbox: 0.1768, d2.loss_iou: 0.4198, d3.loss_cls: 0.2529, d3.loss_bbox: 0.1757, d3.loss_iou: 0.4201, d4.loss_cls: 0.2509, d4.loss_bbox: 0.1755, d4.loss_iou: 0.4189, dn_loss_cls: 0.0408, dn_loss_bbox: 0.3107, dn_loss_iou: 0.4177, d0.dn_loss_cls: 0.0767, d0.dn_loss_bbox: 0.4383, d0.dn_loss_iou: 0.5439, d1.dn_loss_cls: 0.0508, d1.dn_loss_bbox: 0.3442, d1.dn_loss_iou: 0.4508, d2.dn_loss_cls: 0.0445, d2.dn_loss_bbox: 0.3168, d2.dn_loss_iou: 0.4258, d3.dn_loss_cls: 0.0417, d3.dn_loss_bbox: 0.3123, d3.dn_loss_iou: 0.4206, d4.dn_loss_cls: 0.0408, d4.dn_loss_bbox: 0.3107, d4.dn_loss_iou: 0.4176, loss: 11.2052 2024-05-19 21:06:51,699 - mmdet - INFO - Epoch [4][1200/3665] lr: 2.000e-04, eta: 2 days, 0:18:30, time: 1.550, data_time: 0.014, memory: 41052, interm_loss_cls: 0.3016, interm_loss_bbox: 0.2171, interm_loss_iou: 0.4677, loss_cls: 0.2517, loss_bbox: 0.1780, loss_iou: 0.4053, d0.loss_cls: 0.3183, d0.loss_bbox: 0.1857, d0.loss_iou: 0.4165, d1.loss_cls: 0.2838, d1.loss_bbox: 0.1836, d1.loss_iou: 0.4116, d2.loss_cls: 0.2646, d2.loss_bbox: 0.1793, d2.loss_iou: 0.4065, d3.loss_cls: 0.2539, d3.loss_bbox: 0.1784, d3.loss_iou: 0.4064, d4.loss_cls: 0.2517, d4.loss_bbox: 0.1785, d4.loss_iou: 0.4064, dn_loss_cls: 0.0418, dn_loss_bbox: 0.3133, dn_loss_iou: 0.4034, d0.dn_loss_cls: 0.0789, d0.dn_loss_bbox: 0.4489, d0.dn_loss_iou: 0.5374, d1.dn_loss_cls: 0.0523, d1.dn_loss_bbox: 0.3476, d1.dn_loss_iou: 0.4381, d2.dn_loss_cls: 0.0456, d2.dn_loss_bbox: 0.3204, d2.dn_loss_iou: 0.4122, d3.dn_loss_cls: 0.0428, d3.dn_loss_bbox: 0.3156, d3.dn_loss_iou: 0.4066, d4.dn_loss_cls: 0.0418, d4.dn_loss_bbox: 0.3133, d4.dn_loss_iou: 0.4034, loss: 11.1101 2024-05-19 21:08:03,655 - mmdet - INFO - Epoch [4][1250/3665] lr: 2.000e-04, eta: 2 days, 0:17:11, time: 1.439, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2967, interm_loss_bbox: 0.2164, interm_loss_iou: 0.4805, loss_cls: 0.2426, loss_bbox: 0.1806, loss_iou: 0.4240, d0.loss_cls: 0.3114, d0.loss_bbox: 0.1869, d0.loss_iou: 0.4339, d1.loss_cls: 0.2754, d1.loss_bbox: 0.1842, d1.loss_iou: 0.4272, d2.loss_cls: 0.2547, d2.loss_bbox: 0.1828, d2.loss_iou: 0.4247, d3.loss_cls: 0.2455, d3.loss_bbox: 0.1814, d3.loss_iou: 0.4245, d4.loss_cls: 0.2429, d4.loss_bbox: 0.1810, d4.loss_iou: 0.4243, dn_loss_cls: 0.0385, dn_loss_bbox: 0.3013, dn_loss_iou: 0.4103, d0.dn_loss_cls: 0.0756, d0.dn_loss_bbox: 0.4303, d0.dn_loss_iou: 0.5404, d1.dn_loss_cls: 0.0495, d1.dn_loss_bbox: 0.3339, d1.dn_loss_iou: 0.4435, d2.dn_loss_cls: 0.0424, d2.dn_loss_bbox: 0.3077, d2.dn_loss_iou: 0.4183, d3.dn_loss_cls: 0.0394, d3.dn_loss_bbox: 0.3033, d3.dn_loss_iou: 0.4133, d4.dn_loss_cls: 0.0385, d4.dn_loss_bbox: 0.3014, d4.dn_loss_iou: 0.4104, loss: 11.1197 2024-05-19 21:09:16,867 - mmdet - INFO - Epoch [4][1300/3665] lr: 2.000e-04, eta: 2 days, 0:16:04, time: 1.464, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2946, interm_loss_bbox: 0.2182, interm_loss_iou: 0.4767, loss_cls: 0.2404, loss_bbox: 0.1783, loss_iou: 0.4146, d0.loss_cls: 0.3079, d0.loss_bbox: 0.1847, d0.loss_iou: 0.4250, d1.loss_cls: 0.2724, d1.loss_bbox: 0.1813, d1.loss_iou: 0.4188, d2.loss_cls: 0.2516, d2.loss_bbox: 0.1793, d2.loss_iou: 0.4153, d3.loss_cls: 0.2435, d3.loss_bbox: 0.1788, d3.loss_iou: 0.4150, d4.loss_cls: 0.2411, d4.loss_bbox: 0.1789, d4.loss_iou: 0.4148, dn_loss_cls: 0.0392, dn_loss_bbox: 0.3047, dn_loss_iou: 0.4034, d0.dn_loss_cls: 0.0760, d0.dn_loss_bbox: 0.4368, d0.dn_loss_iou: 0.5354, d1.dn_loss_cls: 0.0496, d1.dn_loss_bbox: 0.3386, d1.dn_loss_iou: 0.4367, d2.dn_loss_cls: 0.0429, d2.dn_loss_bbox: 0.3113, d2.dn_loss_iou: 0.4118, d3.dn_loss_cls: 0.0401, d3.dn_loss_bbox: 0.3067, d3.dn_loss_iou: 0.4065, d4.dn_loss_cls: 0.0393, d4.dn_loss_bbox: 0.3047, d4.dn_loss_iou: 0.4034, loss: 11.0184 2024-05-19 21:10:32,791 - mmdet - INFO - Epoch [4][1350/3665] lr: 2.000e-04, eta: 2 days, 0:15:24, time: 1.519, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2961, interm_loss_bbox: 0.2207, interm_loss_iou: 0.4800, loss_cls: 0.2409, loss_bbox: 0.1849, loss_iou: 0.4249, d0.loss_cls: 0.3165, d0.loss_bbox: 0.1886, d0.loss_iou: 0.4303, d1.loss_cls: 0.2766, d1.loss_bbox: 0.1860, d1.loss_iou: 0.4257, d2.loss_cls: 0.2532, d2.loss_bbox: 0.1850, d2.loss_iou: 0.4254, d3.loss_cls: 0.2446, d3.loss_bbox: 0.1847, d3.loss_iou: 0.4254, d4.loss_cls: 0.2409, d4.loss_bbox: 0.1858, d4.loss_iou: 0.4261, dn_loss_cls: 0.0376, dn_loss_bbox: 0.3014, dn_loss_iou: 0.4093, d0.dn_loss_cls: 0.0755, d0.dn_loss_bbox: 0.4300, d0.dn_loss_iou: 0.5387, d1.dn_loss_cls: 0.0489, d1.dn_loss_bbox: 0.3360, d1.dn_loss_iou: 0.4420, d2.dn_loss_cls: 0.0417, d2.dn_loss_bbox: 0.3083, d2.dn_loss_iou: 0.4174, d3.dn_loss_cls: 0.0387, d3.dn_loss_bbox: 0.3034, d3.dn_loss_iou: 0.4122, d4.dn_loss_cls: 0.0378, d4.dn_loss_bbox: 0.3014, d4.dn_loss_iou: 0.4093, loss: 11.1315 2024-05-19 21:11:44,016 - mmdet - INFO - Epoch [4][1400/3665] lr: 2.000e-04, eta: 2 days, 0:13:58, time: 1.424, data_time: 0.015, memory: 41052, interm_loss_cls: 0.3015, interm_loss_bbox: 0.2167, interm_loss_iou: 0.4884, loss_cls: 0.2474, loss_bbox: 0.1823, loss_iou: 0.4341, d0.loss_cls: 0.3200, d0.loss_bbox: 0.1848, d0.loss_iou: 0.4394, d1.loss_cls: 0.2812, d1.loss_bbox: 0.1839, d1.loss_iou: 0.4372, d2.loss_cls: 0.2616, d2.loss_bbox: 0.1822, d2.loss_iou: 0.4340, d3.loss_cls: 0.2514, d3.loss_bbox: 0.1822, d3.loss_iou: 0.4342, d4.loss_cls: 0.2482, d4.loss_bbox: 0.1824, d4.loss_iou: 0.4348, dn_loss_cls: 0.0421, dn_loss_bbox: 0.3093, dn_loss_iou: 0.4227, d0.dn_loss_cls: 0.0777, d0.dn_loss_bbox: 0.4371, d0.dn_loss_iou: 0.5508, d1.dn_loss_cls: 0.0523, d1.dn_loss_bbox: 0.3424, d1.dn_loss_iou: 0.4558, d2.dn_loss_cls: 0.0455, d2.dn_loss_bbox: 0.3163, d2.dn_loss_iou: 0.4315, d3.dn_loss_cls: 0.0427, d3.dn_loss_bbox: 0.3114, d3.dn_loss_iou: 0.4260, d4.dn_loss_cls: 0.0419, d4.dn_loss_bbox: 0.3093, d4.dn_loss_iou: 0.4226, loss: 11.3653 2024-05-19 21:12:55,533 - mmdet - INFO - Epoch [4][1450/3665] lr: 2.000e-04, eta: 2 days, 0:12:34, time: 1.430, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2911, interm_loss_bbox: 0.2103, interm_loss_iou: 0.4746, loss_cls: 0.2399, loss_bbox: 0.1750, loss_iou: 0.4156, d0.loss_cls: 0.3064, d0.loss_bbox: 0.1792, d0.loss_iou: 0.4243, d1.loss_cls: 0.2696, d1.loss_bbox: 0.1779, d1.loss_iou: 0.4215, d2.loss_cls: 0.2534, d2.loss_bbox: 0.1737, d2.loss_iou: 0.4157, d3.loss_cls: 0.2451, d3.loss_bbox: 0.1740, d3.loss_iou: 0.4157, d4.loss_cls: 0.2414, d4.loss_bbox: 0.1744, d4.loss_iou: 0.4150, dn_loss_cls: 0.0394, dn_loss_bbox: 0.3019, dn_loss_iou: 0.4068, d0.dn_loss_cls: 0.0765, d0.dn_loss_bbox: 0.4300, d0.dn_loss_iou: 0.5355, d1.dn_loss_cls: 0.0502, d1.dn_loss_bbox: 0.3357, d1.dn_loss_iou: 0.4400, d2.dn_loss_cls: 0.0432, d2.dn_loss_bbox: 0.3088, d2.dn_loss_iou: 0.4148, d3.dn_loss_cls: 0.0403, d3.dn_loss_bbox: 0.3041, d3.dn_loss_iou: 0.4097, d4.dn_loss_cls: 0.0394, d4.dn_loss_bbox: 0.3019, d4.dn_loss_iou: 0.4068, loss: 10.9790 2024-05-19 21:14:11,992 - mmdet - INFO - Epoch [4][1500/3665] lr: 2.000e-04, eta: 2 days, 0:11:58, time: 1.529, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2959, interm_loss_bbox: 0.2152, interm_loss_iou: 0.4921, loss_cls: 0.2415, loss_bbox: 0.1812, loss_iou: 0.4338, d0.loss_cls: 0.3091, d0.loss_bbox: 0.1859, d0.loss_iou: 0.4412, d1.loss_cls: 0.2738, d1.loss_bbox: 0.1818, d1.loss_iou: 0.4348, d2.loss_cls: 0.2545, d2.loss_bbox: 0.1795, d2.loss_iou: 0.4320, d3.loss_cls: 0.2450, d3.loss_bbox: 0.1800, d3.loss_iou: 0.4334, d4.loss_cls: 0.2420, d4.loss_bbox: 0.1812, d4.loss_iou: 0.4343, dn_loss_cls: 0.0389, dn_loss_bbox: 0.3076, dn_loss_iou: 0.4095, d0.dn_loss_cls: 0.0755, d0.dn_loss_bbox: 0.4385, d0.dn_loss_iou: 0.5403, d1.dn_loss_cls: 0.0495, d1.dn_loss_bbox: 0.3411, d1.dn_loss_iou: 0.4426, d2.dn_loss_cls: 0.0426, d2.dn_loss_bbox: 0.3147, d2.dn_loss_iou: 0.4180, d3.dn_loss_cls: 0.0397, d3.dn_loss_bbox: 0.3097, d3.dn_loss_iou: 0.4126, d4.dn_loss_cls: 0.0389, d4.dn_loss_bbox: 0.3077, d4.dn_loss_iou: 0.4095, loss: 11.2050 2024-05-19 21:15:30,000 - mmdet - INFO - Epoch [4][1550/3665] lr: 2.000e-04, eta: 2 days, 0:11:37, time: 1.560, data_time: 0.015, memory: 41052, interm_loss_cls: 0.3061, interm_loss_bbox: 0.2170, interm_loss_iou: 0.4805, loss_cls: 0.2496, loss_bbox: 0.1809, loss_iou: 0.4204, d0.loss_cls: 0.3203, d0.loss_bbox: 0.1853, d0.loss_iou: 0.4274, d1.loss_cls: 0.2802, d1.loss_bbox: 0.1830, d1.loss_iou: 0.4238, d2.loss_cls: 0.2615, d2.loss_bbox: 0.1810, d2.loss_iou: 0.4196, d3.loss_cls: 0.2519, d3.loss_bbox: 0.1817, d3.loss_iou: 0.4205, d4.loss_cls: 0.2501, d4.loss_bbox: 0.1808, d4.loss_iou: 0.4204, dn_loss_cls: 0.0416, dn_loss_bbox: 0.3158, dn_loss_iou: 0.4172, d0.dn_loss_cls: 0.0778, d0.dn_loss_bbox: 0.4445, d0.dn_loss_iou: 0.5481, d1.dn_loss_cls: 0.0522, d1.dn_loss_bbox: 0.3506, d1.dn_loss_iou: 0.4512, d2.dn_loss_cls: 0.0452, d2.dn_loss_bbox: 0.3227, d2.dn_loss_iou: 0.4257, d3.dn_loss_cls: 0.0424, d3.dn_loss_bbox: 0.3179, d3.dn_loss_iou: 0.4201, d4.dn_loss_cls: 0.0415, d4.dn_loss_bbox: 0.3158, d4.dn_loss_iou: 0.4171, loss: 11.2894 2024-05-19 21:16:41,498 - mmdet - INFO - Epoch [4][1600/3665] lr: 2.000e-04, eta: 2 days, 0:10:13, time: 1.430, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2985, interm_loss_bbox: 0.2163, interm_loss_iou: 0.4751, loss_cls: 0.2484, loss_bbox: 0.1792, loss_iou: 0.4161, d0.loss_cls: 0.3141, d0.loss_bbox: 0.1851, d0.loss_iou: 0.4255, d1.loss_cls: 0.2773, d1.loss_bbox: 0.1827, d1.loss_iou: 0.4205, d2.loss_cls: 0.2578, d2.loss_bbox: 0.1795, d2.loss_iou: 0.4176, d3.loss_cls: 0.2497, d3.loss_bbox: 0.1793, d3.loss_iou: 0.4177, d4.loss_cls: 0.2487, d4.loss_bbox: 0.1793, d4.loss_iou: 0.4168, dn_loss_cls: 0.0380, dn_loss_bbox: 0.3033, dn_loss_iou: 0.4046, d0.dn_loss_cls: 0.0752, d0.dn_loss_bbox: 0.4380, d0.dn_loss_iou: 0.5405, d1.dn_loss_cls: 0.0488, d1.dn_loss_bbox: 0.3394, d1.dn_loss_iou: 0.4391, d2.dn_loss_cls: 0.0423, d2.dn_loss_bbox: 0.3106, d2.dn_loss_iou: 0.4136, d3.dn_loss_cls: 0.0391, d3.dn_loss_bbox: 0.3056, d3.dn_loss_iou: 0.4078, d4.dn_loss_cls: 0.0381, d4.dn_loss_bbox: 0.3033, d4.dn_loss_iou: 0.4045, loss: 11.0768 2024-05-19 21:17:52,830 - mmdet - INFO - Epoch [4][1650/3665] lr: 2.000e-04, eta: 2 days, 0:08:48, time: 1.427, data_time: 0.017, memory: 41052, interm_loss_cls: 0.3038, interm_loss_bbox: 0.2113, interm_loss_iou: 0.4847, loss_cls: 0.2502, loss_bbox: 0.1766, loss_iou: 0.4281, d0.loss_cls: 0.3196, d0.loss_bbox: 0.1806, d0.loss_iou: 0.4338, d1.loss_cls: 0.2822, d1.loss_bbox: 0.1784, d1.loss_iou: 0.4314, d2.loss_cls: 0.2640, d2.loss_bbox: 0.1753, d2.loss_iou: 0.4277, d3.loss_cls: 0.2534, d3.loss_bbox: 0.1756, d3.loss_iou: 0.4282, d4.loss_cls: 0.2504, d4.loss_bbox: 0.1771, d4.loss_iou: 0.4285, dn_loss_cls: 0.0413, dn_loss_bbox: 0.3016, dn_loss_iou: 0.4136, d0.dn_loss_cls: 0.0780, d0.dn_loss_bbox: 0.4321, d0.dn_loss_iou: 0.5428, d1.dn_loss_cls: 0.0516, d1.dn_loss_bbox: 0.3357, d1.dn_loss_iou: 0.4470, d2.dn_loss_cls: 0.0449, d2.dn_loss_bbox: 0.3081, d2.dn_loss_iou: 0.4219, d3.dn_loss_cls: 0.0420, d3.dn_loss_bbox: 0.3035, d3.dn_loss_iou: 0.4165, d4.dn_loss_cls: 0.0413, d4.dn_loss_bbox: 0.3016, d4.dn_loss_iou: 0.4135, loss: 11.1977 2024-05-19 21:19:10,562 - mmdet - INFO - Epoch [4][1700/3665] lr: 2.000e-04, eta: 2 days, 0:08:23, time: 1.554, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2941, interm_loss_bbox: 0.2245, interm_loss_iou: 0.4686, loss_cls: 0.2409, loss_bbox: 0.1887, loss_iou: 0.4140, d0.loss_cls: 0.3101, d0.loss_bbox: 0.1906, d0.loss_iou: 0.4188, d1.loss_cls: 0.2740, d1.loss_bbox: 0.1897, d1.loss_iou: 0.4150, d2.loss_cls: 0.2541, d2.loss_bbox: 0.1883, d2.loss_iou: 0.4134, d3.loss_cls: 0.2433, d3.loss_bbox: 0.1893, d3.loss_iou: 0.4154, d4.loss_cls: 0.2411, d4.loss_bbox: 0.1893, d4.loss_iou: 0.4149, dn_loss_cls: 0.0382, dn_loss_bbox: 0.3140, dn_loss_iou: 0.3991, d0.dn_loss_cls: 0.0748, d0.dn_loss_bbox: 0.4487, d0.dn_loss_iou: 0.5297, d1.dn_loss_cls: 0.0490, d1.dn_loss_bbox: 0.3496, d1.dn_loss_iou: 0.4333, d2.dn_loss_cls: 0.0424, d2.dn_loss_bbox: 0.3211, d2.dn_loss_iou: 0.4079, d3.dn_loss_cls: 0.0394, d3.dn_loss_bbox: 0.3161, d3.dn_loss_iou: 0.4023, d4.dn_loss_cls: 0.0383, d4.dn_loss_bbox: 0.3140, d4.dn_loss_iou: 0.3991, loss: 11.0952 2024-05-19 21:20:31,492 - mmdet - INFO - Epoch [4][1750/3665] lr: 2.000e-04, eta: 2 days, 0:08:28, time: 1.619, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2948, interm_loss_bbox: 0.2156, interm_loss_iou: 0.4717, loss_cls: 0.2391, loss_bbox: 0.1764, loss_iou: 0.4110, d0.loss_cls: 0.3069, d0.loss_bbox: 0.1810, d0.loss_iou: 0.4184, d1.loss_cls: 0.2692, d1.loss_bbox: 0.1791, d1.loss_iou: 0.4139, d2.loss_cls: 0.2523, d2.loss_bbox: 0.1756, d2.loss_iou: 0.4093, d3.loss_cls: 0.2427, d3.loss_bbox: 0.1760, d3.loss_iou: 0.4097, d4.loss_cls: 0.2407, d4.loss_bbox: 0.1758, d4.loss_iou: 0.4101, dn_loss_cls: 0.0389, dn_loss_bbox: 0.3056, dn_loss_iou: 0.3993, d0.dn_loss_cls: 0.0761, d0.dn_loss_bbox: 0.4399, d0.dn_loss_iou: 0.5364, d1.dn_loss_cls: 0.0495, d1.dn_loss_bbox: 0.3411, d1.dn_loss_iou: 0.4338, d2.dn_loss_cls: 0.0429, d2.dn_loss_bbox: 0.3124, d2.dn_loss_iou: 0.4075, d3.dn_loss_cls: 0.0399, d3.dn_loss_bbox: 0.3077, d3.dn_loss_iou: 0.4023, d4.dn_loss_cls: 0.0390, d4.dn_loss_bbox: 0.3056, d4.dn_loss_iou: 0.3992, loss: 10.9463 2024-05-19 21:21:42,875 - mmdet - INFO - Epoch [4][1800/3665] lr: 2.000e-04, eta: 2 days, 0:07:03, time: 1.428, data_time: 0.015, memory: 41052, interm_loss_cls: 0.3011, interm_loss_bbox: 0.2216, interm_loss_iou: 0.4856, loss_cls: 0.2497, loss_bbox: 0.1821, loss_iou: 0.4246, d0.loss_cls: 0.3182, d0.loss_bbox: 0.1867, d0.loss_iou: 0.4338, d1.loss_cls: 0.2809, d1.loss_bbox: 0.1847, d1.loss_iou: 0.4284, d2.loss_cls: 0.2620, d2.loss_bbox: 0.1824, d2.loss_iou: 0.4258, d3.loss_cls: 0.2533, d3.loss_bbox: 0.1826, d3.loss_iou: 0.4245, d4.loss_cls: 0.2508, d4.loss_bbox: 0.1821, d4.loss_iou: 0.4246, dn_loss_cls: 0.0408, dn_loss_bbox: 0.3102, dn_loss_iou: 0.4247, d0.dn_loss_cls: 0.0787, d0.dn_loss_bbox: 0.4379, d0.dn_loss_iou: 0.5546, d1.dn_loss_cls: 0.0515, d1.dn_loss_bbox: 0.3425, d1.dn_loss_iou: 0.4575, d2.dn_loss_cls: 0.0445, d2.dn_loss_bbox: 0.3168, d2.dn_loss_iou: 0.4331, d3.dn_loss_cls: 0.0416, d3.dn_loss_bbox: 0.3120, d3.dn_loss_iou: 0.4278, d4.dn_loss_cls: 0.0408, d4.dn_loss_bbox: 0.3103, d4.dn_loss_iou: 0.4247, loss: 11.3355 2024-05-19 21:22:57,448 - mmdet - INFO - Epoch [4][1850/3665] lr: 2.000e-04, eta: 2 days, 0:06:08, time: 1.491, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2993, interm_loss_bbox: 0.2148, interm_loss_iou: 0.4760, loss_cls: 0.2478, loss_bbox: 0.1766, loss_iou: 0.4180, d0.loss_cls: 0.3149, d0.loss_bbox: 0.1827, d0.loss_iou: 0.4263, d1.loss_cls: 0.2775, d1.loss_bbox: 0.1798, d1.loss_iou: 0.4221, d2.loss_cls: 0.2597, d2.loss_bbox: 0.1766, d2.loss_iou: 0.4184, d3.loss_cls: 0.2505, d3.loss_bbox: 0.1768, d3.loss_iou: 0.4188, d4.loss_cls: 0.2491, d4.loss_bbox: 0.1760, d4.loss_iou: 0.4179, dn_loss_cls: 0.0403, dn_loss_bbox: 0.3096, dn_loss_iou: 0.4138, d0.dn_loss_cls: 0.0775, d0.dn_loss_bbox: 0.4353, d0.dn_loss_iou: 0.5404, d1.dn_loss_cls: 0.0508, d1.dn_loss_bbox: 0.3422, d1.dn_loss_iou: 0.4461, d2.dn_loss_cls: 0.0441, d2.dn_loss_bbox: 0.3159, d2.dn_loss_iou: 0.4217, d3.dn_loss_cls: 0.0413, d3.dn_loss_bbox: 0.3115, d3.dn_loss_iou: 0.4167, d4.dn_loss_cls: 0.0405, d4.dn_loss_bbox: 0.3097, d4.dn_loss_iou: 0.4138, loss: 11.1510 2024-05-19 21:24:13,511 - mmdet - INFO - Epoch [4][1900/3665] lr: 2.000e-04, eta: 2 days, 0:05:26, time: 1.521, data_time: 0.016, memory: 41052, interm_loss_cls: 0.3016, interm_loss_bbox: 0.2158, interm_loss_iou: 0.4798, loss_cls: 0.2511, loss_bbox: 0.1796, loss_iou: 0.4210, d0.loss_cls: 0.3188, d0.loss_bbox: 0.1827, d0.loss_iou: 0.4272, d1.loss_cls: 0.2800, d1.loss_bbox: 0.1830, d1.loss_iou: 0.4277, d2.loss_cls: 0.2641, d2.loss_bbox: 0.1791, d2.loss_iou: 0.4206, d3.loss_cls: 0.2537, d3.loss_bbox: 0.1799, d3.loss_iou: 0.4215, d4.loss_cls: 0.2517, d4.loss_bbox: 0.1803, d4.loss_iou: 0.4212, dn_loss_cls: 0.0424, dn_loss_bbox: 0.3026, dn_loss_iou: 0.4090, d0.dn_loss_cls: 0.0786, d0.dn_loss_bbox: 0.4321, d0.dn_loss_iou: 0.5382, d1.dn_loss_cls: 0.0523, d1.dn_loss_bbox: 0.3353, d1.dn_loss_iou: 0.4411, d2.dn_loss_cls: 0.0454, d2.dn_loss_bbox: 0.3088, d2.dn_loss_iou: 0.4166, d3.dn_loss_cls: 0.0427, d3.dn_loss_bbox: 0.3045, d3.dn_loss_iou: 0.4118, d4.dn_loss_cls: 0.0423, d4.dn_loss_bbox: 0.3026, d4.dn_loss_iou: 0.4089, loss: 11.1555 2024-05-19 21:25:25,187 - mmdet - INFO - Epoch [4][1950/3665] lr: 2.000e-04, eta: 2 days, 0:04:04, time: 1.433, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2969, interm_loss_bbox: 0.2211, interm_loss_iou: 0.4711, loss_cls: 0.2471, loss_bbox: 0.1773, loss_iou: 0.4066, d0.loss_cls: 0.3131, d0.loss_bbox: 0.1849, d0.loss_iou: 0.4168, d1.loss_cls: 0.2751, d1.loss_bbox: 0.1828, d1.loss_iou: 0.4140, d2.loss_cls: 0.2590, d2.loss_bbox: 0.1772, d2.loss_iou: 0.4082, d3.loss_cls: 0.2500, d3.loss_bbox: 0.1774, d3.loss_iou: 0.4072, d4.loss_cls: 0.2479, d4.loss_bbox: 0.1771, d4.loss_iou: 0.4063, dn_loss_cls: 0.0403, dn_loss_bbox: 0.3207, dn_loss_iou: 0.4083, d0.dn_loss_cls: 0.0759, d0.dn_loss_bbox: 0.4492, d0.dn_loss_iou: 0.5415, d1.dn_loss_cls: 0.0499, d1.dn_loss_bbox: 0.3534, d1.dn_loss_iou: 0.4421, d2.dn_loss_cls: 0.0436, d2.dn_loss_bbox: 0.3272, d2.dn_loss_iou: 0.4163, d3.dn_loss_cls: 0.0410, d3.dn_loss_bbox: 0.3226, d3.dn_loss_iou: 0.4112, d4.dn_loss_cls: 0.0401, d4.dn_loss_bbox: 0.3208, d4.dn_loss_iou: 0.4082, loss: 11.1294 2024-05-19 21:26:36,667 - mmdet - INFO - Epoch [4][2000/3665] lr: 2.000e-04, eta: 2 days, 0:02:40, time: 1.430, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2954, interm_loss_bbox: 0.2212, interm_loss_iou: 0.4686, loss_cls: 0.2426, loss_bbox: 0.1795, loss_iou: 0.4066, d0.loss_cls: 0.3110, d0.loss_bbox: 0.1865, d0.loss_iou: 0.4134, d1.loss_cls: 0.2725, d1.loss_bbox: 0.1842, d1.loss_iou: 0.4102, d2.loss_cls: 0.2539, d2.loss_bbox: 0.1804, d2.loss_iou: 0.4063, d3.loss_cls: 0.2446, d3.loss_bbox: 0.1800, d3.loss_iou: 0.4068, d4.loss_cls: 0.2443, d4.loss_bbox: 0.1787, d4.loss_iou: 0.4055, dn_loss_cls: 0.0396, dn_loss_bbox: 0.3199, dn_loss_iou: 0.4044, d0.dn_loss_cls: 0.0765, d0.dn_loss_bbox: 0.4533, d0.dn_loss_iou: 0.5350, d1.dn_loss_cls: 0.0504, d1.dn_loss_bbox: 0.3561, d1.dn_loss_iou: 0.4387, d2.dn_loss_cls: 0.0436, d2.dn_loss_bbox: 0.3269, d2.dn_loss_iou: 0.4126, d3.dn_loss_cls: 0.0406, d3.dn_loss_bbox: 0.3219, d3.dn_loss_iou: 0.4073, d4.dn_loss_cls: 0.0396, d4.dn_loss_bbox: 0.3200, d4.dn_loss_iou: 0.4045, loss: 11.0829 2024-05-19 21:27:50,565 - mmdet - INFO - Epoch [4][2050/3665] lr: 2.000e-04, eta: 2 days, 0:01:38, time: 1.478, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2981, interm_loss_bbox: 0.2161, interm_loss_iou: 0.4777, loss_cls: 0.2443, loss_bbox: 0.1783, loss_iou: 0.4221, d0.loss_cls: 0.3143, d0.loss_bbox: 0.1825, d0.loss_iou: 0.4284, d1.loss_cls: 0.2776, d1.loss_bbox: 0.1829, d1.loss_iou: 0.4256, d2.loss_cls: 0.2587, d2.loss_bbox: 0.1780, d2.loss_iou: 0.4214, d3.loss_cls: 0.2480, d3.loss_bbox: 0.1786, d3.loss_iou: 0.4228, d4.loss_cls: 0.2455, d4.loss_bbox: 0.1783, d4.loss_iou: 0.4220, dn_loss_cls: 0.0393, dn_loss_bbox: 0.3031, dn_loss_iou: 0.4136, d0.dn_loss_cls: 0.0765, d0.dn_loss_bbox: 0.4293, d0.dn_loss_iou: 0.5431, d1.dn_loss_cls: 0.0501, d1.dn_loss_bbox: 0.3366, d1.dn_loss_iou: 0.4472, d2.dn_loss_cls: 0.0434, d2.dn_loss_bbox: 0.3099, d2.dn_loss_iou: 0.4217, d3.dn_loss_cls: 0.0404, d3.dn_loss_bbox: 0.3050, d3.dn_loss_iou: 0.4165, d4.dn_loss_cls: 0.0395, d4.dn_loss_bbox: 0.3031, d4.dn_loss_iou: 0.4136, loss: 11.1332 2024-05-19 21:29:07,859 - mmdet - INFO - Epoch [4][2100/3665] lr: 2.000e-04, eta: 2 days, 0:01:07, time: 1.546, data_time: 0.014, memory: 41052, interm_loss_cls: 0.3007, interm_loss_bbox: 0.2196, interm_loss_iou: 0.4799, loss_cls: 0.2483, loss_bbox: 0.1824, loss_iou: 0.4156, d0.loss_cls: 0.3178, d0.loss_bbox: 0.1875, d0.loss_iou: 0.4258, d1.loss_cls: 0.2799, d1.loss_bbox: 0.1849, d1.loss_iou: 0.4186, d2.loss_cls: 0.2592, d2.loss_bbox: 0.1836, d2.loss_iou: 0.4164, d3.loss_cls: 0.2504, d3.loss_bbox: 0.1835, d3.loss_iou: 0.4167, d4.loss_cls: 0.2482, d4.loss_bbox: 0.1834, d4.loss_iou: 0.4165, dn_loss_cls: 0.0401, dn_loss_bbox: 0.3123, dn_loss_iou: 0.4081, d0.dn_loss_cls: 0.0775, d0.dn_loss_bbox: 0.4448, d0.dn_loss_iou: 0.5397, d1.dn_loss_cls: 0.0507, d1.dn_loss_bbox: 0.3446, d1.dn_loss_iou: 0.4412, d2.dn_loss_cls: 0.0441, d2.dn_loss_bbox: 0.3185, d2.dn_loss_iou: 0.4163, d3.dn_loss_cls: 0.0411, d3.dn_loss_bbox: 0.3142, d3.dn_loss_iou: 0.4111, d4.dn_loss_cls: 0.0402, d4.dn_loss_bbox: 0.3123, d4.dn_loss_iou: 0.4080, loss: 11.1837 2024-05-19 21:30:21,918 - mmdet - INFO - Epoch [4][2150/3665] lr: 2.000e-04, eta: 2 days, 0:00:06, time: 1.481, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2917, interm_loss_bbox: 0.2115, interm_loss_iou: 0.4903, loss_cls: 0.2446, loss_bbox: 0.1759, loss_iou: 0.4317, d0.loss_cls: 0.3117, d0.loss_bbox: 0.1791, d0.loss_iou: 0.4387, d1.loss_cls: 0.2766, d1.loss_bbox: 0.1775, d1.loss_iou: 0.4356, d2.loss_cls: 0.2556, d2.loss_bbox: 0.1769, d2.loss_iou: 0.4328, d3.loss_cls: 0.2459, d3.loss_bbox: 0.1772, d3.loss_iou: 0.4337, d4.loss_cls: 0.2448, d4.loss_bbox: 0.1762, d4.loss_iou: 0.4324, dn_loss_cls: 0.0381, dn_loss_bbox: 0.2916, dn_loss_iou: 0.4090, d0.dn_loss_cls: 0.0751, d0.dn_loss_bbox: 0.4195, d0.dn_loss_iou: 0.5396, d1.dn_loss_cls: 0.0485, d1.dn_loss_bbox: 0.3258, d1.dn_loss_iou: 0.4434, d2.dn_loss_cls: 0.0420, d2.dn_loss_bbox: 0.2987, d2.dn_loss_iou: 0.4177, d3.dn_loss_cls: 0.0390, d3.dn_loss_bbox: 0.2941, d3.dn_loss_iou: 0.4121, d4.dn_loss_cls: 0.0383, d4.dn_loss_bbox: 0.2916, d4.dn_loss_iou: 0.4090, loss: 11.0732 2024-05-19 21:31:34,338 - mmdet - INFO - Epoch [4][2200/3665] lr: 2.000e-04, eta: 1 day, 23:58:51, time: 1.448, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2943, interm_loss_bbox: 0.2129, interm_loss_iou: 0.4577, loss_cls: 0.2369, loss_bbox: 0.1789, loss_iou: 0.4023, d0.loss_cls: 0.3084, d0.loss_bbox: 0.1831, d0.loss_iou: 0.4114, d1.loss_cls: 0.2714, d1.loss_bbox: 0.1794, d1.loss_iou: 0.4052, d2.loss_cls: 0.2513, d2.loss_bbox: 0.1777, d2.loss_iou: 0.4022, d3.loss_cls: 0.2407, d3.loss_bbox: 0.1782, d3.loss_iou: 0.4021, d4.loss_cls: 0.2379, d4.loss_bbox: 0.1789, d4.loss_iou: 0.4029, dn_loss_cls: 0.0379, dn_loss_bbox: 0.3008, dn_loss_iou: 0.3890, d0.dn_loss_cls: 0.0756, d0.dn_loss_bbox: 0.4386, d0.dn_loss_iou: 0.5235, d1.dn_loss_cls: 0.0484, d1.dn_loss_bbox: 0.3374, d1.dn_loss_iou: 0.4237, d2.dn_loss_cls: 0.0417, d2.dn_loss_bbox: 0.3082, d2.dn_loss_iou: 0.3978, d3.dn_loss_cls: 0.0387, d3.dn_loss_bbox: 0.3029, d3.dn_loss_iou: 0.3920, d4.dn_loss_cls: 0.0380, d4.dn_loss_bbox: 0.3009, d4.dn_loss_iou: 0.3891, loss: 10.7981 2024-05-19 21:32:50,120 - mmdet - INFO - Epoch [4][2250/3665] lr: 2.000e-04, eta: 1 day, 23:58:05, time: 1.516, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2864, interm_loss_bbox: 0.2089, interm_loss_iou: 0.4641, loss_cls: 0.2321, loss_bbox: 0.1743, loss_iou: 0.4082, d0.loss_cls: 0.3040, d0.loss_bbox: 0.1770, d0.loss_iou: 0.4132, d1.loss_cls: 0.2664, d1.loss_bbox: 0.1753, d1.loss_iou: 0.4099, d2.loss_cls: 0.2487, d2.loss_bbox: 0.1718, d2.loss_iou: 0.4047, d3.loss_cls: 0.2370, d3.loss_bbox: 0.1736, d3.loss_iou: 0.4071, d4.loss_cls: 0.2332, d4.loss_bbox: 0.1744, d4.loss_iou: 0.4077, dn_loss_cls: 0.0362, dn_loss_bbox: 0.2970, dn_loss_iou: 0.3940, d0.dn_loss_cls: 0.0728, d0.dn_loss_bbox: 0.4255, d0.dn_loss_iou: 0.5224, d1.dn_loss_cls: 0.0466, d1.dn_loss_bbox: 0.3326, d1.dn_loss_iou: 0.4271, d2.dn_loss_cls: 0.0403, d2.dn_loss_bbox: 0.3043, d2.dn_loss_iou: 0.4025, d3.dn_loss_cls: 0.0375, d3.dn_loss_bbox: 0.2991, d3.dn_loss_iou: 0.3970, d4.dn_loss_cls: 0.0364, d4.dn_loss_bbox: 0.2971, d4.dn_loss_iou: 0.3939, loss: 10.7405 2024-05-19 21:34:07,999 - mmdet - INFO - Epoch [4][2300/3665] lr: 2.000e-04, eta: 1 day, 23:57:38, time: 1.558, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2989, interm_loss_bbox: 0.2129, interm_loss_iou: 0.4714, loss_cls: 0.2444, loss_bbox: 0.1771, loss_iou: 0.4186, d0.loss_cls: 0.3142, d0.loss_bbox: 0.1830, d0.loss_iou: 0.4241, d1.loss_cls: 0.2767, d1.loss_bbox: 0.1807, d1.loss_iou: 0.4203, d2.loss_cls: 0.2575, d2.loss_bbox: 0.1778, d2.loss_iou: 0.4183, d3.loss_cls: 0.2480, d3.loss_bbox: 0.1775, d3.loss_iou: 0.4194, d4.loss_cls: 0.2455, d4.loss_bbox: 0.1771, d4.loss_iou: 0.4187, dn_loss_cls: 0.0381, dn_loss_bbox: 0.3048, dn_loss_iou: 0.3966, d0.dn_loss_cls: 0.0753, d0.dn_loss_bbox: 0.4384, d0.dn_loss_iou: 0.5246, d1.dn_loss_cls: 0.0484, d1.dn_loss_bbox: 0.3405, d1.dn_loss_iou: 0.4301, d2.dn_loss_cls: 0.0423, d2.dn_loss_bbox: 0.3122, d2.dn_loss_iou: 0.4054, d3.dn_loss_cls: 0.0392, d3.dn_loss_bbox: 0.3071, d3.dn_loss_iou: 0.3997, d4.dn_loss_cls: 0.0383, d4.dn_loss_bbox: 0.3049, d4.dn_loss_iou: 0.3966, loss: 11.0048 2024-05-19 21:35:23,735 - mmdet - INFO - Epoch [4][2350/3665] lr: 2.000e-04, eta: 1 day, 23:56:52, time: 1.515, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2959, interm_loss_bbox: 0.2097, interm_loss_iou: 0.4669, loss_cls: 0.2435, loss_bbox: 0.1726, loss_iou: 0.4132, d0.loss_cls: 0.3135, d0.loss_bbox: 0.1761, d0.loss_iou: 0.4189, d1.loss_cls: 0.2738, d1.loss_bbox: 0.1756, d1.loss_iou: 0.4179, d2.loss_cls: 0.2554, d2.loss_bbox: 0.1722, d2.loss_iou: 0.4133, d3.loss_cls: 0.2462, d3.loss_bbox: 0.1737, d3.loss_iou: 0.4142, d4.loss_cls: 0.2440, d4.loss_bbox: 0.1731, d4.loss_iou: 0.4138, dn_loss_cls: 0.0385, dn_loss_bbox: 0.2972, dn_loss_iou: 0.4099, d0.dn_loss_cls: 0.0751, d0.dn_loss_bbox: 0.4241, d0.dn_loss_iou: 0.5416, d1.dn_loss_cls: 0.0487, d1.dn_loss_bbox: 0.3305, d1.dn_loss_iou: 0.4437, d2.dn_loss_cls: 0.0424, d2.dn_loss_bbox: 0.3040, d2.dn_loss_iou: 0.4181, d3.dn_loss_cls: 0.0395, d3.dn_loss_bbox: 0.2993, d3.dn_loss_iou: 0.4128, d4.dn_loss_cls: 0.0386, d4.dn_loss_bbox: 0.2972, d4.dn_loss_iou: 0.4097, loss: 10.9547 2024-05-19 21:36:37,337 - mmdet - INFO - Epoch [4][2400/3665] lr: 2.000e-04, eta: 1 day, 23:55:46, time: 1.472, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2923, interm_loss_bbox: 0.2161, interm_loss_iou: 0.4704, loss_cls: 0.2387, loss_bbox: 0.1801, loss_iou: 0.4138, d0.loss_cls: 0.3094, d0.loss_bbox: 0.1831, d0.loss_iou: 0.4208, d1.loss_cls: 0.2696, d1.loss_bbox: 0.1844, d1.loss_iou: 0.4190, d2.loss_cls: 0.2512, d2.loss_bbox: 0.1793, d2.loss_iou: 0.4131, d3.loss_cls: 0.2412, d3.loss_bbox: 0.1799, d3.loss_iou: 0.4142, d4.loss_cls: 0.2402, d4.loss_bbox: 0.1797, d4.loss_iou: 0.4128, dn_loss_cls: 0.0388, dn_loss_bbox: 0.3016, dn_loss_iou: 0.3977, d0.dn_loss_cls: 0.0765, d0.dn_loss_bbox: 0.4345, d0.dn_loss_iou: 0.5287, d1.dn_loss_cls: 0.0495, d1.dn_loss_bbox: 0.3382, d1.dn_loss_iou: 0.4327, d2.dn_loss_cls: 0.0426, d2.dn_loss_bbox: 0.3093, d2.dn_loss_iou: 0.4070, d3.dn_loss_cls: 0.0397, d3.dn_loss_bbox: 0.3038, d3.dn_loss_iou: 0.4009, d4.dn_loss_cls: 0.0389, d4.dn_loss_bbox: 0.3017, d4.dn_loss_iou: 0.3977, loss: 10.9491 2024-05-19 21:37:52,191 - mmdet - INFO - Epoch [4][2450/3665] lr: 2.000e-04, eta: 1 day, 23:54:52, time: 1.497, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2953, interm_loss_bbox: 0.2138, interm_loss_iou: 0.4718, loss_cls: 0.2429, loss_bbox: 0.1768, loss_iou: 0.4176, d0.loss_cls: 0.3114, d0.loss_bbox: 0.1799, d0.loss_iou: 0.4235, d1.loss_cls: 0.2732, d1.loss_bbox: 0.1800, d1.loss_iou: 0.4214, d2.loss_cls: 0.2547, d2.loss_bbox: 0.1769, d2.loss_iou: 0.4183, d3.loss_cls: 0.2451, d3.loss_bbox: 0.1777, d3.loss_iou: 0.4189, d4.loss_cls: 0.2428, d4.loss_bbox: 0.1775, d4.loss_iou: 0.4182, dn_loss_cls: 0.0380, dn_loss_bbox: 0.2965, dn_loss_iou: 0.4032, d0.dn_loss_cls: 0.0760, d0.dn_loss_bbox: 0.4279, d0.dn_loss_iou: 0.5317, d1.dn_loss_cls: 0.0486, d1.dn_loss_bbox: 0.3310, d1.dn_loss_iou: 0.4372, d2.dn_loss_cls: 0.0418, d2.dn_loss_bbox: 0.3039, d2.dn_loss_iou: 0.4115, d3.dn_loss_cls: 0.0389, d3.dn_loss_bbox: 0.2988, d3.dn_loss_iou: 0.4062, d4.dn_loss_cls: 0.0379, d4.dn_loss_bbox: 0.2966, d4.dn_loss_iou: 0.4032, loss: 10.9664 2024-05-19 21:39:04,027 - mmdet - INFO - Epoch [4][2500/3665] lr: 2.000e-04, eta: 1 day, 23:53:31, time: 1.437, data_time: 0.015, memory: 41052, interm_loss_cls: 0.3002, interm_loss_bbox: 0.2153, interm_loss_iou: 0.4746, loss_cls: 0.2461, loss_bbox: 0.1798, loss_iou: 0.4193, d0.loss_cls: 0.3139, d0.loss_bbox: 0.1843, d0.loss_iou: 0.4267, d1.loss_cls: 0.2795, d1.loss_bbox: 0.1814, d1.loss_iou: 0.4218, d2.loss_cls: 0.2601, d2.loss_bbox: 0.1788, d2.loss_iou: 0.4188, d3.loss_cls: 0.2504, d3.loss_bbox: 0.1799, d3.loss_iou: 0.4189, d4.loss_cls: 0.2474, d4.loss_bbox: 0.1799, d4.loss_iou: 0.4190, dn_loss_cls: 0.0382, dn_loss_bbox: 0.3016, dn_loss_iou: 0.4010, d0.dn_loss_cls: 0.0762, d0.dn_loss_bbox: 0.4334, d0.dn_loss_iou: 0.5327, d1.dn_loss_cls: 0.0492, d1.dn_loss_bbox: 0.3376, d1.dn_loss_iou: 0.4343, d2.dn_loss_cls: 0.0426, d2.dn_loss_bbox: 0.3093, d2.dn_loss_iou: 0.4095, d3.dn_loss_cls: 0.0393, d3.dn_loss_bbox: 0.3036, d3.dn_loss_iou: 0.4039, d4.dn_loss_cls: 0.0384, d4.dn_loss_bbox: 0.3017, d4.dn_loss_iou: 0.4010, loss: 11.0496 2024-05-19 21:40:16,129 - mmdet - INFO - Epoch [4][2550/3665] lr: 2.000e-04, eta: 1 day, 23:52:12, time: 1.442, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2966, interm_loss_bbox: 0.2083, interm_loss_iou: 0.4678, loss_cls: 0.2414, loss_bbox: 0.1739, loss_iou: 0.4145, d0.loss_cls: 0.3091, d0.loss_bbox: 0.1768, d0.loss_iou: 0.4191, d1.loss_cls: 0.2722, d1.loss_bbox: 0.1769, d1.loss_iou: 0.4186, d2.loss_cls: 0.2530, d2.loss_bbox: 0.1745, d2.loss_iou: 0.4150, d3.loss_cls: 0.2448, d3.loss_bbox: 0.1744, d3.loss_iou: 0.4147, d4.loss_cls: 0.2424, d4.loss_bbox: 0.1741, d4.loss_iou: 0.4145, dn_loss_cls: 0.0396, dn_loss_bbox: 0.2992, dn_loss_iou: 0.4082, d0.dn_loss_cls: 0.0771, d0.dn_loss_bbox: 0.4330, d0.dn_loss_iou: 0.5397, d1.dn_loss_cls: 0.0504, d1.dn_loss_bbox: 0.3347, d1.dn_loss_iou: 0.4428, d2.dn_loss_cls: 0.0435, d2.dn_loss_bbox: 0.3068, d2.dn_loss_iou: 0.4170, d3.dn_loss_cls: 0.0405, d3.dn_loss_bbox: 0.3013, d3.dn_loss_iou: 0.4114, d4.dn_loss_cls: 0.0398, d4.dn_loss_bbox: 0.2993, d4.dn_loss_iou: 0.4082, loss: 10.9751 2024-05-19 21:41:27,848 - mmdet - INFO - Epoch [4][2600/3665] lr: 2.000e-04, eta: 1 day, 23:50:50, time: 1.434, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2885, interm_loss_bbox: 0.2160, interm_loss_iou: 0.4692, loss_cls: 0.2406, loss_bbox: 0.1758, loss_iou: 0.4052, d0.loss_cls: 0.3080, d0.loss_bbox: 0.1806, d0.loss_iou: 0.4139, d1.loss_cls: 0.2723, d1.loss_bbox: 0.1786, d1.loss_iou: 0.4082, d2.loss_cls: 0.2535, d2.loss_bbox: 0.1760, d2.loss_iou: 0.4048, d3.loss_cls: 0.2433, d3.loss_bbox: 0.1761, d3.loss_iou: 0.4065, d4.loss_cls: 0.2412, d4.loss_bbox: 0.1757, d4.loss_iou: 0.4063, dn_loss_cls: 0.0369, dn_loss_bbox: 0.3008, dn_loss_iou: 0.3972, d0.dn_loss_cls: 0.0735, d0.dn_loss_bbox: 0.4321, d0.dn_loss_iou: 0.5307, d1.dn_loss_cls: 0.0474, d1.dn_loss_bbox: 0.3353, d1.dn_loss_iou: 0.4308, d2.dn_loss_cls: 0.0408, d2.dn_loss_bbox: 0.3080, d2.dn_loss_iou: 0.4058, d3.dn_loss_cls: 0.0378, d3.dn_loss_bbox: 0.3028, d3.dn_loss_iou: 0.4004, d4.dn_loss_cls: 0.0371, d4.dn_loss_bbox: 0.3008, d4.dn_loss_iou: 0.3971, loss: 10.8557 2024-05-19 21:42:49,227 - mmdet - INFO - Epoch [4][2650/3665] lr: 2.000e-04, eta: 1 day, 23:50:52, time: 1.628, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2938, interm_loss_bbox: 0.2108, interm_loss_iou: 0.4776, loss_cls: 0.2397, loss_bbox: 0.1817, loss_iou: 0.4283, d0.loss_cls: 0.3102, d0.loss_bbox: 0.1814, d0.loss_iou: 0.4290, d1.loss_cls: 0.2711, d1.loss_bbox: 0.1821, d1.loss_iou: 0.4292, d2.loss_cls: 0.2536, d2.loss_bbox: 0.1792, d2.loss_iou: 0.4268, d3.loss_cls: 0.2433, d3.loss_bbox: 0.1805, d3.loss_iou: 0.4284, d4.loss_cls: 0.2404, d4.loss_bbox: 0.1821, d4.loss_iou: 0.4292, dn_loss_cls: 0.0378, dn_loss_bbox: 0.2896, dn_loss_iou: 0.4034, d0.dn_loss_cls: 0.0746, d0.dn_loss_bbox: 0.4176, d0.dn_loss_iou: 0.5310, d1.dn_loss_cls: 0.0485, d1.dn_loss_bbox: 0.3215, d1.dn_loss_iou: 0.4351, d2.dn_loss_cls: 0.0418, d2.dn_loss_bbox: 0.2959, d2.dn_loss_iou: 0.4114, d3.dn_loss_cls: 0.0388, d3.dn_loss_bbox: 0.2915, d3.dn_loss_iou: 0.4064, d4.dn_loss_cls: 0.0379, d4.dn_loss_bbox: 0.2896, d4.dn_loss_iou: 0.4034, loss: 10.9741 2024-05-19 21:44:01,070 - mmdet - INFO - Epoch [4][2700/3665] lr: 2.000e-04, eta: 1 day, 23:49:31, time: 1.437, data_time: 0.015, memory: 41052, interm_loss_cls: 0.3001, interm_loss_bbox: 0.2109, interm_loss_iou: 0.4656, loss_cls: 0.2438, loss_bbox: 0.1768, loss_iou: 0.4142, d0.loss_cls: 0.3148, d0.loss_bbox: 0.1785, d0.loss_iou: 0.4167, d1.loss_cls: 0.2780, d1.loss_bbox: 0.1770, d1.loss_iou: 0.4142, d2.loss_cls: 0.2577, d2.loss_bbox: 0.1752, d2.loss_iou: 0.4136, d3.loss_cls: 0.2474, d3.loss_bbox: 0.1765, d3.loss_iou: 0.4143, d4.loss_cls: 0.2443, d4.loss_bbox: 0.1769, d4.loss_iou: 0.4145, dn_loss_cls: 0.0420, dn_loss_bbox: 0.3020, dn_loss_iou: 0.3994, d0.dn_loss_cls: 0.0782, d0.dn_loss_bbox: 0.4376, d0.dn_loss_iou: 0.5311, d1.dn_loss_cls: 0.0518, d1.dn_loss_bbox: 0.3390, d1.dn_loss_iou: 0.4344, d2.dn_loss_cls: 0.0452, d2.dn_loss_bbox: 0.3097, d2.dn_loss_iou: 0.4085, d3.dn_loss_cls: 0.0424, d3.dn_loss_bbox: 0.3044, d3.dn_loss_iou: 0.4027, d4.dn_loss_cls: 0.0417, d4.dn_loss_bbox: 0.3021, d4.dn_loss_iou: 0.3994, loss: 10.9826 2024-05-19 21:45:15,115 - mmdet - INFO - Epoch [4][2750/3665] lr: 2.000e-04, eta: 1 day, 23:48:29, time: 1.481, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2942, interm_loss_bbox: 0.2144, interm_loss_iou: 0.4765, loss_cls: 0.2398, loss_bbox: 0.1809, loss_iou: 0.4262, d0.loss_cls: 0.3082, d0.loss_bbox: 0.1834, d0.loss_iou: 0.4313, d1.loss_cls: 0.2739, d1.loss_bbox: 0.1804, d1.loss_iou: 0.4265, d2.loss_cls: 0.2545, d2.loss_bbox: 0.1778, d2.loss_iou: 0.4235, d3.loss_cls: 0.2442, d3.loss_bbox: 0.1788, d3.loss_iou: 0.4254, d4.loss_cls: 0.2411, d4.loss_bbox: 0.1801, d4.loss_iou: 0.4257, dn_loss_cls: 0.0358, dn_loss_bbox: 0.2914, dn_loss_iou: 0.3987, d0.dn_loss_cls: 0.0738, d0.dn_loss_bbox: 0.4254, d0.dn_loss_iou: 0.5288, d1.dn_loss_cls: 0.0466, d1.dn_loss_bbox: 0.3262, d1.dn_loss_iou: 0.4317, d2.dn_loss_cls: 0.0399, d2.dn_loss_bbox: 0.2987, d2.dn_loss_iou: 0.4067, d3.dn_loss_cls: 0.0368, d3.dn_loss_bbox: 0.2938, d3.dn_loss_iou: 0.4018, d4.dn_loss_cls: 0.0361, d4.dn_loss_bbox: 0.2915, d4.dn_loss_iou: 0.3986, loss: 10.9490 2024-05-19 21:46:31,454 - mmdet - INFO - Epoch [4][2800/3665] lr: 2.000e-04, eta: 1 day, 23:47:46, time: 1.527, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2935, interm_loss_bbox: 0.2123, interm_loss_iou: 0.4744, loss_cls: 0.2417, loss_bbox: 0.1733, loss_iou: 0.4145, d0.loss_cls: 0.3059, d0.loss_bbox: 0.1788, d0.loss_iou: 0.4220, d1.loss_cls: 0.2733, d1.loss_bbox: 0.1767, d1.loss_iou: 0.4174, d2.loss_cls: 0.2544, d2.loss_bbox: 0.1735, d2.loss_iou: 0.4132, d3.loss_cls: 0.2452, d3.loss_bbox: 0.1727, d3.loss_iou: 0.4135, d4.loss_cls: 0.2423, d4.loss_bbox: 0.1735, d4.loss_iou: 0.4145, dn_loss_cls: 0.0383, dn_loss_bbox: 0.2923, dn_loss_iou: 0.3965, d0.dn_loss_cls: 0.0753, d0.dn_loss_bbox: 0.4283, d0.dn_loss_iou: 0.5293, d1.dn_loss_cls: 0.0490, d1.dn_loss_bbox: 0.3269, d1.dn_loss_iou: 0.4310, d2.dn_loss_cls: 0.0424, d2.dn_loss_bbox: 0.2989, d2.dn_loss_iou: 0.4050, d3.dn_loss_cls: 0.0395, d3.dn_loss_bbox: 0.2943, d3.dn_loss_iou: 0.3994, d4.dn_loss_cls: 0.0386, d4.dn_loss_bbox: 0.2923, d4.dn_loss_iou: 0.3965, loss: 10.8602 2024-05-19 21:47:45,985 - mmdet - INFO - Epoch [4][2850/3665] lr: 2.000e-04, eta: 1 day, 23:46:48, time: 1.490, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2905, interm_loss_bbox: 0.2121, interm_loss_iou: 0.4718, loss_cls: 0.2363, loss_bbox: 0.1752, loss_iou: 0.4140, d0.loss_cls: 0.3043, d0.loss_bbox: 0.1792, d0.loss_iou: 0.4217, d1.loss_cls: 0.2655, d1.loss_bbox: 0.1781, d1.loss_iou: 0.4196, d2.loss_cls: 0.2492, d2.loss_bbox: 0.1747, d2.loss_iou: 0.4146, d3.loss_cls: 0.2393, d3.loss_bbox: 0.1750, d3.loss_iou: 0.4149, d4.loss_cls: 0.2370, d4.loss_bbox: 0.1751, d4.loss_iou: 0.4144, dn_loss_cls: 0.0363, dn_loss_bbox: 0.2791, dn_loss_iou: 0.3959, d0.dn_loss_cls: 0.0730, d0.dn_loss_bbox: 0.4069, d0.dn_loss_iou: 0.5278, d1.dn_loss_cls: 0.0462, d1.dn_loss_bbox: 0.3130, d1.dn_loss_iou: 0.4301, d2.dn_loss_cls: 0.0400, d2.dn_loss_bbox: 0.2859, d2.dn_loss_iou: 0.4043, d3.dn_loss_cls: 0.0371, d3.dn_loss_bbox: 0.2812, d3.dn_loss_iou: 0.3991, d4.dn_loss_cls: 0.0363, d4.dn_loss_bbox: 0.2791, d4.dn_loss_iou: 0.3958, loss: 10.7294 2024-05-19 21:49:02,057 - mmdet - INFO - Epoch [4][2900/3665] lr: 2.000e-04, eta: 1 day, 23:46:03, time: 1.522, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2938, interm_loss_bbox: 0.2103, interm_loss_iou: 0.4762, loss_cls: 0.2429, loss_bbox: 0.1735, loss_iou: 0.4165, d0.loss_cls: 0.3099, d0.loss_bbox: 0.1788, d0.loss_iou: 0.4246, d1.loss_cls: 0.2735, d1.loss_bbox: 0.1763, d1.loss_iou: 0.4219, d2.loss_cls: 0.2537, d2.loss_bbox: 0.1733, d2.loss_iou: 0.4186, d3.loss_cls: 0.2464, d3.loss_bbox: 0.1733, d3.loss_iou: 0.4176, d4.loss_cls: 0.2437, d4.loss_bbox: 0.1735, d4.loss_iou: 0.4168, dn_loss_cls: 0.0370, dn_loss_bbox: 0.2933, dn_loss_iou: 0.3962, d0.dn_loss_cls: 0.0740, d0.dn_loss_bbox: 0.4275, d0.dn_loss_iou: 0.5259, d1.dn_loss_cls: 0.0474, d1.dn_loss_bbox: 0.3295, d1.dn_loss_iou: 0.4304, d2.dn_loss_cls: 0.0407, d2.dn_loss_bbox: 0.3002, d2.dn_loss_iou: 0.4045, d3.dn_loss_cls: 0.0378, d3.dn_loss_bbox: 0.2956, d3.dn_loss_iou: 0.3994, d4.dn_loss_cls: 0.0370, d4.dn_loss_bbox: 0.2933, d4.dn_loss_iou: 0.3962, loss: 10.8813 2024-05-19 21:50:17,552 - mmdet - INFO - Epoch [4][2950/3665] lr: 2.000e-04, eta: 1 day, 23:45:12, time: 1.510, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2991, interm_loss_bbox: 0.2144, interm_loss_iou: 0.4727, loss_cls: 0.2471, loss_bbox: 0.1792, loss_iou: 0.4154, d0.loss_cls: 0.3160, d0.loss_bbox: 0.1828, d0.loss_iou: 0.4238, d1.loss_cls: 0.2796, d1.loss_bbox: 0.1813, d1.loss_iou: 0.4182, d2.loss_cls: 0.2611, d2.loss_bbox: 0.1781, d2.loss_iou: 0.4142, d3.loss_cls: 0.2505, d3.loss_bbox: 0.1786, d3.loss_iou: 0.4149, d4.loss_cls: 0.2478, d4.loss_bbox: 0.1799, d4.loss_iou: 0.4151, dn_loss_cls: 0.0381, dn_loss_bbox: 0.3052, dn_loss_iou: 0.4064, d0.dn_loss_cls: 0.0755, d0.dn_loss_bbox: 0.4367, d0.dn_loss_iou: 0.5405, d1.dn_loss_cls: 0.0490, d1.dn_loss_bbox: 0.3398, d1.dn_loss_iou: 0.4407, d2.dn_loss_cls: 0.0425, d2.dn_loss_bbox: 0.3126, d2.dn_loss_iou: 0.4150, d3.dn_loss_cls: 0.0391, d3.dn_loss_bbox: 0.3075, d3.dn_loss_iou: 0.4096, d4.dn_loss_cls: 0.0382, d4.dn_loss_bbox: 0.3053, d4.dn_loss_iou: 0.4064, loss: 11.0779 2024-05-19 21:51:32,922 - mmdet - INFO - Epoch [4][3000/3665] lr: 2.000e-04, eta: 1 day, 23:44:21, time: 1.507, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2931, interm_loss_bbox: 0.2078, interm_loss_iou: 0.4752, loss_cls: 0.2415, loss_bbox: 0.1760, loss_iou: 0.4231, d0.loss_cls: 0.3092, d0.loss_bbox: 0.1808, d0.loss_iou: 0.4310, d1.loss_cls: 0.2750, d1.loss_bbox: 0.1769, d1.loss_iou: 0.4270, d2.loss_cls: 0.2559, d2.loss_bbox: 0.1747, d2.loss_iou: 0.4225, d3.loss_cls: 0.2459, d3.loss_bbox: 0.1749, d3.loss_iou: 0.4227, d4.loss_cls: 0.2428, d4.loss_bbox: 0.1759, d4.loss_iou: 0.4232, dn_loss_cls: 0.0374, dn_loss_bbox: 0.3008, dn_loss_iou: 0.4045, d0.dn_loss_cls: 0.0752, d0.dn_loss_bbox: 0.4296, d0.dn_loss_iou: 0.5333, d1.dn_loss_cls: 0.0482, d1.dn_loss_bbox: 0.3350, d1.dn_loss_iou: 0.4381, d2.dn_loss_cls: 0.0416, d2.dn_loss_bbox: 0.3072, d2.dn_loss_iou: 0.4131, d3.dn_loss_cls: 0.0385, d3.dn_loss_bbox: 0.3026, d3.dn_loss_iou: 0.4076, d4.dn_loss_cls: 0.0377, d4.dn_loss_bbox: 0.3008, d4.dn_loss_iou: 0.4044, loss: 11.0104 2024-05-19 21:52:44,579 - mmdet - INFO - Epoch [4][3050/3665] lr: 2.000e-04, eta: 1 day, 23:42:58, time: 1.433, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2918, interm_loss_bbox: 0.2110, interm_loss_iou: 0.4779, loss_cls: 0.2405, loss_bbox: 0.1757, loss_iou: 0.4231, d0.loss_cls: 0.3108, d0.loss_bbox: 0.1791, d0.loss_iou: 0.4296, d1.loss_cls: 0.2732, d1.loss_bbox: 0.1767, d1.loss_iou: 0.4253, d2.loss_cls: 0.2543, d2.loss_bbox: 0.1753, d2.loss_iou: 0.4226, d3.loss_cls: 0.2450, d3.loss_bbox: 0.1748, d3.loss_iou: 0.4222, d4.loss_cls: 0.2411, d4.loss_bbox: 0.1760, d4.loss_iou: 0.4235, dn_loss_cls: 0.0362, dn_loss_bbox: 0.2960, dn_loss_iou: 0.3944, d0.dn_loss_cls: 0.0734, d0.dn_loss_bbox: 0.4238, d0.dn_loss_iou: 0.5205, d1.dn_loss_cls: 0.0465, d1.dn_loss_bbox: 0.3297, d1.dn_loss_iou: 0.4266, d2.dn_loss_cls: 0.0402, d2.dn_loss_bbox: 0.3026, d2.dn_loss_iou: 0.4024, d3.dn_loss_cls: 0.0370, d3.dn_loss_bbox: 0.2979, d3.dn_loss_iou: 0.3973, d4.dn_loss_cls: 0.0363, d4.dn_loss_bbox: 0.2961, d4.dn_loss_iou: 0.3944, loss: 10.9005 2024-05-19 21:53:55,417 - mmdet - INFO - Epoch [4][3100/3665] lr: 2.000e-04, eta: 1 day, 23:41:28, time: 1.417, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2923, interm_loss_bbox: 0.2110, interm_loss_iou: 0.4752, loss_cls: 0.2421, loss_bbox: 0.1738, loss_iou: 0.4184, d0.loss_cls: 0.3103, d0.loss_bbox: 0.1783, d0.loss_iou: 0.4243, d1.loss_cls: 0.2737, d1.loss_bbox: 0.1761, d1.loss_iou: 0.4221, d2.loss_cls: 0.2552, d2.loss_bbox: 0.1735, d2.loss_iou: 0.4183, d3.loss_cls: 0.2443, d3.loss_bbox: 0.1743, d3.loss_iou: 0.4199, d4.loss_cls: 0.2421, d4.loss_bbox: 0.1738, d4.loss_iou: 0.4188, dn_loss_cls: 0.0376, dn_loss_bbox: 0.2805, dn_loss_iou: 0.3988, d0.dn_loss_cls: 0.0745, d0.dn_loss_bbox: 0.4063, d0.dn_loss_iou: 0.5295, d1.dn_loss_cls: 0.0478, d1.dn_loss_bbox: 0.3132, d1.dn_loss_iou: 0.4311, d2.dn_loss_cls: 0.0413, d2.dn_loss_bbox: 0.2871, d2.dn_loss_iou: 0.4069, d3.dn_loss_cls: 0.0384, d3.dn_loss_bbox: 0.2825, d3.dn_loss_iou: 0.4018, d4.dn_loss_cls: 0.0376, d4.dn_loss_bbox: 0.2805, d4.dn_loss_iou: 0.3987, loss: 10.8119 2024-05-19 21:55:09,554 - mmdet - INFO - Epoch [4][3150/3665] lr: 2.000e-04, eta: 1 day, 23:40:26, time: 1.483, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2978, interm_loss_bbox: 0.2150, interm_loss_iou: 0.4714, loss_cls: 0.2465, loss_bbox: 0.1757, loss_iou: 0.4126, d0.loss_cls: 0.3123, d0.loss_bbox: 0.1835, d0.loss_iou: 0.4231, d1.loss_cls: 0.2781, d1.loss_bbox: 0.1785, d1.loss_iou: 0.4165, d2.loss_cls: 0.2592, d2.loss_bbox: 0.1753, d2.loss_iou: 0.4124, d3.loss_cls: 0.2492, d3.loss_bbox: 0.1756, d3.loss_iou: 0.4132, d4.loss_cls: 0.2474, d4.loss_bbox: 0.1751, d4.loss_iou: 0.4126, dn_loss_cls: 0.0370, dn_loss_bbox: 0.3006, dn_loss_iou: 0.3999, d0.dn_loss_cls: 0.0746, d0.dn_loss_bbox: 0.4358, d0.dn_loss_iou: 0.5332, d1.dn_loss_cls: 0.0474, d1.dn_loss_bbox: 0.3358, d1.dn_loss_iou: 0.4345, d2.dn_loss_cls: 0.0409, d2.dn_loss_bbox: 0.3074, d2.dn_loss_iou: 0.4083, d3.dn_loss_cls: 0.0378, d3.dn_loss_bbox: 0.3026, d3.dn_loss_iou: 0.4031, d4.dn_loss_cls: 0.0370, d4.dn_loss_bbox: 0.3006, d4.dn_loss_iou: 0.3997, loss: 10.9672 2024-05-19 21:56:25,291 - mmdet - INFO - Epoch [4][3200/3665] lr: 2.000e-04, eta: 1 day, 23:39:37, time: 1.515, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2932, interm_loss_bbox: 0.2128, interm_loss_iou: 0.4646, loss_cls: 0.2410, loss_bbox: 0.1774, loss_iou: 0.4098, d0.loss_cls: 0.3054, d0.loss_bbox: 0.1815, d0.loss_iou: 0.4173, d1.loss_cls: 0.2731, d1.loss_bbox: 0.1788, d1.loss_iou: 0.4126, d2.loss_cls: 0.2536, d2.loss_bbox: 0.1758, d2.loss_iou: 0.4094, d3.loss_cls: 0.2442, d3.loss_bbox: 0.1766, d3.loss_iou: 0.4105, d4.loss_cls: 0.2413, d4.loss_bbox: 0.1780, d4.loss_iou: 0.4102, dn_loss_cls: 0.0374, dn_loss_bbox: 0.2921, dn_loss_iou: 0.3929, d0.dn_loss_cls: 0.0740, d0.dn_loss_bbox: 0.4196, d0.dn_loss_iou: 0.5235, d1.dn_loss_cls: 0.0477, d1.dn_loss_bbox: 0.3246, d1.dn_loss_iou: 0.4266, d2.dn_loss_cls: 0.0409, d2.dn_loss_bbox: 0.2984, d2.dn_loss_iou: 0.4010, d3.dn_loss_cls: 0.0382, d3.dn_loss_bbox: 0.2939, d3.dn_loss_iou: 0.3958, d4.dn_loss_cls: 0.0373, d4.dn_loss_bbox: 0.2921, d4.dn_loss_iou: 0.3928, loss: 10.7962 2024-05-19 21:57:39,360 - mmdet - INFO - Epoch [4][3250/3665] lr: 2.000e-04, eta: 1 day, 23:38:34, time: 1.481, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2920, interm_loss_bbox: 0.2108, interm_loss_iou: 0.4723, loss_cls: 0.2404, loss_bbox: 0.1765, loss_iou: 0.4200, d0.loss_cls: 0.3096, d0.loss_bbox: 0.1830, d0.loss_iou: 0.4289, d1.loss_cls: 0.2746, d1.loss_bbox: 0.1782, d1.loss_iou: 0.4219, d2.loss_cls: 0.2535, d2.loss_bbox: 0.1771, d2.loss_iou: 0.4218, d3.loss_cls: 0.2446, d3.loss_bbox: 0.1767, d3.loss_iou: 0.4202, d4.loss_cls: 0.2419, d4.loss_bbox: 0.1766, d4.loss_iou: 0.4197, dn_loss_cls: 0.0380, dn_loss_bbox: 0.3012, dn_loss_iou: 0.4001, d0.dn_loss_cls: 0.0761, d0.dn_loss_bbox: 0.4309, d0.dn_loss_iou: 0.5289, d1.dn_loss_cls: 0.0485, d1.dn_loss_bbox: 0.3361, d1.dn_loss_iou: 0.4342, d2.dn_loss_cls: 0.0421, d2.dn_loss_bbox: 0.3082, d2.dn_loss_iou: 0.4087, d3.dn_loss_cls: 0.0390, d3.dn_loss_bbox: 0.3032, d3.dn_loss_iou: 0.4033, d4.dn_loss_cls: 0.0383, d4.dn_loss_bbox: 0.3013, d4.dn_loss_iou: 0.4000, loss: 10.9786 2024-05-19 21:58:50,613 - mmdet - INFO - Epoch [4][3300/3665] lr: 2.000e-04, eta: 1 day, 23:37:08, time: 1.425, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2908, interm_loss_bbox: 0.2151, interm_loss_iou: 0.4720, loss_cls: 0.2343, loss_bbox: 0.1782, loss_iou: 0.4145, d0.loss_cls: 0.3066, d0.loss_bbox: 0.1843, d0.loss_iou: 0.4230, d1.loss_cls: 0.2682, d1.loss_bbox: 0.1803, d1.loss_iou: 0.4170, d2.loss_cls: 0.2476, d2.loss_bbox: 0.1773, d2.loss_iou: 0.4150, d3.loss_cls: 0.2377, d3.loss_bbox: 0.1781, d3.loss_iou: 0.4143, d4.loss_cls: 0.2333, d4.loss_bbox: 0.1794, d4.loss_iou: 0.4161, dn_loss_cls: 0.0387, dn_loss_bbox: 0.2934, dn_loss_iou: 0.3965, d0.dn_loss_cls: 0.0761, d0.dn_loss_bbox: 0.4248, d0.dn_loss_iou: 0.5289, d1.dn_loss_cls: 0.0491, d1.dn_loss_bbox: 0.3273, d1.dn_loss_iou: 0.4303, d2.dn_loss_cls: 0.0426, d2.dn_loss_bbox: 0.3003, d2.dn_loss_iou: 0.4050, d3.dn_loss_cls: 0.0396, d3.dn_loss_bbox: 0.2954, d3.dn_loss_iou: 0.3995, d4.dn_loss_cls: 0.0387, d4.dn_loss_bbox: 0.2934, d4.dn_loss_iou: 0.3964, loss: 10.8594 2024-05-19 22:00:09,593 - mmdet - INFO - Epoch [4][3350/3665] lr: 2.000e-04, eta: 1 day, 23:36:45, time: 1.579, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2898, interm_loss_bbox: 0.2184, interm_loss_iou: 0.4609, loss_cls: 0.2396, loss_bbox: 0.1742, loss_iou: 0.3974, d0.loss_cls: 0.3038, d0.loss_bbox: 0.1819, d0.loss_iou: 0.4093, d1.loss_cls: 0.2675, d1.loss_bbox: 0.1792, d1.loss_iou: 0.4041, d2.loss_cls: 0.2512, d2.loss_bbox: 0.1736, d2.loss_iou: 0.3984, d3.loss_cls: 0.2427, d3.loss_bbox: 0.1743, d3.loss_iou: 0.3973, d4.loss_cls: 0.2398, d4.loss_bbox: 0.1745, d4.loss_iou: 0.3985, dn_loss_cls: 0.0369, dn_loss_bbox: 0.3057, dn_loss_iou: 0.3942, d0.dn_loss_cls: 0.0747, d0.dn_loss_bbox: 0.4389, d0.dn_loss_iou: 0.5289, d1.dn_loss_cls: 0.0475, d1.dn_loss_bbox: 0.3403, d1.dn_loss_iou: 0.4283, d2.dn_loss_cls: 0.0412, d2.dn_loss_bbox: 0.3127, d2.dn_loss_iou: 0.4026, d3.dn_loss_cls: 0.0381, d3.dn_loss_bbox: 0.3078, d3.dn_loss_iou: 0.3975, d4.dn_loss_cls: 0.0373, d4.dn_loss_bbox: 0.3058, d4.dn_loss_iou: 0.3942, loss: 10.8090 2024-05-19 22:01:22,497 - mmdet - INFO - Epoch [4][3400/3665] lr: 2.000e-04, eta: 1 day, 23:35:33, time: 1.458, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2893, interm_loss_bbox: 0.2178, interm_loss_iou: 0.4666, loss_cls: 0.2404, loss_bbox: 0.1786, loss_iou: 0.4074, d0.loss_cls: 0.3069, d0.loss_bbox: 0.1829, d0.loss_iou: 0.4143, d1.loss_cls: 0.2703, d1.loss_bbox: 0.1797, d1.loss_iou: 0.4091, d2.loss_cls: 0.2515, d2.loss_bbox: 0.1783, d2.loss_iou: 0.4065, d3.loss_cls: 0.2432, d3.loss_bbox: 0.1790, d3.loss_iou: 0.4078, d4.loss_cls: 0.2407, d4.loss_bbox: 0.1792, d4.loss_iou: 0.4081, dn_loss_cls: 0.0378, dn_loss_bbox: 0.3152, dn_loss_iou: 0.4046, d0.dn_loss_cls: 0.0752, d0.dn_loss_bbox: 0.4561, d0.dn_loss_iou: 0.5407, d1.dn_loss_cls: 0.0480, d1.dn_loss_bbox: 0.3520, d1.dn_loss_iou: 0.4402, d2.dn_loss_cls: 0.0419, d2.dn_loss_bbox: 0.3220, d2.dn_loss_iou: 0.4133, d3.dn_loss_cls: 0.0388, d3.dn_loss_bbox: 0.3170, d3.dn_loss_iou: 0.4076, d4.dn_loss_cls: 0.0381, d4.dn_loss_bbox: 0.3153, d4.dn_loss_iou: 0.4045, loss: 11.0261 2024-05-19 22:02:39,684 - mmdet - INFO - Epoch [4][3450/3665] lr: 2.000e-04, eta: 1 day, 23:34:55, time: 1.544, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2871, interm_loss_bbox: 0.2128, interm_loss_iou: 0.4654, loss_cls: 0.2334, loss_bbox: 0.1732, loss_iou: 0.4039, d0.loss_cls: 0.3041, d0.loss_bbox: 0.1791, d0.loss_iou: 0.4129, d1.loss_cls: 0.2641, d1.loss_bbox: 0.1783, d1.loss_iou: 0.4115, d2.loss_cls: 0.2449, d2.loss_bbox: 0.1755, d2.loss_iou: 0.4066, d3.loss_cls: 0.2353, d3.loss_bbox: 0.1759, d3.loss_iou: 0.4064, d4.loss_cls: 0.2341, d4.loss_bbox: 0.1734, d4.loss_iou: 0.4046, dn_loss_cls: 0.0364, dn_loss_bbox: 0.2858, dn_loss_iou: 0.3874, d0.dn_loss_cls: 0.0742, d0.dn_loss_bbox: 0.4196, d0.dn_loss_iou: 0.5197, d1.dn_loss_cls: 0.0467, d1.dn_loss_bbox: 0.3207, d1.dn_loss_iou: 0.4218, d2.dn_loss_cls: 0.0402, d2.dn_loss_bbox: 0.2931, d2.dn_loss_iou: 0.3961, d3.dn_loss_cls: 0.0373, d3.dn_loss_bbox: 0.2881, d3.dn_loss_iou: 0.3906, d4.dn_loss_cls: 0.0365, d4.dn_loss_bbox: 0.2859, d4.dn_loss_iou: 0.3874, loss: 10.6501 2024-05-19 22:03:53,213 - mmdet - INFO - Epoch [4][3500/3665] lr: 2.000e-04, eta: 1 day, 23:33:47, time: 1.470, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2834, interm_loss_bbox: 0.2163, interm_loss_iou: 0.4536, loss_cls: 0.2323, loss_bbox: 0.1792, loss_iou: 0.3994, d0.loss_cls: 0.2988, d0.loss_bbox: 0.1825, d0.loss_iou: 0.4072, d1.loss_cls: 0.2636, d1.loss_bbox: 0.1811, d1.loss_iou: 0.4025, d2.loss_cls: 0.2443, d2.loss_bbox: 0.1797, d2.loss_iou: 0.3995, d3.loss_cls: 0.2341, d3.loss_bbox: 0.1804, d3.loss_iou: 0.3999, d4.loss_cls: 0.2320, d4.loss_bbox: 0.1796, d4.loss_iou: 0.3998, dn_loss_cls: 0.0375, dn_loss_bbox: 0.3110, dn_loss_iou: 0.3961, d0.dn_loss_cls: 0.0742, d0.dn_loss_bbox: 0.4445, d0.dn_loss_iou: 0.5305, d1.dn_loss_cls: 0.0471, d1.dn_loss_bbox: 0.3460, d1.dn_loss_iou: 0.4309, d2.dn_loss_cls: 0.0410, d2.dn_loss_bbox: 0.3181, d2.dn_loss_iou: 0.4050, d3.dn_loss_cls: 0.0382, d3.dn_loss_bbox: 0.3130, d3.dn_loss_iou: 0.3995, d4.dn_loss_cls: 0.0375, d4.dn_loss_bbox: 0.3111, d4.dn_loss_iou: 0.3961, loss: 10.8264 2024-05-19 22:05:09,618 - mmdet - INFO - Epoch [4][3550/3665] lr: 2.000e-04, eta: 1 day, 23:33:02, time: 1.528, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2875, interm_loss_bbox: 0.2121, interm_loss_iou: 0.4631, loss_cls: 0.2354, loss_bbox: 0.1753, loss_iou: 0.4066, d0.loss_cls: 0.3055, d0.loss_bbox: 0.1775, d0.loss_iou: 0.4131, d1.loss_cls: 0.2654, d1.loss_bbox: 0.1780, d1.loss_iou: 0.4101, d2.loss_cls: 0.2475, d2.loss_bbox: 0.1755, d2.loss_iou: 0.4075, d3.loss_cls: 0.2375, d3.loss_bbox: 0.1758, d3.loss_iou: 0.4073, d4.loss_cls: 0.2359, d4.loss_bbox: 0.1755, d4.loss_iou: 0.4067, dn_loss_cls: 0.0346, dn_loss_bbox: 0.2862, dn_loss_iou: 0.3833, d0.dn_loss_cls: 0.0719, d0.dn_loss_bbox: 0.4132, d0.dn_loss_iou: 0.5126, d1.dn_loss_cls: 0.0454, d1.dn_loss_bbox: 0.3189, d1.dn_loss_iou: 0.4165, d2.dn_loss_cls: 0.0388, d2.dn_loss_bbox: 0.2920, d2.dn_loss_iou: 0.3913, d3.dn_loss_cls: 0.0357, d3.dn_loss_bbox: 0.2879, d3.dn_loss_iou: 0.3863, d4.dn_loss_cls: 0.0348, d4.dn_loss_bbox: 0.2862, d4.dn_loss_iou: 0.3833, loss: 10.6176 2024-05-19 22:06:21,638 - mmdet - INFO - Epoch [4][3600/3665] lr: 2.000e-04, eta: 1 day, 23:31:42, time: 1.440, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2885, interm_loss_bbox: 0.2073, interm_loss_iou: 0.4464, loss_cls: 0.2353, loss_bbox: 0.1743, loss_iou: 0.3942, d0.loss_cls: 0.3068, d0.loss_bbox: 0.1751, d0.loss_iou: 0.3977, d1.loss_cls: 0.2646, d1.loss_bbox: 0.1780, d1.loss_iou: 0.3985, d2.loss_cls: 0.2467, d2.loss_bbox: 0.1755, d2.loss_iou: 0.3955, d3.loss_cls: 0.2375, d3.loss_bbox: 0.1758, d3.loss_iou: 0.3961, d4.loss_cls: 0.2353, d4.loss_bbox: 0.1755, d4.loss_iou: 0.3954, dn_loss_cls: 0.0349, dn_loss_bbox: 0.2907, dn_loss_iou: 0.3857, d0.dn_loss_cls: 0.0724, d0.dn_loss_bbox: 0.4151, d0.dn_loss_iou: 0.5126, d1.dn_loss_cls: 0.0450, d1.dn_loss_bbox: 0.3228, d1.dn_loss_iou: 0.4183, d2.dn_loss_cls: 0.0389, d2.dn_loss_bbox: 0.2972, d2.dn_loss_iou: 0.3940, d3.dn_loss_cls: 0.0360, d3.dn_loss_bbox: 0.2928, d3.dn_loss_iou: 0.3889, d4.dn_loss_cls: 0.0350, d4.dn_loss_bbox: 0.2907, d4.dn_loss_iou: 0.3857, loss: 10.5563 2024-05-19 22:07:33,058 - mmdet - INFO - Epoch [4][3650/3665] lr: 2.000e-04, eta: 1 day, 23:30:18, time: 1.428, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2905, interm_loss_bbox: 0.2024, interm_loss_iou: 0.4687, loss_cls: 0.2367, loss_bbox: 0.1688, loss_iou: 0.4150, d0.loss_cls: 0.3036, d0.loss_bbox: 0.1725, d0.loss_iou: 0.4213, d1.loss_cls: 0.2681, d1.loss_bbox: 0.1714, d1.loss_iou: 0.4197, d2.loss_cls: 0.2499, d2.loss_bbox: 0.1681, d2.loss_iou: 0.4148, d3.loss_cls: 0.2397, d3.loss_bbox: 0.1691, d3.loss_iou: 0.4160, d4.loss_cls: 0.2366, d4.loss_bbox: 0.1691, d4.loss_iou: 0.4164, dn_loss_cls: 0.0359, dn_loss_bbox: 0.2936, dn_loss_iou: 0.3977, d0.dn_loss_cls: 0.0728, d0.dn_loss_bbox: 0.4224, d0.dn_loss_iou: 0.5303, d1.dn_loss_cls: 0.0460, d1.dn_loss_bbox: 0.3266, d1.dn_loss_iou: 0.4315, d2.dn_loss_cls: 0.0396, d2.dn_loss_bbox: 0.3000, d2.dn_loss_iou: 0.4062, d3.dn_loss_cls: 0.0367, d3.dn_loss_bbox: 0.2955, d3.dn_loss_iou: 0.4007, d4.dn_loss_cls: 0.0360, d4.dn_loss_bbox: 0.2936, d4.dn_loss_iou: 0.3975, loss: 10.7811 2024-05-19 22:07:57,595 - mmdet - INFO - Saving checkpoint at 4 epochs 2024-05-19 22:10:45,250 - mmdet - INFO - Evaluating bbox... 2024-05-19 22:12:31,678 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.504 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.687 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.548 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.328 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.537 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.680 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.724 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.730 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.730 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.549 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.780 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.896 2024-05-19 22:12:33,444 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-19 22:12:33,446 - mmdet - INFO - Epoch(val) [4][313] bbox_mAP: 0.5040, bbox_mAP_50: 0.6870, bbox_mAP_75: 0.5480, bbox_mAP_s: 0.3280, bbox_mAP_m: 0.5370, bbox_mAP_l: 0.6800, bbox_mAP_copypaste: 0.504 0.687 0.548 0.328 0.537 0.680 2024-05-19 22:14:03,378 - mmdet - INFO - Epoch [5][50/3665] lr: 2.000e-04, eta: 1 day, 23:28:04, time: 1.798, data_time: 0.092, memory: 41052, interm_loss_cls: 0.2858, interm_loss_bbox: 0.2063, interm_loss_iou: 0.4563, loss_cls: 0.2355, loss_bbox: 0.1699, loss_iou: 0.4010, d0.loss_cls: 0.3056, d0.loss_bbox: 0.1755, d0.loss_iou: 0.4076, d1.loss_cls: 0.2682, d1.loss_bbox: 0.1742, d1.loss_iou: 0.4049, d2.loss_cls: 0.2478, d2.loss_bbox: 0.1706, d2.loss_iou: 0.4004, d3.loss_cls: 0.2384, d3.loss_bbox: 0.1704, d3.loss_iou: 0.4007, d4.loss_cls: 0.2359, d4.loss_bbox: 0.1704, d4.loss_iou: 0.4009, dn_loss_cls: 0.0355, dn_loss_bbox: 0.2890, dn_loss_iou: 0.3930, d0.dn_loss_cls: 0.0730, d0.dn_loss_bbox: 0.4193, d0.dn_loss_iou: 0.5217, d1.dn_loss_cls: 0.0459, d1.dn_loss_bbox: 0.3250, d1.dn_loss_iou: 0.4280, d2.dn_loss_cls: 0.0393, d2.dn_loss_bbox: 0.2964, d2.dn_loss_iou: 0.4016, d3.dn_loss_cls: 0.0365, d3.dn_loss_bbox: 0.2912, d3.dn_loss_iou: 0.3960, d4.dn_loss_cls: 0.0357, d4.dn_loss_bbox: 0.2891, d4.dn_loss_iou: 0.3929, loss: 10.6358 2024-05-19 22:15:17,362 - mmdet - INFO - Epoch [5][100/3665] lr: 2.000e-04, eta: 1 day, 23:27:00, time: 1.480, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2850, interm_loss_bbox: 0.2070, interm_loss_iou: 0.4653, loss_cls: 0.2351, loss_bbox: 0.1725, loss_iou: 0.4088, d0.loss_cls: 0.3033, d0.loss_bbox: 0.1763, d0.loss_iou: 0.4160, d1.loss_cls: 0.2674, d1.loss_bbox: 0.1741, d1.loss_iou: 0.4109, d2.loss_cls: 0.2473, d2.loss_bbox: 0.1721, d2.loss_iou: 0.4076, d3.loss_cls: 0.2387, d3.loss_bbox: 0.1728, d3.loss_iou: 0.4083, d4.loss_cls: 0.2361, d4.loss_bbox: 0.1729, d4.loss_iou: 0.4088, dn_loss_cls: 0.0339, dn_loss_bbox: 0.2888, dn_loss_iou: 0.3872, d0.dn_loss_cls: 0.0719, d0.dn_loss_bbox: 0.4314, d0.dn_loss_iou: 0.5231, d1.dn_loss_cls: 0.0452, d1.dn_loss_bbox: 0.3255, d1.dn_loss_iou: 0.4225, d2.dn_loss_cls: 0.0385, d2.dn_loss_bbox: 0.2966, d2.dn_loss_iou: 0.3962, d3.dn_loss_cls: 0.0352, d3.dn_loss_bbox: 0.2914, d3.dn_loss_iou: 0.3907, d4.dn_loss_cls: 0.0342, d4.dn_loss_bbox: 0.2889, d4.dn_loss_iou: 0.3872, loss: 10.6751 2024-05-19 22:16:31,420 - mmdet - INFO - Epoch [5][150/3665] lr: 2.000e-04, eta: 1 day, 23:25:56, time: 1.481, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2886, interm_loss_bbox: 0.2108, interm_loss_iou: 0.4666, loss_cls: 0.2354, loss_bbox: 0.1745, loss_iou: 0.4087, d0.loss_cls: 0.3040, d0.loss_bbox: 0.1794, d0.loss_iou: 0.4164, d1.loss_cls: 0.2669, d1.loss_bbox: 0.1779, d1.loss_iou: 0.4126, d2.loss_cls: 0.2478, d2.loss_bbox: 0.1763, d2.loss_iou: 0.4104, d3.loss_cls: 0.2387, d3.loss_bbox: 0.1748, d3.loss_iou: 0.4095, d4.loss_cls: 0.2362, d4.loss_bbox: 0.1746, d4.loss_iou: 0.4087, dn_loss_cls: 0.0356, dn_loss_bbox: 0.2846, dn_loss_iou: 0.3933, d0.dn_loss_cls: 0.0717, d0.dn_loss_bbox: 0.4169, d0.dn_loss_iou: 0.5270, d1.dn_loss_cls: 0.0458, d1.dn_loss_bbox: 0.3188, d1.dn_loss_iou: 0.4279, d2.dn_loss_cls: 0.0399, d2.dn_loss_bbox: 0.2912, d2.dn_loss_iou: 0.4019, d3.dn_loss_cls: 0.0367, d3.dn_loss_bbox: 0.2867, d3.dn_loss_iou: 0.3964, d4.dn_loss_cls: 0.0359, d4.dn_loss_bbox: 0.2846, d4.dn_loss_iou: 0.3932, loss: 10.7067 2024-05-19 22:17:45,450 - mmdet - INFO - Epoch [5][200/3665] lr: 2.000e-04, eta: 1 day, 23:24:52, time: 1.481, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2877, interm_loss_bbox: 0.2069, interm_loss_iou: 0.4694, loss_cls: 0.2340, loss_bbox: 0.1729, loss_iou: 0.4161, d0.loss_cls: 0.3051, d0.loss_bbox: 0.1773, d0.loss_iou: 0.4215, d1.loss_cls: 0.2672, d1.loss_bbox: 0.1754, d1.loss_iou: 0.4178, d2.loss_cls: 0.2481, d2.loss_bbox: 0.1724, d2.loss_iou: 0.4155, d3.loss_cls: 0.2378, d3.loss_bbox: 0.1731, d3.loss_iou: 0.4159, d4.loss_cls: 0.2342, d4.loss_bbox: 0.1733, d4.loss_iou: 0.4168, dn_loss_cls: 0.0363, dn_loss_bbox: 0.2838, dn_loss_iou: 0.3955, d0.dn_loss_cls: 0.0734, d0.dn_loss_bbox: 0.4091, d0.dn_loss_iou: 0.5269, d1.dn_loss_cls: 0.0468, d1.dn_loss_bbox: 0.3153, d1.dn_loss_iou: 0.4288, d2.dn_loss_cls: 0.0404, d2.dn_loss_bbox: 0.2906, d2.dn_loss_iou: 0.4040, d3.dn_loss_cls: 0.0376, d3.dn_loss_bbox: 0.2858, d3.dn_loss_iou: 0.3983, d4.dn_loss_cls: 0.0366, d4.dn_loss_bbox: 0.2838, d4.dn_loss_iou: 0.3954, loss: 10.7272 2024-05-19 22:18:56,853 - mmdet - INFO - Epoch [5][250/3665] lr: 2.000e-04, eta: 1 day, 23:23:28, time: 1.428, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2856, interm_loss_bbox: 0.2121, interm_loss_iou: 0.4584, loss_cls: 0.2349, loss_bbox: 0.1759, loss_iou: 0.4033, d0.loss_cls: 0.3022, d0.loss_bbox: 0.1772, d0.loss_iou: 0.4085, d1.loss_cls: 0.2641, d1.loss_bbox: 0.1790, d1.loss_iou: 0.4083, d2.loss_cls: 0.2471, d2.loss_bbox: 0.1761, d2.loss_iou: 0.4040, d3.loss_cls: 0.2377, d3.loss_bbox: 0.1758, d3.loss_iou: 0.4037, d4.loss_cls: 0.2356, d4.loss_bbox: 0.1761, d4.loss_iou: 0.4034, dn_loss_cls: 0.0347, dn_loss_bbox: 0.2918, dn_loss_iou: 0.3854, d0.dn_loss_cls: 0.0724, d0.dn_loss_bbox: 0.4244, d0.dn_loss_iou: 0.5130, d1.dn_loss_cls: 0.0455, d1.dn_loss_bbox: 0.3272, d1.dn_loss_iou: 0.4191, d2.dn_loss_cls: 0.0388, d2.dn_loss_bbox: 0.2990, d2.dn_loss_iou: 0.3940, d3.dn_loss_cls: 0.0358, d3.dn_loss_bbox: 0.2940, d3.dn_loss_iou: 0.3884, d4.dn_loss_cls: 0.0349, d4.dn_loss_bbox: 0.2919, d4.dn_loss_iou: 0.3853, loss: 10.6447 2024-05-19 22:20:08,336 - mmdet - INFO - Epoch [5][300/3665] lr: 2.000e-04, eta: 1 day, 23:22:04, time: 1.429, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2802, interm_loss_bbox: 0.2054, interm_loss_iou: 0.4620, loss_cls: 0.2302, loss_bbox: 0.1700, loss_iou: 0.4073, d0.loss_cls: 0.2974, d0.loss_bbox: 0.1748, d0.loss_iou: 0.4128, d1.loss_cls: 0.2620, d1.loss_bbox: 0.1723, d1.loss_iou: 0.4099, d2.loss_cls: 0.2420, d2.loss_bbox: 0.1706, d2.loss_iou: 0.4080, d3.loss_cls: 0.2334, d3.loss_bbox: 0.1705, d3.loss_iou: 0.4084, d4.loss_cls: 0.2305, d4.loss_bbox: 0.1707, d4.loss_iou: 0.4078, dn_loss_cls: 0.0335, dn_loss_bbox: 0.2837, dn_loss_iou: 0.3880, d0.dn_loss_cls: 0.0713, d0.dn_loss_bbox: 0.4221, d0.dn_loss_iou: 0.5193, d1.dn_loss_cls: 0.0446, d1.dn_loss_bbox: 0.3205, d1.dn_loss_iou: 0.4224, d2.dn_loss_cls: 0.0380, d2.dn_loss_bbox: 0.2908, d2.dn_loss_iou: 0.3961, d3.dn_loss_cls: 0.0349, d3.dn_loss_bbox: 0.2860, d3.dn_loss_iou: 0.3911, d4.dn_loss_cls: 0.0339, d4.dn_loss_bbox: 0.2837, d4.dn_loss_iou: 0.3879, loss: 10.5741 2024-05-19 22:21:19,944 - mmdet - INFO - Epoch [5][350/3665] lr: 2.000e-04, eta: 1 day, 23:20:41, time: 1.432, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2899, interm_loss_bbox: 0.2069, interm_loss_iou: 0.4607, loss_cls: 0.2371, loss_bbox: 0.1716, loss_iou: 0.4060, d0.loss_cls: 0.3056, d0.loss_bbox: 0.1738, d0.loss_iou: 0.4106, d1.loss_cls: 0.2712, d1.loss_bbox: 0.1719, d1.loss_iou: 0.4071, d2.loss_cls: 0.2514, d2.loss_bbox: 0.1700, d2.loss_iou: 0.4044, d3.loss_cls: 0.2413, d3.loss_bbox: 0.1708, d3.loss_iou: 0.4054, d4.loss_cls: 0.2380, d4.loss_bbox: 0.1716, d4.loss_iou: 0.4060, dn_loss_cls: 0.0345, dn_loss_bbox: 0.2877, dn_loss_iou: 0.3817, d0.dn_loss_cls: 0.0720, d0.dn_loss_bbox: 0.4248, d0.dn_loss_iou: 0.5147, d1.dn_loss_cls: 0.0456, d1.dn_loss_bbox: 0.3227, d1.dn_loss_iou: 0.4157, d2.dn_loss_cls: 0.0391, d2.dn_loss_bbox: 0.2946, d2.dn_loss_iou: 0.3899, d3.dn_loss_cls: 0.0359, d3.dn_loss_bbox: 0.2900, d3.dn_loss_iou: 0.3850, d4.dn_loss_cls: 0.0348, d4.dn_loss_bbox: 0.2878, d4.dn_loss_iou: 0.3817, loss: 10.6095 2024-05-19 22:22:33,459 - mmdet - INFO - Epoch [5][400/3665] lr: 2.000e-04, eta: 1 day, 23:19:33, time: 1.470, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2830, interm_loss_bbox: 0.2131, interm_loss_iou: 0.4606, loss_cls: 0.2336, loss_bbox: 0.1744, loss_iou: 0.3999, d0.loss_cls: 0.2979, d0.loss_bbox: 0.1797, d0.loss_iou: 0.4086, d1.loss_cls: 0.2630, d1.loss_bbox: 0.1768, d1.loss_iou: 0.4045, d2.loss_cls: 0.2455, d2.loss_bbox: 0.1740, d2.loss_iou: 0.3991, d3.loss_cls: 0.2364, d3.loss_bbox: 0.1744, d3.loss_iou: 0.4007, d4.loss_cls: 0.2335, d4.loss_bbox: 0.1751, d4.loss_iou: 0.4004, dn_loss_cls: 0.0366, dn_loss_bbox: 0.2947, dn_loss_iou: 0.3950, d0.dn_loss_cls: 0.0737, d0.dn_loss_bbox: 0.4247, d0.dn_loss_iou: 0.5258, d1.dn_loss_cls: 0.0471, d1.dn_loss_bbox: 0.3278, d1.dn_loss_iou: 0.4287, d2.dn_loss_cls: 0.0406, d2.dn_loss_bbox: 0.3013, d2.dn_loss_iou: 0.4034, d3.dn_loss_cls: 0.0377, d3.dn_loss_bbox: 0.2966, d3.dn_loss_iou: 0.3980, d4.dn_loss_cls: 0.0366, d4.dn_loss_bbox: 0.2947, d4.dn_loss_iou: 0.3949, loss: 10.6923 2024-05-19 22:23:45,430 - mmdet - INFO - Epoch [5][450/3665] lr: 2.000e-04, eta: 1 day, 23:18:13, time: 1.439, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2897, interm_loss_bbox: 0.2081, interm_loss_iou: 0.4658, loss_cls: 0.2377, loss_bbox: 0.1737, loss_iou: 0.4109, d0.loss_cls: 0.3035, d0.loss_bbox: 0.1759, d0.loss_iou: 0.4157, d1.loss_cls: 0.2679, d1.loss_bbox: 0.1756, d1.loss_iou: 0.4122, d2.loss_cls: 0.2501, d2.loss_bbox: 0.1728, d2.loss_iou: 0.4103, d3.loss_cls: 0.2409, d3.loss_bbox: 0.1739, d3.loss_iou: 0.4105, d4.loss_cls: 0.2380, d4.loss_bbox: 0.1742, d4.loss_iou: 0.4112, dn_loss_cls: 0.0371, dn_loss_bbox: 0.2905, dn_loss_iou: 0.3939, d0.dn_loss_cls: 0.0743, d0.dn_loss_bbox: 0.4190, d0.dn_loss_iou: 0.5250, d1.dn_loss_cls: 0.0472, d1.dn_loss_bbox: 0.3239, d1.dn_loss_iou: 0.4279, d2.dn_loss_cls: 0.0408, d2.dn_loss_bbox: 0.2969, d2.dn_loss_iou: 0.4020, d3.dn_loss_cls: 0.0379, d3.dn_loss_bbox: 0.2926, d3.dn_loss_iou: 0.3967, d4.dn_loss_cls: 0.0371, d4.dn_loss_bbox: 0.2905, d4.dn_loss_iou: 0.3938, loss: 10.7456 2024-05-19 22:25:03,339 - mmdet - INFO - Epoch [5][500/3665] lr: 2.000e-04, eta: 1 day, 23:17:39, time: 1.558, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2815, interm_loss_bbox: 0.2078, interm_loss_iou: 0.4620, loss_cls: 0.2344, loss_bbox: 0.1703, loss_iou: 0.4041, d0.loss_cls: 0.2968, d0.loss_bbox: 0.1749, d0.loss_iou: 0.4105, d1.loss_cls: 0.2604, d1.loss_bbox: 0.1754, d1.loss_iou: 0.4108, d2.loss_cls: 0.2454, d2.loss_bbox: 0.1715, d2.loss_iou: 0.4062, d3.loss_cls: 0.2368, d3.loss_bbox: 0.1716, d3.loss_iou: 0.4061, d4.loss_cls: 0.2349, d4.loss_bbox: 0.1707, d4.loss_iou: 0.4044, dn_loss_cls: 0.0348, dn_loss_bbox: 0.2980, dn_loss_iou: 0.3887, d0.dn_loss_cls: 0.0722, d0.dn_loss_bbox: 0.4264, d0.dn_loss_iou: 0.5140, d1.dn_loss_cls: 0.0455, d1.dn_loss_bbox: 0.3306, d1.dn_loss_iou: 0.4200, d2.dn_loss_cls: 0.0392, d2.dn_loss_bbox: 0.3042, d2.dn_loss_iou: 0.3962, d3.dn_loss_cls: 0.0361, d3.dn_loss_bbox: 0.2999, d3.dn_loss_iou: 0.3914, d4.dn_loss_cls: 0.0351, d4.dn_loss_bbox: 0.2981, d4.dn_loss_iou: 0.3886, loss: 10.6555 2024-05-19 22:26:15,452 - mmdet - INFO - Epoch [5][550/3665] lr: 2.000e-04, eta: 1 day, 23:16:20, time: 1.442, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2770, interm_loss_bbox: 0.2059, interm_loss_iou: 0.4581, loss_cls: 0.2251, loss_bbox: 0.1725, loss_iou: 0.4038, d0.loss_cls: 0.2925, d0.loss_bbox: 0.1745, d0.loss_iou: 0.4093, d1.loss_cls: 0.2537, d1.loss_bbox: 0.1760, d1.loss_iou: 0.4080, d2.loss_cls: 0.2366, d2.loss_bbox: 0.1719, d2.loss_iou: 0.4044, d3.loss_cls: 0.2268, d3.loss_bbox: 0.1723, d3.loss_iou: 0.4051, d4.loss_cls: 0.2258, d4.loss_bbox: 0.1724, d4.loss_iou: 0.4038, dn_loss_cls: 0.0336, dn_loss_bbox: 0.2797, dn_loss_iou: 0.3834, d0.dn_loss_cls: 0.0695, d0.dn_loss_bbox: 0.4173, d0.dn_loss_iou: 0.5155, d1.dn_loss_cls: 0.0435, d1.dn_loss_bbox: 0.3148, d1.dn_loss_iou: 0.4169, d2.dn_loss_cls: 0.0373, d2.dn_loss_bbox: 0.2875, d2.dn_loss_iou: 0.3919, d3.dn_loss_cls: 0.0346, d3.dn_loss_bbox: 0.2822, d3.dn_loss_iou: 0.3866, d4.dn_loss_cls: 0.0338, d4.dn_loss_bbox: 0.2797, d4.dn_loss_iou: 0.3833, loss: 10.4666 2024-05-19 22:27:29,336 - mmdet - INFO - Epoch [5][600/3665] lr: 2.000e-04, eta: 1 day, 23:15:15, time: 1.478, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2823, interm_loss_bbox: 0.2064, interm_loss_iou: 0.4718, loss_cls: 0.2336, loss_bbox: 0.1696, loss_iou: 0.4125, d0.loss_cls: 0.2975, d0.loss_bbox: 0.1739, d0.loss_iou: 0.4228, d1.loss_cls: 0.2585, d1.loss_bbox: 0.1746, d1.loss_iou: 0.4209, d2.loss_cls: 0.2437, d2.loss_bbox: 0.1710, d2.loss_iou: 0.4160, d3.loss_cls: 0.2358, d3.loss_bbox: 0.1704, d3.loss_iou: 0.4141, d4.loss_cls: 0.2338, d4.loss_bbox: 0.1703, d4.loss_iou: 0.4133, dn_loss_cls: 0.0333, dn_loss_bbox: 0.2849, dn_loss_iou: 0.3889, d0.dn_loss_cls: 0.0698, d0.dn_loss_bbox: 0.4150, d0.dn_loss_iou: 0.5200, d1.dn_loss_cls: 0.0435, d1.dn_loss_bbox: 0.3187, d1.dn_loss_iou: 0.4224, d2.dn_loss_cls: 0.0374, d2.dn_loss_bbox: 0.2914, d2.dn_loss_iou: 0.3969, d3.dn_loss_cls: 0.0344, d3.dn_loss_bbox: 0.2870, d3.dn_loss_iou: 0.3918, d4.dn_loss_cls: 0.0335, d4.dn_loss_bbox: 0.2849, d4.dn_loss_iou: 0.3888, loss: 10.6353 2024-05-19 22:28:43,090 - mmdet - INFO - Epoch [5][650/3665] lr: 2.000e-04, eta: 1 day, 23:14:08, time: 1.475, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2824, interm_loss_bbox: 0.2050, interm_loss_iou: 0.4556, loss_cls: 0.2321, loss_bbox: 0.1715, loss_iou: 0.4010, d0.loss_cls: 0.2964, d0.loss_bbox: 0.1736, d0.loss_iou: 0.4078, d1.loss_cls: 0.2617, d1.loss_bbox: 0.1730, d1.loss_iou: 0.4048, d2.loss_cls: 0.2442, d2.loss_bbox: 0.1715, d2.loss_iou: 0.4003, d3.loss_cls: 0.2346, d3.loss_bbox: 0.1722, d3.loss_iou: 0.4017, d4.loss_cls: 0.2328, d4.loss_bbox: 0.1720, d4.loss_iou: 0.4009, dn_loss_cls: 0.0345, dn_loss_bbox: 0.2841, dn_loss_iou: 0.3854, d0.dn_loss_cls: 0.0711, d0.dn_loss_bbox: 0.4092, d0.dn_loss_iou: 0.5131, d1.dn_loss_cls: 0.0442, d1.dn_loss_bbox: 0.3160, d1.dn_loss_iou: 0.4185, d2.dn_loss_cls: 0.0381, d2.dn_loss_bbox: 0.2904, d2.dn_loss_iou: 0.3938, d3.dn_loss_cls: 0.0354, d3.dn_loss_bbox: 0.2861, d3.dn_loss_iou: 0.3886, d4.dn_loss_cls: 0.0347, d4.dn_loss_bbox: 0.2841, d4.dn_loss_iou: 0.3854, loss: 10.5081 2024-05-19 22:29:57,150 - mmdet - INFO - Epoch [5][700/3665] lr: 2.000e-04, eta: 1 day, 23:13:04, time: 1.481, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2857, interm_loss_bbox: 0.2056, interm_loss_iou: 0.4512, loss_cls: 0.2330, loss_bbox: 0.1725, loss_iou: 0.3986, d0.loss_cls: 0.3021, d0.loss_bbox: 0.1734, d0.loss_iou: 0.4034, d1.loss_cls: 0.2667, d1.loss_bbox: 0.1736, d1.loss_iou: 0.4007, d2.loss_cls: 0.2469, d2.loss_bbox: 0.1713, d2.loss_iou: 0.3981, d3.loss_cls: 0.2363, d3.loss_bbox: 0.1729, d3.loss_iou: 0.3985, d4.loss_cls: 0.2337, d4.loss_bbox: 0.1728, d4.loss_iou: 0.3981, dn_loss_cls: 0.0350, dn_loss_bbox: 0.3071, dn_loss_iou: 0.3834, d0.dn_loss_cls: 0.0730, d0.dn_loss_bbox: 0.4426, d0.dn_loss_iou: 0.5134, d1.dn_loss_cls: 0.0459, d1.dn_loss_bbox: 0.3437, d1.dn_loss_iou: 0.4178, d2.dn_loss_cls: 0.0397, d2.dn_loss_bbox: 0.3141, d2.dn_loss_iou: 0.3921, d3.dn_loss_cls: 0.0364, d3.dn_loss_bbox: 0.3091, d3.dn_loss_iou: 0.3867, d4.dn_loss_cls: 0.0353, d4.dn_loss_bbox: 0.3071, d4.dn_loss_iou: 0.3834, loss: 10.6610 2024-05-19 22:31:12,469 - mmdet - INFO - Epoch [5][750/3665] lr: 2.000e-04, eta: 1 day, 23:12:09, time: 1.506, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2875, interm_loss_bbox: 0.2124, interm_loss_iou: 0.4499, loss_cls: 0.2328, loss_bbox: 0.1759, loss_iou: 0.3936, d0.loss_cls: 0.3019, d0.loss_bbox: 0.1800, d0.loss_iou: 0.4005, d1.loss_cls: 0.2671, d1.loss_bbox: 0.1780, d1.loss_iou: 0.3971, d2.loss_cls: 0.2476, d2.loss_bbox: 0.1750, d2.loss_iou: 0.3936, d3.loss_cls: 0.2358, d3.loss_bbox: 0.1761, d3.loss_iou: 0.3944, d4.loss_cls: 0.2335, d4.loss_bbox: 0.1763, d4.loss_iou: 0.3943, dn_loss_cls: 0.0367, dn_loss_bbox: 0.3000, dn_loss_iou: 0.3871, d0.dn_loss_cls: 0.0736, d0.dn_loss_bbox: 0.4330, d0.dn_loss_iou: 0.5170, d1.dn_loss_cls: 0.0470, d1.dn_loss_bbox: 0.3343, d1.dn_loss_iou: 0.4212, d2.dn_loss_cls: 0.0408, d2.dn_loss_bbox: 0.3064, d2.dn_loss_iou: 0.3953, d3.dn_loss_cls: 0.0375, d3.dn_loss_bbox: 0.3021, d3.dn_loss_iou: 0.3903, d4.dn_loss_cls: 0.0369, d4.dn_loss_bbox: 0.3000, d4.dn_loss_iou: 0.3870, loss: 10.6496 2024-05-19 22:32:27,693 - mmdet - INFO - Epoch [5][800/3665] lr: 2.000e-04, eta: 1 day, 23:11:14, time: 1.504, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2761, interm_loss_bbox: 0.2036, interm_loss_iou: 0.4632, loss_cls: 0.2273, loss_bbox: 0.1706, loss_iou: 0.4087, d0.loss_cls: 0.2930, d0.loss_bbox: 0.1724, d0.loss_iou: 0.4143, d1.loss_cls: 0.2558, d1.loss_bbox: 0.1724, d1.loss_iou: 0.4121, d2.loss_cls: 0.2393, d2.loss_bbox: 0.1690, d2.loss_iou: 0.4085, d3.loss_cls: 0.2301, d3.loss_bbox: 0.1696, d3.loss_iou: 0.4089, d4.loss_cls: 0.2278, d4.loss_bbox: 0.1703, d4.loss_iou: 0.4089, dn_loss_cls: 0.0332, dn_loss_bbox: 0.2829, dn_loss_iou: 0.3886, d0.dn_loss_cls: 0.0693, d0.dn_loss_bbox: 0.4033, d0.dn_loss_iou: 0.5161, d1.dn_loss_cls: 0.0427, d1.dn_loss_bbox: 0.3127, d1.dn_loss_iou: 0.4218, d2.dn_loss_cls: 0.0367, d2.dn_loss_bbox: 0.2886, d2.dn_loss_iou: 0.3965, d3.dn_loss_cls: 0.0338, d3.dn_loss_bbox: 0.2845, d3.dn_loss_iou: 0.3916, d4.dn_loss_cls: 0.0331, d4.dn_loss_bbox: 0.2829, d4.dn_loss_iou: 0.3886, loss: 10.5089 2024-05-19 22:33:39,130 - mmdet - INFO - Epoch [5][850/3665] lr: 2.000e-04, eta: 1 day, 23:09:50, time: 1.429, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2902, interm_loss_bbox: 0.2056, interm_loss_iou: 0.4603, loss_cls: 0.2371, loss_bbox: 0.1728, loss_iou: 0.4087, d0.loss_cls: 0.3035, d0.loss_bbox: 0.1754, d0.loss_iou: 0.4142, d1.loss_cls: 0.2681, d1.loss_bbox: 0.1742, d1.loss_iou: 0.4114, d2.loss_cls: 0.2513, d2.loss_bbox: 0.1709, d2.loss_iou: 0.4073, d3.loss_cls: 0.2402, d3.loss_bbox: 0.1723, d3.loss_iou: 0.4082, d4.loss_cls: 0.2379, d4.loss_bbox: 0.1724, d4.loss_iou: 0.4087, dn_loss_cls: 0.0369, dn_loss_bbox: 0.2822, dn_loss_iou: 0.3866, d0.dn_loss_cls: 0.0730, d0.dn_loss_bbox: 0.4127, d0.dn_loss_iou: 0.5175, d1.dn_loss_cls: 0.0465, d1.dn_loss_bbox: 0.3161, d1.dn_loss_iou: 0.4201, d2.dn_loss_cls: 0.0401, d2.dn_loss_bbox: 0.2895, d2.dn_loss_iou: 0.3950, d3.dn_loss_cls: 0.0374, d3.dn_loss_bbox: 0.2846, d3.dn_loss_iou: 0.3895, d4.dn_loss_cls: 0.0367, d4.dn_loss_bbox: 0.2822, d4.dn_loss_iou: 0.3865, loss: 10.6240 2024-05-19 22:34:49,999 - mmdet - INFO - Epoch [5][900/3665] lr: 2.000e-04, eta: 1 day, 23:08:22, time: 1.417, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2849, interm_loss_bbox: 0.2059, interm_loss_iou: 0.4589, loss_cls: 0.2357, loss_bbox: 0.1706, loss_iou: 0.4071, d0.loss_cls: 0.3009, d0.loss_bbox: 0.1757, d0.loss_iou: 0.4109, d1.loss_cls: 0.2666, d1.loss_bbox: 0.1752, d1.loss_iou: 0.4093, d2.loss_cls: 0.2480, d2.loss_bbox: 0.1711, d2.loss_iou: 0.4076, d3.loss_cls: 0.2394, d3.loss_bbox: 0.1703, d3.loss_iou: 0.4068, d4.loss_cls: 0.2363, d4.loss_bbox: 0.1712, d4.loss_iou: 0.4078, dn_loss_cls: 0.0356, dn_loss_bbox: 0.2894, dn_loss_iou: 0.3875, d0.dn_loss_cls: 0.0728, d0.dn_loss_bbox: 0.4192, d0.dn_loss_iou: 0.5133, d1.dn_loss_cls: 0.0463, d1.dn_loss_bbox: 0.3240, d1.dn_loss_iou: 0.4204, d2.dn_loss_cls: 0.0399, d2.dn_loss_bbox: 0.2967, d2.dn_loss_iou: 0.3954, d3.dn_loss_cls: 0.0370, d3.dn_loss_bbox: 0.2915, d3.dn_loss_iou: 0.3902, d4.dn_loss_cls: 0.0360, d4.dn_loss_bbox: 0.2895, d4.dn_loss_iou: 0.3875, loss: 10.6328 2024-05-19 22:36:03,526 - mmdet - INFO - Epoch [5][950/3665] lr: 2.000e-04, eta: 1 day, 23:07:13, time: 1.470, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2865, interm_loss_bbox: 0.2098, interm_loss_iou: 0.4623, loss_cls: 0.2332, loss_bbox: 0.1738, loss_iou: 0.4073, d0.loss_cls: 0.2975, d0.loss_bbox: 0.1786, d0.loss_iou: 0.4143, d1.loss_cls: 0.2631, d1.loss_bbox: 0.1767, d1.loss_iou: 0.4113, d2.loss_cls: 0.2466, d2.loss_bbox: 0.1737, d2.loss_iou: 0.4077, d3.loss_cls: 0.2358, d3.loss_bbox: 0.1748, d3.loss_iou: 0.4079, d4.loss_cls: 0.2340, d4.loss_bbox: 0.1738, d4.loss_iou: 0.4074, dn_loss_cls: 0.0350, dn_loss_bbox: 0.2812, dn_loss_iou: 0.3859, d0.dn_loss_cls: 0.0714, d0.dn_loss_bbox: 0.4109, d0.dn_loss_iou: 0.5170, d1.dn_loss_cls: 0.0449, d1.dn_loss_bbox: 0.3134, d1.dn_loss_iou: 0.4189, d2.dn_loss_cls: 0.0388, d2.dn_loss_bbox: 0.2883, d2.dn_loss_iou: 0.3945, d3.dn_loss_cls: 0.0359, d3.dn_loss_bbox: 0.2831, d3.dn_loss_iou: 0.3886, d4.dn_loss_cls: 0.0350, d4.dn_loss_bbox: 0.2812, d4.dn_loss_iou: 0.3859, loss: 10.5862 2024-05-19 22:37:15,954 - mmdet - INFO - Epoch [5][1000/3665] lr: 2.000e-04, eta: 1 day, 23:05:57, time: 1.449, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2823, interm_loss_bbox: 0.2071, interm_loss_iou: 0.4654, loss_cls: 0.2306, loss_bbox: 0.1704, loss_iou: 0.4114, d0.loss_cls: 0.2953, d0.loss_bbox: 0.1739, d0.loss_iou: 0.4170, d1.loss_cls: 0.2624, d1.loss_bbox: 0.1722, d1.loss_iou: 0.4144, d2.loss_cls: 0.2429, d2.loss_bbox: 0.1709, d2.loss_iou: 0.4126, d3.loss_cls: 0.2332, d3.loss_bbox: 0.1715, d3.loss_iou: 0.4126, d4.loss_cls: 0.2306, d4.loss_bbox: 0.1710, d4.loss_iou: 0.4118, dn_loss_cls: 0.0336, dn_loss_bbox: 0.2899, dn_loss_iou: 0.3892, d0.dn_loss_cls: 0.0709, d0.dn_loss_bbox: 0.4212, d0.dn_loss_iou: 0.5168, d1.dn_loss_cls: 0.0443, d1.dn_loss_bbox: 0.3246, d1.dn_loss_iou: 0.4226, d2.dn_loss_cls: 0.0380, d2.dn_loss_bbox: 0.2966, d2.dn_loss_iou: 0.3976, d3.dn_loss_cls: 0.0349, d3.dn_loss_bbox: 0.2919, d3.dn_loss_iou: 0.3922, d4.dn_loss_cls: 0.0339, d4.dn_loss_bbox: 0.2899, d4.dn_loss_iou: 0.3891, loss: 10.6366 2024-05-19 22:38:31,156 - mmdet - INFO - Epoch [5][1050/3665] lr: 2.000e-04, eta: 1 day, 23:05:01, time: 1.503, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2760, interm_loss_bbox: 0.2089, interm_loss_iou: 0.4592, loss_cls: 0.2289, loss_bbox: 0.1698, loss_iou: 0.4003, d0.loss_cls: 0.2970, d0.loss_bbox: 0.1739, d0.loss_iou: 0.4055, d1.loss_cls: 0.2614, d1.loss_bbox: 0.1715, d1.loss_iou: 0.4026, d2.loss_cls: 0.2414, d2.loss_bbox: 0.1697, d2.loss_iou: 0.4004, d3.loss_cls: 0.2325, d3.loss_bbox: 0.1703, d3.loss_iou: 0.4005, d4.loss_cls: 0.2302, d4.loss_bbox: 0.1696, d4.loss_iou: 0.4001, dn_loss_cls: 0.0354, dn_loss_bbox: 0.2827, dn_loss_iou: 0.3814, d0.dn_loss_cls: 0.0742, d0.dn_loss_bbox: 0.4105, d0.dn_loss_iou: 0.5112, d1.dn_loss_cls: 0.0463, d1.dn_loss_bbox: 0.3176, d1.dn_loss_iou: 0.4155, d2.dn_loss_cls: 0.0397, d2.dn_loss_bbox: 0.2895, d2.dn_loss_iou: 0.3897, d3.dn_loss_cls: 0.0366, d3.dn_loss_bbox: 0.2848, d3.dn_loss_iou: 0.3843, d4.dn_loss_cls: 0.0356, d4.dn_loss_bbox: 0.2828, d4.dn_loss_iou: 0.3813, loss: 10.4690 2024-05-19 22:39:44,257 - mmdet - INFO - Epoch [5][1100/3665] lr: 2.000e-04, eta: 1 day, 23:03:49, time: 1.463, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2795, interm_loss_bbox: 0.2092, interm_loss_iou: 0.4695, loss_cls: 0.2275, loss_bbox: 0.1709, loss_iou: 0.4084, d0.loss_cls: 0.2967, d0.loss_bbox: 0.1744, d0.loss_iou: 0.4144, d1.loss_cls: 0.2576, d1.loss_bbox: 0.1730, d1.loss_iou: 0.4121, d2.loss_cls: 0.2399, d2.loss_bbox: 0.1702, d2.loss_iou: 0.4087, d3.loss_cls: 0.2309, d3.loss_bbox: 0.1705, d3.loss_iou: 0.4081, d4.loss_cls: 0.2284, d4.loss_bbox: 0.1709, d4.loss_iou: 0.4085, dn_loss_cls: 0.0332, dn_loss_bbox: 0.2720, dn_loss_iou: 0.3830, d0.dn_loss_cls: 0.0698, d0.dn_loss_bbox: 0.3975, d0.dn_loss_iou: 0.5105, d1.dn_loss_cls: 0.0433, d1.dn_loss_bbox: 0.3037, d1.dn_loss_iou: 0.4147, d2.dn_loss_cls: 0.0373, d2.dn_loss_bbox: 0.2784, d2.dn_loss_iou: 0.3913, d3.dn_loss_cls: 0.0344, d3.dn_loss_bbox: 0.2741, d3.dn_loss_iou: 0.3860, d4.dn_loss_cls: 0.0335, d4.dn_loss_bbox: 0.2720, d4.dn_loss_iou: 0.3829, loss: 10.4471 2024-05-19 22:40:58,303 - mmdet - INFO - Epoch [5][1150/3665] lr: 2.000e-04, eta: 1 day, 23:02:45, time: 1.481, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2773, interm_loss_bbox: 0.2085, interm_loss_iou: 0.4509, loss_cls: 0.2280, loss_bbox: 0.1700, loss_iou: 0.3935, d0.loss_cls: 0.2909, d0.loss_bbox: 0.1769, d0.loss_iou: 0.4011, d1.loss_cls: 0.2562, d1.loss_bbox: 0.1741, d1.loss_iou: 0.3969, d2.loss_cls: 0.2398, d2.loss_bbox: 0.1707, d2.loss_iou: 0.3926, d3.loss_cls: 0.2303, d3.loss_bbox: 0.1699, d3.loss_iou: 0.3938, d4.loss_cls: 0.2282, d4.loss_bbox: 0.1703, d4.loss_iou: 0.3937, dn_loss_cls: 0.0335, dn_loss_bbox: 0.2735, dn_loss_iou: 0.3673, d0.dn_loss_cls: 0.0715, d0.dn_loss_bbox: 0.4086, d0.dn_loss_iou: 0.4961, d1.dn_loss_cls: 0.0438, d1.dn_loss_bbox: 0.3077, d1.dn_loss_iou: 0.4001, d2.dn_loss_cls: 0.0376, d2.dn_loss_bbox: 0.2812, d2.dn_loss_iou: 0.3757, d3.dn_loss_cls: 0.0345, d3.dn_loss_bbox: 0.2756, d3.dn_loss_iou: 0.3702, d4.dn_loss_cls: 0.0338, d4.dn_loss_bbox: 0.2736, d4.dn_loss_iou: 0.3673, loss: 10.2650 2024-05-19 22:42:10,405 - mmdet - INFO - Epoch [5][1200/3665] lr: 2.000e-04, eta: 1 day, 23:01:26, time: 1.442, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2817, interm_loss_bbox: 0.2086, interm_loss_iou: 0.4644, loss_cls: 0.2316, loss_bbox: 0.1711, loss_iou: 0.4061, d0.loss_cls: 0.2932, d0.loss_bbox: 0.1780, d0.loss_iou: 0.4167, d1.loss_cls: 0.2595, d1.loss_bbox: 0.1755, d1.loss_iou: 0.4119, d2.loss_cls: 0.2431, d2.loss_bbox: 0.1720, d2.loss_iou: 0.4080, d3.loss_cls: 0.2348, d3.loss_bbox: 0.1716, d3.loss_iou: 0.4071, d4.loss_cls: 0.2329, d4.loss_bbox: 0.1710, d4.loss_iou: 0.4064, dn_loss_cls: 0.0340, dn_loss_bbox: 0.2808, dn_loss_iou: 0.3892, d0.dn_loss_cls: 0.0693, d0.dn_loss_bbox: 0.4086, d0.dn_loss_iou: 0.5163, d1.dn_loss_cls: 0.0440, d1.dn_loss_bbox: 0.3132, d1.dn_loss_iou: 0.4216, d2.dn_loss_cls: 0.0380, d2.dn_loss_bbox: 0.2871, d2.dn_loss_iou: 0.3974, d3.dn_loss_cls: 0.0351, d3.dn_loss_bbox: 0.2828, d3.dn_loss_iou: 0.3921, d4.dn_loss_cls: 0.0341, d4.dn_loss_bbox: 0.2808, d4.dn_loss_iou: 0.3892, loss: 10.5588 2024-05-19 22:43:25,981 - mmdet - INFO - Epoch [5][1250/3665] lr: 2.000e-04, eta: 1 day, 23:00:32, time: 1.511, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2866, interm_loss_bbox: 0.2066, interm_loss_iou: 0.4487, loss_cls: 0.2307, loss_bbox: 0.1710, loss_iou: 0.3944, d0.loss_cls: 0.2973, d0.loss_bbox: 0.1747, d0.loss_iou: 0.4015, d1.loss_cls: 0.2597, d1.loss_bbox: 0.1733, d1.loss_iou: 0.3988, d2.loss_cls: 0.2443, d2.loss_bbox: 0.1695, d2.loss_iou: 0.3933, d3.loss_cls: 0.2351, d3.loss_bbox: 0.1707, d3.loss_iou: 0.3940, d4.loss_cls: 0.2317, d4.loss_bbox: 0.1708, d4.loss_iou: 0.3945, dn_loss_cls: 0.0340, dn_loss_bbox: 0.2875, dn_loss_iou: 0.3777, d0.dn_loss_cls: 0.0719, d0.dn_loss_bbox: 0.4248, d0.dn_loss_iou: 0.5099, d1.dn_loss_cls: 0.0450, d1.dn_loss_bbox: 0.3232, d1.dn_loss_iou: 0.4116, d2.dn_loss_cls: 0.0385, d2.dn_loss_bbox: 0.2947, d2.dn_loss_iou: 0.3860, d3.dn_loss_cls: 0.0353, d3.dn_loss_bbox: 0.2901, d3.dn_loss_iou: 0.3808, d4.dn_loss_cls: 0.0342, d4.dn_loss_bbox: 0.2875, d4.dn_loss_iou: 0.3776, loss: 10.4575 2024-05-19 22:44:40,534 - mmdet - INFO - Epoch [5][1300/3665] lr: 2.000e-04, eta: 1 day, 22:59:31, time: 1.491, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2812, interm_loss_bbox: 0.2088, interm_loss_iou: 0.4555, loss_cls: 0.2306, loss_bbox: 0.1774, loss_iou: 0.4040, d0.loss_cls: 0.2955, d0.loss_bbox: 0.1771, d0.loss_iou: 0.4083, d1.loss_cls: 0.2605, d1.loss_bbox: 0.1786, d1.loss_iou: 0.4078, d2.loss_cls: 0.2430, d2.loss_bbox: 0.1768, d2.loss_iou: 0.4042, d3.loss_cls: 0.2337, d3.loss_bbox: 0.1775, d3.loss_iou: 0.4046, d4.loss_cls: 0.2315, d4.loss_bbox: 0.1776, d4.loss_iou: 0.4041, dn_loss_cls: 0.0327, dn_loss_bbox: 0.2826, dn_loss_iou: 0.3851, d0.dn_loss_cls: 0.0699, d0.dn_loss_bbox: 0.4069, d0.dn_loss_iou: 0.5147, d1.dn_loss_cls: 0.0432, d1.dn_loss_bbox: 0.3153, d1.dn_loss_iou: 0.4190, d2.dn_loss_cls: 0.0371, d2.dn_loss_bbox: 0.2894, d2.dn_loss_iou: 0.3935, d3.dn_loss_cls: 0.0338, d3.dn_loss_bbox: 0.2846, d3.dn_loss_iou: 0.3883, d4.dn_loss_cls: 0.0330, d4.dn_loss_bbox: 0.2827, d4.dn_loss_iou: 0.3851, loss: 10.5350 2024-05-19 22:45:55,748 - mmdet - INFO - Epoch [5][1350/3665] lr: 2.000e-04, eta: 1 day, 22:58:35, time: 1.504, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2725, interm_loss_bbox: 0.2043, interm_loss_iou: 0.4522, loss_cls: 0.2225, loss_bbox: 0.1691, loss_iou: 0.4010, d0.loss_cls: 0.2884, d0.loss_bbox: 0.1728, d0.loss_iou: 0.4064, d1.loss_cls: 0.2520, d1.loss_bbox: 0.1709, d1.loss_iou: 0.4022, d2.loss_cls: 0.2352, d2.loss_bbox: 0.1683, d2.loss_iou: 0.3995, d3.loss_cls: 0.2268, d3.loss_bbox: 0.1687, d3.loss_iou: 0.4002, d4.loss_cls: 0.2239, d4.loss_bbox: 0.1688, d4.loss_iou: 0.4004, dn_loss_cls: 0.0339, dn_loss_bbox: 0.2766, dn_loss_iou: 0.3781, d0.dn_loss_cls: 0.0711, d0.dn_loss_bbox: 0.4109, d0.dn_loss_iou: 0.5079, d1.dn_loss_cls: 0.0445, d1.dn_loss_bbox: 0.3118, d1.dn_loss_iou: 0.4118, d2.dn_loss_cls: 0.0381, d2.dn_loss_bbox: 0.2841, d2.dn_loss_iou: 0.3862, d3.dn_loss_cls: 0.0349, d3.dn_loss_bbox: 0.2789, d3.dn_loss_iou: 0.3810, d4.dn_loss_cls: 0.0340, d4.dn_loss_bbox: 0.2766, d4.dn_loss_iou: 0.3780, loss: 10.3445 2024-05-19 22:47:07,829 - mmdet - INFO - Epoch [5][1400/3665] lr: 2.000e-04, eta: 1 day, 22:57:16, time: 1.442, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2828, interm_loss_bbox: 0.2086, interm_loss_iou: 0.4527, loss_cls: 0.2306, loss_bbox: 0.1711, loss_iou: 0.4006, d0.loss_cls: 0.2957, d0.loss_bbox: 0.1776, d0.loss_iou: 0.4075, d1.loss_cls: 0.2606, d1.loss_bbox: 0.1747, d1.loss_iou: 0.4035, d2.loss_cls: 0.2437, d2.loss_bbox: 0.1707, d2.loss_iou: 0.3993, d3.loss_cls: 0.2335, d3.loss_bbox: 0.1711, d3.loss_iou: 0.4005, d4.loss_cls: 0.2312, d4.loss_bbox: 0.1713, d4.loss_iou: 0.4007, dn_loss_cls: 0.0352, dn_loss_bbox: 0.2839, dn_loss_iou: 0.3835, d0.dn_loss_cls: 0.0712, d0.dn_loss_bbox: 0.4094, d0.dn_loss_iou: 0.5084, d1.dn_loss_cls: 0.0452, d1.dn_loss_bbox: 0.3173, d1.dn_loss_iou: 0.4167, d2.dn_loss_cls: 0.0390, d2.dn_loss_bbox: 0.2902, d2.dn_loss_iou: 0.3916, d3.dn_loss_cls: 0.0359, d3.dn_loss_bbox: 0.2860, d3.dn_loss_iou: 0.3865, d4.dn_loss_cls: 0.0351, d4.dn_loss_bbox: 0.2839, d4.dn_loss_iou: 0.3835, loss: 10.4907 2024-05-19 22:48:21,133 - mmdet - INFO - Epoch [5][1450/3665] lr: 2.000e-04, eta: 1 day, 22:56:05, time: 1.465, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2768, interm_loss_bbox: 0.2018, interm_loss_iou: 0.4659, loss_cls: 0.2298, loss_bbox: 0.1682, loss_iou: 0.4090, d0.loss_cls: 0.2938, d0.loss_bbox: 0.1737, d0.loss_iou: 0.4178, d1.loss_cls: 0.2612, d1.loss_bbox: 0.1703, d1.loss_iou: 0.4111, d2.loss_cls: 0.2419, d2.loss_bbox: 0.1684, d2.loss_iou: 0.4096, d3.loss_cls: 0.2330, d3.loss_bbox: 0.1685, d3.loss_iou: 0.4093, d4.loss_cls: 0.2305, d4.loss_bbox: 0.1684, d4.loss_iou: 0.4091, dn_loss_cls: 0.0345, dn_loss_bbox: 0.2802, dn_loss_iou: 0.3893, d0.dn_loss_cls: 0.0713, d0.dn_loss_bbox: 0.4085, d0.dn_loss_iou: 0.5164, d1.dn_loss_cls: 0.0444, d1.dn_loss_bbox: 0.3140, d1.dn_loss_iou: 0.4227, d2.dn_loss_cls: 0.0381, d2.dn_loss_bbox: 0.2869, d2.dn_loss_iou: 0.3978, d3.dn_loss_cls: 0.0354, d3.dn_loss_bbox: 0.2823, d3.dn_loss_iou: 0.3924, d4.dn_loss_cls: 0.0346, d4.dn_loss_bbox: 0.2802, d4.dn_loss_iou: 0.3892, loss: 10.5365 2024-05-19 22:49:33,192 - mmdet - INFO - Epoch [5][1500/3665] lr: 2.000e-04, eta: 1 day, 22:54:46, time: 1.442, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2831, interm_loss_bbox: 0.2115, interm_loss_iou: 0.4606, loss_cls: 0.2291, loss_bbox: 0.1777, loss_iou: 0.4066, d0.loss_cls: 0.2973, d0.loss_bbox: 0.1816, d0.loss_iou: 0.4137, d1.loss_cls: 0.2616, d1.loss_bbox: 0.1789, d1.loss_iou: 0.4091, d2.loss_cls: 0.2427, d2.loss_bbox: 0.1769, d2.loss_iou: 0.4062, d3.loss_cls: 0.2323, d3.loss_bbox: 0.1780, d3.loss_iou: 0.4067, d4.loss_cls: 0.2296, d4.loss_bbox: 0.1780, d4.loss_iou: 0.4069, dn_loss_cls: 0.0343, dn_loss_bbox: 0.2811, dn_loss_iou: 0.3842, d0.dn_loss_cls: 0.0716, d0.dn_loss_bbox: 0.4103, d0.dn_loss_iou: 0.5125, d1.dn_loss_cls: 0.0449, d1.dn_loss_bbox: 0.3127, d1.dn_loss_iou: 0.4165, d2.dn_loss_cls: 0.0386, d2.dn_loss_bbox: 0.2872, d2.dn_loss_iou: 0.3919, d3.dn_loss_cls: 0.0355, d3.dn_loss_bbox: 0.2828, d3.dn_loss_iou: 0.3870, d4.dn_loss_cls: 0.0346, d4.dn_loss_bbox: 0.2812, d4.dn_loss_iou: 0.3841, loss: 10.5594 2024-05-19 22:50:49,493 - mmdet - INFO - Epoch [5][1550/3665] lr: 2.000e-04, eta: 1 day, 22:53:57, time: 1.526, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2793, interm_loss_bbox: 0.2117, interm_loss_iou: 0.4559, loss_cls: 0.2275, loss_bbox: 0.1744, loss_iou: 0.3989, d0.loss_cls: 0.2947, d0.loss_bbox: 0.1790, d0.loss_iou: 0.4079, d1.loss_cls: 0.2607, d1.loss_bbox: 0.1750, d1.loss_iou: 0.4008, d2.loss_cls: 0.2417, d2.loss_bbox: 0.1732, d2.loss_iou: 0.3974, d3.loss_cls: 0.2316, d3.loss_bbox: 0.1742, d3.loss_iou: 0.3984, d4.loss_cls: 0.2288, d4.loss_bbox: 0.1740, d4.loss_iou: 0.3985, dn_loss_cls: 0.0327, dn_loss_bbox: 0.2903, dn_loss_iou: 0.3735, d0.dn_loss_cls: 0.0700, d0.dn_loss_bbox: 0.4243, d0.dn_loss_iou: 0.5016, d1.dn_loss_cls: 0.0432, d1.dn_loss_bbox: 0.3254, d1.dn_loss_iou: 0.4073, d2.dn_loss_cls: 0.0369, d2.dn_loss_bbox: 0.2974, d2.dn_loss_iou: 0.3814, d3.dn_loss_cls: 0.0340, d3.dn_loss_bbox: 0.2927, d3.dn_loss_iou: 0.3766, d4.dn_loss_cls: 0.0331, d4.dn_loss_bbox: 0.2904, d4.dn_loss_iou: 0.3735, loss: 10.4679 2024-05-19 22:52:04,737 - mmdet - INFO - Epoch [5][1600/3665] lr: 2.000e-04, eta: 1 day, 22:53:00, time: 1.504, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2770, interm_loss_bbox: 0.2128, interm_loss_iou: 0.4619, loss_cls: 0.2298, loss_bbox: 0.1710, loss_iou: 0.3955, d0.loss_cls: 0.2939, d0.loss_bbox: 0.1770, d0.loss_iou: 0.4062, d1.loss_cls: 0.2601, d1.loss_bbox: 0.1732, d1.loss_iou: 0.4002, d2.loss_cls: 0.2420, d2.loss_bbox: 0.1705, d2.loss_iou: 0.3966, d3.loss_cls: 0.2333, d3.loss_bbox: 0.1705, d3.loss_iou: 0.3963, d4.loss_cls: 0.2301, d4.loss_bbox: 0.1711, d4.loss_iou: 0.3967, dn_loss_cls: 0.0340, dn_loss_bbox: 0.2879, dn_loss_iou: 0.3836, d0.dn_loss_cls: 0.0706, d0.dn_loss_bbox: 0.4268, d0.dn_loss_iou: 0.5183, d1.dn_loss_cls: 0.0441, d1.dn_loss_bbox: 0.3260, d1.dn_loss_iou: 0.4197, d2.dn_loss_cls: 0.0378, d2.dn_loss_bbox: 0.2953, d2.dn_loss_iou: 0.3925, d3.dn_loss_cls: 0.0350, d3.dn_loss_bbox: 0.2902, d3.dn_loss_iou: 0.3867, d4.dn_loss_cls: 0.0342, d4.dn_loss_bbox: 0.2880, d4.dn_loss_iou: 0.3836, loss: 10.5199 2024-05-19 22:53:18,230 - mmdet - INFO - Epoch [5][1650/3665] lr: 2.000e-04, eta: 1 day, 22:51:51, time: 1.470, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2873, interm_loss_bbox: 0.2095, interm_loss_iou: 0.4574, loss_cls: 0.2380, loss_bbox: 0.1737, loss_iou: 0.4002, d0.loss_cls: 0.3031, d0.loss_bbox: 0.1777, d0.loss_iou: 0.4069, d1.loss_cls: 0.2703, d1.loss_bbox: 0.1761, d1.loss_iou: 0.4035, d2.loss_cls: 0.2533, d2.loss_bbox: 0.1730, d2.loss_iou: 0.3984, d3.loss_cls: 0.2412, d3.loss_bbox: 0.1741, d3.loss_iou: 0.4004, d4.loss_cls: 0.2390, d4.loss_bbox: 0.1742, d4.loss_iou: 0.4004, dn_loss_cls: 0.0363, dn_loss_bbox: 0.2875, dn_loss_iou: 0.3858, d0.dn_loss_cls: 0.0735, d0.dn_loss_bbox: 0.4174, d0.dn_loss_iou: 0.5182, d1.dn_loss_cls: 0.0467, d1.dn_loss_bbox: 0.3205, d1.dn_loss_iou: 0.4201, d2.dn_loss_cls: 0.0405, d2.dn_loss_bbox: 0.2937, d2.dn_loss_iou: 0.3943, d3.dn_loss_cls: 0.0372, d3.dn_loss_bbox: 0.2893, d3.dn_loss_iou: 0.3890, d4.dn_loss_cls: 0.0364, d4.dn_loss_bbox: 0.2876, d4.dn_loss_iou: 0.3858, loss: 10.6177 2024-05-19 22:54:38,189 - mmdet - INFO - Epoch [5][1700/3665] lr: 2.000e-04, eta: 1 day, 22:51:28, time: 1.599, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2818, interm_loss_bbox: 0.2049, interm_loss_iou: 0.4632, loss_cls: 0.2308, loss_bbox: 0.1717, loss_iou: 0.4133, d0.loss_cls: 0.2972, d0.loss_bbox: 0.1750, d0.loss_iou: 0.4158, d1.loss_cls: 0.2614, d1.loss_bbox: 0.1733, d1.loss_iou: 0.4138, d2.loss_cls: 0.2442, d2.loss_bbox: 0.1706, d2.loss_iou: 0.4118, d3.loss_cls: 0.2345, d3.loss_bbox: 0.1716, d3.loss_iou: 0.4133, d4.loss_cls: 0.2327, d4.loss_bbox: 0.1712, d4.loss_iou: 0.4129, dn_loss_cls: 0.0328, dn_loss_bbox: 0.2764, dn_loss_iou: 0.3835, d0.dn_loss_cls: 0.0698, d0.dn_loss_bbox: 0.4030, d0.dn_loss_iou: 0.5118, d1.dn_loss_cls: 0.0427, d1.dn_loss_bbox: 0.3086, d1.dn_loss_iou: 0.4161, d2.dn_loss_cls: 0.0366, d2.dn_loss_bbox: 0.2829, d2.dn_loss_iou: 0.3916, d3.dn_loss_cls: 0.0337, d3.dn_loss_bbox: 0.2782, d3.dn_loss_iou: 0.3863, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2765, d4.dn_loss_iou: 0.3834, loss: 10.5119 2024-05-19 22:55:50,114 - mmdet - INFO - Epoch [5][1750/3665] lr: 2.000e-04, eta: 1 day, 22:50:08, time: 1.438, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2808, interm_loss_bbox: 0.2096, interm_loss_iou: 0.4521, loss_cls: 0.2300, loss_bbox: 0.1726, loss_iou: 0.3941, d0.loss_cls: 0.2944, d0.loss_bbox: 0.1785, d0.loss_iou: 0.4042, d1.loss_cls: 0.2603, d1.loss_bbox: 0.1751, d1.loss_iou: 0.3982, d2.loss_cls: 0.2438, d2.loss_bbox: 0.1724, d2.loss_iou: 0.3929, d3.loss_cls: 0.2328, d3.loss_bbox: 0.1733, d3.loss_iou: 0.3956, d4.loss_cls: 0.2308, d4.loss_bbox: 0.1727, d4.loss_iou: 0.3947, dn_loss_cls: 0.0341, dn_loss_bbox: 0.2788, dn_loss_iou: 0.3788, d0.dn_loss_cls: 0.0718, d0.dn_loss_bbox: 0.4073, d0.dn_loss_iou: 0.5067, d1.dn_loss_cls: 0.0449, d1.dn_loss_bbox: 0.3120, d1.dn_loss_iou: 0.4113, d2.dn_loss_cls: 0.0383, d2.dn_loss_bbox: 0.2853, d2.dn_loss_iou: 0.3867, d3.dn_loss_cls: 0.0352, d3.dn_loss_bbox: 0.2808, d3.dn_loss_iou: 0.3817, d4.dn_loss_cls: 0.0343, d4.dn_loss_bbox: 0.2788, d4.dn_loss_iou: 0.3786, loss: 10.4044 2024-05-19 22:57:06,265 - mmdet - INFO - Epoch [5][1800/3665] lr: 2.000e-04, eta: 1 day, 22:49:17, time: 1.523, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2873, interm_loss_bbox: 0.2099, interm_loss_iou: 0.4629, loss_cls: 0.2355, loss_bbox: 0.1736, loss_iou: 0.4095, d0.loss_cls: 0.3086, d0.loss_bbox: 0.1776, d0.loss_iou: 0.4147, d1.loss_cls: 0.2696, d1.loss_bbox: 0.1750, d1.loss_iou: 0.4116, d2.loss_cls: 0.2507, d2.loss_bbox: 0.1724, d2.loss_iou: 0.4079, d3.loss_cls: 0.2396, d3.loss_bbox: 0.1741, d3.loss_iou: 0.4097, d4.loss_cls: 0.2366, d4.loss_bbox: 0.1737, d4.loss_iou: 0.4094, dn_loss_cls: 0.0350, dn_loss_bbox: 0.2889, dn_loss_iou: 0.3926, d0.dn_loss_cls: 0.0733, d0.dn_loss_bbox: 0.4254, d0.dn_loss_iou: 0.5252, d1.dn_loss_cls: 0.0460, d1.dn_loss_bbox: 0.3246, d1.dn_loss_iou: 0.4278, d2.dn_loss_cls: 0.0396, d2.dn_loss_bbox: 0.2962, d2.dn_loss_iou: 0.4013, d3.dn_loss_cls: 0.0364, d3.dn_loss_bbox: 0.2911, d3.dn_loss_iou: 0.3956, d4.dn_loss_cls: 0.0354, d4.dn_loss_bbox: 0.2889, d4.dn_loss_iou: 0.3925, loss: 10.7258 2024-05-19 22:58:21,972 - mmdet - INFO - Epoch [5][1850/3665] lr: 2.000e-04, eta: 1 day, 22:48:23, time: 1.514, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2844, interm_loss_bbox: 0.2064, interm_loss_iou: 0.4515, loss_cls: 0.2315, loss_bbox: 0.1750, loss_iou: 0.3996, d0.loss_cls: 0.2990, d0.loss_bbox: 0.1769, d0.loss_iou: 0.4037, d1.loss_cls: 0.2597, d1.loss_bbox: 0.1777, d1.loss_iou: 0.4035, d2.loss_cls: 0.2433, d2.loss_bbox: 0.1742, d2.loss_iou: 0.3997, d3.loss_cls: 0.2349, d3.loss_bbox: 0.1757, d3.loss_iou: 0.3994, d4.loss_cls: 0.2317, d4.loss_bbox: 0.1757, d4.loss_iou: 0.4000, dn_loss_cls: 0.0334, dn_loss_bbox: 0.2878, dn_loss_iou: 0.3822, d0.dn_loss_cls: 0.0702, d0.dn_loss_bbox: 0.4182, d0.dn_loss_iou: 0.5125, d1.dn_loss_cls: 0.0435, d1.dn_loss_bbox: 0.3224, d1.dn_loss_iou: 0.4155, d2.dn_loss_cls: 0.0374, d2.dn_loss_bbox: 0.2942, d2.dn_loss_iou: 0.3903, d3.dn_loss_cls: 0.0344, d3.dn_loss_bbox: 0.2895, d3.dn_loss_iou: 0.3850, d4.dn_loss_cls: 0.0336, d4.dn_loss_bbox: 0.2879, d4.dn_loss_iou: 0.3822, loss: 10.5236 2024-05-19 22:59:37,676 - mmdet - INFO - Epoch [5][1900/3665] lr: 2.000e-04, eta: 1 day, 22:47:29, time: 1.514, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2790, interm_loss_bbox: 0.2018, interm_loss_iou: 0.4438, loss_cls: 0.2240, loss_bbox: 0.1699, loss_iou: 0.3929, d0.loss_cls: 0.2926, d0.loss_bbox: 0.1726, d0.loss_iou: 0.3970, d1.loss_cls: 0.2548, d1.loss_bbox: 0.1717, d1.loss_iou: 0.3943, d2.loss_cls: 0.2378, d2.loss_bbox: 0.1679, d2.loss_iou: 0.3913, d3.loss_cls: 0.2285, d3.loss_bbox: 0.1688, d3.loss_iou: 0.3918, d4.loss_cls: 0.2257, d4.loss_bbox: 0.1691, d4.loss_iou: 0.3923, dn_loss_cls: 0.0314, dn_loss_bbox: 0.2731, dn_loss_iou: 0.3757, d0.dn_loss_cls: 0.0679, d0.dn_loss_bbox: 0.4060, d0.dn_loss_iou: 0.5061, d1.dn_loss_cls: 0.0415, d1.dn_loss_bbox: 0.3076, d1.dn_loss_iou: 0.4097, d2.dn_loss_cls: 0.0356, d2.dn_loss_bbox: 0.2795, d2.dn_loss_iou: 0.3837, d3.dn_loss_cls: 0.0325, d3.dn_loss_bbox: 0.2751, d3.dn_loss_iou: 0.3787, d4.dn_loss_cls: 0.0316, d4.dn_loss_bbox: 0.2731, d4.dn_loss_iou: 0.3757, loss: 10.2522 2024-05-19 23:00:49,093 - mmdet - INFO - Epoch [5][1950/3665] lr: 2.000e-04, eta: 1 day, 22:46:05, time: 1.428, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2860, interm_loss_bbox: 0.2099, interm_loss_iou: 0.4573, loss_cls: 0.2362, loss_bbox: 0.1755, loss_iou: 0.4024, d0.loss_cls: 0.3027, d0.loss_bbox: 0.1786, d0.loss_iou: 0.4087, d1.loss_cls: 0.2649, d1.loss_bbox: 0.1784, d1.loss_iou: 0.4065, d2.loss_cls: 0.2478, d2.loss_bbox: 0.1756, d2.loss_iou: 0.4027, d3.loss_cls: 0.2388, d3.loss_bbox: 0.1761, d3.loss_iou: 0.4038, d4.loss_cls: 0.2374, d4.loss_bbox: 0.1751, d4.loss_iou: 0.4021, dn_loss_cls: 0.0353, dn_loss_bbox: 0.2811, dn_loss_iou: 0.3780, d0.dn_loss_cls: 0.0726, d0.dn_loss_bbox: 0.4169, d0.dn_loss_iou: 0.5103, d1.dn_loss_cls: 0.0452, d1.dn_loss_bbox: 0.3152, d1.dn_loss_iou: 0.4116, d2.dn_loss_cls: 0.0391, d2.dn_loss_bbox: 0.2882, d2.dn_loss_iou: 0.3864, d3.dn_loss_cls: 0.0362, d3.dn_loss_bbox: 0.2833, d3.dn_loss_iou: 0.3813, d4.dn_loss_cls: 0.0354, d4.dn_loss_bbox: 0.2812, d4.dn_loss_iou: 0.3780, loss: 10.5419 2024-05-19 23:02:02,472 - mmdet - INFO - Epoch [5][2000/3665] lr: 2.000e-04, eta: 1 day, 22:44:55, time: 1.467, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2830, interm_loss_bbox: 0.2019, interm_loss_iou: 0.4544, loss_cls: 0.2296, loss_bbox: 0.1696, loss_iou: 0.4029, d0.loss_cls: 0.2992, d0.loss_bbox: 0.1736, d0.loss_iou: 0.4079, d1.loss_cls: 0.2616, d1.loss_bbox: 0.1716, d1.loss_iou: 0.4051, d2.loss_cls: 0.2422, d2.loss_bbox: 0.1693, d2.loss_iou: 0.4025, d3.loss_cls: 0.2322, d3.loss_bbox: 0.1705, d3.loss_iou: 0.4033, d4.loss_cls: 0.2305, d4.loss_bbox: 0.1697, d4.loss_iou: 0.4026, dn_loss_cls: 0.0335, dn_loss_bbox: 0.2785, dn_loss_iou: 0.3809, d0.dn_loss_cls: 0.0705, d0.dn_loss_bbox: 0.4078, d0.dn_loss_iou: 0.5091, d1.dn_loss_cls: 0.0436, d1.dn_loss_bbox: 0.3122, d1.dn_loss_iou: 0.4144, d2.dn_loss_cls: 0.0375, d2.dn_loss_bbox: 0.2851, d2.dn_loss_iou: 0.3890, d3.dn_loss_cls: 0.0346, d3.dn_loss_bbox: 0.2803, d3.dn_loss_iou: 0.3835, d4.dn_loss_cls: 0.0337, d4.dn_loss_bbox: 0.2785, d4.dn_loss_iou: 0.3808, loss: 10.4367 2024-05-19 23:03:13,763 - mmdet - INFO - Epoch [5][2050/3665] lr: 2.000e-04, eta: 1 day, 22:43:30, time: 1.426, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2873, interm_loss_bbox: 0.2092, interm_loss_iou: 0.4590, loss_cls: 0.2325, loss_bbox: 0.1741, loss_iou: 0.4081, d0.loss_cls: 0.3003, d0.loss_bbox: 0.1779, d0.loss_iou: 0.4139, d1.loss_cls: 0.2630, d1.loss_bbox: 0.1778, d1.loss_iou: 0.4121, d2.loss_cls: 0.2451, d2.loss_bbox: 0.1739, d2.loss_iou: 0.4087, d3.loss_cls: 0.2361, d3.loss_bbox: 0.1744, d3.loss_iou: 0.4083, d4.loss_cls: 0.2334, d4.loss_bbox: 0.1747, d4.loss_iou: 0.4082, dn_loss_cls: 0.0340, dn_loss_bbox: 0.2790, dn_loss_iou: 0.3867, d0.dn_loss_cls: 0.0721, d0.dn_loss_bbox: 0.4104, d0.dn_loss_iou: 0.5170, d1.dn_loss_cls: 0.0448, d1.dn_loss_bbox: 0.3128, d1.dn_loss_iou: 0.4205, d2.dn_loss_cls: 0.0384, d2.dn_loss_bbox: 0.2860, d2.dn_loss_iou: 0.3950, d3.dn_loss_cls: 0.0350, d3.dn_loss_bbox: 0.2812, d3.dn_loss_iou: 0.3898, d4.dn_loss_cls: 0.0342, d4.dn_loss_bbox: 0.2790, d4.dn_loss_iou: 0.3866, loss: 10.5805 2024-05-19 23:04:29,749 - mmdet - INFO - Epoch [5][2100/3665] lr: 2.000e-04, eta: 1 day, 22:42:37, time: 1.519, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2797, interm_loss_bbox: 0.2045, interm_loss_iou: 0.4506, loss_cls: 0.2243, loss_bbox: 0.1733, loss_iou: 0.4000, d0.loss_cls: 0.2951, d0.loss_bbox: 0.1756, d0.loss_iou: 0.4047, d1.loss_cls: 0.2583, d1.loss_bbox: 0.1750, d1.loss_iou: 0.4024, d2.loss_cls: 0.2364, d2.loss_bbox: 0.1733, d2.loss_iou: 0.4014, d3.loss_cls: 0.2271, d3.loss_bbox: 0.1737, d3.loss_iou: 0.4013, d4.loss_cls: 0.2244, d4.loss_bbox: 0.1736, d4.loss_iou: 0.4011, dn_loss_cls: 0.0335, dn_loss_bbox: 0.2865, dn_loss_iou: 0.3824, d0.dn_loss_cls: 0.0711, d0.dn_loss_bbox: 0.4219, d0.dn_loss_iou: 0.5151, d1.dn_loss_cls: 0.0442, d1.dn_loss_bbox: 0.3224, d1.dn_loss_iou: 0.4181, d2.dn_loss_cls: 0.0377, d2.dn_loss_bbox: 0.2933, d2.dn_loss_iou: 0.3909, d3.dn_loss_cls: 0.0345, d3.dn_loss_bbox: 0.2885, d3.dn_loss_iou: 0.3856, d4.dn_loss_cls: 0.0336, d4.dn_loss_bbox: 0.2866, d4.dn_loss_iou: 0.3824, loss: 10.4841 2024-05-19 23:05:44,697 - mmdet - INFO - Epoch [5][2150/3665] lr: 2.000e-04, eta: 1 day, 22:41:38, time: 1.499, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2734, interm_loss_bbox: 0.2017, interm_loss_iou: 0.4609, loss_cls: 0.2234, loss_bbox: 0.1706, loss_iou: 0.4107, d0.loss_cls: 0.2927, d0.loss_bbox: 0.1728, d0.loss_iou: 0.4149, d1.loss_cls: 0.2553, d1.loss_bbox: 0.1714, d1.loss_iou: 0.4123, d2.loss_cls: 0.2359, d2.loss_bbox: 0.1692, d2.loss_iou: 0.4098, d3.loss_cls: 0.2264, d3.loss_bbox: 0.1706, d3.loss_iou: 0.4112, d4.loss_cls: 0.2242, d4.loss_bbox: 0.1706, d4.loss_iou: 0.4107, dn_loss_cls: 0.0324, dn_loss_bbox: 0.2759, dn_loss_iou: 0.3809, d0.dn_loss_cls: 0.0699, d0.dn_loss_bbox: 0.4120, d0.dn_loss_iou: 0.5113, d1.dn_loss_cls: 0.0426, d1.dn_loss_bbox: 0.3105, d1.dn_loss_iou: 0.4150, d2.dn_loss_cls: 0.0361, d2.dn_loss_bbox: 0.2828, d2.dn_loss_iou: 0.3890, d3.dn_loss_cls: 0.0334, d3.dn_loss_bbox: 0.2780, d3.dn_loss_iou: 0.3836, d4.dn_loss_cls: 0.0325, d4.dn_loss_bbox: 0.2759, d4.dn_loss_iou: 0.3808, loss: 10.4316 2024-05-19 23:06:59,106 - mmdet - INFO - Epoch [5][2200/3665] lr: 2.000e-04, eta: 1 day, 22:40:35, time: 1.488, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2796, interm_loss_bbox: 0.2108, interm_loss_iou: 0.4603, loss_cls: 0.2297, loss_bbox: 0.1747, loss_iou: 0.4047, d0.loss_cls: 0.2961, d0.loss_bbox: 0.1803, d0.loss_iou: 0.4121, d1.loss_cls: 0.2598, d1.loss_bbox: 0.1766, d1.loss_iou: 0.4066, d2.loss_cls: 0.2413, d2.loss_bbox: 0.1742, d2.loss_iou: 0.4041, d3.loss_cls: 0.2329, d3.loss_bbox: 0.1750, d3.loss_iou: 0.4053, d4.loss_cls: 0.2309, d4.loss_bbox: 0.1750, d4.loss_iou: 0.4052, dn_loss_cls: 0.0350, dn_loss_bbox: 0.2820, dn_loss_iou: 0.3862, d0.dn_loss_cls: 0.0727, d0.dn_loss_bbox: 0.4218, d0.dn_loss_iou: 0.5241, d1.dn_loss_cls: 0.0456, d1.dn_loss_bbox: 0.3191, d1.dn_loss_iou: 0.4220, d2.dn_loss_cls: 0.0392, d2.dn_loss_bbox: 0.2899, d2.dn_loss_iou: 0.3957, d3.dn_loss_cls: 0.0363, d3.dn_loss_bbox: 0.2844, d3.dn_loss_iou: 0.3895, d4.dn_loss_cls: 0.0353, d4.dn_loss_bbox: 0.2821, d4.dn_loss_iou: 0.3862, loss: 10.5823 2024-05-19 23:08:19,684 - mmdet - INFO - Epoch [5][2250/3665] lr: 2.000e-04, eta: 1 day, 22:40:13, time: 1.611, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2764, interm_loss_bbox: 0.2052, interm_loss_iou: 0.4609, loss_cls: 0.2296, loss_bbox: 0.1698, loss_iou: 0.4054, d0.loss_cls: 0.2987, d0.loss_bbox: 0.1749, d0.loss_iou: 0.4139, d1.loss_cls: 0.2620, d1.loss_bbox: 0.1720, d1.loss_iou: 0.4088, d2.loss_cls: 0.2425, d2.loss_bbox: 0.1692, d2.loss_iou: 0.4064, d3.loss_cls: 0.2331, d3.loss_bbox: 0.1698, d3.loss_iou: 0.4064, d4.loss_cls: 0.2305, d4.loss_bbox: 0.1696, d4.loss_iou: 0.4058, dn_loss_cls: 0.0339, dn_loss_bbox: 0.2768, dn_loss_iou: 0.3871, d0.dn_loss_cls: 0.0717, d0.dn_loss_bbox: 0.4075, d0.dn_loss_iou: 0.5165, d1.dn_loss_cls: 0.0443, d1.dn_loss_bbox: 0.3095, d1.dn_loss_iou: 0.4197, d2.dn_loss_cls: 0.0381, d2.dn_loss_bbox: 0.2833, d2.dn_loss_iou: 0.3953, d3.dn_loss_cls: 0.0351, d3.dn_loss_bbox: 0.2788, d3.dn_loss_iou: 0.3899, d4.dn_loss_cls: 0.0341, d4.dn_loss_bbox: 0.2769, d4.dn_loss_iou: 0.3872, loss: 10.4969 2024-05-19 23:09:31,496 - mmdet - INFO - Epoch [5][2300/3665] lr: 2.000e-04, eta: 1 day, 22:38:52, time: 1.436, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2726, interm_loss_bbox: 0.2034, interm_loss_iou: 0.4562, loss_cls: 0.2252, loss_bbox: 0.1702, loss_iou: 0.4038, d0.loss_cls: 0.2938, d0.loss_bbox: 0.1711, d0.loss_iou: 0.4067, d1.loss_cls: 0.2539, d1.loss_bbox: 0.1727, d1.loss_iou: 0.4068, d2.loss_cls: 0.2376, d2.loss_bbox: 0.1700, d2.loss_iou: 0.4032, d3.loss_cls: 0.2288, d3.loss_bbox: 0.1699, d3.loss_iou: 0.4035, d4.loss_cls: 0.2263, d4.loss_bbox: 0.1703, d4.loss_iou: 0.4038, dn_loss_cls: 0.0318, dn_loss_bbox: 0.2730, dn_loss_iou: 0.3809, d0.dn_loss_cls: 0.0676, d0.dn_loss_bbox: 0.3963, d0.dn_loss_iou: 0.5068, d1.dn_loss_cls: 0.0419, d1.dn_loss_bbox: 0.3045, d1.dn_loss_iou: 0.4132, d2.dn_loss_cls: 0.0357, d2.dn_loss_bbox: 0.2798, d2.dn_loss_iou: 0.3893, d3.dn_loss_cls: 0.0328, d3.dn_loss_bbox: 0.2750, d3.dn_loss_iou: 0.3840, d4.dn_loss_cls: 0.0321, d4.dn_loss_bbox: 0.2730, d4.dn_loss_iou: 0.3809, loss: 10.3485 2024-05-19 23:10:47,064 - mmdet - INFO - Epoch [5][2350/3665] lr: 2.000e-04, eta: 1 day, 22:37:56, time: 1.511, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2760, interm_loss_bbox: 0.1948, interm_loss_iou: 0.4511, loss_cls: 0.2243, loss_bbox: 0.1610, loss_iou: 0.4027, d0.loss_cls: 0.2914, d0.loss_bbox: 0.1670, d0.loss_iou: 0.4105, d1.loss_cls: 0.2550, d1.loss_bbox: 0.1645, d1.loss_iou: 0.4054, d2.loss_cls: 0.2365, d2.loss_bbox: 0.1623, d2.loss_iou: 0.4038, d3.loss_cls: 0.2281, d3.loss_bbox: 0.1611, d3.loss_iou: 0.4028, d4.loss_cls: 0.2255, d4.loss_bbox: 0.1613, d4.loss_iou: 0.4024, dn_loss_cls: 0.0317, dn_loss_bbox: 0.2694, dn_loss_iou: 0.3780, d0.dn_loss_cls: 0.0688, d0.dn_loss_bbox: 0.4013, d0.dn_loss_iou: 0.5074, d1.dn_loss_cls: 0.0425, d1.dn_loss_bbox: 0.3053, d1.dn_loss_iou: 0.4129, d2.dn_loss_cls: 0.0363, d2.dn_loss_bbox: 0.2764, d2.dn_loss_iou: 0.3865, d3.dn_loss_cls: 0.0332, d3.dn_loss_bbox: 0.2713, d3.dn_loss_iou: 0.3809, d4.dn_loss_cls: 0.0321, d4.dn_loss_bbox: 0.2695, d4.dn_loss_iou: 0.3779, loss: 10.2687 2024-05-19 23:12:00,341 - mmdet - INFO - Epoch [5][2400/3665] lr: 2.000e-04, eta: 1 day, 22:36:44, time: 1.465, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2763, interm_loss_bbox: 0.1993, interm_loss_iou: 0.4445, loss_cls: 0.2231, loss_bbox: 0.1709, loss_iou: 0.3965, d0.loss_cls: 0.2937, d0.loss_bbox: 0.1728, d0.loss_iou: 0.4018, d1.loss_cls: 0.2567, d1.loss_bbox: 0.1729, d1.loss_iou: 0.3981, d2.loss_cls: 0.2390, d2.loss_bbox: 0.1695, d2.loss_iou: 0.3950, d3.loss_cls: 0.2276, d3.loss_bbox: 0.1706, d3.loss_iou: 0.3960, d4.loss_cls: 0.2247, d4.loss_bbox: 0.1707, d4.loss_iou: 0.3961, dn_loss_cls: 0.0319, dn_loss_bbox: 0.2853, dn_loss_iou: 0.3792, d0.dn_loss_cls: 0.0684, d0.dn_loss_bbox: 0.4188, d0.dn_loss_iou: 0.5068, d1.dn_loss_cls: 0.0419, d1.dn_loss_bbox: 0.3209, d1.dn_loss_iou: 0.4121, d2.dn_loss_cls: 0.0359, d2.dn_loss_bbox: 0.2923, d2.dn_loss_iou: 0.3873, d3.dn_loss_cls: 0.0328, d3.dn_loss_bbox: 0.2874, d3.dn_loss_iou: 0.3822, d4.dn_loss_cls: 0.0321, d4.dn_loss_bbox: 0.2853, d4.dn_loss_iou: 0.3791, loss: 10.3754 2024-05-19 23:13:17,874 - mmdet - INFO - Epoch [5][2450/3665] lr: 2.000e-04, eta: 1 day, 22:36:02, time: 1.551, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2766, interm_loss_bbox: 0.2048, interm_loss_iou: 0.4535, loss_cls: 0.2255, loss_bbox: 0.1704, loss_iou: 0.4030, d0.loss_cls: 0.2959, d0.loss_bbox: 0.1744, d0.loss_iou: 0.4082, d1.loss_cls: 0.2571, d1.loss_bbox: 0.1723, d1.loss_iou: 0.4045, d2.loss_cls: 0.2390, d2.loss_bbox: 0.1703, d2.loss_iou: 0.4029, d3.loss_cls: 0.2287, d3.loss_bbox: 0.1715, d3.loss_iou: 0.4034, d4.loss_cls: 0.2261, d4.loss_bbox: 0.1707, d4.loss_iou: 0.4033, dn_loss_cls: 0.0329, dn_loss_bbox: 0.2780, dn_loss_iou: 0.3870, d0.dn_loss_cls: 0.0702, d0.dn_loss_bbox: 0.4019, d0.dn_loss_iou: 0.5138, d1.dn_loss_cls: 0.0433, d1.dn_loss_bbox: 0.3102, d1.dn_loss_iou: 0.4200, d2.dn_loss_cls: 0.0370, d2.dn_loss_bbox: 0.2845, d2.dn_loss_iou: 0.3951, d3.dn_loss_cls: 0.0340, d3.dn_loss_bbox: 0.2799, d3.dn_loss_iou: 0.3900, d4.dn_loss_cls: 0.0332, d4.dn_loss_bbox: 0.2780, d4.dn_loss_iou: 0.3870, loss: 10.4380 2024-05-19 23:14:29,356 - mmdet - INFO - Epoch [5][2500/3665] lr: 2.000e-04, eta: 1 day, 22:34:38, time: 1.430, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2863, interm_loss_bbox: 0.2129, interm_loss_iou: 0.4546, loss_cls: 0.2344, loss_bbox: 0.1765, loss_iou: 0.3986, d0.loss_cls: 0.3075, d0.loss_bbox: 0.1810, d0.loss_iou: 0.4090, d1.loss_cls: 0.2675, d1.loss_bbox: 0.1781, d1.loss_iou: 0.4025, d2.loss_cls: 0.2469, d2.loss_bbox: 0.1759, d2.loss_iou: 0.3989, d3.loss_cls: 0.2376, d3.loss_bbox: 0.1761, d3.loss_iou: 0.3991, d4.loss_cls: 0.2352, d4.loss_bbox: 0.1760, d4.loss_iou: 0.3987, dn_loss_cls: 0.0336, dn_loss_bbox: 0.2880, dn_loss_iou: 0.3812, d0.dn_loss_cls: 0.0720, d0.dn_loss_bbox: 0.4237, d0.dn_loss_iou: 0.5119, d1.dn_loss_cls: 0.0439, d1.dn_loss_bbox: 0.3245, d1.dn_loss_iou: 0.4165, d2.dn_loss_cls: 0.0377, d2.dn_loss_bbox: 0.2952, d2.dn_loss_iou: 0.3900, d3.dn_loss_cls: 0.0345, d3.dn_loss_bbox: 0.2900, d3.dn_loss_iou: 0.3845, d4.dn_loss_cls: 0.0337, d4.dn_loss_bbox: 0.2880, d4.dn_loss_iou: 0.3812, loss: 10.5833 2024-05-19 23:15:40,349 - mmdet - INFO - Epoch [5][2550/3665] lr: 2.000e-04, eta: 1 day, 22:33:11, time: 1.420, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2817, interm_loss_bbox: 0.2016, interm_loss_iou: 0.4673, loss_cls: 0.2321, loss_bbox: 0.1693, loss_iou: 0.4141, d0.loss_cls: 0.3029, d0.loss_bbox: 0.1758, d0.loss_iou: 0.4245, d1.loss_cls: 0.2684, d1.loss_bbox: 0.1709, d1.loss_iou: 0.4164, d2.loss_cls: 0.2481, d2.loss_bbox: 0.1687, d2.loss_iou: 0.4131, d3.loss_cls: 0.2367, d3.loss_bbox: 0.1690, d3.loss_iou: 0.4135, d4.loss_cls: 0.2327, d4.loss_bbox: 0.1697, d4.loss_iou: 0.4144, dn_loss_cls: 0.0354, dn_loss_bbox: 0.2840, dn_loss_iou: 0.3952, d0.dn_loss_cls: 0.0731, d0.dn_loss_bbox: 0.4157, d0.dn_loss_iou: 0.5294, d1.dn_loss_cls: 0.0460, d1.dn_loss_bbox: 0.3183, d1.dn_loss_iou: 0.4302, d2.dn_loss_cls: 0.0397, d2.dn_loss_bbox: 0.2914, d2.dn_loss_iou: 0.4042, d3.dn_loss_cls: 0.0366, d3.dn_loss_bbox: 0.2860, d3.dn_loss_iou: 0.3981, d4.dn_loss_cls: 0.0357, d4.dn_loss_bbox: 0.2841, d4.dn_loss_iou: 0.3952, loss: 10.6893 2024-05-19 23:16:53,479 - mmdet - INFO - Epoch [5][2600/3665] lr: 2.000e-04, eta: 1 day, 22:31:59, time: 1.463, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2813, interm_loss_bbox: 0.2073, interm_loss_iou: 0.4470, loss_cls: 0.2275, loss_bbox: 0.1750, loss_iou: 0.3960, d0.loss_cls: 0.2979, d0.loss_bbox: 0.1811, d0.loss_iou: 0.4068, d1.loss_cls: 0.2638, d1.loss_bbox: 0.1754, d1.loss_iou: 0.3991, d2.loss_cls: 0.2414, d2.loss_bbox: 0.1731, d2.loss_iou: 0.3955, d3.loss_cls: 0.2316, d3.loss_bbox: 0.1749, d3.loss_iou: 0.3954, d4.loss_cls: 0.2283, d4.loss_bbox: 0.1749, d4.loss_iou: 0.3961, dn_loss_cls: 0.0327, dn_loss_bbox: 0.2820, dn_loss_iou: 0.3785, d0.dn_loss_cls: 0.0700, d0.dn_loss_bbox: 0.4170, d0.dn_loss_iou: 0.5110, d1.dn_loss_cls: 0.0437, d1.dn_loss_bbox: 0.3165, d1.dn_loss_iou: 0.4122, d2.dn_loss_cls: 0.0371, d2.dn_loss_bbox: 0.2893, d2.dn_loss_iou: 0.3869, d3.dn_loss_cls: 0.0337, d3.dn_loss_bbox: 0.2844, d3.dn_loss_iou: 0.3817, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2820, d4.dn_loss_iou: 0.3785, loss: 10.4395 2024-05-19 23:18:07,918 - mmdet - INFO - Epoch [5][2650/3665] lr: 2.000e-04, eta: 1 day, 22:30:55, time: 1.489, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2749, interm_loss_bbox: 0.2056, interm_loss_iou: 0.4508, loss_cls: 0.2260, loss_bbox: 0.1691, loss_iou: 0.3939, d0.loss_cls: 0.2960, d0.loss_bbox: 0.1759, d0.loss_iou: 0.4043, d1.loss_cls: 0.2551, d1.loss_bbox: 0.1745, d1.loss_iou: 0.4009, d2.loss_cls: 0.2394, d2.loss_bbox: 0.1688, d2.loss_iou: 0.3944, d3.loss_cls: 0.2302, d3.loss_bbox: 0.1685, d3.loss_iou: 0.3949, d4.loss_cls: 0.2273, d4.loss_bbox: 0.1687, d4.loss_iou: 0.3941, dn_loss_cls: 0.0311, dn_loss_bbox: 0.2822, dn_loss_iou: 0.3744, d0.dn_loss_cls: 0.0685, d0.dn_loss_bbox: 0.4128, d0.dn_loss_iou: 0.5025, d1.dn_loss_cls: 0.0421, d1.dn_loss_bbox: 0.3163, d1.dn_loss_iou: 0.4080, d2.dn_loss_cls: 0.0356, d2.dn_loss_bbox: 0.2889, d2.dn_loss_iou: 0.3825, d3.dn_loss_cls: 0.0323, d3.dn_loss_bbox: 0.2842, d3.dn_loss_iou: 0.3773, d4.dn_loss_cls: 0.0315, d4.dn_loss_bbox: 0.2823, d4.dn_loss_iou: 0.3744, loss: 10.3401 2024-05-19 23:19:24,657 - mmdet - INFO - Epoch [5][2700/3665] lr: 2.000e-04, eta: 1 day, 22:30:07, time: 1.535, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2728, interm_loss_bbox: 0.1997, interm_loss_iou: 0.4508, loss_cls: 0.2217, loss_bbox: 0.1670, loss_iou: 0.4000, d0.loss_cls: 0.2895, d0.loss_bbox: 0.1720, d0.loss_iou: 0.4073, d1.loss_cls: 0.2547, d1.loss_bbox: 0.1701, d1.loss_iou: 0.4024, d2.loss_cls: 0.2348, d2.loss_bbox: 0.1678, d2.loss_iou: 0.4003, d3.loss_cls: 0.2257, d3.loss_bbox: 0.1668, d3.loss_iou: 0.3992, d4.loss_cls: 0.2228, d4.loss_bbox: 0.1670, d4.loss_iou: 0.3994, dn_loss_cls: 0.0326, dn_loss_bbox: 0.2660, dn_loss_iou: 0.3800, d0.dn_loss_cls: 0.0690, d0.dn_loss_bbox: 0.3961, d0.dn_loss_iou: 0.5100, d1.dn_loss_cls: 0.0428, d1.dn_loss_bbox: 0.3008, d1.dn_loss_iou: 0.4140, d2.dn_loss_cls: 0.0366, d2.dn_loss_bbox: 0.2733, d2.dn_loss_iou: 0.3884, d3.dn_loss_cls: 0.0335, d3.dn_loss_bbox: 0.2683, d3.dn_loss_iou: 0.3830, d4.dn_loss_cls: 0.0327, d4.dn_loss_bbox: 0.2661, d4.dn_loss_iou: 0.3799, loss: 10.2651 2024-05-19 23:20:40,150 - mmdet - INFO - Epoch [5][2750/3665] lr: 2.000e-04, eta: 1 day, 22:29:10, time: 1.510, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2777, interm_loss_bbox: 0.2098, interm_loss_iou: 0.4574, loss_cls: 0.2289, loss_bbox: 0.1739, loss_iou: 0.4001, d0.loss_cls: 0.2936, d0.loss_bbox: 0.1792, d0.loss_iou: 0.4089, d1.loss_cls: 0.2570, d1.loss_bbox: 0.1784, d1.loss_iou: 0.4044, d2.loss_cls: 0.2397, d2.loss_bbox: 0.1744, d2.loss_iou: 0.4005, d3.loss_cls: 0.2316, d3.loss_bbox: 0.1743, d3.loss_iou: 0.4006, d4.loss_cls: 0.2291, d4.loss_bbox: 0.1745, d4.loss_iou: 0.4009, dn_loss_cls: 0.0340, dn_loss_bbox: 0.2803, dn_loss_iou: 0.3788, d0.dn_loss_cls: 0.0712, d0.dn_loss_bbox: 0.4146, d0.dn_loss_iou: 0.5112, d1.dn_loss_cls: 0.0441, d1.dn_loss_bbox: 0.3154, d1.dn_loss_iou: 0.4134, d2.dn_loss_cls: 0.0377, d2.dn_loss_bbox: 0.2874, d2.dn_loss_iou: 0.3875, d3.dn_loss_cls: 0.0348, d3.dn_loss_bbox: 0.2824, d3.dn_loss_iou: 0.3820, d4.dn_loss_cls: 0.0341, d4.dn_loss_bbox: 0.2804, d4.dn_loss_iou: 0.3788, loss: 10.4627 2024-05-19 23:21:56,798 - mmdet - INFO - Epoch [5][2800/3665] lr: 2.000e-04, eta: 1 day, 22:28:20, time: 1.532, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2753, interm_loss_bbox: 0.2053, interm_loss_iou: 0.4574, loss_cls: 0.2269, loss_bbox: 0.1682, loss_iou: 0.3995, d0.loss_cls: 0.2939, d0.loss_bbox: 0.1721, d0.loss_iou: 0.4065, d1.loss_cls: 0.2600, d1.loss_bbox: 0.1694, d1.loss_iou: 0.4026, d2.loss_cls: 0.2400, d2.loss_bbox: 0.1681, d2.loss_iou: 0.3989, d3.loss_cls: 0.2311, d3.loss_bbox: 0.1680, d3.loss_iou: 0.3991, d4.loss_cls: 0.2278, d4.loss_bbox: 0.1687, d4.loss_iou: 0.3997, dn_loss_cls: 0.0328, dn_loss_bbox: 0.2753, dn_loss_iou: 0.3796, d0.dn_loss_cls: 0.0695, d0.dn_loss_bbox: 0.4050, d0.dn_loss_iou: 0.5086, d1.dn_loss_cls: 0.0430, d1.dn_loss_bbox: 0.3086, d1.dn_loss_iou: 0.4124, d2.dn_loss_cls: 0.0367, d2.dn_loss_bbox: 0.2815, d2.dn_loss_iou: 0.3873, d3.dn_loss_cls: 0.0339, d3.dn_loss_bbox: 0.2773, d3.dn_loss_iou: 0.3824, d4.dn_loss_cls: 0.0330, d4.dn_loss_bbox: 0.2754, d4.dn_loss_iou: 0.3795, loss: 10.3602 2024-05-19 23:23:12,379 - mmdet - INFO - Epoch [5][2850/3665] lr: 2.000e-04, eta: 1 day, 22:27:23, time: 1.512, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2779, interm_loss_bbox: 0.2004, interm_loss_iou: 0.4444, loss_cls: 0.2223, loss_bbox: 0.1680, loss_iou: 0.3930, d0.loss_cls: 0.2928, d0.loss_bbox: 0.1712, d0.loss_iou: 0.3968, d1.loss_cls: 0.2574, d1.loss_bbox: 0.1687, d1.loss_iou: 0.3936, d2.loss_cls: 0.2368, d2.loss_bbox: 0.1679, d2.loss_iou: 0.3934, d3.loss_cls: 0.2260, d3.loss_bbox: 0.1683, d3.loss_iou: 0.3935, d4.loss_cls: 0.2230, d4.loss_bbox: 0.1683, d4.loss_iou: 0.3938, dn_loss_cls: 0.0338, dn_loss_bbox: 0.2774, dn_loss_iou: 0.3773, d0.dn_loss_cls: 0.0702, d0.dn_loss_bbox: 0.4084, d0.dn_loss_iou: 0.5061, d1.dn_loss_cls: 0.0440, d1.dn_loss_bbox: 0.3119, d1.dn_loss_iou: 0.4108, d2.dn_loss_cls: 0.0378, d2.dn_loss_bbox: 0.2847, d2.dn_loss_iou: 0.3859, d3.dn_loss_cls: 0.0348, d3.dn_loss_bbox: 0.2798, d3.dn_loss_iou: 0.3803, d4.dn_loss_cls: 0.0340, d4.dn_loss_bbox: 0.2774, d4.dn_loss_iou: 0.3772, loss: 10.2892 2024-05-19 23:24:25,808 - mmdet - INFO - Epoch [5][2900/3665] lr: 2.000e-04, eta: 1 day, 22:26:13, time: 1.468, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2752, interm_loss_bbox: 0.2084, interm_loss_iou: 0.4562, loss_cls: 0.2245, loss_bbox: 0.1741, loss_iou: 0.4037, d0.loss_cls: 0.2913, d0.loss_bbox: 0.1767, d0.loss_iou: 0.4092, d1.loss_cls: 0.2548, d1.loss_bbox: 0.1771, d1.loss_iou: 0.4056, d2.loss_cls: 0.2362, d2.loss_bbox: 0.1742, d2.loss_iou: 0.4030, d3.loss_cls: 0.2277, d3.loss_bbox: 0.1742, d3.loss_iou: 0.4038, d4.loss_cls: 0.2258, d4.loss_bbox: 0.1740, d4.loss_iou: 0.4033, dn_loss_cls: 0.0325, dn_loss_bbox: 0.2779, dn_loss_iou: 0.3789, d0.dn_loss_cls: 0.0694, d0.dn_loss_bbox: 0.3993, d0.dn_loss_iou: 0.5051, d1.dn_loss_cls: 0.0429, d1.dn_loss_bbox: 0.3095, d1.dn_loss_iou: 0.4125, d2.dn_loss_cls: 0.0367, d2.dn_loss_bbox: 0.2842, d2.dn_loss_iou: 0.3872, d3.dn_loss_cls: 0.0337, d3.dn_loss_bbox: 0.2799, d3.dn_loss_iou: 0.3820, d4.dn_loss_cls: 0.0328, d4.dn_loss_bbox: 0.2779, d4.dn_loss_iou: 0.3788, loss: 10.4003 2024-05-19 23:25:42,903 - mmdet - INFO - Epoch [5][2950/3665] lr: 2.000e-04, eta: 1 day, 22:25:26, time: 1.542, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2826, interm_loss_bbox: 0.2037, interm_loss_iou: 0.4495, loss_cls: 0.2294, loss_bbox: 0.1712, loss_iou: 0.3966, d0.loss_cls: 0.2937, d0.loss_bbox: 0.1756, d0.loss_iou: 0.4018, d1.loss_cls: 0.2565, d1.loss_bbox: 0.1751, d1.loss_iou: 0.4010, d2.loss_cls: 0.2419, d2.loss_bbox: 0.1710, d2.loss_iou: 0.3971, d3.loss_cls: 0.2333, d3.loss_bbox: 0.1710, d3.loss_iou: 0.3966, d4.loss_cls: 0.2298, d4.loss_bbox: 0.1715, d4.loss_iou: 0.3974, dn_loss_cls: 0.0325, dn_loss_bbox: 0.2861, dn_loss_iou: 0.3827, d0.dn_loss_cls: 0.0695, d0.dn_loss_bbox: 0.4151, d0.dn_loss_iou: 0.5105, d1.dn_loss_cls: 0.0427, d1.dn_loss_bbox: 0.3182, d1.dn_loss_iou: 0.4151, d2.dn_loss_cls: 0.0368, d2.dn_loss_bbox: 0.2929, d2.dn_loss_iou: 0.3909, d3.dn_loss_cls: 0.0336, d3.dn_loss_bbox: 0.2881, d3.dn_loss_iou: 0.3854, d4.dn_loss_cls: 0.0326, d4.dn_loss_bbox: 0.2861, d4.dn_loss_iou: 0.3826, loss: 10.4475 2024-05-19 23:26:59,181 - mmdet - INFO - Epoch [5][3000/3665] lr: 2.000e-04, eta: 1 day, 22:24:33, time: 1.526, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2804, interm_loss_bbox: 0.1959, interm_loss_iou: 0.4546, loss_cls: 0.2303, loss_bbox: 0.1642, loss_iou: 0.4047, d0.loss_cls: 0.2962, d0.loss_bbox: 0.1680, d0.loss_iou: 0.4084, d1.loss_cls: 0.2612, d1.loss_bbox: 0.1664, d1.loss_iou: 0.4081, d2.loss_cls: 0.2434, d2.loss_bbox: 0.1639, d2.loss_iou: 0.4045, d3.loss_cls: 0.2343, d3.loss_bbox: 0.1638, d3.loss_iou: 0.4043, d4.loss_cls: 0.2309, d4.loss_bbox: 0.1647, d4.loss_iou: 0.4046, dn_loss_cls: 0.0323, dn_loss_bbox: 0.2704, dn_loss_iou: 0.3779, d0.dn_loss_cls: 0.0678, d0.dn_loss_bbox: 0.3979, d0.dn_loss_iou: 0.5073, d1.dn_loss_cls: 0.0423, d1.dn_loss_bbox: 0.3031, d1.dn_loss_iou: 0.4119, d2.dn_loss_cls: 0.0362, d2.dn_loss_bbox: 0.2770, d2.dn_loss_iou: 0.3861, d3.dn_loss_cls: 0.0334, d3.dn_loss_bbox: 0.2722, d3.dn_loss_iou: 0.3808, d4.dn_loss_cls: 0.0325, d4.dn_loss_bbox: 0.2704, d4.dn_loss_iou: 0.3777, loss: 10.3301 2024-05-19 23:28:10,669 - mmdet - INFO - Epoch [5][3050/3665] lr: 2.000e-04, eta: 1 day, 22:23:10, time: 1.430, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2743, interm_loss_bbox: 0.2042, interm_loss_iou: 0.4475, loss_cls: 0.2247, loss_bbox: 0.1702, loss_iou: 0.3932, d0.loss_cls: 0.2921, d0.loss_bbox: 0.1730, d0.loss_iou: 0.3964, d1.loss_cls: 0.2558, d1.loss_bbox: 0.1735, d1.loss_iou: 0.3971, d2.loss_cls: 0.2394, d2.loss_bbox: 0.1694, d2.loss_iou: 0.3923, d3.loss_cls: 0.2292, d3.loss_bbox: 0.1701, d3.loss_iou: 0.3933, d4.loss_cls: 0.2264, d4.loss_bbox: 0.1699, d4.loss_iou: 0.3929, dn_loss_cls: 0.0327, dn_loss_bbox: 0.2779, dn_loss_iou: 0.3742, d0.dn_loss_cls: 0.0697, d0.dn_loss_bbox: 0.4075, d0.dn_loss_iou: 0.5017, d1.dn_loss_cls: 0.0433, d1.dn_loss_bbox: 0.3104, d1.dn_loss_iou: 0.4062, d2.dn_loss_cls: 0.0373, d2.dn_loss_bbox: 0.2846, d2.dn_loss_iou: 0.3822, d3.dn_loss_cls: 0.0341, d3.dn_loss_bbox: 0.2799, d3.dn_loss_iou: 0.3771, d4.dn_loss_cls: 0.0330, d4.dn_loss_bbox: 0.2779, d4.dn_loss_iou: 0.3742, loss: 10.2884 2024-05-19 23:29:22,110 - mmdet - INFO - Epoch [5][3100/3665] lr: 2.000e-04, eta: 1 day, 22:21:46, time: 1.429, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2796, interm_loss_bbox: 0.2069, interm_loss_iou: 0.4535, loss_cls: 0.2275, loss_bbox: 0.1746, loss_iou: 0.4042, d0.loss_cls: 0.2985, d0.loss_bbox: 0.1755, d0.loss_iou: 0.4055, d1.loss_cls: 0.2616, d1.loss_bbox: 0.1757, d1.loss_iou: 0.4069, d2.loss_cls: 0.2411, d2.loss_bbox: 0.1739, d2.loss_iou: 0.4053, d3.loss_cls: 0.2314, d3.loss_bbox: 0.1748, d3.loss_iou: 0.4045, d4.loss_cls: 0.2281, d4.loss_bbox: 0.1753, d4.loss_iou: 0.4048, dn_loss_cls: 0.0329, dn_loss_bbox: 0.2834, dn_loss_iou: 0.3798, d0.dn_loss_cls: 0.0701, d0.dn_loss_bbox: 0.4143, d0.dn_loss_iou: 0.5108, d1.dn_loss_cls: 0.0434, d1.dn_loss_bbox: 0.3168, d1.dn_loss_iou: 0.4132, d2.dn_loss_cls: 0.0370, d2.dn_loss_bbox: 0.2902, d2.dn_loss_iou: 0.3880, d3.dn_loss_cls: 0.0339, d3.dn_loss_bbox: 0.2852, d3.dn_loss_iou: 0.3827, d4.dn_loss_cls: 0.0330, d4.dn_loss_bbox: 0.2834, d4.dn_loss_iou: 0.3798, loss: 10.4871 2024-05-19 23:30:35,923 - mmdet - INFO - Epoch [5][3150/3665] lr: 2.000e-04, eta: 1 day, 22:20:37, time: 1.476, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2804, interm_loss_bbox: 0.2130, interm_loss_iou: 0.4539, loss_cls: 0.2313, loss_bbox: 0.1750, loss_iou: 0.3966, d0.loss_cls: 0.2972, d0.loss_bbox: 0.1809, d0.loss_iou: 0.4037, d1.loss_cls: 0.2663, d1.loss_bbox: 0.1752, d1.loss_iou: 0.3990, d2.loss_cls: 0.2445, d2.loss_bbox: 0.1744, d2.loss_iou: 0.3967, d3.loss_cls: 0.2353, d3.loss_bbox: 0.1743, d3.loss_iou: 0.3965, d4.loss_cls: 0.2317, d4.loss_bbox: 0.1756, d4.loss_iou: 0.3969, dn_loss_cls: 0.0332, dn_loss_bbox: 0.2952, dn_loss_iou: 0.3815, d0.dn_loss_cls: 0.0713, d0.dn_loss_bbox: 0.4363, d0.dn_loss_iou: 0.5154, d1.dn_loss_cls: 0.0441, d1.dn_loss_bbox: 0.3328, d1.dn_loss_iou: 0.4169, d2.dn_loss_cls: 0.0376, d2.dn_loss_bbox: 0.3032, d2.dn_loss_iou: 0.3911, d3.dn_loss_cls: 0.0344, d3.dn_loss_bbox: 0.2973, d3.dn_loss_iou: 0.3849, d4.dn_loss_cls: 0.0336, d4.dn_loss_bbox: 0.2952, d4.dn_loss_iou: 0.3814, loss: 10.5840 2024-05-19 23:31:51,246 - mmdet - INFO - Epoch [5][3200/3665] lr: 2.000e-04, eta: 1 day, 22:19:39, time: 1.506, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2693, interm_loss_bbox: 0.2043, interm_loss_iou: 0.4446, loss_cls: 0.2214, loss_bbox: 0.1681, loss_iou: 0.3915, d0.loss_cls: 0.2839, d0.loss_bbox: 0.1742, d0.loss_iou: 0.3992, d1.loss_cls: 0.2508, d1.loss_bbox: 0.1717, d1.loss_iou: 0.3962, d2.loss_cls: 0.2345, d2.loss_bbox: 0.1681, d2.loss_iou: 0.3916, d3.loss_cls: 0.2243, d3.loss_bbox: 0.1691, d3.loss_iou: 0.3920, d4.loss_cls: 0.2223, d4.loss_bbox: 0.1682, d4.loss_iou: 0.3915, dn_loss_cls: 0.0321, dn_loss_bbox: 0.2792, dn_loss_iou: 0.3792, d0.dn_loss_cls: 0.0674, d0.dn_loss_bbox: 0.4049, d0.dn_loss_iou: 0.5056, d1.dn_loss_cls: 0.0425, d1.dn_loss_bbox: 0.3120, d1.dn_loss_iou: 0.4117, d2.dn_loss_cls: 0.0363, d2.dn_loss_bbox: 0.2857, d2.dn_loss_iou: 0.3870, d3.dn_loss_cls: 0.0330, d3.dn_loss_bbox: 0.2811, d3.dn_loss_iou: 0.3820, d4.dn_loss_cls: 0.0323, d4.dn_loss_bbox: 0.2792, d4.dn_loss_iou: 0.3791, loss: 10.2669 2024-05-19 23:33:05,214 - mmdet - INFO - Epoch [5][3250/3665] lr: 2.000e-04, eta: 1 day, 22:18:31, time: 1.479, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2794, interm_loss_bbox: 0.1980, interm_loss_iou: 0.4657, loss_cls: 0.2316, loss_bbox: 0.1653, loss_iou: 0.4159, d0.loss_cls: 0.2970, d0.loss_bbox: 0.1681, d0.loss_iou: 0.4191, d1.loss_cls: 0.2630, d1.loss_bbox: 0.1649, d1.loss_iou: 0.4173, d2.loss_cls: 0.2451, d2.loss_bbox: 0.1646, d2.loss_iou: 0.4144, d3.loss_cls: 0.2342, d3.loss_bbox: 0.1654, d3.loss_iou: 0.4160, d4.loss_cls: 0.2321, d4.loss_bbox: 0.1653, d4.loss_iou: 0.4163, dn_loss_cls: 0.0321, dn_loss_bbox: 0.2684, dn_loss_iou: 0.3815, d0.dn_loss_cls: 0.0687, d0.dn_loss_bbox: 0.3932, d0.dn_loss_iou: 0.5075, d1.dn_loss_cls: 0.0423, d1.dn_loss_bbox: 0.2983, d1.dn_loss_iou: 0.4127, d2.dn_loss_cls: 0.0364, d2.dn_loss_bbox: 0.2741, d2.dn_loss_iou: 0.3887, d3.dn_loss_cls: 0.0333, d3.dn_loss_bbox: 0.2699, d3.dn_loss_iou: 0.3840, d4.dn_loss_cls: 0.0324, d4.dn_loss_bbox: 0.2685, d4.dn_loss_iou: 0.3814, loss: 10.4122 2024-05-19 23:34:20,892 - mmdet - INFO - Epoch [5][3300/3665] lr: 2.000e-04, eta: 1 day, 22:17:34, time: 1.514, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2737, interm_loss_bbox: 0.2045, interm_loss_iou: 0.4556, loss_cls: 0.2250, loss_bbox: 0.1736, loss_iou: 0.4029, d0.loss_cls: 0.2904, d0.loss_bbox: 0.1757, d0.loss_iou: 0.4086, d1.loss_cls: 0.2562, d1.loss_bbox: 0.1751, d1.loss_iou: 0.4051, d2.loss_cls: 0.2369, d2.loss_bbox: 0.1730, d2.loss_iou: 0.4024, d3.loss_cls: 0.2292, d3.loss_bbox: 0.1732, d3.loss_iou: 0.4022, d4.loss_cls: 0.2257, d4.loss_bbox: 0.1734, d4.loss_iou: 0.4030, dn_loss_cls: 0.0327, dn_loss_bbox: 0.2720, dn_loss_iou: 0.3760, d0.dn_loss_cls: 0.0701, d0.dn_loss_bbox: 0.3997, d0.dn_loss_iou: 0.5025, d1.dn_loss_cls: 0.0433, d1.dn_loss_bbox: 0.3047, d1.dn_loss_iou: 0.4082, d2.dn_loss_cls: 0.0369, d2.dn_loss_bbox: 0.2779, d2.dn_loss_iou: 0.3835, d3.dn_loss_cls: 0.0337, d3.dn_loss_bbox: 0.2739, d3.dn_loss_iou: 0.3785, d4.dn_loss_cls: 0.0329, d4.dn_loss_bbox: 0.2720, d4.dn_loss_iou: 0.3759, loss: 10.3402 2024-05-19 23:35:36,154 - mmdet - INFO - Epoch [5][3350/3665] lr: 2.000e-04, eta: 1 day, 22:16:35, time: 1.505, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2818, interm_loss_bbox: 0.2057, interm_loss_iou: 0.4484, loss_cls: 0.2293, loss_bbox: 0.1733, loss_iou: 0.3952, d0.loss_cls: 0.2977, d0.loss_bbox: 0.1750, d0.loss_iou: 0.4020, d1.loss_cls: 0.2626, d1.loss_bbox: 0.1739, d1.loss_iou: 0.3988, d2.loss_cls: 0.2450, d2.loss_bbox: 0.1709, d2.loss_iou: 0.3940, d3.loss_cls: 0.2347, d3.loss_bbox: 0.1716, d3.loss_iou: 0.3942, d4.loss_cls: 0.2309, d4.loss_bbox: 0.1724, d4.loss_iou: 0.3949, dn_loss_cls: 0.0330, dn_loss_bbox: 0.2755, dn_loss_iou: 0.3647, d0.dn_loss_cls: 0.0704, d0.dn_loss_bbox: 0.4122, d0.dn_loss_iou: 0.4953, d1.dn_loss_cls: 0.0432, d1.dn_loss_bbox: 0.3112, d1.dn_loss_iou: 0.3992, d2.dn_loss_cls: 0.0375, d2.dn_loss_bbox: 0.2827, d2.dn_loss_iou: 0.3733, d3.dn_loss_cls: 0.0341, d3.dn_loss_bbox: 0.2777, d3.dn_loss_iou: 0.3679, d4.dn_loss_cls: 0.0332, d4.dn_loss_bbox: 0.2755, d4.dn_loss_iou: 0.3646, loss: 10.3033 2024-05-19 23:36:50,170 - mmdet - INFO - Epoch [5][3400/3665] lr: 2.000e-04, eta: 1 day, 22:15:27, time: 1.480, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2786, interm_loss_bbox: 0.2033, interm_loss_iou: 0.4516, loss_cls: 0.2306, loss_bbox: 0.1692, loss_iou: 0.3975, d0.loss_cls: 0.2961, d0.loss_bbox: 0.1709, d0.loss_iou: 0.4042, d1.loss_cls: 0.2614, d1.loss_bbox: 0.1698, d1.loss_iou: 0.4007, d2.loss_cls: 0.2437, d2.loss_bbox: 0.1678, d2.loss_iou: 0.3975, d3.loss_cls: 0.2351, d3.loss_bbox: 0.1680, d3.loss_iou: 0.3975, d4.loss_cls: 0.2326, d4.loss_bbox: 0.1686, d4.loss_iou: 0.3970, dn_loss_cls: 0.0321, dn_loss_bbox: 0.2685, dn_loss_iou: 0.3690, d0.dn_loss_cls: 0.0687, d0.dn_loss_bbox: 0.4055, d0.dn_loss_iou: 0.5032, d1.dn_loss_cls: 0.0422, d1.dn_loss_bbox: 0.3035, d1.dn_loss_iou: 0.4033, d2.dn_loss_cls: 0.0363, d2.dn_loss_bbox: 0.2755, d2.dn_loss_iou: 0.3774, d3.dn_loss_cls: 0.0333, d3.dn_loss_bbox: 0.2708, d3.dn_loss_iou: 0.3719, d4.dn_loss_cls: 0.0324, d4.dn_loss_bbox: 0.2685, d4.dn_loss_iou: 0.3689, loss: 10.2723 2024-05-19 23:38:04,951 - mmdet - INFO - Epoch [5][3450/3665] lr: 2.000e-04, eta: 1 day, 22:14:25, time: 1.496, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2752, interm_loss_bbox: 0.2044, interm_loss_iou: 0.4528, loss_cls: 0.2271, loss_bbox: 0.1713, loss_iou: 0.4024, d0.loss_cls: 0.2919, d0.loss_bbox: 0.1766, d0.loss_iou: 0.4071, d1.loss_cls: 0.2568, d1.loss_bbox: 0.1750, d1.loss_iou: 0.4057, d2.loss_cls: 0.2377, d2.loss_bbox: 0.1733, d2.loss_iou: 0.4045, d3.loss_cls: 0.2293, d3.loss_bbox: 0.1728, d3.loss_iou: 0.4036, d4.loss_cls: 0.2275, d4.loss_bbox: 0.1718, d4.loss_iou: 0.4026, dn_loss_cls: 0.0316, dn_loss_bbox: 0.2724, dn_loss_iou: 0.3752, d0.dn_loss_cls: 0.0679, d0.dn_loss_bbox: 0.3994, d0.dn_loss_iou: 0.5022, d1.dn_loss_cls: 0.0416, d1.dn_loss_bbox: 0.3048, d1.dn_loss_iou: 0.4076, d2.dn_loss_cls: 0.0357, d2.dn_loss_bbox: 0.2788, d2.dn_loss_iou: 0.3835, d3.dn_loss_cls: 0.0326, d3.dn_loss_bbox: 0.2742, d3.dn_loss_iou: 0.3780, d4.dn_loss_cls: 0.0319, d4.dn_loss_bbox: 0.2724, d4.dn_loss_iou: 0.3751, loss: 10.3344 2024-05-19 23:39:22,611 - mmdet - INFO - Epoch [5][3500/3665] lr: 2.000e-04, eta: 1 day, 22:13:40, time: 1.553, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2774, interm_loss_bbox: 0.1982, interm_loss_iou: 0.4463, loss_cls: 0.2253, loss_bbox: 0.1675, loss_iou: 0.3980, d0.loss_cls: 0.2970, d0.loss_bbox: 0.1682, d0.loss_iou: 0.4016, d1.loss_cls: 0.2592, d1.loss_bbox: 0.1680, d1.loss_iou: 0.3994, d2.loss_cls: 0.2388, d2.loss_bbox: 0.1673, d2.loss_iou: 0.3965, d3.loss_cls: 0.2289, d3.loss_bbox: 0.1677, d3.loss_iou: 0.3976, d4.loss_cls: 0.2264, d4.loss_bbox: 0.1675, d4.loss_iou: 0.3983, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2701, dn_loss_iou: 0.3652, d0.dn_loss_cls: 0.0669, d0.dn_loss_bbox: 0.4025, d0.dn_loss_iou: 0.4945, d1.dn_loss_cls: 0.0399, d1.dn_loss_bbox: 0.3050, d1.dn_loss_iou: 0.3993, d2.dn_loss_cls: 0.0339, d2.dn_loss_bbox: 0.2772, d2.dn_loss_iou: 0.3738, d3.dn_loss_cls: 0.0311, d3.dn_loss_bbox: 0.2723, d3.dn_loss_iou: 0.3684, d4.dn_loss_cls: 0.0303, d4.dn_loss_bbox: 0.2701, d4.dn_loss_iou: 0.3652, loss: 10.1914 2024-05-19 23:40:37,321 - mmdet - INFO - Epoch [5][3550/3665] lr: 2.000e-04, eta: 1 day, 22:12:37, time: 1.494, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2780, interm_loss_bbox: 0.2027, interm_loss_iou: 0.4492, loss_cls: 0.2281, loss_bbox: 0.1691, loss_iou: 0.3939, d0.loss_cls: 0.2973, d0.loss_bbox: 0.1728, d0.loss_iou: 0.4015, d1.loss_cls: 0.2625, d1.loss_bbox: 0.1690, d1.loss_iou: 0.3949, d2.loss_cls: 0.2422, d2.loss_bbox: 0.1683, d2.loss_iou: 0.3932, d3.loss_cls: 0.2314, d3.loss_bbox: 0.1698, d3.loss_iou: 0.3948, d4.loss_cls: 0.2290, d4.loss_bbox: 0.1692, d4.loss_iou: 0.3943, dn_loss_cls: 0.0321, dn_loss_bbox: 0.2773, dn_loss_iou: 0.3747, d0.dn_loss_cls: 0.0683, d0.dn_loss_bbox: 0.4068, d0.dn_loss_iou: 0.5015, d1.dn_loss_cls: 0.0414, d1.dn_loss_bbox: 0.3115, d1.dn_loss_iou: 0.4074, d2.dn_loss_cls: 0.0360, d2.dn_loss_bbox: 0.2844, d2.dn_loss_iou: 0.3828, d3.dn_loss_cls: 0.0331, d3.dn_loss_bbox: 0.2796, d3.dn_loss_iou: 0.3779, d4.dn_loss_cls: 0.0322, d4.dn_loss_bbox: 0.2774, d4.dn_loss_iou: 0.3747, loss: 10.3104 2024-05-19 23:41:48,387 - mmdet - INFO - Epoch [5][3600/3665] lr: 2.000e-04, eta: 1 day, 22:11:11, time: 1.421, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2739, interm_loss_bbox: 0.1970, interm_loss_iou: 0.4443, loss_cls: 0.2238, loss_bbox: 0.1659, loss_iou: 0.3940, d0.loss_cls: 0.2903, d0.loss_bbox: 0.1701, d0.loss_iou: 0.4011, d1.loss_cls: 0.2550, d1.loss_bbox: 0.1656, d1.loss_iou: 0.3959, d2.loss_cls: 0.2366, d2.loss_bbox: 0.1648, d2.loss_iou: 0.3939, d3.loss_cls: 0.2272, d3.loss_bbox: 0.1663, d3.loss_iou: 0.3952, d4.loss_cls: 0.2246, d4.loss_bbox: 0.1660, d4.loss_iou: 0.3943, dn_loss_cls: 0.0325, dn_loss_bbox: 0.2696, dn_loss_iou: 0.3612, d0.dn_loss_cls: 0.0695, d0.dn_loss_bbox: 0.4031, d0.dn_loss_iou: 0.4916, d1.dn_loss_cls: 0.0424, d1.dn_loss_bbox: 0.3051, d1.dn_loss_iou: 0.3951, d2.dn_loss_cls: 0.0363, d2.dn_loss_bbox: 0.2770, d2.dn_loss_iou: 0.3697, d3.dn_loss_cls: 0.0333, d3.dn_loss_bbox: 0.2718, d3.dn_loss_iou: 0.3643, d4.dn_loss_cls: 0.0325, d4.dn_loss_bbox: 0.2696, d4.dn_loss_iou: 0.3612, loss: 10.1313 2024-05-19 23:42:59,967 - mmdet - INFO - Epoch [5][3650/3665] lr: 2.000e-04, eta: 1 day, 22:09:48, time: 1.431, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2751, interm_loss_bbox: 0.2018, interm_loss_iou: 0.4477, loss_cls: 0.2250, loss_bbox: 0.1704, loss_iou: 0.3945, d0.loss_cls: 0.2904, d0.loss_bbox: 0.1758, d0.loss_iou: 0.4037, d1.loss_cls: 0.2556, d1.loss_bbox: 0.1718, d1.loss_iou: 0.3973, d2.loss_cls: 0.2379, d2.loss_bbox: 0.1697, d2.loss_iou: 0.3930, d3.loss_cls: 0.2279, d3.loss_bbox: 0.1705, d3.loss_iou: 0.3948, d4.loss_cls: 0.2253, d4.loss_bbox: 0.1704, d4.loss_iou: 0.3947, dn_loss_cls: 0.0323, dn_loss_bbox: 0.2737, dn_loss_iou: 0.3788, d0.dn_loss_cls: 0.0699, d0.dn_loss_bbox: 0.3995, d0.dn_loss_iou: 0.5059, d1.dn_loss_cls: 0.0427, d1.dn_loss_bbox: 0.3063, d1.dn_loss_iou: 0.4116, d2.dn_loss_cls: 0.0369, d2.dn_loss_bbox: 0.2807, d2.dn_loss_iou: 0.3868, d3.dn_loss_cls: 0.0335, d3.dn_loss_bbox: 0.2758, d3.dn_loss_iou: 0.3819, d4.dn_loss_cls: 0.0326, d4.dn_loss_bbox: 0.2738, d4.dn_loss_iou: 0.3787, loss: 10.2947 2024-05-19 23:43:24,216 - mmdet - INFO - Saving checkpoint at 5 epochs 2024-05-19 23:46:13,912 - mmdet - INFO - Evaluating bbox... 2024-05-19 23:48:01,381 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.514 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.701 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.562 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.328 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.549 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.690 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.724 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.548 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.894 2024-05-19 23:48:03,171 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-19 23:48:03,173 - mmdet - INFO - Epoch(val) [5][313] bbox_mAP: 0.5140, bbox_mAP_50: 0.7010, bbox_mAP_75: 0.5620, bbox_mAP_s: 0.3280, bbox_mAP_m: 0.5490, bbox_mAP_l: 0.6900, bbox_mAP_copypaste: 0.514 0.701 0.562 0.328 0.549 0.690 2024-05-19 23:49:34,643 - mmdet - INFO - Epoch [6][50/3665] lr: 2.000e-04, eta: 1 day, 22:07:50, time: 1.829, data_time: 0.120, memory: 41052, interm_loss_cls: 0.2736, interm_loss_bbox: 0.2012, interm_loss_iou: 0.4393, loss_cls: 0.2250, loss_bbox: 0.1676, loss_iou: 0.3881, d0.loss_cls: 0.2899, d0.loss_bbox: 0.1735, d0.loss_iou: 0.3963, d1.loss_cls: 0.2571, d1.loss_bbox: 0.1689, d1.loss_iou: 0.3892, d2.loss_cls: 0.2372, d2.loss_bbox: 0.1680, d2.loss_iou: 0.3885, d3.loss_cls: 0.2280, d3.loss_bbox: 0.1680, d3.loss_iou: 0.3885, d4.loss_cls: 0.2257, d4.loss_bbox: 0.1679, d4.loss_iou: 0.3887, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2789, dn_loss_iou: 0.3672, d0.dn_loss_cls: 0.0674, d0.dn_loss_bbox: 0.4067, d0.dn_loss_iou: 0.4921, d1.dn_loss_cls: 0.0407, d1.dn_loss_bbox: 0.3113, d1.dn_loss_iou: 0.3993, d2.dn_loss_cls: 0.0348, d2.dn_loss_bbox: 0.2855, d2.dn_loss_iou: 0.3751, d3.dn_loss_cls: 0.0315, d3.dn_loss_bbox: 0.2811, d3.dn_loss_iou: 0.3702, d4.dn_loss_cls: 0.0306, d4.dn_loss_bbox: 0.2789, d4.dn_loss_iou: 0.3671, loss: 10.1789 2024-05-19 23:50:46,207 - mmdet - INFO - Epoch [6][100/3665] lr: 2.000e-04, eta: 1 day, 22:06:28, time: 1.431, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2700, interm_loss_bbox: 0.1978, interm_loss_iou: 0.4400, loss_cls: 0.2233, loss_bbox: 0.1636, loss_iou: 0.3859, d0.loss_cls: 0.2875, d0.loss_bbox: 0.1706, d0.loss_iou: 0.3961, d1.loss_cls: 0.2522, d1.loss_bbox: 0.1691, d1.loss_iou: 0.3932, d2.loss_cls: 0.2335, d2.loss_bbox: 0.1658, d2.loss_iou: 0.3886, d3.loss_cls: 0.2261, d3.loss_bbox: 0.1646, d3.loss_iou: 0.3872, d4.loss_cls: 0.2245, d4.loss_bbox: 0.1639, d4.loss_iou: 0.3866, dn_loss_cls: 0.0316, dn_loss_bbox: 0.2669, dn_loss_iou: 0.3708, d0.dn_loss_cls: 0.0683, d0.dn_loss_bbox: 0.3936, d0.dn_loss_iou: 0.4983, d1.dn_loss_cls: 0.0419, d1.dn_loss_bbox: 0.2987, d1.dn_loss_iou: 0.4041, d2.dn_loss_cls: 0.0356, d2.dn_loss_bbox: 0.2732, d2.dn_loss_iou: 0.3787, d3.dn_loss_cls: 0.0327, d3.dn_loss_bbox: 0.2687, d3.dn_loss_iou: 0.3737, d4.dn_loss_cls: 0.0319, d4.dn_loss_bbox: 0.2669, d4.dn_loss_iou: 0.3708, loss: 10.0966 2024-05-19 23:52:01,480 - mmdet - INFO - Epoch [6][150/3665] lr: 2.000e-04, eta: 1 day, 22:05:28, time: 1.505, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2720, interm_loss_bbox: 0.1954, interm_loss_iou: 0.4399, loss_cls: 0.2215, loss_bbox: 0.1640, loss_iou: 0.3894, d0.loss_cls: 0.2881, d0.loss_bbox: 0.1680, d0.loss_iou: 0.3973, d1.loss_cls: 0.2512, d1.loss_bbox: 0.1653, d1.loss_iou: 0.3928, d2.loss_cls: 0.2351, d2.loss_bbox: 0.1628, d2.loss_iou: 0.3874, d3.loss_cls: 0.2251, d3.loss_bbox: 0.1639, d3.loss_iou: 0.3889, d4.loss_cls: 0.2216, d4.loss_bbox: 0.1644, d4.loss_iou: 0.3894, dn_loss_cls: 0.0312, dn_loss_bbox: 0.2636, dn_loss_iou: 0.3747, d0.dn_loss_cls: 0.0682, d0.dn_loss_bbox: 0.3927, d0.dn_loss_iou: 0.5020, d1.dn_loss_cls: 0.0416, d1.dn_loss_bbox: 0.2980, d1.dn_loss_iou: 0.4079, d2.dn_loss_cls: 0.0354, d2.dn_loss_bbox: 0.2705, d2.dn_loss_iou: 0.3828, d3.dn_loss_cls: 0.0323, d3.dn_loss_bbox: 0.2659, d3.dn_loss_iou: 0.3777, d4.dn_loss_cls: 0.0314, d4.dn_loss_bbox: 0.2636, d4.dn_loss_iou: 0.3746, loss: 10.0976 2024-05-19 23:53:16,776 - mmdet - INFO - Epoch [6][200/3665] lr: 2.000e-04, eta: 1 day, 22:04:28, time: 1.506, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2675, interm_loss_bbox: 0.1963, interm_loss_iou: 0.4420, loss_cls: 0.2164, loss_bbox: 0.1667, loss_iou: 0.3932, d0.loss_cls: 0.2851, d0.loss_bbox: 0.1698, d0.loss_iou: 0.4007, d1.loss_cls: 0.2466, d1.loss_bbox: 0.1688, d1.loss_iou: 0.3971, d2.loss_cls: 0.2304, d2.loss_bbox: 0.1644, d2.loss_iou: 0.3923, d3.loss_cls: 0.2207, d3.loss_bbox: 0.1664, d3.loss_iou: 0.3932, d4.loss_cls: 0.2175, d4.loss_bbox: 0.1663, d4.loss_iou: 0.3934, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2639, dn_loss_iou: 0.3685, d0.dn_loss_cls: 0.0676, d0.dn_loss_bbox: 0.3901, d0.dn_loss_iou: 0.4949, d1.dn_loss_cls: 0.0405, d1.dn_loss_bbox: 0.2959, d1.dn_loss_iou: 0.4009, d2.dn_loss_cls: 0.0343, d2.dn_loss_bbox: 0.2705, d2.dn_loss_iou: 0.3765, d3.dn_loss_cls: 0.0312, d3.dn_loss_bbox: 0.2655, d3.dn_loss_iou: 0.3714, d4.dn_loss_cls: 0.0304, d4.dn_loss_bbox: 0.2639, d4.dn_loss_iou: 0.3684, loss: 10.0595 2024-05-19 23:54:28,468 - mmdet - INFO - Epoch [6][250/3665] lr: 2.000e-04, eta: 1 day, 22:03:06, time: 1.434, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2694, interm_loss_bbox: 0.2003, interm_loss_iou: 0.4383, loss_cls: 0.2167, loss_bbox: 0.1686, loss_iou: 0.3868, d0.loss_cls: 0.2858, d0.loss_bbox: 0.1723, d0.loss_iou: 0.3920, d1.loss_cls: 0.2461, d1.loss_bbox: 0.1717, d1.loss_iou: 0.3892, d2.loss_cls: 0.2277, d2.loss_bbox: 0.1690, d2.loss_iou: 0.3860, d3.loss_cls: 0.2198, d3.loss_bbox: 0.1684, d3.loss_iou: 0.3865, d4.loss_cls: 0.2170, d4.loss_bbox: 0.1687, d4.loss_iou: 0.3871, dn_loss_cls: 0.0294, dn_loss_bbox: 0.2640, dn_loss_iou: 0.3638, d0.dn_loss_cls: 0.0666, d0.dn_loss_bbox: 0.3938, d0.dn_loss_iou: 0.4938, d1.dn_loss_cls: 0.0399, d1.dn_loss_bbox: 0.2958, d1.dn_loss_iou: 0.3964, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2702, d2.dn_loss_iou: 0.3715, d3.dn_loss_cls: 0.0306, d3.dn_loss_bbox: 0.2659, d3.dn_loss_iou: 0.3666, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2640, d4.dn_loss_iou: 0.3636, loss: 10.0067 2024-05-19 23:55:42,407 - mmdet - INFO - Epoch [6][300/3665] lr: 2.000e-04, eta: 1 day, 22:01:58, time: 1.479, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2695, interm_loss_bbox: 0.2032, interm_loss_iou: 0.4452, loss_cls: 0.2223, loss_bbox: 0.1670, loss_iou: 0.3879, d0.loss_cls: 0.2853, d0.loss_bbox: 0.1736, d0.loss_iou: 0.3985, d1.loss_cls: 0.2506, d1.loss_bbox: 0.1700, d1.loss_iou: 0.3937, d2.loss_cls: 0.2337, d2.loss_bbox: 0.1682, d2.loss_iou: 0.3901, d3.loss_cls: 0.2250, d3.loss_bbox: 0.1675, d3.loss_iou: 0.3894, d4.loss_cls: 0.2235, d4.loss_bbox: 0.1673, d4.loss_iou: 0.3879, dn_loss_cls: 0.0321, dn_loss_bbox: 0.2707, dn_loss_iou: 0.3690, d0.dn_loss_cls: 0.0681, d0.dn_loss_bbox: 0.4069, d0.dn_loss_iou: 0.5000, d1.dn_loss_cls: 0.0422, d1.dn_loss_bbox: 0.3066, d1.dn_loss_iou: 0.4031, d2.dn_loss_cls: 0.0365, d2.dn_loss_bbox: 0.2782, d2.dn_loss_iou: 0.3774, d3.dn_loss_cls: 0.0333, d3.dn_loss_bbox: 0.2730, d3.dn_loss_iou: 0.3720, d4.dn_loss_cls: 0.0325, d4.dn_loss_bbox: 0.2708, d4.dn_loss_iou: 0.3689, loss: 10.1608 2024-05-19 23:56:56,042 - mmdet - INFO - Epoch [6][350/3665] lr: 2.000e-04, eta: 1 day, 22:00:48, time: 1.473, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2749, interm_loss_bbox: 0.1956, interm_loss_iou: 0.4450, loss_cls: 0.2242, loss_bbox: 0.1652, loss_iou: 0.3970, d0.loss_cls: 0.2876, d0.loss_bbox: 0.1692, d0.loss_iou: 0.4029, d1.loss_cls: 0.2502, d1.loss_bbox: 0.1681, d1.loss_iou: 0.4020, d2.loss_cls: 0.2352, d2.loss_bbox: 0.1666, d2.loss_iou: 0.3985, d3.loss_cls: 0.2270, d3.loss_bbox: 0.1654, d3.loss_iou: 0.3977, d4.loss_cls: 0.2245, d4.loss_bbox: 0.1659, d4.loss_iou: 0.3978, dn_loss_cls: 0.0323, dn_loss_bbox: 0.2649, dn_loss_iou: 0.3640, d0.dn_loss_cls: 0.0687, d0.dn_loss_bbox: 0.3975, d0.dn_loss_iou: 0.4928, d1.dn_loss_cls: 0.0422, d1.dn_loss_bbox: 0.2972, d1.dn_loss_iou: 0.3962, d2.dn_loss_cls: 0.0361, d2.dn_loss_bbox: 0.2715, d2.dn_loss_iou: 0.3717, d3.dn_loss_cls: 0.0332, d3.dn_loss_bbox: 0.2667, d3.dn_loss_iou: 0.3666, d4.dn_loss_cls: 0.0324, d4.dn_loss_bbox: 0.2650, d4.dn_loss_iou: 0.3639, loss: 10.1233 2024-05-19 23:58:09,295 - mmdet - INFO - Epoch [6][400/3665] lr: 2.000e-04, eta: 1 day, 21:59:36, time: 1.465, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2755, interm_loss_bbox: 0.1980, interm_loss_iou: 0.4436, loss_cls: 0.2249, loss_bbox: 0.1618, loss_iou: 0.3894, d0.loss_cls: 0.2887, d0.loss_bbox: 0.1696, d0.loss_iou: 0.3998, d1.loss_cls: 0.2541, d1.loss_bbox: 0.1666, d1.loss_iou: 0.3939, d2.loss_cls: 0.2365, d2.loss_bbox: 0.1640, d2.loss_iou: 0.3907, d3.loss_cls: 0.2271, d3.loss_bbox: 0.1635, d3.loss_iou: 0.3904, d4.loss_cls: 0.2258, d4.loss_bbox: 0.1617, d4.loss_iou: 0.3895, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2717, dn_loss_iou: 0.3601, d0.dn_loss_cls: 0.0675, d0.dn_loss_bbox: 0.4094, d0.dn_loss_iou: 0.4922, d1.dn_loss_cls: 0.0411, d1.dn_loss_bbox: 0.3072, d1.dn_loss_iou: 0.3939, d2.dn_loss_cls: 0.0351, d2.dn_loss_bbox: 0.2795, d2.dn_loss_iou: 0.3685, d3.dn_loss_cls: 0.0319, d3.dn_loss_bbox: 0.2740, d3.dn_loss_iou: 0.3632, d4.dn_loss_cls: 0.0310, d4.dn_loss_bbox: 0.2717, d4.dn_loss_iou: 0.3600, loss: 10.1038 2024-05-19 23:59:23,453 - mmdet - INFO - Epoch [6][450/3665] lr: 2.000e-04, eta: 1 day, 21:58:29, time: 1.483, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2736, interm_loss_bbox: 0.2012, interm_loss_iou: 0.4489, loss_cls: 0.2233, loss_bbox: 0.1657, loss_iou: 0.3905, d0.loss_cls: 0.2883, d0.loss_bbox: 0.1713, d0.loss_iou: 0.4005, d1.loss_cls: 0.2520, d1.loss_bbox: 0.1698, d1.loss_iou: 0.3938, d2.loss_cls: 0.2347, d2.loss_bbox: 0.1662, d2.loss_iou: 0.3905, d3.loss_cls: 0.2257, d3.loss_bbox: 0.1667, d3.loss_iou: 0.3912, d4.loss_cls: 0.2236, d4.loss_bbox: 0.1661, d4.loss_iou: 0.3915, dn_loss_cls: 0.0319, dn_loss_bbox: 0.2697, dn_loss_iou: 0.3703, d0.dn_loss_cls: 0.0687, d0.dn_loss_bbox: 0.4001, d0.dn_loss_iou: 0.4969, d1.dn_loss_cls: 0.0422, d1.dn_loss_bbox: 0.3039, d1.dn_loss_iou: 0.4035, d2.dn_loss_cls: 0.0361, d2.dn_loss_bbox: 0.2766, d2.dn_loss_iou: 0.3786, d3.dn_loss_cls: 0.0329, d3.dn_loss_bbox: 0.2716, d3.dn_loss_iou: 0.3734, d4.dn_loss_cls: 0.0320, d4.dn_loss_bbox: 0.2697, d4.dn_loss_iou: 0.3702, loss: 10.1631 2024-05-20 00:00:37,099 - mmdet - INFO - Epoch [6][500/3665] lr: 2.000e-04, eta: 1 day, 21:57:19, time: 1.473, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2706, interm_loss_bbox: 0.1987, interm_loss_iou: 0.4515, loss_cls: 0.2242, loss_bbox: 0.1639, loss_iou: 0.3959, d0.loss_cls: 0.2872, d0.loss_bbox: 0.1704, d0.loss_iou: 0.4048, d1.loss_cls: 0.2526, d1.loss_bbox: 0.1682, d1.loss_iou: 0.4011, d2.loss_cls: 0.2366, d2.loss_bbox: 0.1651, d2.loss_iou: 0.3964, d3.loss_cls: 0.2267, d3.loss_bbox: 0.1642, d3.loss_iou: 0.3967, d4.loss_cls: 0.2247, d4.loss_bbox: 0.1641, d4.loss_iou: 0.3957, dn_loss_cls: 0.0316, dn_loss_bbox: 0.2628, dn_loss_iou: 0.3712, d0.dn_loss_cls: 0.0686, d0.dn_loss_bbox: 0.3869, d0.dn_loss_iou: 0.4959, d1.dn_loss_cls: 0.0417, d1.dn_loss_bbox: 0.2934, d1.dn_loss_iou: 0.4031, d2.dn_loss_cls: 0.0358, d2.dn_loss_bbox: 0.2686, d2.dn_loss_iou: 0.3788, d3.dn_loss_cls: 0.0327, d3.dn_loss_bbox: 0.2647, d3.dn_loss_iou: 0.3741, d4.dn_loss_cls: 0.0317, d4.dn_loss_bbox: 0.2628, d4.dn_loss_iou: 0.3712, loss: 10.1348 2024-05-20 00:01:48,898 - mmdet - INFO - Epoch [6][550/3665] lr: 2.000e-04, eta: 1 day, 21:55:58, time: 1.436, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2722, interm_loss_bbox: 0.2044, interm_loss_iou: 0.4481, loss_cls: 0.2249, loss_bbox: 0.1681, loss_iou: 0.3916, d0.loss_cls: 0.2923, d0.loss_bbox: 0.1718, d0.loss_iou: 0.3988, d1.loss_cls: 0.2544, d1.loss_bbox: 0.1708, d1.loss_iou: 0.3938, d2.loss_cls: 0.2366, d2.loss_bbox: 0.1690, d2.loss_iou: 0.3915, d3.loss_cls: 0.2287, d3.loss_bbox: 0.1685, d3.loss_iou: 0.3909, d4.loss_cls: 0.2257, d4.loss_bbox: 0.1683, d4.loss_iou: 0.3919, dn_loss_cls: 0.0313, dn_loss_bbox: 0.2779, dn_loss_iou: 0.3701, d0.dn_loss_cls: 0.0675, d0.dn_loss_bbox: 0.3988, d0.dn_loss_iou: 0.4935, d1.dn_loss_cls: 0.0414, d1.dn_loss_bbox: 0.3090, d1.dn_loss_iou: 0.4018, d2.dn_loss_cls: 0.0355, d2.dn_loss_bbox: 0.2837, d2.dn_loss_iou: 0.3779, d3.dn_loss_cls: 0.0325, d3.dn_loss_bbox: 0.2799, d3.dn_loss_iou: 0.3729, d4.dn_loss_cls: 0.0316, d4.dn_loss_bbox: 0.2779, d4.dn_loss_iou: 0.3700, loss: 10.2158 2024-05-20 00:03:00,434 - mmdet - INFO - Epoch [6][600/3665] lr: 2.000e-04, eta: 1 day, 21:54:35, time: 1.431, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2775, interm_loss_bbox: 0.2007, interm_loss_iou: 0.4432, loss_cls: 0.2265, loss_bbox: 0.1686, loss_iou: 0.3936, d0.loss_cls: 0.2945, d0.loss_bbox: 0.1705, d0.loss_iou: 0.3974, d1.loss_cls: 0.2597, d1.loss_bbox: 0.1681, d1.loss_iou: 0.3937, d2.loss_cls: 0.2410, d2.loss_bbox: 0.1673, d2.loss_iou: 0.3914, d3.loss_cls: 0.2305, d3.loss_bbox: 0.1686, d3.loss_iou: 0.3931, d4.loss_cls: 0.2281, d4.loss_bbox: 0.1681, d4.loss_iou: 0.3929, dn_loss_cls: 0.0329, dn_loss_bbox: 0.2707, dn_loss_iou: 0.3690, d0.dn_loss_cls: 0.0696, d0.dn_loss_bbox: 0.3984, d0.dn_loss_iou: 0.4995, d1.dn_loss_cls: 0.0432, d1.dn_loss_bbox: 0.3035, d1.dn_loss_iou: 0.4021, d2.dn_loss_cls: 0.0372, d2.dn_loss_bbox: 0.2774, d2.dn_loss_iou: 0.3776, d3.dn_loss_cls: 0.0338, d3.dn_loss_bbox: 0.2726, d3.dn_loss_iou: 0.3721, d4.dn_loss_cls: 0.0331, d4.dn_loss_bbox: 0.2707, d4.dn_loss_iou: 0.3690, loss: 10.2074 2024-05-20 00:04:14,402 - mmdet - INFO - Epoch [6][650/3665] lr: 2.000e-04, eta: 1 day, 21:53:27, time: 1.479, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2708, interm_loss_bbox: 0.2094, interm_loss_iou: 0.4566, loss_cls: 0.2209, loss_bbox: 0.1717, loss_iou: 0.3977, d0.loss_cls: 0.2883, d0.loss_bbox: 0.1783, d0.loss_iou: 0.4080, d1.loss_cls: 0.2524, d1.loss_bbox: 0.1747, d1.loss_iou: 0.4018, d2.loss_cls: 0.2344, d2.loss_bbox: 0.1716, d2.loss_iou: 0.3981, d3.loss_cls: 0.2248, d3.loss_bbox: 0.1714, d3.loss_iou: 0.3981, d4.loss_cls: 0.2221, d4.loss_bbox: 0.1716, d4.loss_iou: 0.3978, dn_loss_cls: 0.0306, dn_loss_bbox: 0.2727, dn_loss_iou: 0.3743, d0.dn_loss_cls: 0.0679, d0.dn_loss_bbox: 0.3993, d0.dn_loss_iou: 0.5020, d1.dn_loss_cls: 0.0413, d1.dn_loss_bbox: 0.3039, d1.dn_loss_iou: 0.4071, d2.dn_loss_cls: 0.0350, d2.dn_loss_bbox: 0.2787, d2.dn_loss_iou: 0.3822, d3.dn_loss_cls: 0.0317, d3.dn_loss_bbox: 0.2745, d3.dn_loss_iou: 0.3773, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2727, d4.dn_loss_iou: 0.3742, loss: 10.2766 2024-05-20 00:05:28,182 - mmdet - INFO - Epoch [6][700/3665] lr: 2.000e-04, eta: 1 day, 21:52:18, time: 1.476, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2749, interm_loss_bbox: 0.2008, interm_loss_iou: 0.4568, loss_cls: 0.2284, loss_bbox: 0.1641, loss_iou: 0.3985, d0.loss_cls: 0.2922, d0.loss_bbox: 0.1702, d0.loss_iou: 0.4084, d1.loss_cls: 0.2573, d1.loss_bbox: 0.1666, d1.loss_iou: 0.4013, d2.loss_cls: 0.2412, d2.loss_bbox: 0.1628, d2.loss_iou: 0.3971, d3.loss_cls: 0.2313, d3.loss_bbox: 0.1633, d3.loss_iou: 0.3982, d4.loss_cls: 0.2287, d4.loss_bbox: 0.1639, d4.loss_iou: 0.3985, dn_loss_cls: 0.0311, dn_loss_bbox: 0.2702, dn_loss_iou: 0.3737, d0.dn_loss_cls: 0.0688, d0.dn_loss_bbox: 0.4010, d0.dn_loss_iou: 0.5029, d1.dn_loss_cls: 0.0419, d1.dn_loss_bbox: 0.3041, d1.dn_loss_iou: 0.4080, d2.dn_loss_cls: 0.0357, d2.dn_loss_bbox: 0.2773, d2.dn_loss_iou: 0.3823, d3.dn_loss_cls: 0.0323, d3.dn_loss_bbox: 0.2722, d3.dn_loss_iou: 0.3768, d4.dn_loss_cls: 0.0314, d4.dn_loss_bbox: 0.2703, d4.dn_loss_iou: 0.3736, loss: 10.2580 2024-05-20 00:06:46,014 - mmdet - INFO - Epoch [6][750/3665] lr: 2.000e-04, eta: 1 day, 21:51:32, time: 1.557, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2692, interm_loss_bbox: 0.2013, interm_loss_iou: 0.4459, loss_cls: 0.2202, loss_bbox: 0.1667, loss_iou: 0.3924, d0.loss_cls: 0.2865, d0.loss_bbox: 0.1708, d0.loss_iou: 0.4005, d1.loss_cls: 0.2491, d1.loss_bbox: 0.1684, d1.loss_iou: 0.3977, d2.loss_cls: 0.2323, d2.loss_bbox: 0.1665, d2.loss_iou: 0.3924, d3.loss_cls: 0.2245, d3.loss_bbox: 0.1659, d3.loss_iou: 0.3918, d4.loss_cls: 0.2210, d4.loss_bbox: 0.1661, d4.loss_iou: 0.3927, dn_loss_cls: 0.0322, dn_loss_bbox: 0.2661, dn_loss_iou: 0.3744, d0.dn_loss_cls: 0.0683, d0.dn_loss_bbox: 0.3950, d0.dn_loss_iou: 0.5024, d1.dn_loss_cls: 0.0426, d1.dn_loss_bbox: 0.2997, d1.dn_loss_iou: 0.4069, d2.dn_loss_cls: 0.0364, d2.dn_loss_bbox: 0.2724, d2.dn_loss_iou: 0.3823, d3.dn_loss_cls: 0.0333, d3.dn_loss_bbox: 0.2681, d3.dn_loss_iou: 0.3774, d4.dn_loss_cls: 0.0325, d4.dn_loss_bbox: 0.2661, d4.dn_loss_iou: 0.3743, loss: 10.1521 2024-05-20 00:07:58,042 - mmdet - INFO - Epoch [6][800/3665] lr: 2.000e-04, eta: 1 day, 21:50:13, time: 1.441, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2676, interm_loss_bbox: 0.1960, interm_loss_iou: 0.4516, loss_cls: 0.2148, loss_bbox: 0.1672, loss_iou: 0.4049, d0.loss_cls: 0.2827, d0.loss_bbox: 0.1681, d0.loss_iou: 0.4065, d1.loss_cls: 0.2455, d1.loss_bbox: 0.1670, d1.loss_iou: 0.4048, d2.loss_cls: 0.2280, d2.loss_bbox: 0.1660, d2.loss_iou: 0.4034, d3.loss_cls: 0.2189, d3.loss_bbox: 0.1671, d3.loss_iou: 0.4040, d4.loss_cls: 0.2161, d4.loss_bbox: 0.1672, d4.loss_iou: 0.4051, dn_loss_cls: 0.0307, dn_loss_bbox: 0.2627, dn_loss_iou: 0.3704, d0.dn_loss_cls: 0.0659, d0.dn_loss_bbox: 0.3839, d0.dn_loss_iou: 0.4931, d1.dn_loss_cls: 0.0406, d1.dn_loss_bbox: 0.2929, d1.dn_loss_iou: 0.4019, d2.dn_loss_cls: 0.0349, d2.dn_loss_bbox: 0.2681, d2.dn_loss_iou: 0.3780, d3.dn_loss_cls: 0.0319, d3.dn_loss_bbox: 0.2643, d3.dn_loss_iou: 0.3732, d4.dn_loss_cls: 0.0309, d4.dn_loss_bbox: 0.2628, d4.dn_loss_iou: 0.3704, loss: 10.1088 2024-05-20 00:09:10,430 - mmdet - INFO - Epoch [6][850/3665] lr: 2.000e-04, eta: 1 day, 21:48:55, time: 1.448, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2708, interm_loss_bbox: 0.1994, interm_loss_iou: 0.4388, loss_cls: 0.2188, loss_bbox: 0.1666, loss_iou: 0.3880, d0.loss_cls: 0.2866, d0.loss_bbox: 0.1698, d0.loss_iou: 0.3952, d1.loss_cls: 0.2529, d1.loss_bbox: 0.1671, d1.loss_iou: 0.3883, d2.loss_cls: 0.2312, d2.loss_bbox: 0.1673, d2.loss_iou: 0.3881, d3.loss_cls: 0.2221, d3.loss_bbox: 0.1673, d3.loss_iou: 0.3887, d4.loss_cls: 0.2196, d4.loss_bbox: 0.1665, d4.loss_iou: 0.3884, dn_loss_cls: 0.0311, dn_loss_bbox: 0.2760, dn_loss_iou: 0.3698, d0.dn_loss_cls: 0.0674, d0.dn_loss_bbox: 0.4051, d0.dn_loss_iou: 0.4989, d1.dn_loss_cls: 0.0413, d1.dn_loss_bbox: 0.3096, d1.dn_loss_iou: 0.4033, d2.dn_loss_cls: 0.0354, d2.dn_loss_bbox: 0.2829, d2.dn_loss_iou: 0.3780, d3.dn_loss_cls: 0.0323, d3.dn_loss_bbox: 0.2782, d3.dn_loss_iou: 0.3727, d4.dn_loss_cls: 0.0313, d4.dn_loss_bbox: 0.2760, d4.dn_loss_iou: 0.3697, loss: 10.1407 2024-05-20 00:10:25,545 - mmdet - INFO - Epoch [6][900/3665] lr: 2.000e-04, eta: 1 day, 21:47:54, time: 1.502, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2679, interm_loss_bbox: 0.2010, interm_loss_iou: 0.4424, loss_cls: 0.2183, loss_bbox: 0.1672, loss_iou: 0.3887, d0.loss_cls: 0.2845, d0.loss_bbox: 0.1718, d0.loss_iou: 0.3968, d1.loss_cls: 0.2468, d1.loss_bbox: 0.1699, d1.loss_iou: 0.3937, d2.loss_cls: 0.2294, d2.loss_bbox: 0.1679, d2.loss_iou: 0.3908, d3.loss_cls: 0.2207, d3.loss_bbox: 0.1680, d3.loss_iou: 0.3901, d4.loss_cls: 0.2191, d4.loss_bbox: 0.1676, d4.loss_iou: 0.3889, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2650, dn_loss_iou: 0.3667, d0.dn_loss_cls: 0.0660, d0.dn_loss_bbox: 0.3947, d0.dn_loss_iou: 0.4982, d1.dn_loss_cls: 0.0401, d1.dn_loss_bbox: 0.2968, d1.dn_loss_iou: 0.3981, d2.dn_loss_cls: 0.0343, d2.dn_loss_bbox: 0.2716, d2.dn_loss_iou: 0.3743, d3.dn_loss_cls: 0.0314, d3.dn_loss_bbox: 0.2670, d3.dn_loss_iou: 0.3695, d4.dn_loss_cls: 0.0305, d4.dn_loss_bbox: 0.2651, d4.dn_loss_iou: 0.3667, loss: 10.0578 2024-05-20 00:11:38,948 - mmdet - INFO - Epoch [6][950/3665] lr: 2.000e-04, eta: 1 day, 21:46:42, time: 1.468, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2735, interm_loss_bbox: 0.2001, interm_loss_iou: 0.4469, loss_cls: 0.2237, loss_bbox: 0.1644, loss_iou: 0.3932, d0.loss_cls: 0.2898, d0.loss_bbox: 0.1716, d0.loss_iou: 0.4030, d1.loss_cls: 0.2527, d1.loss_bbox: 0.1685, d1.loss_iou: 0.3992, d2.loss_cls: 0.2358, d2.loss_bbox: 0.1648, d2.loss_iou: 0.3939, d3.loss_cls: 0.2275, d3.loss_bbox: 0.1641, d3.loss_iou: 0.3928, d4.loss_cls: 0.2253, d4.loss_bbox: 0.1638, d4.loss_iou: 0.3927, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2656, dn_loss_iou: 0.3694, d0.dn_loss_cls: 0.0670, d0.dn_loss_bbox: 0.3946, d0.dn_loss_iou: 0.4947, d1.dn_loss_cls: 0.0407, d1.dn_loss_bbox: 0.2988, d1.dn_loss_iou: 0.4014, d2.dn_loss_cls: 0.0349, d2.dn_loss_bbox: 0.2721, d2.dn_loss_iou: 0.3770, d3.dn_loss_cls: 0.0319, d3.dn_loss_bbox: 0.2673, d3.dn_loss_iou: 0.3721, d4.dn_loss_cls: 0.0311, d4.dn_loss_bbox: 0.2657, d4.dn_loss_iou: 0.3693, loss: 10.1316 2024-05-20 00:12:50,960 - mmdet - INFO - Epoch [6][1000/3665] lr: 2.000e-04, eta: 1 day, 21:45:22, time: 1.440, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2635, interm_loss_bbox: 0.1986, interm_loss_iou: 0.4429, loss_cls: 0.2135, loss_bbox: 0.1697, loss_iou: 0.3956, d0.loss_cls: 0.2841, d0.loss_bbox: 0.1698, d0.loss_iou: 0.3983, d1.loss_cls: 0.2460, d1.loss_bbox: 0.1697, d1.loss_iou: 0.3971, d2.loss_cls: 0.2288, d2.loss_bbox: 0.1674, d2.loss_iou: 0.3927, d3.loss_cls: 0.2182, d3.loss_bbox: 0.1688, d3.loss_iou: 0.3951, d4.loss_cls: 0.2147, d4.loss_bbox: 0.1692, d4.loss_iou: 0.3955, dn_loss_cls: 0.0297, dn_loss_bbox: 0.2668, dn_loss_iou: 0.3672, d0.dn_loss_cls: 0.0664, d0.dn_loss_bbox: 0.3998, d0.dn_loss_iou: 0.4953, d1.dn_loss_cls: 0.0401, d1.dn_loss_bbox: 0.3017, d1.dn_loss_iou: 0.4003, d2.dn_loss_cls: 0.0341, d2.dn_loss_bbox: 0.2741, d2.dn_loss_iou: 0.3755, d3.dn_loss_cls: 0.0307, d3.dn_loss_bbox: 0.2692, d3.dn_loss_iou: 0.3702, d4.dn_loss_cls: 0.0299, d4.dn_loss_bbox: 0.2669, d4.dn_loss_iou: 0.3671, loss: 10.0840 2024-05-20 00:14:06,750 - mmdet - INFO - Epoch [6][1050/3665] lr: 2.000e-04, eta: 1 day, 21:44:25, time: 1.516, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2679, interm_loss_bbox: 0.1942, interm_loss_iou: 0.4581, loss_cls: 0.2188, loss_bbox: 0.1637, loss_iou: 0.4097, d0.loss_cls: 0.2875, d0.loss_bbox: 0.1698, d0.loss_iou: 0.4162, d1.loss_cls: 0.2501, d1.loss_bbox: 0.1657, d1.loss_iou: 0.4123, d2.loss_cls: 0.2323, d2.loss_bbox: 0.1632, d2.loss_iou: 0.4095, d3.loss_cls: 0.2219, d3.loss_bbox: 0.1645, d3.loss_iou: 0.4099, d4.loss_cls: 0.2199, d4.loss_bbox: 0.1642, d4.loss_iou: 0.4099, dn_loss_cls: 0.0299, dn_loss_bbox: 0.2564, dn_loss_iou: 0.3663, d0.dn_loss_cls: 0.0660, d0.dn_loss_bbox: 0.3851, d0.dn_loss_iou: 0.4939, d1.dn_loss_cls: 0.0396, d1.dn_loss_bbox: 0.2898, d1.dn_loss_iou: 0.3999, d2.dn_loss_cls: 0.0339, d2.dn_loss_bbox: 0.2634, d2.dn_loss_iou: 0.3744, d3.dn_loss_cls: 0.0307, d3.dn_loss_bbox: 0.2586, d3.dn_loss_iou: 0.3691, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2565, d4.dn_loss_iou: 0.3662, loss: 10.1190 2024-05-20 00:15:18,406 - mmdet - INFO - Epoch [6][1100/3665] lr: 2.000e-04, eta: 1 day, 21:43:03, time: 1.433, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2660, interm_loss_bbox: 0.1930, interm_loss_iou: 0.4573, loss_cls: 0.2191, loss_bbox: 0.1603, loss_iou: 0.4029, d0.loss_cls: 0.2842, d0.loss_bbox: 0.1656, d0.loss_iou: 0.4127, d1.loss_cls: 0.2465, d1.loss_bbox: 0.1636, d1.loss_iou: 0.4086, d2.loss_cls: 0.2298, d2.loss_bbox: 0.1611, d2.loss_iou: 0.4047, d3.loss_cls: 0.2222, d3.loss_bbox: 0.1602, d3.loss_iou: 0.4034, d4.loss_cls: 0.2200, d4.loss_bbox: 0.1603, d4.loss_iou: 0.4034, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2555, dn_loss_iou: 0.3640, d0.dn_loss_cls: 0.0653, d0.dn_loss_bbox: 0.3835, d0.dn_loss_iou: 0.4914, d1.dn_loss_cls: 0.0397, d1.dn_loss_bbox: 0.2888, d1.dn_loss_iou: 0.3961, d2.dn_loss_cls: 0.0341, d2.dn_loss_bbox: 0.2627, d2.dn_loss_iou: 0.3723, d3.dn_loss_cls: 0.0313, d3.dn_loss_bbox: 0.2577, d3.dn_loss_iou: 0.3670, d4.dn_loss_cls: 0.0303, d4.dn_loss_bbox: 0.2555, d4.dn_loss_iou: 0.3639, loss: 10.0343 2024-05-20 00:16:29,915 - mmdet - INFO - Epoch [6][1150/3665] lr: 2.000e-04, eta: 1 day, 21:41:40, time: 1.430, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2726, interm_loss_bbox: 0.1995, interm_loss_iou: 0.4493, loss_cls: 0.2240, loss_bbox: 0.1634, loss_iou: 0.3929, d0.loss_cls: 0.2886, d0.loss_bbox: 0.1702, d0.loss_iou: 0.4034, d1.loss_cls: 0.2503, d1.loss_bbox: 0.1684, d1.loss_iou: 0.4021, d2.loss_cls: 0.2353, d2.loss_bbox: 0.1635, d2.loss_iou: 0.3949, d3.loss_cls: 0.2270, d3.loss_bbox: 0.1640, d3.loss_iou: 0.3938, d4.loss_cls: 0.2244, d4.loss_bbox: 0.1635, d4.loss_iou: 0.3934, dn_loss_cls: 0.0303, dn_loss_bbox: 0.2730, dn_loss_iou: 0.3692, d0.dn_loss_cls: 0.0662, d0.dn_loss_bbox: 0.4003, d0.dn_loss_iou: 0.4954, d1.dn_loss_cls: 0.0404, d1.dn_loss_bbox: 0.3061, d1.dn_loss_iou: 0.4010, d2.dn_loss_cls: 0.0342, d2.dn_loss_bbox: 0.2794, d2.dn_loss_iou: 0.3767, d3.dn_loss_cls: 0.0312, d3.dn_loss_bbox: 0.2750, d3.dn_loss_iou: 0.3718, d4.dn_loss_cls: 0.0303, d4.dn_loss_bbox: 0.2730, d4.dn_loss_iou: 0.3691, loss: 10.1670 2024-05-20 00:17:44,227 - mmdet - INFO - Epoch [6][1200/3665] lr: 2.000e-04, eta: 1 day, 21:40:34, time: 1.486, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2675, interm_loss_bbox: 0.1921, interm_loss_iou: 0.4434, loss_cls: 0.2199, loss_bbox: 0.1615, loss_iou: 0.3938, d0.loss_cls: 0.2856, d0.loss_bbox: 0.1660, d0.loss_iou: 0.4041, d1.loss_cls: 0.2480, d1.loss_bbox: 0.1649, d1.loss_iou: 0.3993, d2.loss_cls: 0.2306, d2.loss_bbox: 0.1616, d2.loss_iou: 0.3957, d3.loss_cls: 0.2231, d3.loss_bbox: 0.1614, d3.loss_iou: 0.3946, d4.loss_cls: 0.2203, d4.loss_bbox: 0.1620, d4.loss_iou: 0.3945, dn_loss_cls: 0.0306, dn_loss_bbox: 0.2626, dn_loss_iou: 0.3708, d0.dn_loss_cls: 0.0676, d0.dn_loss_bbox: 0.3895, d0.dn_loss_iou: 0.5001, d1.dn_loss_cls: 0.0409, d1.dn_loss_bbox: 0.2950, d1.dn_loss_iou: 0.4031, d2.dn_loss_cls: 0.0348, d2.dn_loss_bbox: 0.2687, d2.dn_loss_iou: 0.3788, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2644, d3.dn_loss_iou: 0.3737, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2627, d4.dn_loss_iou: 0.3708, loss: 10.0665 2024-05-20 00:18:57,260 - mmdet - INFO - Epoch [6][1250/3665] lr: 2.000e-04, eta: 1 day, 21:39:20, time: 1.460, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2703, interm_loss_bbox: 0.2032, interm_loss_iou: 0.4410, loss_cls: 0.2214, loss_bbox: 0.1672, loss_iou: 0.3856, d0.loss_cls: 0.2838, d0.loss_bbox: 0.1753, d0.loss_iou: 0.3988, d1.loss_cls: 0.2514, d1.loss_bbox: 0.1723, d1.loss_iou: 0.3914, d2.loss_cls: 0.2345, d2.loss_bbox: 0.1679, d2.loss_iou: 0.3865, d3.loss_cls: 0.2250, d3.loss_bbox: 0.1675, d3.loss_iou: 0.3861, d4.loss_cls: 0.2221, d4.loss_bbox: 0.1678, d4.loss_iou: 0.3863, dn_loss_cls: 0.0297, dn_loss_bbox: 0.2694, dn_loss_iou: 0.3640, d0.dn_loss_cls: 0.0662, d0.dn_loss_bbox: 0.3933, d0.dn_loss_iou: 0.4909, d1.dn_loss_cls: 0.0397, d1.dn_loss_bbox: 0.3009, d1.dn_loss_iou: 0.3966, d2.dn_loss_cls: 0.0338, d2.dn_loss_bbox: 0.2758, d2.dn_loss_iou: 0.3718, d3.dn_loss_cls: 0.0307, d3.dn_loss_bbox: 0.2714, d3.dn_loss_iou: 0.3670, d4.dn_loss_cls: 0.0299, d4.dn_loss_bbox: 0.2695, d4.dn_loss_iou: 0.3639, loss: 10.0699 2024-05-20 00:20:16,491 - mmdet - INFO - Epoch [6][1300/3665] lr: 2.000e-04, eta: 1 day, 21:38:42, time: 1.585, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2693, interm_loss_bbox: 0.2043, interm_loss_iou: 0.4513, loss_cls: 0.2218, loss_bbox: 0.1659, loss_iou: 0.3918, d0.loss_cls: 0.2865, d0.loss_bbox: 0.1740, d0.loss_iou: 0.4020, d1.loss_cls: 0.2548, d1.loss_bbox: 0.1685, d1.loss_iou: 0.3954, d2.loss_cls: 0.2356, d2.loss_bbox: 0.1654, d2.loss_iou: 0.3923, d3.loss_cls: 0.2257, d3.loss_bbox: 0.1657, d3.loss_iou: 0.3916, d4.loss_cls: 0.2235, d4.loss_bbox: 0.1654, d4.loss_iou: 0.3919, dn_loss_cls: 0.0306, dn_loss_bbox: 0.2748, dn_loss_iou: 0.3651, d0.dn_loss_cls: 0.0674, d0.dn_loss_bbox: 0.4042, d0.dn_loss_iou: 0.4945, d1.dn_loss_cls: 0.0407, d1.dn_loss_bbox: 0.3084, d1.dn_loss_iou: 0.3994, d2.dn_loss_cls: 0.0348, d2.dn_loss_bbox: 0.2819, d2.dn_loss_iou: 0.3739, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2771, d3.dn_loss_iou: 0.3682, d4.dn_loss_cls: 0.0309, d4.dn_loss_bbox: 0.2749, d4.dn_loss_iou: 0.3651, loss: 10.1661 2024-05-20 00:21:30,522 - mmdet - INFO - Epoch [6][1350/3665] lr: 2.000e-04, eta: 1 day, 21:37:34, time: 1.480, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2669, interm_loss_bbox: 0.2024, interm_loss_iou: 0.4445, loss_cls: 0.2214, loss_bbox: 0.1733, loss_iou: 0.3938, d0.loss_cls: 0.2860, d0.loss_bbox: 0.1777, d0.loss_iou: 0.4038, d1.loss_cls: 0.2511, d1.loss_bbox: 0.1765, d1.loss_iou: 0.3994, d2.loss_cls: 0.2341, d2.loss_bbox: 0.1738, d2.loss_iou: 0.3948, d3.loss_cls: 0.2248, d3.loss_bbox: 0.1733, d3.loss_iou: 0.3944, d4.loss_cls: 0.2223, d4.loss_bbox: 0.1729, d4.loss_iou: 0.3942, dn_loss_cls: 0.0290, dn_loss_bbox: 0.2666, dn_loss_iou: 0.3684, d0.dn_loss_cls: 0.0667, d0.dn_loss_bbox: 0.3882, d0.dn_loss_iou: 0.4927, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.2964, d1.dn_loss_iou: 0.4002, d2.dn_loss_cls: 0.0338, d2.dn_loss_bbox: 0.2727, d2.dn_loss_iou: 0.3762, d3.dn_loss_cls: 0.0305, d3.dn_loss_bbox: 0.2684, d3.dn_loss_iou: 0.3713, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2666, d4.dn_loss_iou: 0.3684, loss: 10.1468 2024-05-20 00:22:42,381 - mmdet - INFO - Epoch [6][1400/3665] lr: 2.000e-04, eta: 1 day, 21:36:13, time: 1.437, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2750, interm_loss_bbox: 0.1992, interm_loss_iou: 0.4442, loss_cls: 0.2275, loss_bbox: 0.1667, loss_iou: 0.3938, d0.loss_cls: 0.2949, d0.loss_bbox: 0.1723, d0.loss_iou: 0.4015, d1.loss_cls: 0.2575, d1.loss_bbox: 0.1699, d1.loss_iou: 0.3986, d2.loss_cls: 0.2410, d2.loss_bbox: 0.1666, d2.loss_iou: 0.3936, d3.loss_cls: 0.2317, d3.loss_bbox: 0.1658, d3.loss_iou: 0.3935, d4.loss_cls: 0.2288, d4.loss_bbox: 0.1666, d4.loss_iou: 0.3937, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2700, dn_loss_iou: 0.3677, d0.dn_loss_cls: 0.0681, d0.dn_loss_bbox: 0.4013, d0.dn_loss_iou: 0.4962, d1.dn_loss_cls: 0.0413, d1.dn_loss_bbox: 0.3027, d1.dn_loss_iou: 0.4010, d2.dn_loss_cls: 0.0350, d2.dn_loss_bbox: 0.2765, d2.dn_loss_iou: 0.3759, d3.dn_loss_cls: 0.0318, d3.dn_loss_bbox: 0.2721, d3.dn_loss_iou: 0.3709, d4.dn_loss_cls: 0.0310, d4.dn_loss_bbox: 0.2701, d4.dn_loss_iou: 0.3677, loss: 10.1928 2024-05-20 00:23:55,656 - mmdet - INFO - Epoch [6][1450/3665] lr: 2.000e-04, eta: 1 day, 21:35:01, time: 1.465, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2671, interm_loss_bbox: 0.2021, interm_loss_iou: 0.4412, loss_cls: 0.2203, loss_bbox: 0.1677, loss_iou: 0.3909, d0.loss_cls: 0.2859, d0.loss_bbox: 0.1726, d0.loss_iou: 0.3982, d1.loss_cls: 0.2482, d1.loss_bbox: 0.1708, d1.loss_iou: 0.3950, d2.loss_cls: 0.2309, d2.loss_bbox: 0.1682, d2.loss_iou: 0.3930, d3.loss_cls: 0.2231, d3.loss_bbox: 0.1677, d3.loss_iou: 0.3911, d4.loss_cls: 0.2213, d4.loss_bbox: 0.1675, d4.loss_iou: 0.3906, dn_loss_cls: 0.0315, dn_loss_bbox: 0.2670, dn_loss_iou: 0.3688, d0.dn_loss_cls: 0.0677, d0.dn_loss_bbox: 0.3951, d0.dn_loss_iou: 0.4985, d1.dn_loss_cls: 0.0412, d1.dn_loss_bbox: 0.3005, d1.dn_loss_iou: 0.4027, d2.dn_loss_cls: 0.0354, d2.dn_loss_bbox: 0.2737, d2.dn_loss_iou: 0.3771, d3.dn_loss_cls: 0.0324, d3.dn_loss_bbox: 0.2690, d3.dn_loss_iou: 0.3719, d4.dn_loss_cls: 0.0316, d4.dn_loss_bbox: 0.2670, d4.dn_loss_iou: 0.3688, loss: 10.1131 2024-05-20 00:25:12,839 - mmdet - INFO - Epoch [6][1500/3665] lr: 2.000e-04, eta: 1 day, 21:34:11, time: 1.544, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2711, interm_loss_bbox: 0.2007, interm_loss_iou: 0.4580, loss_cls: 0.2224, loss_bbox: 0.1661, loss_iou: 0.4035, d0.loss_cls: 0.2866, d0.loss_bbox: 0.1729, d0.loss_iou: 0.4137, d1.loss_cls: 0.2495, d1.loss_bbox: 0.1686, d1.loss_iou: 0.4071, d2.loss_cls: 0.2338, d2.loss_bbox: 0.1663, d2.loss_iou: 0.4032, d3.loss_cls: 0.2263, d3.loss_bbox: 0.1662, d3.loss_iou: 0.4029, d4.loss_cls: 0.2236, d4.loss_bbox: 0.1663, d4.loss_iou: 0.4034, dn_loss_cls: 0.0304, dn_loss_bbox: 0.2658, dn_loss_iou: 0.3730, d0.dn_loss_cls: 0.0686, d0.dn_loss_bbox: 0.3943, d0.dn_loss_iou: 0.5003, d1.dn_loss_cls: 0.0415, d1.dn_loss_bbox: 0.2988, d1.dn_loss_iou: 0.4058, d2.dn_loss_cls: 0.0349, d2.dn_loss_bbox: 0.2722, d2.dn_loss_iou: 0.3811, d3.dn_loss_cls: 0.0317, d3.dn_loss_bbox: 0.2674, d3.dn_loss_iou: 0.3758, d4.dn_loss_cls: 0.0307, d4.dn_loss_bbox: 0.2659, d4.dn_loss_iou: 0.3729, loss: 10.2231 2024-05-20 00:26:24,637 - mmdet - INFO - Epoch [6][1550/3665] lr: 2.000e-04, eta: 1 day, 21:32:50, time: 1.436, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2768, interm_loss_bbox: 0.2019, interm_loss_iou: 0.4488, loss_cls: 0.2237, loss_bbox: 0.1682, loss_iou: 0.3985, d0.loss_cls: 0.2908, d0.loss_bbox: 0.1742, d0.loss_iou: 0.4069, d1.loss_cls: 0.2545, d1.loss_bbox: 0.1710, d1.loss_iou: 0.4019, d2.loss_cls: 0.2373, d2.loss_bbox: 0.1672, d2.loss_iou: 0.3975, d3.loss_cls: 0.2282, d3.loss_bbox: 0.1676, d3.loss_iou: 0.3977, d4.loss_cls: 0.2250, d4.loss_bbox: 0.1682, d4.loss_iou: 0.3981, dn_loss_cls: 0.0307, dn_loss_bbox: 0.2707, dn_loss_iou: 0.3741, d0.dn_loss_cls: 0.0676, d0.dn_loss_bbox: 0.3955, d0.dn_loss_iou: 0.5002, d1.dn_loss_cls: 0.0411, d1.dn_loss_bbox: 0.3036, d1.dn_loss_iou: 0.4079, d2.dn_loss_cls: 0.0349, d2.dn_loss_bbox: 0.2776, d2.dn_loss_iou: 0.3823, d3.dn_loss_cls: 0.0318, d3.dn_loss_bbox: 0.2729, d3.dn_loss_iou: 0.3770, d4.dn_loss_cls: 0.0309, d4.dn_loss_bbox: 0.2707, d4.dn_loss_iou: 0.3740, loss: 10.2478 2024-05-20 00:27:38,861 - mmdet - INFO - Epoch [6][1600/3665] lr: 2.000e-04, eta: 1 day, 21:31:43, time: 1.484, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2736, interm_loss_bbox: 0.2041, interm_loss_iou: 0.4449, loss_cls: 0.2237, loss_bbox: 0.1699, loss_iou: 0.3945, d0.loss_cls: 0.2892, d0.loss_bbox: 0.1765, d0.loss_iou: 0.4048, d1.loss_cls: 0.2531, d1.loss_bbox: 0.1724, d1.loss_iou: 0.3996, d2.loss_cls: 0.2364, d2.loss_bbox: 0.1700, d2.loss_iou: 0.3952, d3.loss_cls: 0.2281, d3.loss_bbox: 0.1695, d3.loss_iou: 0.3946, d4.loss_cls: 0.2256, d4.loss_bbox: 0.1694, d4.loss_iou: 0.3940, dn_loss_cls: 0.0314, dn_loss_bbox: 0.2772, dn_loss_iou: 0.3753, d0.dn_loss_cls: 0.0684, d0.dn_loss_bbox: 0.4121, d0.dn_loss_iou: 0.5038, d1.dn_loss_cls: 0.0418, d1.dn_loss_bbox: 0.3119, d1.dn_loss_iou: 0.4094, d2.dn_loss_cls: 0.0357, d2.dn_loss_bbox: 0.2836, d2.dn_loss_iou: 0.3832, d3.dn_loss_cls: 0.0327, d3.dn_loss_bbox: 0.2790, d3.dn_loss_iou: 0.3782, d4.dn_loss_cls: 0.0318, d4.dn_loss_bbox: 0.2773, d4.dn_loss_iou: 0.3752, loss: 10.2970 2024-05-20 00:28:53,981 - mmdet - INFO - Epoch [6][1650/3665] lr: 2.000e-04, eta: 1 day, 21:30:40, time: 1.502, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2730, interm_loss_bbox: 0.1958, interm_loss_iou: 0.4500, loss_cls: 0.2243, loss_bbox: 0.1621, loss_iou: 0.3990, d0.loss_cls: 0.2891, d0.loss_bbox: 0.1679, d0.loss_iou: 0.4063, d1.loss_cls: 0.2532, d1.loss_bbox: 0.1648, d1.loss_iou: 0.4025, d2.loss_cls: 0.2373, d2.loss_bbox: 0.1617, d2.loss_iou: 0.3990, d3.loss_cls: 0.2275, d3.loss_bbox: 0.1626, d3.loss_iou: 0.3995, d4.loss_cls: 0.2248, d4.loss_bbox: 0.1621, d4.loss_iou: 0.3993, dn_loss_cls: 0.0294, dn_loss_bbox: 0.2506, dn_loss_iou: 0.3710, d0.dn_loss_cls: 0.0659, d0.dn_loss_bbox: 0.3783, d0.dn_loss_iou: 0.4981, d1.dn_loss_cls: 0.0398, d1.dn_loss_bbox: 0.2842, d1.dn_loss_iou: 0.4044, d2.dn_loss_cls: 0.0339, d2.dn_loss_bbox: 0.2577, d2.dn_loss_iou: 0.3790, d3.dn_loss_cls: 0.0307, d3.dn_loss_bbox: 0.2529, d3.dn_loss_iou: 0.3738, d4.dn_loss_cls: 0.0296, d4.dn_loss_bbox: 0.2507, d4.dn_loss_iou: 0.3708, loss: 10.0626 2024-05-20 00:30:08,729 - mmdet - INFO - Epoch [6][1700/3665] lr: 2.000e-04, eta: 1 day, 21:29:36, time: 1.495, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2769, interm_loss_bbox: 0.2040, interm_loss_iou: 0.4402, loss_cls: 0.2253, loss_bbox: 0.1705, loss_iou: 0.3926, d0.loss_cls: 0.2920, d0.loss_bbox: 0.1744, d0.loss_iou: 0.3985, d1.loss_cls: 0.2540, d1.loss_bbox: 0.1727, d1.loss_iou: 0.3965, d2.loss_cls: 0.2364, d2.loss_bbox: 0.1712, d2.loss_iou: 0.3943, d3.loss_cls: 0.2286, d3.loss_bbox: 0.1709, d3.loss_iou: 0.3935, d4.loss_cls: 0.2259, d4.loss_bbox: 0.1706, d4.loss_iou: 0.3928, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2749, dn_loss_iou: 0.3663, d0.dn_loss_cls: 0.0678, d0.dn_loss_bbox: 0.4005, d0.dn_loss_iou: 0.4914, d1.dn_loss_cls: 0.0405, d1.dn_loss_bbox: 0.3070, d1.dn_loss_iou: 0.3988, d2.dn_loss_cls: 0.0346, d2.dn_loss_bbox: 0.2810, d2.dn_loss_iou: 0.3743, d3.dn_loss_cls: 0.0315, d3.dn_loss_bbox: 0.2767, d3.dn_loss_iou: 0.3693, d4.dn_loss_cls: 0.0305, d4.dn_loss_bbox: 0.2749, d4.dn_loss_iou: 0.3662, loss: 10.1981 2024-05-20 00:31:22,805 - mmdet - INFO - Epoch [6][1750/3665] lr: 2.000e-04, eta: 1 day, 21:28:28, time: 1.482, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2729, interm_loss_bbox: 0.1942, interm_loss_iou: 0.4514, loss_cls: 0.2260, loss_bbox: 0.1614, loss_iou: 0.4000, d0.loss_cls: 0.2880, d0.loss_bbox: 0.1656, d0.loss_iou: 0.4066, d1.loss_cls: 0.2524, d1.loss_bbox: 0.1655, d1.loss_iou: 0.4061, d2.loss_cls: 0.2362, d2.loss_bbox: 0.1636, d2.loss_iou: 0.4031, d3.loss_cls: 0.2282, d3.loss_bbox: 0.1633, d3.loss_iou: 0.4020, d4.loss_cls: 0.2262, d4.loss_bbox: 0.1624, d4.loss_iou: 0.4011, dn_loss_cls: 0.0312, dn_loss_bbox: 0.2569, dn_loss_iou: 0.3717, d0.dn_loss_cls: 0.0674, d0.dn_loss_bbox: 0.3820, d0.dn_loss_iou: 0.4968, d1.dn_loss_cls: 0.0410, d1.dn_loss_bbox: 0.2892, d1.dn_loss_iou: 0.4039, d2.dn_loss_cls: 0.0352, d2.dn_loss_bbox: 0.2630, d2.dn_loss_iou: 0.3793, d3.dn_loss_cls: 0.0321, d3.dn_loss_bbox: 0.2587, d3.dn_loss_iou: 0.3745, d4.dn_loss_cls: 0.0312, d4.dn_loss_bbox: 0.2569, d4.dn_loss_iou: 0.3716, loss: 10.1190 2024-05-20 00:32:37,156 - mmdet - INFO - Epoch [6][1800/3665] lr: 2.000e-04, eta: 1 day, 21:27:21, time: 1.487, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2704, interm_loss_bbox: 0.1986, interm_loss_iou: 0.4505, loss_cls: 0.2223, loss_bbox: 0.1635, loss_iou: 0.3965, d0.loss_cls: 0.2889, d0.loss_bbox: 0.1692, d0.loss_iou: 0.4027, d1.loss_cls: 0.2507, d1.loss_bbox: 0.1678, d1.loss_iou: 0.4005, d2.loss_cls: 0.2343, d2.loss_bbox: 0.1648, d2.loss_iou: 0.3974, d3.loss_cls: 0.2257, d3.loss_bbox: 0.1643, d3.loss_iou: 0.3968, d4.loss_cls: 0.2238, d4.loss_bbox: 0.1629, d4.loss_iou: 0.3961, dn_loss_cls: 0.0291, dn_loss_bbox: 0.2615, dn_loss_iou: 0.3644, d0.dn_loss_cls: 0.0661, d0.dn_loss_bbox: 0.3930, d0.dn_loss_iou: 0.4942, d1.dn_loss_cls: 0.0399, d1.dn_loss_bbox: 0.2950, d1.dn_loss_iou: 0.3973, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2677, d2.dn_loss_iou: 0.3724, d3.dn_loss_cls: 0.0302, d3.dn_loss_bbox: 0.2635, d3.dn_loss_iou: 0.3675, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2615, d4.dn_loss_iou: 0.3644, loss: 10.0782 2024-05-20 00:33:54,629 - mmdet - INFO - Epoch [6][1850/3665] lr: 2.000e-04, eta: 1 day, 21:26:32, time: 1.549, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2689, interm_loss_bbox: 0.2019, interm_loss_iou: 0.4397, loss_cls: 0.2201, loss_bbox: 0.1706, loss_iou: 0.3909, d0.loss_cls: 0.2863, d0.loss_bbox: 0.1752, d0.loss_iou: 0.3992, d1.loss_cls: 0.2483, d1.loss_bbox: 0.1724, d1.loss_iou: 0.3949, d2.loss_cls: 0.2290, d2.loss_bbox: 0.1719, d2.loss_iou: 0.3942, d3.loss_cls: 0.2223, d3.loss_bbox: 0.1711, d3.loss_iou: 0.3930, d4.loss_cls: 0.2207, d4.loss_bbox: 0.1706, d4.loss_iou: 0.3913, dn_loss_cls: 0.0307, dn_loss_bbox: 0.2728, dn_loss_iou: 0.3718, d0.dn_loss_cls: 0.0683, d0.dn_loss_bbox: 0.3970, d0.dn_loss_iou: 0.4962, d1.dn_loss_cls: 0.0413, d1.dn_loss_bbox: 0.3042, d1.dn_loss_iou: 0.4034, d2.dn_loss_cls: 0.0352, d2.dn_loss_bbox: 0.2789, d2.dn_loss_iou: 0.3797, d3.dn_loss_cls: 0.0320, d3.dn_loss_bbox: 0.2747, d3.dn_loss_iou: 0.3746, d4.dn_loss_cls: 0.0310, d4.dn_loss_bbox: 0.2728, d4.dn_loss_iou: 0.3718, loss: 10.1689 2024-05-20 00:35:07,490 - mmdet - INFO - Epoch [6][1900/3665] lr: 2.000e-04, eta: 1 day, 21:25:17, time: 1.457, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2679, interm_loss_bbox: 0.1972, interm_loss_iou: 0.4359, loss_cls: 0.2169, loss_bbox: 0.1625, loss_iou: 0.3834, d0.loss_cls: 0.2814, d0.loss_bbox: 0.1661, d0.loss_iou: 0.3884, d1.loss_cls: 0.2441, d1.loss_bbox: 0.1654, d1.loss_iou: 0.3858, d2.loss_cls: 0.2276, d2.loss_bbox: 0.1636, d2.loss_iou: 0.3834, d3.loss_cls: 0.2194, d3.loss_bbox: 0.1631, d3.loss_iou: 0.3839, d4.loss_cls: 0.2170, d4.loss_bbox: 0.1634, d4.loss_iou: 0.3838, dn_loss_cls: 0.0295, dn_loss_bbox: 0.2558, dn_loss_iou: 0.3659, d0.dn_loss_cls: 0.0670, d0.dn_loss_bbox: 0.3838, d0.dn_loss_iou: 0.4963, d1.dn_loss_cls: 0.0399, d1.dn_loss_bbox: 0.2895, d1.dn_loss_iou: 0.4003, d2.dn_loss_cls: 0.0339, d2.dn_loss_bbox: 0.2630, d2.dn_loss_iou: 0.3742, d3.dn_loss_cls: 0.0307, d3.dn_loss_bbox: 0.2579, d3.dn_loss_iou: 0.3692, d4.dn_loss_cls: 0.0298, d4.dn_loss_bbox: 0.2558, d4.dn_loss_iou: 0.3657, loss: 9.9087 2024-05-20 00:36:19,541 - mmdet - INFO - Epoch [6][1950/3665] lr: 2.000e-04, eta: 1 day, 21:23:58, time: 1.441, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2648, interm_loss_bbox: 0.2012, interm_loss_iou: 0.4345, loss_cls: 0.2142, loss_bbox: 0.1680, loss_iou: 0.3849, d0.loss_cls: 0.2786, d0.loss_bbox: 0.1723, d0.loss_iou: 0.3910, d1.loss_cls: 0.2431, d1.loss_bbox: 0.1696, d1.loss_iou: 0.3886, d2.loss_cls: 0.2267, d2.loss_bbox: 0.1670, d2.loss_iou: 0.3845, d3.loss_cls: 0.2174, d3.loss_bbox: 0.1679, d3.loss_iou: 0.3854, d4.loss_cls: 0.2148, d4.loss_bbox: 0.1682, d4.loss_iou: 0.3857, dn_loss_cls: 0.0308, dn_loss_bbox: 0.2724, dn_loss_iou: 0.3602, d0.dn_loss_cls: 0.0661, d0.dn_loss_bbox: 0.4040, d0.dn_loss_iou: 0.4877, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.3068, d1.dn_loss_iou: 0.3942, d2.dn_loss_cls: 0.0345, d2.dn_loss_bbox: 0.2791, d2.dn_loss_iou: 0.3685, d3.dn_loss_cls: 0.0316, d3.dn_loss_bbox: 0.2748, d3.dn_loss_iou: 0.3633, d4.dn_loss_cls: 0.0309, d4.dn_loss_bbox: 0.2724, d4.dn_loss_iou: 0.3601, loss: 10.0059 2024-05-20 00:37:33,067 - mmdet - INFO - Epoch [6][2000/3665] lr: 2.000e-04, eta: 1 day, 21:22:46, time: 1.470, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2745, interm_loss_bbox: 0.1949, interm_loss_iou: 0.4355, loss_cls: 0.2228, loss_bbox: 0.1656, loss_iou: 0.3894, d0.loss_cls: 0.2918, d0.loss_bbox: 0.1699, d0.loss_iou: 0.3972, d1.loss_cls: 0.2587, d1.loss_bbox: 0.1662, d1.loss_iou: 0.3919, d2.loss_cls: 0.2369, d2.loss_bbox: 0.1654, d2.loss_iou: 0.3898, d3.loss_cls: 0.2273, d3.loss_bbox: 0.1659, d3.loss_iou: 0.3889, d4.loss_cls: 0.2243, d4.loss_bbox: 0.1656, d4.loss_iou: 0.3895, dn_loss_cls: 0.0315, dn_loss_bbox: 0.2686, dn_loss_iou: 0.3692, d0.dn_loss_cls: 0.0687, d0.dn_loss_bbox: 0.3976, d0.dn_loss_iou: 0.4996, d1.dn_loss_cls: 0.0420, d1.dn_loss_bbox: 0.3013, d1.dn_loss_iou: 0.4026, d2.dn_loss_cls: 0.0360, d2.dn_loss_bbox: 0.2751, d2.dn_loss_iou: 0.3777, d3.dn_loss_cls: 0.0326, d3.dn_loss_bbox: 0.2705, d3.dn_loss_iou: 0.3721, d4.dn_loss_cls: 0.0317, d4.dn_loss_bbox: 0.2687, d4.dn_loss_iou: 0.3691, loss: 10.1264 2024-05-20 00:38:48,153 - mmdet - INFO - Epoch [6][2050/3665] lr: 2.000e-04, eta: 1 day, 21:21:43, time: 1.502, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2688, interm_loss_bbox: 0.1978, interm_loss_iou: 0.4305, loss_cls: 0.2167, loss_bbox: 0.1660, loss_iou: 0.3818, d0.loss_cls: 0.2899, d0.loss_bbox: 0.1709, d0.loss_iou: 0.3895, d1.loss_cls: 0.2528, d1.loss_bbox: 0.1689, d1.loss_iou: 0.3855, d2.loss_cls: 0.2307, d2.loss_bbox: 0.1660, d2.loss_iou: 0.3825, d3.loss_cls: 0.2206, d3.loss_bbox: 0.1661, d3.loss_iou: 0.3823, d4.loss_cls: 0.2173, d4.loss_bbox: 0.1661, d4.loss_iou: 0.3821, dn_loss_cls: 0.0305, dn_loss_bbox: 0.2620, dn_loss_iou: 0.3577, d0.dn_loss_cls: 0.0679, d0.dn_loss_bbox: 0.3925, d0.dn_loss_iou: 0.4862, d1.dn_loss_cls: 0.0411, d1.dn_loss_bbox: 0.2953, d1.dn_loss_iou: 0.3913, d2.dn_loss_cls: 0.0350, d2.dn_loss_bbox: 0.2688, d2.dn_loss_iou: 0.3662, d3.dn_loss_cls: 0.0318, d3.dn_loss_bbox: 0.2638, d3.dn_loss_iou: 0.3607, d4.dn_loss_cls: 0.0307, d4.dn_loss_bbox: 0.2620, d4.dn_loss_iou: 0.3576, loss: 9.9339 2024-05-20 00:40:02,434 - mmdet - INFO - Epoch [6][2100/3665] lr: 2.000e-04, eta: 1 day, 21:20:36, time: 1.486, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2693, interm_loss_bbox: 0.2004, interm_loss_iou: 0.4425, loss_cls: 0.2188, loss_bbox: 0.1687, loss_iou: 0.3927, d0.loss_cls: 0.2909, d0.loss_bbox: 0.1722, d0.loss_iou: 0.3973, d1.loss_cls: 0.2555, d1.loss_bbox: 0.1698, d1.loss_iou: 0.3940, d2.loss_cls: 0.2333, d2.loss_bbox: 0.1675, d2.loss_iou: 0.3924, d3.loss_cls: 0.2229, d3.loss_bbox: 0.1688, d3.loss_iou: 0.3928, d4.loss_cls: 0.2200, d4.loss_bbox: 0.1686, d4.loss_iou: 0.3924, dn_loss_cls: 0.0310, dn_loss_bbox: 0.2722, dn_loss_iou: 0.3642, d0.dn_loss_cls: 0.0680, d0.dn_loss_bbox: 0.4115, d0.dn_loss_iou: 0.4946, d1.dn_loss_cls: 0.0421, d1.dn_loss_bbox: 0.3093, d1.dn_loss_iou: 0.3991, d2.dn_loss_cls: 0.0357, d2.dn_loss_bbox: 0.2792, d2.dn_loss_iou: 0.3726, d3.dn_loss_cls: 0.0325, d3.dn_loss_bbox: 0.2743, d3.dn_loss_iou: 0.3673, d4.dn_loss_cls: 0.0313, d4.dn_loss_bbox: 0.2723, d4.dn_loss_iou: 0.3642, loss: 10.1520 2024-05-20 00:41:14,244 - mmdet - INFO - Epoch [6][2150/3665] lr: 2.000e-04, eta: 1 day, 21:19:16, time: 1.436, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2668, interm_loss_bbox: 0.1960, interm_loss_iou: 0.4463, loss_cls: 0.2208, loss_bbox: 0.1660, loss_iou: 0.3970, d0.loss_cls: 0.2911, d0.loss_bbox: 0.1663, d0.loss_iou: 0.3999, d1.loss_cls: 0.2539, d1.loss_bbox: 0.1665, d1.loss_iou: 0.4009, d2.loss_cls: 0.2348, d2.loss_bbox: 0.1643, d2.loss_iou: 0.3969, d3.loss_cls: 0.2249, d3.loss_bbox: 0.1652, d3.loss_iou: 0.3972, d4.loss_cls: 0.2216, d4.loss_bbox: 0.1662, d4.loss_iou: 0.3976, dn_loss_cls: 0.0289, dn_loss_bbox: 0.2587, dn_loss_iou: 0.3701, d0.dn_loss_cls: 0.0646, d0.dn_loss_bbox: 0.3812, d0.dn_loss_iou: 0.4971, d1.dn_loss_cls: 0.0390, d1.dn_loss_bbox: 0.2902, d1.dn_loss_iou: 0.4021, d2.dn_loss_cls: 0.0332, d2.dn_loss_bbox: 0.2647, d2.dn_loss_iou: 0.3777, d3.dn_loss_cls: 0.0300, d3.dn_loss_bbox: 0.2605, d3.dn_loss_iou: 0.3730, d4.dn_loss_cls: 0.0292, d4.dn_loss_bbox: 0.2587, d4.dn_loss_iou: 0.3701, loss: 10.0692 2024-05-20 00:42:31,437 - mmdet - INFO - Epoch [6][2200/3665] lr: 2.000e-04, eta: 1 day, 21:18:24, time: 1.544, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2658, interm_loss_bbox: 0.1966, interm_loss_iou: 0.4430, loss_cls: 0.2161, loss_bbox: 0.1657, loss_iou: 0.3942, d0.loss_cls: 0.2838, d0.loss_bbox: 0.1718, d0.loss_iou: 0.4035, d1.loss_cls: 0.2493, d1.loss_bbox: 0.1686, d1.loss_iou: 0.3985, d2.loss_cls: 0.2307, d2.loss_bbox: 0.1654, d2.loss_iou: 0.3933, d3.loss_cls: 0.2208, d3.loss_bbox: 0.1652, d3.loss_iou: 0.3931, d4.loss_cls: 0.2169, d4.loss_bbox: 0.1657, d4.loss_iou: 0.3942, dn_loss_cls: 0.0289, dn_loss_bbox: 0.2562, dn_loss_iou: 0.3604, d0.dn_loss_cls: 0.0644, d0.dn_loss_bbox: 0.3858, d0.dn_loss_iou: 0.4904, d1.dn_loss_cls: 0.0382, d1.dn_loss_bbox: 0.2882, d1.dn_loss_iou: 0.3932, d2.dn_loss_cls: 0.0327, d2.dn_loss_bbox: 0.2631, d2.dn_loss_iou: 0.3685, d3.dn_loss_cls: 0.0297, d3.dn_loss_bbox: 0.2581, d3.dn_loss_iou: 0.3631, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2562, d4.dn_loss_iou: 0.3602, loss: 9.9685 2024-05-20 00:43:50,386 - mmdet - INFO - Epoch [6][2250/3665] lr: 2.000e-04, eta: 1 day, 21:17:42, time: 1.579, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2679, interm_loss_bbox: 0.2006, interm_loss_iou: 0.4373, loss_cls: 0.2164, loss_bbox: 0.1699, loss_iou: 0.3868, d0.loss_cls: 0.2814, d0.loss_bbox: 0.1729, d0.loss_iou: 0.3961, d1.loss_cls: 0.2465, d1.loss_bbox: 0.1719, d1.loss_iou: 0.3910, d2.loss_cls: 0.2283, d2.loss_bbox: 0.1700, d2.loss_iou: 0.3871, d3.loss_cls: 0.2195, d3.loss_bbox: 0.1698, d3.loss_iou: 0.3872, d4.loss_cls: 0.2167, d4.loss_bbox: 0.1703, d4.loss_iou: 0.3871, dn_loss_cls: 0.0297, dn_loss_bbox: 0.2729, dn_loss_iou: 0.3641, d0.dn_loss_cls: 0.0673, d0.dn_loss_bbox: 0.4008, d0.dn_loss_iou: 0.4931, d1.dn_loss_cls: 0.0405, d1.dn_loss_bbox: 0.3054, d1.dn_loss_iou: 0.3980, d2.dn_loss_cls: 0.0341, d2.dn_loss_bbox: 0.2795, d2.dn_loss_iou: 0.3728, d3.dn_loss_cls: 0.0308, d3.dn_loss_bbox: 0.2748, d3.dn_loss_iou: 0.3671, d4.dn_loss_cls: 0.0299, d4.dn_loss_bbox: 0.2730, d4.dn_loss_iou: 0.3641, loss: 10.0726 2024-05-20 00:45:01,631 - mmdet - INFO - Epoch [6][2300/3665] lr: 2.000e-04, eta: 1 day, 21:16:18, time: 1.425, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2714, interm_loss_bbox: 0.1923, interm_loss_iou: 0.4349, loss_cls: 0.2198, loss_bbox: 0.1659, loss_iou: 0.3932, d0.loss_cls: 0.2854, d0.loss_bbox: 0.1693, d0.loss_iou: 0.3969, d1.loss_cls: 0.2496, d1.loss_bbox: 0.1684, d1.loss_iou: 0.3948, d2.loss_cls: 0.2314, d2.loss_bbox: 0.1668, d2.loss_iou: 0.3932, d3.loss_cls: 0.2231, d3.loss_bbox: 0.1665, d3.loss_iou: 0.3934, d4.loss_cls: 0.2199, d4.loss_bbox: 0.1671, d4.loss_iou: 0.3941, dn_loss_cls: 0.0293, dn_loss_bbox: 0.2550, dn_loss_iou: 0.3636, d0.dn_loss_cls: 0.0667, d0.dn_loss_bbox: 0.3905, d0.dn_loss_iou: 0.4949, d1.dn_loss_cls: 0.0398, d1.dn_loss_bbox: 0.2916, d1.dn_loss_iou: 0.3990, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2633, d2.dn_loss_iou: 0.3728, d3.dn_loss_cls: 0.0305, d3.dn_loss_bbox: 0.2573, d3.dn_loss_iou: 0.3670, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2551, d4.dn_loss_iou: 0.3636, loss: 10.0009 2024-05-20 00:46:16,079 - mmdet - INFO - Epoch [6][2350/3665] lr: 2.000e-04, eta: 1 day, 21:15:12, time: 1.489, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2644, interm_loss_bbox: 0.1885, interm_loss_iou: 0.4440, loss_cls: 0.2191, loss_bbox: 0.1581, loss_iou: 0.3960, d0.loss_cls: 0.2813, d0.loss_bbox: 0.1613, d0.loss_iou: 0.4008, d1.loss_cls: 0.2481, d1.loss_bbox: 0.1606, d1.loss_iou: 0.3981, d2.loss_cls: 0.2307, d2.loss_bbox: 0.1579, d2.loss_iou: 0.3959, d3.loss_cls: 0.2220, d3.loss_bbox: 0.1582, d3.loss_iou: 0.3960, d4.loss_cls: 0.2193, d4.loss_bbox: 0.1588, d4.loss_iou: 0.3967, dn_loss_cls: 0.0281, dn_loss_bbox: 0.2469, dn_loss_iou: 0.3643, d0.dn_loss_cls: 0.0632, d0.dn_loss_bbox: 0.3669, d0.dn_loss_iou: 0.4878, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2771, d1.dn_loss_iou: 0.3963, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2532, d2.dn_loss_iou: 0.3720, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2487, d3.dn_loss_iou: 0.3669, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2469, d4.dn_loss_iou: 0.3642, loss: 9.8654 2024-05-20 00:47:30,985 - mmdet - INFO - Epoch [6][2400/3665] lr: 2.000e-04, eta: 1 day, 21:14:08, time: 1.498, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2698, interm_loss_bbox: 0.2013, interm_loss_iou: 0.4440, loss_cls: 0.2188, loss_bbox: 0.1658, loss_iou: 0.3934, d0.loss_cls: 0.2861, d0.loss_bbox: 0.1704, d0.loss_iou: 0.4000, d1.loss_cls: 0.2486, d1.loss_bbox: 0.1685, d1.loss_iou: 0.3978, d2.loss_cls: 0.2307, d2.loss_bbox: 0.1662, d2.loss_iou: 0.3935, d3.loss_cls: 0.2218, d3.loss_bbox: 0.1660, d3.loss_iou: 0.3946, d4.loss_cls: 0.2204, d4.loss_bbox: 0.1654, d4.loss_iou: 0.3934, dn_loss_cls: 0.0298, dn_loss_bbox: 0.2672, dn_loss_iou: 0.3664, d0.dn_loss_cls: 0.0670, d0.dn_loss_bbox: 0.4010, d0.dn_loss_iou: 0.4970, d1.dn_loss_cls: 0.0398, d1.dn_loss_bbox: 0.3018, d1.dn_loss_iou: 0.4006, d2.dn_loss_cls: 0.0339, d2.dn_loss_bbox: 0.2743, d2.dn_loss_iou: 0.3750, d3.dn_loss_cls: 0.0308, d3.dn_loss_bbox: 0.2693, d3.dn_loss_iou: 0.3695, d4.dn_loss_cls: 0.0299, d4.dn_loss_bbox: 0.2672, d4.dn_loss_iou: 0.3663, loss: 10.1036 2024-05-20 00:48:45,303 - mmdet - INFO - Epoch [6][2450/3665] lr: 2.000e-04, eta: 1 day, 21:13:00, time: 1.486, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2753, interm_loss_bbox: 0.1992, interm_loss_iou: 0.4461, loss_cls: 0.2260, loss_bbox: 0.1651, loss_iou: 0.3932, d0.loss_cls: 0.2901, d0.loss_bbox: 0.1698, d0.loss_iou: 0.4023, d1.loss_cls: 0.2589, d1.loss_bbox: 0.1661, d1.loss_iou: 0.3958, d2.loss_cls: 0.2386, d2.loss_bbox: 0.1653, d2.loss_iou: 0.3942, d3.loss_cls: 0.2298, d3.loss_bbox: 0.1655, d3.loss_iou: 0.3935, d4.loss_cls: 0.2270, d4.loss_bbox: 0.1650, d4.loss_iou: 0.3931, dn_loss_cls: 0.0316, dn_loss_bbox: 0.2706, dn_loss_iou: 0.3724, d0.dn_loss_cls: 0.0683, d0.dn_loss_bbox: 0.3985, d0.dn_loss_iou: 0.4962, d1.dn_loss_cls: 0.0414, d1.dn_loss_bbox: 0.3031, d1.dn_loss_iou: 0.4053, d2.dn_loss_cls: 0.0359, d2.dn_loss_bbox: 0.2765, d2.dn_loss_iou: 0.3804, d3.dn_loss_cls: 0.0327, d3.dn_loss_bbox: 0.2725, d3.dn_loss_iou: 0.3753, d4.dn_loss_cls: 0.0319, d4.dn_loss_bbox: 0.2706, d4.dn_loss_iou: 0.3724, loss: 10.1954 2024-05-20 00:49:58,765 - mmdet - INFO - Epoch [6][2500/3665] lr: 2.000e-04, eta: 1 day, 21:11:48, time: 1.469, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2683, interm_loss_bbox: 0.1979, interm_loss_iou: 0.4405, loss_cls: 0.2195, loss_bbox: 0.1650, loss_iou: 0.3842, d0.loss_cls: 0.2827, d0.loss_bbox: 0.1711, d0.loss_iou: 0.3962, d1.loss_cls: 0.2516, d1.loss_bbox: 0.1674, d1.loss_iou: 0.3882, d2.loss_cls: 0.2321, d2.loss_bbox: 0.1649, d2.loss_iou: 0.3860, d3.loss_cls: 0.2227, d3.loss_bbox: 0.1653, d3.loss_iou: 0.3858, d4.loss_cls: 0.2210, d4.loss_bbox: 0.1645, d4.loss_iou: 0.3841, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2653, dn_loss_iou: 0.3679, d0.dn_loss_cls: 0.0670, d0.dn_loss_bbox: 0.3926, d0.dn_loss_iou: 0.4940, d1.dn_loss_cls: 0.0407, d1.dn_loss_bbox: 0.2978, d1.dn_loss_iou: 0.4013, d2.dn_loss_cls: 0.0344, d2.dn_loss_bbox: 0.2724, d2.dn_loss_iou: 0.3761, d3.dn_loss_cls: 0.0312, d3.dn_loss_bbox: 0.2673, d3.dn_loss_iou: 0.3708, d4.dn_loss_cls: 0.0302, d4.dn_loss_bbox: 0.2654, d4.dn_loss_iou: 0.3678, loss: 10.0310 2024-05-20 00:51:12,577 - mmdet - INFO - Epoch [6][2550/3665] lr: 2.000e-04, eta: 1 day, 21:10:38, time: 1.476, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2663, interm_loss_bbox: 0.2075, interm_loss_iou: 0.4483, loss_cls: 0.2176, loss_bbox: 0.1703, loss_iou: 0.3928, d0.loss_cls: 0.2881, d0.loss_bbox: 0.1775, d0.loss_iou: 0.4024, d1.loss_cls: 0.2536, d1.loss_bbox: 0.1730, d1.loss_iou: 0.3956, d2.loss_cls: 0.2332, d2.loss_bbox: 0.1699, d2.loss_iou: 0.3923, d3.loss_cls: 0.2217, d3.loss_bbox: 0.1711, d3.loss_iou: 0.3934, d4.loss_cls: 0.2187, d4.loss_bbox: 0.1707, d4.loss_iou: 0.3927, dn_loss_cls: 0.0297, dn_loss_bbox: 0.2660, dn_loss_iou: 0.3666, d0.dn_loss_cls: 0.0667, d0.dn_loss_bbox: 0.4021, d0.dn_loss_iou: 0.5006, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.3018, d1.dn_loss_iou: 0.4021, d2.dn_loss_cls: 0.0342, d2.dn_loss_bbox: 0.2737, d2.dn_loss_iou: 0.3757, d3.dn_loss_cls: 0.0310, d3.dn_loss_bbox: 0.2684, d3.dn_loss_iou: 0.3699, d4.dn_loss_cls: 0.0300, d4.dn_loss_bbox: 0.2661, d4.dn_loss_iou: 0.3665, loss: 10.1481 2024-05-20 00:52:27,774 - mmdet - INFO - Epoch [6][2600/3665] lr: 2.000e-04, eta: 1 day, 21:09:36, time: 1.504, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2661, interm_loss_bbox: 0.2007, interm_loss_iou: 0.4371, loss_cls: 0.2165, loss_bbox: 0.1664, loss_iou: 0.3822, d0.loss_cls: 0.2882, d0.loss_bbox: 0.1748, d0.loss_iou: 0.3954, d1.loss_cls: 0.2561, d1.loss_bbox: 0.1681, d1.loss_iou: 0.3845, d2.loss_cls: 0.2322, d2.loss_bbox: 0.1656, d2.loss_iou: 0.3825, d3.loss_cls: 0.2208, d3.loss_bbox: 0.1663, d3.loss_iou: 0.3823, d4.loss_cls: 0.2177, d4.loss_bbox: 0.1662, d4.loss_iou: 0.3823, dn_loss_cls: 0.0313, dn_loss_bbox: 0.2794, dn_loss_iou: 0.3644, d0.dn_loss_cls: 0.0687, d0.dn_loss_bbox: 0.4125, d0.dn_loss_iou: 0.4951, d1.dn_loss_cls: 0.0418, d1.dn_loss_bbox: 0.3150, d1.dn_loss_iou: 0.3985, d2.dn_loss_cls: 0.0357, d2.dn_loss_bbox: 0.2866, d2.dn_loss_iou: 0.3726, d3.dn_loss_cls: 0.0324, d3.dn_loss_bbox: 0.2818, d3.dn_loss_iou: 0.3674, d4.dn_loss_cls: 0.0315, d4.dn_loss_bbox: 0.2794, d4.dn_loss_iou: 0.3643, loss: 10.1103 2024-05-20 00:53:41,915 - mmdet - INFO - Epoch [6][2650/3665] lr: 2.000e-04, eta: 1 day, 21:08:27, time: 1.483, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2655, interm_loss_bbox: 0.1989, interm_loss_iou: 0.4437, loss_cls: 0.2187, loss_bbox: 0.1627, loss_iou: 0.3855, d0.loss_cls: 0.2881, d0.loss_bbox: 0.1741, d0.loss_iou: 0.4029, d1.loss_cls: 0.2537, d1.loss_bbox: 0.1659, d1.loss_iou: 0.3912, d2.loss_cls: 0.2329, d2.loss_bbox: 0.1621, d2.loss_iou: 0.3861, d3.loss_cls: 0.2222, d3.loss_bbox: 0.1636, d3.loss_iou: 0.3864, d4.loss_cls: 0.2194, d4.loss_bbox: 0.1634, d4.loss_iou: 0.3860, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2653, dn_loss_iou: 0.3626, d0.dn_loss_cls: 0.0670, d0.dn_loss_bbox: 0.4021, d0.dn_loss_iou: 0.5011, d1.dn_loss_cls: 0.0400, d1.dn_loss_bbox: 0.3006, d1.dn_loss_iou: 0.3994, d2.dn_loss_cls: 0.0339, d2.dn_loss_bbox: 0.2733, d2.dn_loss_iou: 0.3720, d3.dn_loss_cls: 0.0306, d3.dn_loss_bbox: 0.2678, d3.dn_loss_iou: 0.3660, d4.dn_loss_cls: 0.0300, d4.dn_loss_bbox: 0.2653, d4.dn_loss_iou: 0.3625, loss: 10.0428 2024-05-20 00:54:53,882 - mmdet - INFO - Epoch [6][2700/3665] lr: 2.000e-04, eta: 1 day, 21:07:07, time: 1.439, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2699, interm_loss_bbox: 0.1975, interm_loss_iou: 0.4343, loss_cls: 0.2196, loss_bbox: 0.1657, loss_iou: 0.3829, d0.loss_cls: 0.2891, d0.loss_bbox: 0.1729, d0.loss_iou: 0.3942, d1.loss_cls: 0.2545, d1.loss_bbox: 0.1674, d1.loss_iou: 0.3858, d2.loss_cls: 0.2334, d2.loss_bbox: 0.1660, d2.loss_iou: 0.3830, d3.loss_cls: 0.2229, d3.loss_bbox: 0.1661, d3.loss_iou: 0.3830, d4.loss_cls: 0.2204, d4.loss_bbox: 0.1657, d4.loss_iou: 0.3833, dn_loss_cls: 0.0318, dn_loss_bbox: 0.2628, dn_loss_iou: 0.3590, d0.dn_loss_cls: 0.0677, d0.dn_loss_bbox: 0.3916, d0.dn_loss_iou: 0.4862, d1.dn_loss_cls: 0.0410, d1.dn_loss_bbox: 0.2955, d1.dn_loss_iou: 0.3917, d2.dn_loss_cls: 0.0352, d2.dn_loss_bbox: 0.2693, d2.dn_loss_iou: 0.3671, d3.dn_loss_cls: 0.0324, d3.dn_loss_bbox: 0.2648, d3.dn_loss_iou: 0.3620, d4.dn_loss_cls: 0.0318, d4.dn_loss_bbox: 0.2629, d4.dn_loss_iou: 0.3590, loss: 9.9694 2024-05-20 00:56:08,203 - mmdet - INFO - Epoch [6][2750/3665] lr: 2.000e-04, eta: 1 day, 21:06:00, time: 1.486, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2758, interm_loss_bbox: 0.1983, interm_loss_iou: 0.4399, loss_cls: 0.2233, loss_bbox: 0.1696, loss_iou: 0.3961, d0.loss_cls: 0.2957, d0.loss_bbox: 0.1732, d0.loss_iou: 0.4015, d1.loss_cls: 0.2571, d1.loss_bbox: 0.1699, d1.loss_iou: 0.3965, d2.loss_cls: 0.2368, d2.loss_bbox: 0.1682, d2.loss_iou: 0.3950, d3.loss_cls: 0.2285, d3.loss_bbox: 0.1680, d3.loss_iou: 0.3949, d4.loss_cls: 0.2241, d4.loss_bbox: 0.1695, d4.loss_iou: 0.3960, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2620, dn_loss_iou: 0.3599, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3925, d0.dn_loss_iou: 0.4861, d1.dn_loss_cls: 0.0387, d1.dn_loss_bbox: 0.2947, d1.dn_loss_iou: 0.3931, d2.dn_loss_cls: 0.0329, d2.dn_loss_bbox: 0.2683, d2.dn_loss_iou: 0.3679, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2640, d3.dn_loss_iou: 0.3627, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2620, d4.dn_loss_iou: 0.3598, loss: 10.0747 2024-05-20 00:57:24,587 - mmdet - INFO - Epoch [6][2800/3665] lr: 2.000e-04, eta: 1 day, 21:05:03, time: 1.528, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2700, interm_loss_bbox: 0.2020, interm_loss_iou: 0.4388, loss_cls: 0.2215, loss_bbox: 0.1660, loss_iou: 0.3824, d0.loss_cls: 0.2885, d0.loss_bbox: 0.1733, d0.loss_iou: 0.3947, d1.loss_cls: 0.2535, d1.loss_bbox: 0.1698, d1.loss_iou: 0.3875, d2.loss_cls: 0.2355, d2.loss_bbox: 0.1656, d2.loss_iou: 0.3829, d3.loss_cls: 0.2253, d3.loss_bbox: 0.1656, d3.loss_iou: 0.3825, d4.loss_cls: 0.2219, d4.loss_bbox: 0.1660, d4.loss_iou: 0.3829, dn_loss_cls: 0.0311, dn_loss_bbox: 0.2723, dn_loss_iou: 0.3609, d0.dn_loss_cls: 0.0684, d0.dn_loss_bbox: 0.4034, d0.dn_loss_iou: 0.4903, d1.dn_loss_cls: 0.0413, d1.dn_loss_bbox: 0.3074, d1.dn_loss_iou: 0.3958, d2.dn_loss_cls: 0.0353, d2.dn_loss_bbox: 0.2793, d2.dn_loss_iou: 0.3699, d3.dn_loss_cls: 0.0322, d3.dn_loss_bbox: 0.2744, d3.dn_loss_iou: 0.3642, d4.dn_loss_cls: 0.0313, d4.dn_loss_bbox: 0.2724, d4.dn_loss_iou: 0.3609, loss: 10.0673 2024-05-20 00:58:39,392 - mmdet - INFO - Epoch [6][2850/3665] lr: 2.000e-04, eta: 1 day, 21:03:58, time: 1.496, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2635, interm_loss_bbox: 0.2020, interm_loss_iou: 0.4416, loss_cls: 0.2174, loss_bbox: 0.1664, loss_iou: 0.3886, d0.loss_cls: 0.2789, d0.loss_bbox: 0.1760, d0.loss_iou: 0.4026, d1.loss_cls: 0.2457, d1.loss_bbox: 0.1724, d1.loss_iou: 0.3941, d2.loss_cls: 0.2291, d2.loss_bbox: 0.1678, d2.loss_iou: 0.3899, d3.loss_cls: 0.2214, d3.loss_bbox: 0.1663, d3.loss_iou: 0.3886, d4.loss_cls: 0.2184, d4.loss_bbox: 0.1664, d4.loss_iou: 0.3889, dn_loss_cls: 0.0295, dn_loss_bbox: 0.2712, dn_loss_iou: 0.3642, d0.dn_loss_cls: 0.0655, d0.dn_loss_bbox: 0.3980, d0.dn_loss_iou: 0.4896, d1.dn_loss_cls: 0.0398, d1.dn_loss_bbox: 0.3051, d1.dn_loss_iou: 0.3976, d2.dn_loss_cls: 0.0336, d2.dn_loss_bbox: 0.2788, d2.dn_loss_iou: 0.3728, d3.dn_loss_cls: 0.0306, d3.dn_loss_bbox: 0.2734, d3.dn_loss_iou: 0.3673, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2712, d4.dn_loss_iou: 0.3641, loss: 10.0680 2024-05-20 00:59:53,029 - mmdet - INFO - Epoch [6][2900/3665] lr: 2.000e-04, eta: 1 day, 21:02:47, time: 1.473, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2656, interm_loss_bbox: 0.1995, interm_loss_iou: 0.4477, loss_cls: 0.2175, loss_bbox: 0.1656, loss_iou: 0.3982, d0.loss_cls: 0.2845, d0.loss_bbox: 0.1695, d0.loss_iou: 0.4047, d1.loss_cls: 0.2480, d1.loss_bbox: 0.1689, d1.loss_iou: 0.4017, d2.loss_cls: 0.2304, d2.loss_bbox: 0.1654, d2.loss_iou: 0.3980, d3.loss_cls: 0.2229, d3.loss_bbox: 0.1649, d3.loss_iou: 0.3971, d4.loss_cls: 0.2191, d4.loss_bbox: 0.1654, d4.loss_iou: 0.3979, dn_loss_cls: 0.0291, dn_loss_bbox: 0.2646, dn_loss_iou: 0.3633, d0.dn_loss_cls: 0.0656, d0.dn_loss_bbox: 0.3972, d0.dn_loss_iou: 0.4930, d1.dn_loss_cls: 0.0394, d1.dn_loss_bbox: 0.2989, d1.dn_loss_iou: 0.3973, d2.dn_loss_cls: 0.0334, d2.dn_loss_bbox: 0.2715, d2.dn_loss_iou: 0.3720, d3.dn_loss_cls: 0.0302, d3.dn_loss_bbox: 0.2663, d3.dn_loss_iou: 0.3663, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2647, d4.dn_loss_iou: 0.3632, loss: 10.0778 2024-05-20 01:01:08,911 - mmdet - INFO - Epoch [6][2950/3665] lr: 2.000e-04, eta: 1 day, 21:01:47, time: 1.517, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2696, interm_loss_bbox: 0.1979, interm_loss_iou: 0.4432, loss_cls: 0.2213, loss_bbox: 0.1637, loss_iou: 0.3929, d0.loss_cls: 0.2864, d0.loss_bbox: 0.1709, d0.loss_iou: 0.4024, d1.loss_cls: 0.2532, d1.loss_bbox: 0.1669, d1.loss_iou: 0.3966, d2.loss_cls: 0.2347, d2.loss_bbox: 0.1638, d2.loss_iou: 0.3928, d3.loss_cls: 0.2258, d3.loss_bbox: 0.1629, d3.loss_iou: 0.3928, d4.loss_cls: 0.2224, d4.loss_bbox: 0.1637, d4.loss_iou: 0.3930, dn_loss_cls: 0.0302, dn_loss_bbox: 0.2628, dn_loss_iou: 0.3638, d0.dn_loss_cls: 0.0670, d0.dn_loss_bbox: 0.3929, d0.dn_loss_iou: 0.4926, d1.dn_loss_cls: 0.0408, d1.dn_loss_bbox: 0.2950, d1.dn_loss_iou: 0.3958, d2.dn_loss_cls: 0.0346, d2.dn_loss_bbox: 0.2693, d2.dn_loss_iou: 0.3717, d3.dn_loss_cls: 0.0315, d3.dn_loss_bbox: 0.2646, d3.dn_loss_iou: 0.3666, d4.dn_loss_cls: 0.0305, d4.dn_loss_bbox: 0.2628, d4.dn_loss_iou: 0.3637, loss: 10.0531 2024-05-20 01:02:22,779 - mmdet - INFO - Epoch [6][3000/3665] lr: 2.000e-04, eta: 1 day, 21:00:38, time: 1.478, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2613, interm_loss_bbox: 0.2029, interm_loss_iou: 0.4306, loss_cls: 0.2137, loss_bbox: 0.1703, loss_iou: 0.3813, d0.loss_cls: 0.2811, d0.loss_bbox: 0.1739, d0.loss_iou: 0.3882, d1.loss_cls: 0.2432, d1.loss_bbox: 0.1728, d1.loss_iou: 0.3845, d2.loss_cls: 0.2253, d2.loss_bbox: 0.1704, d2.loss_iou: 0.3827, d3.loss_cls: 0.2177, d3.loss_bbox: 0.1695, d3.loss_iou: 0.3810, d4.loss_cls: 0.2140, d4.loss_bbox: 0.1711, d4.loss_iou: 0.3820, dn_loss_cls: 0.0281, dn_loss_bbox: 0.2605, dn_loss_iou: 0.3550, d0.dn_loss_cls: 0.0652, d0.dn_loss_bbox: 0.3919, d0.dn_loss_iou: 0.4835, d1.dn_loss_cls: 0.0384, d1.dn_loss_bbox: 0.2927, d1.dn_loss_iou: 0.3871, d2.dn_loss_cls: 0.0324, d2.dn_loss_bbox: 0.2671, d2.dn_loss_iou: 0.3634, d3.dn_loss_cls: 0.0293, d3.dn_loss_bbox: 0.2622, d3.dn_loss_iou: 0.3579, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2606, d4.dn_loss_iou: 0.3550, loss: 9.8762 2024-05-20 01:03:38,109 - mmdet - INFO - Epoch [6][3050/3665] lr: 2.000e-04, eta: 1 day, 20:59:35, time: 1.507, data_time: 0.019, memory: 41052, interm_loss_cls: 0.2722, interm_loss_bbox: 0.2006, interm_loss_iou: 0.4407, loss_cls: 0.2210, loss_bbox: 0.1624, loss_iou: 0.3831, d0.loss_cls: 0.2871, d0.loss_bbox: 0.1704, d0.loss_iou: 0.3954, d1.loss_cls: 0.2544, d1.loss_bbox: 0.1647, d1.loss_iou: 0.3875, d2.loss_cls: 0.2366, d2.loss_bbox: 0.1615, d2.loss_iou: 0.3827, d3.loss_cls: 0.2251, d3.loss_bbox: 0.1630, d3.loss_iou: 0.3835, d4.loss_cls: 0.2214, d4.loss_bbox: 0.1633, d4.loss_iou: 0.3839, dn_loss_cls: 0.0301, dn_loss_bbox: 0.2602, dn_loss_iou: 0.3556, d0.dn_loss_cls: 0.0668, d0.dn_loss_bbox: 0.3984, d0.dn_loss_iou: 0.4949, d1.dn_loss_cls: 0.0404, d1.dn_loss_bbox: 0.2957, d1.dn_loss_iou: 0.3921, d2.dn_loss_cls: 0.0343, d2.dn_loss_bbox: 0.2673, d2.dn_loss_iou: 0.3646, d3.dn_loss_cls: 0.0312, d3.dn_loss_bbox: 0.2623, d3.dn_loss_iou: 0.3588, d4.dn_loss_cls: 0.0303, d4.dn_loss_bbox: 0.2602, d4.dn_loss_iou: 0.3555, loss: 9.9590 2024-05-20 01:04:49,842 - mmdet - INFO - Epoch [6][3100/3665] lr: 2.000e-04, eta: 1 day, 20:58:14, time: 1.435, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2659, interm_loss_bbox: 0.2052, interm_loss_iou: 0.4428, loss_cls: 0.2142, loss_bbox: 0.1731, loss_iou: 0.3956, d0.loss_cls: 0.2801, d0.loss_bbox: 0.1772, d0.loss_iou: 0.4027, d1.loss_cls: 0.2473, d1.loss_bbox: 0.1728, d1.loss_iou: 0.3958, d2.loss_cls: 0.2277, d2.loss_bbox: 0.1724, d2.loss_iou: 0.3946, d3.loss_cls: 0.2175, d3.loss_bbox: 0.1736, d3.loss_iou: 0.3958, d4.loss_cls: 0.2153, d4.loss_bbox: 0.1735, d4.loss_iou: 0.3957, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2559, dn_loss_iou: 0.3619, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3813, d0.dn_loss_iou: 0.4902, d1.dn_loss_cls: 0.0387, d1.dn_loss_bbox: 0.2879, d1.dn_loss_iou: 0.3946, d2.dn_loss_cls: 0.0326, d2.dn_loss_bbox: 0.2626, d2.dn_loss_iou: 0.3701, d3.dn_loss_cls: 0.0295, d3.dn_loss_bbox: 0.2578, d3.dn_loss_iou: 0.3649, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2559, d4.dn_loss_iou: 0.3618, loss: 10.0065 2024-05-20 01:06:03,853 - mmdet - INFO - Epoch [6][3150/3665] lr: 2.000e-04, eta: 1 day, 20:57:05, time: 1.480, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2692, interm_loss_bbox: 0.1979, interm_loss_iou: 0.4557, loss_cls: 0.2234, loss_bbox: 0.1604, loss_iou: 0.3950, d0.loss_cls: 0.2915, d0.loss_bbox: 0.1676, d0.loss_iou: 0.4077, d1.loss_cls: 0.2537, d1.loss_bbox: 0.1646, d1.loss_iou: 0.4025, d2.loss_cls: 0.2370, d2.loss_bbox: 0.1609, d2.loss_iou: 0.3955, d3.loss_cls: 0.2270, d3.loss_bbox: 0.1615, d3.loss_iou: 0.3960, d4.loss_cls: 0.2242, d4.loss_bbox: 0.1606, d4.loss_iou: 0.3952, dn_loss_cls: 0.0306, dn_loss_bbox: 0.2559, dn_loss_iou: 0.3702, d0.dn_loss_cls: 0.0678, d0.dn_loss_bbox: 0.3856, d0.dn_loss_iou: 0.5016, d1.dn_loss_cls: 0.0408, d1.dn_loss_bbox: 0.2885, d1.dn_loss_iou: 0.4037, d2.dn_loss_cls: 0.0346, d2.dn_loss_bbox: 0.2620, d2.dn_loss_iou: 0.3783, d3.dn_loss_cls: 0.0317, d3.dn_loss_bbox: 0.2580, d3.dn_loss_iou: 0.3733, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2560, d4.dn_loss_iou: 0.3701, loss: 10.0866 2024-05-20 01:07:16,859 - mmdet - INFO - Epoch [6][3200/3665] lr: 2.000e-04, eta: 1 day, 20:55:50, time: 1.460, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2678, interm_loss_bbox: 0.1949, interm_loss_iou: 0.4409, loss_cls: 0.2196, loss_bbox: 0.1638, loss_iou: 0.3920, d0.loss_cls: 0.2844, d0.loss_bbox: 0.1705, d0.loss_iou: 0.4022, d1.loss_cls: 0.2488, d1.loss_bbox: 0.1654, d1.loss_iou: 0.3961, d2.loss_cls: 0.2320, d2.loss_bbox: 0.1637, d2.loss_iou: 0.3929, d3.loss_cls: 0.2224, d3.loss_bbox: 0.1642, d3.loss_iou: 0.3923, d4.loss_cls: 0.2199, d4.loss_bbox: 0.1642, d4.loss_iou: 0.3922, dn_loss_cls: 0.0296, dn_loss_bbox: 0.2564, dn_loss_iou: 0.3646, d0.dn_loss_cls: 0.0664, d0.dn_loss_bbox: 0.3799, d0.dn_loss_iou: 0.4913, d1.dn_loss_cls: 0.0403, d1.dn_loss_bbox: 0.2865, d1.dn_loss_iou: 0.3958, d2.dn_loss_cls: 0.0343, d2.dn_loss_bbox: 0.2621, d2.dn_loss_iou: 0.3721, d3.dn_loss_cls: 0.0309, d3.dn_loss_bbox: 0.2579, d3.dn_loss_iou: 0.3672, d4.dn_loss_cls: 0.0300, d4.dn_loss_bbox: 0.2564, d4.dn_loss_iou: 0.3645, loss: 9.9766 2024-05-20 01:08:32,588 - mmdet - INFO - Epoch [6][3250/3665] lr: 2.000e-04, eta: 1 day, 20:54:50, time: 1.515, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2620, interm_loss_bbox: 0.1915, interm_loss_iou: 0.4349, loss_cls: 0.2156, loss_bbox: 0.1626, loss_iou: 0.3879, d0.loss_cls: 0.2804, d0.loss_bbox: 0.1661, d0.loss_iou: 0.3946, d1.loss_cls: 0.2413, d1.loss_bbox: 0.1656, d1.loss_iou: 0.3931, d2.loss_cls: 0.2243, d2.loss_bbox: 0.1643, d2.loss_iou: 0.3901, d3.loss_cls: 0.2172, d3.loss_bbox: 0.1631, d3.loss_iou: 0.3895, d4.loss_cls: 0.2147, d4.loss_bbox: 0.1640, d4.loss_iou: 0.3897, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2598, dn_loss_iou: 0.3603, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3921, d0.dn_loss_iou: 0.4883, d1.dn_loss_cls: 0.0381, d1.dn_loss_bbox: 0.2939, d1.dn_loss_iou: 0.3930, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2665, d2.dn_loss_iou: 0.3683, d3.dn_loss_cls: 0.0293, d3.dn_loss_bbox: 0.2619, d3.dn_loss_iou: 0.3632, d4.dn_loss_cls: 0.0284, d4.dn_loss_bbox: 0.2599, d4.dn_loss_iou: 0.3603, loss: 9.9012 2024-05-20 01:09:43,848 - mmdet - INFO - Epoch [6][3300/3665] lr: 2.000e-04, eta: 1 day, 20:53:26, time: 1.425, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2691, interm_loss_bbox: 0.1988, interm_loss_iou: 0.4398, loss_cls: 0.2177, loss_bbox: 0.1670, loss_iou: 0.3884, d0.loss_cls: 0.2840, d0.loss_bbox: 0.1697, d0.loss_iou: 0.3944, d1.loss_cls: 0.2463, d1.loss_bbox: 0.1689, d1.loss_iou: 0.3925, d2.loss_cls: 0.2300, d2.loss_bbox: 0.1666, d2.loss_iou: 0.3885, d3.loss_cls: 0.2206, d3.loss_bbox: 0.1668, d3.loss_iou: 0.3885, d4.loss_cls: 0.2187, d4.loss_bbox: 0.1666, d4.loss_iou: 0.3888, dn_loss_cls: 0.0290, dn_loss_bbox: 0.2538, dn_loss_iou: 0.3598, d0.dn_loss_cls: 0.0668, d0.dn_loss_bbox: 0.3865, d0.dn_loss_iou: 0.4940, d1.dn_loss_cls: 0.0394, d1.dn_loss_bbox: 0.2885, d1.dn_loss_iou: 0.3952, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2614, d2.dn_loss_iou: 0.3688, d3.dn_loss_cls: 0.0303, d3.dn_loss_bbox: 0.2563, d3.dn_loss_iou: 0.3630, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2538, d4.dn_loss_iou: 0.3597, loss: 9.9412 2024-05-20 01:10:56,942 - mmdet - INFO - Epoch [6][3350/3665] lr: 2.000e-04, eta: 1 day, 20:52:12, time: 1.462, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2719, interm_loss_bbox: 0.1994, interm_loss_iou: 0.4474, loss_cls: 0.2233, loss_bbox: 0.1690, loss_iou: 0.3954, d0.loss_cls: 0.2904, d0.loss_bbox: 0.1708, d0.loss_iou: 0.4005, d1.loss_cls: 0.2526, d1.loss_bbox: 0.1718, d1.loss_iou: 0.3988, d2.loss_cls: 0.2356, d2.loss_bbox: 0.1691, d2.loss_iou: 0.3954, d3.loss_cls: 0.2271, d3.loss_bbox: 0.1691, d3.loss_iou: 0.3958, d4.loss_cls: 0.2241, d4.loss_bbox: 0.1691, d4.loss_iou: 0.3956, dn_loss_cls: 0.0304, dn_loss_bbox: 0.2673, dn_loss_iou: 0.3737, d0.dn_loss_cls: 0.0672, d0.dn_loss_bbox: 0.3899, d0.dn_loss_iou: 0.4969, d1.dn_loss_cls: 0.0407, d1.dn_loss_bbox: 0.2993, d1.dn_loss_iou: 0.4064, d2.dn_loss_cls: 0.0348, d2.dn_loss_bbox: 0.2739, d2.dn_loss_iou: 0.3816, d3.dn_loss_cls: 0.0317, d3.dn_loss_bbox: 0.2693, d3.dn_loss_iou: 0.3764, d4.dn_loss_cls: 0.0306, d4.dn_loss_bbox: 0.2674, d4.dn_loss_iou: 0.3736, loss: 10.1835 2024-05-20 01:12:12,966 - mmdet - INFO - Epoch [6][3400/3665] lr: 2.000e-04, eta: 1 day, 20:51:13, time: 1.520, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2692, interm_loss_bbox: 0.1977, interm_loss_iou: 0.4444, loss_cls: 0.2190, loss_bbox: 0.1638, loss_iou: 0.3964, d0.loss_cls: 0.2864, d0.loss_bbox: 0.1708, d0.loss_iou: 0.4051, d1.loss_cls: 0.2491, d1.loss_bbox: 0.1683, d1.loss_iou: 0.4017, d2.loss_cls: 0.2309, d2.loss_bbox: 0.1638, d2.loss_iou: 0.3974, d3.loss_cls: 0.2228, d3.loss_bbox: 0.1631, d3.loss_iou: 0.3959, d4.loss_cls: 0.2201, d4.loss_bbox: 0.1636, d4.loss_iou: 0.3958, dn_loss_cls: 0.0289, dn_loss_bbox: 0.2515, dn_loss_iou: 0.3609, d0.dn_loss_cls: 0.0650, d0.dn_loss_bbox: 0.3851, d0.dn_loss_iou: 0.4942, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2872, d1.dn_loss_iou: 0.3967, d2.dn_loss_cls: 0.0329, d2.dn_loss_bbox: 0.2585, d2.dn_loss_iou: 0.3697, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2535, d3.dn_loss_iou: 0.3641, d4.dn_loss_cls: 0.0291, d4.dn_loss_bbox: 0.2515, d4.dn_loss_iou: 0.3608, loss: 9.9836 2024-05-20 01:13:28,065 - mmdet - INFO - Epoch [6][3450/3665] lr: 2.000e-04, eta: 1 day, 20:50:09, time: 1.502, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2663, interm_loss_bbox: 0.1948, interm_loss_iou: 0.4327, loss_cls: 0.2166, loss_bbox: 0.1650, loss_iou: 0.3866, d0.loss_cls: 0.2814, d0.loss_bbox: 0.1688, d0.loss_iou: 0.3926, d1.loss_cls: 0.2450, d1.loss_bbox: 0.1676, d1.loss_iou: 0.3897, d2.loss_cls: 0.2277, d2.loss_bbox: 0.1659, d2.loss_iou: 0.3871, d3.loss_cls: 0.2197, d3.loss_bbox: 0.1657, d3.loss_iou: 0.3866, d4.loss_cls: 0.2173, d4.loss_bbox: 0.1653, d4.loss_iou: 0.3870, dn_loss_cls: 0.0284, dn_loss_bbox: 0.2594, dn_loss_iou: 0.3631, d0.dn_loss_cls: 0.0648, d0.dn_loss_bbox: 0.3888, d0.dn_loss_iou: 0.4929, d1.dn_loss_cls: 0.0384, d1.dn_loss_bbox: 0.2919, d1.dn_loss_iou: 0.3967, d2.dn_loss_cls: 0.0326, d2.dn_loss_bbox: 0.2656, d2.dn_loss_iou: 0.3712, d3.dn_loss_cls: 0.0296, d3.dn_loss_bbox: 0.2611, d3.dn_loss_iou: 0.3660, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2594, d4.dn_loss_iou: 0.3631, loss: 9.9311 2024-05-20 01:14:43,456 - mmdet - INFO - Epoch [6][3500/3665] lr: 2.000e-04, eta: 1 day, 20:49:07, time: 1.508, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2655, interm_loss_bbox: 0.1969, interm_loss_iou: 0.4508, loss_cls: 0.2154, loss_bbox: 0.1647, loss_iou: 0.4002, d0.loss_cls: 0.2838, d0.loss_bbox: 0.1667, d0.loss_iou: 0.4047, d1.loss_cls: 0.2484, d1.loss_bbox: 0.1658, d1.loss_iou: 0.4037, d2.loss_cls: 0.2299, d2.loss_bbox: 0.1625, d2.loss_iou: 0.3990, d3.loss_cls: 0.2198, d3.loss_bbox: 0.1637, d3.loss_iou: 0.3995, d4.loss_cls: 0.2166, d4.loss_bbox: 0.1646, d4.loss_iou: 0.4004, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2555, dn_loss_iou: 0.3601, d0.dn_loss_cls: 0.0651, d0.dn_loss_bbox: 0.3902, d0.dn_loss_iou: 0.4931, d1.dn_loss_cls: 0.0389, d1.dn_loss_bbox: 0.2908, d1.dn_loss_iou: 0.3944, d2.dn_loss_cls: 0.0329, d2.dn_loss_bbox: 0.2628, d2.dn_loss_iou: 0.3686, d3.dn_loss_cls: 0.0298, d3.dn_loss_bbox: 0.2575, d3.dn_loss_iou: 0.3632, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2555, d4.dn_loss_iou: 0.3601, loss: 9.9986 2024-05-20 01:15:58,482 - mmdet - INFO - Epoch [6][3550/3665] lr: 2.000e-04, eta: 1 day, 20:48:02, time: 1.501, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2681, interm_loss_bbox: 0.1935, interm_loss_iou: 0.4389, loss_cls: 0.2214, loss_bbox: 0.1641, loss_iou: 0.3894, d0.loss_cls: 0.2850, d0.loss_bbox: 0.1678, d0.loss_iou: 0.3983, d1.loss_cls: 0.2495, d1.loss_bbox: 0.1660, d1.loss_iou: 0.3937, d2.loss_cls: 0.2337, d2.loss_bbox: 0.1647, d2.loss_iou: 0.3903, d3.loss_cls: 0.2246, d3.loss_bbox: 0.1635, d3.loss_iou: 0.3902, d4.loss_cls: 0.2213, d4.loss_bbox: 0.1653, d4.loss_iou: 0.3909, dn_loss_cls: 0.0291, dn_loss_bbox: 0.2635, dn_loss_iou: 0.3609, d0.dn_loss_cls: 0.0662, d0.dn_loss_bbox: 0.3908, d0.dn_loss_iou: 0.4887, d1.dn_loss_cls: 0.0391, d1.dn_loss_bbox: 0.2961, d1.dn_loss_iou: 0.3942, d2.dn_loss_cls: 0.0334, d2.dn_loss_bbox: 0.2703, d2.dn_loss_iou: 0.3691, d3.dn_loss_cls: 0.0302, d3.dn_loss_bbox: 0.2654, d3.dn_loss_iou: 0.3639, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2635, d4.dn_loss_iou: 0.3608, loss: 9.9949 2024-05-20 01:17:11,706 - mmdet - INFO - Epoch [6][3600/3665] lr: 2.000e-04, eta: 1 day, 20:46:49, time: 1.464, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2755, interm_loss_bbox: 0.2001, interm_loss_iou: 0.4358, loss_cls: 0.2258, loss_bbox: 0.1689, loss_iou: 0.3851, d0.loss_cls: 0.2946, d0.loss_bbox: 0.1759, d0.loss_iou: 0.3953, d1.loss_cls: 0.2581, d1.loss_bbox: 0.1703, d1.loss_iou: 0.3884, d2.loss_cls: 0.2403, d2.loss_bbox: 0.1687, d2.loss_iou: 0.3852, d3.loss_cls: 0.2311, d3.loss_bbox: 0.1688, d3.loss_iou: 0.3846, d4.loss_cls: 0.2270, d4.loss_bbox: 0.1695, d4.loss_iou: 0.3854, dn_loss_cls: 0.0305, dn_loss_bbox: 0.2686, dn_loss_iou: 0.3588, d0.dn_loss_cls: 0.0676, d0.dn_loss_bbox: 0.4055, d0.dn_loss_iou: 0.4930, d1.dn_loss_cls: 0.0402, d1.dn_loss_bbox: 0.3033, d1.dn_loss_iou: 0.3939, d2.dn_loss_cls: 0.0345, d2.dn_loss_bbox: 0.2758, d2.dn_loss_iou: 0.3678, d3.dn_loss_cls: 0.0314, d3.dn_loss_bbox: 0.2705, d3.dn_loss_iou: 0.3617, d4.dn_loss_cls: 0.0306, d4.dn_loss_bbox: 0.2686, d4.dn_loss_iou: 0.3587, loss: 10.0955 2024-05-20 01:18:25,611 - mmdet - INFO - Epoch [6][3650/3665] lr: 2.000e-04, eta: 1 day, 20:45:39, time: 1.478, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2663, interm_loss_bbox: 0.1951, interm_loss_iou: 0.4421, loss_cls: 0.2179, loss_bbox: 0.1635, loss_iou: 0.3912, d0.loss_cls: 0.2844, d0.loss_bbox: 0.1700, d0.loss_iou: 0.4022, d1.loss_cls: 0.2529, d1.loss_bbox: 0.1643, d1.loss_iou: 0.3949, d2.loss_cls: 0.2332, d2.loss_bbox: 0.1622, d2.loss_iou: 0.3910, d3.loss_cls: 0.2228, d3.loss_bbox: 0.1629, d3.loss_iou: 0.3912, d4.loss_cls: 0.2194, d4.loss_bbox: 0.1632, d4.loss_iou: 0.3914, dn_loss_cls: 0.0294, dn_loss_bbox: 0.2614, dn_loss_iou: 0.3641, d0.dn_loss_cls: 0.0659, d0.dn_loss_bbox: 0.3949, d0.dn_loss_iou: 0.4947, d1.dn_loss_cls: 0.0399, d1.dn_loss_bbox: 0.2954, d1.dn_loss_iou: 0.3985, d2.dn_loss_cls: 0.0338, d2.dn_loss_bbox: 0.2681, d2.dn_loss_iou: 0.3722, d3.dn_loss_cls: 0.0306, d3.dn_loss_bbox: 0.2636, d3.dn_loss_iou: 0.3670, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2614, d4.dn_loss_iou: 0.3640, loss: 10.0166 2024-05-20 01:18:52,020 - mmdet - INFO - Saving checkpoint at 6 epochs 2024-05-20 01:21:44,201 - mmdet - INFO - Evaluating bbox... 2024-05-20 01:23:38,647 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.525 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.711 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.571 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.343 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.557 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.697 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.732 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.736 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.736 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.565 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.777 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.889 2024-05-20 01:23:40,667 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-20 01:23:40,669 - mmdet - INFO - Epoch(val) [6][313] bbox_mAP: 0.5250, bbox_mAP_50: 0.7110, bbox_mAP_75: 0.5710, bbox_mAP_s: 0.3430, bbox_mAP_m: 0.5570, bbox_mAP_l: 0.6970, bbox_mAP_copypaste: 0.525 0.711 0.571 0.343 0.557 0.697 2024-05-20 01:24:59,706 - mmdet - INFO - Epoch [7][50/3665] lr: 2.000e-04, eta: 1 day, 20:42:43, time: 1.580, data_time: 0.085, memory: 41052, interm_loss_cls: 0.2642, interm_loss_bbox: 0.1933, interm_loss_iou: 0.4301, loss_cls: 0.2164, loss_bbox: 0.1623, loss_iou: 0.3781, d0.loss_cls: 0.2852, d0.loss_bbox: 0.1658, d0.loss_iou: 0.3842, d1.loss_cls: 0.2488, d1.loss_bbox: 0.1632, d1.loss_iou: 0.3806, d2.loss_cls: 0.2314, d2.loss_bbox: 0.1603, d2.loss_iou: 0.3768, d3.loss_cls: 0.2209, d3.loss_bbox: 0.1618, d3.loss_iou: 0.3784, d4.loss_cls: 0.2176, d4.loss_bbox: 0.1623, d4.loss_iou: 0.3782, dn_loss_cls: 0.0305, dn_loss_bbox: 0.2665, dn_loss_iou: 0.3595, d0.dn_loss_cls: 0.0678, d0.dn_loss_bbox: 0.4009, d0.dn_loss_iou: 0.4927, d1.dn_loss_cls: 0.0413, d1.dn_loss_bbox: 0.3019, d1.dn_loss_iou: 0.3948, d2.dn_loss_cls: 0.0350, d2.dn_loss_bbox: 0.2741, d2.dn_loss_iou: 0.3685, d3.dn_loss_cls: 0.0318, d3.dn_loss_bbox: 0.2687, d3.dn_loss_iou: 0.3628, d4.dn_loss_cls: 0.0308, d4.dn_loss_bbox: 0.2666, d4.dn_loss_iou: 0.3595, loss: 9.9136 2024-05-20 01:26:15,315 - mmdet - INFO - Epoch [7][100/3665] lr: 2.000e-04, eta: 1 day, 20:41:41, time: 1.512, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2578, interm_loss_bbox: 0.1888, interm_loss_iou: 0.4376, loss_cls: 0.2119, loss_bbox: 0.1604, loss_iou: 0.3904, d0.loss_cls: 0.2743, d0.loss_bbox: 0.1667, d0.loss_iou: 0.4015, d1.loss_cls: 0.2399, d1.loss_bbox: 0.1633, d1.loss_iou: 0.3949, d2.loss_cls: 0.2242, d2.loss_bbox: 0.1608, d2.loss_iou: 0.3911, d3.loss_cls: 0.2153, d3.loss_bbox: 0.1610, d3.loss_iou: 0.3903, d4.loss_cls: 0.2124, d4.loss_bbox: 0.1607, d4.loss_iou: 0.3908, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2448, dn_loss_iou: 0.3640, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3665, d0.dn_loss_iou: 0.4889, d1.dn_loss_cls: 0.0382, d1.dn_loss_bbox: 0.2748, d1.dn_loss_iou: 0.3966, d2.dn_loss_cls: 0.0324, d2.dn_loss_bbox: 0.2505, d2.dn_loss_iou: 0.3716, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2463, d3.dn_loss_iou: 0.3666, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2449, d4.dn_loss_iou: 0.3639, loss: 9.7939 2024-05-20 01:27:28,585 - mmdet - INFO - Epoch [7][150/3665] lr: 2.000e-04, eta: 1 day, 20:40:28, time: 1.465, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2558, interm_loss_bbox: 0.1904, interm_loss_iou: 0.4236, loss_cls: 0.2090, loss_bbox: 0.1632, loss_iou: 0.3809, d0.loss_cls: 0.2738, d0.loss_bbox: 0.1667, d0.loss_iou: 0.3877, d1.loss_cls: 0.2372, d1.loss_bbox: 0.1666, d1.loss_iou: 0.3853, d2.loss_cls: 0.2199, d2.loss_bbox: 0.1642, d2.loss_iou: 0.3828, d3.loss_cls: 0.2126, d3.loss_bbox: 0.1632, d3.loss_iou: 0.3813, d4.loss_cls: 0.2092, d4.loss_bbox: 0.1641, d4.loss_iou: 0.3820, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2517, dn_loss_iou: 0.3628, d0.dn_loss_cls: 0.0638, d0.dn_loss_bbox: 0.3737, d0.dn_loss_iou: 0.4871, d1.dn_loss_cls: 0.0385, d1.dn_loss_bbox: 0.2828, d1.dn_loss_iou: 0.3955, d2.dn_loss_cls: 0.0326, d2.dn_loss_bbox: 0.2578, d2.dn_loss_iou: 0.3705, d3.dn_loss_cls: 0.0297, d3.dn_loss_bbox: 0.2534, d3.dn_loss_iou: 0.3655, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2517, d4.dn_loss_iou: 0.3627, loss: 9.7568 2024-05-20 01:28:40,471 - mmdet - INFO - Epoch [7][200/3665] lr: 2.000e-04, eta: 1 day, 20:39:08, time: 1.438, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2521, interm_loss_bbox: 0.1965, interm_loss_iou: 0.4280, loss_cls: 0.2049, loss_bbox: 0.1631, loss_iou: 0.3750, d0.loss_cls: 0.2723, d0.loss_bbox: 0.1693, d0.loss_iou: 0.3835, d1.loss_cls: 0.2344, d1.loss_bbox: 0.1669, d1.loss_iou: 0.3811, d2.loss_cls: 0.2169, d2.loss_bbox: 0.1631, d2.loss_iou: 0.3757, d3.loss_cls: 0.2090, d3.loss_bbox: 0.1630, d3.loss_iou: 0.3752, d4.loss_cls: 0.2053, d4.loss_bbox: 0.1638, d4.loss_iou: 0.3758, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2414, dn_loss_iou: 0.3408, d0.dn_loss_cls: 0.0624, d0.dn_loss_bbox: 0.3703, d0.dn_loss_iou: 0.4677, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2749, d1.dn_loss_iou: 0.3743, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2484, d2.dn_loss_iou: 0.3492, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2433, d3.dn_loss_iou: 0.3436, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2414, d4.dn_loss_iou: 0.3408, loss: 9.5194 2024-05-20 01:29:53,857 - mmdet - INFO - Epoch [7][250/3665] lr: 2.000e-04, eta: 1 day, 20:37:56, time: 1.467, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2624, interm_loss_bbox: 0.1897, interm_loss_iou: 0.4326, loss_cls: 0.2115, loss_bbox: 0.1595, loss_iou: 0.3822, d0.loss_cls: 0.2772, d0.loss_bbox: 0.1658, d0.loss_iou: 0.3917, d1.loss_cls: 0.2401, d1.loss_bbox: 0.1630, d1.loss_iou: 0.3882, d2.loss_cls: 0.2225, d2.loss_bbox: 0.1607, d2.loss_iou: 0.3847, d3.loss_cls: 0.2142, d3.loss_bbox: 0.1610, d3.loss_iou: 0.3840, d4.loss_cls: 0.2124, d4.loss_bbox: 0.1598, d4.loss_iou: 0.3826, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2546, dn_loss_iou: 0.3530, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3851, d0.dn_loss_iou: 0.4822, d1.dn_loss_cls: 0.0377, d1.dn_loss_bbox: 0.2889, d1.dn_loss_iou: 0.3866, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2619, d2.dn_loss_iou: 0.3615, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2566, d3.dn_loss_iou: 0.3560, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2546, d4.dn_loss_iou: 0.3529, loss: 9.7575 2024-05-20 01:31:08,268 - mmdet - INFO - Epoch [7][300/3665] lr: 2.000e-04, eta: 1 day, 20:36:48, time: 1.488, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2573, interm_loss_bbox: 0.1902, interm_loss_iou: 0.4274, loss_cls: 0.2113, loss_bbox: 0.1572, loss_iou: 0.3765, d0.loss_cls: 0.2729, d0.loss_bbox: 0.1628, d0.loss_iou: 0.3831, d1.loss_cls: 0.2374, d1.loss_bbox: 0.1611, d1.loss_iou: 0.3829, d2.loss_cls: 0.2223, d2.loss_bbox: 0.1574, d2.loss_iou: 0.3774, d3.loss_cls: 0.2146, d3.loss_bbox: 0.1573, d3.loss_iou: 0.3768, d4.loss_cls: 0.2119, d4.loss_bbox: 0.1577, d4.loss_iou: 0.3768, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2510, dn_loss_iou: 0.3465, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3816, d0.dn_loss_iou: 0.4731, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2845, d1.dn_loss_iou: 0.3797, d2.dn_loss_cls: 0.0317, d2.dn_loss_bbox: 0.2579, d2.dn_loss_iou: 0.3545, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2531, d3.dn_loss_iou: 0.3494, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2510, d4.dn_loss_iou: 0.3465, loss: 9.6187 2024-05-20 01:32:20,250 - mmdet - INFO - Epoch [7][350/3665] lr: 2.000e-04, eta: 1 day, 20:35:29, time: 1.440, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2626, interm_loss_bbox: 0.1901, interm_loss_iou: 0.4362, loss_cls: 0.2145, loss_bbox: 0.1601, loss_iou: 0.3878, d0.loss_cls: 0.2785, d0.loss_bbox: 0.1638, d0.loss_iou: 0.3952, d1.loss_cls: 0.2426, d1.loss_bbox: 0.1617, d1.loss_iou: 0.3910, d2.loss_cls: 0.2245, d2.loss_bbox: 0.1608, d2.loss_iou: 0.3892, d3.loss_cls: 0.2175, d3.loss_bbox: 0.1603, d3.loss_iou: 0.3878, d4.loss_cls: 0.2149, d4.loss_bbox: 0.1606, d4.loss_iou: 0.3881, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2553, dn_loss_iou: 0.3496, d0.dn_loss_cls: 0.0646, d0.dn_loss_bbox: 0.3795, d0.dn_loss_iou: 0.4741, d1.dn_loss_cls: 0.0379, d1.dn_loss_bbox: 0.2869, d1.dn_loss_iou: 0.3812, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2619, d2.dn_loss_iou: 0.3576, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2576, d3.dn_loss_iou: 0.3525, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2553, d4.dn_loss_iou: 0.3495, loss: 9.7670 2024-05-20 01:33:34,400 - mmdet - INFO - Epoch [7][400/3665] lr: 2.000e-04, eta: 1 day, 20:34:20, time: 1.483, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2609, interm_loss_bbox: 0.1889, interm_loss_iou: 0.4414, loss_cls: 0.2131, loss_bbox: 0.1585, loss_iou: 0.3940, d0.loss_cls: 0.2759, d0.loss_bbox: 0.1634, d0.loss_iou: 0.4002, d1.loss_cls: 0.2392, d1.loss_bbox: 0.1626, d1.loss_iou: 0.3996, d2.loss_cls: 0.2245, d2.loss_bbox: 0.1595, d2.loss_iou: 0.3946, d3.loss_cls: 0.2166, d3.loss_bbox: 0.1586, d3.loss_iou: 0.3947, d4.loss_cls: 0.2152, d4.loss_bbox: 0.1580, d4.loss_iou: 0.3930, dn_loss_cls: 0.0281, dn_loss_bbox: 0.2409, dn_loss_iou: 0.3598, d0.dn_loss_cls: 0.0641, d0.dn_loss_bbox: 0.3626, d0.dn_loss_iou: 0.4816, d1.dn_loss_cls: 0.0382, d1.dn_loss_bbox: 0.2707, d1.dn_loss_iou: 0.3906, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2469, d2.dn_loss_iou: 0.3676, d3.dn_loss_cls: 0.0295, d3.dn_loss_bbox: 0.2428, d3.dn_loss_iou: 0.3626, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2409, d4.dn_loss_iou: 0.3597, loss: 9.7602 2024-05-20 01:34:46,227 - mmdet - INFO - Epoch [7][450/3665] lr: 2.000e-04, eta: 1 day, 20:33:00, time: 1.436, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2633, interm_loss_bbox: 0.2007, interm_loss_iou: 0.4348, loss_cls: 0.2157, loss_bbox: 0.1636, loss_iou: 0.3787, d0.loss_cls: 0.2797, d0.loss_bbox: 0.1701, d0.loss_iou: 0.3899, d1.loss_cls: 0.2435, d1.loss_bbox: 0.1676, d1.loss_iou: 0.3842, d2.loss_cls: 0.2265, d2.loss_bbox: 0.1642, d2.loss_iou: 0.3808, d3.loss_cls: 0.2188, d3.loss_bbox: 0.1648, d3.loss_iou: 0.3797, d4.loss_cls: 0.2168, d4.loss_bbox: 0.1643, d4.loss_iou: 0.3787, dn_loss_cls: 0.0287, dn_loss_bbox: 0.2588, dn_loss_iou: 0.3589, d0.dn_loss_cls: 0.0662, d0.dn_loss_bbox: 0.3912, d0.dn_loss_iou: 0.4910, d1.dn_loss_cls: 0.0393, d1.dn_loss_bbox: 0.2921, d1.dn_loss_iou: 0.3932, d2.dn_loss_cls: 0.0331, d2.dn_loss_bbox: 0.2658, d2.dn_loss_iou: 0.3677, d3.dn_loss_cls: 0.0300, d3.dn_loss_bbox: 0.2606, d3.dn_loss_iou: 0.3619, d4.dn_loss_cls: 0.0290, d4.dn_loss_bbox: 0.2589, d4.dn_loss_iou: 0.3589, loss: 9.8721 2024-05-20 01:35:57,842 - mmdet - INFO - Epoch [7][500/3665] lr: 2.000e-04, eta: 1 day, 20:31:39, time: 1.432, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2586, interm_loss_bbox: 0.1956, interm_loss_iou: 0.4281, loss_cls: 0.2125, loss_bbox: 0.1634, loss_iou: 0.3771, d0.loss_cls: 0.2733, d0.loss_bbox: 0.1693, d0.loss_iou: 0.3899, d1.loss_cls: 0.2405, d1.loss_bbox: 0.1654, d1.loss_iou: 0.3821, d2.loss_cls: 0.2225, d2.loss_bbox: 0.1649, d2.loss_iou: 0.3798, d3.loss_cls: 0.2153, d3.loss_bbox: 0.1636, d3.loss_iou: 0.3782, d4.loss_cls: 0.2140, d4.loss_bbox: 0.1628, d4.loss_iou: 0.3770, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2546, dn_loss_iou: 0.3501, d0.dn_loss_cls: 0.0648, d0.dn_loss_bbox: 0.3847, d0.dn_loss_iou: 0.4756, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2881, d1.dn_loss_iou: 0.3831, d2.dn_loss_cls: 0.0324, d2.dn_loss_bbox: 0.2609, d2.dn_loss_iou: 0.3581, d3.dn_loss_cls: 0.0290, d3.dn_loss_bbox: 0.2565, d3.dn_loss_iou: 0.3530, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2547, d4.dn_loss_iou: 0.3501, loss: 9.7245 2024-05-20 01:37:11,932 - mmdet - INFO - Epoch [7][550/3665] lr: 2.000e-04, eta: 1 day, 20:30:30, time: 1.482, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2585, interm_loss_bbox: 0.1923, interm_loss_iou: 0.4483, loss_cls: 0.2133, loss_bbox: 0.1568, loss_iou: 0.3876, d0.loss_cls: 0.2742, d0.loss_bbox: 0.1620, d0.loss_iou: 0.3996, d1.loss_cls: 0.2395, d1.loss_bbox: 0.1588, d1.loss_iou: 0.3926, d2.loss_cls: 0.2239, d2.loss_bbox: 0.1564, d2.loss_iou: 0.3895, d3.loss_cls: 0.2169, d3.loss_bbox: 0.1562, d3.loss_iou: 0.3881, d4.loss_cls: 0.2143, d4.loss_bbox: 0.1565, d4.loss_iou: 0.3877, dn_loss_cls: 0.0284, dn_loss_bbox: 0.2541, dn_loss_iou: 0.3564, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3762, d0.dn_loss_iou: 0.4835, d1.dn_loss_cls: 0.0384, d1.dn_loss_bbox: 0.2835, d1.dn_loss_iou: 0.3885, d2.dn_loss_cls: 0.0326, d2.dn_loss_bbox: 0.2597, d2.dn_loss_iou: 0.3640, d3.dn_loss_cls: 0.0293, d3.dn_loss_bbox: 0.2559, d3.dn_loss_iou: 0.3593, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2541, d4.dn_loss_iou: 0.3563, loss: 9.7862 2024-05-20 01:38:25,426 - mmdet - INFO - Epoch [7][600/3665] lr: 2.000e-04, eta: 1 day, 20:29:18, time: 1.470, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2579, interm_loss_bbox: 0.1993, interm_loss_iou: 0.4254, loss_cls: 0.2119, loss_bbox: 0.1636, loss_iou: 0.3709, d0.loss_cls: 0.2734, d0.loss_bbox: 0.1690, d0.loss_iou: 0.3803, d1.loss_cls: 0.2396, d1.loss_bbox: 0.1656, d1.loss_iou: 0.3742, d2.loss_cls: 0.2234, d2.loss_bbox: 0.1630, d2.loss_iou: 0.3713, d3.loss_cls: 0.2144, d3.loss_bbox: 0.1632, d3.loss_iou: 0.3711, d4.loss_cls: 0.2123, d4.loss_bbox: 0.1637, d4.loss_iou: 0.3713, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2539, dn_loss_iou: 0.3452, d0.dn_loss_cls: 0.0632, d0.dn_loss_bbox: 0.3843, d0.dn_loss_iou: 0.4753, d1.dn_loss_cls: 0.0366, d1.dn_loss_bbox: 0.2878, d1.dn_loss_iou: 0.3793, d2.dn_loss_cls: 0.0309, d2.dn_loss_bbox: 0.2609, d2.dn_loss_iou: 0.3536, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2561, d3.dn_loss_iou: 0.3481, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2539, d4.dn_loss_iou: 0.3451, loss: 9.6400 2024-05-20 01:39:40,426 - mmdet - INFO - Epoch [7][650/3665] lr: 2.000e-04, eta: 1 day, 20:28:13, time: 1.500, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2627, interm_loss_bbox: 0.1943, interm_loss_iou: 0.4364, loss_cls: 0.2128, loss_bbox: 0.1633, loss_iou: 0.3898, d0.loss_cls: 0.2772, d0.loss_bbox: 0.1658, d0.loss_iou: 0.3953, d1.loss_cls: 0.2411, d1.loss_bbox: 0.1658, d1.loss_iou: 0.3930, d2.loss_cls: 0.2247, d2.loss_bbox: 0.1636, d2.loss_iou: 0.3907, d3.loss_cls: 0.2163, d3.loss_bbox: 0.1638, d3.loss_iou: 0.3906, d4.loss_cls: 0.2144, d4.loss_bbox: 0.1630, d4.loss_iou: 0.3895, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2511, dn_loss_iou: 0.3608, d0.dn_loss_cls: 0.0633, d0.dn_loss_bbox: 0.3822, d0.dn_loss_iou: 0.4934, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2842, d1.dn_loss_iou: 0.3946, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2574, d2.dn_loss_iou: 0.3690, d3.dn_loss_cls: 0.0291, d3.dn_loss_bbox: 0.2528, d3.dn_loss_iou: 0.3636, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2511, d4.dn_loss_iou: 0.3607, loss: 9.8531 2024-05-20 01:40:54,246 - mmdet - INFO - Epoch [7][700/3665] lr: 2.000e-04, eta: 1 day, 20:27:03, time: 1.477, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2545, interm_loss_bbox: 0.1942, interm_loss_iou: 0.4389, loss_cls: 0.2090, loss_bbox: 0.1624, loss_iou: 0.3883, d0.loss_cls: 0.2698, d0.loss_bbox: 0.1672, d0.loss_iou: 0.3959, d1.loss_cls: 0.2358, d1.loss_bbox: 0.1649, d1.loss_iou: 0.3925, d2.loss_cls: 0.2192, d2.loss_bbox: 0.1633, d2.loss_iou: 0.3899, d3.loss_cls: 0.2120, d3.loss_bbox: 0.1627, d3.loss_iou: 0.3892, d4.loss_cls: 0.2100, d4.loss_bbox: 0.1627, d4.loss_iou: 0.3886, dn_loss_cls: 0.0257, dn_loss_bbox: 0.2462, dn_loss_iou: 0.3504, d0.dn_loss_cls: 0.0610, d0.dn_loss_bbox: 0.3704, d0.dn_loss_iou: 0.4743, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2779, d1.dn_loss_iou: 0.3826, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2529, d2.dn_loss_iou: 0.3583, d3.dn_loss_cls: 0.0271, d3.dn_loss_bbox: 0.2481, d3.dn_loss_iou: 0.3532, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2463, d4.dn_loss_iou: 0.3504, loss: 9.6877 2024-05-20 01:42:08,007 - mmdet - INFO - Epoch [7][750/3665] lr: 2.000e-04, eta: 1 day, 20:25:52, time: 1.475, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2594, interm_loss_bbox: 0.1902, interm_loss_iou: 0.4284, loss_cls: 0.2116, loss_bbox: 0.1611, loss_iou: 0.3806, d0.loss_cls: 0.2736, d0.loss_bbox: 0.1642, d0.loss_iou: 0.3870, d1.loss_cls: 0.2369, d1.loss_bbox: 0.1641, d1.loss_iou: 0.3841, d2.loss_cls: 0.2223, d2.loss_bbox: 0.1613, d2.loss_iou: 0.3818, d3.loss_cls: 0.2141, d3.loss_bbox: 0.1618, d3.loss_iou: 0.3812, d4.loss_cls: 0.2115, d4.loss_bbox: 0.1619, d4.loss_iou: 0.3817, dn_loss_cls: 0.0284, dn_loss_bbox: 0.2454, dn_loss_iou: 0.3587, d0.dn_loss_cls: 0.0646, d0.dn_loss_bbox: 0.3700, d0.dn_loss_iou: 0.4843, d1.dn_loss_cls: 0.0386, d1.dn_loss_bbox: 0.2769, d1.dn_loss_iou: 0.3910, d2.dn_loss_cls: 0.0326, d2.dn_loss_bbox: 0.2513, d2.dn_loss_iou: 0.3665, d3.dn_loss_cls: 0.0295, d3.dn_loss_bbox: 0.2470, d3.dn_loss_iou: 0.3614, d4.dn_loss_cls: 0.0286, d4.dn_loss_bbox: 0.2455, d4.dn_loss_iou: 0.3586, loss: 9.6975 2024-05-20 01:43:21,477 - mmdet - INFO - Epoch [7][800/3665] lr: 2.000e-04, eta: 1 day, 20:24:40, time: 1.469, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2534, interm_loss_bbox: 0.1908, interm_loss_iou: 0.4282, loss_cls: 0.2069, loss_bbox: 0.1590, loss_iou: 0.3742, d0.loss_cls: 0.2686, d0.loss_bbox: 0.1638, d0.loss_iou: 0.3822, d1.loss_cls: 0.2333, d1.loss_bbox: 0.1623, d1.loss_iou: 0.3777, d2.loss_cls: 0.2175, d2.loss_bbox: 0.1593, d2.loss_iou: 0.3752, d3.loss_cls: 0.2090, d3.loss_bbox: 0.1604, d3.loss_iou: 0.3754, d4.loss_cls: 0.2079, d4.loss_bbox: 0.1593, d4.loss_iou: 0.3744, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2473, dn_loss_iou: 0.3508, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3729, d0.dn_loss_iou: 0.4749, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2787, d1.dn_loss_iou: 0.3822, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2535, d2.dn_loss_iou: 0.3586, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2491, d3.dn_loss_iou: 0.3533, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2473, d4.dn_loss_iou: 0.3507, loss: 9.5752 2024-05-20 01:44:34,983 - mmdet - INFO - Epoch [7][850/3665] lr: 2.000e-04, eta: 1 day, 20:23:28, time: 1.470, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2600, interm_loss_bbox: 0.1945, interm_loss_iou: 0.4385, loss_cls: 0.2091, loss_bbox: 0.1653, loss_iou: 0.3883, d0.loss_cls: 0.2716, d0.loss_bbox: 0.1675, d0.loss_iou: 0.3960, d1.loss_cls: 0.2352, d1.loss_bbox: 0.1663, d1.loss_iou: 0.3919, d2.loss_cls: 0.2200, d2.loss_bbox: 0.1648, d2.loss_iou: 0.3888, d3.loss_cls: 0.2115, d3.loss_bbox: 0.1659, d3.loss_iou: 0.3895, d4.loss_cls: 0.2105, d4.loss_bbox: 0.1646, d4.loss_iou: 0.3883, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2465, dn_loss_iou: 0.3524, d0.dn_loss_cls: 0.0626, d0.dn_loss_bbox: 0.3768, d0.dn_loss_iou: 0.4806, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2796, d1.dn_loss_iou: 0.3852, d2.dn_loss_cls: 0.0313, d2.dn_loss_bbox: 0.2534, d2.dn_loss_iou: 0.3606, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2485, d3.dn_loss_iou: 0.3553, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2466, d4.dn_loss_iou: 0.3523, loss: 9.7393 2024-05-20 01:45:46,953 - mmdet - INFO - Epoch [7][900/3665] lr: 2.000e-04, eta: 1 day, 20:22:09, time: 1.439, data_time: 0.013, memory: 41052, interm_loss_cls: 0.2638, interm_loss_bbox: 0.1956, interm_loss_iou: 0.4210, loss_cls: 0.2125, loss_bbox: 0.1652, loss_iou: 0.3776, d0.loss_cls: 0.2754, d0.loss_bbox: 0.1686, d0.loss_iou: 0.3810, d1.loss_cls: 0.2407, d1.loss_bbox: 0.1657, d1.loss_iou: 0.3788, d2.loss_cls: 0.2249, d2.loss_bbox: 0.1641, d2.loss_iou: 0.3775, d3.loss_cls: 0.2170, d3.loss_bbox: 0.1644, d3.loss_iou: 0.3766, d4.loss_cls: 0.2140, d4.loss_bbox: 0.1648, d4.loss_iou: 0.3778, dn_loss_cls: 0.0276, dn_loss_bbox: 0.2544, dn_loss_iou: 0.3528, d0.dn_loss_cls: 0.0641, d0.dn_loss_bbox: 0.3764, d0.dn_loss_iou: 0.4754, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2832, d1.dn_loss_iou: 0.3837, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2601, d2.dn_loss_iou: 0.3603, d3.dn_loss_cls: 0.0286, d3.dn_loss_bbox: 0.2560, d3.dn_loss_iou: 0.3554, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2545, d4.dn_loss_iou: 0.3528, loss: 9.7097 2024-05-20 01:47:01,224 - mmdet - INFO - Epoch [7][950/3665] lr: 2.000e-04, eta: 1 day, 20:21:00, time: 1.485, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2597, interm_loss_bbox: 0.1965, interm_loss_iou: 0.4205, loss_cls: 0.2107, loss_bbox: 0.1629, loss_iou: 0.3695, d0.loss_cls: 0.2767, d0.loss_bbox: 0.1665, d0.loss_iou: 0.3749, d1.loss_cls: 0.2412, d1.loss_bbox: 0.1641, d1.loss_iou: 0.3713, d2.loss_cls: 0.2229, d2.loss_bbox: 0.1634, d2.loss_iou: 0.3699, d3.loss_cls: 0.2148, d3.loss_bbox: 0.1626, d3.loss_iou: 0.3691, d4.loss_cls: 0.2117, d4.loss_bbox: 0.1629, d4.loss_iou: 0.3693, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2606, dn_loss_iou: 0.3440, d0.dn_loss_cls: 0.0630, d0.dn_loss_bbox: 0.3893, d0.dn_loss_iou: 0.4707, d1.dn_loss_cls: 0.0366, d1.dn_loss_bbox: 0.2948, d1.dn_loss_iou: 0.3771, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2677, d2.dn_loss_iou: 0.3526, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2627, d3.dn_loss_iou: 0.3470, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2606, d4.dn_loss_iou: 0.3440, loss: 9.6441 2024-05-20 01:48:13,198 - mmdet - INFO - Epoch [7][1000/3665] lr: 2.000e-04, eta: 1 day, 20:19:41, time: 1.440, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2580, interm_loss_bbox: 0.1976, interm_loss_iou: 0.4352, loss_cls: 0.2093, loss_bbox: 0.1654, loss_iou: 0.3831, d0.loss_cls: 0.2744, d0.loss_bbox: 0.1677, d0.loss_iou: 0.3904, d1.loss_cls: 0.2377, d1.loss_bbox: 0.1676, d1.loss_iou: 0.3883, d2.loss_cls: 0.2214, d2.loss_bbox: 0.1653, d2.loss_iou: 0.3845, d3.loss_cls: 0.2119, d3.loss_bbox: 0.1659, d3.loss_iou: 0.3842, d4.loss_cls: 0.2098, d4.loss_bbox: 0.1661, d4.loss_iou: 0.3836, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2557, dn_loss_iou: 0.3491, d0.dn_loss_cls: 0.0642, d0.dn_loss_bbox: 0.3918, d0.dn_loss_iou: 0.4783, d1.dn_loss_cls: 0.0382, d1.dn_loss_bbox: 0.2906, d1.dn_loss_iou: 0.3825, d2.dn_loss_cls: 0.0324, d2.dn_loss_bbox: 0.2626, d2.dn_loss_iou: 0.3575, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2579, d3.dn_loss_iou: 0.3521, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2558, d4.dn_loss_iou: 0.3491, loss: 9.7706 2024-05-20 01:49:24,202 - mmdet - INFO - Epoch [7][1050/3665] lr: 2.000e-04, eta: 1 day, 20:18:17, time: 1.420, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2608, interm_loss_bbox: 0.1906, interm_loss_iou: 0.4380, loss_cls: 0.2141, loss_bbox: 0.1607, loss_iou: 0.3880, d0.loss_cls: 0.2752, d0.loss_bbox: 0.1650, d0.loss_iou: 0.3959, d1.loss_cls: 0.2440, d1.loss_bbox: 0.1613, d1.loss_iou: 0.3904, d2.loss_cls: 0.2268, d2.loss_bbox: 0.1602, d2.loss_iou: 0.3873, d3.loss_cls: 0.2191, d3.loss_bbox: 0.1596, d3.loss_iou: 0.3866, d4.loss_cls: 0.2162, d4.loss_bbox: 0.1600, d4.loss_iou: 0.3875, dn_loss_cls: 0.0295, dn_loss_bbox: 0.2563, dn_loss_iou: 0.3548, d0.dn_loss_cls: 0.0660, d0.dn_loss_bbox: 0.3844, d0.dn_loss_iou: 0.4808, d1.dn_loss_cls: 0.0396, d1.dn_loss_bbox: 0.2879, d1.dn_loss_iou: 0.3874, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2629, d2.dn_loss_iou: 0.3630, d3.dn_loss_cls: 0.0305, d3.dn_loss_bbox: 0.2583, d3.dn_loss_iou: 0.3576, d4.dn_loss_cls: 0.0297, d4.dn_loss_bbox: 0.2563, d4.dn_loss_iou: 0.3547, loss: 9.8204 2024-05-20 01:50:39,841 - mmdet - INFO - Epoch [7][1100/3665] lr: 2.000e-04, eta: 1 day, 20:17:15, time: 1.513, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2562, interm_loss_bbox: 0.1974, interm_loss_iou: 0.4381, loss_cls: 0.2111, loss_bbox: 0.1629, loss_iou: 0.3836, d0.loss_cls: 0.2723, d0.loss_bbox: 0.1696, d0.loss_iou: 0.3941, d1.loss_cls: 0.2364, d1.loss_bbox: 0.1668, d1.loss_iou: 0.3903, d2.loss_cls: 0.2209, d2.loss_bbox: 0.1651, d2.loss_iou: 0.3868, d3.loss_cls: 0.2140, d3.loss_bbox: 0.1635, d3.loss_iou: 0.3853, d4.loss_cls: 0.2117, d4.loss_bbox: 0.1630, d4.loss_iou: 0.3843, dn_loss_cls: 0.0271, dn_loss_bbox: 0.2654, dn_loss_iou: 0.3595, d0.dn_loss_cls: 0.0631, d0.dn_loss_bbox: 0.3971, d0.dn_loss_iou: 0.4895, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2995, d1.dn_loss_iou: 0.3935, d2.dn_loss_cls: 0.0316, d2.dn_loss_bbox: 0.2724, d2.dn_loss_iou: 0.3680, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2674, d3.dn_loss_iou: 0.3626, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2655, d4.dn_loss_iou: 0.3595, loss: 9.8881 2024-05-20 01:51:54,324 - mmdet - INFO - Epoch [7][1150/3665] lr: 2.000e-04, eta: 1 day, 20:16:08, time: 1.490, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2568, interm_loss_bbox: 0.1945, interm_loss_iou: 0.4409, loss_cls: 0.2091, loss_bbox: 0.1638, loss_iou: 0.3889, d0.loss_cls: 0.2721, d0.loss_bbox: 0.1675, d0.loss_iou: 0.3943, d1.loss_cls: 0.2380, d1.loss_bbox: 0.1638, d1.loss_iou: 0.3901, d2.loss_cls: 0.2224, d2.loss_bbox: 0.1619, d2.loss_iou: 0.3868, d3.loss_cls: 0.2130, d3.loss_bbox: 0.1626, d3.loss_iou: 0.3883, d4.loss_cls: 0.2106, d4.loss_bbox: 0.1630, d4.loss_iou: 0.3886, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2581, dn_loss_iou: 0.3603, d0.dn_loss_cls: 0.0636, d0.dn_loss_bbox: 0.3818, d0.dn_loss_iou: 0.4854, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2893, d1.dn_loss_iou: 0.3922, d2.dn_loss_cls: 0.0316, d2.dn_loss_bbox: 0.2648, d2.dn_loss_iou: 0.3685, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2601, d3.dn_loss_iou: 0.3631, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2582, d4.dn_loss_iou: 0.3602, loss: 9.8343 2024-05-20 01:53:07,125 - mmdet - INFO - Epoch [7][1200/3665] lr: 2.000e-04, eta: 1 day, 20:14:53, time: 1.456, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2536, interm_loss_bbox: 0.1876, interm_loss_iou: 0.4257, loss_cls: 0.2053, loss_bbox: 0.1567, loss_iou: 0.3758, d0.loss_cls: 0.2667, d0.loss_bbox: 0.1614, d0.loss_iou: 0.3849, d1.loss_cls: 0.2307, d1.loss_bbox: 0.1592, d1.loss_iou: 0.3819, d2.loss_cls: 0.2168, d2.loss_bbox: 0.1561, d2.loss_iou: 0.3779, d3.loss_cls: 0.2086, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3773, d4.loss_cls: 0.2064, d4.loss_bbox: 0.1570, d4.loss_iou: 0.3765, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2477, dn_loss_iou: 0.3473, d0.dn_loss_cls: 0.0623, d0.dn_loss_bbox: 0.3710, d0.dn_loss_iou: 0.4720, d1.dn_loss_cls: 0.0366, d1.dn_loss_bbox: 0.2760, d1.dn_loss_iou: 0.3774, d2.dn_loss_cls: 0.0309, d2.dn_loss_bbox: 0.2536, d2.dn_loss_iou: 0.3547, d3.dn_loss_cls: 0.0278, d3.dn_loss_bbox: 0.2494, d3.dn_loss_iou: 0.3499, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2477, d4.dn_loss_iou: 0.3473, loss: 9.5279 2024-05-20 01:54:24,111 - mmdet - INFO - Epoch [7][1250/3665] lr: 2.000e-04, eta: 1 day, 20:13:57, time: 1.540, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2638, interm_loss_bbox: 0.1869, interm_loss_iou: 0.4335, loss_cls: 0.2156, loss_bbox: 0.1585, loss_iou: 0.3871, d0.loss_cls: 0.2786, d0.loss_bbox: 0.1610, d0.loss_iou: 0.3907, d1.loss_cls: 0.2420, d1.loss_bbox: 0.1611, d1.loss_iou: 0.3907, d2.loss_cls: 0.2275, d2.loss_bbox: 0.1581, d2.loss_iou: 0.3872, d3.loss_cls: 0.2198, d3.loss_bbox: 0.1581, d3.loss_iou: 0.3861, d4.loss_cls: 0.2158, d4.loss_bbox: 0.1596, d4.loss_iou: 0.3873, dn_loss_cls: 0.0282, dn_loss_bbox: 0.2513, dn_loss_iou: 0.3541, d0.dn_loss_cls: 0.0648, d0.dn_loss_bbox: 0.3814, d0.dn_loss_iou: 0.4811, d1.dn_loss_cls: 0.0385, d1.dn_loss_bbox: 0.2850, d1.dn_loss_iou: 0.3870, d2.dn_loss_cls: 0.0327, d2.dn_loss_bbox: 0.2581, d2.dn_loss_iou: 0.3623, d3.dn_loss_cls: 0.0294, d3.dn_loss_bbox: 0.2533, d3.dn_loss_iou: 0.3569, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2514, d4.dn_loss_iou: 0.3540, loss: 9.7671 2024-05-20 01:55:36,082 - mmdet - INFO - Epoch [7][1300/3665] lr: 2.000e-04, eta: 1 day, 20:12:38, time: 1.439, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2559, interm_loss_bbox: 0.1845, interm_loss_iou: 0.4360, loss_cls: 0.2078, loss_bbox: 0.1558, loss_iou: 0.3901, d0.loss_cls: 0.2690, d0.loss_bbox: 0.1588, d0.loss_iou: 0.3956, d1.loss_cls: 0.2348, d1.loss_bbox: 0.1576, d1.loss_iou: 0.3928, d2.loss_cls: 0.2182, d2.loss_bbox: 0.1555, d2.loss_iou: 0.3899, d3.loss_cls: 0.2109, d3.loss_bbox: 0.1560, d3.loss_iou: 0.3902, d4.loss_cls: 0.2086, d4.loss_bbox: 0.1561, d4.loss_iou: 0.3901, dn_loss_cls: 0.0271, dn_loss_bbox: 0.2366, dn_loss_iou: 0.3527, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3629, d0.dn_loss_iou: 0.4800, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2678, d1.dn_loss_iou: 0.3847, d2.dn_loss_cls: 0.0312, d2.dn_loss_bbox: 0.2431, d2.dn_loss_iou: 0.3607, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2386, d3.dn_loss_iou: 0.3554, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2366, d4.dn_loss_iou: 0.3526, loss: 9.6007 2024-05-20 01:56:51,203 - mmdet - INFO - Epoch [7][1350/3665] lr: 2.000e-04, eta: 1 day, 20:11:33, time: 1.502, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2604, interm_loss_bbox: 0.1931, interm_loss_iou: 0.4320, loss_cls: 0.2119, loss_bbox: 0.1589, loss_iou: 0.3788, d0.loss_cls: 0.2738, d0.loss_bbox: 0.1642, d0.loss_iou: 0.3849, d1.loss_cls: 0.2380, d1.loss_bbox: 0.1625, d1.loss_iou: 0.3837, d2.loss_cls: 0.2226, d2.loss_bbox: 0.1596, d2.loss_iou: 0.3803, d3.loss_cls: 0.2155, d3.loss_bbox: 0.1589, d3.loss_iou: 0.3787, d4.loss_cls: 0.2133, d4.loss_bbox: 0.1585, d4.loss_iou: 0.3786, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2540, dn_loss_iou: 0.3565, d0.dn_loss_cls: 0.0644, d0.dn_loss_bbox: 0.3782, d0.dn_loss_iou: 0.4832, d1.dn_loss_cls: 0.0379, d1.dn_loss_bbox: 0.2852, d1.dn_loss_iou: 0.3893, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2601, d2.dn_loss_iou: 0.3646, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2559, d3.dn_loss_iou: 0.3596, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2540, d4.dn_loss_iou: 0.3565, loss: 9.7242 2024-05-20 01:58:06,220 - mmdet - INFO - Epoch [7][1400/3665] lr: 2.000e-04, eta: 1 day, 20:10:28, time: 1.500, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2609, interm_loss_bbox: 0.1921, interm_loss_iou: 0.4338, loss_cls: 0.2135, loss_bbox: 0.1574, loss_iou: 0.3812, d0.loss_cls: 0.2725, d0.loss_bbox: 0.1641, d0.loss_iou: 0.3908, d1.loss_cls: 0.2385, d1.loss_bbox: 0.1621, d1.loss_iou: 0.3862, d2.loss_cls: 0.2245, d2.loss_bbox: 0.1575, d2.loss_iou: 0.3826, d3.loss_cls: 0.2165, d3.loss_bbox: 0.1580, d3.loss_iou: 0.3823, d4.loss_cls: 0.2143, d4.loss_bbox: 0.1577, d4.loss_iou: 0.3815, dn_loss_cls: 0.0275, dn_loss_bbox: 0.2442, dn_loss_iou: 0.3428, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3757, d0.dn_loss_iou: 0.4706, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2764, d1.dn_loss_iou: 0.3751, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2504, d2.dn_loss_iou: 0.3507, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2459, d3.dn_loss_iou: 0.3455, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2442, d4.dn_loss_iou: 0.3427, loss: 9.6079 2024-05-20 01:59:20,310 - mmdet - INFO - Epoch [7][1450/3665] lr: 2.000e-04, eta: 1 day, 20:09:19, time: 1.482, data_time: 0.019, memory: 41052, interm_loss_cls: 0.2586, interm_loss_bbox: 0.1970, interm_loss_iou: 0.4233, loss_cls: 0.2101, loss_bbox: 0.1661, loss_iou: 0.3736, d0.loss_cls: 0.2738, d0.loss_bbox: 0.1669, d0.loss_iou: 0.3790, d1.loss_cls: 0.2382, d1.loss_bbox: 0.1680, d1.loss_iou: 0.3780, d2.loss_cls: 0.2220, d2.loss_bbox: 0.1660, d2.loss_iou: 0.3746, d3.loss_cls: 0.2126, d3.loss_bbox: 0.1668, d3.loss_iou: 0.3753, d4.loss_cls: 0.2112, d4.loss_bbox: 0.1657, d4.loss_iou: 0.3737, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2458, dn_loss_iou: 0.3455, d0.dn_loss_cls: 0.0630, d0.dn_loss_bbox: 0.3705, d0.dn_loss_iou: 0.4720, d1.dn_loss_cls: 0.0365, d1.dn_loss_bbox: 0.2770, d1.dn_loss_iou: 0.3794, d2.dn_loss_cls: 0.0310, d2.dn_loss_bbox: 0.2521, d2.dn_loss_iou: 0.3541, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2477, d3.dn_loss_iou: 0.3487, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2459, d4.dn_loss_iou: 0.3455, loss: 9.5966 2024-05-20 02:00:31,984 - mmdet - INFO - Epoch [7][1500/3665] lr: 2.000e-04, eta: 1 day, 20:07:58, time: 1.433, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2557, interm_loss_bbox: 0.1904, interm_loss_iou: 0.4266, loss_cls: 0.2095, loss_bbox: 0.1608, loss_iou: 0.3785, d0.loss_cls: 0.2704, d0.loss_bbox: 0.1645, d0.loss_iou: 0.3854, d1.loss_cls: 0.2350, d1.loss_bbox: 0.1636, d1.loss_iou: 0.3845, d2.loss_cls: 0.2219, d2.loss_bbox: 0.1602, d2.loss_iou: 0.3786, d3.loss_cls: 0.2124, d3.loss_bbox: 0.1609, d3.loss_iou: 0.3793, d4.loss_cls: 0.2104, d4.loss_bbox: 0.1610, d4.loss_iou: 0.3785, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2526, dn_loss_iou: 0.3471, d0.dn_loss_cls: 0.0628, d0.dn_loss_bbox: 0.3856, d0.dn_loss_iou: 0.4765, d1.dn_loss_cls: 0.0365, d1.dn_loss_bbox: 0.2847, d1.dn_loss_iou: 0.3798, d2.dn_loss_cls: 0.0309, d2.dn_loss_bbox: 0.2592, d2.dn_loss_iou: 0.3556, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2546, d3.dn_loss_iou: 0.3502, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2526, d4.dn_loss_iou: 0.3471, loss: 9.6447 2024-05-20 02:01:46,516 - mmdet - INFO - Epoch [7][1550/3665] lr: 2.000e-04, eta: 1 day, 20:06:51, time: 1.491, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2593, interm_loss_bbox: 0.1930, interm_loss_iou: 0.4315, loss_cls: 0.2086, loss_bbox: 0.1655, loss_iou: 0.3853, d0.loss_cls: 0.2723, d0.loss_bbox: 0.1671, d0.loss_iou: 0.3900, d1.loss_cls: 0.2377, d1.loss_bbox: 0.1654, d1.loss_iou: 0.3873, d2.loss_cls: 0.2193, d2.loss_bbox: 0.1660, d2.loss_iou: 0.3866, d3.loss_cls: 0.2126, d3.loss_bbox: 0.1650, d3.loss_iou: 0.3854, d4.loss_cls: 0.2101, d4.loss_bbox: 0.1655, d4.loss_iou: 0.3851, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2586, dn_loss_iou: 0.3573, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3884, d0.dn_loss_iou: 0.4898, d1.dn_loss_cls: 0.0383, d1.dn_loss_bbox: 0.2908, d1.dn_loss_iou: 0.3909, d2.dn_loss_cls: 0.0327, d2.dn_loss_bbox: 0.2649, d2.dn_loss_iou: 0.3656, d3.dn_loss_cls: 0.0296, d3.dn_loss_bbox: 0.2607, d3.dn_loss_iou: 0.3605, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2586, d4.dn_loss_iou: 0.3572, loss: 9.8245 2024-05-20 02:02:58,552 - mmdet - INFO - Epoch [7][1600/3665] lr: 2.000e-04, eta: 1 day, 20:05:32, time: 1.441, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2567, interm_loss_bbox: 0.1925, interm_loss_iou: 0.4210, loss_cls: 0.2061, loss_bbox: 0.1589, loss_iou: 0.3703, d0.loss_cls: 0.2693, d0.loss_bbox: 0.1634, d0.loss_iou: 0.3791, d1.loss_cls: 0.2349, d1.loss_bbox: 0.1604, d1.loss_iou: 0.3733, d2.loss_cls: 0.2181, d2.loss_bbox: 0.1590, d2.loss_iou: 0.3704, d3.loss_cls: 0.2089, d3.loss_bbox: 0.1592, d3.loss_iou: 0.3708, d4.loss_cls: 0.2069, d4.loss_bbox: 0.1590, d4.loss_iou: 0.3701, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2530, dn_loss_iou: 0.3501, d0.dn_loss_cls: 0.0613, d0.dn_loss_bbox: 0.3773, d0.dn_loss_iou: 0.4744, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2838, d1.dn_loss_iou: 0.3823, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2590, d2.dn_loss_iou: 0.3576, d3.dn_loss_cls: 0.0268, d3.dn_loss_bbox: 0.2548, d3.dn_loss_iou: 0.3528, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2531, d4.dn_loss_iou: 0.3500, loss: 9.5611 2024-05-20 02:04:13,951 - mmdet - INFO - Epoch [7][1650/3665] lr: 2.000e-04, eta: 1 day, 20:04:29, time: 1.508, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2635, interm_loss_bbox: 0.1931, interm_loss_iou: 0.4215, loss_cls: 0.2102, loss_bbox: 0.1660, loss_iou: 0.3775, d0.loss_cls: 0.2810, d0.loss_bbox: 0.1666, d0.loss_iou: 0.3847, d1.loss_cls: 0.2466, d1.loss_bbox: 0.1664, d1.loss_iou: 0.3803, d2.loss_cls: 0.2236, d2.loss_bbox: 0.1663, d2.loss_iou: 0.3778, d3.loss_cls: 0.2147, d3.loss_bbox: 0.1651, d3.loss_iou: 0.3779, d4.loss_cls: 0.2125, d4.loss_bbox: 0.1655, d4.loss_iou: 0.3767, dn_loss_cls: 0.0283, dn_loss_bbox: 0.2624, dn_loss_iou: 0.3553, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3867, d0.dn_loss_iou: 0.4814, d1.dn_loss_cls: 0.0389, d1.dn_loss_bbox: 0.2935, d1.dn_loss_iou: 0.3882, d2.dn_loss_cls: 0.0327, d2.dn_loss_bbox: 0.2690, d2.dn_loss_iou: 0.3635, d3.dn_loss_cls: 0.0295, d3.dn_loss_bbox: 0.2644, d3.dn_loss_iou: 0.3583, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2624, d4.dn_loss_iou: 0.3553, loss: 9.8006 2024-05-20 02:05:30,563 - mmdet - INFO - Epoch [7][1700/3665] lr: 2.000e-04, eta: 1 day, 20:03:31, time: 1.532, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2607, interm_loss_bbox: 0.1912, interm_loss_iou: 0.4426, loss_cls: 0.2133, loss_bbox: 0.1627, loss_iou: 0.3954, d0.loss_cls: 0.2761, d0.loss_bbox: 0.1659, d0.loss_iou: 0.3996, d1.loss_cls: 0.2395, d1.loss_bbox: 0.1663, d1.loss_iou: 0.3981, d2.loss_cls: 0.2233, d2.loss_bbox: 0.1635, d2.loss_iou: 0.3964, d3.loss_cls: 0.2146, d3.loss_bbox: 0.1638, d3.loss_iou: 0.3976, d4.loss_cls: 0.2140, d4.loss_bbox: 0.1627, d4.loss_iou: 0.3960, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2505, dn_loss_iou: 0.3559, d0.dn_loss_cls: 0.0637, d0.dn_loss_bbox: 0.3784, d0.dn_loss_iou: 0.4833, d1.dn_loss_cls: 0.0381, d1.dn_loss_bbox: 0.2838, d1.dn_loss_iou: 0.3895, d2.dn_loss_cls: 0.0323, d2.dn_loss_bbox: 0.2574, d2.dn_loss_iou: 0.3641, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2527, d3.dn_loss_iou: 0.3588, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2506, d4.dn_loss_iou: 0.3558, loss: 9.8430 2024-05-20 02:06:43,870 - mmdet - INFO - Epoch [7][1750/3665] lr: 2.000e-04, eta: 1 day, 20:02:18, time: 1.466, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2571, interm_loss_bbox: 0.1941, interm_loss_iou: 0.4384, loss_cls: 0.2120, loss_bbox: 0.1607, loss_iou: 0.3890, d0.loss_cls: 0.2700, d0.loss_bbox: 0.1673, d0.loss_iou: 0.3975, d1.loss_cls: 0.2384, d1.loss_bbox: 0.1643, d1.loss_iou: 0.3926, d2.loss_cls: 0.2248, d2.loss_bbox: 0.1607, d2.loss_iou: 0.3885, d3.loss_cls: 0.2157, d3.loss_bbox: 0.1609, d3.loss_iou: 0.3888, d4.loss_cls: 0.2127, d4.loss_bbox: 0.1609, d4.loss_iou: 0.3889, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2452, dn_loss_iou: 0.3620, d0.dn_loss_cls: 0.0633, d0.dn_loss_bbox: 0.3731, d0.dn_loss_iou: 0.4906, d1.dn_loss_cls: 0.0370, d1.dn_loss_bbox: 0.2783, d1.dn_loss_iou: 0.3946, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2521, d2.dn_loss_iou: 0.3699, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2472, d3.dn_loss_iou: 0.3649, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2452, d4.dn_loss_iou: 0.3619, loss: 9.7833 2024-05-20 02:07:59,101 - mmdet - INFO - Epoch [7][1800/3665] lr: 2.000e-04, eta: 1 day, 20:01:13, time: 1.505, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2598, interm_loss_bbox: 0.1888, interm_loss_iou: 0.4287, loss_cls: 0.2113, loss_bbox: 0.1581, loss_iou: 0.3796, d0.loss_cls: 0.2726, d0.loss_bbox: 0.1625, d0.loss_iou: 0.3874, d1.loss_cls: 0.2401, d1.loss_bbox: 0.1591, d1.loss_iou: 0.3834, d2.loss_cls: 0.2239, d2.loss_bbox: 0.1575, d2.loss_iou: 0.3791, d3.loss_cls: 0.2153, d3.loss_bbox: 0.1573, d3.loss_iou: 0.3788, d4.loss_cls: 0.2126, d4.loss_bbox: 0.1574, d4.loss_iou: 0.3793, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2453, dn_loss_iou: 0.3521, d0.dn_loss_cls: 0.0624, d0.dn_loss_bbox: 0.3713, d0.dn_loss_iou: 0.4828, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2760, d1.dn_loss_iou: 0.3851, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2516, d2.dn_loss_iou: 0.3602, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2468, d3.dn_loss_iou: 0.3547, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2452, d4.dn_loss_iou: 0.3520, loss: 9.6264 2024-05-20 02:09:14,269 - mmdet - INFO - Epoch [7][1850/3665] lr: 2.000e-04, eta: 1 day, 20:00:09, time: 1.503, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2596, interm_loss_bbox: 0.1954, interm_loss_iou: 0.4309, loss_cls: 0.2144, loss_bbox: 0.1609, loss_iou: 0.3800, d0.loss_cls: 0.2750, d0.loss_bbox: 0.1653, d0.loss_iou: 0.3866, d1.loss_cls: 0.2402, d1.loss_bbox: 0.1644, d1.loss_iou: 0.3851, d2.loss_cls: 0.2258, d2.loss_bbox: 0.1613, d2.loss_iou: 0.3807, d3.loss_cls: 0.2166, d3.loss_bbox: 0.1623, d3.loss_iou: 0.3806, d4.loss_cls: 0.2142, d4.loss_bbox: 0.1621, d4.loss_iou: 0.3805, dn_loss_cls: 0.0275, dn_loss_bbox: 0.2558, dn_loss_iou: 0.3506, d0.dn_loss_cls: 0.0638, d0.dn_loss_bbox: 0.3855, d0.dn_loss_iou: 0.4787, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2895, d1.dn_loss_iou: 0.3837, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2627, d2.dn_loss_iou: 0.3592, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2578, d3.dn_loss_iou: 0.3535, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2558, d4.dn_loss_iou: 0.3505, loss: 9.7426 2024-05-20 02:10:29,797 - mmdet - INFO - Epoch [7][1900/3665] lr: 2.000e-04, eta: 1 day, 19:59:06, time: 1.511, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2625, interm_loss_bbox: 0.1964, interm_loss_iou: 0.4329, loss_cls: 0.2143, loss_bbox: 0.1630, loss_iou: 0.3809, d0.loss_cls: 0.2757, d0.loss_bbox: 0.1675, d0.loss_iou: 0.3866, d1.loss_cls: 0.2403, d1.loss_bbox: 0.1654, d1.loss_iou: 0.3829, d2.loss_cls: 0.2252, d2.loss_bbox: 0.1637, d2.loss_iou: 0.3806, d3.loss_cls: 0.2163, d3.loss_bbox: 0.1642, d3.loss_iou: 0.3814, d4.loss_cls: 0.2151, d4.loss_bbox: 0.1633, d4.loss_iou: 0.3808, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2618, dn_loss_iou: 0.3496, d0.dn_loss_cls: 0.0643, d0.dn_loss_bbox: 0.3903, d0.dn_loss_iou: 0.4756, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2946, d1.dn_loss_iou: 0.3821, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2686, d2.dn_loss_iou: 0.3581, d3.dn_loss_cls: 0.0284, d3.dn_loss_bbox: 0.2639, d3.dn_loss_iou: 0.3527, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2618, d4.dn_loss_iou: 0.3495, loss: 9.7839 2024-05-20 02:11:43,149 - mmdet - INFO - Epoch [7][1950/3665] lr: 2.000e-04, eta: 1 day, 19:57:53, time: 1.467, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2612, interm_loss_bbox: 0.1948, interm_loss_iou: 0.4329, loss_cls: 0.2140, loss_bbox: 0.1583, loss_iou: 0.3765, d0.loss_cls: 0.2755, d0.loss_bbox: 0.1622, d0.loss_iou: 0.3829, d1.loss_cls: 0.2397, d1.loss_bbox: 0.1621, d1.loss_iou: 0.3806, d2.loss_cls: 0.2248, d2.loss_bbox: 0.1594, d2.loss_iou: 0.3767, d3.loss_cls: 0.2163, d3.loss_bbox: 0.1595, d3.loss_iou: 0.3771, d4.loss_cls: 0.2145, d4.loss_bbox: 0.1589, d4.loss_iou: 0.3764, dn_loss_cls: 0.0292, dn_loss_bbox: 0.2584, dn_loss_iou: 0.3563, d0.dn_loss_cls: 0.0663, d0.dn_loss_bbox: 0.3903, d0.dn_loss_iou: 0.4830, d1.dn_loss_cls: 0.0397, d1.dn_loss_bbox: 0.2923, d1.dn_loss_iou: 0.3903, d2.dn_loss_cls: 0.0337, d2.dn_loss_bbox: 0.2651, d2.dn_loss_iou: 0.3649, d3.dn_loss_cls: 0.0303, d3.dn_loss_bbox: 0.2603, d3.dn_loss_iou: 0.3593, d4.dn_loss_cls: 0.0294, d4.dn_loss_bbox: 0.2585, d4.dn_loss_iou: 0.3563, loss: 9.7677 2024-05-20 02:12:58,077 - mmdet - INFO - Epoch [7][2000/3665] lr: 2.000e-04, eta: 1 day, 19:56:47, time: 1.498, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2530, interm_loss_bbox: 0.1911, interm_loss_iou: 0.4267, loss_cls: 0.2083, loss_bbox: 0.1604, loss_iou: 0.3730, d0.loss_cls: 0.2697, d0.loss_bbox: 0.1627, d0.loss_iou: 0.3808, d1.loss_cls: 0.2331, d1.loss_bbox: 0.1635, d1.loss_iou: 0.3791, d2.loss_cls: 0.2181, d2.loss_bbox: 0.1614, d2.loss_iou: 0.3753, d3.loss_cls: 0.2107, d3.loss_bbox: 0.1609, d3.loss_iou: 0.3742, d4.loss_cls: 0.2083, d4.loss_bbox: 0.1609, d4.loss_iou: 0.3735, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2449, dn_loss_iou: 0.3495, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3695, d0.dn_loss_iou: 0.4754, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2771, d1.dn_loss_iou: 0.3823, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2512, d2.dn_loss_iou: 0.3578, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2468, d3.dn_loss_iou: 0.3525, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2450, d4.dn_loss_iou: 0.3495, loss: 9.5640 2024-05-20 02:14:10,090 - mmdet - INFO - Epoch [7][2050/3665] lr: 2.000e-04, eta: 1 day, 19:55:28, time: 1.440, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2574, interm_loss_bbox: 0.1889, interm_loss_iou: 0.4397, loss_cls: 0.2106, loss_bbox: 0.1596, loss_iou: 0.3922, d0.loss_cls: 0.2709, d0.loss_bbox: 0.1605, d0.loss_iou: 0.3980, d1.loss_cls: 0.2370, d1.loss_bbox: 0.1604, d1.loss_iou: 0.3951, d2.loss_cls: 0.2220, d2.loss_bbox: 0.1594, d2.loss_iou: 0.3925, d3.loss_cls: 0.2146, d3.loss_bbox: 0.1585, d3.loss_iou: 0.3924, d4.loss_cls: 0.2119, d4.loss_bbox: 0.1588, d4.loss_iou: 0.3921, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2550, dn_loss_iou: 0.3618, d0.dn_loss_cls: 0.0650, d0.dn_loss_bbox: 0.3790, d0.dn_loss_iou: 0.4854, d1.dn_loss_cls: 0.0384, d1.dn_loss_bbox: 0.2865, d1.dn_loss_iou: 0.3936, d2.dn_loss_cls: 0.0329, d2.dn_loss_bbox: 0.2608, d2.dn_loss_iou: 0.3696, d3.dn_loss_cls: 0.0298, d3.dn_loss_bbox: 0.2569, d3.dn_loss_iou: 0.3647, d4.dn_loss_cls: 0.0289, d4.dn_loss_bbox: 0.2550, d4.dn_loss_iou: 0.3617, loss: 9.8258 2024-05-20 02:15:21,662 - mmdet - INFO - Epoch [7][2100/3665] lr: 2.000e-04, eta: 1 day, 19:54:07, time: 1.431, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2672, interm_loss_bbox: 0.1875, interm_loss_iou: 0.4390, loss_cls: 0.2210, loss_bbox: 0.1570, loss_iou: 0.3911, d0.loss_cls: 0.2814, d0.loss_bbox: 0.1608, d0.loss_iou: 0.3977, d1.loss_cls: 0.2465, d1.loss_bbox: 0.1603, d1.loss_iou: 0.3969, d2.loss_cls: 0.2325, d2.loss_bbox: 0.1567, d2.loss_iou: 0.3916, d3.loss_cls: 0.2256, d3.loss_bbox: 0.1558, d3.loss_iou: 0.3908, d4.loss_cls: 0.2215, d4.loss_bbox: 0.1573, d4.loss_iou: 0.3916, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2383, dn_loss_iou: 0.3595, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3623, d0.dn_loss_iou: 0.4864, d1.dn_loss_cls: 0.0379, d1.dn_loss_bbox: 0.2698, d1.dn_loss_iou: 0.3924, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2445, d2.dn_loss_iou: 0.3674, d3.dn_loss_cls: 0.0290, d3.dn_loss_bbox: 0.2403, d3.dn_loss_iou: 0.3623, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2384, d4.dn_loss_iou: 0.3594, loss: 9.7695 2024-05-20 02:16:34,746 - mmdet - INFO - Epoch [7][2150/3665] lr: 2.000e-04, eta: 1 day, 19:52:53, time: 1.462, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2582, interm_loss_bbox: 0.1899, interm_loss_iou: 0.4318, loss_cls: 0.2122, loss_bbox: 0.1583, loss_iou: 0.3843, d0.loss_cls: 0.2738, d0.loss_bbox: 0.1637, d0.loss_iou: 0.3908, d1.loss_cls: 0.2393, d1.loss_bbox: 0.1619, d1.loss_iou: 0.3874, d2.loss_cls: 0.2235, d2.loss_bbox: 0.1591, d2.loss_iou: 0.3855, d3.loss_cls: 0.2158, d3.loss_bbox: 0.1582, d3.loss_iou: 0.3843, d4.loss_cls: 0.2132, d4.loss_bbox: 0.1583, d4.loss_iou: 0.3846, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2519, dn_loss_iou: 0.3552, d0.dn_loss_cls: 0.0632, d0.dn_loss_bbox: 0.3774, d0.dn_loss_iou: 0.4865, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2823, d1.dn_loss_iou: 0.3881, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2582, d2.dn_loss_iou: 0.3633, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2540, d3.dn_loss_iou: 0.3581, d4.dn_loss_cls: 0.0274, d4.dn_loss_bbox: 0.2519, d4.dn_loss_iou: 0.3551, loss: 9.7314 2024-05-20 02:17:50,627 - mmdet - INFO - Epoch [7][2200/3665] lr: 2.000e-04, eta: 1 day, 19:51:51, time: 1.518, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2600, interm_loss_bbox: 0.1961, interm_loss_iou: 0.4371, loss_cls: 0.2118, loss_bbox: 0.1638, loss_iou: 0.3887, d0.loss_cls: 0.2745, d0.loss_bbox: 0.1671, d0.loss_iou: 0.3936, d1.loss_cls: 0.2377, d1.loss_bbox: 0.1666, d1.loss_iou: 0.3933, d2.loss_cls: 0.2231, d2.loss_bbox: 0.1641, d2.loss_iou: 0.3897, d3.loss_cls: 0.2155, d3.loss_bbox: 0.1639, d3.loss_iou: 0.3889, d4.loss_cls: 0.2121, d4.loss_bbox: 0.1645, d4.loss_iou: 0.3892, dn_loss_cls: 0.0271, dn_loss_bbox: 0.2520, dn_loss_iou: 0.3564, d0.dn_loss_cls: 0.0633, d0.dn_loss_bbox: 0.3733, d0.dn_loss_iou: 0.4799, d1.dn_loss_cls: 0.0371, d1.dn_loss_bbox: 0.2817, d1.dn_loss_iou: 0.3879, d2.dn_loss_cls: 0.0317, d2.dn_loss_bbox: 0.2581, d2.dn_loss_iou: 0.3641, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2537, d3.dn_loss_iou: 0.3592, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2520, d4.dn_loss_iou: 0.3563, loss: 9.7913 2024-05-20 02:19:04,210 - mmdet - INFO - Epoch [7][2250/3665] lr: 2.000e-04, eta: 1 day, 19:50:39, time: 1.472, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2580, interm_loss_bbox: 0.1895, interm_loss_iou: 0.4248, loss_cls: 0.2109, loss_bbox: 0.1571, loss_iou: 0.3745, d0.loss_cls: 0.2711, d0.loss_bbox: 0.1622, d0.loss_iou: 0.3824, d1.loss_cls: 0.2350, d1.loss_bbox: 0.1617, d1.loss_iou: 0.3801, d2.loss_cls: 0.2208, d2.loss_bbox: 0.1583, d2.loss_iou: 0.3764, d3.loss_cls: 0.2141, d3.loss_bbox: 0.1577, d3.loss_iou: 0.3757, d4.loss_cls: 0.2113, d4.loss_bbox: 0.1571, d4.loss_iou: 0.3753, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2481, dn_loss_iou: 0.3493, d0.dn_loss_cls: 0.0625, d0.dn_loss_bbox: 0.3737, d0.dn_loss_iou: 0.4769, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2804, d1.dn_loss_iou: 0.3831, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2551, d2.dn_loss_iou: 0.3576, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2502, d3.dn_loss_iou: 0.3523, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2481, d4.dn_loss_iou: 0.3493, loss: 9.5943 2024-05-20 02:20:22,033 - mmdet - INFO - Epoch [7][2300/3665] lr: 2.000e-04, eta: 1 day, 19:49:46, time: 1.556, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2526, interm_loss_bbox: 0.1952, interm_loss_iou: 0.4342, loss_cls: 0.2054, loss_bbox: 0.1658, loss_iou: 0.3891, d0.loss_cls: 0.2687, d0.loss_bbox: 0.1671, d0.loss_iou: 0.3928, d1.loss_cls: 0.2314, d1.loss_bbox: 0.1676, d1.loss_iou: 0.3923, d2.loss_cls: 0.2152, d2.loss_bbox: 0.1663, d2.loss_iou: 0.3903, d3.loss_cls: 0.2087, d3.loss_bbox: 0.1659, d3.loss_iou: 0.3895, d4.loss_cls: 0.2062, d4.loss_bbox: 0.1664, d4.loss_iou: 0.3896, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2469, dn_loss_iou: 0.3540, d0.dn_loss_cls: 0.0613, d0.dn_loss_bbox: 0.3676, d0.dn_loss_iou: 0.4758, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2773, d1.dn_loss_iou: 0.3858, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2528, d2.dn_loss_iou: 0.3619, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2487, d3.dn_loss_iou: 0.3567, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2470, d4.dn_loss_iou: 0.3539, loss: 9.6960 2024-05-20 02:21:36,182 - mmdet - INFO - Epoch [7][2350/3665] lr: 2.000e-04, eta: 1 day, 19:48:37, time: 1.483, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2592, interm_loss_bbox: 0.1868, interm_loss_iou: 0.4309, loss_cls: 0.2113, loss_bbox: 0.1576, loss_iou: 0.3856, d0.loss_cls: 0.2732, d0.loss_bbox: 0.1635, d0.loss_iou: 0.3931, d1.loss_cls: 0.2361, d1.loss_bbox: 0.1614, d1.loss_iou: 0.3914, d2.loss_cls: 0.2220, d2.loss_bbox: 0.1581, d2.loss_iou: 0.3872, d3.loss_cls: 0.2155, d3.loss_bbox: 0.1565, d3.loss_iou: 0.3855, d4.loss_cls: 0.2124, d4.loss_bbox: 0.1576, d4.loss_iou: 0.3855, dn_loss_cls: 0.0276, dn_loss_bbox: 0.2400, dn_loss_iou: 0.3607, d0.dn_loss_cls: 0.0635, d0.dn_loss_bbox: 0.3607, d0.dn_loss_iou: 0.4860, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2699, d1.dn_loss_iou: 0.3932, d2.dn_loss_cls: 0.0322, d2.dn_loss_bbox: 0.2459, d2.dn_loss_iou: 0.3685, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2416, d3.dn_loss_iou: 0.3633, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2400, d4.dn_loss_iou: 0.3606, loss: 9.6786 2024-05-20 02:22:49,764 - mmdet - INFO - Epoch [7][2400/3665] lr: 2.000e-04, eta: 1 day, 19:47:25, time: 1.472, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2573, interm_loss_bbox: 0.1897, interm_loss_iou: 0.4341, loss_cls: 0.2121, loss_bbox: 0.1608, loss_iou: 0.3885, d0.loss_cls: 0.2731, d0.loss_bbox: 0.1637, d0.loss_iou: 0.3937, d1.loss_cls: 0.2391, d1.loss_bbox: 0.1624, d1.loss_iou: 0.3918, d2.loss_cls: 0.2218, d2.loss_bbox: 0.1627, d2.loss_iou: 0.3904, d3.loss_cls: 0.2155, d3.loss_bbox: 0.1611, d3.loss_iou: 0.3890, d4.loss_cls: 0.2138, d4.loss_bbox: 0.1604, d4.loss_iou: 0.3881, dn_loss_cls: 0.0264, dn_loss_bbox: 0.2498, dn_loss_iou: 0.3595, d0.dn_loss_cls: 0.0620, d0.dn_loss_bbox: 0.3732, d0.dn_loss_iou: 0.4828, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2806, d1.dn_loss_iou: 0.3918, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2563, d2.dn_loss_iou: 0.3676, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2515, d3.dn_loss_iou: 0.3623, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2498, d4.dn_loss_iou: 0.3594, loss: 9.7636 2024-05-20 02:24:09,016 - mmdet - INFO - Epoch [7][2450/3665] lr: 2.000e-04, eta: 1 day, 19:46:38, time: 1.585, data_time: 0.019, memory: 41052, interm_loss_cls: 0.2589, interm_loss_bbox: 0.1932, interm_loss_iou: 0.4269, loss_cls: 0.2139, loss_bbox: 0.1623, loss_iou: 0.3800, d0.loss_cls: 0.2709, d0.loss_bbox: 0.1674, d0.loss_iou: 0.3885, d1.loss_cls: 0.2373, d1.loss_bbox: 0.1661, d1.loss_iou: 0.3885, d2.loss_cls: 0.2238, d2.loss_bbox: 0.1628, d2.loss_iou: 0.3829, d3.loss_cls: 0.2174, d3.loss_bbox: 0.1620, d3.loss_iou: 0.3809, d4.loss_cls: 0.2145, d4.loss_bbox: 0.1623, d4.loss_iou: 0.3800, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2540, dn_loss_iou: 0.3524, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3822, d0.dn_loss_iou: 0.4812, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2873, d1.dn_loss_iou: 0.3857, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2605, d2.dn_loss_iou: 0.3607, d3.dn_loss_cls: 0.0287, d3.dn_loss_bbox: 0.2558, d3.dn_loss_iou: 0.3553, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2540, d4.dn_loss_iou: 0.3523, loss: 9.7390 2024-05-20 02:25:22,051 - mmdet - INFO - Epoch [7][2500/3665] lr: 2.000e-04, eta: 1 day, 19:45:23, time: 1.461, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2607, interm_loss_bbox: 0.1941, interm_loss_iou: 0.4363, loss_cls: 0.2134, loss_bbox: 0.1661, loss_iou: 0.3899, d0.loss_cls: 0.2736, d0.loss_bbox: 0.1694, d0.loss_iou: 0.3957, d1.loss_cls: 0.2396, d1.loss_bbox: 0.1676, d1.loss_iou: 0.3927, d2.loss_cls: 0.2238, d2.loss_bbox: 0.1660, d2.loss_iou: 0.3912, d3.loss_cls: 0.2165, d3.loss_bbox: 0.1658, d3.loss_iou: 0.3903, d4.loss_cls: 0.2140, d4.loss_bbox: 0.1661, d4.loss_iou: 0.3907, dn_loss_cls: 0.0288, dn_loss_bbox: 0.2622, dn_loss_iou: 0.3564, d0.dn_loss_cls: 0.0637, d0.dn_loss_bbox: 0.3908, d0.dn_loss_iou: 0.4843, d1.dn_loss_cls: 0.0387, d1.dn_loss_bbox: 0.2961, d1.dn_loss_iou: 0.3901, d2.dn_loss_cls: 0.0330, d2.dn_loss_bbox: 0.2694, d2.dn_loss_iou: 0.3649, d3.dn_loss_cls: 0.0300, d3.dn_loss_bbox: 0.2644, d3.dn_loss_iou: 0.3595, d4.dn_loss_cls: 0.0291, d4.dn_loss_bbox: 0.2623, d4.dn_loss_iou: 0.3564, loss: 9.9037 2024-05-20 02:26:37,260 - mmdet - INFO - Epoch [7][2550/3665] lr: 2.000e-04, eta: 1 day, 19:44:18, time: 1.504, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2615, interm_loss_bbox: 0.1929, interm_loss_iou: 0.4345, loss_cls: 0.2165, loss_bbox: 0.1614, loss_iou: 0.3847, d0.loss_cls: 0.2756, d0.loss_bbox: 0.1640, d0.loss_iou: 0.3910, d1.loss_cls: 0.2471, d1.loss_bbox: 0.1634, d1.loss_iou: 0.3871, d2.loss_cls: 0.2293, d2.loss_bbox: 0.1618, d2.loss_iou: 0.3860, d3.loss_cls: 0.2197, d3.loss_bbox: 0.1620, d3.loss_iou: 0.3858, d4.loss_cls: 0.2176, d4.loss_bbox: 0.1616, d4.loss_iou: 0.3850, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2593, dn_loss_iou: 0.3530, d0.dn_loss_cls: 0.0644, d0.dn_loss_bbox: 0.3827, d0.dn_loss_iou: 0.4768, d1.dn_loss_cls: 0.0385, d1.dn_loss_bbox: 0.2933, d1.dn_loss_iou: 0.3858, d2.dn_loss_cls: 0.0325, d2.dn_loss_bbox: 0.2660, d2.dn_loss_iou: 0.3614, d3.dn_loss_cls: 0.0295, d3.dn_loss_bbox: 0.2615, d3.dn_loss_iou: 0.3561, d4.dn_loss_cls: 0.0287, d4.dn_loss_bbox: 0.2594, d4.dn_loss_iou: 0.3529, loss: 9.8190 2024-05-20 02:27:49,057 - mmdet - INFO - Epoch [7][2600/3665] lr: 2.000e-04, eta: 1 day, 19:42:58, time: 1.436, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2548, interm_loss_bbox: 0.1923, interm_loss_iou: 0.4270, loss_cls: 0.2093, loss_bbox: 0.1618, loss_iou: 0.3771, d0.loss_cls: 0.2686, d0.loss_bbox: 0.1649, d0.loss_iou: 0.3863, d1.loss_cls: 0.2414, d1.loss_bbox: 0.1669, d1.loss_iou: 0.3848, d2.loss_cls: 0.2217, d2.loss_bbox: 0.1626, d2.loss_iou: 0.3788, d3.loss_cls: 0.2132, d3.loss_bbox: 0.1621, d3.loss_iou: 0.3774, d4.loss_cls: 0.2109, d4.loss_bbox: 0.1618, d4.loss_iou: 0.3768, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2557, dn_loss_iou: 0.3492, d0.dn_loss_cls: 0.0629, d0.dn_loss_bbox: 0.3820, d0.dn_loss_iou: 0.4781, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2871, d1.dn_loss_iou: 0.3813, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2624, d2.dn_loss_iou: 0.3573, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2576, d3.dn_loss_iou: 0.3520, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2558, d4.dn_loss_iou: 0.3491, loss: 9.6804 2024-05-20 02:29:01,319 - mmdet - INFO - Epoch [7][2650/3665] lr: 2.000e-04, eta: 1 day, 19:41:41, time: 1.445, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2594, interm_loss_bbox: 0.1979, interm_loss_iou: 0.4320, loss_cls: 0.2153, loss_bbox: 0.1616, loss_iou: 0.3780, d0.loss_cls: 0.2745, d0.loss_bbox: 0.1676, d0.loss_iou: 0.3860, d1.loss_cls: 0.2440, d1.loss_bbox: 0.1641, d1.loss_iou: 0.3816, d2.loss_cls: 0.2261, d2.loss_bbox: 0.1636, d2.loss_iou: 0.3814, d3.loss_cls: 0.2183, d3.loss_bbox: 0.1622, d3.loss_iou: 0.3795, d4.loss_cls: 0.2155, d4.loss_bbox: 0.1620, d4.loss_iou: 0.3787, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2493, dn_loss_iou: 0.3578, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3674, d0.dn_loss_iou: 0.4831, d1.dn_loss_cls: 0.0380, d1.dn_loss_bbox: 0.2805, d1.dn_loss_iou: 0.3912, d2.dn_loss_cls: 0.0321, d2.dn_loss_bbox: 0.2558, d2.dn_loss_iou: 0.3657, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2513, d3.dn_loss_iou: 0.3608, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2493, d4.dn_loss_iou: 0.3577, loss: 9.7373 2024-05-20 02:30:13,048 - mmdet - INFO - Epoch [7][2700/3665] lr: 2.000e-04, eta: 1 day, 19:40:20, time: 1.435, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2593, interm_loss_bbox: 0.1928, interm_loss_iou: 0.4283, loss_cls: 0.2095, loss_bbox: 0.1598, loss_iou: 0.3784, d0.loss_cls: 0.2766, d0.loss_bbox: 0.1619, d0.loss_iou: 0.3832, d1.loss_cls: 0.2387, d1.loss_bbox: 0.1618, d1.loss_iou: 0.3809, d2.loss_cls: 0.2207, d2.loss_bbox: 0.1598, d2.loss_iou: 0.3786, d3.loss_cls: 0.2133, d3.loss_bbox: 0.1597, d3.loss_iou: 0.3776, d4.loss_cls: 0.2104, d4.loss_bbox: 0.1599, d4.loss_iou: 0.3784, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2538, dn_loss_iou: 0.3522, d0.dn_loss_cls: 0.0630, d0.dn_loss_bbox: 0.3866, d0.dn_loss_iou: 0.4853, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2889, d1.dn_loss_iou: 0.3864, d2.dn_loss_cls: 0.0313, d2.dn_loss_bbox: 0.2612, d2.dn_loss_iou: 0.3606, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2561, d3.dn_loss_iou: 0.3551, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2539, d4.dn_loss_iou: 0.3521, loss: 9.6963 2024-05-20 02:31:31,126 - mmdet - INFO - Epoch [7][2750/3665] lr: 2.000e-04, eta: 1 day, 19:39:28, time: 1.561, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2639, interm_loss_bbox: 0.1980, interm_loss_iou: 0.4254, loss_cls: 0.2148, loss_bbox: 0.1624, loss_iou: 0.3752, d0.loss_cls: 0.2780, d0.loss_bbox: 0.1706, d0.loss_iou: 0.3861, d1.loss_cls: 0.2429, d1.loss_bbox: 0.1658, d1.loss_iou: 0.3789, d2.loss_cls: 0.2265, d2.loss_bbox: 0.1636, d2.loss_iou: 0.3756, d3.loss_cls: 0.2180, d3.loss_bbox: 0.1627, d3.loss_iou: 0.3749, d4.loss_cls: 0.2154, d4.loss_bbox: 0.1631, d4.loss_iou: 0.3755, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2553, dn_loss_iou: 0.3450, d0.dn_loss_cls: 0.0651, d0.dn_loss_bbox: 0.3870, d0.dn_loss_iou: 0.4726, d1.dn_loss_cls: 0.0382, d1.dn_loss_bbox: 0.2883, d1.dn_loss_iou: 0.3785, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2618, d2.dn_loss_iou: 0.3535, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2569, d3.dn_loss_iou: 0.3479, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2553, d4.dn_loss_iou: 0.3450, loss: 9.7042 2024-05-20 02:32:45,227 - mmdet - INFO - Epoch [7][2800/3665] lr: 2.000e-04, eta: 1 day, 19:38:18, time: 1.482, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2578, interm_loss_bbox: 0.1935, interm_loss_iou: 0.4315, loss_cls: 0.2107, loss_bbox: 0.1637, loss_iou: 0.3841, d0.loss_cls: 0.2699, d0.loss_bbox: 0.1675, d0.loss_iou: 0.3911, d1.loss_cls: 0.2360, d1.loss_bbox: 0.1659, d1.loss_iou: 0.3869, d2.loss_cls: 0.2201, d2.loss_bbox: 0.1652, d2.loss_iou: 0.3849, d3.loss_cls: 0.2135, d3.loss_bbox: 0.1638, d3.loss_iou: 0.3847, d4.loss_cls: 0.2120, d4.loss_bbox: 0.1635, d4.loss_iou: 0.3843, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2561, dn_loss_iou: 0.3548, d0.dn_loss_cls: 0.0633, d0.dn_loss_bbox: 0.3771, d0.dn_loss_iou: 0.4788, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2859, d1.dn_loss_iou: 0.3866, d2.dn_loss_cls: 0.0322, d2.dn_loss_bbox: 0.2622, d2.dn_loss_iou: 0.3625, d3.dn_loss_cls: 0.0290, d3.dn_loss_bbox: 0.2579, d3.dn_loss_iou: 0.3576, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2562, d4.dn_loss_iou: 0.3548, loss: 9.7596 2024-05-20 02:33:59,499 - mmdet - INFO - Epoch [7][2850/3665] lr: 2.000e-04, eta: 1 day, 19:37:09, time: 1.485, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2671, interm_loss_bbox: 0.1875, interm_loss_iou: 0.4216, loss_cls: 0.2110, loss_bbox: 0.1611, loss_iou: 0.3806, d0.loss_cls: 0.2778, d0.loss_bbox: 0.1627, d0.loss_iou: 0.3846, d1.loss_cls: 0.2427, d1.loss_bbox: 0.1615, d1.loss_iou: 0.3822, d2.loss_cls: 0.2236, d2.loss_bbox: 0.1609, d2.loss_iou: 0.3810, d3.loss_cls: 0.2140, d3.loss_bbox: 0.1617, d3.loss_iou: 0.3815, d4.loss_cls: 0.2118, d4.loss_bbox: 0.1616, d4.loss_iou: 0.3810, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2541, dn_loss_iou: 0.3481, d0.dn_loss_cls: 0.0642, d0.dn_loss_bbox: 0.3828, d0.dn_loss_iou: 0.4768, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2872, d1.dn_loss_iou: 0.3815, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2608, d2.dn_loss_iou: 0.3564, d3.dn_loss_cls: 0.0281, d3.dn_loss_bbox: 0.2564, d3.dn_loss_iou: 0.3511, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2541, d4.dn_loss_iou: 0.3481, loss: 9.6894 2024-05-20 02:35:14,765 - mmdet - INFO - Epoch [7][2900/3665] lr: 2.000e-04, eta: 1 day, 19:36:04, time: 1.505, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2641, interm_loss_bbox: 0.1956, interm_loss_iou: 0.4310, loss_cls: 0.2141, loss_bbox: 0.1645, loss_iou: 0.3807, d0.loss_cls: 0.2801, d0.loss_bbox: 0.1665, d0.loss_iou: 0.3851, d1.loss_cls: 0.2421, d1.loss_bbox: 0.1670, d1.loss_iou: 0.3848, d2.loss_cls: 0.2255, d2.loss_bbox: 0.1650, d2.loss_iou: 0.3820, d3.loss_cls: 0.2178, d3.loss_bbox: 0.1647, d3.loss_iou: 0.3812, d4.loss_cls: 0.2144, d4.loss_bbox: 0.1651, d4.loss_iou: 0.3816, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2578, dn_loss_iou: 0.3454, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3938, d0.dn_loss_iou: 0.4795, d1.dn_loss_cls: 0.0379, d1.dn_loss_bbox: 0.2928, d1.dn_loss_iou: 0.3795, d2.dn_loss_cls: 0.0322, d2.dn_loss_bbox: 0.2648, d2.dn_loss_iou: 0.3539, d3.dn_loss_cls: 0.0291, d3.dn_loss_bbox: 0.2599, d3.dn_loss_iou: 0.3483, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2579, d4.dn_loss_iou: 0.3454, loss: 9.7704 2024-05-20 02:36:28,215 - mmdet - INFO - Epoch [7][2950/3665] lr: 2.000e-04, eta: 1 day, 19:34:51, time: 1.469, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2603, interm_loss_bbox: 0.1976, interm_loss_iou: 0.4284, loss_cls: 0.2130, loss_bbox: 0.1659, loss_iou: 0.3823, d0.loss_cls: 0.2739, d0.loss_bbox: 0.1712, d0.loss_iou: 0.3898, d1.loss_cls: 0.2427, d1.loss_bbox: 0.1691, d1.loss_iou: 0.3866, d2.loss_cls: 0.2238, d2.loss_bbox: 0.1676, d2.loss_iou: 0.3836, d3.loss_cls: 0.2164, d3.loss_bbox: 0.1658, d3.loss_iou: 0.3827, d4.loss_cls: 0.2136, d4.loss_bbox: 0.1668, d4.loss_iou: 0.3825, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2602, dn_loss_iou: 0.3452, d0.dn_loss_cls: 0.0639, d0.dn_loss_bbox: 0.3899, d0.dn_loss_iou: 0.4734, d1.dn_loss_cls: 0.0380, d1.dn_loss_bbox: 0.2930, d1.dn_loss_iou: 0.3788, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2666, d2.dn_loss_iou: 0.3534, d3.dn_loss_cls: 0.0291, d3.dn_loss_bbox: 0.2620, d3.dn_loss_iou: 0.3482, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2603, d4.dn_loss_iou: 0.3451, loss: 9.7788 2024-05-20 02:37:41,578 - mmdet - INFO - Epoch [7][3000/3665] lr: 2.000e-04, eta: 1 day, 19:33:38, time: 1.467, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2526, interm_loss_bbox: 0.1924, interm_loss_iou: 0.4240, loss_cls: 0.2069, loss_bbox: 0.1563, loss_iou: 0.3691, d0.loss_cls: 0.2677, d0.loss_bbox: 0.1628, d0.loss_iou: 0.3786, d1.loss_cls: 0.2341, d1.loss_bbox: 0.1604, d1.loss_iou: 0.3748, d2.loss_cls: 0.2170, d2.loss_bbox: 0.1589, d2.loss_iou: 0.3727, d3.loss_cls: 0.2099, d3.loss_bbox: 0.1574, d3.loss_iou: 0.3714, d4.loss_cls: 0.2079, d4.loss_bbox: 0.1564, d4.loss_iou: 0.3695, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2471, dn_loss_iou: 0.3409, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3809, d0.dn_loss_iou: 0.4713, d1.dn_loss_cls: 0.0354, d1.dn_loss_bbox: 0.2800, d1.dn_loss_iou: 0.3743, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2536, d2.dn_loss_iou: 0.3489, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2489, d3.dn_loss_iou: 0.3437, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2471, d4.dn_loss_iou: 0.3408, loss: 9.4813 2024-05-20 02:39:01,833 - mmdet - INFO - Epoch [7][3050/3665] lr: 2.000e-04, eta: 1 day, 19:32:54, time: 1.605, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2603, interm_loss_bbox: 0.1921, interm_loss_iou: 0.4258, loss_cls: 0.2135, loss_bbox: 0.1628, loss_iou: 0.3822, d0.loss_cls: 0.2747, d0.loss_bbox: 0.1653, d0.loss_iou: 0.3854, d1.loss_cls: 0.2412, d1.loss_bbox: 0.1633, d1.loss_iou: 0.3835, d2.loss_cls: 0.2226, d2.loss_bbox: 0.1638, d2.loss_iou: 0.3835, d3.loss_cls: 0.2170, d3.loss_bbox: 0.1622, d3.loss_iou: 0.3824, d4.loss_cls: 0.2142, d4.loss_bbox: 0.1633, d4.loss_iou: 0.3826, dn_loss_cls: 0.0282, dn_loss_bbox: 0.2536, dn_loss_iou: 0.3475, d0.dn_loss_cls: 0.0643, d0.dn_loss_bbox: 0.3824, d0.dn_loss_iou: 0.4723, d1.dn_loss_cls: 0.0380, d1.dn_loss_bbox: 0.2879, d1.dn_loss_iou: 0.3810, d2.dn_loss_cls: 0.0324, d2.dn_loss_bbox: 0.2606, d2.dn_loss_iou: 0.3560, d3.dn_loss_cls: 0.0290, d3.dn_loss_bbox: 0.2559, d3.dn_loss_iou: 0.3506, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2537, d4.dn_loss_iou: 0.3474, loss: 9.7108 2024-05-20 02:40:15,371 - mmdet - INFO - Epoch [7][3100/3665] lr: 2.000e-04, eta: 1 day, 19:31:42, time: 1.471, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2585, interm_loss_bbox: 0.1931, interm_loss_iou: 0.4266, loss_cls: 0.2139, loss_bbox: 0.1572, loss_iou: 0.3732, d0.loss_cls: 0.2743, d0.loss_bbox: 0.1657, d0.loss_iou: 0.3835, d1.loss_cls: 0.2432, d1.loss_bbox: 0.1610, d1.loss_iou: 0.3781, d2.loss_cls: 0.2245, d2.loss_bbox: 0.1600, d2.loss_iou: 0.3758, d3.loss_cls: 0.2163, d3.loss_bbox: 0.1583, d3.loss_iou: 0.3749, d4.loss_cls: 0.2142, d4.loss_bbox: 0.1579, d4.loss_iou: 0.3742, dn_loss_cls: 0.0274, dn_loss_bbox: 0.2479, dn_loss_iou: 0.3447, d0.dn_loss_cls: 0.0641, d0.dn_loss_bbox: 0.3821, d0.dn_loss_iou: 0.4758, d1.dn_loss_cls: 0.0375, d1.dn_loss_bbox: 0.2816, d1.dn_loss_iou: 0.3790, d2.dn_loss_cls: 0.0317, d2.dn_loss_bbox: 0.2549, d2.dn_loss_iou: 0.3533, d3.dn_loss_cls: 0.0286, d3.dn_loss_bbox: 0.2499, d3.dn_loss_iou: 0.3477, d4.dn_loss_cls: 0.0277, d4.dn_loss_bbox: 0.2479, d4.dn_loss_iou: 0.3447, loss: 9.6107 2024-05-20 02:41:26,465 - mmdet - INFO - Epoch [7][3150/3665] lr: 2.000e-04, eta: 1 day, 19:30:19, time: 1.422, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2616, interm_loss_bbox: 0.1853, interm_loss_iou: 0.4292, loss_cls: 0.2111, loss_bbox: 0.1602, loss_iou: 0.3864, d0.loss_cls: 0.2765, d0.loss_bbox: 0.1599, d0.loss_iou: 0.3882, d1.loss_cls: 0.2404, d1.loss_bbox: 0.1626, d1.loss_iou: 0.3905, d2.loss_cls: 0.2220, d2.loss_bbox: 0.1614, d2.loss_iou: 0.3887, d3.loss_cls: 0.2142, d3.loss_bbox: 0.1613, d3.loss_iou: 0.3882, d4.loss_cls: 0.2119, d4.loss_bbox: 0.1609, d4.loss_iou: 0.3867, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2491, dn_loss_iou: 0.3509, d0.dn_loss_cls: 0.0642, d0.dn_loss_bbox: 0.3763, d0.dn_loss_iou: 0.4793, d1.dn_loss_cls: 0.0382, d1.dn_loss_bbox: 0.2811, d1.dn_loss_iou: 0.3837, d2.dn_loss_cls: 0.0324, d2.dn_loss_bbox: 0.2556, d2.dn_loss_iou: 0.3589, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2508, d3.dn_loss_iou: 0.3538, d4.dn_loss_cls: 0.0282, d4.dn_loss_bbox: 0.2491, d4.dn_loss_iou: 0.3508, loss: 9.7067 2024-05-20 02:42:37,351 - mmdet - INFO - Epoch [7][3200/3665] lr: 2.000e-04, eta: 1 day, 19:28:56, time: 1.418, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2621, interm_loss_bbox: 0.1912, interm_loss_iou: 0.4267, loss_cls: 0.2153, loss_bbox: 0.1637, loss_iou: 0.3816, d0.loss_cls: 0.2777, d0.loss_bbox: 0.1657, d0.loss_iou: 0.3852, d1.loss_cls: 0.2450, d1.loss_bbox: 0.1639, d1.loss_iou: 0.3826, d2.loss_cls: 0.2276, d2.loss_bbox: 0.1634, d2.loss_iou: 0.3809, d3.loss_cls: 0.2201, d3.loss_bbox: 0.1630, d3.loss_iou: 0.3808, d4.loss_cls: 0.2167, d4.loss_bbox: 0.1632, d4.loss_iou: 0.3815, dn_loss_cls: 0.0277, dn_loss_bbox: 0.2530, dn_loss_iou: 0.3469, d0.dn_loss_cls: 0.0631, d0.dn_loss_bbox: 0.3784, d0.dn_loss_iou: 0.4713, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2829, d1.dn_loss_iou: 0.3779, d2.dn_loss_cls: 0.0319, d2.dn_loss_bbox: 0.2586, d2.dn_loss_iou: 0.3543, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2543, d3.dn_loss_iou: 0.3493, d4.dn_loss_cls: 0.0279, d4.dn_loss_bbox: 0.2530, d4.dn_loss_iou: 0.3467, loss: 9.7021 2024-05-20 02:43:49,168 - mmdet - INFO - Epoch [7][3250/3665] lr: 2.000e-04, eta: 1 day, 19:27:36, time: 1.436, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2592, interm_loss_bbox: 0.1901, interm_loss_iou: 0.4250, loss_cls: 0.2068, loss_bbox: 0.1654, loss_iou: 0.3808, d0.loss_cls: 0.2710, d0.loss_bbox: 0.1666, d0.loss_iou: 0.3869, d1.loss_cls: 0.2383, d1.loss_bbox: 0.1650, d1.loss_iou: 0.3816, d2.loss_cls: 0.2193, d2.loss_bbox: 0.1643, d2.loss_iou: 0.3793, d3.loss_cls: 0.2116, d3.loss_bbox: 0.1647, d3.loss_iou: 0.3797, d4.loss_cls: 0.2085, d4.loss_bbox: 0.1648, d4.loss_iou: 0.3804, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2470, dn_loss_iou: 0.3465, d0.dn_loss_cls: 0.0623, d0.dn_loss_bbox: 0.3747, d0.dn_loss_iou: 0.4763, d1.dn_loss_cls: 0.0365, d1.dn_loss_bbox: 0.2789, d1.dn_loss_iou: 0.3801, d2.dn_loss_cls: 0.0312, d2.dn_loss_bbox: 0.2536, d2.dn_loss_iou: 0.3547, d3.dn_loss_cls: 0.0280, d3.dn_loss_bbox: 0.2490, d3.dn_loss_iou: 0.3494, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2470, d4.dn_loss_iou: 0.3464, loss: 9.6248 2024-05-20 02:45:00,251 - mmdet - INFO - Epoch [7][3300/3665] lr: 2.000e-04, eta: 1 day, 19:26:13, time: 1.422, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2563, interm_loss_bbox: 0.1893, interm_loss_iou: 0.4354, loss_cls: 0.2090, loss_bbox: 0.1593, loss_iou: 0.3895, d0.loss_cls: 0.2729, d0.loss_bbox: 0.1624, d0.loss_iou: 0.3940, d1.loss_cls: 0.2362, d1.loss_bbox: 0.1613, d1.loss_iou: 0.3912, d2.loss_cls: 0.2189, d2.loss_bbox: 0.1608, d2.loss_iou: 0.3904, d3.loss_cls: 0.2115, d3.loss_bbox: 0.1605, d3.loss_iou: 0.3900, d4.loss_cls: 0.2103, d4.loss_bbox: 0.1595, d4.loss_iou: 0.3885, dn_loss_cls: 0.0273, dn_loss_bbox: 0.2450, dn_loss_iou: 0.3502, d0.dn_loss_cls: 0.0650, d0.dn_loss_bbox: 0.3752, d0.dn_loss_iou: 0.4786, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2780, d1.dn_loss_iou: 0.3830, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2522, d2.dn_loss_iou: 0.3579, d3.dn_loss_cls: 0.0286, d3.dn_loss_bbox: 0.2472, d3.dn_loss_iou: 0.3528, d4.dn_loss_cls: 0.0276, d4.dn_loss_bbox: 0.2450, d4.dn_loss_iou: 0.3501, loss: 9.6799 2024-05-20 02:46:19,014 - mmdet - INFO - Epoch [7][3350/3665] lr: 2.000e-04, eta: 1 day, 19:25:23, time: 1.575, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2612, interm_loss_bbox: 0.1980, interm_loss_iou: 0.4226, loss_cls: 0.2115, loss_bbox: 0.1643, loss_iou: 0.3733, d0.loss_cls: 0.2759, d0.loss_bbox: 0.1674, d0.loss_iou: 0.3779, d1.loss_cls: 0.2393, d1.loss_bbox: 0.1656, d1.loss_iou: 0.3757, d2.loss_cls: 0.2231, d2.loss_bbox: 0.1638, d2.loss_iou: 0.3739, d3.loss_cls: 0.2149, d3.loss_bbox: 0.1638, d3.loss_iou: 0.3732, d4.loss_cls: 0.2130, d4.loss_bbox: 0.1638, d4.loss_iou: 0.3734, dn_loss_cls: 0.0269, dn_loss_bbox: 0.2573, dn_loss_iou: 0.3492, d0.dn_loss_cls: 0.0642, d0.dn_loss_bbox: 0.3862, d0.dn_loss_iou: 0.4767, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2903, d1.dn_loss_iou: 0.3824, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2638, d2.dn_loss_iou: 0.3572, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2591, d3.dn_loss_iou: 0.3517, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2573, d4.dn_loss_iou: 0.3491, loss: 9.6915 2024-05-20 02:47:32,917 - mmdet - INFO - Epoch [7][3400/3665] lr: 2.000e-04, eta: 1 day, 19:24:12, time: 1.478, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2583, interm_loss_bbox: 0.1947, interm_loss_iou: 0.4359, loss_cls: 0.2092, loss_bbox: 0.1645, loss_iou: 0.3892, d0.loss_cls: 0.2741, d0.loss_bbox: 0.1677, d0.loss_iou: 0.3950, d1.loss_cls: 0.2383, d1.loss_bbox: 0.1661, d1.loss_iou: 0.3933, d2.loss_cls: 0.2201, d2.loss_bbox: 0.1656, d2.loss_iou: 0.3912, d3.loss_cls: 0.2128, d3.loss_bbox: 0.1643, d3.loss_iou: 0.3904, d4.loss_cls: 0.2107, d4.loss_bbox: 0.1642, d4.loss_iou: 0.3887, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2394, dn_loss_iou: 0.3533, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3612, d0.dn_loss_iou: 0.4822, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2699, d1.dn_loss_iou: 0.3857, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2458, d2.dn_loss_iou: 0.3612, d3.dn_loss_cls: 0.0270, d3.dn_loss_bbox: 0.2414, d3.dn_loss_iou: 0.3560, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2395, d4.dn_loss_iou: 0.3532, loss: 9.6896 2024-05-20 02:48:48,883 - mmdet - INFO - Epoch [7][3450/3665] lr: 2.000e-04, eta: 1 day, 19:23:10, time: 1.519, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2627, interm_loss_bbox: 0.2023, interm_loss_iou: 0.4268, loss_cls: 0.2128, loss_bbox: 0.1678, loss_iou: 0.3747, d0.loss_cls: 0.2795, d0.loss_bbox: 0.1730, d0.loss_iou: 0.3820, d1.loss_cls: 0.2428, d1.loss_bbox: 0.1736, d1.loss_iou: 0.3814, d2.loss_cls: 0.2278, d2.loss_bbox: 0.1670, d2.loss_iou: 0.3740, d3.loss_cls: 0.2164, d3.loss_bbox: 0.1686, d3.loss_iou: 0.3758, d4.loss_cls: 0.2146, d4.loss_bbox: 0.1673, d4.loss_iou: 0.3747, dn_loss_cls: 0.0280, dn_loss_bbox: 0.2572, dn_loss_iou: 0.3488, d0.dn_loss_cls: 0.0650, d0.dn_loss_bbox: 0.3858, d0.dn_loss_iou: 0.4787, d1.dn_loss_cls: 0.0385, d1.dn_loss_bbox: 0.2902, d1.dn_loss_iou: 0.3832, d2.dn_loss_cls: 0.0326, d2.dn_loss_bbox: 0.2642, d2.dn_loss_iou: 0.3577, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2594, d3.dn_loss_iou: 0.3521, d4.dn_loss_cls: 0.0283, d4.dn_loss_bbox: 0.2572, d4.dn_loss_iou: 0.3488, loss: 9.7706 2024-05-20 02:50:02,189 - mmdet - INFO - Epoch [7][3500/3665] lr: 2.000e-04, eta: 1 day, 19:21:56, time: 1.466, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2531, interm_loss_bbox: 0.1912, interm_loss_iou: 0.4233, loss_cls: 0.2044, loss_bbox: 0.1606, loss_iou: 0.3768, d0.loss_cls: 0.2736, d0.loss_bbox: 0.1652, d0.loss_iou: 0.3823, d1.loss_cls: 0.2384, d1.loss_bbox: 0.1629, d1.loss_iou: 0.3784, d2.loss_cls: 0.2163, d2.loss_bbox: 0.1613, d2.loss_iou: 0.3781, d3.loss_cls: 0.2087, d3.loss_bbox: 0.1608, d3.loss_iou: 0.3779, d4.loss_cls: 0.2054, d4.loss_bbox: 0.1607, d4.loss_iou: 0.3769, dn_loss_cls: 0.0291, dn_loss_bbox: 0.2514, dn_loss_iou: 0.3477, d0.dn_loss_cls: 0.0653, d0.dn_loss_bbox: 0.3839, d0.dn_loss_iou: 0.4818, d1.dn_loss_cls: 0.0389, d1.dn_loss_bbox: 0.2846, d1.dn_loss_iou: 0.3820, d2.dn_loss_cls: 0.0333, d2.dn_loss_bbox: 0.2582, d2.dn_loss_iou: 0.3562, d3.dn_loss_cls: 0.0302, d3.dn_loss_bbox: 0.2533, d3.dn_loss_iou: 0.3507, d4.dn_loss_cls: 0.0293, d4.dn_loss_bbox: 0.2514, d4.dn_loss_iou: 0.3476, loss: 9.6310 2024-05-20 02:51:15,608 - mmdet - INFO - Epoch [7][3550/3665] lr: 2.000e-04, eta: 1 day, 19:20:43, time: 1.468, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2542, interm_loss_bbox: 0.1938, interm_loss_iou: 0.4266, loss_cls: 0.2094, loss_bbox: 0.1590, loss_iou: 0.3748, d0.loss_cls: 0.2820, d0.loss_bbox: 0.1629, d0.loss_iou: 0.3844, d1.loss_cls: 0.2427, d1.loss_bbox: 0.1618, d1.loss_iou: 0.3794, d2.loss_cls: 0.2242, d2.loss_bbox: 0.1590, d2.loss_iou: 0.3747, d3.loss_cls: 0.2147, d3.loss_bbox: 0.1584, d3.loss_iou: 0.3738, d4.loss_cls: 0.2119, d4.loss_bbox: 0.1577, d4.loss_iou: 0.3741, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2467, dn_loss_iou: 0.3372, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3827, d0.dn_loss_iou: 0.4667, d1.dn_loss_cls: 0.0375, d1.dn_loss_bbox: 0.2815, d1.dn_loss_iou: 0.3707, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2537, d2.dn_loss_iou: 0.3451, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2489, d3.dn_loss_iou: 0.3402, d4.dn_loss_cls: 0.0281, d4.dn_loss_bbox: 0.2467, d4.dn_loss_iou: 0.3371, loss: 9.5549 2024-05-20 02:52:31,745 - mmdet - INFO - Epoch [7][3600/3665] lr: 2.000e-04, eta: 1 day, 19:19:42, time: 1.523, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2561, interm_loss_bbox: 0.1964, interm_loss_iou: 0.4269, loss_cls: 0.2115, loss_bbox: 0.1647, loss_iou: 0.3776, d0.loss_cls: 0.2912, d0.loss_bbox: 0.1663, d0.loss_iou: 0.3833, d1.loss_cls: 0.2474, d1.loss_bbox: 0.1657, d1.loss_iou: 0.3824, d2.loss_cls: 0.2260, d2.loss_bbox: 0.1641, d2.loss_iou: 0.3792, d3.loss_cls: 0.2171, d3.loss_bbox: 0.1634, d3.loss_iou: 0.3771, d4.loss_cls: 0.2128, d4.loss_bbox: 0.1649, d4.loss_iou: 0.3779, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2537, dn_loss_iou: 0.3530, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3846, d0.dn_loss_iou: 0.4856, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2868, d1.dn_loss_iou: 0.3881, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2605, d2.dn_loss_iou: 0.3617, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2557, d3.dn_loss_iou: 0.3560, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2537, d4.dn_loss_iou: 0.3529, loss: 9.7588 2024-05-20 02:53:50,476 - mmdet - INFO - Epoch [7][3650/3665] lr: 2.000e-04, eta: 1 day, 19:18:50, time: 1.574, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2691, interm_loss_bbox: 0.1920, interm_loss_iou: 0.4442, loss_cls: 0.2239, loss_bbox: 0.1625, loss_iou: 0.3957, d0.loss_cls: 0.3057, d0.loss_bbox: 0.1662, d0.loss_iou: 0.4054, d1.loss_cls: 0.2615, d1.loss_bbox: 0.1645, d1.loss_iou: 0.3991, d2.loss_cls: 0.2387, d2.loss_bbox: 0.1618, d2.loss_iou: 0.3955, d3.loss_cls: 0.2289, d3.loss_bbox: 0.1615, d3.loss_iou: 0.3949, d4.loss_cls: 0.2251, d4.loss_bbox: 0.1622, d4.loss_iou: 0.3960, dn_loss_cls: 0.0300, dn_loss_bbox: 0.2543, dn_loss_iou: 0.3618, d0.dn_loss_cls: 0.0662, d0.dn_loss_bbox: 0.3886, d0.dn_loss_iou: 0.4982, d1.dn_loss_cls: 0.0402, d1.dn_loss_bbox: 0.2883, d1.dn_loss_iou: 0.3966, d2.dn_loss_cls: 0.0341, d2.dn_loss_bbox: 0.2615, d2.dn_loss_iou: 0.3703, d3.dn_loss_cls: 0.0309, d3.dn_loss_bbox: 0.2563, d3.dn_loss_iou: 0.3647, d4.dn_loss_cls: 0.0301, d4.dn_loss_bbox: 0.2543, d4.dn_loss_iou: 0.3617, loss: 10.0427 2024-05-20 02:54:15,131 - mmdet - INFO - Saving checkpoint at 7 epochs 2024-05-20 02:57:05,876 - mmdet - INFO - Evaluating bbox... 2024-05-20 02:58:55,088 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.531 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.718 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.354 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.697 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.737 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.741 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.741 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.584 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.789 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.900 2024-05-20 02:58:57,311 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-20 02:58:57,313 - mmdet - INFO - Epoch(val) [7][313] bbox_mAP: 0.5310, bbox_mAP_50: 0.7180, bbox_mAP_75: 0.5810, bbox_mAP_s: 0.3540, bbox_mAP_m: 0.5700, bbox_mAP_l: 0.6970, bbox_mAP_copypaste: 0.531 0.718 0.581 0.354 0.570 0.697 2024-05-20 03:00:22,462 - mmdet - INFO - Epoch [8][50/3665] lr: 2.000e-04, eta: 1 day, 19:16:33, time: 1.702, data_time: 0.103, memory: 41052, interm_loss_cls: 0.2595, interm_loss_bbox: 0.1933, interm_loss_iou: 0.4319, loss_cls: 0.2112, loss_bbox: 0.1645, loss_iou: 0.3850, d0.loss_cls: 0.2987, d0.loss_bbox: 0.1674, d0.loss_iou: 0.3925, d1.loss_cls: 0.2629, d1.loss_bbox: 0.1677, d1.loss_iou: 0.3915, d2.loss_cls: 0.2297, d2.loss_bbox: 0.1642, d2.loss_iou: 0.3853, d3.loss_cls: 0.2163, d3.loss_bbox: 0.1653, d3.loss_iou: 0.3860, d4.loss_cls: 0.2132, d4.loss_bbox: 0.1643, d4.loss_iou: 0.3847, dn_loss_cls: 0.0278, dn_loss_bbox: 0.2461, dn_loss_iou: 0.3507, d0.dn_loss_cls: 0.0652, d0.dn_loss_bbox: 0.3733, d0.dn_loss_iou: 0.4816, d1.dn_loss_cls: 0.0383, d1.dn_loss_bbox: 0.2784, d1.dn_loss_iou: 0.3851, d2.dn_loss_cls: 0.0322, d2.dn_loss_bbox: 0.2525, d2.dn_loss_iou: 0.3589, d3.dn_loss_cls: 0.0289, d3.dn_loss_bbox: 0.2477, d3.dn_loss_iou: 0.3535, d4.dn_loss_cls: 0.0280, d4.dn_loss_bbox: 0.2461, d4.dn_loss_iou: 0.3506, loss: 9.7799 2024-05-20 03:01:35,468 - mmdet - INFO - Epoch [8][100/3665] lr: 2.000e-04, eta: 1 day, 19:15:18, time: 1.460, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2546, interm_loss_bbox: 0.1867, interm_loss_iou: 0.4209, loss_cls: 0.2070, loss_bbox: 0.1557, loss_iou: 0.3707, d0.loss_cls: 0.2859, d0.loss_bbox: 0.1598, d0.loss_iou: 0.3802, d1.loss_cls: 0.2465, d1.loss_bbox: 0.1591, d1.loss_iou: 0.3763, d2.loss_cls: 0.2224, d2.loss_bbox: 0.1559, d2.loss_iou: 0.3717, d3.loss_cls: 0.2109, d3.loss_bbox: 0.1560, d3.loss_iou: 0.3717, d4.loss_cls: 0.2081, d4.loss_bbox: 0.1553, d4.loss_iou: 0.3711, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2491, dn_loss_iou: 0.3511, d0.dn_loss_cls: 0.0626, d0.dn_loss_bbox: 0.3759, d0.dn_loss_iou: 0.4788, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2807, d1.dn_loss_iou: 0.3853, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2554, d2.dn_loss_iou: 0.3594, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2508, d3.dn_loss_iou: 0.3538, d4.dn_loss_cls: 0.0264, d4.dn_loss_bbox: 0.2491, d4.dn_loss_iou: 0.3511, loss: 9.5763 2024-05-20 03:02:47,002 - mmdet - INFO - Epoch [8][150/3665] lr: 2.000e-04, eta: 1 day, 19:13:58, time: 1.431, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2529, interm_loss_bbox: 0.1833, interm_loss_iou: 0.4307, loss_cls: 0.2052, loss_bbox: 0.1565, loss_iou: 0.3875, d0.loss_cls: 0.2903, d0.loss_bbox: 0.1588, d0.loss_iou: 0.3926, d1.loss_cls: 0.2494, d1.loss_bbox: 0.1578, d1.loss_iou: 0.3908, d2.loss_cls: 0.2224, d2.loss_bbox: 0.1555, d2.loss_iou: 0.3873, d3.loss_cls: 0.2108, d3.loss_bbox: 0.1559, d3.loss_iou: 0.3870, d4.loss_cls: 0.2068, d4.loss_bbox: 0.1564, d4.loss_iou: 0.3870, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2370, dn_loss_iou: 0.3443, d0.dn_loss_cls: 0.0628, d0.dn_loss_bbox: 0.3663, d0.dn_loss_iou: 0.4759, d1.dn_loss_cls: 0.0362, d1.dn_loss_bbox: 0.2688, d1.dn_loss_iou: 0.3774, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2434, d2.dn_loss_iou: 0.3525, d3.dn_loss_cls: 0.0271, d3.dn_loss_bbox: 0.2389, d3.dn_loss_iou: 0.3473, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2370, d4.dn_loss_iou: 0.3443, loss: 9.5669 2024-05-20 03:03:58,591 - mmdet - INFO - Epoch [8][200/3665] lr: 2.000e-04, eta: 1 day, 19:12:37, time: 1.431, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2529, interm_loss_bbox: 0.1901, interm_loss_iou: 0.4281, loss_cls: 0.2058, loss_bbox: 0.1612, loss_iou: 0.3785, d0.loss_cls: 0.2951, d0.loss_bbox: 0.1607, d0.loss_iou: 0.3850, d1.loss_cls: 0.2520, d1.loss_bbox: 0.1622, d1.loss_iou: 0.3843, d2.loss_cls: 0.2225, d2.loss_bbox: 0.1604, d2.loss_iou: 0.3803, d3.loss_cls: 0.2116, d3.loss_bbox: 0.1598, d3.loss_iou: 0.3792, d4.loss_cls: 0.2070, d4.loss_bbox: 0.1613, d4.loss_iou: 0.3793, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2504, dn_loss_iou: 0.3464, d0.dn_loss_cls: 0.0641, d0.dn_loss_bbox: 0.3815, d0.dn_loss_iou: 0.4779, d1.dn_loss_cls: 0.0379, d1.dn_loss_bbox: 0.2840, d1.dn_loss_iou: 0.3814, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2570, d2.dn_loss_iou: 0.3545, d3.dn_loss_cls: 0.0281, d3.dn_loss_bbox: 0.2521, d3.dn_loss_iou: 0.3493, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2504, d4.dn_loss_iou: 0.3463, loss: 9.6638 2024-05-20 03:05:11,858 - mmdet - INFO - Epoch [8][250/3665] lr: 2.000e-04, eta: 1 day, 19:11:24, time: 1.466, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2604, interm_loss_bbox: 0.1952, interm_loss_iou: 0.4313, loss_cls: 0.2116, loss_bbox: 0.1659, loss_iou: 0.3832, d0.loss_cls: 0.3033, d0.loss_bbox: 0.1714, d0.loss_iou: 0.3955, d1.loss_cls: 0.2628, d1.loss_bbox: 0.1673, d1.loss_iou: 0.3877, d2.loss_cls: 0.2309, d2.loss_bbox: 0.1653, d2.loss_iou: 0.3834, d3.loss_cls: 0.2172, d3.loss_bbox: 0.1655, d3.loss_iou: 0.3831, d4.loss_cls: 0.2133, d4.loss_bbox: 0.1656, d4.loss_iou: 0.3832, dn_loss_cls: 0.0285, dn_loss_bbox: 0.2554, dn_loss_iou: 0.3533, d0.dn_loss_cls: 0.0678, d0.dn_loss_bbox: 0.3880, d0.dn_loss_iou: 0.4864, d1.dn_loss_cls: 0.0403, d1.dn_loss_bbox: 0.2908, d1.dn_loss_iou: 0.3892, d2.dn_loss_cls: 0.0335, d2.dn_loss_bbox: 0.2625, d2.dn_loss_iou: 0.3618, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2576, d3.dn_loss_iou: 0.3566, d4.dn_loss_cls: 0.0290, d4.dn_loss_bbox: 0.2554, d4.dn_loss_iou: 0.3532, loss: 9.8825 2024-05-20 03:06:25,972 - mmdet - INFO - Epoch [8][300/3665] lr: 2.000e-04, eta: 1 day, 19:10:13, time: 1.482, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2558, interm_loss_bbox: 0.1901, interm_loss_iou: 0.4353, loss_cls: 0.2128, loss_bbox: 0.1612, loss_iou: 0.3877, d0.loss_cls: 0.2927, d0.loss_bbox: 0.1708, d0.loss_iou: 0.4054, d1.loss_cls: 0.2570, d1.loss_bbox: 0.1656, d1.loss_iou: 0.3956, d2.loss_cls: 0.2288, d2.loss_bbox: 0.1643, d2.loss_iou: 0.3912, d3.loss_cls: 0.2174, d3.loss_bbox: 0.1626, d3.loss_iou: 0.3890, d4.loss_cls: 0.2139, d4.loss_bbox: 0.1620, d4.loss_iou: 0.3881, dn_loss_cls: 0.0268, dn_loss_bbox: 0.2451, dn_loss_iou: 0.3531, d0.dn_loss_cls: 0.0642, d0.dn_loss_bbox: 0.3720, d0.dn_loss_iou: 0.4871, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2775, d1.dn_loss_iou: 0.3888, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2518, d2.dn_loss_iou: 0.3614, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2470, d3.dn_loss_iou: 0.3561, d4.dn_loss_cls: 0.0271, d4.dn_loss_bbox: 0.2452, d4.dn_loss_iou: 0.3530, loss: 9.8004 2024-05-20 03:07:37,662 - mmdet - INFO - Epoch [8][350/3665] lr: 2.000e-04, eta: 1 day, 19:08:53, time: 1.434, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2592, interm_loss_bbox: 0.1882, interm_loss_iou: 0.4260, loss_cls: 0.2145, loss_bbox: 0.1610, loss_iou: 0.3822, d0.loss_cls: 0.3006, d0.loss_bbox: 0.1663, d0.loss_iou: 0.3918, d1.loss_cls: 0.2639, d1.loss_bbox: 0.1632, d1.loss_iou: 0.3848, d2.loss_cls: 0.2343, d2.loss_bbox: 0.1611, d2.loss_iou: 0.3816, d3.loss_cls: 0.2195, d3.loss_bbox: 0.1622, d3.loss_iou: 0.3822, d4.loss_cls: 0.2153, d4.loss_bbox: 0.1617, d4.loss_iou: 0.3821, dn_loss_cls: 0.0268, dn_loss_bbox: 0.2405, dn_loss_iou: 0.3452, d0.dn_loss_cls: 0.0651, d0.dn_loss_bbox: 0.3704, d0.dn_loss_iou: 0.4807, d1.dn_loss_cls: 0.0378, d1.dn_loss_bbox: 0.2739, d1.dn_loss_iou: 0.3809, d2.dn_loss_cls: 0.0318, d2.dn_loss_bbox: 0.2470, d2.dn_loss_iou: 0.3535, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2425, d3.dn_loss_iou: 0.3481, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2406, d4.dn_loss_iou: 0.3452, loss: 9.6870 2024-05-20 03:08:48,643 - mmdet - INFO - Epoch [8][400/3665] lr: 2.000e-04, eta: 1 day, 19:07:31, time: 1.420, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2590, interm_loss_bbox: 0.1910, interm_loss_iou: 0.4149, loss_cls: 0.2109, loss_bbox: 0.1608, loss_iou: 0.3657, d0.loss_cls: 0.2932, d0.loss_bbox: 0.1683, d0.loss_iou: 0.3827, d1.loss_cls: 0.2625, d1.loss_bbox: 0.1642, d1.loss_iou: 0.3715, d2.loss_cls: 0.2312, d2.loss_bbox: 0.1610, d2.loss_iou: 0.3681, d3.loss_cls: 0.2186, d3.loss_bbox: 0.1592, d3.loss_iou: 0.3650, d4.loss_cls: 0.2123, d4.loss_bbox: 0.1608, d4.loss_iou: 0.3663, dn_loss_cls: 0.0269, dn_loss_bbox: 0.2618, dn_loss_iou: 0.3441, d0.dn_loss_cls: 0.0647, d0.dn_loss_bbox: 0.3988, d0.dn_loss_iou: 0.4805, d1.dn_loss_cls: 0.0381, d1.dn_loss_bbox: 0.2983, d1.dn_loss_iou: 0.3811, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2699, d2.dn_loss_iou: 0.3534, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2641, d3.dn_loss_iou: 0.3474, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2618, d4.dn_loss_iou: 0.3440, loss: 9.7091 2024-05-20 03:10:00,378 - mmdet - INFO - Epoch [8][450/3665] lr: 2.000e-04, eta: 1 day, 19:06:11, time: 1.435, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2528, interm_loss_bbox: 0.1923, interm_loss_iou: 0.4306, loss_cls: 0.2076, loss_bbox: 0.1587, loss_iou: 0.3814, d0.loss_cls: 0.2816, d0.loss_bbox: 0.1660, d0.loss_iou: 0.3922, d1.loss_cls: 0.2474, d1.loss_bbox: 0.1614, d1.loss_iou: 0.3844, d2.loss_cls: 0.2232, d2.loss_bbox: 0.1587, d2.loss_iou: 0.3817, d3.loss_cls: 0.2117, d3.loss_bbox: 0.1586, d3.loss_iou: 0.3816, d4.loss_cls: 0.2080, d4.loss_bbox: 0.1588, d4.loss_iou: 0.3821, dn_loss_cls: 0.0262, dn_loss_bbox: 0.2395, dn_loss_iou: 0.3484, d0.dn_loss_cls: 0.0638, d0.dn_loss_bbox: 0.3726, d0.dn_loss_iou: 0.4787, d1.dn_loss_cls: 0.0373, d1.dn_loss_bbox: 0.2745, d1.dn_loss_iou: 0.3829, d2.dn_loss_cls: 0.0311, d2.dn_loss_bbox: 0.2471, d2.dn_loss_iou: 0.3574, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2417, d3.dn_loss_iou: 0.3516, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2395, d4.dn_loss_iou: 0.3483, loss: 9.6158 2024-05-20 03:11:13,883 - mmdet - INFO - Epoch [8][500/3665] lr: 2.000e-04, eta: 1 day, 19:04:59, time: 1.470, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2565, interm_loss_bbox: 0.1888, interm_loss_iou: 0.4312, loss_cls: 0.2093, loss_bbox: 0.1610, loss_iou: 0.3892, d0.loss_cls: 0.2822, d0.loss_bbox: 0.1692, d0.loss_iou: 0.4016, d1.loss_cls: 0.2485, d1.loss_bbox: 0.1637, d1.loss_iou: 0.3912, d2.loss_cls: 0.2233, d2.loss_bbox: 0.1633, d2.loss_iou: 0.3901, d3.loss_cls: 0.2142, d3.loss_bbox: 0.1611, d3.loss_iou: 0.3889, d4.loss_cls: 0.2107, d4.loss_bbox: 0.1610, d4.loss_iou: 0.3888, dn_loss_cls: 0.0282, dn_loss_bbox: 0.2454, dn_loss_iou: 0.3486, d0.dn_loss_cls: 0.0648, d0.dn_loss_bbox: 0.3749, d0.dn_loss_iou: 0.4801, d1.dn_loss_cls: 0.0382, d1.dn_loss_bbox: 0.2791, d1.dn_loss_iou: 0.3835, d2.dn_loss_cls: 0.0324, d2.dn_loss_bbox: 0.2524, d2.dn_loss_iou: 0.3573, d3.dn_loss_cls: 0.0292, d3.dn_loss_bbox: 0.2475, d3.dn_loss_iou: 0.3518, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2455, d4.dn_loss_iou: 0.3486, loss: 9.7295 2024-05-20 03:12:25,905 - mmdet - INFO - Epoch [8][550/3665] lr: 2.000e-04, eta: 1 day, 19:03:40, time: 1.440, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2522, interm_loss_bbox: 0.1874, interm_loss_iou: 0.4156, loss_cls: 0.2069, loss_bbox: 0.1571, loss_iou: 0.3705, d0.loss_cls: 0.2780, d0.loss_bbox: 0.1645, d0.loss_iou: 0.3826, d1.loss_cls: 0.2462, d1.loss_bbox: 0.1602, d1.loss_iou: 0.3748, d2.loss_cls: 0.2217, d2.loss_bbox: 0.1585, d2.loss_iou: 0.3725, d3.loss_cls: 0.2109, d3.loss_bbox: 0.1578, d3.loss_iou: 0.3714, d4.loss_cls: 0.2082, d4.loss_bbox: 0.1573, d4.loss_iou: 0.3708, dn_loss_cls: 0.0275, dn_loss_bbox: 0.2515, dn_loss_iou: 0.3458, d0.dn_loss_cls: 0.0636, d0.dn_loss_bbox: 0.3847, d0.dn_loss_iou: 0.4769, d1.dn_loss_cls: 0.0376, d1.dn_loss_bbox: 0.2856, d1.dn_loss_iou: 0.3807, d2.dn_loss_cls: 0.0320, d2.dn_loss_bbox: 0.2587, d2.dn_loss_iou: 0.3545, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2536, d3.dn_loss_iou: 0.3488, d4.dn_loss_cls: 0.0279, d4.dn_loss_bbox: 0.2516, d4.dn_loss_iou: 0.3458, loss: 9.5811 2024-05-20 03:13:40,691 - mmdet - INFO - Epoch [8][600/3665] lr: 2.000e-04, eta: 1 day, 19:02:33, time: 1.496, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2556, interm_loss_bbox: 0.1825, interm_loss_iou: 0.4283, loss_cls: 0.2093, loss_bbox: 0.1563, loss_iou: 0.3856, d0.loss_cls: 0.2816, d0.loss_bbox: 0.1612, d0.loss_iou: 0.3934, d1.loss_cls: 0.2475, d1.loss_bbox: 0.1591, d1.loss_iou: 0.3902, d2.loss_cls: 0.2239, d2.loss_bbox: 0.1554, d2.loss_iou: 0.3854, d3.loss_cls: 0.2135, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3854, d4.loss_cls: 0.2111, d4.loss_bbox: 0.1561, d4.loss_iou: 0.3851, dn_loss_cls: 0.0286, dn_loss_bbox: 0.2601, dn_loss_iou: 0.3584, d0.dn_loss_cls: 0.0669, d0.dn_loss_bbox: 0.3879, d0.dn_loss_iou: 0.4870, d1.dn_loss_cls: 0.0394, d1.dn_loss_bbox: 0.2942, d1.dn_loss_iou: 0.3936, d2.dn_loss_cls: 0.0330, d2.dn_loss_bbox: 0.2666, d2.dn_loss_iou: 0.3665, d3.dn_loss_cls: 0.0299, d3.dn_loss_bbox: 0.2620, d3.dn_loss_iou: 0.3615, d4.dn_loss_cls: 0.0288, d4.dn_loss_bbox: 0.2601, d4.dn_loss_iou: 0.3583, loss: 9.8058 2024-05-20 03:14:54,220 - mmdet - INFO - Epoch [8][650/3665] lr: 2.000e-04, eta: 1 day, 19:01:20, time: 1.470, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2547, interm_loss_bbox: 0.1842, interm_loss_iou: 0.4230, loss_cls: 0.2089, loss_bbox: 0.1562, loss_iou: 0.3747, d0.loss_cls: 0.2780, d0.loss_bbox: 0.1614, d0.loss_iou: 0.3860, d1.loss_cls: 0.2441, d1.loss_bbox: 0.1579, d1.loss_iou: 0.3790, d2.loss_cls: 0.2232, d2.loss_bbox: 0.1563, d2.loss_iou: 0.3757, d3.loss_cls: 0.2131, d3.loss_bbox: 0.1557, d3.loss_iou: 0.3748, d4.loss_cls: 0.2102, d4.loss_bbox: 0.1558, d4.loss_iou: 0.3745, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2287, dn_loss_iou: 0.3439, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3496, d0.dn_loss_iou: 0.4729, d1.dn_loss_cls: 0.0355, d1.dn_loss_bbox: 0.2583, d1.dn_loss_iou: 0.3769, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2348, d2.dn_loss_iou: 0.3522, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2306, d3.dn_loss_iou: 0.3468, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2288, d4.dn_loss_iou: 0.3438, loss: 9.4185 2024-05-20 03:16:06,039 - mmdet - INFO - Epoch [8][700/3665] lr: 2.000e-04, eta: 1 day, 19:00:01, time: 1.436, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2542, interm_loss_bbox: 0.1921, interm_loss_iou: 0.4204, loss_cls: 0.2083, loss_bbox: 0.1583, loss_iou: 0.3686, d0.loss_cls: 0.2839, d0.loss_bbox: 0.1623, d0.loss_iou: 0.3775, d1.loss_cls: 0.2484, d1.loss_bbox: 0.1595, d1.loss_iou: 0.3719, d2.loss_cls: 0.2237, d2.loss_bbox: 0.1572, d2.loss_iou: 0.3691, d3.loss_cls: 0.2137, d3.loss_bbox: 0.1567, d3.loss_iou: 0.3678, d4.loss_cls: 0.2093, d4.loss_bbox: 0.1578, d4.loss_iou: 0.3686, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2440, dn_loss_iou: 0.3399, d0.dn_loss_cls: 0.0621, d0.dn_loss_bbox: 0.3737, d0.dn_loss_iou: 0.4696, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2754, d1.dn_loss_iou: 0.3729, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2502, d2.dn_loss_iou: 0.3478, d3.dn_loss_cls: 0.0271, d3.dn_loss_bbox: 0.2458, d3.dn_loss_iou: 0.3427, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2441, d4.dn_loss_iou: 0.3398, loss: 9.4831 2024-05-20 03:17:17,167 - mmdet - INFO - Epoch [8][750/3665] lr: 2.000e-04, eta: 1 day, 18:58:39, time: 1.423, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2580, interm_loss_bbox: 0.1890, interm_loss_iou: 0.4322, loss_cls: 0.2084, loss_bbox: 0.1597, loss_iou: 0.3850, d0.loss_cls: 0.2795, d0.loss_bbox: 0.1679, d0.loss_iou: 0.3971, d1.loss_cls: 0.2462, d1.loss_bbox: 0.1633, d1.loss_iou: 0.3919, d2.loss_cls: 0.2228, d2.loss_bbox: 0.1605, d2.loss_iou: 0.3873, d3.loss_cls: 0.2122, d3.loss_bbox: 0.1608, d3.loss_iou: 0.3861, d4.loss_cls: 0.2089, d4.loss_bbox: 0.1606, d4.loss_iou: 0.3860, dn_loss_cls: 0.0282, dn_loss_bbox: 0.2442, dn_loss_iou: 0.3549, d0.dn_loss_cls: 0.0644, d0.dn_loss_bbox: 0.3689, d0.dn_loss_iou: 0.4814, d1.dn_loss_cls: 0.0387, d1.dn_loss_bbox: 0.2761, d1.dn_loss_iou: 0.3877, d2.dn_loss_cls: 0.0328, d2.dn_loss_bbox: 0.2506, d2.dn_loss_iou: 0.3631, d3.dn_loss_cls: 0.0295, d3.dn_loss_bbox: 0.2460, d3.dn_loss_iou: 0.3578, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2443, d4.dn_loss_iou: 0.3549, loss: 9.7150 2024-05-20 03:18:30,887 - mmdet - INFO - Epoch [8][800/3665] lr: 2.000e-04, eta: 1 day, 18:57:27, time: 1.474, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2549, interm_loss_bbox: 0.1845, interm_loss_iou: 0.4322, loss_cls: 0.2079, loss_bbox: 0.1554, loss_iou: 0.3878, d0.loss_cls: 0.2789, d0.loss_bbox: 0.1616, d0.loss_iou: 0.3976, d1.loss_cls: 0.2455, d1.loss_bbox: 0.1573, d1.loss_iou: 0.3913, d2.loss_cls: 0.2233, d2.loss_bbox: 0.1549, d2.loss_iou: 0.3872, d3.loss_cls: 0.2119, d3.loss_bbox: 0.1557, d3.loss_iou: 0.3886, d4.loss_cls: 0.2097, d4.loss_bbox: 0.1549, d4.loss_iou: 0.3874, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2344, dn_loss_iou: 0.3494, d0.dn_loss_cls: 0.0626, d0.dn_loss_bbox: 0.3661, d0.dn_loss_iou: 0.4809, d1.dn_loss_cls: 0.0366, d1.dn_loss_bbox: 0.2685, d1.dn_loss_iou: 0.3839, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2413, d2.dn_loss_iou: 0.3580, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2363, d3.dn_loss_iou: 0.3524, d4.dn_loss_cls: 0.0265, d4.dn_loss_bbox: 0.2344, d4.dn_loss_iou: 0.3494, loss: 9.5936 2024-05-20 03:19:44,237 - mmdet - INFO - Epoch [8][850/3665] lr: 2.000e-04, eta: 1 day, 18:56:14, time: 1.467, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2498, interm_loss_bbox: 0.1863, interm_loss_iou: 0.4352, loss_cls: 0.2050, loss_bbox: 0.1591, loss_iou: 0.3922, d0.loss_cls: 0.2716, d0.loss_bbox: 0.1649, d0.loss_iou: 0.4011, d1.loss_cls: 0.2407, d1.loss_bbox: 0.1605, d1.loss_iou: 0.3963, d2.loss_cls: 0.2206, d2.loss_bbox: 0.1574, d2.loss_iou: 0.3914, d3.loss_cls: 0.2092, d3.loss_bbox: 0.1588, d3.loss_iou: 0.3929, d4.loss_cls: 0.2074, d4.loss_bbox: 0.1584, d4.loss_iou: 0.3909, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2394, dn_loss_iou: 0.3543, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3649, d0.dn_loss_iou: 0.4834, d1.dn_loss_cls: 0.0374, d1.dn_loss_bbox: 0.2733, d1.dn_loss_iou: 0.3883, d2.dn_loss_cls: 0.0314, d2.dn_loss_bbox: 0.2466, d2.dn_loss_iou: 0.3630, d3.dn_loss_cls: 0.0281, d3.dn_loss_bbox: 0.2413, d3.dn_loss_iou: 0.3573, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2394, d4.dn_loss_iou: 0.3542, loss: 9.6692 2024-05-20 03:20:58,138 - mmdet - INFO - Epoch [8][900/3665] lr: 2.000e-04, eta: 1 day, 18:55:03, time: 1.478, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2488, interm_loss_bbox: 0.1820, interm_loss_iou: 0.4219, loss_cls: 0.2044, loss_bbox: 0.1524, loss_iou: 0.3752, d0.loss_cls: 0.2729, d0.loss_bbox: 0.1593, d0.loss_iou: 0.3868, d1.loss_cls: 0.2400, d1.loss_bbox: 0.1541, d1.loss_iou: 0.3811, d2.loss_cls: 0.2197, d2.loss_bbox: 0.1533, d2.loss_iou: 0.3768, d3.loss_cls: 0.2085, d3.loss_bbox: 0.1531, d3.loss_iou: 0.3766, d4.loss_cls: 0.2055, d4.loss_bbox: 0.1528, d4.loss_iou: 0.3761, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2315, dn_loss_iou: 0.3413, d0.dn_loss_cls: 0.0630, d0.dn_loss_bbox: 0.3555, d0.dn_loss_iou: 0.4672, d1.dn_loss_cls: 0.0365, d1.dn_loss_bbox: 0.2619, d1.dn_loss_iou: 0.3730, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2376, d2.dn_loss_iou: 0.3488, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2333, d3.dn_loss_iou: 0.3438, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2315, d4.dn_loss_iou: 0.3412, loss: 9.3785 2024-05-20 03:22:10,359 - mmdet - INFO - Epoch [8][950/3665] lr: 2.000e-04, eta: 1 day, 18:53:46, time: 1.444, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2531, interm_loss_bbox: 0.1841, interm_loss_iou: 0.4243, loss_cls: 0.2064, loss_bbox: 0.1553, loss_iou: 0.3797, d0.loss_cls: 0.2731, d0.loss_bbox: 0.1625, d0.loss_iou: 0.3883, d1.loss_cls: 0.2391, d1.loss_bbox: 0.1594, d1.loss_iou: 0.3850, d2.loss_cls: 0.2212, d2.loss_bbox: 0.1553, d2.loss_iou: 0.3791, d3.loss_cls: 0.2106, d3.loss_bbox: 0.1557, d3.loss_iou: 0.3798, d4.loss_cls: 0.2076, d4.loss_bbox: 0.1550, d4.loss_iou: 0.3797, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2402, dn_loss_iou: 0.3466, d0.dn_loss_cls: 0.0636, d0.dn_loss_bbox: 0.3703, d0.dn_loss_iou: 0.4744, d1.dn_loss_cls: 0.0372, d1.dn_loss_bbox: 0.2757, d1.dn_loss_iou: 0.3807, d2.dn_loss_cls: 0.0312, d2.dn_loss_bbox: 0.2477, d2.dn_loss_iou: 0.3555, d3.dn_loss_cls: 0.0277, d3.dn_loss_bbox: 0.2424, d3.dn_loss_iou: 0.3497, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2402, d4.dn_loss_iou: 0.3465, loss: 9.5370 2024-05-20 03:23:24,168 - mmdet - INFO - Epoch [8][1000/3665] lr: 2.000e-04, eta: 1 day, 18:52:34, time: 1.476, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2610, interm_loss_bbox: 0.1946, interm_loss_iou: 0.4273, loss_cls: 0.2157, loss_bbox: 0.1637, loss_iou: 0.3815, d0.loss_cls: 0.2796, d0.loss_bbox: 0.1707, d0.loss_iou: 0.3926, d1.loss_cls: 0.2466, d1.loss_bbox: 0.1665, d1.loss_iou: 0.3845, d2.loss_cls: 0.2275, d2.loss_bbox: 0.1644, d2.loss_iou: 0.3829, d3.loss_cls: 0.2188, d3.loss_bbox: 0.1643, d3.loss_iou: 0.3835, d4.loss_cls: 0.2167, d4.loss_bbox: 0.1643, d4.loss_iou: 0.3821, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2498, dn_loss_iou: 0.3494, d0.dn_loss_cls: 0.0640, d0.dn_loss_bbox: 0.3764, d0.dn_loss_iou: 0.4750, d1.dn_loss_cls: 0.0377, d1.dn_loss_bbox: 0.2819, d1.dn_loss_iou: 0.3823, d2.dn_loss_cls: 0.0315, d2.dn_loss_bbox: 0.2565, d2.dn_loss_iou: 0.3577, d3.dn_loss_cls: 0.0280, d3.dn_loss_bbox: 0.2517, d3.dn_loss_iou: 0.3524, d4.dn_loss_cls: 0.0271, d4.dn_loss_bbox: 0.2498, d4.dn_loss_iou: 0.3493, loss: 9.7359 2024-05-20 03:24:39,193 - mmdet - INFO - Epoch [8][1050/3665] lr: 2.000e-04, eta: 1 day, 18:51:28, time: 1.500, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2491, interm_loss_bbox: 0.1865, interm_loss_iou: 0.4181, loss_cls: 0.1997, loss_bbox: 0.1579, loss_iou: 0.3733, d0.loss_cls: 0.2679, d0.loss_bbox: 0.1621, d0.loss_iou: 0.3808, d1.loss_cls: 0.2302, d1.loss_bbox: 0.1596, d1.loss_iou: 0.3762, d2.loss_cls: 0.2105, d2.loss_bbox: 0.1581, d2.loss_iou: 0.3748, d3.loss_cls: 0.2038, d3.loss_bbox: 0.1570, d3.loss_iou: 0.3727, d4.loss_cls: 0.2015, d4.loss_bbox: 0.1575, d4.loss_iou: 0.3725, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2382, dn_loss_iou: 0.3314, d0.dn_loss_cls: 0.0594, d0.dn_loss_bbox: 0.3683, d0.dn_loss_iou: 0.4604, d1.dn_loss_cls: 0.0336, d1.dn_loss_bbox: 0.2702, d1.dn_loss_iou: 0.3646, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2444, d2.dn_loss_iou: 0.3393, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2397, d3.dn_loss_iou: 0.3340, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2382, d4.dn_loss_iou: 0.3312, loss: 9.3223 2024-05-20 03:25:54,827 - mmdet - INFO - Epoch [8][1100/3665] lr: 2.000e-04, eta: 1 day, 18:50:24, time: 1.513, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2563, interm_loss_bbox: 0.1869, interm_loss_iou: 0.4320, loss_cls: 0.2119, loss_bbox: 0.1575, loss_iou: 0.3830, d0.loss_cls: 0.2741, d0.loss_bbox: 0.1636, d0.loss_iou: 0.3938, d1.loss_cls: 0.2407, d1.loss_bbox: 0.1597, d1.loss_iou: 0.3870, d2.loss_cls: 0.2251, d2.loss_bbox: 0.1568, d2.loss_iou: 0.3820, d3.loss_cls: 0.2153, d3.loss_bbox: 0.1574, d3.loss_iou: 0.3831, d4.loss_cls: 0.2120, d4.loss_bbox: 0.1579, d4.loss_iou: 0.3830, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2404, dn_loss_iou: 0.3504, d0.dn_loss_cls: 0.0621, d0.dn_loss_bbox: 0.3612, d0.dn_loss_iou: 0.4759, d1.dn_loss_cls: 0.0366, d1.dn_loss_bbox: 0.2704, d1.dn_loss_iou: 0.3836, d2.dn_loss_cls: 0.0310, d2.dn_loss_bbox: 0.2464, d2.dn_loss_iou: 0.3589, d3.dn_loss_cls: 0.0279, d3.dn_loss_bbox: 0.2420, d3.dn_loss_iou: 0.3532, d4.dn_loss_cls: 0.0269, d4.dn_loss_bbox: 0.2405, d4.dn_loss_iou: 0.3503, loss: 9.6031 2024-05-20 03:27:10,084 - mmdet - INFO - Epoch [8][1150/3665] lr: 2.000e-04, eta: 1 day, 18:49:18, time: 1.505, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2550, interm_loss_bbox: 0.1861, interm_loss_iou: 0.4252, loss_cls: 0.2063, loss_bbox: 0.1580, loss_iou: 0.3783, d0.loss_cls: 0.2720, d0.loss_bbox: 0.1636, d0.loss_iou: 0.3888, d1.loss_cls: 0.2341, d1.loss_bbox: 0.1623, d1.loss_iou: 0.3844, d2.loss_cls: 0.2183, d2.loss_bbox: 0.1589, d2.loss_iou: 0.3799, d3.loss_cls: 0.2093, d3.loss_bbox: 0.1587, d3.loss_iou: 0.3798, d4.loss_cls: 0.2076, d4.loss_bbox: 0.1577, d4.loss_iou: 0.3781, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2435, dn_loss_iou: 0.3395, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3759, d0.dn_loss_iou: 0.4692, d1.dn_loss_cls: 0.0362, d1.dn_loss_bbox: 0.2770, d1.dn_loss_iou: 0.3739, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2505, d2.dn_loss_iou: 0.3482, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2455, d3.dn_loss_iou: 0.3425, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2435, d4.dn_loss_iou: 0.3394, loss: 9.5191 2024-05-20 03:28:21,477 - mmdet - INFO - Epoch [8][1200/3665] lr: 2.000e-04, eta: 1 day, 18:47:57, time: 1.428, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2532, interm_loss_bbox: 0.1845, interm_loss_iou: 0.4174, loss_cls: 0.2062, loss_bbox: 0.1571, loss_iou: 0.3723, d0.loss_cls: 0.2694, d0.loss_bbox: 0.1625, d0.loss_iou: 0.3811, d1.loss_cls: 0.2337, d1.loss_bbox: 0.1599, d1.loss_iou: 0.3777, d2.loss_cls: 0.2168, d2.loss_bbox: 0.1571, d2.loss_iou: 0.3742, d3.loss_cls: 0.2094, d3.loss_bbox: 0.1568, d3.loss_iou: 0.3734, d4.loss_cls: 0.2073, d4.loss_bbox: 0.1569, d4.loss_iou: 0.3720, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2352, dn_loss_iou: 0.3439, d0.dn_loss_cls: 0.0620, d0.dn_loss_bbox: 0.3571, d0.dn_loss_iou: 0.4689, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2663, d1.dn_loss_iou: 0.3763, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2413, d2.dn_loss_iou: 0.3520, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2372, d3.dn_loss_iou: 0.3466, d4.dn_loss_cls: 0.0266, d4.dn_loss_bbox: 0.2352, d4.dn_loss_iou: 0.3439, loss: 9.4119 2024-05-20 03:29:35,876 - mmdet - INFO - Epoch [8][1250/3665] lr: 2.000e-04, eta: 1 day, 18:46:48, time: 1.488, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2512, interm_loss_bbox: 0.1949, interm_loss_iou: 0.4286, loss_cls: 0.2030, loss_bbox: 0.1625, loss_iou: 0.3776, d0.loss_cls: 0.2720, d0.loss_bbox: 0.1679, d0.loss_iou: 0.3865, d1.loss_cls: 0.2339, d1.loss_bbox: 0.1666, d1.loss_iou: 0.3831, d2.loss_cls: 0.2149, d2.loss_bbox: 0.1641, d2.loss_iou: 0.3792, d3.loss_cls: 0.2065, d3.loss_bbox: 0.1637, d3.loss_iou: 0.3780, d4.loss_cls: 0.2042, d4.loss_bbox: 0.1624, d4.loss_iou: 0.3775, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2576, dn_loss_iou: 0.3416, d0.dn_loss_cls: 0.0626, d0.dn_loss_bbox: 0.3872, d0.dn_loss_iou: 0.4686, d1.dn_loss_cls: 0.0362, d1.dn_loss_bbox: 0.2911, d1.dn_loss_iou: 0.3751, d2.dn_loss_cls: 0.0303, d2.dn_loss_bbox: 0.2640, d2.dn_loss_iou: 0.3499, d3.dn_loss_cls: 0.0271, d3.dn_loss_bbox: 0.2595, d3.dn_loss_iou: 0.3443, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2576, d4.dn_loss_iou: 0.3416, loss: 9.6248 2024-05-20 03:30:47,351 - mmdet - INFO - Epoch [8][1300/3665] lr: 2.000e-04, eta: 1 day, 18:45:28, time: 1.430, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2549, interm_loss_bbox: 0.1853, interm_loss_iou: 0.4186, loss_cls: 0.2090, loss_bbox: 0.1570, loss_iou: 0.3753, d0.loss_cls: 0.2725, d0.loss_bbox: 0.1603, d0.loss_iou: 0.3817, d1.loss_cls: 0.2375, d1.loss_bbox: 0.1589, d1.loss_iou: 0.3777, d2.loss_cls: 0.2200, d2.loss_bbox: 0.1567, d2.loss_iou: 0.3758, d3.loss_cls: 0.2114, d3.loss_bbox: 0.1581, d3.loss_iou: 0.3765, d4.loss_cls: 0.2099, d4.loss_bbox: 0.1574, d4.loss_iou: 0.3756, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2433, dn_loss_iou: 0.3448, d0.dn_loss_cls: 0.0625, d0.dn_loss_bbox: 0.3677, d0.dn_loss_iou: 0.4692, d1.dn_loss_cls: 0.0365, d1.dn_loss_bbox: 0.2755, d1.dn_loss_iou: 0.3768, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2498, d2.dn_loss_iou: 0.3524, d3.dn_loss_cls: 0.0271, d3.dn_loss_bbox: 0.2452, d3.dn_loss_iou: 0.3473, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2433, d4.dn_loss_iou: 0.3447, loss: 9.4986 2024-05-20 03:32:02,226 - mmdet - INFO - Epoch [8][1350/3665] lr: 2.000e-04, eta: 1 day, 18:44:20, time: 1.497, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2476, interm_loss_bbox: 0.1900, interm_loss_iou: 0.4204, loss_cls: 0.2017, loss_bbox: 0.1593, loss_iou: 0.3704, d0.loss_cls: 0.2636, d0.loss_bbox: 0.1639, d0.loss_iou: 0.3795, d1.loss_cls: 0.2285, d1.loss_bbox: 0.1623, d1.loss_iou: 0.3742, d2.loss_cls: 0.2130, d2.loss_bbox: 0.1591, d2.loss_iou: 0.3710, d3.loss_cls: 0.2051, d3.loss_bbox: 0.1589, d3.loss_iou: 0.3701, d4.loss_cls: 0.2018, d4.loss_bbox: 0.1599, d4.loss_iou: 0.3710, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2431, dn_loss_iou: 0.3355, d0.dn_loss_cls: 0.0617, d0.dn_loss_bbox: 0.3704, d0.dn_loss_iou: 0.4618, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2751, d1.dn_loss_iou: 0.3683, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2496, d2.dn_loss_iou: 0.3437, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2449, d3.dn_loss_iou: 0.3386, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2431, d4.dn_loss_iou: 0.3355, loss: 9.3855 2024-05-20 03:33:20,369 - mmdet - INFO - Epoch [8][1400/3665] lr: 2.000e-04, eta: 1 day, 18:43:26, time: 1.563, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2558, interm_loss_bbox: 0.1942, interm_loss_iou: 0.4270, loss_cls: 0.2103, loss_bbox: 0.1606, loss_iou: 0.3756, d0.loss_cls: 0.2702, d0.loss_bbox: 0.1697, d0.loss_iou: 0.3884, d1.loss_cls: 0.2369, d1.loss_bbox: 0.1645, d1.loss_iou: 0.3813, d2.loss_cls: 0.2196, d2.loss_bbox: 0.1617, d2.loss_iou: 0.3773, d3.loss_cls: 0.2137, d3.loss_bbox: 0.1613, d3.loss_iou: 0.3760, d4.loss_cls: 0.2111, d4.loss_bbox: 0.1607, d4.loss_iou: 0.3757, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2522, dn_loss_iou: 0.3420, d0.dn_loss_cls: 0.0615, d0.dn_loss_bbox: 0.3823, d0.dn_loss_iou: 0.4699, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2867, d1.dn_loss_iou: 0.3764, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2593, d2.dn_loss_iou: 0.3505, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2542, d3.dn_loss_iou: 0.3449, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2522, d4.dn_loss_iou: 0.3419, loss: 9.6127 2024-05-20 03:34:32,107 - mmdet - INFO - Epoch [8][1450/3665] lr: 2.000e-04, eta: 1 day, 18:42:06, time: 1.435, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2561, interm_loss_bbox: 0.1870, interm_loss_iou: 0.4184, loss_cls: 0.2055, loss_bbox: 0.1605, loss_iou: 0.3763, d0.loss_cls: 0.2706, d0.loss_bbox: 0.1636, d0.loss_iou: 0.3828, d1.loss_cls: 0.2362, d1.loss_bbox: 0.1619, d1.loss_iou: 0.3774, d2.loss_cls: 0.2191, d2.loss_bbox: 0.1601, d2.loss_iou: 0.3753, d3.loss_cls: 0.2098, d3.loss_bbox: 0.1603, d3.loss_iou: 0.3761, d4.loss_cls: 0.2068, d4.loss_bbox: 0.1605, d4.loss_iou: 0.3760, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2422, dn_loss_iou: 0.3409, d0.dn_loss_cls: 0.0615, d0.dn_loss_bbox: 0.3713, d0.dn_loss_iou: 0.4697, d1.dn_loss_cls: 0.0355, d1.dn_loss_bbox: 0.2742, d1.dn_loss_iou: 0.3741, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2482, d2.dn_loss_iou: 0.3491, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2440, d3.dn_loss_iou: 0.3438, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2422, d4.dn_loss_iou: 0.3408, loss: 9.4870 2024-05-20 03:35:47,445 - mmdet - INFO - Epoch [8][1500/3665] lr: 2.000e-04, eta: 1 day, 18:41:01, time: 1.507, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2567, interm_loss_bbox: 0.1910, interm_loss_iou: 0.4083, loss_cls: 0.2100, loss_bbox: 0.1633, loss_iou: 0.3648, d0.loss_cls: 0.2724, d0.loss_bbox: 0.1710, d0.loss_iou: 0.3765, d1.loss_cls: 0.2422, d1.loss_bbox: 0.1657, d1.loss_iou: 0.3688, d2.loss_cls: 0.2232, d2.loss_bbox: 0.1630, d2.loss_iou: 0.3635, d3.loss_cls: 0.2132, d3.loss_bbox: 0.1636, d3.loss_iou: 0.3651, d4.loss_cls: 0.2109, d4.loss_bbox: 0.1632, d4.loss_iou: 0.3652, dn_loss_cls: 0.0260, dn_loss_bbox: 0.2505, dn_loss_iou: 0.3424, d0.dn_loss_cls: 0.0636, d0.dn_loss_bbox: 0.3819, d0.dn_loss_iou: 0.4713, d1.dn_loss_cls: 0.0366, d1.dn_loss_bbox: 0.2835, d1.dn_loss_iou: 0.3757, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2575, d2.dn_loss_iou: 0.3508, d3.dn_loss_cls: 0.0274, d3.dn_loss_bbox: 0.2524, d3.dn_loss_iou: 0.3454, d4.dn_loss_cls: 0.0264, d4.dn_loss_bbox: 0.2505, d4.dn_loss_iou: 0.3423, loss: 9.5366 2024-05-20 03:36:59,474 - mmdet - INFO - Epoch [8][1550/3665] lr: 2.000e-04, eta: 1 day, 18:39:43, time: 1.441, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2488, interm_loss_bbox: 0.1870, interm_loss_iou: 0.4120, loss_cls: 0.2056, loss_bbox: 0.1572, loss_iou: 0.3624, d0.loss_cls: 0.2720, d0.loss_bbox: 0.1611, d0.loss_iou: 0.3720, d1.loss_cls: 0.2351, d1.loss_bbox: 0.1592, d1.loss_iou: 0.3672, d2.loss_cls: 0.2165, d2.loss_bbox: 0.1575, d2.loss_iou: 0.3627, d3.loss_cls: 0.2089, d3.loss_bbox: 0.1571, d3.loss_iou: 0.3631, d4.loss_cls: 0.2058, d4.loss_bbox: 0.1578, d4.loss_iou: 0.3633, dn_loss_cls: 0.0252, dn_loss_bbox: 0.2402, dn_loss_iou: 0.3408, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3609, d0.dn_loss_iou: 0.4662, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2708, d1.dn_loss_iou: 0.3727, d2.dn_loss_cls: 0.0295, d2.dn_loss_bbox: 0.2463, d2.dn_loss_iou: 0.3485, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2419, d3.dn_loss_iou: 0.3435, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2402, d4.dn_loss_iou: 0.3407, loss: 9.3474 2024-05-20 03:38:17,901 - mmdet - INFO - Epoch [8][1600/3665] lr: 2.000e-04, eta: 1 day, 18:38:49, time: 1.568, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2508, interm_loss_bbox: 0.1832, interm_loss_iou: 0.4120, loss_cls: 0.2039, loss_bbox: 0.1567, loss_iou: 0.3712, d0.loss_cls: 0.2699, d0.loss_bbox: 0.1599, d0.loss_iou: 0.3756, d1.loss_cls: 0.2345, d1.loss_bbox: 0.1583, d1.loss_iou: 0.3730, d2.loss_cls: 0.2167, d2.loss_bbox: 0.1561, d2.loss_iou: 0.3707, d3.loss_cls: 0.2082, d3.loss_bbox: 0.1559, d3.loss_iou: 0.3703, d4.loss_cls: 0.2055, d4.loss_bbox: 0.1564, d4.loss_iou: 0.3706, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2372, dn_loss_iou: 0.3419, d0.dn_loss_cls: 0.0623, d0.dn_loss_bbox: 0.3664, d0.dn_loss_iou: 0.4698, d1.dn_loss_cls: 0.0362, d1.dn_loss_bbox: 0.2710, d1.dn_loss_iou: 0.3759, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2440, d2.dn_loss_iou: 0.3504, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2389, d3.dn_loss_iou: 0.3449, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2372, d4.dn_loss_iou: 0.3418, loss: 9.3873 2024-05-20 03:39:36,770 - mmdet - INFO - Epoch [8][1650/3665] lr: 2.000e-04, eta: 1 day, 18:37:57, time: 1.577, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2583, interm_loss_bbox: 0.1907, interm_loss_iou: 0.4308, loss_cls: 0.2124, loss_bbox: 0.1618, loss_iou: 0.3856, d0.loss_cls: 0.2753, d0.loss_bbox: 0.1656, d0.loss_iou: 0.3928, d1.loss_cls: 0.2414, d1.loss_bbox: 0.1635, d1.loss_iou: 0.3888, d2.loss_cls: 0.2240, d2.loss_bbox: 0.1616, d2.loss_iou: 0.3860, d3.loss_cls: 0.2166, d3.loss_bbox: 0.1615, d3.loss_iou: 0.3858, d4.loss_cls: 0.2131, d4.loss_bbox: 0.1622, d4.loss_iou: 0.3862, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2400, dn_loss_iou: 0.3439, d0.dn_loss_cls: 0.0611, d0.dn_loss_bbox: 0.3654, d0.dn_loss_iou: 0.4707, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2731, d1.dn_loss_iou: 0.3772, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2463, d2.dn_loss_iou: 0.3521, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2422, d3.dn_loss_iou: 0.3469, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2401, d4.dn_loss_iou: 0.3438, loss: 9.6092 2024-05-20 03:40:49,710 - mmdet - INFO - Epoch [8][1700/3665] lr: 2.000e-04, eta: 1 day, 18:36:42, time: 1.459, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2557, interm_loss_bbox: 0.1932, interm_loss_iou: 0.4346, loss_cls: 0.2122, loss_bbox: 0.1609, loss_iou: 0.3845, d0.loss_cls: 0.2776, d0.loss_bbox: 0.1680, d0.loss_iou: 0.3955, d1.loss_cls: 0.2438, d1.loss_bbox: 0.1642, d1.loss_iou: 0.3894, d2.loss_cls: 0.2247, d2.loss_bbox: 0.1606, d2.loss_iou: 0.3850, d3.loss_cls: 0.2160, d3.loss_bbox: 0.1606, d3.loss_iou: 0.3844, d4.loss_cls: 0.2137, d4.loss_bbox: 0.1603, d4.loss_iou: 0.3838, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2434, dn_loss_iou: 0.3447, d0.dn_loss_cls: 0.0623, d0.dn_loss_bbox: 0.3717, d0.dn_loss_iou: 0.4764, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2761, d1.dn_loss_iou: 0.3785, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2507, d2.dn_loss_iou: 0.3535, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2455, d3.dn_loss_iou: 0.3478, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2434, d4.dn_loss_iou: 0.3447, loss: 9.6531 2024-05-20 03:42:01,339 - mmdet - INFO - Epoch [8][1750/3665] lr: 2.000e-04, eta: 1 day, 18:35:22, time: 1.433, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2515, interm_loss_bbox: 0.1837, interm_loss_iou: 0.4218, loss_cls: 0.2073, loss_bbox: 0.1511, loss_iou: 0.3715, d0.loss_cls: 0.2783, d0.loss_bbox: 0.1575, d0.loss_iou: 0.3807, d1.loss_cls: 0.2429, d1.loss_bbox: 0.1535, d1.loss_iou: 0.3760, d2.loss_cls: 0.2215, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3736, d3.loss_cls: 0.2115, d3.loss_bbox: 0.1515, d3.loss_iou: 0.3728, d4.loss_cls: 0.2083, d4.loss_bbox: 0.1512, d4.loss_iou: 0.3719, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2294, dn_loss_iou: 0.3380, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3517, d0.dn_loss_iou: 0.4625, d1.dn_loss_cls: 0.0353, d1.dn_loss_bbox: 0.2607, d1.dn_loss_iou: 0.3705, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2363, d2.dn_loss_iou: 0.3462, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2314, d3.dn_loss_iou: 0.3410, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2294, d4.dn_loss_iou: 0.3380, loss: 9.3263 2024-05-20 03:43:15,247 - mmdet - INFO - Epoch [8][1800/3665] lr: 2.000e-04, eta: 1 day, 18:34:11, time: 1.478, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2498, interm_loss_bbox: 0.1811, interm_loss_iou: 0.4143, loss_cls: 0.2049, loss_bbox: 0.1542, loss_iou: 0.3743, d0.loss_cls: 0.2702, d0.loss_bbox: 0.1601, d0.loss_iou: 0.3815, d1.loss_cls: 0.2377, d1.loss_bbox: 0.1552, d1.loss_iou: 0.3770, d2.loss_cls: 0.2171, d2.loss_bbox: 0.1539, d2.loss_iou: 0.3751, d3.loss_cls: 0.2088, d3.loss_bbox: 0.1534, d3.loss_iou: 0.3737, d4.loss_cls: 0.2056, d4.loss_bbox: 0.1541, d4.loss_iou: 0.3750, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2347, dn_loss_iou: 0.3370, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3567, d0.dn_loss_iou: 0.4601, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2649, d1.dn_loss_iou: 0.3683, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2406, d2.dn_loss_iou: 0.3444, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2364, d3.dn_loss_iou: 0.3398, d4.dn_loss_cls: 0.0252, d4.dn_loss_bbox: 0.2347, d4.dn_loss_iou: 0.3370, loss: 9.3317 2024-05-20 03:44:26,568 - mmdet - INFO - Epoch [8][1850/3665] lr: 2.000e-04, eta: 1 day, 18:32:50, time: 1.427, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2518, interm_loss_bbox: 0.1832, interm_loss_iou: 0.4295, loss_cls: 0.2113, loss_bbox: 0.1535, loss_iou: 0.3835, d0.loss_cls: 0.2715, d0.loss_bbox: 0.1622, d0.loss_iou: 0.3958, d1.loss_cls: 0.2394, d1.loss_bbox: 0.1593, d1.loss_iou: 0.3923, d2.loss_cls: 0.2224, d2.loss_bbox: 0.1559, d2.loss_iou: 0.3868, d3.loss_cls: 0.2146, d3.loss_bbox: 0.1539, d3.loss_iou: 0.3848, d4.loss_cls: 0.2115, d4.loss_bbox: 0.1542, d4.loss_iou: 0.3846, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2334, dn_loss_iou: 0.3442, d0.dn_loss_cls: 0.0611, d0.dn_loss_bbox: 0.3523, d0.dn_loss_iou: 0.4688, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2629, d1.dn_loss_iou: 0.3769, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2395, d2.dn_loss_iou: 0.3522, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2351, d3.dn_loss_iou: 0.3470, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2334, d4.dn_loss_iou: 0.3441, loss: 9.4933 2024-05-20 03:45:41,954 - mmdet - INFO - Epoch [8][1900/3665] lr: 2.000e-04, eta: 1 day, 18:31:44, time: 1.508, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2522, interm_loss_bbox: 0.1892, interm_loss_iou: 0.4157, loss_cls: 0.2068, loss_bbox: 0.1572, loss_iou: 0.3680, d0.loss_cls: 0.2718, d0.loss_bbox: 0.1654, d0.loss_iou: 0.3785, d1.loss_cls: 0.2377, d1.loss_bbox: 0.1604, d1.loss_iou: 0.3725, d2.loss_cls: 0.2183, d2.loss_bbox: 0.1586, d2.loss_iou: 0.3697, d3.loss_cls: 0.2098, d3.loss_bbox: 0.1587, d3.loss_iou: 0.3695, d4.loss_cls: 0.2068, d4.loss_bbox: 0.1584, d4.loss_iou: 0.3692, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2434, dn_loss_iou: 0.3372, d0.dn_loss_cls: 0.0616, d0.dn_loss_bbox: 0.3692, d0.dn_loss_iou: 0.4618, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2744, d1.dn_loss_iou: 0.3701, d2.dn_loss_cls: 0.0296, d2.dn_loss_bbox: 0.2495, d2.dn_loss_iou: 0.3453, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2451, d3.dn_loss_iou: 0.3401, d4.dn_loss_cls: 0.0252, d4.dn_loss_bbox: 0.2434, d4.dn_loss_iou: 0.3372, loss: 9.4142 2024-05-20 03:46:55,122 - mmdet - INFO - Epoch [8][1950/3665] lr: 2.000e-04, eta: 1 day, 18:30:30, time: 1.463, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2519, interm_loss_bbox: 0.1870, interm_loss_iou: 0.4184, loss_cls: 0.2072, loss_bbox: 0.1584, loss_iou: 0.3759, d0.loss_cls: 0.2797, d0.loss_bbox: 0.1620, d0.loss_iou: 0.3788, d1.loss_cls: 0.2569, d1.loss_bbox: 0.1560, d1.loss_iou: 0.3709, d2.loss_cls: 0.2281, d2.loss_bbox: 0.1562, d2.loss_iou: 0.3737, d3.loss_cls: 0.2123, d3.loss_bbox: 0.1581, d3.loss_iou: 0.3758, d4.loss_cls: 0.2085, d4.loss_bbox: 0.1583, d4.loss_iou: 0.3760, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2455, dn_loss_iou: 0.3420, d0.dn_loss_cls: 0.0620, d0.dn_loss_bbox: 0.3738, d0.dn_loss_iou: 0.4716, d1.dn_loss_cls: 0.0355, d1.dn_loss_bbox: 0.2784, d1.dn_loss_iou: 0.3756, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2518, d2.dn_loss_iou: 0.3503, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2472, d3.dn_loss_iou: 0.3446, d4.dn_loss_cls: 0.0260, d4.dn_loss_bbox: 0.2455, d4.dn_loss_iou: 0.3420, loss: 9.5246 2024-05-20 03:48:10,553 - mmdet - INFO - Epoch [8][2000/3665] lr: 2.000e-04, eta: 1 day, 18:29:25, time: 1.509, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2561, interm_loss_bbox: 0.1904, interm_loss_iou: 0.4260, loss_cls: 0.2112, loss_bbox: 0.1596, loss_iou: 0.3799, d0.loss_cls: 0.2828, d0.loss_bbox: 0.1685, d0.loss_iou: 0.3908, d1.loss_cls: 0.2679, d1.loss_bbox: 0.1603, d1.loss_iou: 0.3810, d2.loss_cls: 0.2365, d2.loss_bbox: 0.1595, d2.loss_iou: 0.3804, d3.loss_cls: 0.2188, d3.loss_bbox: 0.1599, d3.loss_iou: 0.3801, d4.loss_cls: 0.2130, d4.loss_bbox: 0.1592, d4.loss_iou: 0.3794, dn_loss_cls: 0.0272, dn_loss_bbox: 0.2584, dn_loss_iou: 0.3495, d0.dn_loss_cls: 0.0645, d0.dn_loss_bbox: 0.3946, d0.dn_loss_iou: 0.4800, d1.dn_loss_cls: 0.0387, d1.dn_loss_bbox: 0.2949, d1.dn_loss_iou: 0.3846, d2.dn_loss_cls: 0.0322, d2.dn_loss_bbox: 0.2668, d2.dn_loss_iou: 0.3585, d3.dn_loss_cls: 0.0288, d3.dn_loss_bbox: 0.2609, d3.dn_loss_iou: 0.3529, d4.dn_loss_cls: 0.0275, d4.dn_loss_bbox: 0.2584, d4.dn_loss_iou: 0.3495, loss: 9.7894 2024-05-20 03:49:23,320 - mmdet - INFO - Epoch [8][2050/3665] lr: 2.000e-04, eta: 1 day, 18:28:09, time: 1.455, data_time: 0.014, memory: 41052, interm_loss_cls: 0.2496, interm_loss_bbox: 0.1875, interm_loss_iou: 0.4174, loss_cls: 0.2037, loss_bbox: 0.1572, loss_iou: 0.3704, d0.loss_cls: 0.2773, d0.loss_bbox: 0.1652, d0.loss_iou: 0.3801, d1.loss_cls: 0.2580, d1.loss_bbox: 0.1580, d1.loss_iou: 0.3721, d2.loss_cls: 0.2267, d2.loss_bbox: 0.1559, d2.loss_iou: 0.3687, d3.loss_cls: 0.2105, d3.loss_bbox: 0.1569, d3.loss_iou: 0.3703, d4.loss_cls: 0.2054, d4.loss_bbox: 0.1568, d4.loss_iou: 0.3698, dn_loss_cls: 0.0252, dn_loss_bbox: 0.2433, dn_loss_iou: 0.3323, d0.dn_loss_cls: 0.0616, d0.dn_loss_bbox: 0.3712, d0.dn_loss_iou: 0.4595, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2762, d1.dn_loss_iou: 0.3657, d2.dn_loss_cls: 0.0299, d2.dn_loss_bbox: 0.2500, d2.dn_loss_iou: 0.3405, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2452, d3.dn_loss_iou: 0.3352, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2434, d4.dn_loss_iou: 0.3322, loss: 9.4172 2024-05-20 03:50:36,913 - mmdet - INFO - Epoch [8][2100/3665] lr: 2.000e-04, eta: 1 day, 18:26:57, time: 1.472, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2558, interm_loss_bbox: 0.1885, interm_loss_iou: 0.4152, loss_cls: 0.2069, loss_bbox: 0.1592, loss_iou: 0.3738, d0.loss_cls: 0.2828, d0.loss_bbox: 0.1658, d0.loss_iou: 0.3802, d1.loss_cls: 0.2620, d1.loss_bbox: 0.1591, d1.loss_iou: 0.3743, d2.loss_cls: 0.2283, d2.loss_bbox: 0.1586, d2.loss_iou: 0.3730, d3.loss_cls: 0.2129, d3.loss_bbox: 0.1587, d3.loss_iou: 0.3737, d4.loss_cls: 0.2077, d4.loss_bbox: 0.1594, d4.loss_iou: 0.3745, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2451, dn_loss_iou: 0.3418, d0.dn_loss_cls: 0.0631, d0.dn_loss_bbox: 0.3757, d0.dn_loss_iou: 0.4705, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2802, d1.dn_loss_iou: 0.3768, d2.dn_loss_cls: 0.0306, d2.dn_loss_bbox: 0.2528, d2.dn_loss_iou: 0.3503, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2473, d3.dn_loss_iou: 0.3450, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2451, d4.dn_loss_iou: 0.3417, loss: 9.5526 2024-05-20 03:51:52,038 - mmdet - INFO - Epoch [8][2150/3665] lr: 2.000e-04, eta: 1 day, 18:25:50, time: 1.503, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2482, interm_loss_bbox: 0.1896, interm_loss_iou: 0.4179, loss_cls: 0.2052, loss_bbox: 0.1594, loss_iou: 0.3721, d0.loss_cls: 0.2715, d0.loss_bbox: 0.1662, d0.loss_iou: 0.3795, d1.loss_cls: 0.2544, d1.loss_bbox: 0.1590, d1.loss_iou: 0.3715, d2.loss_cls: 0.2239, d2.loss_bbox: 0.1575, d2.loss_iou: 0.3701, d3.loss_cls: 0.2106, d3.loss_bbox: 0.1581, d3.loss_iou: 0.3720, d4.loss_cls: 0.2069, d4.loss_bbox: 0.1589, d4.loss_iou: 0.3715, dn_loss_cls: 0.0253, dn_loss_bbox: 0.2394, dn_loss_iou: 0.3395, d0.dn_loss_cls: 0.0616, d0.dn_loss_bbox: 0.3630, d0.dn_loss_iou: 0.4638, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2718, d1.dn_loss_iou: 0.3726, d2.dn_loss_cls: 0.0296, d2.dn_loss_bbox: 0.2456, d2.dn_loss_iou: 0.3472, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2412, d3.dn_loss_iou: 0.3423, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2394, d4.dn_loss_iou: 0.3395, loss: 9.4339 2024-05-20 03:53:09,843 - mmdet - INFO - Epoch [8][2200/3665] lr: 2.000e-04, eta: 1 day, 18:24:54, time: 1.556, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2523, interm_loss_bbox: 0.1898, interm_loss_iou: 0.4264, loss_cls: 0.2104, loss_bbox: 0.1609, loss_iou: 0.3797, d0.loss_cls: 0.2737, d0.loss_bbox: 0.1671, d0.loss_iou: 0.3897, d1.loss_cls: 0.2549, d1.loss_bbox: 0.1597, d1.loss_iou: 0.3804, d2.loss_cls: 0.2264, d2.loss_bbox: 0.1592, d2.loss_iou: 0.3791, d3.loss_cls: 0.2155, d3.loss_bbox: 0.1595, d3.loss_iou: 0.3797, d4.loss_cls: 0.2113, d4.loss_bbox: 0.1610, d4.loss_iou: 0.3805, dn_loss_cls: 0.0248, dn_loss_bbox: 0.2493, dn_loss_iou: 0.3425, d0.dn_loss_cls: 0.0606, d0.dn_loss_bbox: 0.3749, d0.dn_loss_iou: 0.4664, d1.dn_loss_cls: 0.0350, d1.dn_loss_bbox: 0.2815, d1.dn_loss_iou: 0.3751, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2555, d2.dn_loss_iou: 0.3503, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2512, d3.dn_loss_iou: 0.3454, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2494, d4.dn_loss_iou: 0.3424, loss: 9.6015 2024-05-20 03:54:27,449 - mmdet - INFO - Epoch [8][2250/3665] lr: 2.000e-04, eta: 1 day, 18:23:56, time: 1.552, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2591, interm_loss_bbox: 0.1889, interm_loss_iou: 0.4278, loss_cls: 0.2126, loss_bbox: 0.1600, loss_iou: 0.3833, d0.loss_cls: 0.2900, d0.loss_bbox: 0.1679, d0.loss_iou: 0.3936, d1.loss_cls: 0.2668, d1.loss_bbox: 0.1588, d1.loss_iou: 0.3818, d2.loss_cls: 0.2348, d2.loss_bbox: 0.1578, d2.loss_iou: 0.3810, d3.loss_cls: 0.2204, d3.loss_bbox: 0.1588, d3.loss_iou: 0.3818, d4.loss_cls: 0.2147, d4.loss_bbox: 0.1602, d4.loss_iou: 0.3833, dn_loss_cls: 0.0267, dn_loss_bbox: 0.2437, dn_loss_iou: 0.3492, d0.dn_loss_cls: 0.0649, d0.dn_loss_bbox: 0.3741, d0.dn_loss_iou: 0.4847, d1.dn_loss_cls: 0.0382, d1.dn_loss_bbox: 0.2767, d1.dn_loss_iou: 0.3844, d2.dn_loss_cls: 0.0316, d2.dn_loss_bbox: 0.2502, d2.dn_loss_iou: 0.3576, d3.dn_loss_cls: 0.0282, d3.dn_loss_bbox: 0.2456, d3.dn_loss_iou: 0.3521, d4.dn_loss_cls: 0.0272, d4.dn_loss_bbox: 0.2437, d4.dn_loss_iou: 0.3491, loss: 9.7113 2024-05-20 03:55:39,544 - mmdet - INFO - Epoch [8][2300/3665] lr: 2.000e-04, eta: 1 day, 18:22:38, time: 1.442, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2523, interm_loss_bbox: 0.1960, interm_loss_iou: 0.4215, loss_cls: 0.2059, loss_bbox: 0.1626, loss_iou: 0.3723, d0.loss_cls: 0.2747, d0.loss_bbox: 0.1718, d0.loss_iou: 0.3832, d1.loss_cls: 0.2518, d1.loss_bbox: 0.1652, d1.loss_iou: 0.3761, d2.loss_cls: 0.2217, d2.loss_bbox: 0.1630, d2.loss_iou: 0.3733, d3.loss_cls: 0.2093, d3.loss_bbox: 0.1632, d3.loss_iou: 0.3735, d4.loss_cls: 0.2066, d4.loss_bbox: 0.1631, d4.loss_iou: 0.3727, dn_loss_cls: 0.0261, dn_loss_bbox: 0.2434, dn_loss_iou: 0.3433, d0.dn_loss_cls: 0.0621, d0.dn_loss_bbox: 0.3730, d0.dn_loss_iou: 0.4688, d1.dn_loss_cls: 0.0363, d1.dn_loss_bbox: 0.2771, d1.dn_loss_iou: 0.3775, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2500, d2.dn_loss_iou: 0.3514, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2450, d3.dn_loss_iou: 0.3461, d4.dn_loss_cls: 0.0263, d4.dn_loss_bbox: 0.2434, d4.dn_loss_iou: 0.3432, loss: 9.5505 2024-05-20 03:56:53,021 - mmdet - INFO - Epoch [8][2350/3665] lr: 2.000e-04, eta: 1 day, 18:21:25, time: 1.469, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2499, interm_loss_bbox: 0.1884, interm_loss_iou: 0.4186, loss_cls: 0.2052, loss_bbox: 0.1601, loss_iou: 0.3717, d0.loss_cls: 0.2693, d0.loss_bbox: 0.1647, d0.loss_iou: 0.3816, d1.loss_cls: 0.2486, d1.loss_bbox: 0.1587, d1.loss_iou: 0.3726, d2.loss_cls: 0.2209, d2.loss_bbox: 0.1591, d2.loss_iou: 0.3708, d3.loss_cls: 0.2101, d3.loss_bbox: 0.1595, d3.loss_iou: 0.3714, d4.loss_cls: 0.2070, d4.loss_bbox: 0.1596, d4.loss_iou: 0.3718, dn_loss_cls: 0.0241, dn_loss_bbox: 0.2410, dn_loss_iou: 0.3402, d0.dn_loss_cls: 0.0597, d0.dn_loss_bbox: 0.3626, d0.dn_loss_iou: 0.4655, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2719, d1.dn_loss_iou: 0.3738, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2473, d2.dn_loss_iou: 0.3486, d3.dn_loss_cls: 0.0254, d3.dn_loss_bbox: 0.2428, d3.dn_loss_iou: 0.3432, d4.dn_loss_cls: 0.0244, d4.dn_loss_bbox: 0.2410, d4.dn_loss_iou: 0.3402, loss: 9.4338 2024-05-20 03:58:04,659 - mmdet - INFO - Epoch [8][2400/3665] lr: 2.000e-04, eta: 1 day, 18:20:05, time: 1.433, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2527, interm_loss_bbox: 0.1934, interm_loss_iou: 0.4255, loss_cls: 0.2103, loss_bbox: 0.1618, loss_iou: 0.3774, d0.loss_cls: 0.2708, d0.loss_bbox: 0.1704, d0.loss_iou: 0.3886, d1.loss_cls: 0.2513, d1.loss_bbox: 0.1622, d1.loss_iou: 0.3793, d2.loss_cls: 0.2265, d2.loss_bbox: 0.1620, d2.loss_iou: 0.3780, d3.loss_cls: 0.2145, d3.loss_bbox: 0.1620, d3.loss_iou: 0.3779, d4.loss_cls: 0.2106, d4.loss_bbox: 0.1628, d4.loss_iou: 0.3786, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2418, dn_loss_iou: 0.3502, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3585, d0.dn_loss_iou: 0.4716, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2713, d1.dn_loss_iou: 0.3825, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2474, d2.dn_loss_iou: 0.3582, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2433, d3.dn_loss_iou: 0.3530, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2418, d4.dn_loss_iou: 0.3501, loss: 9.5913 2024-05-20 03:59:20,320 - mmdet - INFO - Epoch [8][2450/3665] lr: 2.000e-04, eta: 1 day, 18:19:01, time: 1.513, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2618, interm_loss_bbox: 0.1865, interm_loss_iou: 0.4352, loss_cls: 0.2168, loss_bbox: 0.1584, loss_iou: 0.3897, d0.loss_cls: 0.2810, d0.loss_bbox: 0.1649, d0.loss_iou: 0.4003, d1.loss_cls: 0.2625, d1.loss_bbox: 0.1581, d1.loss_iou: 0.3914, d2.loss_cls: 0.2339, d2.loss_bbox: 0.1583, d2.loss_iou: 0.3896, d3.loss_cls: 0.2226, d3.loss_bbox: 0.1580, d3.loss_iou: 0.3903, d4.loss_cls: 0.2180, d4.loss_bbox: 0.1588, d4.loss_iou: 0.3904, dn_loss_cls: 0.0282, dn_loss_bbox: 0.2520, dn_loss_iou: 0.3547, d0.dn_loss_cls: 0.0656, d0.dn_loss_bbox: 0.3763, d0.dn_loss_iou: 0.4814, d1.dn_loss_cls: 0.0395, d1.dn_loss_bbox: 0.2852, d1.dn_loss_iou: 0.3887, d2.dn_loss_cls: 0.0329, d2.dn_loss_bbox: 0.2590, d2.dn_loss_iou: 0.3634, d3.dn_loss_cls: 0.0296, d3.dn_loss_bbox: 0.2537, d3.dn_loss_iou: 0.3576, d4.dn_loss_cls: 0.0285, d4.dn_loss_bbox: 0.2521, d4.dn_loss_iou: 0.3546, loss: 9.8292 2024-05-20 04:00:33,635 - mmdet - INFO - Epoch [8][2500/3665] lr: 2.000e-04, eta: 1 day, 18:17:47, time: 1.466, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2531, interm_loss_bbox: 0.1893, interm_loss_iou: 0.4213, loss_cls: 0.2063, loss_bbox: 0.1541, loss_iou: 0.3697, d0.loss_cls: 0.2686, d0.loss_bbox: 0.1648, d0.loss_iou: 0.3829, d1.loss_cls: 0.2445, d1.loss_bbox: 0.1580, d1.loss_iou: 0.3738, d2.loss_cls: 0.2204, d2.loss_bbox: 0.1553, d2.loss_iou: 0.3700, d3.loss_cls: 0.2085, d3.loss_bbox: 0.1560, d3.loss_iou: 0.3713, d4.loss_cls: 0.2068, d4.loss_bbox: 0.1549, d4.loss_iou: 0.3702, dn_loss_cls: 0.0247, dn_loss_bbox: 0.2460, dn_loss_iou: 0.3392, d0.dn_loss_cls: 0.0610, d0.dn_loss_bbox: 0.3792, d0.dn_loss_iou: 0.4692, d1.dn_loss_cls: 0.0355, d1.dn_loss_bbox: 0.2819, d1.dn_loss_iou: 0.3743, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2529, d2.dn_loss_iou: 0.3477, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2480, d3.dn_loss_iou: 0.3423, d4.dn_loss_cls: 0.0250, d4.dn_loss_bbox: 0.2460, d4.dn_loss_iou: 0.3391, loss: 9.4670 2024-05-20 04:01:44,688 - mmdet - INFO - Epoch [8][2550/3665] lr: 2.000e-04, eta: 1 day, 18:16:25, time: 1.421, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2454, interm_loss_bbox: 0.1904, interm_loss_iou: 0.4126, loss_cls: 0.2038, loss_bbox: 0.1566, loss_iou: 0.3619, d0.loss_cls: 0.2641, d0.loss_bbox: 0.1654, d0.loss_iou: 0.3744, d1.loss_cls: 0.2382, d1.loss_bbox: 0.1618, d1.loss_iou: 0.3682, d2.loss_cls: 0.2161, d2.loss_bbox: 0.1583, d2.loss_iou: 0.3636, d3.loss_cls: 0.2067, d3.loss_bbox: 0.1577, d3.loss_iou: 0.3633, d4.loss_cls: 0.2047, d4.loss_bbox: 0.1569, d4.loss_iou: 0.3623, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2383, dn_loss_iou: 0.3346, d0.dn_loss_cls: 0.0617, d0.dn_loss_bbox: 0.3709, d0.dn_loss_iou: 0.4648, d1.dn_loss_cls: 0.0352, d1.dn_loss_bbox: 0.2735, d1.dn_loss_iou: 0.3692, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2456, d2.dn_loss_iou: 0.3435, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2405, d3.dn_loss_iou: 0.3377, d4.dn_loss_cls: 0.0252, d4.dn_loss_bbox: 0.2383, d4.dn_loss_iou: 0.3346, loss: 9.3264 2024-05-20 04:03:03,295 - mmdet - INFO - Epoch [8][2600/3665] lr: 2.000e-04, eta: 1 day, 18:15:31, time: 1.572, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2529, interm_loss_bbox: 0.1949, interm_loss_iou: 0.4165, loss_cls: 0.2066, loss_bbox: 0.1624, loss_iou: 0.3653, d0.loss_cls: 0.2734, d0.loss_bbox: 0.1667, d0.loss_iou: 0.3754, d1.loss_cls: 0.2467, d1.loss_bbox: 0.1640, d1.loss_iou: 0.3693, d2.loss_cls: 0.2214, d2.loss_bbox: 0.1629, d2.loss_iou: 0.3667, d3.loss_cls: 0.2100, d3.loss_bbox: 0.1631, d3.loss_iou: 0.3669, d4.loss_cls: 0.2069, d4.loss_bbox: 0.1635, d4.loss_iou: 0.3668, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2519, dn_loss_iou: 0.3363, d0.dn_loss_cls: 0.0617, d0.dn_loss_bbox: 0.3776, d0.dn_loss_iou: 0.4606, d1.dn_loss_cls: 0.0355, d1.dn_loss_bbox: 0.2835, d1.dn_loss_iou: 0.3682, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2584, d2.dn_loss_iou: 0.3444, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2535, d3.dn_loss_iou: 0.3388, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2519, d4.dn_loss_iou: 0.3362, loss: 9.4862 2024-05-20 04:04:15,223 - mmdet - INFO - Epoch [8][2650/3665] lr: 2.000e-04, eta: 1 day, 18:14:13, time: 1.439, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2570, interm_loss_bbox: 0.1885, interm_loss_iou: 0.4272, loss_cls: 0.2098, loss_bbox: 0.1608, loss_iou: 0.3821, d0.loss_cls: 0.2733, d0.loss_bbox: 0.1643, d0.loss_iou: 0.3904, d1.loss_cls: 0.2462, d1.loss_bbox: 0.1619, d1.loss_iou: 0.3830, d2.loss_cls: 0.2224, d2.loss_bbox: 0.1618, d2.loss_iou: 0.3845, d3.loss_cls: 0.2136, d3.loss_bbox: 0.1618, d3.loss_iou: 0.3831, d4.loss_cls: 0.2107, d4.loss_bbox: 0.1615, d4.loss_iou: 0.3831, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2443, dn_loss_iou: 0.3464, d0.dn_loss_cls: 0.0607, d0.dn_loss_bbox: 0.3670, d0.dn_loss_iou: 0.4700, d1.dn_loss_cls: 0.0347, d1.dn_loss_bbox: 0.2758, d1.dn_loss_iou: 0.3780, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2505, d2.dn_loss_iou: 0.3539, d3.dn_loss_cls: 0.0258, d3.dn_loss_bbox: 0.2463, d3.dn_loss_iou: 0.3490, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2443, d4.dn_loss_iou: 0.3463, loss: 9.5985 2024-05-20 04:05:30,427 - mmdet - INFO - Epoch [8][2700/3665] lr: 2.000e-04, eta: 1 day, 18:13:06, time: 1.504, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2525, interm_loss_bbox: 0.1897, interm_loss_iou: 0.4305, loss_cls: 0.2100, loss_bbox: 0.1553, loss_iou: 0.3778, d0.loss_cls: 0.2707, d0.loss_bbox: 0.1634, d0.loss_iou: 0.3906, d1.loss_cls: 0.2433, d1.loss_bbox: 0.1598, d1.loss_iou: 0.3832, d2.loss_cls: 0.2218, d2.loss_bbox: 0.1561, d2.loss_iou: 0.3790, d3.loss_cls: 0.2145, d3.loss_bbox: 0.1549, d3.loss_iou: 0.3778, d4.loss_cls: 0.2107, d4.loss_bbox: 0.1554, d4.loss_iou: 0.3782, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2489, dn_loss_iou: 0.3459, d0.dn_loss_cls: 0.0624, d0.dn_loss_bbox: 0.3758, d0.dn_loss_iou: 0.4723, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2803, d1.dn_loss_iou: 0.3783, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2552, d2.dn_loss_iou: 0.3537, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2506, d3.dn_loss_iou: 0.3486, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2489, d4.dn_loss_iou: 0.3458, loss: 9.5855 2024-05-20 04:06:49,793 - mmdet - INFO - Epoch [8][2750/3665] lr: 2.000e-04, eta: 1 day, 18:12:14, time: 1.587, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2536, interm_loss_bbox: 0.1866, interm_loss_iou: 0.4321, loss_cls: 0.2086, loss_bbox: 0.1572, loss_iou: 0.3851, d0.loss_cls: 0.2684, d0.loss_bbox: 0.1644, d0.loss_iou: 0.3964, d1.loss_cls: 0.2421, d1.loss_bbox: 0.1597, d1.loss_iou: 0.3883, d2.loss_cls: 0.2205, d2.loss_bbox: 0.1583, d2.loss_iou: 0.3864, d3.loss_cls: 0.2110, d3.loss_bbox: 0.1581, d3.loss_iou: 0.3865, d4.loss_cls: 0.2079, d4.loss_bbox: 0.1582, d4.loss_iou: 0.3865, dn_loss_cls: 0.0263, dn_loss_bbox: 0.2347, dn_loss_iou: 0.3471, d0.dn_loss_cls: 0.0616, d0.dn_loss_bbox: 0.3565, d0.dn_loss_iou: 0.4750, d1.dn_loss_cls: 0.0367, d1.dn_loss_bbox: 0.2661, d1.dn_loss_iou: 0.3809, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2410, d2.dn_loss_iou: 0.3553, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2368, d3.dn_loss_iou: 0.3501, d4.dn_loss_cls: 0.0268, d4.dn_loss_bbox: 0.2347, d4.dn_loss_iou: 0.3471, loss: 9.5515 2024-05-20 04:08:05,365 - mmdet - INFO - Epoch [8][2800/3665] lr: 2.000e-04, eta: 1 day, 18:11:09, time: 1.511, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2453, interm_loss_bbox: 0.1839, interm_loss_iou: 0.4213, loss_cls: 0.2016, loss_bbox: 0.1555, loss_iou: 0.3745, d0.loss_cls: 0.2615, d0.loss_bbox: 0.1606, d0.loss_iou: 0.3857, d1.loss_cls: 0.2339, d1.loss_bbox: 0.1578, d1.loss_iou: 0.3802, d2.loss_cls: 0.2136, d2.loss_bbox: 0.1560, d2.loss_iou: 0.3759, d3.loss_cls: 0.2064, d3.loss_bbox: 0.1558, d3.loss_iou: 0.3748, d4.loss_cls: 0.2029, d4.loss_bbox: 0.1557, d4.loss_iou: 0.3749, dn_loss_cls: 0.0243, dn_loss_bbox: 0.2365, dn_loss_iou: 0.3402, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3587, d0.dn_loss_iou: 0.4651, d1.dn_loss_cls: 0.0344, d1.dn_loss_bbox: 0.2677, d1.dn_loss_iou: 0.3736, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2431, d2.dn_loss_iou: 0.3483, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2383, d3.dn_loss_iou: 0.3430, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2365, d4.dn_loss_iou: 0.3402, loss: 9.3661 2024-05-20 04:09:20,890 - mmdet - INFO - Epoch [8][2850/3665] lr: 2.000e-04, eta: 1 day, 18:10:04, time: 1.510, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2559, interm_loss_bbox: 0.1854, interm_loss_iou: 0.4256, loss_cls: 0.2085, loss_bbox: 0.1568, loss_iou: 0.3805, d0.loss_cls: 0.2711, d0.loss_bbox: 0.1590, d0.loss_iou: 0.3874, d1.loss_cls: 0.2421, d1.loss_bbox: 0.1571, d1.loss_iou: 0.3839, d2.loss_cls: 0.2225, d2.loss_bbox: 0.1559, d2.loss_iou: 0.3789, d3.loss_cls: 0.2135, d3.loss_bbox: 0.1553, d3.loss_iou: 0.3791, d4.loss_cls: 0.2097, d4.loss_bbox: 0.1563, d4.loss_iou: 0.3806, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2447, dn_loss_iou: 0.3390, d0.dn_loss_cls: 0.0615, d0.dn_loss_bbox: 0.3733, d0.dn_loss_iou: 0.4635, d1.dn_loss_cls: 0.0356, d1.dn_loss_bbox: 0.2781, d1.dn_loss_iou: 0.3717, d2.dn_loss_cls: 0.0296, d2.dn_loss_bbox: 0.2516, d2.dn_loss_iou: 0.3475, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2466, d3.dn_loss_iou: 0.3419, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2448, d4.dn_loss_iou: 0.3389, loss: 9.5110 2024-05-20 04:10:33,036 - mmdet - INFO - Epoch [8][2900/3665] lr: 2.000e-04, eta: 1 day, 18:08:46, time: 1.443, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2523, interm_loss_bbox: 0.1845, interm_loss_iou: 0.4098, loss_cls: 0.2080, loss_bbox: 0.1542, loss_iou: 0.3608, d0.loss_cls: 0.2669, d0.loss_bbox: 0.1602, d0.loss_iou: 0.3722, d1.loss_cls: 0.2395, d1.loss_bbox: 0.1570, d1.loss_iou: 0.3672, d2.loss_cls: 0.2204, d2.loss_bbox: 0.1546, d2.loss_iou: 0.3621, d3.loss_cls: 0.2121, d3.loss_bbox: 0.1543, d3.loss_iou: 0.3609, d4.loss_cls: 0.2089, d4.loss_bbox: 0.1546, d4.loss_iou: 0.3616, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2410, dn_loss_iou: 0.3328, d0.dn_loss_cls: 0.0610, d0.dn_loss_bbox: 0.3716, d0.dn_loss_iou: 0.4612, d1.dn_loss_cls: 0.0353, d1.dn_loss_bbox: 0.2730, d1.dn_loss_iou: 0.3666, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2470, d2.dn_loss_iou: 0.3413, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2428, d3.dn_loss_iou: 0.3359, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2410, d4.dn_loss_iou: 0.3327, loss: 9.3113 2024-05-20 04:11:44,668 - mmdet - INFO - Epoch [8][2950/3665] lr: 2.000e-04, eta: 1 day, 18:07:26, time: 1.433, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2565, interm_loss_bbox: 0.1983, interm_loss_iou: 0.4316, loss_cls: 0.2106, loss_bbox: 0.1629, loss_iou: 0.3763, d0.loss_cls: 0.2711, d0.loss_bbox: 0.1694, d0.loss_iou: 0.3869, d1.loss_cls: 0.2424, d1.loss_bbox: 0.1658, d1.loss_iou: 0.3816, d2.loss_cls: 0.2243, d2.loss_bbox: 0.1628, d2.loss_iou: 0.3777, d3.loss_cls: 0.2154, d3.loss_bbox: 0.1626, d3.loss_iou: 0.3765, d4.loss_cls: 0.2121, d4.loss_bbox: 0.1622, d4.loss_iou: 0.3762, dn_loss_cls: 0.0265, dn_loss_bbox: 0.2592, dn_loss_iou: 0.3492, d0.dn_loss_cls: 0.0626, d0.dn_loss_bbox: 0.3869, d0.dn_loss_iou: 0.4763, d1.dn_loss_cls: 0.0368, d1.dn_loss_bbox: 0.2927, d1.dn_loss_iou: 0.3835, d2.dn_loss_cls: 0.0308, d2.dn_loss_bbox: 0.2665, d2.dn_loss_iou: 0.3580, d3.dn_loss_cls: 0.0276, d3.dn_loss_bbox: 0.2610, d3.dn_loss_iou: 0.3522, d4.dn_loss_cls: 0.0267, d4.dn_loss_bbox: 0.2592, d4.dn_loss_iou: 0.3491, loss: 9.7279 2024-05-20 04:12:59,603 - mmdet - INFO - Epoch [8][3000/3665] lr: 2.000e-04, eta: 1 day, 18:06:18, time: 1.499, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2544, interm_loss_bbox: 0.1926, interm_loss_iou: 0.4402, loss_cls: 0.2094, loss_bbox: 0.1604, loss_iou: 0.3883, d0.loss_cls: 0.2702, d0.loss_bbox: 0.1660, d0.loss_iou: 0.3968, d1.loss_cls: 0.2415, d1.loss_bbox: 0.1616, d1.loss_iou: 0.3908, d2.loss_cls: 0.2220, d2.loss_bbox: 0.1595, d2.loss_iou: 0.3878, d3.loss_cls: 0.2139, d3.loss_bbox: 0.1601, d3.loss_iou: 0.3883, d4.loss_cls: 0.2114, d4.loss_bbox: 0.1598, d4.loss_iou: 0.3882, dn_loss_cls: 0.0266, dn_loss_bbox: 0.2419, dn_loss_iou: 0.3498, d0.dn_loss_cls: 0.0634, d0.dn_loss_bbox: 0.3663, d0.dn_loss_iou: 0.4792, d1.dn_loss_cls: 0.0369, d1.dn_loss_bbox: 0.2724, d1.dn_loss_iou: 0.3830, d2.dn_loss_cls: 0.0312, d2.dn_loss_bbox: 0.2474, d2.dn_loss_iou: 0.3573, d3.dn_loss_cls: 0.0281, d3.dn_loss_bbox: 0.2435, d3.dn_loss_iou: 0.3526, d4.dn_loss_cls: 0.0270, d4.dn_loss_bbox: 0.2418, d4.dn_loss_iou: 0.3497, loss: 9.6611 2024-05-20 04:14:13,481 - mmdet - INFO - Epoch [8][3050/3665] lr: 2.000e-04, eta: 1 day, 18:05:07, time: 1.477, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2501, interm_loss_bbox: 0.1889, interm_loss_iou: 0.4285, loss_cls: 0.2051, loss_bbox: 0.1590, loss_iou: 0.3817, d0.loss_cls: 0.2672, d0.loss_bbox: 0.1648, d0.loss_iou: 0.3903, d1.loss_cls: 0.2396, d1.loss_bbox: 0.1606, d1.loss_iou: 0.3850, d2.loss_cls: 0.2202, d2.loss_bbox: 0.1571, d2.loss_iou: 0.3792, d3.loss_cls: 0.2102, d3.loss_bbox: 0.1583, d3.loss_iou: 0.3811, d4.loss_cls: 0.2064, d4.loss_bbox: 0.1589, d4.loss_iou: 0.3817, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2389, dn_loss_iou: 0.3386, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3620, d0.dn_loss_iou: 0.4641, d1.dn_loss_cls: 0.0344, d1.dn_loss_bbox: 0.2703, d1.dn_loss_iou: 0.3713, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2448, d2.dn_loss_iou: 0.3460, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2405, d3.dn_loss_iou: 0.3411, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2389, d4.dn_loss_iou: 0.3385, loss: 9.4647 2024-05-20 04:15:26,121 - mmdet - INFO - Epoch [8][3100/3665] lr: 2.000e-04, eta: 1 day, 18:03:51, time: 1.453, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2514, interm_loss_bbox: 0.1896, interm_loss_iou: 0.4211, loss_cls: 0.2074, loss_bbox: 0.1606, loss_iou: 0.3745, d0.loss_cls: 0.2670, d0.loss_bbox: 0.1651, d0.loss_iou: 0.3815, d1.loss_cls: 0.2389, d1.loss_bbox: 0.1616, d1.loss_iou: 0.3754, d2.loss_cls: 0.2203, d2.loss_bbox: 0.1593, d2.loss_iou: 0.3726, d3.loss_cls: 0.2109, d3.loss_bbox: 0.1605, d3.loss_iou: 0.3739, d4.loss_cls: 0.2085, d4.loss_bbox: 0.1605, d4.loss_iou: 0.3738, dn_loss_cls: 0.0270, dn_loss_bbox: 0.2422, dn_loss_iou: 0.3473, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3613, d0.dn_loss_iou: 0.4736, d1.dn_loss_cls: 0.0364, d1.dn_loss_bbox: 0.2728, d1.dn_loss_iou: 0.3806, d2.dn_loss_cls: 0.0310, d2.dn_loss_bbox: 0.2482, d2.dn_loss_iou: 0.3552, d3.dn_loss_cls: 0.0280, d3.dn_loss_bbox: 0.2439, d3.dn_loss_iou: 0.3501, d4.dn_loss_cls: 0.0273, d4.dn_loss_bbox: 0.2422, d4.dn_loss_iou: 0.3472, loss: 9.5109 2024-05-20 04:16:39,776 - mmdet - INFO - Epoch [8][3150/3665] lr: 2.000e-04, eta: 1 day, 18:02:38, time: 1.473, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2502, interm_loss_bbox: 0.1886, interm_loss_iou: 0.4193, loss_cls: 0.2051, loss_bbox: 0.1593, loss_iou: 0.3748, d0.loss_cls: 0.2689, d0.loss_bbox: 0.1622, d0.loss_iou: 0.3791, d1.loss_cls: 0.2379, d1.loss_bbox: 0.1596, d1.loss_iou: 0.3757, d2.loss_cls: 0.2180, d2.loss_bbox: 0.1588, d2.loss_iou: 0.3742, d3.loss_cls: 0.2092, d3.loss_bbox: 0.1585, d3.loss_iou: 0.3746, d4.loss_cls: 0.2056, d4.loss_bbox: 0.1595, d4.loss_iou: 0.3753, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2511, dn_loss_iou: 0.3408, d0.dn_loss_cls: 0.0615, d0.dn_loss_bbox: 0.3714, d0.dn_loss_iou: 0.4616, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2816, d1.dn_loss_iou: 0.3730, d2.dn_loss_cls: 0.0297, d2.dn_loss_bbox: 0.2572, d2.dn_loss_iou: 0.3485, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2528, d3.dn_loss_iou: 0.3436, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2511, d4.dn_loss_iou: 0.3407, loss: 9.4923 2024-05-20 04:17:57,541 - mmdet - INFO - Epoch [8][3200/3665] lr: 2.000e-04, eta: 1 day, 18:01:40, time: 1.555, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2501, interm_loss_bbox: 0.1908, interm_loss_iou: 0.4110, loss_cls: 0.2049, loss_bbox: 0.1580, loss_iou: 0.3616, d0.loss_cls: 0.2686, d0.loss_bbox: 0.1642, d0.loss_iou: 0.3701, d1.loss_cls: 0.2406, d1.loss_bbox: 0.1610, d1.loss_iou: 0.3656, d2.loss_cls: 0.2172, d2.loss_bbox: 0.1590, d2.loss_iou: 0.3632, d3.loss_cls: 0.2091, d3.loss_bbox: 0.1583, d3.loss_iou: 0.3615, d4.loss_cls: 0.2067, d4.loss_bbox: 0.1582, d4.loss_iou: 0.3610, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2405, dn_loss_iou: 0.3303, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3690, d0.dn_loss_iou: 0.4572, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2750, d1.dn_loss_iou: 0.3648, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2478, d2.dn_loss_iou: 0.3386, d3.dn_loss_cls: 0.0260, d3.dn_loss_bbox: 0.2425, d3.dn_loss_iou: 0.3333, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2406, d4.dn_loss_iou: 0.3302, loss: 9.3119 2024-05-20 04:19:11,947 - mmdet - INFO - Epoch [8][3250/3665] lr: 2.000e-04, eta: 1 day, 18:00:31, time: 1.488, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2565, interm_loss_bbox: 0.1828, interm_loss_iou: 0.4165, loss_cls: 0.2080, loss_bbox: 0.1547, loss_iou: 0.3742, d0.loss_cls: 0.2748, d0.loss_bbox: 0.1607, d0.loss_iou: 0.3807, d1.loss_cls: 0.2425, d1.loss_bbox: 0.1549, d1.loss_iou: 0.3761, d2.loss_cls: 0.2218, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3737, d3.loss_cls: 0.2129, d3.loss_bbox: 0.1530, d3.loss_iou: 0.3733, d4.loss_cls: 0.2092, d4.loss_bbox: 0.1542, d4.loss_iou: 0.3742, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2410, dn_loss_iou: 0.3413, d0.dn_loss_cls: 0.0620, d0.dn_loss_bbox: 0.3649, d0.dn_loss_iou: 0.4692, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2730, d1.dn_loss_iou: 0.3753, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2472, d2.dn_loss_iou: 0.3494, d3.dn_loss_cls: 0.0266, d3.dn_loss_bbox: 0.2428, d3.dn_loss_iou: 0.3443, d4.dn_loss_cls: 0.0257, d4.dn_loss_bbox: 0.2410, d4.dn_loss_iou: 0.3412, loss: 9.4441 2024-05-20 04:20:28,886 - mmdet - INFO - Epoch [8][3300/3665] lr: 2.000e-04, eta: 1 day, 17:59:30, time: 1.539, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2507, interm_loss_bbox: 0.1838, interm_loss_iou: 0.4224, loss_cls: 0.2036, loss_bbox: 0.1550, loss_iou: 0.3786, d0.loss_cls: 0.2691, d0.loss_bbox: 0.1579, d0.loss_iou: 0.3822, d1.loss_cls: 0.2385, d1.loss_bbox: 0.1549, d1.loss_iou: 0.3784, d2.loss_cls: 0.2179, d2.loss_bbox: 0.1537, d2.loss_iou: 0.3773, d3.loss_cls: 0.2096, d3.loss_bbox: 0.1536, d3.loss_iou: 0.3769, d4.loss_cls: 0.2058, d4.loss_bbox: 0.1544, d4.loss_iou: 0.3782, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2395, dn_loss_iou: 0.3509, d0.dn_loss_cls: 0.0623, d0.dn_loss_bbox: 0.3593, d0.dn_loss_iou: 0.4770, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2697, d1.dn_loss_iou: 0.3836, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2455, d2.dn_loss_iou: 0.3588, d3.dn_loss_cls: 0.0272, d3.dn_loss_bbox: 0.2411, d3.dn_loss_iou: 0.3536, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2396, d4.dn_loss_iou: 0.3509, loss: 9.4799 2024-05-20 04:21:48,476 - mmdet - INFO - Epoch [8][3350/3665] lr: 2.000e-04, eta: 1 day, 17:58:39, time: 1.592, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2537, interm_loss_bbox: 0.1892, interm_loss_iou: 0.4250, loss_cls: 0.2076, loss_bbox: 0.1598, loss_iou: 0.3786, d0.loss_cls: 0.2703, d0.loss_bbox: 0.1621, d0.loss_iou: 0.3856, d1.loss_cls: 0.2402, d1.loss_bbox: 0.1604, d1.loss_iou: 0.3796, d2.loss_cls: 0.2205, d2.loss_bbox: 0.1605, d2.loss_iou: 0.3793, d3.loss_cls: 0.2126, d3.loss_bbox: 0.1594, d3.loss_iou: 0.3778, d4.loss_cls: 0.2090, d4.loss_bbox: 0.1600, d4.loss_iou: 0.3785, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2378, dn_loss_iou: 0.3383, d0.dn_loss_cls: 0.0623, d0.dn_loss_bbox: 0.3596, d0.dn_loss_iou: 0.4631, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2686, d1.dn_loss_iou: 0.3717, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2443, d2.dn_loss_iou: 0.3467, d3.dn_loss_cls: 0.0270, d3.dn_loss_bbox: 0.2397, d3.dn_loss_iou: 0.3414, d4.dn_loss_cls: 0.0262, d4.dn_loss_bbox: 0.2378, d4.dn_loss_iou: 0.3383, loss: 9.4647 2024-05-20 04:23:02,017 - mmdet - INFO - Epoch [8][3400/3665] lr: 2.000e-04, eta: 1 day, 17:57:26, time: 1.471, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2539, interm_loss_bbox: 0.1894, interm_loss_iou: 0.4196, loss_cls: 0.2094, loss_bbox: 0.1577, loss_iou: 0.3714, d0.loss_cls: 0.2681, d0.loss_bbox: 0.1636, d0.loss_iou: 0.3800, d1.loss_cls: 0.2366, d1.loss_bbox: 0.1617, d1.loss_iou: 0.3753, d2.loss_cls: 0.2197, d2.loss_bbox: 0.1587, d2.loss_iou: 0.3733, d3.loss_cls: 0.2121, d3.loss_bbox: 0.1582, d3.loss_iou: 0.3721, d4.loss_cls: 0.2092, d4.loss_bbox: 0.1584, d4.loss_iou: 0.3724, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2467, dn_loss_iou: 0.3410, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3703, d0.dn_loss_iou: 0.4656, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2769, d1.dn_loss_iou: 0.3733, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2529, d2.dn_loss_iou: 0.3490, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2487, d3.dn_loss_iou: 0.3441, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2468, d4.dn_loss_iou: 0.3409, loss: 9.4835 2024-05-20 04:24:16,100 - mmdet - INFO - Epoch [8][3450/3665] lr: 2.000e-04, eta: 1 day, 17:56:15, time: 1.481, data_time: 0.015, memory: 41052, interm_loss_cls: 0.2434, interm_loss_bbox: 0.1842, interm_loss_iou: 0.4190, loss_cls: 0.1983, loss_bbox: 0.1572, loss_iou: 0.3752, d0.loss_cls: 0.2579, d0.loss_bbox: 0.1602, d0.loss_iou: 0.3811, d1.loss_cls: 0.2257, d1.loss_bbox: 0.1595, d1.loss_iou: 0.3803, d2.loss_cls: 0.2087, d2.loss_bbox: 0.1575, d2.loss_iou: 0.3770, d3.loss_cls: 0.2023, d3.loss_bbox: 0.1567, d3.loss_iou: 0.3754, d4.loss_cls: 0.1992, d4.loss_bbox: 0.1570, d4.loss_iou: 0.3756, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2344, dn_loss_iou: 0.3395, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3572, d0.dn_loss_iou: 0.4650, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2643, d1.dn_loss_iou: 0.3713, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2401, d2.dn_loss_iou: 0.3467, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2360, d3.dn_loss_iou: 0.3420, d4.dn_loss_cls: 0.0256, d4.dn_loss_bbox: 0.2344, d4.dn_loss_iou: 0.3395, loss: 9.3221 2024-05-20 04:25:29,462 - mmdet - INFO - Epoch [8][3500/3665] lr: 2.000e-04, eta: 1 day, 17:54:54, time: 1.428, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2514, interm_loss_bbox: 0.1877, interm_loss_iou: 0.4164, loss_cls: 0.2060, loss_bbox: 0.1573, loss_iou: 0.3691, d0.loss_cls: 0.2670, d0.loss_bbox: 0.1622, d0.loss_iou: 0.3768, d1.loss_cls: 0.2350, d1.loss_bbox: 0.1609, d1.loss_iou: 0.3738, d2.loss_cls: 0.2161, d2.loss_bbox: 0.1581, d2.loss_iou: 0.3708, d3.loss_cls: 0.2089, d3.loss_bbox: 0.1581, d3.loss_iou: 0.3701, d4.loss_cls: 0.2069, d4.loss_bbox: 0.1578, d4.loss_iou: 0.3694, dn_loss_cls: 0.0261, dn_loss_bbox: 0.2334, dn_loss_iou: 0.3390, d0.dn_loss_cls: 0.0616, d0.dn_loss_bbox: 0.3566, d0.dn_loss_iou: 0.4660, d1.dn_loss_cls: 0.0360, d1.dn_loss_bbox: 0.2651, d1.dn_loss_iou: 0.3731, d2.dn_loss_cls: 0.0304, d2.dn_loss_bbox: 0.2403, d2.dn_loss_iou: 0.3476, d3.dn_loss_cls: 0.0273, d3.dn_loss_bbox: 0.2352, d3.dn_loss_iou: 0.3421, d4.dn_loss_cls: 0.0264, d4.dn_loss_bbox: 0.2334, d4.dn_loss_iou: 0.3390, loss: 9.3584 2024-05-20 04:26:43,547 - mmdet - INFO - Epoch [8][3550/3665] lr: 2.000e-04, eta: 1 day, 17:53:50, time: 1.521, data_time: 0.055, memory: 41052, interm_loss_cls: 0.2465, interm_loss_bbox: 0.1904, interm_loss_iou: 0.4279, loss_cls: 0.2034, loss_bbox: 0.1596, loss_iou: 0.3796, d0.loss_cls: 0.2626, d0.loss_bbox: 0.1640, d0.loss_iou: 0.3879, d1.loss_cls: 0.2299, d1.loss_bbox: 0.1629, d1.loss_iou: 0.3855, d2.loss_cls: 0.2142, d2.loss_bbox: 0.1600, d2.loss_iou: 0.3810, d3.loss_cls: 0.2070, d3.loss_bbox: 0.1600, d3.loss_iou: 0.3809, d4.loss_cls: 0.2041, d4.loss_bbox: 0.1602, d4.loss_iou: 0.3810, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2439, dn_loss_iou: 0.3493, d0.dn_loss_cls: 0.0613, d0.dn_loss_bbox: 0.3658, d0.dn_loss_iou: 0.4766, d1.dn_loss_cls: 0.0350, d1.dn_loss_bbox: 0.2748, d1.dn_loss_iou: 0.3826, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2501, d2.dn_loss_iou: 0.3578, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2458, d3.dn_loss_iou: 0.3524, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2439, d4.dn_loss_iou: 0.3493, loss: 9.5427 2024-05-20 04:27:54,658 - mmdet - INFO - Epoch [8][3600/3665] lr: 2.000e-04, eta: 1 day, 17:52:29, time: 1.422, data_time: 0.016, memory: 41052, interm_loss_cls: 0.2542, interm_loss_bbox: 0.1850, interm_loss_iou: 0.4221, loss_cls: 0.2089, loss_bbox: 0.1563, loss_iou: 0.3747, d0.loss_cls: 0.2699, d0.loss_bbox: 0.1634, d0.loss_iou: 0.3860, d1.loss_cls: 0.2416, d1.loss_bbox: 0.1593, d1.loss_iou: 0.3786, d2.loss_cls: 0.2216, d2.loss_bbox: 0.1558, d2.loss_iou: 0.3759, d3.loss_cls: 0.2125, d3.loss_bbox: 0.1565, d3.loss_iou: 0.3761, d4.loss_cls: 0.2101, d4.loss_bbox: 0.1562, d4.loss_iou: 0.3744, dn_loss_cls: 0.0259, dn_loss_bbox: 0.2424, dn_loss_iou: 0.3486, d0.dn_loss_cls: 0.0616, d0.dn_loss_bbox: 0.3680, d0.dn_loss_iou: 0.4767, d1.dn_loss_cls: 0.0355, d1.dn_loss_bbox: 0.2741, d1.dn_loss_iou: 0.3821, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2484, d2.dn_loss_iou: 0.3566, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2441, d3.dn_loss_iou: 0.3514, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2425, d4.dn_loss_iou: 0.3485, loss: 9.5286 2024-05-20 04:29:10,307 - mmdet - INFO - Epoch [8][3650/3665] lr: 2.000e-04, eta: 1 day, 17:51:23, time: 1.513, data_time: 0.017, memory: 41052, interm_loss_cls: 0.2500, interm_loss_bbox: 0.1869, interm_loss_iou: 0.4211, loss_cls: 0.2050, loss_bbox: 0.1603, loss_iou: 0.3780, d0.loss_cls: 0.2653, d0.loss_bbox: 0.1648, d0.loss_iou: 0.3867, d1.loss_cls: 0.2356, d1.loss_bbox: 0.1615, d1.loss_iou: 0.3820, d2.loss_cls: 0.2157, d2.loss_bbox: 0.1616, d2.loss_iou: 0.3807, d3.loss_cls: 0.2089, d3.loss_bbox: 0.1602, d3.loss_iou: 0.3789, d4.loss_cls: 0.2064, d4.loss_bbox: 0.1603, d4.loss_iou: 0.3783, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2441, dn_loss_iou: 0.3432, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3607, d0.dn_loss_iou: 0.4641, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2738, d1.dn_loss_iou: 0.3754, d2.dn_loss_cls: 0.0296, d2.dn_loss_bbox: 0.2502, d2.dn_loss_iou: 0.3509, d3.dn_loss_cls: 0.0265, d3.dn_loss_bbox: 0.2459, d3.dn_loss_iou: 0.3460, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2442, d4.dn_loss_iou: 0.3432, loss: 9.4929 2024-05-20 04:29:35,574 - mmdet - INFO - Saving checkpoint at 8 epochs 2024-05-20 04:32:36,017 - mmdet - INFO - Evaluating bbox... 2024-05-20 04:34:20,284 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.537 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.725 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.587 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.362 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.743 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.747 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.747 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.587 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.788 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.904 2024-05-20 04:34:22,155 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-20 04:34:22,157 - mmdet - INFO - Epoch(val) [8][313] bbox_mAP: 0.5370, bbox_mAP_50: 0.7250, bbox_mAP_75: 0.5870, bbox_mAP_s: 0.3620, bbox_mAP_m: 0.5670, bbox_mAP_l: 0.7100, bbox_mAP_copypaste: 0.537 0.725 0.587 0.362 0.567 0.710 2024-05-20 04:35:52,732 - mmdet - INFO - Epoch [9][50/3665] lr: 2.000e-04, eta: 1 day, 17:49:31, time: 1.811, data_time: 0.102, memory: 41053, interm_loss_cls: 0.2521, interm_loss_bbox: 0.1826, interm_loss_iou: 0.4334, loss_cls: 0.2054, loss_bbox: 0.1546, loss_iou: 0.3842, d0.loss_cls: 0.2676, d0.loss_bbox: 0.1583, d0.loss_iou: 0.3927, d1.loss_cls: 0.2347, d1.loss_bbox: 0.1564, d1.loss_iou: 0.3890, d2.loss_cls: 0.2169, d2.loss_bbox: 0.1548, d2.loss_iou: 0.3860, d3.loss_cls: 0.2097, d3.loss_bbox: 0.1545, d3.loss_iou: 0.3842, d4.loss_cls: 0.2064, d4.loss_bbox: 0.1545, d4.loss_iou: 0.3843, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2279, dn_loss_iou: 0.3375, d0.dn_loss_cls: 0.0608, d0.dn_loss_bbox: 0.3483, d0.dn_loss_iou: 0.4610, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2589, d1.dn_loss_iou: 0.3696, d2.dn_loss_cls: 0.0291, d2.dn_loss_bbox: 0.2339, d2.dn_loss_iou: 0.3456, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2296, d3.dn_loss_iou: 0.3403, d4.dn_loss_cls: 0.0252, d4.dn_loss_bbox: 0.2279, d4.dn_loss_iou: 0.3374, loss: 9.3816 2024-05-20 04:37:07,909 - mmdet - INFO - Epoch [9][100/3665] lr: 2.000e-04, eta: 1 day, 17:48:23, time: 1.504, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2429, interm_loss_bbox: 0.1872, interm_loss_iou: 0.4118, loss_cls: 0.1973, loss_bbox: 0.1581, loss_iou: 0.3676, d0.loss_cls: 0.2637, d0.loss_bbox: 0.1629, d0.loss_iou: 0.3758, d1.loss_cls: 0.2285, d1.loss_bbox: 0.1614, d1.loss_iou: 0.3725, d2.loss_cls: 0.2096, d2.loss_bbox: 0.1584, d2.loss_iou: 0.3693, d3.loss_cls: 0.2019, d3.loss_bbox: 0.1585, d3.loss_iou: 0.3673, d4.loss_cls: 0.1988, d4.loss_bbox: 0.1580, d4.loss_iou: 0.3672, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2298, dn_loss_iou: 0.3331, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3491, d0.dn_loss_iou: 0.4575, d1.dn_loss_cls: 0.0335, d1.dn_loss_bbox: 0.2579, d1.dn_loss_iou: 0.3644, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2351, d2.dn_loss_iou: 0.3405, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2314, d3.dn_loss_iou: 0.3357, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2298, d4.dn_loss_iou: 0.3330, loss: 9.2077 2024-05-20 04:38:19,520 - mmdet - INFO - Epoch [9][150/3665] lr: 2.000e-04, eta: 1 day, 17:47:04, time: 1.432, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2376, interm_loss_bbox: 0.1912, interm_loss_iou: 0.4189, loss_cls: 0.1953, loss_bbox: 0.1569, loss_iou: 0.3639, d0.loss_cls: 0.2568, d0.loss_bbox: 0.1645, d0.loss_iou: 0.3777, d1.loss_cls: 0.2237, d1.loss_bbox: 0.1624, d1.loss_iou: 0.3711, d2.loss_cls: 0.2053, d2.loss_bbox: 0.1598, d2.loss_iou: 0.3670, d3.loss_cls: 0.1995, d3.loss_bbox: 0.1572, d3.loss_iou: 0.3645, d4.loss_cls: 0.1972, d4.loss_bbox: 0.1564, d4.loss_iou: 0.3633, dn_loss_cls: 0.0226, dn_loss_bbox: 0.2388, dn_loss_iou: 0.3315, d0.dn_loss_cls: 0.0583, d0.dn_loss_bbox: 0.3632, d0.dn_loss_iou: 0.4573, d1.dn_loss_cls: 0.0330, d1.dn_loss_bbox: 0.2699, d1.dn_loss_iou: 0.3639, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2449, d2.dn_loss_iou: 0.3392, d3.dn_loss_cls: 0.0243, d3.dn_loss_bbox: 0.2405, d3.dn_loss_iou: 0.3342, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2388, d4.dn_loss_iou: 0.3314, loss: 9.2327 2024-05-20 04:39:33,020 - mmdet - INFO - Epoch [9][200/3665] lr: 2.000e-04, eta: 1 day, 17:45:51, time: 1.470, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2462, interm_loss_bbox: 0.1880, interm_loss_iou: 0.4232, loss_cls: 0.1994, loss_bbox: 0.1553, loss_iou: 0.3707, d0.loss_cls: 0.2636, d0.loss_bbox: 0.1616, d0.loss_iou: 0.3827, d1.loss_cls: 0.2292, d1.loss_bbox: 0.1586, d1.loss_iou: 0.3755, d2.loss_cls: 0.2115, d2.loss_bbox: 0.1568, d2.loss_iou: 0.3722, d3.loss_cls: 0.2023, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3715, d4.loss_cls: 0.1997, d4.loss_bbox: 0.1558, d4.loss_iou: 0.3711, dn_loss_cls: 0.0247, dn_loss_bbox: 0.2395, dn_loss_iou: 0.3376, d0.dn_loss_cls: 0.0602, d0.dn_loss_bbox: 0.3655, d0.dn_loss_iou: 0.4660, d1.dn_loss_cls: 0.0342, d1.dn_loss_bbox: 0.2718, d1.dn_loss_iou: 0.3717, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2464, d2.dn_loss_iou: 0.3459, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2416, d3.dn_loss_iou: 0.3408, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2395, d4.dn_loss_iou: 0.3375, loss: 9.3537 2024-05-20 04:40:47,029 - mmdet - INFO - Epoch [9][250/3665] lr: 2.000e-04, eta: 1 day, 17:44:39, time: 1.480, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2430, interm_loss_bbox: 0.1896, interm_loss_iou: 0.4090, loss_cls: 0.1965, loss_bbox: 0.1606, loss_iou: 0.3632, d0.loss_cls: 0.2570, d0.loss_bbox: 0.1666, d0.loss_iou: 0.3725, d1.loss_cls: 0.2262, d1.loss_bbox: 0.1632, d1.loss_iou: 0.3667, d2.loss_cls: 0.2081, d2.loss_bbox: 0.1614, d2.loss_iou: 0.3639, d3.loss_cls: 0.2005, d3.loss_bbox: 0.1606, d3.loss_iou: 0.3636, d4.loss_cls: 0.1973, d4.loss_bbox: 0.1613, d4.loss_iou: 0.3641, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2389, dn_loss_iou: 0.3282, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3650, d0.dn_loss_iou: 0.4558, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2693, d1.dn_loss_iou: 0.3607, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2445, d2.dn_loss_iou: 0.3363, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2404, d3.dn_loss_iou: 0.3309, d4.dn_loss_cls: 0.0250, d4.dn_loss_bbox: 0.2389, d4.dn_loss_iou: 0.3282, loss: 9.2310 2024-05-20 04:42:00,631 - mmdet - INFO - Epoch [9][300/3665] lr: 2.000e-04, eta: 1 day, 17:43:27, time: 1.472, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2470, interm_loss_bbox: 0.1897, interm_loss_iou: 0.4186, loss_cls: 0.2031, loss_bbox: 0.1568, loss_iou: 0.3712, d0.loss_cls: 0.2649, d0.loss_bbox: 0.1626, d0.loss_iou: 0.3793, d1.loss_cls: 0.2319, d1.loss_bbox: 0.1603, d1.loss_iou: 0.3747, d2.loss_cls: 0.2145, d2.loss_bbox: 0.1580, d2.loss_iou: 0.3725, d3.loss_cls: 0.2073, d3.loss_bbox: 0.1571, d3.loss_iou: 0.3717, d4.loss_cls: 0.2041, d4.loss_bbox: 0.1570, d4.loss_iou: 0.3716, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2372, dn_loss_iou: 0.3303, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3581, d0.dn_loss_iou: 0.4532, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2682, d1.dn_loss_iou: 0.3625, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2436, d2.dn_loss_iou: 0.3383, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2388, d3.dn_loss_iou: 0.3331, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2372, d4.dn_loss_iou: 0.3303, loss: 9.3038 2024-05-20 04:43:13,986 - mmdet - INFO - Epoch [9][350/3665] lr: 2.000e-04, eta: 1 day, 17:42:13, time: 1.467, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2473, interm_loss_bbox: 0.1836, interm_loss_iou: 0.4145, loss_cls: 0.2013, loss_bbox: 0.1546, loss_iou: 0.3694, d0.loss_cls: 0.2659, d0.loss_bbox: 0.1589, d0.loss_iou: 0.3777, d1.loss_cls: 0.2316, d1.loss_bbox: 0.1574, d1.loss_iou: 0.3736, d2.loss_cls: 0.2118, d2.loss_bbox: 0.1558, d2.loss_iou: 0.3709, d3.loss_cls: 0.2051, d3.loss_bbox: 0.1545, d3.loss_iou: 0.3692, d4.loss_cls: 0.2025, d4.loss_bbox: 0.1549, d4.loss_iou: 0.3692, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2386, dn_loss_iou: 0.3367, d0.dn_loss_cls: 0.0594, d0.dn_loss_bbox: 0.3618, d0.dn_loss_iou: 0.4598, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2698, d1.dn_loss_iou: 0.3690, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2446, d2.dn_loss_iou: 0.3445, d3.dn_loss_cls: 0.0249, d3.dn_loss_bbox: 0.2402, d3.dn_loss_iou: 0.3395, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2386, d4.dn_loss_iou: 0.3366, loss: 9.3024 2024-05-20 04:44:27,908 - mmdet - INFO - Epoch [9][400/3665] lr: 2.000e-04, eta: 1 day, 17:41:02, time: 1.478, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2430, interm_loss_bbox: 0.1859, interm_loss_iou: 0.4180, loss_cls: 0.1987, loss_bbox: 0.1578, loss_iou: 0.3733, d0.loss_cls: 0.2590, d0.loss_bbox: 0.1618, d0.loss_iou: 0.3815, d1.loss_cls: 0.2267, d1.loss_bbox: 0.1600, d1.loss_iou: 0.3777, d2.loss_cls: 0.2097, d2.loss_bbox: 0.1581, d2.loss_iou: 0.3749, d3.loss_cls: 0.2025, d3.loss_bbox: 0.1584, d3.loss_iou: 0.3738, d4.loss_cls: 0.1997, d4.loss_bbox: 0.1583, d4.loss_iou: 0.3739, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2377, dn_loss_iou: 0.3358, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3657, d0.dn_loss_iou: 0.4636, d1.dn_loss_cls: 0.0336, d1.dn_loss_bbox: 0.2684, d1.dn_loss_iou: 0.3676, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2437, d2.dn_loss_iou: 0.3434, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2393, d3.dn_loss_iou: 0.3385, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2377, d4.dn_loss_iou: 0.3358, loss: 9.3225 2024-05-20 04:45:41,292 - mmdet - INFO - Epoch [9][450/3665] lr: 2.000e-04, eta: 1 day, 17:39:48, time: 1.468, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2461, interm_loss_bbox: 0.1854, interm_loss_iou: 0.4205, loss_cls: 0.2011, loss_bbox: 0.1538, loss_iou: 0.3725, d0.loss_cls: 0.2621, d0.loss_bbox: 0.1579, d0.loss_iou: 0.3798, d1.loss_cls: 0.2290, d1.loss_bbox: 0.1561, d1.loss_iou: 0.3766, d2.loss_cls: 0.2115, d2.loss_bbox: 0.1543, d2.loss_iou: 0.3735, d3.loss_cls: 0.2041, d3.loss_bbox: 0.1546, d3.loss_iou: 0.3729, d4.loss_cls: 0.2010, d4.loss_bbox: 0.1553, d4.loss_iou: 0.3733, dn_loss_cls: 0.0244, dn_loss_bbox: 0.2393, dn_loss_iou: 0.3332, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3669, d0.dn_loss_iou: 0.4570, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2720, d1.dn_loss_iou: 0.3651, d2.dn_loss_cls: 0.0288, d2.dn_loss_bbox: 0.2464, d2.dn_loss_iou: 0.3411, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2411, d3.dn_loss_iou: 0.3361, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2393, d4.dn_loss_iou: 0.3331, loss: 9.3103 2024-05-20 04:46:53,192 - mmdet - INFO - Epoch [9][500/3665] lr: 2.000e-04, eta: 1 day, 17:38:30, time: 1.438, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2422, interm_loss_bbox: 0.1854, interm_loss_iou: 0.4077, loss_cls: 0.1969, loss_bbox: 0.1552, loss_iou: 0.3629, d0.loss_cls: 0.2565, d0.loss_bbox: 0.1607, d0.loss_iou: 0.3701, d1.loss_cls: 0.2239, d1.loss_bbox: 0.1582, d1.loss_iou: 0.3676, d2.loss_cls: 0.2077, d2.loss_bbox: 0.1566, d2.loss_iou: 0.3638, d3.loss_cls: 0.2004, d3.loss_bbox: 0.1555, d3.loss_iou: 0.3636, d4.loss_cls: 0.1981, d4.loss_bbox: 0.1546, d4.loss_iou: 0.3620, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2327, dn_loss_iou: 0.3302, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3596, d0.dn_loss_iou: 0.4586, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2651, d1.dn_loss_iou: 0.3639, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2395, d2.dn_loss_iou: 0.3387, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2346, d3.dn_loss_iou: 0.3333, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2327, d4.dn_loss_iou: 0.3302, loss: 9.1662 2024-05-20 04:48:05,260 - mmdet - INFO - Epoch [9][550/3665] lr: 2.000e-04, eta: 1 day, 17:37:12, time: 1.441, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2471, interm_loss_bbox: 0.1872, interm_loss_iou: 0.4315, loss_cls: 0.2046, loss_bbox: 0.1549, loss_iou: 0.3818, d0.loss_cls: 0.2616, d0.loss_bbox: 0.1630, d0.loss_iou: 0.3923, d1.loss_cls: 0.2317, d1.loss_bbox: 0.1590, d1.loss_iou: 0.3873, d2.loss_cls: 0.2141, d2.loss_bbox: 0.1577, d2.loss_iou: 0.3854, d3.loss_cls: 0.2073, d3.loss_bbox: 0.1556, d3.loss_iou: 0.3829, d4.loss_cls: 0.2046, d4.loss_bbox: 0.1556, d4.loss_iou: 0.3822, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2392, dn_loss_iou: 0.3461, d0.dn_loss_cls: 0.0626, d0.dn_loss_bbox: 0.3593, d0.dn_loss_iou: 0.4702, d1.dn_loss_cls: 0.0358, d1.dn_loss_bbox: 0.2707, d1.dn_loss_iou: 0.3794, d2.dn_loss_cls: 0.0300, d2.dn_loss_bbox: 0.2456, d2.dn_loss_iou: 0.3545, d3.dn_loss_cls: 0.0270, d3.dn_loss_bbox: 0.2412, d3.dn_loss_iou: 0.3492, d4.dn_loss_cls: 0.0260, d4.dn_loss_bbox: 0.2392, d4.dn_loss_iou: 0.3460, loss: 9.4952 2024-05-20 04:49:19,940 - mmdet - INFO - Epoch [9][600/3665] lr: 2.000e-04, eta: 1 day, 17:36:02, time: 1.494, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2487, interm_loss_bbox: 0.1963, interm_loss_iou: 0.4112, loss_cls: 0.2034, loss_bbox: 0.1636, loss_iou: 0.3616, d0.loss_cls: 0.2636, d0.loss_bbox: 0.1680, d0.loss_iou: 0.3704, d1.loss_cls: 0.2327, d1.loss_bbox: 0.1669, d1.loss_iou: 0.3661, d2.loss_cls: 0.2151, d2.loss_bbox: 0.1645, d2.loss_iou: 0.3636, d3.loss_cls: 0.2066, d3.loss_bbox: 0.1642, d3.loss_iou: 0.3629, d4.loss_cls: 0.2044, d4.loss_bbox: 0.1636, d4.loss_iou: 0.3618, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2502, dn_loss_iou: 0.3343, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3812, d0.dn_loss_iou: 0.4632, d1.dn_loss_cls: 0.0348, d1.dn_loss_bbox: 0.2843, d1.dn_loss_iou: 0.3682, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2571, d2.dn_loss_iou: 0.3428, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2521, d3.dn_loss_iou: 0.3372, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2502, d4.dn_loss_iou: 0.3342, loss: 9.4142 2024-05-20 04:50:34,983 - mmdet - INFO - Epoch [9][650/3665] lr: 2.000e-04, eta: 1 day, 17:34:55, time: 1.501, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2432, interm_loss_bbox: 0.1835, interm_loss_iou: 0.4117, loss_cls: 0.1967, loss_bbox: 0.1597, loss_iou: 0.3715, d0.loss_cls: 0.2572, d0.loss_bbox: 0.1617, d0.loss_iou: 0.3769, d1.loss_cls: 0.2237, d1.loss_bbox: 0.1613, d1.loss_iou: 0.3748, d2.loss_cls: 0.2085, d2.loss_bbox: 0.1591, d2.loss_iou: 0.3707, d3.loss_cls: 0.2003, d3.loss_bbox: 0.1600, d3.loss_iou: 0.3717, d4.loss_cls: 0.1982, d4.loss_bbox: 0.1595, d4.loss_iou: 0.3712, dn_loss_cls: 0.0254, dn_loss_bbox: 0.2358, dn_loss_iou: 0.3328, d0.dn_loss_cls: 0.0606, d0.dn_loss_bbox: 0.3594, d0.dn_loss_iou: 0.4577, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2664, d1.dn_loss_iou: 0.3649, d2.dn_loss_cls: 0.0296, d2.dn_loss_bbox: 0.2421, d2.dn_loss_iou: 0.3410, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2377, d3.dn_loss_iou: 0.3357, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2359, d4.dn_loss_iou: 0.3327, loss: 9.2666 2024-05-20 04:51:46,874 - mmdet - INFO - Epoch [9][700/3665] lr: 2.000e-04, eta: 1 day, 17:33:36, time: 1.438, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2405, interm_loss_bbox: 0.1820, interm_loss_iou: 0.4112, loss_cls: 0.1969, loss_bbox: 0.1553, loss_iou: 0.3672, d0.loss_cls: 0.2538, d0.loss_bbox: 0.1582, d0.loss_iou: 0.3738, d1.loss_cls: 0.2217, d1.loss_bbox: 0.1580, d1.loss_iou: 0.3705, d2.loss_cls: 0.2054, d2.loss_bbox: 0.1563, d2.loss_iou: 0.3703, d3.loss_cls: 0.1993, d3.loss_bbox: 0.1555, d3.loss_iou: 0.3694, d4.loss_cls: 0.1977, d4.loss_bbox: 0.1550, d4.loss_iou: 0.3680, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2343, dn_loss_iou: 0.3267, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3581, d0.dn_loss_iou: 0.4510, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2648, d1.dn_loss_iou: 0.3586, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2402, d2.dn_loss_iou: 0.3344, d3.dn_loss_cls: 0.0244, d3.dn_loss_bbox: 0.2358, d3.dn_loss_iou: 0.3293, d4.dn_loss_cls: 0.0236, d4.dn_loss_bbox: 0.2343, d4.dn_loss_iou: 0.3266, loss: 9.1502 2024-05-20 04:53:00,038 - mmdet - INFO - Epoch [9][750/3665] lr: 2.000e-04, eta: 1 day, 17:32:22, time: 1.463, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2408, interm_loss_bbox: 0.1827, interm_loss_iou: 0.4198, loss_cls: 0.1984, loss_bbox: 0.1530, loss_iou: 0.3715, d0.loss_cls: 0.2544, d0.loss_bbox: 0.1595, d0.loss_iou: 0.3814, d1.loss_cls: 0.2242, d1.loss_bbox: 0.1572, d1.loss_iou: 0.3788, d2.loss_cls: 0.2075, d2.loss_bbox: 0.1542, d2.loss_iou: 0.3747, d3.loss_cls: 0.2003, d3.loss_bbox: 0.1540, d3.loss_iou: 0.3730, d4.loss_cls: 0.1991, d4.loss_bbox: 0.1533, d4.loss_iou: 0.3721, dn_loss_cls: 0.0230, dn_loss_bbox: 0.2334, dn_loss_iou: 0.3337, d0.dn_loss_cls: 0.0578, d0.dn_loss_bbox: 0.3634, d0.dn_loss_iou: 0.4604, d1.dn_loss_cls: 0.0323, d1.dn_loss_bbox: 0.2665, d1.dn_loss_iou: 0.3663, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2406, d2.dn_loss_iou: 0.3419, d3.dn_loss_cls: 0.0242, d3.dn_loss_bbox: 0.2356, d3.dn_loss_iou: 0.3367, d4.dn_loss_cls: 0.0233, d4.dn_loss_bbox: 0.2334, d4.dn_loss_iou: 0.3336, loss: 9.2430 2024-05-20 04:54:13,569 - mmdet - INFO - Epoch [9][800/3665] lr: 2.000e-04, eta: 1 day, 17:31:09, time: 1.471, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2446, interm_loss_bbox: 0.1821, interm_loss_iou: 0.4088, loss_cls: 0.2001, loss_bbox: 0.1529, loss_iou: 0.3609, d0.loss_cls: 0.2585, d0.loss_bbox: 0.1570, d0.loss_iou: 0.3685, d1.loss_cls: 0.2243, d1.loss_bbox: 0.1559, d1.loss_iou: 0.3677, d2.loss_cls: 0.2105, d2.loss_bbox: 0.1537, d2.loss_iou: 0.3625, d3.loss_cls: 0.2022, d3.loss_bbox: 0.1541, d3.loss_iou: 0.3622, d4.loss_cls: 0.2005, d4.loss_bbox: 0.1533, d4.loss_iou: 0.3614, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2359, dn_loss_iou: 0.3317, d0.dn_loss_cls: 0.0609, d0.dn_loss_bbox: 0.3669, d0.dn_loss_iou: 0.4590, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2701, d1.dn_loss_iou: 0.3653, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2433, d2.dn_loss_iou: 0.3401, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2381, d3.dn_loss_iou: 0.3347, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2359, d4.dn_loss_iou: 0.3317, loss: 9.1967 2024-05-20 04:55:26,692 - mmdet - INFO - Epoch [9][850/3665] lr: 2.000e-04, eta: 1 day, 17:29:55, time: 1.462, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2464, interm_loss_bbox: 0.1884, interm_loss_iou: 0.4103, loss_cls: 0.1995, loss_bbox: 0.1594, loss_iou: 0.3628, d0.loss_cls: 0.2597, d0.loss_bbox: 0.1630, d0.loss_iou: 0.3718, d1.loss_cls: 0.2258, d1.loss_bbox: 0.1617, d1.loss_iou: 0.3678, d2.loss_cls: 0.2102, d2.loss_bbox: 0.1601, d2.loss_iou: 0.3648, d3.loss_cls: 0.2032, d3.loss_bbox: 0.1595, d3.loss_iou: 0.3622, d4.loss_cls: 0.2004, d4.loss_bbox: 0.1592, d4.loss_iou: 0.3625, dn_loss_cls: 0.0230, dn_loss_bbox: 0.2363, dn_loss_iou: 0.3315, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3616, d0.dn_loss_iou: 0.4602, d1.dn_loss_cls: 0.0327, d1.dn_loss_bbox: 0.2684, d1.dn_loss_iou: 0.3647, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2431, d2.dn_loss_iou: 0.3398, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2379, d3.dn_loss_iou: 0.3343, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2364, d4.dn_loss_iou: 0.3315, loss: 9.2328 2024-05-20 04:56:42,397 - mmdet - INFO - Epoch [9][900/3665] lr: 2.000e-04, eta: 1 day, 17:28:49, time: 1.514, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2511, interm_loss_bbox: 0.1785, interm_loss_iou: 0.4227, loss_cls: 0.2075, loss_bbox: 0.1523, loss_iou: 0.3793, d0.loss_cls: 0.2640, d0.loss_bbox: 0.1573, d0.loss_iou: 0.3867, d1.loss_cls: 0.2329, d1.loss_bbox: 0.1564, d1.loss_iou: 0.3848, d2.loss_cls: 0.2177, d2.loss_bbox: 0.1531, d2.loss_iou: 0.3809, d3.loss_cls: 0.2105, d3.loss_bbox: 0.1528, d3.loss_iou: 0.3799, d4.loss_cls: 0.2078, d4.loss_bbox: 0.1530, d4.loss_iou: 0.3801, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2274, dn_loss_iou: 0.3375, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3425, d0.dn_loss_iou: 0.4582, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2560, d1.dn_loss_iou: 0.3684, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2331, d2.dn_loss_iou: 0.3449, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2291, d3.dn_loss_iou: 0.3403, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2274, d4.dn_loss_iou: 0.3374, loss: 9.3126 2024-05-20 04:57:56,008 - mmdet - INFO - Epoch [9][950/3665] lr: 2.000e-04, eta: 1 day, 17:27:36, time: 1.472, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2398, interm_loss_bbox: 0.1827, interm_loss_iou: 0.4117, loss_cls: 0.1967, loss_bbox: 0.1538, loss_iou: 0.3660, d0.loss_cls: 0.2522, d0.loss_bbox: 0.1598, d0.loss_iou: 0.3746, d1.loss_cls: 0.2201, d1.loss_bbox: 0.1576, d1.loss_iou: 0.3716, d2.loss_cls: 0.2069, d2.loss_bbox: 0.1540, d2.loss_iou: 0.3681, d3.loss_cls: 0.2002, d3.loss_bbox: 0.1533, d3.loss_iou: 0.3667, d4.loss_cls: 0.1974, d4.loss_bbox: 0.1536, d4.loss_iou: 0.3662, dn_loss_cls: 0.0230, dn_loss_bbox: 0.2227, dn_loss_iou: 0.3281, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3471, d0.dn_loss_iou: 0.4542, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2541, d1.dn_loss_iou: 0.3600, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2285, d2.dn_loss_iou: 0.3360, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2244, d3.dn_loss_iou: 0.3310, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2227, d4.dn_loss_iou: 0.3280, loss: 9.0780 2024-05-20 04:59:09,526 - mmdet - INFO - Epoch [9][1000/3665] lr: 2.000e-04, eta: 1 day, 17:26:23, time: 1.470, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2483, interm_loss_bbox: 0.1849, interm_loss_iou: 0.4099, loss_cls: 0.2011, loss_bbox: 0.1578, loss_iou: 0.3675, d0.loss_cls: 0.2602, d0.loss_bbox: 0.1594, d0.loss_iou: 0.3728, d1.loss_cls: 0.2275, d1.loss_bbox: 0.1599, d1.loss_iou: 0.3701, d2.loss_cls: 0.2108, d2.loss_bbox: 0.1576, d2.loss_iou: 0.3675, d3.loss_cls: 0.2042, d3.loss_bbox: 0.1576, d3.loss_iou: 0.3674, d4.loss_cls: 0.2025, d4.loss_bbox: 0.1574, d4.loss_iou: 0.3671, dn_loss_cls: 0.0255, dn_loss_bbox: 0.2398, dn_loss_iou: 0.3351, d0.dn_loss_cls: 0.0605, d0.dn_loss_bbox: 0.3605, d0.dn_loss_iou: 0.4588, d1.dn_loss_cls: 0.0350, d1.dn_loss_bbox: 0.2695, d1.dn_loss_iou: 0.3670, d2.dn_loss_cls: 0.0298, d2.dn_loss_bbox: 0.2458, d2.dn_loss_iou: 0.3429, d3.dn_loss_cls: 0.0267, d3.dn_loss_bbox: 0.2414, d3.dn_loss_iou: 0.3377, d4.dn_loss_cls: 0.0258, d4.dn_loss_bbox: 0.2398, d4.dn_loss_iou: 0.3350, loss: 9.2885 2024-05-20 05:00:23,140 - mmdet - INFO - Epoch [9][1050/3665] lr: 2.000e-04, eta: 1 day, 17:25:11, time: 1.472, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2510, interm_loss_bbox: 0.1795, interm_loss_iou: 0.4257, loss_cls: 0.2061, loss_bbox: 0.1512, loss_iou: 0.3799, d0.loss_cls: 0.2636, d0.loss_bbox: 0.1555, d0.loss_iou: 0.3855, d1.loss_cls: 0.2301, d1.loss_bbox: 0.1549, d1.loss_iou: 0.3849, d2.loss_cls: 0.2171, d2.loss_bbox: 0.1522, d2.loss_iou: 0.3808, d3.loss_cls: 0.2101, d3.loss_bbox: 0.1512, d3.loss_iou: 0.3797, d4.loss_cls: 0.2071, d4.loss_bbox: 0.1511, d4.loss_iou: 0.3802, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2359, dn_loss_iou: 0.3452, d0.dn_loss_cls: 0.0612, d0.dn_loss_bbox: 0.3559, d0.dn_loss_iou: 0.4658, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2659, d1.dn_loss_iou: 0.3776, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2416, d2.dn_loss_iou: 0.3528, d3.dn_loss_cls: 0.0263, d3.dn_loss_bbox: 0.2376, d3.dn_loss_iou: 0.3479, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2359, d4.dn_loss_iou: 0.3451, loss: 9.4070 2024-05-20 05:01:34,687 - mmdet - INFO - Epoch [9][1100/3665] lr: 2.000e-04, eta: 1 day, 17:23:51, time: 1.431, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2486, interm_loss_bbox: 0.1858, interm_loss_iou: 0.4234, loss_cls: 0.2054, loss_bbox: 0.1553, loss_iou: 0.3742, d0.loss_cls: 0.2605, d0.loss_bbox: 0.1604, d0.loss_iou: 0.3837, d1.loss_cls: 0.2306, d1.loss_bbox: 0.1576, d1.loss_iou: 0.3787, d2.loss_cls: 0.2159, d2.loss_bbox: 0.1554, d2.loss_iou: 0.3755, d3.loss_cls: 0.2083, d3.loss_bbox: 0.1551, d3.loss_iou: 0.3750, d4.loss_cls: 0.2065, d4.loss_bbox: 0.1551, d4.loss_iou: 0.3743, dn_loss_cls: 0.0243, dn_loss_bbox: 0.2333, dn_loss_iou: 0.3368, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3534, d0.dn_loss_iou: 0.4644, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2645, d1.dn_loss_iou: 0.3707, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2396, d2.dn_loss_iou: 0.3451, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2351, d3.dn_loss_iou: 0.3394, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2333, d4.dn_loss_iou: 0.3367, loss: 9.3360 2024-05-20 05:02:48,132 - mmdet - INFO - Epoch [9][1150/3665] lr: 2.000e-04, eta: 1 day, 17:22:38, time: 1.469, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2456, interm_loss_bbox: 0.1827, interm_loss_iou: 0.4227, loss_cls: 0.1987, loss_bbox: 0.1558, loss_iou: 0.3773, d0.loss_cls: 0.2581, d0.loss_bbox: 0.1585, d0.loss_iou: 0.3836, d1.loss_cls: 0.2249, d1.loss_bbox: 0.1564, d1.loss_iou: 0.3802, d2.loss_cls: 0.2100, d2.loss_bbox: 0.1549, d2.loss_iou: 0.3777, d3.loss_cls: 0.2027, d3.loss_bbox: 0.1555, d3.loss_iou: 0.3772, d4.loss_cls: 0.1999, d4.loss_bbox: 0.1556, d4.loss_iou: 0.3771, dn_loss_cls: 0.0224, dn_loss_bbox: 0.2250, dn_loss_iou: 0.3354, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3482, d0.dn_loss_iou: 0.4610, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2541, d1.dn_loss_iou: 0.3675, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2307, d2.dn_loss_iou: 0.3432, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2267, d3.dn_loss_iou: 0.3380, d4.dn_loss_cls: 0.0227, d4.dn_loss_bbox: 0.2250, d4.dn_loss_iou: 0.3353, loss: 9.2291 2024-05-20 05:04:04,335 - mmdet - INFO - Epoch [9][1200/3665] lr: 2.000e-04, eta: 1 day, 17:21:34, time: 1.524, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2463, interm_loss_bbox: 0.1834, interm_loss_iou: 0.4088, loss_cls: 0.2021, loss_bbox: 0.1556, loss_iou: 0.3659, d0.loss_cls: 0.2623, d0.loss_bbox: 0.1595, d0.loss_iou: 0.3726, d1.loss_cls: 0.2283, d1.loss_bbox: 0.1575, d1.loss_iou: 0.3707, d2.loss_cls: 0.2136, d2.loss_bbox: 0.1549, d2.loss_iou: 0.3664, d3.loss_cls: 0.2058, d3.loss_bbox: 0.1554, d3.loss_iou: 0.3664, d4.loss_cls: 0.2037, d4.loss_bbox: 0.1555, d4.loss_iou: 0.3654, dn_loss_cls: 0.0241, dn_loss_bbox: 0.2294, dn_loss_iou: 0.3311, d0.dn_loss_cls: 0.0595, d0.dn_loss_bbox: 0.3497, d0.dn_loss_iou: 0.4538, d1.dn_loss_cls: 0.0336, d1.dn_loss_bbox: 0.2595, d1.dn_loss_iou: 0.3633, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2357, d2.dn_loss_iou: 0.3387, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2310, d3.dn_loss_iou: 0.3336, d4.dn_loss_cls: 0.0244, d4.dn_loss_bbox: 0.2294, d4.dn_loss_iou: 0.3309, loss: 9.1810 2024-05-20 05:05:16,186 - mmdet - INFO - Epoch [9][1250/3665] lr: 2.000e-04, eta: 1 day, 17:20:15, time: 1.437, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2459, interm_loss_bbox: 0.1792, interm_loss_iou: 0.4176, loss_cls: 0.2026, loss_bbox: 0.1521, loss_iou: 0.3728, d0.loss_cls: 0.2575, d0.loss_bbox: 0.1564, d0.loss_iou: 0.3816, d1.loss_cls: 0.2260, d1.loss_bbox: 0.1548, d1.loss_iou: 0.3781, d2.loss_cls: 0.2127, d2.loss_bbox: 0.1521, d2.loss_iou: 0.3734, d3.loss_cls: 0.2050, d3.loss_bbox: 0.1527, d3.loss_iou: 0.3739, d4.loss_cls: 0.2031, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3735, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2270, dn_loss_iou: 0.3327, d0.dn_loss_cls: 0.0586, d0.dn_loss_bbox: 0.3468, d0.dn_loss_iou: 0.4584, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2570, d1.dn_loss_iou: 0.3652, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2330, d2.dn_loss_iou: 0.3405, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2288, d3.dn_loss_iou: 0.3355, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2271, d4.dn_loss_iou: 0.3326, loss: 9.2004 2024-05-20 05:06:31,485 - mmdet - INFO - Epoch [9][1300/3665] lr: 2.000e-04, eta: 1 day, 17:19:08, time: 1.506, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2416, interm_loss_bbox: 0.1844, interm_loss_iou: 0.4183, loss_cls: 0.1953, loss_bbox: 0.1514, loss_iou: 0.3682, d0.loss_cls: 0.2550, d0.loss_bbox: 0.1572, d0.loss_iou: 0.3763, d1.loss_cls: 0.2222, d1.loss_bbox: 0.1548, d1.loss_iou: 0.3732, d2.loss_cls: 0.2065, d2.loss_bbox: 0.1515, d2.loss_iou: 0.3697, d3.loss_cls: 0.2001, d3.loss_bbox: 0.1509, d3.loss_iou: 0.3675, d4.loss_cls: 0.1967, d4.loss_bbox: 0.1512, d4.loss_iou: 0.3677, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2235, dn_loss_iou: 0.3276, d0.dn_loss_cls: 0.0581, d0.dn_loss_bbox: 0.3473, d0.dn_loss_iou: 0.4534, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2531, d1.dn_loss_iou: 0.3605, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2295, d2.dn_loss_iou: 0.3359, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2252, d3.dn_loss_iou: 0.3303, d4.dn_loss_cls: 0.0236, d4.dn_loss_bbox: 0.2234, d4.dn_loss_iou: 0.3275, loss: 9.0874 2024-05-20 05:07:43,609 - mmdet - INFO - Epoch [9][1350/3665] lr: 2.000e-04, eta: 1 day, 17:17:50, time: 1.442, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2484, interm_loss_bbox: 0.1952, interm_loss_iou: 0.4238, loss_cls: 0.2017, loss_bbox: 0.1612, loss_iou: 0.3711, d0.loss_cls: 0.2648, d0.loss_bbox: 0.1651, d0.loss_iou: 0.3788, d1.loss_cls: 0.2325, d1.loss_bbox: 0.1621, d1.loss_iou: 0.3740, d2.loss_cls: 0.2138, d2.loss_bbox: 0.1605, d2.loss_iou: 0.3711, d3.loss_cls: 0.2053, d3.loss_bbox: 0.1615, d3.loss_iou: 0.3710, d4.loss_cls: 0.2026, d4.loss_bbox: 0.1613, d4.loss_iou: 0.3714, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2481, dn_loss_iou: 0.3376, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3755, d0.dn_loss_iou: 0.4654, d1.dn_loss_cls: 0.0335, d1.dn_loss_bbox: 0.2808, d1.dn_loss_iou: 0.3712, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2546, d2.dn_loss_iou: 0.3454, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2498, d3.dn_loss_iou: 0.3403, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2481, d4.dn_loss_iou: 0.3374, loss: 9.4438 2024-05-20 05:08:58,071 - mmdet - INFO - Epoch [9][1400/3665] lr: 2.000e-04, eta: 1 day, 17:16:40, time: 1.489, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2541, interm_loss_bbox: 0.1860, interm_loss_iou: 0.4134, loss_cls: 0.2044, loss_bbox: 0.1567, loss_iou: 0.3691, d0.loss_cls: 0.2683, d0.loss_bbox: 0.1619, d0.loss_iou: 0.3771, d1.loss_cls: 0.2356, d1.loss_bbox: 0.1582, d1.loss_iou: 0.3722, d2.loss_cls: 0.2178, d2.loss_bbox: 0.1554, d2.loss_iou: 0.3698, d3.loss_cls: 0.2089, d3.loss_bbox: 0.1563, d3.loss_iou: 0.3694, d4.loss_cls: 0.2055, d4.loss_bbox: 0.1566, d4.loss_iou: 0.3695, dn_loss_cls: 0.0258, dn_loss_bbox: 0.2398, dn_loss_iou: 0.3412, d0.dn_loss_cls: 0.0622, d0.dn_loss_bbox: 0.3627, d0.dn_loss_iou: 0.4716, d1.dn_loss_cls: 0.0359, d1.dn_loss_bbox: 0.2709, d1.dn_loss_iou: 0.3752, d2.dn_loss_cls: 0.0302, d2.dn_loss_bbox: 0.2459, d2.dn_loss_iou: 0.3498, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2417, d3.dn_loss_iou: 0.3443, d4.dn_loss_cls: 0.0261, d4.dn_loss_bbox: 0.2398, d4.dn_loss_iou: 0.3411, loss: 9.3970 2024-05-20 05:10:17,084 - mmdet - INFO - Epoch [9][1450/3665] lr: 2.000e-04, eta: 1 day, 17:15:45, time: 1.580, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2515, interm_loss_bbox: 0.1827, interm_loss_iou: 0.4233, loss_cls: 0.2030, loss_bbox: 0.1597, loss_iou: 0.3839, d0.loss_cls: 0.2640, d0.loss_bbox: 0.1613, d0.loss_iou: 0.3887, d1.loss_cls: 0.2313, d1.loss_bbox: 0.1609, d1.loss_iou: 0.3876, d2.loss_cls: 0.2147, d2.loss_bbox: 0.1592, d2.loss_iou: 0.3842, d3.loss_cls: 0.2065, d3.loss_bbox: 0.1590, d3.loss_iou: 0.3835, d4.loss_cls: 0.2041, d4.loss_bbox: 0.1590, d4.loss_iou: 0.3840, dn_loss_cls: 0.0250, dn_loss_bbox: 0.2348, dn_loss_iou: 0.3417, d0.dn_loss_cls: 0.0607, d0.dn_loss_bbox: 0.3583, d0.dn_loss_iou: 0.4677, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2655, d1.dn_loss_iou: 0.3751, d2.dn_loss_cls: 0.0292, d2.dn_loss_bbox: 0.2409, d2.dn_loss_iou: 0.3497, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2364, d3.dn_loss_iou: 0.3445, d4.dn_loss_cls: 0.0253, d4.dn_loss_bbox: 0.2349, d4.dn_loss_iou: 0.3416, loss: 9.4449 2024-05-20 05:11:30,529 - mmdet - INFO - Epoch [9][1500/3665] lr: 2.000e-04, eta: 1 day, 17:14:32, time: 1.469, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2423, interm_loss_bbox: 0.1794, interm_loss_iou: 0.4013, loss_cls: 0.1941, loss_bbox: 0.1518, loss_iou: 0.3615, d0.loss_cls: 0.2546, d0.loss_bbox: 0.1566, d0.loss_iou: 0.3663, d1.loss_cls: 0.2209, d1.loss_bbox: 0.1553, d1.loss_iou: 0.3645, d2.loss_cls: 0.2076, d2.loss_bbox: 0.1512, d2.loss_iou: 0.3596, d3.loss_cls: 0.1986, d3.loss_bbox: 0.1516, d3.loss_iou: 0.3611, d4.loss_cls: 0.1957, d4.loss_bbox: 0.1513, d4.loss_iou: 0.3611, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2319, dn_loss_iou: 0.3275, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3518, d0.dn_loss_iou: 0.4474, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2620, d1.dn_loss_iou: 0.3583, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2380, d2.dn_loss_iou: 0.3352, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2337, d3.dn_loss_iou: 0.3303, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2319, d4.dn_loss_iou: 0.3275, loss: 9.0553 2024-05-20 05:12:44,345 - mmdet - INFO - Epoch [9][1550/3665] lr: 2.000e-04, eta: 1 day, 17:13:20, time: 1.476, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2477, interm_loss_bbox: 0.1840, interm_loss_iou: 0.4116, loss_cls: 0.2019, loss_bbox: 0.1534, loss_iou: 0.3647, d0.loss_cls: 0.2610, d0.loss_bbox: 0.1602, d0.loss_iou: 0.3752, d1.loss_cls: 0.2288, d1.loss_bbox: 0.1573, d1.loss_iou: 0.3692, d2.loss_cls: 0.2132, d2.loss_bbox: 0.1537, d2.loss_iou: 0.3657, d3.loss_cls: 0.2053, d3.loss_bbox: 0.1540, d3.loss_iou: 0.3647, d4.loss_cls: 0.2028, d4.loss_bbox: 0.1535, d4.loss_iou: 0.3647, dn_loss_cls: 0.0247, dn_loss_bbox: 0.2366, dn_loss_iou: 0.3282, d0.dn_loss_cls: 0.0586, d0.dn_loss_bbox: 0.3597, d0.dn_loss_iou: 0.4533, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2677, d1.dn_loss_iou: 0.3610, d2.dn_loss_cls: 0.0286, d2.dn_loss_bbox: 0.2430, d2.dn_loss_iou: 0.3360, d3.dn_loss_cls: 0.0257, d3.dn_loss_bbox: 0.2384, d3.dn_loss_iou: 0.3310, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2366, d4.dn_loss_iou: 0.3281, loss: 9.2084 2024-05-20 05:13:56,630 - mmdet - INFO - Epoch [9][1600/3665] lr: 2.000e-04, eta: 1 day, 17:12:03, time: 1.446, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2422, interm_loss_bbox: 0.1808, interm_loss_iou: 0.4188, loss_cls: 0.1967, loss_bbox: 0.1528, loss_iou: 0.3736, d0.loss_cls: 0.2582, d0.loss_bbox: 0.1550, d0.loss_iou: 0.3777, d1.loss_cls: 0.2223, d1.loss_bbox: 0.1557, d1.loss_iou: 0.3777, d2.loss_cls: 0.2076, d2.loss_bbox: 0.1531, d2.loss_iou: 0.3743, d3.loss_cls: 0.1994, d3.loss_bbox: 0.1530, d3.loss_iou: 0.3743, d4.loss_cls: 0.1975, d4.loss_bbox: 0.1530, d4.loss_iou: 0.3735, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2337, dn_loss_iou: 0.3379, d0.dn_loss_cls: 0.0594, d0.dn_loss_bbox: 0.3586, d0.dn_loss_iou: 0.4656, d1.dn_loss_cls: 0.0340, d1.dn_loss_bbox: 0.2667, d1.dn_loss_iou: 0.3721, d2.dn_loss_cls: 0.0287, d2.dn_loss_bbox: 0.2405, d2.dn_loss_iou: 0.3463, d3.dn_loss_cls: 0.0258, d3.dn_loss_bbox: 0.2355, d3.dn_loss_iou: 0.3409, d4.dn_loss_cls: 0.0250, d4.dn_loss_bbox: 0.2337, d4.dn_loss_iou: 0.3378, loss: 9.2643 2024-05-20 05:15:09,579 - mmdet - INFO - Epoch [9][1650/3665] lr: 2.000e-04, eta: 1 day, 17:10:48, time: 1.459, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2425, interm_loss_bbox: 0.1823, interm_loss_iou: 0.4090, loss_cls: 0.1967, loss_bbox: 0.1553, loss_iou: 0.3665, d0.loss_cls: 0.2588, d0.loss_bbox: 0.1600, d0.loss_iou: 0.3735, d1.loss_cls: 0.2240, d1.loss_bbox: 0.1577, d1.loss_iou: 0.3708, d2.loss_cls: 0.2084, d2.loss_bbox: 0.1547, d2.loss_iou: 0.3664, d3.loss_cls: 0.2008, d3.loss_bbox: 0.1548, d3.loss_iou: 0.3662, d4.loss_cls: 0.1980, d4.loss_bbox: 0.1551, d4.loss_iou: 0.3664, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2302, dn_loss_iou: 0.3300, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3490, d0.dn_loss_iou: 0.4521, d1.dn_loss_cls: 0.0340, d1.dn_loss_bbox: 0.2593, d1.dn_loss_iou: 0.3619, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2360, d2.dn_loss_iou: 0.3378, d3.dn_loss_cls: 0.0254, d3.dn_loss_bbox: 0.2317, d3.dn_loss_iou: 0.3328, d4.dn_loss_cls: 0.0244, d4.dn_loss_bbox: 0.2302, d4.dn_loss_iou: 0.3299, loss: 9.1446 2024-05-20 05:16:26,995 - mmdet - INFO - Epoch [9][1700/3665] lr: 2.000e-04, eta: 1 day, 17:09:48, time: 1.548, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2472, interm_loss_bbox: 0.1809, interm_loss_iou: 0.4037, loss_cls: 0.1973, loss_bbox: 0.1536, loss_iou: 0.3627, d0.loss_cls: 0.2603, d0.loss_bbox: 0.1561, d0.loss_iou: 0.3680, d1.loss_cls: 0.2269, d1.loss_bbox: 0.1540, d1.loss_iou: 0.3640, d2.loss_cls: 0.2095, d2.loss_bbox: 0.1528, d2.loss_iou: 0.3626, d3.loss_cls: 0.2011, d3.loss_bbox: 0.1529, d3.loss_iou: 0.3624, d4.loss_cls: 0.1986, d4.loss_bbox: 0.1531, d4.loss_iou: 0.3627, dn_loss_cls: 0.0252, dn_loss_bbox: 0.2351, dn_loss_iou: 0.3350, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3612, d0.dn_loss_iou: 0.4627, d1.dn_loss_cls: 0.0346, d1.dn_loss_bbox: 0.2663, d1.dn_loss_iou: 0.3684, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2415, d2.dn_loss_iou: 0.3433, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2369, d3.dn_loss_iou: 0.3380, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2351, d4.dn_loss_iou: 0.3350, loss: 9.1893 2024-05-20 05:17:46,296 - mmdet - INFO - Epoch [9][1750/3665] lr: 2.000e-04, eta: 1 day, 17:08:53, time: 1.586, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2463, interm_loss_bbox: 0.1905, interm_loss_iou: 0.4062, loss_cls: 0.2002, loss_bbox: 0.1616, loss_iou: 0.3615, d0.loss_cls: 0.2596, d0.loss_bbox: 0.1661, d0.loss_iou: 0.3697, d1.loss_cls: 0.2292, d1.loss_bbox: 0.1639, d1.loss_iou: 0.3648, d2.loss_cls: 0.2119, d2.loss_bbox: 0.1621, d2.loss_iou: 0.3621, d3.loss_cls: 0.2040, d3.loss_bbox: 0.1616, d3.loss_iou: 0.3616, d4.loss_cls: 0.2013, d4.loss_bbox: 0.1618, d4.loss_iou: 0.3616, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2402, dn_loss_iou: 0.3310, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3645, d0.dn_loss_iou: 0.4579, d1.dn_loss_cls: 0.0336, d1.dn_loss_bbox: 0.2719, d1.dn_loss_iou: 0.3647, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2466, d2.dn_loss_iou: 0.3397, d3.dn_loss_cls: 0.0255, d3.dn_loss_bbox: 0.2420, d3.dn_loss_iou: 0.3339, d4.dn_loss_cls: 0.0247, d4.dn_loss_bbox: 0.2402, d4.dn_loss_iou: 0.3309, loss: 9.2670 2024-05-20 05:18:59,841 - mmdet - INFO - Epoch [9][1800/3665] lr: 2.000e-04, eta: 1 day, 17:07:34, time: 1.430, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2459, interm_loss_bbox: 0.1879, interm_loss_iou: 0.4107, loss_cls: 0.2019, loss_bbox: 0.1541, loss_iou: 0.3579, d0.loss_cls: 0.2571, d0.loss_bbox: 0.1619, d0.loss_iou: 0.3706, d1.loss_cls: 0.2269, d1.loss_bbox: 0.1585, d1.loss_iou: 0.3647, d2.loss_cls: 0.2106, d2.loss_bbox: 0.1563, d2.loss_iou: 0.3606, d3.loss_cls: 0.2040, d3.loss_bbox: 0.1557, d3.loss_iou: 0.3595, d4.loss_cls: 0.2028, d4.loss_bbox: 0.1538, d4.loss_iou: 0.3579, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2316, dn_loss_iou: 0.3274, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3581, d0.dn_loss_iou: 0.4529, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2633, d1.dn_loss_iou: 0.3606, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2382, d2.dn_loss_iou: 0.3357, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2334, d3.dn_loss_iou: 0.3303, d4.dn_loss_cls: 0.0240, d4.dn_loss_bbox: 0.2317, d4.dn_loss_iou: 0.3274, loss: 9.1422 2024-05-20 05:20:11,124 - mmdet - INFO - Epoch [9][1850/3665] lr: 2.000e-04, eta: 1 day, 17:06:20, time: 1.467, data_time: 0.056, memory: 41053, interm_loss_cls: 0.2491, interm_loss_bbox: 0.1843, interm_loss_iou: 0.4276, loss_cls: 0.2032, loss_bbox: 0.1540, loss_iou: 0.3813, d0.loss_cls: 0.2653, d0.loss_bbox: 0.1592, d0.loss_iou: 0.3899, d1.loss_cls: 0.2294, d1.loss_bbox: 0.1570, d1.loss_iou: 0.3861, d2.loss_cls: 0.2143, d2.loss_bbox: 0.1541, d2.loss_iou: 0.3819, d3.loss_cls: 0.2076, d3.loss_bbox: 0.1536, d3.loss_iou: 0.3806, d4.loss_cls: 0.2049, d4.loss_bbox: 0.1534, d4.loss_iou: 0.3805, dn_loss_cls: 0.0243, dn_loss_bbox: 0.2285, dn_loss_iou: 0.3332, d0.dn_loss_cls: 0.0599, d0.dn_loss_bbox: 0.3514, d0.dn_loss_iou: 0.4577, d1.dn_loss_cls: 0.0339, d1.dn_loss_bbox: 0.2605, d1.dn_loss_iou: 0.3666, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2356, d2.dn_loss_iou: 0.3419, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2305, d3.dn_loss_iou: 0.3361, d4.dn_loss_cls: 0.0245, d4.dn_loss_bbox: 0.2285, d4.dn_loss_iou: 0.3331, loss: 9.3171 2024-05-20 05:21:23,222 - mmdet - INFO - Epoch [9][1900/3665] lr: 2.000e-04, eta: 1 day, 17:05:02, time: 1.442, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2439, interm_loss_bbox: 0.1770, interm_loss_iou: 0.4191, loss_cls: 0.1973, loss_bbox: 0.1545, loss_iou: 0.3830, d0.loss_cls: 0.2557, d0.loss_bbox: 0.1565, d0.loss_iou: 0.3866, d1.loss_cls: 0.2217, d1.loss_bbox: 0.1567, d1.loss_iou: 0.3866, d2.loss_cls: 0.2073, d2.loss_bbox: 0.1545, d2.loss_iou: 0.3832, d3.loss_cls: 0.2017, d3.loss_bbox: 0.1539, d3.loss_iou: 0.3829, d4.loss_cls: 0.1986, d4.loss_bbox: 0.1542, d4.loss_iou: 0.3831, dn_loss_cls: 0.0229, dn_loss_bbox: 0.2299, dn_loss_iou: 0.3372, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3483, d0.dn_loss_iou: 0.4609, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2597, d1.dn_loss_iou: 0.3689, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2362, d2.dn_loss_iou: 0.3451, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2317, d3.dn_loss_iou: 0.3398, d4.dn_loss_cls: 0.0233, d4.dn_loss_bbox: 0.2299, d4.dn_loss_iou: 0.3372, loss: 9.2721 2024-05-20 05:22:36,899 - mmdet - INFO - Epoch [9][1950/3665] lr: 2.000e-04, eta: 1 day, 17:03:50, time: 1.473, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2443, interm_loss_bbox: 0.1854, interm_loss_iou: 0.4194, loss_cls: 0.2014, loss_bbox: 0.1552, loss_iou: 0.3733, d0.loss_cls: 0.2580, d0.loss_bbox: 0.1602, d0.loss_iou: 0.3822, d1.loss_cls: 0.2252, d1.loss_bbox: 0.1590, d1.loss_iou: 0.3786, d2.loss_cls: 0.2104, d2.loss_bbox: 0.1559, d2.loss_iou: 0.3753, d3.loss_cls: 0.2041, d3.loss_bbox: 0.1556, d3.loss_iou: 0.3738, d4.loss_cls: 0.2019, d4.loss_bbox: 0.1561, d4.loss_iou: 0.3739, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2290, dn_loss_iou: 0.3308, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3491, d0.dn_loss_iou: 0.4510, d1.dn_loss_cls: 0.0330, d1.dn_loss_bbox: 0.2595, d1.dn_loss_iou: 0.3618, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2353, d2.dn_loss_iou: 0.3385, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2306, d3.dn_loss_iou: 0.3332, d4.dn_loss_cls: 0.0240, d4.dn_loss_bbox: 0.2290, d4.dn_loss_iou: 0.3306, loss: 9.2187 2024-05-20 05:23:56,068 - mmdet - INFO - Epoch [9][2000/3665] lr: 2.000e-04, eta: 1 day, 17:02:55, time: 1.583, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2455, interm_loss_bbox: 0.1800, interm_loss_iou: 0.4217, loss_cls: 0.1992, loss_bbox: 0.1509, loss_iou: 0.3739, d0.loss_cls: 0.2592, d0.loss_bbox: 0.1560, d0.loss_iou: 0.3839, d1.loss_cls: 0.2252, d1.loss_bbox: 0.1539, d1.loss_iou: 0.3798, d2.loss_cls: 0.2099, d2.loss_bbox: 0.1517, d2.loss_iou: 0.3760, d3.loss_cls: 0.2023, d3.loss_bbox: 0.1518, d3.loss_iou: 0.3755, d4.loss_cls: 0.1999, d4.loss_bbox: 0.1511, d4.loss_iou: 0.3743, dn_loss_cls: 0.0232, dn_loss_bbox: 0.2254, dn_loss_iou: 0.3305, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3522, d0.dn_loss_iou: 0.4600, d1.dn_loss_cls: 0.0330, d1.dn_loss_bbox: 0.2575, d1.dn_loss_iou: 0.3644, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2324, d2.dn_loss_iou: 0.3388, d3.dn_loss_cls: 0.0243, d3.dn_loss_bbox: 0.2274, d3.dn_loss_iou: 0.3333, d4.dn_loss_cls: 0.0235, d4.dn_loss_bbox: 0.2255, d4.dn_loss_iou: 0.3304, loss: 9.1896 2024-05-20 05:25:08,994 - mmdet - INFO - Epoch [9][2050/3665] lr: 2.000e-04, eta: 1 day, 17:01:40, time: 1.458, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2450, interm_loss_bbox: 0.1785, interm_loss_iou: 0.4115, loss_cls: 0.1985, loss_bbox: 0.1496, loss_iou: 0.3686, d0.loss_cls: 0.2556, d0.loss_bbox: 0.1566, d0.loss_iou: 0.3769, d1.loss_cls: 0.2284, d1.loss_bbox: 0.1525, d1.loss_iou: 0.3709, d2.loss_cls: 0.2080, d2.loss_bbox: 0.1517, d2.loss_iou: 0.3709, d3.loss_cls: 0.2003, d3.loss_bbox: 0.1511, d3.loss_iou: 0.3706, d4.loss_cls: 0.1984, d4.loss_bbox: 0.1504, d4.loss_iou: 0.3696, dn_loss_cls: 0.0236, dn_loss_bbox: 0.2216, dn_loss_iou: 0.3283, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3429, d0.dn_loss_iou: 0.4524, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2530, d1.dn_loss_iou: 0.3608, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2283, d2.dn_loss_iou: 0.3363, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2234, d3.dn_loss_iou: 0.3310, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2217, d4.dn_loss_iou: 0.3282, loss: 9.0837 2024-05-20 05:26:22,177 - mmdet - INFO - Epoch [9][2100/3665] lr: 2.000e-04, eta: 1 day, 17:00:25, time: 1.464, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2433, interm_loss_bbox: 0.1823, interm_loss_iou: 0.4092, loss_cls: 0.2008, loss_bbox: 0.1527, loss_iou: 0.3615, d0.loss_cls: 0.2587, d0.loss_bbox: 0.1584, d0.loss_iou: 0.3701, d1.loss_cls: 0.2271, d1.loss_bbox: 0.1570, d1.loss_iou: 0.3682, d2.loss_cls: 0.2123, d2.loss_bbox: 0.1532, d2.loss_iou: 0.3628, d3.loss_cls: 0.2046, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3625, d4.loss_cls: 0.2019, d4.loss_bbox: 0.1522, d4.loss_iou: 0.3617, dn_loss_cls: 0.0246, dn_loss_bbox: 0.2347, dn_loss_iou: 0.3371, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3564, d0.dn_loss_iou: 0.4611, d1.dn_loss_cls: 0.0340, d1.dn_loss_bbox: 0.2647, d1.dn_loss_iou: 0.3700, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2408, d2.dn_loss_iou: 0.3451, d3.dn_loss_cls: 0.0256, d3.dn_loss_bbox: 0.2364, d3.dn_loss_iou: 0.3400, d4.dn_loss_cls: 0.0248, d4.dn_loss_bbox: 0.2348, d4.dn_loss_iou: 0.3371, loss: 9.2078 2024-05-20 05:27:33,519 - mmdet - INFO - Epoch [9][2150/3665] lr: 2.000e-04, eta: 1 day, 16:59:05, time: 1.427, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2448, interm_loss_bbox: 0.1822, interm_loss_iou: 0.4088, loss_cls: 0.1982, loss_bbox: 0.1508, loss_iou: 0.3624, d0.loss_cls: 0.2578, d0.loss_bbox: 0.1581, d0.loss_iou: 0.3702, d1.loss_cls: 0.2274, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3634, d2.loss_cls: 0.2091, d2.loss_bbox: 0.1516, d2.loss_iou: 0.3623, d3.loss_cls: 0.2014, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3631, d4.loss_cls: 0.1996, d4.loss_bbox: 0.1506, d4.loss_iou: 0.3622, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2351, dn_loss_iou: 0.3316, d0.dn_loss_cls: 0.0588, d0.dn_loss_bbox: 0.3572, d0.dn_loss_iou: 0.4555, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2653, d1.dn_loss_iou: 0.3643, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2412, d2.dn_loss_iou: 0.3395, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2367, d3.dn_loss_iou: 0.3340, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2351, d4.dn_loss_iou: 0.3315, loss: 9.1468 2024-05-20 05:28:47,030 - mmdet - INFO - Epoch [9][2200/3665] lr: 2.000e-04, eta: 1 day, 16:57:52, time: 1.470, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2440, interm_loss_bbox: 0.1804, interm_loss_iou: 0.4175, loss_cls: 0.2002, loss_bbox: 0.1538, loss_iou: 0.3740, d0.loss_cls: 0.2559, d0.loss_bbox: 0.1584, d0.loss_iou: 0.3829, d1.loss_cls: 0.2273, d1.loss_bbox: 0.1550, d1.loss_iou: 0.3765, d2.loss_cls: 0.2100, d2.loss_bbox: 0.1544, d2.loss_iou: 0.3751, d3.loss_cls: 0.2028, d3.loss_bbox: 0.1542, d3.loss_iou: 0.3745, d4.loss_cls: 0.2002, d4.loss_bbox: 0.1541, d4.loss_iou: 0.3746, dn_loss_cls: 0.0230, dn_loss_bbox: 0.2268, dn_loss_iou: 0.3342, d0.dn_loss_cls: 0.0583, d0.dn_loss_bbox: 0.3489, d0.dn_loss_iou: 0.4607, d1.dn_loss_cls: 0.0327, d1.dn_loss_bbox: 0.2574, d1.dn_loss_iou: 0.3683, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2332, d2.dn_loss_iou: 0.3425, d3.dn_loss_cls: 0.0243, d3.dn_loss_bbox: 0.2284, d3.dn_loss_iou: 0.3371, d4.dn_loss_cls: 0.0233, d4.dn_loss_bbox: 0.2268, d4.dn_loss_iou: 0.3341, loss: 9.2129 2024-05-20 05:30:02,985 - mmdet - INFO - Epoch [9][2250/3665] lr: 2.000e-04, eta: 1 day, 16:56:47, time: 1.519, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2437, interm_loss_bbox: 0.1848, interm_loss_iou: 0.4199, loss_cls: 0.1982, loss_bbox: 0.1566, loss_iou: 0.3759, d0.loss_cls: 0.2548, d0.loss_bbox: 0.1619, d0.loss_iou: 0.3837, d1.loss_cls: 0.2249, d1.loss_bbox: 0.1587, d1.loss_iou: 0.3782, d2.loss_cls: 0.2086, d2.loss_bbox: 0.1571, d2.loss_iou: 0.3764, d3.loss_cls: 0.2010, d3.loss_bbox: 0.1571, d3.loss_iou: 0.3772, d4.loss_cls: 0.1983, d4.loss_bbox: 0.1577, d4.loss_iou: 0.3766, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2303, dn_loss_iou: 0.3307, d0.dn_loss_cls: 0.0589, d0.dn_loss_bbox: 0.3564, d0.dn_loss_iou: 0.4558, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2621, d1.dn_loss_iou: 0.3634, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2367, d2.dn_loss_iou: 0.3387, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2322, d3.dn_loss_iou: 0.3336, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2304, d4.dn_loss_iou: 0.3306, loss: 9.2451 2024-05-20 05:31:18,467 - mmdet - INFO - Epoch [9][2300/3665] lr: 2.000e-04, eta: 1 day, 16:55:40, time: 1.510, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2481, interm_loss_bbox: 0.1853, interm_loss_iou: 0.4184, loss_cls: 0.2035, loss_bbox: 0.1578, loss_iou: 0.3734, d0.loss_cls: 0.2657, d0.loss_bbox: 0.1602, d0.loss_iou: 0.3798, d1.loss_cls: 0.2308, d1.loss_bbox: 0.1603, d1.loss_iou: 0.3768, d2.loss_cls: 0.2142, d2.loss_bbox: 0.1584, d2.loss_iou: 0.3751, d3.loss_cls: 0.2077, d3.loss_bbox: 0.1575, d3.loss_iou: 0.3732, d4.loss_cls: 0.2042, d4.loss_bbox: 0.1587, d4.loss_iou: 0.3740, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2486, dn_loss_iou: 0.3397, d0.dn_loss_cls: 0.0605, d0.dn_loss_bbox: 0.3704, d0.dn_loss_iou: 0.4644, d1.dn_loss_cls: 0.0351, d1.dn_loss_bbox: 0.2801, d1.dn_loss_iou: 0.3729, d2.dn_loss_cls: 0.0294, d2.dn_loss_bbox: 0.2546, d2.dn_loss_iou: 0.3477, d3.dn_loss_cls: 0.0262, d3.dn_loss_bbox: 0.2502, d3.dn_loss_iou: 0.3425, d4.dn_loss_cls: 0.0255, d4.dn_loss_bbox: 0.2487, d4.dn_loss_iou: 0.3397, loss: 9.4442 2024-05-20 05:32:39,165 - mmdet - INFO - Epoch [9][2350/3665] lr: 2.000e-04, eta: 1 day, 16:54:49, time: 1.614, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2488, interm_loss_bbox: 0.1889, interm_loss_iou: 0.4169, loss_cls: 0.2024, loss_bbox: 0.1598, loss_iou: 0.3743, d0.loss_cls: 0.2637, d0.loss_bbox: 0.1642, d0.loss_iou: 0.3804, d1.loss_cls: 0.2298, d1.loss_bbox: 0.1621, d1.loss_iou: 0.3776, d2.loss_cls: 0.2120, d2.loss_bbox: 0.1611, d2.loss_iou: 0.3774, d3.loss_cls: 0.2058, d3.loss_bbox: 0.1601, d3.loss_iou: 0.3752, d4.loss_cls: 0.2035, d4.loss_bbox: 0.1599, d4.loss_iou: 0.3742, dn_loss_cls: 0.0241, dn_loss_bbox: 0.2351, dn_loss_iou: 0.3413, d0.dn_loss_cls: 0.0602, d0.dn_loss_bbox: 0.3562, d0.dn_loss_iou: 0.4653, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2653, d1.dn_loss_iou: 0.3738, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2408, d2.dn_loss_iou: 0.3494, d3.dn_loss_cls: 0.0255, d3.dn_loss_bbox: 0.2366, d3.dn_loss_iou: 0.3441, d4.dn_loss_cls: 0.0245, d4.dn_loss_bbox: 0.2351, d4.dn_loss_iou: 0.3413, loss: 9.3793 2024-05-20 05:33:50,748 - mmdet - INFO - Epoch [9][2400/3665] lr: 2.000e-04, eta: 1 day, 16:53:30, time: 1.432, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2505, interm_loss_bbox: 0.1818, interm_loss_iou: 0.4148, loss_cls: 0.2052, loss_bbox: 0.1558, loss_iou: 0.3760, d0.loss_cls: 0.2663, d0.loss_bbox: 0.1584, d0.loss_iou: 0.3803, d1.loss_cls: 0.2333, d1.loss_bbox: 0.1562, d1.loss_iou: 0.3765, d2.loss_cls: 0.2170, d2.loss_bbox: 0.1547, d2.loss_iou: 0.3760, d3.loss_cls: 0.2096, d3.loss_bbox: 0.1550, d3.loss_iou: 0.3754, d4.loss_cls: 0.2064, d4.loss_bbox: 0.1555, d4.loss_iou: 0.3759, dn_loss_cls: 0.0248, dn_loss_bbox: 0.2336, dn_loss_iou: 0.3377, d0.dn_loss_cls: 0.0605, d0.dn_loss_bbox: 0.3543, d0.dn_loss_iou: 0.4605, d1.dn_loss_cls: 0.0349, d1.dn_loss_bbox: 0.2638, d1.dn_loss_iou: 0.3698, d2.dn_loss_cls: 0.0290, d2.dn_loss_bbox: 0.2397, d2.dn_loss_iou: 0.3455, d3.dn_loss_cls: 0.0259, d3.dn_loss_bbox: 0.2355, d3.dn_loss_iou: 0.3405, d4.dn_loss_cls: 0.0250, d4.dn_loss_bbox: 0.2336, d4.dn_loss_iou: 0.3376, loss: 9.3329 2024-05-20 05:35:02,024 - mmdet - INFO - Epoch [9][2450/3665] lr: 2.000e-04, eta: 1 day, 16:52:10, time: 1.426, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2476, interm_loss_bbox: 0.1842, interm_loss_iou: 0.4113, loss_cls: 0.2036, loss_bbox: 0.1568, loss_iou: 0.3681, d0.loss_cls: 0.2635, d0.loss_bbox: 0.1597, d0.loss_iou: 0.3723, d1.loss_cls: 0.2304, d1.loss_bbox: 0.1585, d1.loss_iou: 0.3712, d2.loss_cls: 0.2142, d2.loss_bbox: 0.1572, d2.loss_iou: 0.3687, d3.loss_cls: 0.2079, d3.loss_bbox: 0.1563, d3.loss_iou: 0.3674, d4.loss_cls: 0.2054, d4.loss_bbox: 0.1565, d4.loss_iou: 0.3676, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2344, dn_loss_iou: 0.3336, d0.dn_loss_cls: 0.0599, d0.dn_loss_bbox: 0.3565, d0.dn_loss_iou: 0.4580, d1.dn_loss_cls: 0.0339, d1.dn_loss_bbox: 0.2659, d1.dn_loss_iou: 0.3671, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2411, d2.dn_loss_iou: 0.3419, d3.dn_loss_cls: 0.0252, d3.dn_loss_bbox: 0.2365, d3.dn_loss_iou: 0.3367, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2345, d4.dn_loss_iou: 0.3336, loss: 9.2633 2024-05-20 05:36:15,714 - mmdet - INFO - Epoch [9][2500/3665] lr: 2.000e-04, eta: 1 day, 16:50:57, time: 1.474, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2454, interm_loss_bbox: 0.1857, interm_loss_iou: 0.4117, loss_cls: 0.1999, loss_bbox: 0.1579, loss_iou: 0.3682, d0.loss_cls: 0.2588, d0.loss_bbox: 0.1633, d0.loss_iou: 0.3755, d1.loss_cls: 0.2274, d1.loss_bbox: 0.1606, d1.loss_iou: 0.3707, d2.loss_cls: 0.2115, d2.loss_bbox: 0.1585, d2.loss_iou: 0.3684, d3.loss_cls: 0.2037, d3.loss_bbox: 0.1581, d3.loss_iou: 0.3682, d4.loss_cls: 0.2010, d4.loss_bbox: 0.1586, d4.loss_iou: 0.3685, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2409, dn_loss_iou: 0.3347, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3657, d0.dn_loss_iou: 0.4604, d1.dn_loss_cls: 0.0338, d1.dn_loss_bbox: 0.2726, d1.dn_loss_iou: 0.3677, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2471, d2.dn_loss_iou: 0.3423, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2427, d3.dn_loss_iou: 0.3373, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2409, d4.dn_loss_iou: 0.3346, loss: 9.3018 2024-05-20 05:37:30,696 - mmdet - INFO - Epoch [9][2550/3665] lr: 2.000e-04, eta: 1 day, 16:49:48, time: 1.500, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2432, interm_loss_bbox: 0.1841, interm_loss_iou: 0.4228, loss_cls: 0.1992, loss_bbox: 0.1561, loss_iou: 0.3760, d0.loss_cls: 0.2623, d0.loss_bbox: 0.1595, d0.loss_iou: 0.3818, d1.loss_cls: 0.2282, d1.loss_bbox: 0.1595, d1.loss_iou: 0.3805, d2.loss_cls: 0.2115, d2.loss_bbox: 0.1567, d2.loss_iou: 0.3764, d3.loss_cls: 0.2022, d3.loss_bbox: 0.1564, d3.loss_iou: 0.3764, d4.loss_cls: 0.1998, d4.loss_bbox: 0.1563, d4.loss_iou: 0.3768, dn_loss_cls: 0.0247, dn_loss_bbox: 0.2318, dn_loss_iou: 0.3347, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3553, d0.dn_loss_iou: 0.4599, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2629, d1.dn_loss_iou: 0.3678, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2382, d2.dn_loss_iou: 0.3428, d3.dn_loss_cls: 0.0258, d3.dn_loss_bbox: 0.2336, d3.dn_loss_iou: 0.3375, d4.dn_loss_cls: 0.0249, d4.dn_loss_bbox: 0.2318, d4.dn_loss_iou: 0.3347, loss: 9.2936 2024-05-20 05:38:46,338 - mmdet - INFO - Epoch [9][2600/3665] lr: 2.000e-04, eta: 1 day, 16:48:42, time: 1.513, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2486, interm_loss_bbox: 0.1825, interm_loss_iou: 0.4240, loss_cls: 0.2056, loss_bbox: 0.1541, loss_iou: 0.3753, d0.loss_cls: 0.2626, d0.loss_bbox: 0.1592, d0.loss_iou: 0.3864, d1.loss_cls: 0.2291, d1.loss_bbox: 0.1586, d1.loss_iou: 0.3832, d2.loss_cls: 0.2140, d2.loss_bbox: 0.1569, d2.loss_iou: 0.3790, d3.loss_cls: 0.2079, d3.loss_bbox: 0.1552, d3.loss_iou: 0.3775, d4.loss_cls: 0.2063, d4.loss_bbox: 0.1545, d4.loss_iou: 0.3760, dn_loss_cls: 0.0256, dn_loss_bbox: 0.2311, dn_loss_iou: 0.3324, d0.dn_loss_cls: 0.0614, d0.dn_loss_bbox: 0.3566, d0.dn_loss_iou: 0.4584, d1.dn_loss_cls: 0.0357, d1.dn_loss_bbox: 0.2636, d1.dn_loss_iou: 0.3657, d2.dn_loss_cls: 0.0301, d2.dn_loss_bbox: 0.2381, d2.dn_loss_iou: 0.3407, d3.dn_loss_cls: 0.0269, d3.dn_loss_bbox: 0.2333, d3.dn_loss_iou: 0.3352, d4.dn_loss_cls: 0.0259, d4.dn_loss_bbox: 0.2311, d4.dn_loss_iou: 0.3322, loss: 9.3203 2024-05-20 05:40:01,407 - mmdet - INFO - Epoch [9][2650/3665] lr: 2.000e-04, eta: 1 day, 16:47:34, time: 1.501, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2421, interm_loss_bbox: 0.1833, interm_loss_iou: 0.4111, loss_cls: 0.1971, loss_bbox: 0.1545, loss_iou: 0.3649, d0.loss_cls: 0.2578, d0.loss_bbox: 0.1561, d0.loss_iou: 0.3687, d1.loss_cls: 0.2230, d1.loss_bbox: 0.1561, d1.loss_iou: 0.3678, d2.loss_cls: 0.2079, d2.loss_bbox: 0.1550, d2.loss_iou: 0.3643, d3.loss_cls: 0.2007, d3.loss_bbox: 0.1537, d3.loss_iou: 0.3636, d4.loss_cls: 0.1981, d4.loss_bbox: 0.1545, d4.loss_iou: 0.3643, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2274, dn_loss_iou: 0.3281, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3522, d0.dn_loss_iou: 0.4581, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2585, d1.dn_loss_iou: 0.3616, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2342, d2.dn_loss_iou: 0.3364, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2293, d3.dn_loss_iou: 0.3311, d4.dn_loss_cls: 0.0237, d4.dn_loss_bbox: 0.2275, d4.dn_loss_iou: 0.3280, loss: 9.1084 2024-05-20 05:41:13,388 - mmdet - INFO - Epoch [9][2700/3665] lr: 2.000e-04, eta: 1 day, 16:46:15, time: 1.440, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2471, interm_loss_bbox: 0.1753, interm_loss_iou: 0.4184, loss_cls: 0.2017, loss_bbox: 0.1483, loss_iou: 0.3741, d0.loss_cls: 0.2619, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3772, d1.loss_cls: 0.2282, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3765, d2.loss_cls: 0.2136, d2.loss_bbox: 0.1479, d2.loss_iou: 0.3737, d3.loss_cls: 0.2062, d3.loss_bbox: 0.1483, d3.loss_iou: 0.3740, d4.loss_cls: 0.2033, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3743, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2173, dn_loss_iou: 0.3307, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3368, d0.dn_loss_iou: 0.4553, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2475, d1.dn_loss_iou: 0.3628, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2234, d2.dn_loss_iou: 0.3386, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2191, d3.dn_loss_iou: 0.3333, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2173, d4.dn_loss_iou: 0.3306, loss: 9.1025 2024-05-20 05:42:26,601 - mmdet - INFO - Epoch [9][2750/3665] lr: 2.000e-04, eta: 1 day, 16:45:01, time: 1.464, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2437, interm_loss_bbox: 0.1756, interm_loss_iou: 0.4144, loss_cls: 0.1983, loss_bbox: 0.1474, loss_iou: 0.3699, d0.loss_cls: 0.2578, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3753, d1.loss_cls: 0.2274, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3732, d2.loss_cls: 0.2117, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3696, d3.loss_cls: 0.2035, d3.loss_bbox: 0.1466, d3.loss_iou: 0.3688, d4.loss_cls: 0.1992, d4.loss_bbox: 0.1472, d4.loss_iou: 0.3701, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2274, dn_loss_iou: 0.3325, d0.dn_loss_cls: 0.0589, d0.dn_loss_bbox: 0.3506, d0.dn_loss_iou: 0.4588, d1.dn_loss_cls: 0.0333, d1.dn_loss_bbox: 0.2567, d1.dn_loss_iou: 0.3644, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2331, d2.dn_loss_iou: 0.3400, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2290, d3.dn_loss_iou: 0.3350, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2275, d4.dn_loss_iou: 0.3324, loss: 9.1272 2024-05-20 05:43:43,978 - mmdet - INFO - Epoch [9][2800/3665] lr: 2.000e-04, eta: 1 day, 16:44:00, time: 1.547, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2420, interm_loss_bbox: 0.1822, interm_loss_iou: 0.4203, loss_cls: 0.1990, loss_bbox: 0.1538, loss_iou: 0.3766, d0.loss_cls: 0.2586, d0.loss_bbox: 0.1588, d0.loss_iou: 0.3823, d1.loss_cls: 0.2256, d1.loss_bbox: 0.1560, d1.loss_iou: 0.3795, d2.loss_cls: 0.2112, d2.loss_bbox: 0.1532, d2.loss_iou: 0.3754, d3.loss_cls: 0.2020, d3.loss_bbox: 0.1544, d3.loss_iou: 0.3768, d4.loss_cls: 0.1997, d4.loss_bbox: 0.1539, d4.loss_iou: 0.3766, dn_loss_cls: 0.0222, dn_loss_bbox: 0.2239, dn_loss_iou: 0.3287, d0.dn_loss_cls: 0.0574, d0.dn_loss_bbox: 0.3465, d0.dn_loss_iou: 0.4510, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2544, d1.dn_loss_iou: 0.3607, d2.dn_loss_cls: 0.0263, d2.dn_loss_bbox: 0.2304, d2.dn_loss_iou: 0.3364, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2257, d3.dn_loss_iou: 0.3313, d4.dn_loss_cls: 0.0225, d4.dn_loss_bbox: 0.2240, d4.dn_loss_iou: 0.3286, loss: 9.1633 2024-05-20 05:44:55,856 - mmdet - INFO - Epoch [9][2850/3665] lr: 2.000e-04, eta: 1 day, 16:42:42, time: 1.438, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2468, interm_loss_bbox: 0.1788, interm_loss_iou: 0.4203, loss_cls: 0.2006, loss_bbox: 0.1478, loss_iou: 0.3724, d0.loss_cls: 0.2597, d0.loss_bbox: 0.1548, d0.loss_iou: 0.3824, d1.loss_cls: 0.2273, d1.loss_bbox: 0.1514, d1.loss_iou: 0.3767, d2.loss_cls: 0.2114, d2.loss_bbox: 0.1497, d2.loss_iou: 0.3749, d3.loss_cls: 0.2041, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3737, d4.loss_cls: 0.2008, d4.loss_bbox: 0.1486, d4.loss_iou: 0.3735, dn_loss_cls: 0.0243, dn_loss_bbox: 0.2291, dn_loss_iou: 0.3308, d0.dn_loss_cls: 0.0588, d0.dn_loss_bbox: 0.3532, d0.dn_loss_iou: 0.4560, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2598, d1.dn_loss_iou: 0.3641, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2354, d2.dn_loss_iou: 0.3388, d3.dn_loss_cls: 0.0255, d3.dn_loss_bbox: 0.2308, d3.dn_loss_iou: 0.3335, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2291, d4.dn_loss_iou: 0.3307, loss: 9.1906 2024-05-20 05:46:16,602 - mmdet - INFO - Epoch [9][2900/3665] lr: 2.000e-04, eta: 1 day, 16:41:51, time: 1.615, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2424, interm_loss_bbox: 0.1818, interm_loss_iou: 0.4227, loss_cls: 0.1993, loss_bbox: 0.1531, loss_iou: 0.3780, d0.loss_cls: 0.2559, d0.loss_bbox: 0.1581, d0.loss_iou: 0.3852, d1.loss_cls: 0.2222, d1.loss_bbox: 0.1575, d1.loss_iou: 0.3825, d2.loss_cls: 0.2090, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3788, d3.loss_cls: 0.2030, d3.loss_bbox: 0.1529, d3.loss_iou: 0.3783, d4.loss_cls: 0.2005, d4.loss_bbox: 0.1529, d4.loss_iou: 0.3780, dn_loss_cls: 0.0242, dn_loss_bbox: 0.2313, dn_loss_iou: 0.3332, d0.dn_loss_cls: 0.0598, d0.dn_loss_bbox: 0.3485, d0.dn_loss_iou: 0.4537, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2624, d1.dn_loss_iou: 0.3649, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2379, d2.dn_loss_iou: 0.3410, d3.dn_loss_cls: 0.0255, d3.dn_loss_bbox: 0.2332, d3.dn_loss_iou: 0.3359, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2313, d4.dn_loss_iou: 0.3331, loss: 9.2485 2024-05-20 05:47:28,389 - mmdet - INFO - Epoch [9][2950/3665] lr: 2.000e-04, eta: 1 day, 16:40:32, time: 1.436, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2419, interm_loss_bbox: 0.1824, interm_loss_iou: 0.4184, loss_cls: 0.1984, loss_bbox: 0.1543, loss_iou: 0.3729, d0.loss_cls: 0.2578, d0.loss_bbox: 0.1582, d0.loss_iou: 0.3797, d1.loss_cls: 0.2247, d1.loss_bbox: 0.1565, d1.loss_iou: 0.3770, d2.loss_cls: 0.2098, d2.loss_bbox: 0.1547, d2.loss_iou: 0.3734, d3.loss_cls: 0.2025, d3.loss_bbox: 0.1537, d3.loss_iou: 0.3725, d4.loss_cls: 0.1998, d4.loss_bbox: 0.1540, d4.loss_iou: 0.3727, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2365, dn_loss_iou: 0.3384, d0.dn_loss_cls: 0.0583, d0.dn_loss_bbox: 0.3608, d0.dn_loss_iou: 0.4659, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2686, d1.dn_loss_iou: 0.3720, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2430, d2.dn_loss_iou: 0.3470, d3.dn_loss_cls: 0.0249, d3.dn_loss_bbox: 0.2384, d3.dn_loss_iou: 0.3412, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2365, d4.dn_loss_iou: 0.3383, loss: 9.2936 2024-05-20 05:48:39,366 - mmdet - INFO - Epoch [9][3000/3665] lr: 2.000e-04, eta: 1 day, 16:39:11, time: 1.420, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2429, interm_loss_bbox: 0.1847, interm_loss_iou: 0.4028, loss_cls: 0.2002, loss_bbox: 0.1535, loss_iou: 0.3563, d0.loss_cls: 0.2634, d0.loss_bbox: 0.1593, d0.loss_iou: 0.3648, d1.loss_cls: 0.2267, d1.loss_bbox: 0.1582, d1.loss_iou: 0.3634, d2.loss_cls: 0.2101, d2.loss_bbox: 0.1552, d2.loss_iou: 0.3592, d3.loss_cls: 0.2036, d3.loss_bbox: 0.1543, d3.loss_iou: 0.3564, d4.loss_cls: 0.2017, d4.loss_bbox: 0.1535, d4.loss_iou: 0.3562, dn_loss_cls: 0.0218, dn_loss_bbox: 0.2310, dn_loss_iou: 0.3234, d0.dn_loss_cls: 0.0559, d0.dn_loss_bbox: 0.3577, d0.dn_loss_iou: 0.4507, d1.dn_loss_cls: 0.0312, d1.dn_loss_bbox: 0.2632, d1.dn_loss_iou: 0.3570, d2.dn_loss_cls: 0.0260, d2.dn_loss_bbox: 0.2375, d2.dn_loss_iou: 0.3313, d3.dn_loss_cls: 0.0231, d3.dn_loss_bbox: 0.2329, d3.dn_loss_iou: 0.3261, d4.dn_loss_cls: 0.0222, d4.dn_loss_bbox: 0.2310, d4.dn_loss_iou: 0.3233, loss: 9.0719 2024-05-20 05:49:52,849 - mmdet - INFO - Epoch [9][3050/3665] lr: 2.000e-04, eta: 1 day, 16:37:58, time: 1.470, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2458, interm_loss_bbox: 0.1853, interm_loss_iou: 0.4185, loss_cls: 0.2026, loss_bbox: 0.1537, loss_iou: 0.3717, d0.loss_cls: 0.2615, d0.loss_bbox: 0.1608, d0.loss_iou: 0.3815, d1.loss_cls: 0.2293, d1.loss_bbox: 0.1577, d1.loss_iou: 0.3769, d2.loss_cls: 0.2131, d2.loss_bbox: 0.1547, d2.loss_iou: 0.3738, d3.loss_cls: 0.2060, d3.loss_bbox: 0.1542, d3.loss_iou: 0.3723, d4.loss_cls: 0.2032, d4.loss_bbox: 0.1542, d4.loss_iou: 0.3719, dn_loss_cls: 0.0249, dn_loss_bbox: 0.2394, dn_loss_iou: 0.3317, d0.dn_loss_cls: 0.0604, d0.dn_loss_bbox: 0.3595, d0.dn_loss_iou: 0.4555, d1.dn_loss_cls: 0.0344, d1.dn_loss_bbox: 0.2696, d1.dn_loss_iou: 0.3640, d2.dn_loss_cls: 0.0289, d2.dn_loss_bbox: 0.2449, d2.dn_loss_iou: 0.3393, d3.dn_loss_cls: 0.0261, d3.dn_loss_bbox: 0.2409, d3.dn_loss_iou: 0.3344, d4.dn_loss_cls: 0.0252, d4.dn_loss_bbox: 0.2394, d4.dn_loss_iou: 0.3316, loss: 9.2988 2024-05-20 05:51:08,597 - mmdet - INFO - Epoch [9][3100/3665] lr: 2.000e-04, eta: 1 day, 16:36:51, time: 1.515, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2519, interm_loss_bbox: 0.1795, interm_loss_iou: 0.4074, loss_cls: 0.2053, loss_bbox: 0.1538, loss_iou: 0.3643, d0.loss_cls: 0.2642, d0.loss_bbox: 0.1591, d0.loss_iou: 0.3730, d1.loss_cls: 0.2338, d1.loss_bbox: 0.1549, d1.loss_iou: 0.3675, d2.loss_cls: 0.2155, d2.loss_bbox: 0.1544, d2.loss_iou: 0.3667, d3.loss_cls: 0.2079, d3.loss_bbox: 0.1549, d3.loss_iou: 0.3655, d4.loss_cls: 0.2058, d4.loss_bbox: 0.1541, d4.loss_iou: 0.3645, dn_loss_cls: 0.0251, dn_loss_bbox: 0.2333, dn_loss_iou: 0.3342, d0.dn_loss_cls: 0.0618, d0.dn_loss_bbox: 0.3544, d0.dn_loss_iou: 0.4628, d1.dn_loss_cls: 0.0350, d1.dn_loss_bbox: 0.2643, d1.dn_loss_iou: 0.3682, d2.dn_loss_cls: 0.0293, d2.dn_loss_bbox: 0.2396, d2.dn_loss_iou: 0.3427, d3.dn_loss_cls: 0.0264, d3.dn_loss_bbox: 0.2352, d3.dn_loss_iou: 0.3371, d4.dn_loss_cls: 0.0254, d4.dn_loss_bbox: 0.2334, d4.dn_loss_iou: 0.3342, loss: 9.2462 2024-05-20 05:52:24,801 - mmdet - INFO - Epoch [9][3150/3665] lr: 2.000e-04, eta: 1 day, 16:35:46, time: 1.524, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2407, interm_loss_bbox: 0.1842, interm_loss_iou: 0.4172, loss_cls: 0.1990, loss_bbox: 0.1554, loss_iou: 0.3740, d0.loss_cls: 0.2584, d0.loss_bbox: 0.1608, d0.loss_iou: 0.3794, d1.loss_cls: 0.2259, d1.loss_bbox: 0.1589, d1.loss_iou: 0.3785, d2.loss_cls: 0.2097, d2.loss_bbox: 0.1570, d2.loss_iou: 0.3756, d3.loss_cls: 0.2016, d3.loss_bbox: 0.1566, d3.loss_iou: 0.3754, d4.loss_cls: 0.2005, d4.loss_bbox: 0.1550, d4.loss_iou: 0.3737, dn_loss_cls: 0.0230, dn_loss_bbox: 0.2315, dn_loss_iou: 0.3401, d0.dn_loss_cls: 0.0581, d0.dn_loss_bbox: 0.3549, d0.dn_loss_iou: 0.4685, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2631, d1.dn_loss_iou: 0.3729, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2376, d2.dn_loss_iou: 0.3480, d3.dn_loss_cls: 0.0243, d3.dn_loss_bbox: 0.2332, d3.dn_loss_iou: 0.3430, d4.dn_loss_cls: 0.0233, d4.dn_loss_bbox: 0.2315, d4.dn_loss_iou: 0.3401, loss: 9.2911 2024-05-20 05:53:40,912 - mmdet - INFO - Epoch [9][3200/3665] lr: 2.000e-04, eta: 1 day, 16:34:41, time: 1.522, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2413, interm_loss_bbox: 0.1811, interm_loss_iou: 0.4125, loss_cls: 0.2002, loss_bbox: 0.1527, loss_iou: 0.3637, d0.loss_cls: 0.2568, d0.loss_bbox: 0.1591, d0.loss_iou: 0.3743, d1.loss_cls: 0.2306, d1.loss_bbox: 0.1553, d1.loss_iou: 0.3689, d2.loss_cls: 0.2124, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3657, d3.loss_cls: 0.2043, d3.loss_bbox: 0.1535, d3.loss_iou: 0.3647, d4.loss_cls: 0.2018, d4.loss_bbox: 0.1528, d4.loss_iou: 0.3635, dn_loss_cls: 0.0237, dn_loss_bbox: 0.2292, dn_loss_iou: 0.3335, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3465, d0.dn_loss_iou: 0.4572, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2582, d1.dn_loss_iou: 0.3665, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2349, d2.dn_loss_iou: 0.3420, d3.dn_loss_cls: 0.0249, d3.dn_loss_bbox: 0.2309, d3.dn_loss_iou: 0.3364, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2292, d4.dn_loss_iou: 0.3334, loss: 9.1603 2024-05-20 05:54:52,812 - mmdet - INFO - Epoch [9][3250/3665] lr: 2.000e-04, eta: 1 day, 16:33:23, time: 1.438, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2484, interm_loss_bbox: 0.1822, interm_loss_iou: 0.4083, loss_cls: 0.2012, loss_bbox: 0.1565, loss_iou: 0.3703, d0.loss_cls: 0.2602, d0.loss_bbox: 0.1601, d0.loss_iou: 0.3752, d1.loss_cls: 0.2273, d1.loss_bbox: 0.1581, d1.loss_iou: 0.3723, d2.loss_cls: 0.2109, d2.loss_bbox: 0.1577, d2.loss_iou: 0.3723, d3.loss_cls: 0.2036, d3.loss_bbox: 0.1576, d3.loss_iou: 0.3711, d4.loss_cls: 0.2019, d4.loss_bbox: 0.1570, d4.loss_iou: 0.3708, dn_loss_cls: 0.0229, dn_loss_bbox: 0.2340, dn_loss_iou: 0.3309, d0.dn_loss_cls: 0.0587, d0.dn_loss_bbox: 0.3610, d0.dn_loss_iou: 0.4571, d1.dn_loss_cls: 0.0330, d1.dn_loss_bbox: 0.2664, d1.dn_loss_iou: 0.3640, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2406, d2.dn_loss_iou: 0.3394, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2359, d3.dn_loss_iou: 0.3339, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2341, d4.dn_loss_iou: 0.3308, loss: 9.2404 2024-05-20 05:56:06,292 - mmdet - INFO - Epoch [9][3300/3665] lr: 2.000e-04, eta: 1 day, 16:32:09, time: 1.470, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2403, interm_loss_bbox: 0.1786, interm_loss_iou: 0.4060, loss_cls: 0.1968, loss_bbox: 0.1517, loss_iou: 0.3634, d0.loss_cls: 0.2531, d0.loss_bbox: 0.1562, d0.loss_iou: 0.3705, d1.loss_cls: 0.2211, d1.loss_bbox: 0.1548, d1.loss_iou: 0.3673, d2.loss_cls: 0.2069, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3655, d3.loss_cls: 0.2003, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3632, d4.loss_cls: 0.1976, d4.loss_bbox: 0.1515, d4.loss_iou: 0.3632, dn_loss_cls: 0.0230, dn_loss_bbox: 0.2233, dn_loss_iou: 0.3242, d0.dn_loss_cls: 0.0586, d0.dn_loss_bbox: 0.3501, d0.dn_loss_iou: 0.4512, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2541, d1.dn_loss_iou: 0.3568, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2294, d2.dn_loss_iou: 0.3322, d3.dn_loss_cls: 0.0243, d3.dn_loss_bbox: 0.2252, d3.dn_loss_iou: 0.3269, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2233, d4.dn_loss_iou: 0.3241, loss: 9.0224 2024-05-20 05:57:21,739 - mmdet - INFO - Epoch [9][3350/3665] lr: 2.000e-04, eta: 1 day, 16:31:02, time: 1.509, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2407, interm_loss_bbox: 0.1760, interm_loss_iou: 0.4141, loss_cls: 0.1960, loss_bbox: 0.1498, loss_iou: 0.3704, d0.loss_cls: 0.2543, d0.loss_bbox: 0.1536, d0.loss_iou: 0.3776, d1.loss_cls: 0.2232, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3745, d2.loss_cls: 0.2068, d2.loss_bbox: 0.1495, d2.loss_iou: 0.3713, d3.loss_cls: 0.1991, d3.loss_bbox: 0.1501, d3.loss_iou: 0.3710, d4.loss_cls: 0.1971, d4.loss_bbox: 0.1496, d4.loss_iou: 0.3705, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2223, dn_loss_iou: 0.3304, d0.dn_loss_cls: 0.0580, d0.dn_loss_bbox: 0.3431, d0.dn_loss_iou: 0.4555, d1.dn_loss_cls: 0.0327, d1.dn_loss_bbox: 0.2525, d1.dn_loss_iou: 0.3628, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2287, d2.dn_loss_iou: 0.3383, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2241, d3.dn_loss_iou: 0.3330, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2223, d4.dn_loss_iou: 0.3303, loss: 9.0809 2024-05-20 05:58:34,820 - mmdet - INFO - Epoch [9][3400/3665] lr: 2.000e-04, eta: 1 day, 16:29:47, time: 1.462, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2462, interm_loss_bbox: 0.1877, interm_loss_iou: 0.4178, loss_cls: 0.2023, loss_bbox: 0.1593, loss_iou: 0.3734, d0.loss_cls: 0.2612, d0.loss_bbox: 0.1636, d0.loss_iou: 0.3815, d1.loss_cls: 0.2296, d1.loss_bbox: 0.1617, d1.loss_iou: 0.3785, d2.loss_cls: 0.2139, d2.loss_bbox: 0.1598, d2.loss_iou: 0.3750, d3.loss_cls: 0.2050, d3.loss_bbox: 0.1604, d3.loss_iou: 0.3751, d4.loss_cls: 0.2032, d4.loss_bbox: 0.1598, d4.loss_iou: 0.3737, dn_loss_cls: 0.0241, dn_loss_bbox: 0.2401, dn_loss_iou: 0.3349, d0.dn_loss_cls: 0.0601, d0.dn_loss_bbox: 0.3645, d0.dn_loss_iou: 0.4630, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2717, d1.dn_loss_iou: 0.3697, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2464, d2.dn_loss_iou: 0.3435, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2417, d3.dn_loss_iou: 0.3378, d4.dn_loss_cls: 0.0243, d4.dn_loss_bbox: 0.2401, d4.dn_loss_iou: 0.3348, loss: 9.3731 2024-05-20 05:59:51,913 - mmdet - INFO - Epoch [9][3450/3665] lr: 2.000e-04, eta: 1 day, 16:28:45, time: 1.542, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2475, interm_loss_bbox: 0.1838, interm_loss_iou: 0.4081, loss_cls: 0.2017, loss_bbox: 0.1562, loss_iou: 0.3657, d0.loss_cls: 0.2633, d0.loss_bbox: 0.1607, d0.loss_iou: 0.3742, d1.loss_cls: 0.2295, d1.loss_bbox: 0.1587, d1.loss_iou: 0.3703, d2.loss_cls: 0.2132, d2.loss_bbox: 0.1562, d2.loss_iou: 0.3669, d3.loss_cls: 0.2062, d3.loss_bbox: 0.1561, d3.loss_iou: 0.3657, d4.loss_cls: 0.2035, d4.loss_bbox: 0.1558, d4.loss_iou: 0.3650, dn_loss_cls: 0.0229, dn_loss_bbox: 0.2348, dn_loss_iou: 0.3327, d0.dn_loss_cls: 0.0589, d0.dn_loss_bbox: 0.3588, d0.dn_loss_iou: 0.4618, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2653, d1.dn_loss_iou: 0.3669, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2413, d2.dn_loss_iou: 0.3410, d3.dn_loss_cls: 0.0244, d3.dn_loss_bbox: 0.2366, d3.dn_loss_iou: 0.3356, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2348, d4.dn_loss_iou: 0.3327, loss: 9.2410 2024-05-20 06:01:06,876 - mmdet - INFO - Epoch [9][3500/3665] lr: 2.000e-04, eta: 1 day, 16:27:36, time: 1.499, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2445, interm_loss_bbox: 0.1759, interm_loss_iou: 0.4216, loss_cls: 0.2016, loss_bbox: 0.1485, loss_iou: 0.3758, d0.loss_cls: 0.2578, d0.loss_bbox: 0.1537, d0.loss_iou: 0.3843, d1.loss_cls: 0.2263, d1.loss_bbox: 0.1516, d1.loss_iou: 0.3812, d2.loss_cls: 0.2108, d2.loss_bbox: 0.1492, d2.loss_iou: 0.3778, d3.loss_cls: 0.2048, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3765, d4.loss_cls: 0.2022, d4.loss_bbox: 0.1485, d4.loss_iou: 0.3762, dn_loss_cls: 0.0236, dn_loss_bbox: 0.2196, dn_loss_iou: 0.3364, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3468, d0.dn_loss_iou: 0.4664, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2512, d1.dn_loss_iou: 0.3708, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2263, d2.dn_loss_iou: 0.3448, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2212, d3.dn_loss_iou: 0.3392, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2196, d4.dn_loss_iou: 0.3363, loss: 9.1880 2024-05-20 06:02:18,349 - mmdet - INFO - Epoch [9][3550/3665] lr: 2.000e-04, eta: 1 day, 16:26:16, time: 1.429, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2424, interm_loss_bbox: 0.1903, interm_loss_iou: 0.4111, loss_cls: 0.1981, loss_bbox: 0.1602, loss_iou: 0.3651, d0.loss_cls: 0.2562, d0.loss_bbox: 0.1656, d0.loss_iou: 0.3734, d1.loss_cls: 0.2225, d1.loss_bbox: 0.1648, d1.loss_iou: 0.3710, d2.loss_cls: 0.2072, d2.loss_bbox: 0.1620, d2.loss_iou: 0.3674, d3.loss_cls: 0.2007, d3.loss_bbox: 0.1614, d3.loss_iou: 0.3661, d4.loss_cls: 0.1991, d4.loss_bbox: 0.1604, d4.loss_iou: 0.3652, dn_loss_cls: 0.0220, dn_loss_bbox: 0.2299, dn_loss_iou: 0.3203, d0.dn_loss_cls: 0.0578, d0.dn_loss_bbox: 0.3581, d0.dn_loss_iou: 0.4484, d1.dn_loss_cls: 0.0316, d1.dn_loss_bbox: 0.2615, d1.dn_loss_iou: 0.3535, d2.dn_loss_cls: 0.0262, d2.dn_loss_bbox: 0.2366, d2.dn_loss_iou: 0.3283, d3.dn_loss_cls: 0.0231, d3.dn_loss_bbox: 0.2319, d3.dn_loss_iou: 0.3231, d4.dn_loss_cls: 0.0223, d4.dn_loss_bbox: 0.2299, d4.dn_loss_iou: 0.3202, loss: 9.1347 2024-05-20 06:03:31,804 - mmdet - INFO - Epoch [9][3600/3665] lr: 2.000e-04, eta: 1 day, 16:25:03, time: 1.469, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2436, interm_loss_bbox: 0.1884, interm_loss_iou: 0.4134, loss_cls: 0.2002, loss_bbox: 0.1569, loss_iou: 0.3628, d0.loss_cls: 0.2575, d0.loss_bbox: 0.1623, d0.loss_iou: 0.3714, d1.loss_cls: 0.2256, d1.loss_bbox: 0.1595, d1.loss_iou: 0.3668, d2.loss_cls: 0.2124, d2.loss_bbox: 0.1562, d2.loss_iou: 0.3622, d3.loss_cls: 0.2044, d3.loss_bbox: 0.1561, d3.loss_iou: 0.3623, d4.loss_cls: 0.2015, d4.loss_bbox: 0.1565, d4.loss_iou: 0.3627, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2350, dn_loss_iou: 0.3263, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3601, d0.dn_loss_iou: 0.4516, d1.dn_loss_cls: 0.0330, d1.dn_loss_bbox: 0.2663, d1.dn_loss_iou: 0.3591, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2417, d2.dn_loss_iou: 0.3344, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2368, d3.dn_loss_iou: 0.3290, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2350, d4.dn_loss_iou: 0.3262, loss: 9.1753 2024-05-20 06:04:46,990 - mmdet - INFO - Epoch [9][3650/3665] lr: 2.000e-04, eta: 1 day, 16:23:54, time: 1.504, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2482, interm_loss_bbox: 0.1876, interm_loss_iou: 0.4124, loss_cls: 0.2013, loss_bbox: 0.1583, loss_iou: 0.3689, d0.loss_cls: 0.2622, d0.loss_bbox: 0.1629, d0.loss_iou: 0.3757, d1.loss_cls: 0.2301, d1.loss_bbox: 0.1590, d1.loss_iou: 0.3706, d2.loss_cls: 0.2137, d2.loss_bbox: 0.1575, d2.loss_iou: 0.3695, d3.loss_cls: 0.2038, d3.loss_bbox: 0.1590, d3.loss_iou: 0.3704, d4.loss_cls: 0.2021, d4.loss_bbox: 0.1582, d4.loss_iou: 0.3691, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2306, dn_loss_iou: 0.3351, d0.dn_loss_cls: 0.0603, d0.dn_loss_bbox: 0.3513, d0.dn_loss_iou: 0.4645, d1.dn_loss_cls: 0.0340, d1.dn_loss_bbox: 0.2614, d1.dn_loss_iou: 0.3693, d2.dn_loss_cls: 0.0283, d2.dn_loss_bbox: 0.2367, d2.dn_loss_iou: 0.3433, d3.dn_loss_cls: 0.0252, d3.dn_loss_bbox: 0.2322, d3.dn_loss_iou: 0.3380, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2306, d4.dn_loss_iou: 0.3350, loss: 9.2648 2024-05-20 06:05:14,329 - mmdet - INFO - Saving checkpoint at 9 epochs 2024-05-20 06:08:25,883 - mmdet - INFO - Evaluating bbox... 2024-05-20 06:10:16,391 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.538 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.726 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.587 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.361 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.578 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.698 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.744 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.748 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.748 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.597 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.791 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.905 2024-05-20 06:10:18,640 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-20 06:10:18,642 - mmdet - INFO - Epoch(val) [9][313] bbox_mAP: 0.5380, bbox_mAP_50: 0.7260, bbox_mAP_75: 0.5870, bbox_mAP_s: 0.3610, bbox_mAP_m: 0.5780, bbox_mAP_l: 0.6980, bbox_mAP_copypaste: 0.538 0.726 0.587 0.361 0.578 0.698 2024-05-20 06:11:41,955 - mmdet - INFO - Epoch [10][50/3665] lr: 2.000e-04, eta: 1 day, 16:21:42, time: 1.666, data_time: 0.145, memory: 41053, interm_loss_cls: 0.2463, interm_loss_bbox: 0.1861, interm_loss_iou: 0.4099, loss_cls: 0.2009, loss_bbox: 0.1554, loss_iou: 0.3637, d0.loss_cls: 0.2581, d0.loss_bbox: 0.1625, d0.loss_iou: 0.3752, d1.loss_cls: 0.2252, d1.loss_bbox: 0.1605, d1.loss_iou: 0.3724, d2.loss_cls: 0.2106, d2.loss_bbox: 0.1572, d2.loss_iou: 0.3660, d3.loss_cls: 0.2037, d3.loss_bbox: 0.1565, d3.loss_iou: 0.3646, d4.loss_cls: 0.2019, d4.loss_bbox: 0.1556, d4.loss_iou: 0.3638, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2341, dn_loss_iou: 0.3312, d0.dn_loss_cls: 0.0572, d0.dn_loss_bbox: 0.3677, d0.dn_loss_iou: 0.4599, d1.dn_loss_cls: 0.0325, d1.dn_loss_bbox: 0.2705, d1.dn_loss_iou: 0.3660, d2.dn_loss_cls: 0.0270, d2.dn_loss_bbox: 0.2419, d2.dn_loss_iou: 0.3400, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2366, d3.dn_loss_iou: 0.3343, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2342, d4.dn_loss_iou: 0.3311, loss: 9.2299 2024-05-20 06:12:55,803 - mmdet - INFO - Epoch [10][100/3665] lr: 2.000e-04, eta: 1 day, 16:20:30, time: 1.477, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2393, interm_loss_bbox: 0.1815, interm_loss_iou: 0.4131, loss_cls: 0.1958, loss_bbox: 0.1502, loss_iou: 0.3644, d0.loss_cls: 0.2527, d0.loss_bbox: 0.1560, d0.loss_iou: 0.3737, d1.loss_cls: 0.2210, d1.loss_bbox: 0.1548, d1.loss_iou: 0.3700, d2.loss_cls: 0.2061, d2.loss_bbox: 0.1519, d2.loss_iou: 0.3660, d3.loss_cls: 0.1991, d3.loss_bbox: 0.1507, d3.loss_iou: 0.3653, d4.loss_cls: 0.1970, d4.loss_bbox: 0.1506, d4.loss_iou: 0.3641, dn_loss_cls: 0.0221, dn_loss_bbox: 0.2277, dn_loss_iou: 0.3262, d0.dn_loss_cls: 0.0572, d0.dn_loss_bbox: 0.3530, d0.dn_loss_iou: 0.4545, d1.dn_loss_cls: 0.0320, d1.dn_loss_bbox: 0.2596, d1.dn_loss_iou: 0.3596, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2342, d2.dn_loss_iou: 0.3341, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2296, d3.dn_loss_iou: 0.3290, d4.dn_loss_cls: 0.0225, d4.dn_loss_bbox: 0.2277, d4.dn_loss_iou: 0.3261, loss: 9.0682 2024-05-20 06:14:07,287 - mmdet - INFO - Epoch [10][150/3665] lr: 2.000e-04, eta: 1 day, 16:19:11, time: 1.430, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2449, interm_loss_bbox: 0.1915, interm_loss_iou: 0.4095, loss_cls: 0.1973, loss_bbox: 0.1587, loss_iou: 0.3607, d0.loss_cls: 0.2595, d0.loss_bbox: 0.1604, d0.loss_iou: 0.3664, d1.loss_cls: 0.2248, d1.loss_bbox: 0.1599, d1.loss_iou: 0.3648, d2.loss_cls: 0.2084, d2.loss_bbox: 0.1585, d2.loss_iou: 0.3601, d3.loss_cls: 0.2010, d3.loss_bbox: 0.1585, d3.loss_iou: 0.3600, d4.loss_cls: 0.1985, d4.loss_bbox: 0.1585, d4.loss_iou: 0.3603, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2289, dn_loss_iou: 0.3253, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3577, d0.dn_loss_iou: 0.4521, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2624, d1.dn_loss_iou: 0.3595, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2363, d2.dn_loss_iou: 0.3338, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2309, d3.dn_loss_iou: 0.3282, d4.dn_loss_cls: 0.0235, d4.dn_loss_bbox: 0.2289, d4.dn_loss_iou: 0.3252, loss: 9.1225 2024-05-20 06:15:18,505 - mmdet - INFO - Epoch [10][200/3665] lr: 2.000e-04, eta: 1 day, 16:17:50, time: 1.424, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2438, interm_loss_bbox: 0.1791, interm_loss_iou: 0.4112, loss_cls: 0.1967, loss_bbox: 0.1543, loss_iou: 0.3691, d0.loss_cls: 0.2573, d0.loss_bbox: 0.1550, d0.loss_iou: 0.3722, d1.loss_cls: 0.2211, d1.loss_bbox: 0.1570, d1.loss_iou: 0.3725, d2.loss_cls: 0.2068, d2.loss_bbox: 0.1539, d2.loss_iou: 0.3702, d3.loss_cls: 0.2000, d3.loss_bbox: 0.1542, d3.loss_iou: 0.3694, d4.loss_cls: 0.1974, d4.loss_bbox: 0.1545, d4.loss_iou: 0.3695, dn_loss_cls: 0.0225, dn_loss_bbox: 0.2316, dn_loss_iou: 0.3211, d0.dn_loss_cls: 0.0572, d0.dn_loss_bbox: 0.3560, d0.dn_loss_iou: 0.4469, d1.dn_loss_cls: 0.0324, d1.dn_loss_bbox: 0.2641, d1.dn_loss_iou: 0.3546, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2384, d2.dn_loss_iou: 0.3294, d3.dn_loss_cls: 0.0239, d3.dn_loss_bbox: 0.2335, d3.dn_loss_iou: 0.3240, d4.dn_loss_cls: 0.0229, d4.dn_loss_bbox: 0.2316, d4.dn_loss_iou: 0.3210, loss: 9.1032 2024-05-20 06:16:34,559 - mmdet - INFO - Epoch [10][250/3665] lr: 2.000e-04, eta: 1 day, 16:16:45, time: 1.521, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2379, interm_loss_bbox: 0.1793, interm_loss_iou: 0.4065, loss_cls: 0.1919, loss_bbox: 0.1506, loss_iou: 0.3636, d0.loss_cls: 0.2479, d0.loss_bbox: 0.1567, d0.loss_iou: 0.3727, d1.loss_cls: 0.2160, d1.loss_bbox: 0.1542, d1.loss_iou: 0.3678, d2.loss_cls: 0.2016, d2.loss_bbox: 0.1511, d2.loss_iou: 0.3649, d3.loss_cls: 0.1950, d3.loss_bbox: 0.1516, d3.loss_iou: 0.3650, d4.loss_cls: 0.1931, d4.loss_bbox: 0.1509, d4.loss_iou: 0.3639, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2269, dn_loss_iou: 0.3238, d0.dn_loss_cls: 0.0574, d0.dn_loss_bbox: 0.3483, d0.dn_loss_iou: 0.4506, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2571, d1.dn_loss_iou: 0.3562, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2335, d2.dn_loss_iou: 0.3320, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2289, d3.dn_loss_iou: 0.3267, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2269, d4.dn_loss_iou: 0.3237, loss: 9.0063 2024-05-20 06:17:45,881 - mmdet - INFO - Epoch [10][300/3665] lr: 2.000e-04, eta: 1 day, 16:15:25, time: 1.426, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2420, interm_loss_bbox: 0.1819, interm_loss_iou: 0.4107, loss_cls: 0.1984, loss_bbox: 0.1512, loss_iou: 0.3596, d0.loss_cls: 0.2572, d0.loss_bbox: 0.1556, d0.loss_iou: 0.3687, d1.loss_cls: 0.2256, d1.loss_bbox: 0.1542, d1.loss_iou: 0.3648, d2.loss_cls: 0.2091, d2.loss_bbox: 0.1522, d2.loss_iou: 0.3616, d3.loss_cls: 0.2024, d3.loss_bbox: 0.1513, d3.loss_iou: 0.3596, d4.loss_cls: 0.1996, d4.loss_bbox: 0.1517, d4.loss_iou: 0.3598, dn_loss_cls: 0.0240, dn_loss_bbox: 0.2197, dn_loss_iou: 0.3258, d0.dn_loss_cls: 0.0581, d0.dn_loss_bbox: 0.3358, d0.dn_loss_iou: 0.4462, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2499, d1.dn_loss_iou: 0.3579, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2259, d2.dn_loss_iou: 0.3337, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2215, d3.dn_loss_iou: 0.3286, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2197, d4.dn_loss_iou: 0.3258, loss: 8.9997 2024-05-20 06:18:57,518 - mmdet - INFO - Epoch [10][350/3665] lr: 2.000e-04, eta: 1 day, 16:14:06, time: 1.433, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2369, interm_loss_bbox: 0.1818, interm_loss_iou: 0.4090, loss_cls: 0.1932, loss_bbox: 0.1501, loss_iou: 0.3609, d0.loss_cls: 0.2511, d0.loss_bbox: 0.1572, d0.loss_iou: 0.3710, d1.loss_cls: 0.2173, d1.loss_bbox: 0.1561, d1.loss_iou: 0.3681, d2.loss_cls: 0.2032, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3629, d3.loss_cls: 0.1966, d3.loss_bbox: 0.1502, d3.loss_iou: 0.3617, d4.loss_cls: 0.1933, d4.loss_bbox: 0.1505, d4.loss_iou: 0.3615, dn_loss_cls: 0.0213, dn_loss_bbox: 0.2234, dn_loss_iou: 0.3191, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3482, d0.dn_loss_iou: 0.4442, d1.dn_loss_cls: 0.0306, d1.dn_loss_bbox: 0.2536, d1.dn_loss_iou: 0.3512, d2.dn_loss_cls: 0.0253, d2.dn_loss_bbox: 0.2296, d2.dn_loss_iou: 0.3269, d3.dn_loss_cls: 0.0223, d3.dn_loss_bbox: 0.2252, d3.dn_loss_iou: 0.3217, d4.dn_loss_cls: 0.0215, d4.dn_loss_bbox: 0.2235, d4.dn_loss_iou: 0.3190, loss: 8.9460 2024-05-20 06:20:11,421 - mmdet - INFO - Epoch [10][400/3665] lr: 2.000e-04, eta: 1 day, 16:12:54, time: 1.478, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2459, interm_loss_bbox: 0.1801, interm_loss_iou: 0.4033, loss_cls: 0.1998, loss_bbox: 0.1540, loss_iou: 0.3626, d0.loss_cls: 0.2594, d0.loss_bbox: 0.1560, d0.loss_iou: 0.3678, d1.loss_cls: 0.2274, d1.loss_bbox: 0.1559, d1.loss_iou: 0.3662, d2.loss_cls: 0.2104, d2.loss_bbox: 0.1544, d2.loss_iou: 0.3648, d3.loss_cls: 0.2035, d3.loss_bbox: 0.1545, d3.loss_iou: 0.3630, d4.loss_cls: 0.2010, d4.loss_bbox: 0.1539, d4.loss_iou: 0.3627, dn_loss_cls: 0.0225, dn_loss_bbox: 0.2295, dn_loss_iou: 0.3235, d0.dn_loss_cls: 0.0576, d0.dn_loss_bbox: 0.3503, d0.dn_loss_iou: 0.4469, d1.dn_loss_cls: 0.0323, d1.dn_loss_bbox: 0.2591, d1.dn_loss_iou: 0.3556, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2351, d2.dn_loss_iou: 0.3312, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2309, d3.dn_loss_iou: 0.3264, d4.dn_loss_cls: 0.0228, d4.dn_loss_bbox: 0.2295, d4.dn_loss_iou: 0.3235, loss: 9.0736 2024-05-20 06:21:24,855 - mmdet - INFO - Epoch [10][450/3665] lr: 2.000e-04, eta: 1 day, 16:11:41, time: 1.469, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2413, interm_loss_bbox: 0.1798, interm_loss_iou: 0.4106, loss_cls: 0.1953, loss_bbox: 0.1545, loss_iou: 0.3697, d0.loss_cls: 0.2542, d0.loss_bbox: 0.1580, d0.loss_iou: 0.3766, d1.loss_cls: 0.2236, d1.loss_bbox: 0.1561, d1.loss_iou: 0.3751, d2.loss_cls: 0.2079, d2.loss_bbox: 0.1533, d2.loss_iou: 0.3703, d3.loss_cls: 0.2000, d3.loss_bbox: 0.1533, d3.loss_iou: 0.3693, d4.loss_cls: 0.1969, d4.loss_bbox: 0.1542, d4.loss_iou: 0.3696, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2196, dn_loss_iou: 0.3322, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3375, d0.dn_loss_iou: 0.4549, d1.dn_loss_cls: 0.0341, d1.dn_loss_bbox: 0.2492, d1.dn_loss_iou: 0.3644, d2.dn_loss_cls: 0.0284, d2.dn_loss_bbox: 0.2255, d2.dn_loss_iou: 0.3397, d3.dn_loss_cls: 0.0253, d3.dn_loss_bbox: 0.2212, d3.dn_loss_iou: 0.3347, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2196, d4.dn_loss_iou: 0.3322, loss: 9.0963 2024-05-20 06:22:37,562 - mmdet - INFO - Epoch [10][500/3665] lr: 2.000e-04, eta: 1 day, 16:10:25, time: 1.454, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2360, interm_loss_bbox: 0.1777, interm_loss_iou: 0.4168, loss_cls: 0.1920, loss_bbox: 0.1477, loss_iou: 0.3709, d0.loss_cls: 0.2484, d0.loss_bbox: 0.1528, d0.loss_iou: 0.3792, d1.loss_cls: 0.2170, d1.loss_bbox: 0.1515, d1.loss_iou: 0.3759, d2.loss_cls: 0.2029, d2.loss_bbox: 0.1482, d2.loss_iou: 0.3711, d3.loss_cls: 0.1960, d3.loss_bbox: 0.1476, d3.loss_iou: 0.3706, d4.loss_cls: 0.1935, d4.loss_bbox: 0.1473, d4.loss_iou: 0.3700, dn_loss_cls: 0.0219, dn_loss_bbox: 0.2225, dn_loss_iou: 0.3283, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3458, d0.dn_loss_iou: 0.4559, d1.dn_loss_cls: 0.0320, d1.dn_loss_bbox: 0.2526, d1.dn_loss_iou: 0.3613, d2.dn_loss_cls: 0.0263, d2.dn_loss_bbox: 0.2283, d2.dn_loss_iou: 0.3361, d3.dn_loss_cls: 0.0232, d3.dn_loss_bbox: 0.2240, d3.dn_loss_iou: 0.3310, d4.dn_loss_cls: 0.0223, d4.dn_loss_bbox: 0.2226, d4.dn_loss_iou: 0.3282, loss: 9.0325 2024-05-20 06:23:49,515 - mmdet - INFO - Epoch [10][550/3665] lr: 2.000e-04, eta: 1 day, 16:09:07, time: 1.439, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2398, interm_loss_bbox: 0.1784, interm_loss_iou: 0.4117, loss_cls: 0.1920, loss_bbox: 0.1518, loss_iou: 0.3686, d0.loss_cls: 0.2515, d0.loss_bbox: 0.1541, d0.loss_iou: 0.3746, d1.loss_cls: 0.2192, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3703, d2.loss_cls: 0.2022, d2.loss_bbox: 0.1511, d2.loss_iou: 0.3690, d3.loss_cls: 0.1956, d3.loss_bbox: 0.1510, d3.loss_iou: 0.3682, d4.loss_cls: 0.1931, d4.loss_bbox: 0.1515, d4.loss_iou: 0.3680, dn_loss_cls: 0.0222, dn_loss_bbox: 0.2155, dn_loss_iou: 0.3315, d0.dn_loss_cls: 0.0574, d0.dn_loss_bbox: 0.3361, d0.dn_loss_iou: 0.4583, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2452, d1.dn_loss_iou: 0.3639, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2217, d2.dn_loss_iou: 0.3394, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2174, d3.dn_loss_iou: 0.3343, d4.dn_loss_cls: 0.0226, d4.dn_loss_bbox: 0.2155, d4.dn_loss_iou: 0.3315, loss: 9.0091 2024-05-20 06:25:00,787 - mmdet - INFO - Epoch [10][600/3665] lr: 2.000e-04, eta: 1 day, 16:07:47, time: 1.425, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2399, interm_loss_bbox: 0.1797, interm_loss_iou: 0.4082, loss_cls: 0.1914, loss_bbox: 0.1558, loss_iou: 0.3695, d0.loss_cls: 0.2498, d0.loss_bbox: 0.1584, d0.loss_iou: 0.3755, d1.loss_cls: 0.2159, d1.loss_bbox: 0.1586, d1.loss_iou: 0.3722, d2.loss_cls: 0.2010, d2.loss_bbox: 0.1563, d2.loss_iou: 0.3702, d3.loss_cls: 0.1945, d3.loss_bbox: 0.1560, d3.loss_iou: 0.3695, d4.loss_cls: 0.1920, d4.loss_bbox: 0.1562, d4.loss_iou: 0.3696, dn_loss_cls: 0.0218, dn_loss_bbox: 0.2248, dn_loss_iou: 0.3268, d0.dn_loss_cls: 0.0563, d0.dn_loss_bbox: 0.3478, d0.dn_loss_iou: 0.4522, d1.dn_loss_cls: 0.0312, d1.dn_loss_bbox: 0.2552, d1.dn_loss_iou: 0.3592, d2.dn_loss_cls: 0.0257, d2.dn_loss_bbox: 0.2312, d2.dn_loss_iou: 0.3347, d3.dn_loss_cls: 0.0227, d3.dn_loss_bbox: 0.2266, d3.dn_loss_iou: 0.3295, d4.dn_loss_cls: 0.0219, d4.dn_loss_bbox: 0.2249, d4.dn_loss_iou: 0.3267, loss: 9.0594 2024-05-20 06:26:12,362 - mmdet - INFO - Epoch [10][650/3665] lr: 2.000e-04, eta: 1 day, 16:06:28, time: 1.432, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2358, interm_loss_bbox: 0.1755, interm_loss_iou: 0.3984, loss_cls: 0.1873, loss_bbox: 0.1545, loss_iou: 0.3635, d0.loss_cls: 0.2461, d0.loss_bbox: 0.1555, d0.loss_iou: 0.3678, d1.loss_cls: 0.2138, d1.loss_bbox: 0.1546, d1.loss_iou: 0.3654, d2.loss_cls: 0.1998, d2.loss_bbox: 0.1520, d2.loss_iou: 0.3619, d3.loss_cls: 0.1919, d3.loss_bbox: 0.1526, d3.loss_iou: 0.3621, d4.loss_cls: 0.1884, d4.loss_bbox: 0.1541, d4.loss_iou: 0.3630, dn_loss_cls: 0.0218, dn_loss_bbox: 0.2181, dn_loss_iou: 0.3180, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3366, d0.dn_loss_iou: 0.4428, d1.dn_loss_cls: 0.0317, d1.dn_loss_bbox: 0.2465, d1.dn_loss_iou: 0.3488, d2.dn_loss_cls: 0.0263, d2.dn_loss_bbox: 0.2243, d2.dn_loss_iou: 0.3257, d3.dn_loss_cls: 0.0230, d3.dn_loss_bbox: 0.2199, d3.dn_loss_iou: 0.3208, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.2181, d4.dn_loss_iou: 0.3179, loss: 8.8633 2024-05-20 06:27:26,418 - mmdet - INFO - Epoch [10][700/3665] lr: 2.000e-04, eta: 1 day, 16:05:17, time: 1.481, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2367, interm_loss_bbox: 0.1763, interm_loss_iou: 0.4105, loss_cls: 0.1905, loss_bbox: 0.1507, loss_iou: 0.3699, d0.loss_cls: 0.2466, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3741, d1.loss_cls: 0.2156, d1.loss_bbox: 0.1527, d1.loss_iou: 0.3720, d2.loss_cls: 0.2001, d2.loss_bbox: 0.1513, d2.loss_iou: 0.3701, d3.loss_cls: 0.1935, d3.loss_bbox: 0.1506, d3.loss_iou: 0.3699, d4.loss_cls: 0.1912, d4.loss_bbox: 0.1506, d4.loss_iou: 0.3698, dn_loss_cls: 0.0226, dn_loss_bbox: 0.2164, dn_loss_iou: 0.3315, d0.dn_loss_cls: 0.0574, d0.dn_loss_bbox: 0.3363, d0.dn_loss_iou: 0.4556, d1.dn_loss_cls: 0.0323, d1.dn_loss_bbox: 0.2468, d1.dn_loss_iou: 0.3646, d2.dn_loss_cls: 0.0268, d2.dn_loss_bbox: 0.2228, d2.dn_loss_iou: 0.3394, d3.dn_loss_cls: 0.0238, d3.dn_loss_bbox: 0.2181, d3.dn_loss_iou: 0.3341, d4.dn_loss_cls: 0.0230, d4.dn_loss_bbox: 0.2164, d4.dn_loss_iou: 0.3314, loss: 8.9967 2024-05-20 06:28:37,906 - mmdet - INFO - Epoch [10][750/3665] lr: 2.000e-04, eta: 1 day, 16:03:58, time: 1.430, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2399, interm_loss_bbox: 0.1862, interm_loss_iou: 0.4159, loss_cls: 0.1962, loss_bbox: 0.1579, loss_iou: 0.3710, d0.loss_cls: 0.2506, d0.loss_bbox: 0.1637, d0.loss_iou: 0.3792, d1.loss_cls: 0.2215, d1.loss_bbox: 0.1617, d1.loss_iou: 0.3772, d2.loss_cls: 0.2074, d2.loss_bbox: 0.1579, d2.loss_iou: 0.3724, d3.loss_cls: 0.1996, d3.loss_bbox: 0.1578, d3.loss_iou: 0.3712, d4.loss_cls: 0.1969, d4.loss_bbox: 0.1580, d4.loss_iou: 0.3714, dn_loss_cls: 0.0225, dn_loss_bbox: 0.2238, dn_loss_iou: 0.3287, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3428, d0.dn_loss_iou: 0.4533, d1.dn_loss_cls: 0.0320, d1.dn_loss_bbox: 0.2523, d1.dn_loss_iou: 0.3612, d2.dn_loss_cls: 0.0267, d2.dn_loss_bbox: 0.2297, d2.dn_loss_iou: 0.3367, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2255, d3.dn_loss_iou: 0.3313, d4.dn_loss_cls: 0.0228, d4.dn_loss_bbox: 0.2238, d4.dn_loss_iou: 0.3286, loss: 9.1357 2024-05-20 06:29:50,888 - mmdet - INFO - Epoch [10][800/3665] lr: 2.000e-04, eta: 1 day, 16:02:43, time: 1.460, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2369, interm_loss_bbox: 0.1774, interm_loss_iou: 0.3976, loss_cls: 0.1917, loss_bbox: 0.1489, loss_iou: 0.3542, d0.loss_cls: 0.2461, d0.loss_bbox: 0.1562, d0.loss_iou: 0.3617, d1.loss_cls: 0.2191, d1.loss_bbox: 0.1518, d1.loss_iou: 0.3579, d2.loss_cls: 0.2030, d2.loss_bbox: 0.1499, d2.loss_iou: 0.3558, d3.loss_cls: 0.1940, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3561, d4.loss_cls: 0.1929, d4.loss_bbox: 0.1488, d4.loss_iou: 0.3541, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2267, dn_loss_iou: 0.3204, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3507, d0.dn_loss_iou: 0.4416, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2594, d1.dn_loss_iou: 0.3533, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2338, d2.dn_loss_iou: 0.3283, d3.dn_loss_cls: 0.0239, d3.dn_loss_bbox: 0.2285, d3.dn_loss_iou: 0.3232, d4.dn_loss_cls: 0.0230, d4.dn_loss_bbox: 0.2267, d4.dn_loss_iou: 0.3203, loss: 8.9028 2024-05-20 06:31:06,436 - mmdet - INFO - Epoch [10][850/3665] lr: 2.000e-04, eta: 1 day, 16:01:36, time: 1.511, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2388, interm_loss_bbox: 0.1787, interm_loss_iou: 0.4096, loss_cls: 0.1972, loss_bbox: 0.1516, loss_iou: 0.3651, d0.loss_cls: 0.2532, d0.loss_bbox: 0.1554, d0.loss_iou: 0.3731, d1.loss_cls: 0.2233, d1.loss_bbox: 0.1536, d1.loss_iou: 0.3688, d2.loss_cls: 0.2065, d2.loss_bbox: 0.1527, d2.loss_iou: 0.3675, d3.loss_cls: 0.2003, d3.loss_bbox: 0.1517, d3.loss_iou: 0.3660, d4.loss_cls: 0.1976, d4.loss_bbox: 0.1518, d4.loss_iou: 0.3660, dn_loss_cls: 0.0229, dn_loss_bbox: 0.2297, dn_loss_iou: 0.3282, d0.dn_loss_cls: 0.0578, d0.dn_loss_bbox: 0.3533, d0.dn_loss_iou: 0.4517, d1.dn_loss_cls: 0.0328, d1.dn_loss_bbox: 0.2605, d1.dn_loss_iou: 0.3603, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2361, d2.dn_loss_iou: 0.3361, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2315, d3.dn_loss_iou: 0.3309, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2297, d4.dn_loss_iou: 0.3281, loss: 9.0924 2024-05-20 06:32:19,004 - mmdet - INFO - Epoch [10][900/3665] lr: 2.000e-04, eta: 1 day, 16:00:20, time: 1.451, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2407, interm_loss_bbox: 0.1873, interm_loss_iou: 0.4174, loss_cls: 0.1980, loss_bbox: 0.1540, loss_iou: 0.3674, d0.loss_cls: 0.2569, d0.loss_bbox: 0.1605, d0.loss_iou: 0.3767, d1.loss_cls: 0.2245, d1.loss_bbox: 0.1580, d1.loss_iou: 0.3746, d2.loss_cls: 0.2077, d2.loss_bbox: 0.1556, d2.loss_iou: 0.3708, d3.loss_cls: 0.2015, d3.loss_bbox: 0.1541, d3.loss_iou: 0.3686, d4.loss_cls: 0.1985, d4.loss_bbox: 0.1544, d4.loss_iou: 0.3675, dn_loss_cls: 0.0229, dn_loss_bbox: 0.2306, dn_loss_iou: 0.3306, d0.dn_loss_cls: 0.0576, d0.dn_loss_bbox: 0.3581, d0.dn_loss_iou: 0.4573, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2625, d1.dn_loss_iou: 0.3637, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2374, d2.dn_loss_iou: 0.3383, d3.dn_loss_cls: 0.0243, d3.dn_loss_bbox: 0.2326, d3.dn_loss_iou: 0.3332, d4.dn_loss_cls: 0.0233, d4.dn_loss_bbox: 0.2306, d4.dn_loss_iou: 0.3305, loss: 9.1878 2024-05-20 06:33:31,242 - mmdet - INFO - Epoch [10][950/3665] lr: 2.000e-04, eta: 1 day, 15:59:03, time: 1.445, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2450, interm_loss_bbox: 0.1832, interm_loss_iou: 0.4042, loss_cls: 0.1981, loss_bbox: 0.1557, loss_iou: 0.3608, d0.loss_cls: 0.2668, d0.loss_bbox: 0.1593, d0.loss_iou: 0.3677, d1.loss_cls: 0.2274, d1.loss_bbox: 0.1601, d1.loss_iou: 0.3675, d2.loss_cls: 0.2090, d2.loss_bbox: 0.1576, d2.loss_iou: 0.3641, d3.loss_cls: 0.2025, d3.loss_bbox: 0.1553, d3.loss_iou: 0.3615, d4.loss_cls: 0.2000, d4.loss_bbox: 0.1554, d4.loss_iou: 0.3608, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2306, dn_loss_iou: 0.3237, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3531, d0.dn_loss_iou: 0.4501, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2607, d1.dn_loss_iou: 0.3561, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2369, d2.dn_loss_iou: 0.3317, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2324, d3.dn_loss_iou: 0.3263, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2306, d4.dn_loss_iou: 0.3236, loss: 9.1106 2024-05-20 06:34:47,193 - mmdet - INFO - Epoch [10][1000/3665] lr: 2.000e-04, eta: 1 day, 15:57:57, time: 1.519, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2414, interm_loss_bbox: 0.1784, interm_loss_iou: 0.4118, loss_cls: 0.1960, loss_bbox: 0.1524, loss_iou: 0.3714, d0.loss_cls: 0.2552, d0.loss_bbox: 0.1573, d0.loss_iou: 0.3797, d1.loss_cls: 0.2268, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3721, d2.loss_cls: 0.2077, d2.loss_bbox: 0.1530, d2.loss_iou: 0.3723, d3.loss_cls: 0.1998, d3.loss_bbox: 0.1527, d3.loss_iou: 0.3722, d4.loss_cls: 0.1968, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3717, dn_loss_cls: 0.0231, dn_loss_bbox: 0.2310, dn_loss_iou: 0.3354, d0.dn_loss_cls: 0.0591, d0.dn_loss_bbox: 0.3492, d0.dn_loss_iou: 0.4594, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2613, d1.dn_loss_iou: 0.3684, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2373, d2.dn_loss_iou: 0.3433, d3.dn_loss_cls: 0.0243, d3.dn_loss_bbox: 0.2329, d3.dn_loss_iou: 0.3382, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2311, d4.dn_loss_iou: 0.3353, loss: 9.1875 2024-05-20 06:35:58,448 - mmdet - INFO - Epoch [10][1050/3665] lr: 2.000e-04, eta: 1 day, 15:56:37, time: 1.425, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2356, interm_loss_bbox: 0.1765, interm_loss_iou: 0.4075, loss_cls: 0.1947, loss_bbox: 0.1478, loss_iou: 0.3644, d0.loss_cls: 0.2516, d0.loss_bbox: 0.1541, d0.loss_iou: 0.3719, d1.loss_cls: 0.2225, d1.loss_bbox: 0.1510, d1.loss_iou: 0.3681, d2.loss_cls: 0.2061, d2.loss_bbox: 0.1486, d2.loss_iou: 0.3658, d3.loss_cls: 0.1978, d3.loss_bbox: 0.1482, d3.loss_iou: 0.3652, d4.loss_cls: 0.1962, d4.loss_bbox: 0.1478, d4.loss_iou: 0.3640, dn_loss_cls: 0.0227, dn_loss_bbox: 0.2336, dn_loss_iou: 0.3262, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3509, d0.dn_loss_iou: 0.4504, d1.dn_loss_cls: 0.0323, d1.dn_loss_bbox: 0.2625, d1.dn_loss_iou: 0.3586, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2391, d2.dn_loss_iou: 0.3338, d3.dn_loss_cls: 0.0240, d3.dn_loss_bbox: 0.2350, d3.dn_loss_iou: 0.3287, d4.dn_loss_cls: 0.0231, d4.dn_loss_bbox: 0.2336, d4.dn_loss_iou: 0.3261, loss: 9.0504 2024-05-20 06:37:11,563 - mmdet - INFO - Epoch [10][1100/3665] lr: 2.000e-04, eta: 1 day, 15:55:22, time: 1.462, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2397, interm_loss_bbox: 0.1839, interm_loss_iou: 0.4196, loss_cls: 0.1998, loss_bbox: 0.1543, loss_iou: 0.3726, d0.loss_cls: 0.2564, d0.loss_bbox: 0.1580, d0.loss_iou: 0.3804, d1.loss_cls: 0.2248, d1.loss_bbox: 0.1566, d1.loss_iou: 0.3784, d2.loss_cls: 0.2084, d2.loss_bbox: 0.1562, d2.loss_iou: 0.3751, d3.loss_cls: 0.2028, d3.loss_bbox: 0.1546, d3.loss_iou: 0.3732, d4.loss_cls: 0.2001, d4.loss_bbox: 0.1549, d4.loss_iou: 0.3731, dn_loss_cls: 0.0245, dn_loss_bbox: 0.2357, dn_loss_iou: 0.3374, d0.dn_loss_cls: 0.0596, d0.dn_loss_bbox: 0.3523, d0.dn_loss_iou: 0.4602, d1.dn_loss_cls: 0.0343, d1.dn_loss_bbox: 0.2656, d1.dn_loss_iou: 0.3709, d2.dn_loss_cls: 0.0285, d2.dn_loss_bbox: 0.2412, d2.dn_loss_iou: 0.3455, d3.dn_loss_cls: 0.0254, d3.dn_loss_bbox: 0.2374, d3.dn_loss_iou: 0.3403, d4.dn_loss_cls: 0.0246, d4.dn_loss_bbox: 0.2357, d4.dn_loss_iou: 0.3373, loss: 9.2791 2024-05-20 06:38:25,880 - mmdet - INFO - Epoch [10][1150/3665] lr: 2.000e-04, eta: 1 day, 15:54:11, time: 1.486, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2323, interm_loss_bbox: 0.1821, interm_loss_iou: 0.3898, loss_cls: 0.1903, loss_bbox: 0.1518, loss_iou: 0.3459, d0.loss_cls: 0.2497, d0.loss_bbox: 0.1553, d0.loss_iou: 0.3539, d1.loss_cls: 0.2172, d1.loss_bbox: 0.1552, d1.loss_iou: 0.3501, d2.loss_cls: 0.2017, d2.loss_bbox: 0.1535, d2.loss_iou: 0.3473, d3.loss_cls: 0.1939, d3.loss_bbox: 0.1531, d3.loss_iou: 0.3464, d4.loss_cls: 0.1925, d4.loss_bbox: 0.1519, d4.loss_iou: 0.3451, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2322, dn_loss_iou: 0.3143, d0.dn_loss_cls: 0.0589, d0.dn_loss_bbox: 0.3570, d0.dn_loss_iou: 0.4385, d1.dn_loss_cls: 0.0336, d1.dn_loss_bbox: 0.2631, d1.dn_loss_iou: 0.3467, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2384, d2.dn_loss_iou: 0.3218, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2338, d3.dn_loss_iou: 0.3169, d4.dn_loss_cls: 0.0239, d4.dn_loss_bbox: 0.2322, d4.dn_loss_iou: 0.3142, loss: 8.8610 2024-05-20 06:39:38,163 - mmdet - INFO - Epoch [10][1200/3665] lr: 2.000e-04, eta: 1 day, 15:52:55, time: 1.446, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2363, interm_loss_bbox: 0.1780, interm_loss_iou: 0.4118, loss_cls: 0.1930, loss_bbox: 0.1464, loss_iou: 0.3638, d0.loss_cls: 0.2512, d0.loss_bbox: 0.1528, d0.loss_iou: 0.3733, d1.loss_cls: 0.2207, d1.loss_bbox: 0.1497, d1.loss_iou: 0.3680, d2.loss_cls: 0.2044, d2.loss_bbox: 0.1469, d2.loss_iou: 0.3649, d3.loss_cls: 0.1965, d3.loss_bbox: 0.1469, d3.loss_iou: 0.3643, d4.loss_cls: 0.1939, d4.loss_bbox: 0.1467, d4.loss_iou: 0.3643, dn_loss_cls: 0.0222, dn_loss_bbox: 0.2246, dn_loss_iou: 0.3258, d0.dn_loss_cls: 0.0574, d0.dn_loss_bbox: 0.3494, d0.dn_loss_iou: 0.4535, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2558, d1.dn_loss_iou: 0.3592, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2305, d2.dn_loss_iou: 0.3337, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2264, d3.dn_loss_iou: 0.3285, d4.dn_loss_cls: 0.0226, d4.dn_loss_bbox: 0.2246, d4.dn_loss_iou: 0.3257, loss: 8.9954 2024-05-20 06:40:54,040 - mmdet - INFO - Epoch [10][1250/3665] lr: 2.000e-04, eta: 1 day, 15:51:48, time: 1.518, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2415, interm_loss_bbox: 0.1781, interm_loss_iou: 0.4072, loss_cls: 0.1956, loss_bbox: 0.1529, loss_iou: 0.3621, d0.loss_cls: 0.2543, d0.loss_bbox: 0.1558, d0.loss_iou: 0.3688, d1.loss_cls: 0.2203, d1.loss_bbox: 0.1553, d1.loss_iou: 0.3663, d2.loss_cls: 0.2076, d2.loss_bbox: 0.1537, d2.loss_iou: 0.3620, d3.loss_cls: 0.2003, d3.loss_bbox: 0.1528, d3.loss_iou: 0.3608, d4.loss_cls: 0.1975, d4.loss_bbox: 0.1527, d4.loss_iou: 0.3613, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2206, dn_loss_iou: 0.3176, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3496, d0.dn_loss_iou: 0.4469, d1.dn_loss_cls: 0.0335, d1.dn_loss_bbox: 0.2531, d1.dn_loss_iou: 0.3519, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2279, d2.dn_loss_iou: 0.3261, d3.dn_loss_cls: 0.0249, d3.dn_loss_bbox: 0.2227, d3.dn_loss_iou: 0.3204, d4.dn_loss_cls: 0.0241, d4.dn_loss_bbox: 0.2206, d4.dn_loss_iou: 0.3175, loss: 8.9755 2024-05-20 06:42:08,028 - mmdet - INFO - Epoch [10][1300/3665] lr: 2.000e-04, eta: 1 day, 15:50:36, time: 1.479, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2435, interm_loss_bbox: 0.1842, interm_loss_iou: 0.4206, loss_cls: 0.2006, loss_bbox: 0.1572, loss_iou: 0.3754, d0.loss_cls: 0.2581, d0.loss_bbox: 0.1589, d0.loss_iou: 0.3810, d1.loss_cls: 0.2243, d1.loss_bbox: 0.1592, d1.loss_iou: 0.3792, d2.loss_cls: 0.2111, d2.loss_bbox: 0.1564, d2.loss_iou: 0.3744, d3.loss_cls: 0.2032, d3.loss_bbox: 0.1574, d3.loss_iou: 0.3757, d4.loss_cls: 0.2019, d4.loss_bbox: 0.1566, d4.loss_iou: 0.3747, dn_loss_cls: 0.0236, dn_loss_bbox: 0.2246, dn_loss_iou: 0.3339, d0.dn_loss_cls: 0.0581, d0.dn_loss_bbox: 0.3467, d0.dn_loss_iou: 0.4630, d1.dn_loss_cls: 0.0330, d1.dn_loss_bbox: 0.2541, d1.dn_loss_iou: 0.3670, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2304, d2.dn_loss_iou: 0.3419, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2261, d3.dn_loss_iou: 0.3365, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2246, d4.dn_loss_iou: 0.3338, loss: 9.2270 2024-05-20 06:43:19,487 - mmdet - INFO - Epoch [10][1350/3665] lr: 2.000e-04, eta: 1 day, 15:49:17, time: 1.430, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2430, interm_loss_bbox: 0.1803, interm_loss_iou: 0.4022, loss_cls: 0.1999, loss_bbox: 0.1498, loss_iou: 0.3557, d0.loss_cls: 0.2617, d0.loss_bbox: 0.1562, d0.loss_iou: 0.3646, d1.loss_cls: 0.2277, d1.loss_bbox: 0.1535, d1.loss_iou: 0.3605, d2.loss_cls: 0.2107, d2.loss_bbox: 0.1511, d2.loss_iou: 0.3574, d3.loss_cls: 0.2034, d3.loss_bbox: 0.1496, d3.loss_iou: 0.3555, d4.loss_cls: 0.2018, d4.loss_bbox: 0.1492, d4.loss_iou: 0.3547, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2339, dn_loss_iou: 0.3273, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3593, d0.dn_loss_iou: 0.4589, d1.dn_loss_cls: 0.0328, d1.dn_loss_bbox: 0.2644, d1.dn_loss_iou: 0.3615, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2395, d2.dn_loss_iou: 0.3359, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2353, d3.dn_loss_iou: 0.3302, d4.dn_loss_cls: 0.0231, d4.dn_loss_bbox: 0.2339, d4.dn_loss_iou: 0.3272, loss: 9.0845 2024-05-20 06:44:33,520 - mmdet - INFO - Epoch [10][1400/3665] lr: 2.000e-04, eta: 1 day, 15:48:06, time: 1.481, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2408, interm_loss_bbox: 0.1903, interm_loss_iou: 0.4222, loss_cls: 0.1962, loss_bbox: 0.1618, loss_iou: 0.3800, d0.loss_cls: 0.2577, d0.loss_bbox: 0.1649, d0.loss_iou: 0.3858, d1.loss_cls: 0.2257, d1.loss_bbox: 0.1628, d1.loss_iou: 0.3817, d2.loss_cls: 0.2068, d2.loss_bbox: 0.1623, d2.loss_iou: 0.3809, d3.loss_cls: 0.1987, d3.loss_bbox: 0.1623, d3.loss_iou: 0.3810, d4.loss_cls: 0.1975, d4.loss_bbox: 0.1614, d4.loss_iou: 0.3796, dn_loss_cls: 0.0235, dn_loss_bbox: 0.2326, dn_loss_iou: 0.3340, d0.dn_loss_cls: 0.0599, d0.dn_loss_bbox: 0.3537, d0.dn_loss_iou: 0.4563, d1.dn_loss_cls: 0.0338, d1.dn_loss_bbox: 0.2620, d1.dn_loss_iou: 0.3665, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2391, d2.dn_loss_iou: 0.3420, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2343, d3.dn_loss_iou: 0.3367, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2327, d4.dn_loss_iou: 0.3339, loss: 9.3181 2024-05-20 06:45:51,107 - mmdet - INFO - Epoch [10][1450/3665] lr: 2.000e-04, eta: 1 day, 15:47:04, time: 1.552, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2420, interm_loss_bbox: 0.1788, interm_loss_iou: 0.4103, loss_cls: 0.1953, loss_bbox: 0.1528, loss_iou: 0.3674, d0.loss_cls: 0.2564, d0.loss_bbox: 0.1574, d0.loss_iou: 0.3746, d1.loss_cls: 0.2223, d1.loss_bbox: 0.1544, d1.loss_iou: 0.3708, d2.loss_cls: 0.2066, d2.loss_bbox: 0.1523, d2.loss_iou: 0.3682, d3.loss_cls: 0.1989, d3.loss_bbox: 0.1529, d3.loss_iou: 0.3673, d4.loss_cls: 0.1969, d4.loss_bbox: 0.1525, d4.loss_iou: 0.3671, dn_loss_cls: 0.0224, dn_loss_bbox: 0.2216, dn_loss_iou: 0.3253, d0.dn_loss_cls: 0.0576, d0.dn_loss_bbox: 0.3453, d0.dn_loss_iou: 0.4509, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2531, d1.dn_loss_iou: 0.3579, d2.dn_loss_cls: 0.0267, d2.dn_loss_bbox: 0.2283, d2.dn_loss_iou: 0.3330, d3.dn_loss_cls: 0.0238, d3.dn_loss_bbox: 0.2236, d3.dn_loss_iou: 0.3279, d4.dn_loss_cls: 0.0228, d4.dn_loss_bbox: 0.2217, d4.dn_loss_iou: 0.3252, loss: 9.0442 2024-05-20 06:47:05,406 - mmdet - INFO - Epoch [10][1500/3665] lr: 2.000e-04, eta: 1 day, 15:45:53, time: 1.486, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2465, interm_loss_bbox: 0.1856, interm_loss_iou: 0.4154, loss_cls: 0.2029, loss_bbox: 0.1580, loss_iou: 0.3710, d0.loss_cls: 0.2634, d0.loss_bbox: 0.1618, d0.loss_iou: 0.3765, d1.loss_cls: 0.2284, d1.loss_bbox: 0.1607, d1.loss_iou: 0.3751, d2.loss_cls: 0.2131, d2.loss_bbox: 0.1586, d2.loss_iou: 0.3730, d3.loss_cls: 0.2068, d3.loss_bbox: 0.1572, d3.loss_iou: 0.3709, d4.loss_cls: 0.2040, d4.loss_bbox: 0.1575, d4.loss_iou: 0.3703, dn_loss_cls: 0.0231, dn_loss_bbox: 0.2280, dn_loss_iou: 0.3284, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3563, d0.dn_loss_iou: 0.4587, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2604, d1.dn_loss_iou: 0.3623, d2.dn_loss_cls: 0.0275, d2.dn_loss_bbox: 0.2344, d2.dn_loss_iou: 0.3365, d3.dn_loss_cls: 0.0244, d3.dn_loss_bbox: 0.2300, d3.dn_loss_iou: 0.3312, d4.dn_loss_cls: 0.0234, d4.dn_loss_bbox: 0.2280, d4.dn_loss_iou: 0.3283, loss: 9.2293 2024-05-20 06:48:17,129 - mmdet - INFO - Epoch [10][1550/3665] lr: 2.000e-04, eta: 1 day, 15:44:34, time: 1.434, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2352, interm_loss_bbox: 0.1812, interm_loss_iou: 0.4089, loss_cls: 0.1910, loss_bbox: 0.1531, loss_iou: 0.3642, d0.loss_cls: 0.2512, d0.loss_bbox: 0.1561, d0.loss_iou: 0.3712, d1.loss_cls: 0.2165, d1.loss_bbox: 0.1561, d1.loss_iou: 0.3689, d2.loss_cls: 0.2000, d2.loss_bbox: 0.1550, d2.loss_iou: 0.3668, d3.loss_cls: 0.1934, d3.loss_bbox: 0.1538, d3.loss_iou: 0.3655, d4.loss_cls: 0.1913, d4.loss_bbox: 0.1537, d4.loss_iou: 0.3647, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2258, dn_loss_iou: 0.3232, d0.dn_loss_cls: 0.0593, d0.dn_loss_bbox: 0.3497, d0.dn_loss_iou: 0.4487, d1.dn_loss_cls: 0.0338, d1.dn_loss_bbox: 0.2557, d1.dn_loss_iou: 0.3552, d2.dn_loss_cls: 0.0281, d2.dn_loss_bbox: 0.2318, d2.dn_loss_iou: 0.3303, d3.dn_loss_cls: 0.0250, d3.dn_loss_bbox: 0.2276, d3.dn_loss_iou: 0.3255, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2258, d4.dn_loss_iou: 0.3231, loss: 9.0142 2024-05-20 06:49:32,677 - mmdet - INFO - Epoch [10][1600/3665] lr: 2.000e-04, eta: 1 day, 15:43:27, time: 1.511, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2418, interm_loss_bbox: 0.1828, interm_loss_iou: 0.4191, loss_cls: 0.2008, loss_bbox: 0.1541, loss_iou: 0.3746, d0.loss_cls: 0.2570, d0.loss_bbox: 0.1582, d0.loss_iou: 0.3799, d1.loss_cls: 0.2257, d1.loss_bbox: 0.1555, d1.loss_iou: 0.3760, d2.loss_cls: 0.2110, d2.loss_bbox: 0.1543, d2.loss_iou: 0.3746, d3.loss_cls: 0.2044, d3.loss_bbox: 0.1539, d3.loss_iou: 0.3745, d4.loss_cls: 0.2019, d4.loss_bbox: 0.1540, d4.loss_iou: 0.3744, dn_loss_cls: 0.0232, dn_loss_bbox: 0.2280, dn_loss_iou: 0.3309, d0.dn_loss_cls: 0.0583, d0.dn_loss_bbox: 0.3487, d0.dn_loss_iou: 0.4546, d1.dn_loss_cls: 0.0330, d1.dn_loss_bbox: 0.2580, d1.dn_loss_iou: 0.3632, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2341, d2.dn_loss_iou: 0.3389, d3.dn_loss_cls: 0.0246, d3.dn_loss_bbox: 0.2294, d3.dn_loss_iou: 0.3337, d4.dn_loss_cls: 0.0236, d4.dn_loss_bbox: 0.2280, d4.dn_loss_iou: 0.3309, loss: 9.1973 2024-05-20 06:50:45,586 - mmdet - INFO - Epoch [10][1650/3665] lr: 2.000e-04, eta: 1 day, 15:42:12, time: 1.458, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2389, interm_loss_bbox: 0.1802, interm_loss_iou: 0.4041, loss_cls: 0.1987, loss_bbox: 0.1544, loss_iou: 0.3628, d0.loss_cls: 0.2531, d0.loss_bbox: 0.1584, d0.loss_iou: 0.3696, d1.loss_cls: 0.2217, d1.loss_bbox: 0.1580, d1.loss_iou: 0.3670, d2.loss_cls: 0.2076, d2.loss_bbox: 0.1561, d2.loss_iou: 0.3637, d3.loss_cls: 0.2017, d3.loss_bbox: 0.1553, d3.loss_iou: 0.3633, d4.loss_cls: 0.2005, d4.loss_bbox: 0.1541, d4.loss_iou: 0.3623, dn_loss_cls: 0.0221, dn_loss_bbox: 0.2281, dn_loss_iou: 0.3268, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3507, d0.dn_loss_iou: 0.4514, d1.dn_loss_cls: 0.0317, d1.dn_loss_bbox: 0.2598, d1.dn_loss_iou: 0.3602, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2347, d2.dn_loss_iou: 0.3352, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2301, d3.dn_loss_iou: 0.3299, d4.dn_loss_cls: 0.0225, d4.dn_loss_bbox: 0.2281, d4.dn_loss_iou: 0.3268, loss: 9.0765 2024-05-20 06:52:04,683 - mmdet - INFO - Epoch [10][1700/3665] lr: 2.000e-04, eta: 1 day, 15:41:14, time: 1.581, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2382, interm_loss_bbox: 0.1770, interm_loss_iou: 0.3979, loss_cls: 0.1953, loss_bbox: 0.1491, loss_iou: 0.3552, d0.loss_cls: 0.2504, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3634, d1.loss_cls: 0.2191, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3599, d2.loss_cls: 0.2030, d2.loss_bbox: 0.1510, d2.loss_iou: 0.3586, d3.loss_cls: 0.1961, d3.loss_bbox: 0.1511, d3.loss_iou: 0.3577, d4.loss_cls: 0.1959, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3556, dn_loss_cls: 0.0222, dn_loss_bbox: 0.2257, dn_loss_iou: 0.3222, d0.dn_loss_cls: 0.0566, d0.dn_loss_bbox: 0.3475, d0.dn_loss_iou: 0.4464, d1.dn_loss_cls: 0.0323, d1.dn_loss_bbox: 0.2570, d1.dn_loss_iou: 0.3550, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2324, d2.dn_loss_iou: 0.3305, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2277, d3.dn_loss_iou: 0.3250, d4.dn_loss_cls: 0.0225, d4.dn_loss_bbox: 0.2258, d4.dn_loss_iou: 0.3221, loss: 8.9304 2024-05-20 06:53:18,050 - mmdet - INFO - Epoch [10][1750/3665] lr: 2.000e-04, eta: 1 day, 15:40:01, time: 1.468, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2422, interm_loss_bbox: 0.1848, interm_loss_iou: 0.4201, loss_cls: 0.1980, loss_bbox: 0.1539, loss_iou: 0.3676, d0.loss_cls: 0.2627, d0.loss_bbox: 0.1584, d0.loss_iou: 0.3769, d1.loss_cls: 0.2249, d1.loss_bbox: 0.1570, d1.loss_iou: 0.3741, d2.loss_cls: 0.2101, d2.loss_bbox: 0.1548, d2.loss_iou: 0.3697, d3.loss_cls: 0.2026, d3.loss_bbox: 0.1537, d3.loss_iou: 0.3676, d4.loss_cls: 0.1987, d4.loss_bbox: 0.1542, d4.loss_iou: 0.3683, dn_loss_cls: 0.0223, dn_loss_bbox: 0.2263, dn_loss_iou: 0.3244, d0.dn_loss_cls: 0.0584, d0.dn_loss_bbox: 0.3556, d0.dn_loss_iou: 0.4550, d1.dn_loss_cls: 0.0324, d1.dn_loss_bbox: 0.2593, d1.dn_loss_iou: 0.3583, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2329, d2.dn_loss_iou: 0.3326, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2282, d3.dn_loss_iou: 0.3272, d4.dn_loss_cls: 0.0226, d4.dn_loss_bbox: 0.2263, d4.dn_loss_iou: 0.3243, loss: 9.1369 2024-05-20 06:54:34,195 - mmdet - INFO - Epoch [10][1800/3665] lr: 2.000e-04, eta: 1 day, 15:38:55, time: 1.523, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2355, interm_loss_bbox: 0.1835, interm_loss_iou: 0.4070, loss_cls: 0.1932, loss_bbox: 0.1563, loss_iou: 0.3633, d0.loss_cls: 0.2529, d0.loss_bbox: 0.1594, d0.loss_iou: 0.3710, d1.loss_cls: 0.2158, d1.loss_bbox: 0.1599, d1.loss_iou: 0.3697, d2.loss_cls: 0.2023, d2.loss_bbox: 0.1571, d2.loss_iou: 0.3648, d3.loss_cls: 0.1974, d3.loss_bbox: 0.1558, d3.loss_iou: 0.3622, d4.loss_cls: 0.1947, d4.loss_bbox: 0.1559, d4.loss_iou: 0.3629, dn_loss_cls: 0.0224, dn_loss_bbox: 0.2251, dn_loss_iou: 0.3212, d0.dn_loss_cls: 0.0569, d0.dn_loss_bbox: 0.3478, d0.dn_loss_iou: 0.4434, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2564, d1.dn_loss_iou: 0.3533, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2315, d2.dn_loss_iou: 0.3291, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2268, d3.dn_loss_iou: 0.3238, d4.dn_loss_cls: 0.0228, d4.dn_loss_bbox: 0.2251, d4.dn_loss_iou: 0.3211, loss: 9.0093 2024-05-20 06:55:47,572 - mmdet - INFO - Epoch [10][1850/3665] lr: 2.000e-04, eta: 1 day, 15:37:41, time: 1.468, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2356, interm_loss_bbox: 0.1800, interm_loss_iou: 0.3947, loss_cls: 0.1909, loss_bbox: 0.1528, loss_iou: 0.3539, d0.loss_cls: 0.2504, d0.loss_bbox: 0.1578, d0.loss_iou: 0.3613, d1.loss_cls: 0.2153, d1.loss_bbox: 0.1570, d1.loss_iou: 0.3595, d2.loss_cls: 0.1999, d2.loss_bbox: 0.1556, d2.loss_iou: 0.3557, d3.loss_cls: 0.1938, d3.loss_bbox: 0.1532, d3.loss_iou: 0.3547, d4.loss_cls: 0.1910, d4.loss_bbox: 0.1531, d4.loss_iou: 0.3548, dn_loss_cls: 0.0217, dn_loss_bbox: 0.2296, dn_loss_iou: 0.3182, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3552, d0.dn_loss_iou: 0.4404, d1.dn_loss_cls: 0.0317, d1.dn_loss_bbox: 0.2624, d1.dn_loss_iou: 0.3508, d2.dn_loss_cls: 0.0262, d2.dn_loss_bbox: 0.2363, d2.dn_loss_iou: 0.3260, d3.dn_loss_cls: 0.0229, d3.dn_loss_bbox: 0.2312, d3.dn_loss_iou: 0.3208, d4.dn_loss_cls: 0.0220, d4.dn_loss_bbox: 0.2296, d4.dn_loss_iou: 0.3181, loss: 8.9212 2024-05-20 06:57:01,589 - mmdet - INFO - Epoch [10][1900/3665] lr: 2.000e-04, eta: 1 day, 15:36:29, time: 1.480, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2413, interm_loss_bbox: 0.1782, interm_loss_iou: 0.4217, loss_cls: 0.1969, loss_bbox: 0.1503, loss_iou: 0.3748, d0.loss_cls: 0.2564, d0.loss_bbox: 0.1540, d0.loss_iou: 0.3807, d1.loss_cls: 0.2234, d1.loss_bbox: 0.1528, d1.loss_iou: 0.3782, d2.loss_cls: 0.2067, d2.loss_bbox: 0.1517, d2.loss_iou: 0.3768, d3.loss_cls: 0.2008, d3.loss_bbox: 0.1502, d3.loss_iou: 0.3751, d4.loss_cls: 0.1980, d4.loss_bbox: 0.1505, d4.loss_iou: 0.3749, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2230, dn_loss_iou: 0.3273, d0.dn_loss_cls: 0.0580, d0.dn_loss_bbox: 0.3428, d0.dn_loss_iou: 0.4485, d1.dn_loss_cls: 0.0329, d1.dn_loss_bbox: 0.2529, d1.dn_loss_iou: 0.3601, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2293, d2.dn_loss_iou: 0.3352, d3.dn_loss_cls: 0.0243, d3.dn_loss_bbox: 0.2246, d3.dn_loss_iou: 0.3300, d4.dn_loss_cls: 0.0233, d4.dn_loss_bbox: 0.2230, d4.dn_loss_iou: 0.3272, loss: 9.1055 2024-05-20 06:58:13,300 - mmdet - INFO - Epoch [10][1950/3665] lr: 2.000e-04, eta: 1 day, 15:35:11, time: 1.434, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2430, interm_loss_bbox: 0.1810, interm_loss_iou: 0.4116, loss_cls: 0.2018, loss_bbox: 0.1527, loss_iou: 0.3645, d0.loss_cls: 0.2610, d0.loss_bbox: 0.1568, d0.loss_iou: 0.3724, d1.loss_cls: 0.2241, d1.loss_bbox: 0.1569, d1.loss_iou: 0.3723, d2.loss_cls: 0.2095, d2.loss_bbox: 0.1553, d2.loss_iou: 0.3695, d3.loss_cls: 0.2048, d3.loss_bbox: 0.1534, d3.loss_iou: 0.3659, d4.loss_cls: 0.2026, d4.loss_bbox: 0.1530, d4.loss_iou: 0.3648, dn_loss_cls: 0.0231, dn_loss_bbox: 0.2250, dn_loss_iou: 0.3293, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3483, d0.dn_loss_iou: 0.4549, d1.dn_loss_cls: 0.0334, d1.dn_loss_bbox: 0.2563, d1.dn_loss_iou: 0.3631, d2.dn_loss_cls: 0.0277, d2.dn_loss_bbox: 0.2309, d2.dn_loss_iou: 0.3374, d3.dn_loss_cls: 0.0245, d3.dn_loss_bbox: 0.2266, d3.dn_loss_iou: 0.3322, d4.dn_loss_cls: 0.0236, d4.dn_loss_bbox: 0.2250, d4.dn_loss_iou: 0.3292, loss: 9.1263 2024-05-20 06:59:26,095 - mmdet - INFO - Epoch [10][2000/3665] lr: 2.000e-04, eta: 1 day, 15:33:56, time: 1.456, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2475, interm_loss_bbox: 0.1817, interm_loss_iou: 0.4185, loss_cls: 0.2029, loss_bbox: 0.1538, loss_iou: 0.3734, d0.loss_cls: 0.2610, d0.loss_bbox: 0.1580, d0.loss_iou: 0.3806, d1.loss_cls: 0.2249, d1.loss_bbox: 0.1585, d1.loss_iou: 0.3800, d2.loss_cls: 0.2130, d2.loss_bbox: 0.1550, d2.loss_iou: 0.3748, d3.loss_cls: 0.2066, d3.loss_bbox: 0.1537, d3.loss_iou: 0.3738, d4.loss_cls: 0.2041, d4.loss_bbox: 0.1535, d4.loss_iou: 0.3731, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2300, dn_loss_iou: 0.3300, d0.dn_loss_cls: 0.0588, d0.dn_loss_bbox: 0.3553, d0.dn_loss_iou: 0.4552, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2621, d1.dn_loss_iou: 0.3638, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2367, d2.dn_loss_iou: 0.3381, d3.dn_loss_cls: 0.0242, d3.dn_loss_bbox: 0.2318, d3.dn_loss_iou: 0.3328, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2301, d4.dn_loss_iou: 0.3299, loss: 9.2338 2024-05-20 07:00:44,945 - mmdet - INFO - Epoch [10][2050/3665] lr: 2.000e-04, eta: 1 day, 15:32:57, time: 1.577, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2421, interm_loss_bbox: 0.1789, interm_loss_iou: 0.4070, loss_cls: 0.1953, loss_bbox: 0.1531, loss_iou: 0.3647, d0.loss_cls: 0.2590, d0.loss_bbox: 0.1549, d0.loss_iou: 0.3679, d1.loss_cls: 0.2201, d1.loss_bbox: 0.1553, d1.loss_iou: 0.3698, d2.loss_cls: 0.2054, d2.loss_bbox: 0.1529, d2.loss_iou: 0.3664, d3.loss_cls: 0.1986, d3.loss_bbox: 0.1534, d3.loss_iou: 0.3658, d4.loss_cls: 0.1970, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3647, dn_loss_cls: 0.0214, dn_loss_bbox: 0.2349, dn_loss_iou: 0.3246, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3611, d0.dn_loss_iou: 0.4487, d1.dn_loss_cls: 0.0315, d1.dn_loss_bbox: 0.2666, d1.dn_loss_iou: 0.3573, d2.dn_loss_cls: 0.0260, d2.dn_loss_bbox: 0.2414, d2.dn_loss_iou: 0.3328, d3.dn_loss_cls: 0.0228, d3.dn_loss_bbox: 0.2369, d3.dn_loss_iou: 0.3276, d4.dn_loss_cls: 0.0220, d4.dn_loss_bbox: 0.2349, d4.dn_loss_iou: 0.3245, loss: 9.0968 2024-05-20 07:01:58,765 - mmdet - INFO - Epoch [10][2100/3665] lr: 2.000e-04, eta: 1 day, 15:31:45, time: 1.477, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2368, interm_loss_bbox: 0.1794, interm_loss_iou: 0.4009, loss_cls: 0.1934, loss_bbox: 0.1520, loss_iou: 0.3595, d0.loss_cls: 0.2523, d0.loss_bbox: 0.1571, d0.loss_iou: 0.3664, d1.loss_cls: 0.2167, d1.loss_bbox: 0.1561, d1.loss_iou: 0.3646, d2.loss_cls: 0.2017, d2.loss_bbox: 0.1549, d2.loss_iou: 0.3628, d3.loss_cls: 0.1964, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3603, d4.loss_cls: 0.1946, d4.loss_bbox: 0.1520, d4.loss_iou: 0.3593, dn_loss_cls: 0.0213, dn_loss_bbox: 0.2195, dn_loss_iou: 0.3234, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3364, d0.dn_loss_iou: 0.4465, d1.dn_loss_cls: 0.0312, d1.dn_loss_bbox: 0.2488, d1.dn_loss_iou: 0.3564, d2.dn_loss_cls: 0.0255, d2.dn_loss_bbox: 0.2244, d2.dn_loss_iou: 0.3311, d3.dn_loss_cls: 0.0225, d3.dn_loss_bbox: 0.2207, d3.dn_loss_iou: 0.3260, d4.dn_loss_cls: 0.0216, d4.dn_loss_bbox: 0.2195, d4.dn_loss_iou: 0.3233, loss: 8.9242 2024-05-20 07:03:10,420 - mmdet - INFO - Epoch [10][2150/3665] lr: 2.000e-04, eta: 1 day, 15:30:26, time: 1.433, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2306, interm_loss_bbox: 0.1755, interm_loss_iou: 0.4038, loss_cls: 0.1886, loss_bbox: 0.1464, loss_iou: 0.3596, d0.loss_cls: 0.2456, d0.loss_bbox: 0.1520, d0.loss_iou: 0.3672, d1.loss_cls: 0.2107, d1.loss_bbox: 0.1510, d1.loss_iou: 0.3669, d2.loss_cls: 0.1982, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3612, d3.loss_cls: 0.1930, d3.loss_bbox: 0.1458, d3.loss_iou: 0.3586, d4.loss_cls: 0.1895, d4.loss_bbox: 0.1460, d4.loss_iou: 0.3591, dn_loss_cls: 0.0220, dn_loss_bbox: 0.2165, dn_loss_iou: 0.3216, d0.dn_loss_cls: 0.0559, d0.dn_loss_bbox: 0.3353, d0.dn_loss_iou: 0.4461, d1.dn_loss_cls: 0.0314, d1.dn_loss_bbox: 0.2452, d1.dn_loss_iou: 0.3540, d2.dn_loss_cls: 0.0262, d2.dn_loss_bbox: 0.2223, d2.dn_loss_iou: 0.3293, d3.dn_loss_cls: 0.0232, d3.dn_loss_bbox: 0.2181, d3.dn_loss_iou: 0.3242, d4.dn_loss_cls: 0.0224, d4.dn_loss_bbox: 0.2166, d4.dn_loss_iou: 0.3215, loss: 8.8285 2024-05-20 07:04:26,020 - mmdet - INFO - Epoch [10][2200/3665] lr: 2.000e-04, eta: 1 day, 15:29:19, time: 1.512, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2388, interm_loss_bbox: 0.1816, interm_loss_iou: 0.3996, loss_cls: 0.1938, loss_bbox: 0.1532, loss_iou: 0.3559, d0.loss_cls: 0.2552, d0.loss_bbox: 0.1583, d0.loss_iou: 0.3631, d1.loss_cls: 0.2186, d1.loss_bbox: 0.1561, d1.loss_iou: 0.3608, d2.loss_cls: 0.2039, d2.loss_bbox: 0.1541, d2.loss_iou: 0.3576, d3.loss_cls: 0.1968, d3.loss_bbox: 0.1538, d3.loss_iou: 0.3562, d4.loss_cls: 0.1942, d4.loss_bbox: 0.1538, d4.loss_iou: 0.3561, dn_loss_cls: 0.0220, dn_loss_bbox: 0.2252, dn_loss_iou: 0.3180, d0.dn_loss_cls: 0.0572, d0.dn_loss_bbox: 0.3485, d0.dn_loss_iou: 0.4445, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2555, d1.dn_loss_iou: 0.3497, d2.dn_loss_cls: 0.0262, d2.dn_loss_bbox: 0.2318, d2.dn_loss_iou: 0.3259, d3.dn_loss_cls: 0.0232, d3.dn_loss_bbox: 0.2271, d3.dn_loss_iou: 0.3208, d4.dn_loss_cls: 0.0224, d4.dn_loss_bbox: 0.2253, d4.dn_loss_iou: 0.3179, loss: 8.9348 2024-05-20 07:05:43,095 - mmdet - INFO - Epoch [10][2250/3665] lr: 2.000e-04, eta: 1 day, 15:28:15, time: 1.542, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2478, interm_loss_bbox: 0.1818, interm_loss_iou: 0.4079, loss_cls: 0.2020, loss_bbox: 0.1543, loss_iou: 0.3661, d0.loss_cls: 0.2609, d0.loss_bbox: 0.1577, d0.loss_iou: 0.3713, d1.loss_cls: 0.2248, d1.loss_bbox: 0.1584, d1.loss_iou: 0.3710, d2.loss_cls: 0.2125, d2.loss_bbox: 0.1557, d2.loss_iou: 0.3672, d3.loss_cls: 0.2057, d3.loss_bbox: 0.1545, d3.loss_iou: 0.3660, d4.loss_cls: 0.2032, d4.loss_bbox: 0.1542, d4.loss_iou: 0.3659, dn_loss_cls: 0.0233, dn_loss_bbox: 0.2307, dn_loss_iou: 0.3262, d0.dn_loss_cls: 0.0585, d0.dn_loss_bbox: 0.3531, d0.dn_loss_iou: 0.4508, d1.dn_loss_cls: 0.0337, d1.dn_loss_bbox: 0.2608, d1.dn_loss_iou: 0.3583, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2370, d2.dn_loss_iou: 0.3339, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2325, d3.dn_loss_iou: 0.3289, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2308, d4.dn_loss_iou: 0.3261, loss: 9.1499 2024-05-20 07:06:56,440 - mmdet - INFO - Epoch [10][2300/3665] lr: 2.000e-04, eta: 1 day, 15:27:01, time: 1.467, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2434, interm_loss_bbox: 0.1843, interm_loss_iou: 0.4139, loss_cls: 0.1980, loss_bbox: 0.1559, loss_iou: 0.3703, d0.loss_cls: 0.2579, d0.loss_bbox: 0.1605, d0.loss_iou: 0.3771, d1.loss_cls: 0.2253, d1.loss_bbox: 0.1576, d1.loss_iou: 0.3730, d2.loss_cls: 0.2103, d2.loss_bbox: 0.1558, d2.loss_iou: 0.3705, d3.loss_cls: 0.2018, d3.loss_bbox: 0.1559, d3.loss_iou: 0.3702, d4.loss_cls: 0.1987, d4.loss_bbox: 0.1561, d4.loss_iou: 0.3708, dn_loss_cls: 0.0239, dn_loss_bbox: 0.2233, dn_loss_iou: 0.3335, d0.dn_loss_cls: 0.0594, d0.dn_loss_bbox: 0.3480, d0.dn_loss_iou: 0.4596, d1.dn_loss_cls: 0.0340, d1.dn_loss_bbox: 0.2555, d1.dn_loss_iou: 0.3665, d2.dn_loss_cls: 0.0282, d2.dn_loss_bbox: 0.2302, d2.dn_loss_iou: 0.3418, d3.dn_loss_cls: 0.0252, d3.dn_loss_bbox: 0.2252, d3.dn_loss_iou: 0.3363, d4.dn_loss_cls: 0.0242, d4.dn_loss_bbox: 0.2233, d4.dn_loss_iou: 0.3334, loss: 9.1789 2024-05-20 07:08:13,375 - mmdet - INFO - Epoch [10][2350/3665] lr: 2.000e-04, eta: 1 day, 15:25:57, time: 1.539, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2392, interm_loss_bbox: 0.1744, interm_loss_iou: 0.4183, loss_cls: 0.1968, loss_bbox: 0.1472, loss_iou: 0.3742, d0.loss_cls: 0.2550, d0.loss_bbox: 0.1534, d0.loss_iou: 0.3834, d1.loss_cls: 0.2199, d1.loss_bbox: 0.1515, d1.loss_iou: 0.3778, d2.loss_cls: 0.2058, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3760, d3.loss_cls: 0.2000, d3.loss_bbox: 0.1484, d3.loss_iou: 0.3746, d4.loss_cls: 0.1974, d4.loss_bbox: 0.1481, d4.loss_iou: 0.3748, dn_loss_cls: 0.0224, dn_loss_bbox: 0.2202, dn_loss_iou: 0.3219, d0.dn_loss_cls: 0.0555, d0.dn_loss_bbox: 0.3403, d0.dn_loss_iou: 0.4463, d1.dn_loss_cls: 0.0312, d1.dn_loss_bbox: 0.2490, d1.dn_loss_iou: 0.3537, d2.dn_loss_cls: 0.0261, d2.dn_loss_bbox: 0.2253, d2.dn_loss_iou: 0.3292, d3.dn_loss_cls: 0.0233, d3.dn_loss_bbox: 0.2216, d3.dn_loss_iou: 0.3245, d4.dn_loss_cls: 0.0227, d4.dn_loss_bbox: 0.2202, d4.dn_loss_iou: 0.3218, loss: 9.0205 2024-05-20 07:09:27,117 - mmdet - INFO - Epoch [10][2400/3665] lr: 2.000e-04, eta: 1 day, 15:24:45, time: 1.475, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2385, interm_loss_bbox: 0.1769, interm_loss_iou: 0.4051, loss_cls: 0.1911, loss_bbox: 0.1536, loss_iou: 0.3645, d0.loss_cls: 0.2520, d0.loss_bbox: 0.1531, d0.loss_iou: 0.3689, d1.loss_cls: 0.2174, d1.loss_bbox: 0.1542, d1.loss_iou: 0.3671, d2.loss_cls: 0.2019, d2.loss_bbox: 0.1535, d2.loss_iou: 0.3648, d3.loss_cls: 0.1944, d3.loss_bbox: 0.1539, d3.loss_iou: 0.3646, d4.loss_cls: 0.1915, d4.loss_bbox: 0.1540, d4.loss_iou: 0.3651, dn_loss_cls: 0.0212, dn_loss_bbox: 0.2232, dn_loss_iou: 0.3226, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3479, d0.dn_loss_iou: 0.4487, d1.dn_loss_cls: 0.0312, d1.dn_loss_bbox: 0.2519, d1.dn_loss_iou: 0.3547, d2.dn_loss_cls: 0.0256, d2.dn_loss_bbox: 0.2285, d2.dn_loss_iou: 0.3302, d3.dn_loss_cls: 0.0226, d3.dn_loss_bbox: 0.2246, d3.dn_loss_iou: 0.3252, d4.dn_loss_cls: 0.0216, d4.dn_loss_bbox: 0.2232, d4.dn_loss_iou: 0.3225, loss: 8.9687 2024-05-20 07:10:40,498 - mmdet - INFO - Epoch [10][2450/3665] lr: 2.000e-04, eta: 1 day, 15:23:31, time: 1.468, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2392, interm_loss_bbox: 0.1807, interm_loss_iou: 0.4162, loss_cls: 0.1955, loss_bbox: 0.1501, loss_iou: 0.3680, d0.loss_cls: 0.2540, d0.loss_bbox: 0.1554, d0.loss_iou: 0.3765, d1.loss_cls: 0.2195, d1.loss_bbox: 0.1543, d1.loss_iou: 0.3733, d2.loss_cls: 0.2066, d2.loss_bbox: 0.1511, d2.loss_iou: 0.3673, d3.loss_cls: 0.1992, d3.loss_bbox: 0.1504, d3.loss_iou: 0.3675, d4.loss_cls: 0.1964, d4.loss_bbox: 0.1504, d4.loss_iou: 0.3679, dn_loss_cls: 0.0219, dn_loss_bbox: 0.2227, dn_loss_iou: 0.3248, d0.dn_loss_cls: 0.0565, d0.dn_loss_bbox: 0.3455, d0.dn_loss_iou: 0.4497, d1.dn_loss_cls: 0.0316, d1.dn_loss_bbox: 0.2537, d1.dn_loss_iou: 0.3579, d2.dn_loss_cls: 0.0263, d2.dn_loss_bbox: 0.2289, d2.dn_loss_iou: 0.3325, d3.dn_loss_cls: 0.0232, d3.dn_loss_bbox: 0.2246, d3.dn_loss_iou: 0.3275, d4.dn_loss_cls: 0.0223, d4.dn_loss_bbox: 0.2227, d4.dn_loss_iou: 0.3247, loss: 9.0367 2024-05-20 07:11:52,562 - mmdet - INFO - Epoch [10][2500/3665] lr: 2.000e-04, eta: 1 day, 15:22:13, time: 1.441, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2440, interm_loss_bbox: 0.1809, interm_loss_iou: 0.4118, loss_cls: 0.2007, loss_bbox: 0.1540, loss_iou: 0.3653, d0.loss_cls: 0.2607, d0.loss_bbox: 0.1558, d0.loss_iou: 0.3709, d1.loss_cls: 0.2282, d1.loss_bbox: 0.1561, d1.loss_iou: 0.3680, d2.loss_cls: 0.2103, d2.loss_bbox: 0.1557, d2.loss_iou: 0.3668, d3.loss_cls: 0.2043, d3.loss_bbox: 0.1544, d3.loss_iou: 0.3654, d4.loss_cls: 0.2020, d4.loss_bbox: 0.1541, d4.loss_iou: 0.3651, dn_loss_cls: 0.0230, dn_loss_bbox: 0.2281, dn_loss_iou: 0.3225, d0.dn_loss_cls: 0.0580, d0.dn_loss_bbox: 0.3492, d0.dn_loss_iou: 0.4482, d1.dn_loss_cls: 0.0327, d1.dn_loss_bbox: 0.2591, d1.dn_loss_iou: 0.3557, d2.dn_loss_cls: 0.0273, d2.dn_loss_bbox: 0.2337, d2.dn_loss_iou: 0.3305, d3.dn_loss_cls: 0.0243, d3.dn_loss_bbox: 0.2297, d3.dn_loss_iou: 0.3254, d4.dn_loss_cls: 0.0235, d4.dn_loss_bbox: 0.2281, d4.dn_loss_iou: 0.3224, loss: 9.0956 2024-05-20 07:13:05,800 - mmdet - INFO - Epoch [10][2550/3665] lr: 2.000e-04, eta: 1 day, 15:20:59, time: 1.465, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2384, interm_loss_bbox: 0.1848, interm_loss_iou: 0.4210, loss_cls: 0.1969, loss_bbox: 0.1534, loss_iou: 0.3707, d0.loss_cls: 0.2538, d0.loss_bbox: 0.1564, d0.loss_iou: 0.3782, d1.loss_cls: 0.2202, d1.loss_bbox: 0.1570, d1.loss_iou: 0.3765, d2.loss_cls: 0.2071, d2.loss_bbox: 0.1544, d2.loss_iou: 0.3719, d3.loss_cls: 0.2001, d3.loss_bbox: 0.1540, d3.loss_iou: 0.3711, d4.loss_cls: 0.1979, d4.loss_bbox: 0.1535, d4.loss_iou: 0.3709, dn_loss_cls: 0.0226, dn_loss_bbox: 0.2262, dn_loss_iou: 0.3340, d0.dn_loss_cls: 0.0572, d0.dn_loss_bbox: 0.3543, d0.dn_loss_iou: 0.4652, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2579, d1.dn_loss_iou: 0.3679, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2326, d2.dn_loss_iou: 0.3419, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2281, d3.dn_loss_iou: 0.3367, d4.dn_loss_cls: 0.0229, d4.dn_loss_bbox: 0.2262, d4.dn_loss_iou: 0.3339, loss: 9.1781 2024-05-20 07:14:24,149 - mmdet - INFO - Epoch [10][2600/3665] lr: 2.000e-04, eta: 1 day, 15:19:59, time: 1.567, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2383, interm_loss_bbox: 0.1812, interm_loss_iou: 0.4103, loss_cls: 0.1947, loss_bbox: 0.1558, loss_iou: 0.3687, d0.loss_cls: 0.2534, d0.loss_bbox: 0.1564, d0.loss_iou: 0.3723, d1.loss_cls: 0.2194, d1.loss_bbox: 0.1573, d1.loss_iou: 0.3725, d2.loss_cls: 0.2048, d2.loss_bbox: 0.1561, d2.loss_iou: 0.3699, d3.loss_cls: 0.1981, d3.loss_bbox: 0.1559, d3.loss_iou: 0.3692, d4.loss_cls: 0.1952, d4.loss_bbox: 0.1564, d4.loss_iou: 0.3694, dn_loss_cls: 0.0221, dn_loss_bbox: 0.2313, dn_loss_iou: 0.3288, d0.dn_loss_cls: 0.0565, d0.dn_loss_bbox: 0.3524, d0.dn_loss_iou: 0.4533, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2624, d1.dn_loss_iou: 0.3615, d2.dn_loss_cls: 0.0262, d2.dn_loss_bbox: 0.2376, d2.dn_loss_iou: 0.3368, d3.dn_loss_cls: 0.0233, d3.dn_loss_bbox: 0.2330, d3.dn_loss_iou: 0.3314, d4.dn_loss_cls: 0.0225, d4.dn_loss_bbox: 0.2313, d4.dn_loss_iou: 0.3287, loss: 9.1263 2024-05-20 07:15:38,878 - mmdet - INFO - Epoch [10][2650/3665] lr: 2.000e-04, eta: 1 day, 15:18:49, time: 1.495, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2402, interm_loss_bbox: 0.1796, interm_loss_iou: 0.4150, loss_cls: 0.1926, loss_bbox: 0.1533, loss_iou: 0.3705, d0.loss_cls: 0.2515, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3773, d1.loss_cls: 0.2194, d1.loss_bbox: 0.1535, d1.loss_iou: 0.3730, d2.loss_cls: 0.2040, d2.loss_bbox: 0.1528, d2.loss_iou: 0.3701, d3.loss_cls: 0.1964, d3.loss_bbox: 0.1534, d3.loss_iou: 0.3704, d4.loss_cls: 0.1935, d4.loss_bbox: 0.1532, d4.loss_iou: 0.3702, dn_loss_cls: 0.0238, dn_loss_bbox: 0.2263, dn_loss_iou: 0.3243, d0.dn_loss_cls: 0.0581, d0.dn_loss_bbox: 0.3462, d0.dn_loss_iou: 0.4487, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2566, d1.dn_loss_iou: 0.3574, d2.dn_loss_cls: 0.0278, d2.dn_loss_bbox: 0.2320, d2.dn_loss_iou: 0.3322, d3.dn_loss_cls: 0.0248, d3.dn_loss_bbox: 0.2277, d3.dn_loss_iou: 0.3269, d4.dn_loss_cls: 0.0240, d4.dn_loss_bbox: 0.2263, d4.dn_loss_iou: 0.3242, loss: 9.0651 2024-05-20 07:16:50,367 - mmdet - INFO - Epoch [10][2700/3665] lr: 2.000e-04, eta: 1 day, 15:17:30, time: 1.430, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2348, interm_loss_bbox: 0.1750, interm_loss_iou: 0.4089, loss_cls: 0.1888, loss_bbox: 0.1498, loss_iou: 0.3658, d0.loss_cls: 0.2476, d0.loss_bbox: 0.1519, d0.loss_iou: 0.3718, d1.loss_cls: 0.2147, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3683, d2.loss_cls: 0.1994, d2.loss_bbox: 0.1489, d2.loss_iou: 0.3652, d3.loss_cls: 0.1931, d3.loss_bbox: 0.1490, d3.loss_iou: 0.3650, d4.loss_cls: 0.1900, d4.loss_bbox: 0.1491, d4.loss_iou: 0.3660, dn_loss_cls: 0.0212, dn_loss_bbox: 0.2168, dn_loss_iou: 0.3246, d0.dn_loss_cls: 0.0549, d0.dn_loss_bbox: 0.3333, d0.dn_loss_iou: 0.4467, d1.dn_loss_cls: 0.0310, d1.dn_loss_bbox: 0.2463, d1.dn_loss_iou: 0.3564, d2.dn_loss_cls: 0.0255, d2.dn_loss_bbox: 0.2227, d2.dn_loss_iou: 0.3320, d3.dn_loss_cls: 0.0227, d3.dn_loss_bbox: 0.2185, d3.dn_loss_iou: 0.3271, d4.dn_loss_cls: 0.0216, d4.dn_loss_bbox: 0.2169, d4.dn_loss_iou: 0.3246, loss: 8.8962 2024-05-20 07:18:04,280 - mmdet - INFO - Epoch [10][2750/3665] lr: 2.000e-04, eta: 1 day, 15:16:18, time: 1.478, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2412, interm_loss_bbox: 0.1768, interm_loss_iou: 0.4079, loss_cls: 0.1943, loss_bbox: 0.1503, loss_iou: 0.3648, d0.loss_cls: 0.2526, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3713, d1.loss_cls: 0.2201, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3674, d2.loss_cls: 0.2046, d2.loss_bbox: 0.1504, d2.loss_iou: 0.3658, d3.loss_cls: 0.1979, d3.loss_bbox: 0.1504, d3.loss_iou: 0.3649, d4.loss_cls: 0.1946, d4.loss_bbox: 0.1511, d4.loss_iou: 0.3658, dn_loss_cls: 0.0221, dn_loss_bbox: 0.2203, dn_loss_iou: 0.3220, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3420, d0.dn_loss_iou: 0.4470, d1.dn_loss_cls: 0.0316, d1.dn_loss_bbox: 0.2505, d1.dn_loss_iou: 0.3543, d2.dn_loss_cls: 0.0262, d2.dn_loss_bbox: 0.2257, d2.dn_loss_iou: 0.3295, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2219, d3.dn_loss_iou: 0.3245, d4.dn_loss_cls: 0.0224, d4.dn_loss_bbox: 0.2203, d4.dn_loss_iou: 0.3219, loss: 8.9610 2024-05-20 07:19:23,288 - mmdet - INFO - Epoch [10][2800/3665] lr: 2.000e-04, eta: 1 day, 15:15:19, time: 1.580, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2404, interm_loss_bbox: 0.1865, interm_loss_iou: 0.4163, loss_cls: 0.1972, loss_bbox: 0.1557, loss_iou: 0.3706, d0.loss_cls: 0.2533, d0.loss_bbox: 0.1621, d0.loss_iou: 0.3785, d1.loss_cls: 0.2220, d1.loss_bbox: 0.1596, d1.loss_iou: 0.3757, d2.loss_cls: 0.2088, d2.loss_bbox: 0.1570, d2.loss_iou: 0.3715, d3.loss_cls: 0.2012, d3.loss_bbox: 0.1565, d3.loss_iou: 0.3715, d4.loss_cls: 0.1979, d4.loss_bbox: 0.1567, d4.loss_iou: 0.3714, dn_loss_cls: 0.0212, dn_loss_bbox: 0.2308, dn_loss_iou: 0.3246, d0.dn_loss_cls: 0.0557, d0.dn_loss_bbox: 0.3535, d0.dn_loss_iou: 0.4493, d1.dn_loss_cls: 0.0308, d1.dn_loss_bbox: 0.2618, d1.dn_loss_iou: 0.3579, d2.dn_loss_cls: 0.0254, d2.dn_loss_bbox: 0.2376, d2.dn_loss_iou: 0.3327, d3.dn_loss_cls: 0.0225, d3.dn_loss_bbox: 0.2324, d3.dn_loss_iou: 0.3271, d4.dn_loss_cls: 0.0215, d4.dn_loss_bbox: 0.2308, d4.dn_loss_iou: 0.3245, loss: 9.1505 2024-05-20 07:20:36,358 - mmdet - INFO - Epoch [10][2850/3665] lr: 2.000e-04, eta: 1 day, 15:14:05, time: 1.462, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2340, interm_loss_bbox: 0.1829, interm_loss_iou: 0.4009, loss_cls: 0.1913, loss_bbox: 0.1548, loss_iou: 0.3532, d0.loss_cls: 0.2491, d0.loss_bbox: 0.1588, d0.loss_iou: 0.3613, d1.loss_cls: 0.2134, d1.loss_bbox: 0.1581, d1.loss_iou: 0.3599, d2.loss_cls: 0.2019, d2.loss_bbox: 0.1555, d2.loss_iou: 0.3543, d3.loss_cls: 0.1956, d3.loss_bbox: 0.1548, d3.loss_iou: 0.3530, d4.loss_cls: 0.1931, d4.loss_bbox: 0.1542, d4.loss_iou: 0.3528, dn_loss_cls: 0.0216, dn_loss_bbox: 0.2244, dn_loss_iou: 0.3197, d0.dn_loss_cls: 0.0566, d0.dn_loss_bbox: 0.3513, d0.dn_loss_iou: 0.4483, d1.dn_loss_cls: 0.0314, d1.dn_loss_bbox: 0.2564, d1.dn_loss_iou: 0.3530, d2.dn_loss_cls: 0.0257, d2.dn_loss_bbox: 0.2303, d2.dn_loss_iou: 0.3273, d3.dn_loss_cls: 0.0229, d3.dn_loss_bbox: 0.2262, d3.dn_loss_iou: 0.3223, d4.dn_loss_cls: 0.0219, d4.dn_loss_bbox: 0.2244, d4.dn_loss_iou: 0.3196, loss: 8.9161 2024-05-20 07:21:51,501 - mmdet - INFO - Epoch [10][2900/3665] lr: 2.000e-04, eta: 1 day, 15:12:56, time: 1.503, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2437, interm_loss_bbox: 0.1856, interm_loss_iou: 0.4078, loss_cls: 0.1983, loss_bbox: 0.1561, loss_iou: 0.3642, d0.loss_cls: 0.2579, d0.loss_bbox: 0.1610, d0.loss_iou: 0.3702, d1.loss_cls: 0.2235, d1.loss_bbox: 0.1592, d1.loss_iou: 0.3683, d2.loss_cls: 0.2091, d2.loss_bbox: 0.1569, d2.loss_iou: 0.3657, d3.loss_cls: 0.2018, d3.loss_bbox: 0.1563, d3.loss_iou: 0.3649, d4.loss_cls: 0.1992, d4.loss_bbox: 0.1565, d4.loss_iou: 0.3646, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2371, dn_loss_iou: 0.3241, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3643, d0.dn_loss_iou: 0.4510, d1.dn_loss_cls: 0.0335, d1.dn_loss_bbox: 0.2685, d1.dn_loss_iou: 0.3571, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2434, d2.dn_loss_iou: 0.3324, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2389, d3.dn_loss_iou: 0.3270, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2371, d4.dn_loss_iou: 0.3241, loss: 9.1682 2024-05-20 07:23:07,165 - mmdet - INFO - Epoch [10][2950/3665] lr: 2.000e-04, eta: 1 day, 15:11:48, time: 1.513, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2356, interm_loss_bbox: 0.1787, interm_loss_iou: 0.4155, loss_cls: 0.1918, loss_bbox: 0.1503, loss_iou: 0.3704, d0.loss_cls: 0.2503, d0.loss_bbox: 0.1553, d0.loss_iou: 0.3764, d1.loss_cls: 0.2162, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3739, d2.loss_cls: 0.2017, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3716, d3.loss_cls: 0.1950, d3.loss_bbox: 0.1516, d3.loss_iou: 0.3709, d4.loss_cls: 0.1930, d4.loss_bbox: 0.1504, d4.loss_iou: 0.3707, dn_loss_cls: 0.0222, dn_loss_bbox: 0.2268, dn_loss_iou: 0.3294, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3470, d0.dn_loss_iou: 0.4534, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2554, d1.dn_loss_iou: 0.3611, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2320, d2.dn_loss_iou: 0.3367, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2282, d3.dn_loss_iou: 0.3319, d4.dn_loss_cls: 0.0227, d4.dn_loss_bbox: 0.2268, d4.dn_loss_iou: 0.3293, loss: 9.0672 2024-05-20 07:24:20,951 - mmdet - INFO - Epoch [10][3000/3665] lr: 2.000e-04, eta: 1 day, 15:10:35, time: 1.476, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2416, interm_loss_bbox: 0.1801, interm_loss_iou: 0.4113, loss_cls: 0.2008, loss_bbox: 0.1538, loss_iou: 0.3655, d0.loss_cls: 0.2564, d0.loss_bbox: 0.1565, d0.loss_iou: 0.3717, d1.loss_cls: 0.2224, d1.loss_bbox: 0.1556, d1.loss_iou: 0.3705, d2.loss_cls: 0.2104, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3668, d3.loss_cls: 0.2040, d3.loss_bbox: 0.1537, d3.loss_iou: 0.3660, d4.loss_cls: 0.2020, d4.loss_bbox: 0.1536, d4.loss_iou: 0.3654, dn_loss_cls: 0.0234, dn_loss_bbox: 0.2338, dn_loss_iou: 0.3317, d0.dn_loss_cls: 0.0590, d0.dn_loss_bbox: 0.3516, d0.dn_loss_iou: 0.4516, d1.dn_loss_cls: 0.0335, d1.dn_loss_bbox: 0.2647, d1.dn_loss_iou: 0.3638, d2.dn_loss_cls: 0.0279, d2.dn_loss_bbox: 0.2399, d2.dn_loss_iou: 0.3396, d3.dn_loss_cls: 0.0247, d3.dn_loss_bbox: 0.2354, d3.dn_loss_iou: 0.3345, d4.dn_loss_cls: 0.0238, d4.dn_loss_bbox: 0.2338, d4.dn_loss_iou: 0.3317, loss: 9.1661 2024-05-20 07:25:32,764 - mmdet - INFO - Epoch [10][3050/3665] lr: 2.000e-04, eta: 1 day, 15:09:17, time: 1.436, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2410, interm_loss_bbox: 0.1773, interm_loss_iou: 0.4080, loss_cls: 0.1987, loss_bbox: 0.1509, loss_iou: 0.3645, d0.loss_cls: 0.2547, d0.loss_bbox: 0.1542, d0.loss_iou: 0.3697, d1.loss_cls: 0.2212, d1.loss_bbox: 0.1528, d1.loss_iou: 0.3681, d2.loss_cls: 0.2084, d2.loss_bbox: 0.1509, d2.loss_iou: 0.3653, d3.loss_cls: 0.2014, d3.loss_bbox: 0.1511, d3.loss_iou: 0.3654, d4.loss_cls: 0.1994, d4.loss_bbox: 0.1510, d4.loss_iou: 0.3647, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2296, dn_loss_iou: 0.3260, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3449, d0.dn_loss_iou: 0.4432, d1.dn_loss_cls: 0.0325, d1.dn_loss_bbox: 0.2587, d1.dn_loss_iou: 0.3576, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2358, d2.dn_loss_iou: 0.3337, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2311, d3.dn_loss_iou: 0.3285, d4.dn_loss_cls: 0.0232, d4.dn_loss_bbox: 0.2296, d4.dn_loss_iou: 0.3260, loss: 9.0503 2024-05-20 07:26:46,438 - mmdet - INFO - Epoch [10][3100/3665] lr: 2.000e-04, eta: 1 day, 15:08:04, time: 1.474, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2465, interm_loss_bbox: 0.1808, interm_loss_iou: 0.4163, loss_cls: 0.2002, loss_bbox: 0.1520, loss_iou: 0.3719, d0.loss_cls: 0.2591, d0.loss_bbox: 0.1559, d0.loss_iou: 0.3755, d1.loss_cls: 0.2252, d1.loss_bbox: 0.1550, d1.loss_iou: 0.3750, d2.loss_cls: 0.2101, d2.loss_bbox: 0.1532, d2.loss_iou: 0.3728, d3.loss_cls: 0.2038, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3715, d4.loss_cls: 0.2014, d4.loss_bbox: 0.1515, d4.loss_iou: 0.3713, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2237, dn_loss_iou: 0.3239, d0.dn_loss_cls: 0.0581, d0.dn_loss_bbox: 0.3482, d0.dn_loss_iou: 0.4503, d1.dn_loss_cls: 0.0330, d1.dn_loss_bbox: 0.2532, d1.dn_loss_iou: 0.3571, d2.dn_loss_cls: 0.0274, d2.dn_loss_bbox: 0.2297, d2.dn_loss_iou: 0.3321, d3.dn_loss_cls: 0.0241, d3.dn_loss_bbox: 0.2253, d3.dn_loss_iou: 0.3268, d4.dn_loss_cls: 0.0231, d4.dn_loss_bbox: 0.2238, d4.dn_loss_iou: 0.3238, loss: 9.1068 2024-05-20 07:28:01,298 - mmdet - INFO - Epoch [10][3150/3665] lr: 2.000e-04, eta: 1 day, 15:06:54, time: 1.497, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2419, interm_loss_bbox: 0.1836, interm_loss_iou: 0.4059, loss_cls: 0.1999, loss_bbox: 0.1539, loss_iou: 0.3617, d0.loss_cls: 0.2552, d0.loss_bbox: 0.1588, d0.loss_iou: 0.3684, d1.loss_cls: 0.2221, d1.loss_bbox: 0.1570, d1.loss_iou: 0.3670, d2.loss_cls: 0.2085, d2.loss_bbox: 0.1556, d2.loss_iou: 0.3633, d3.loss_cls: 0.2023, d3.loss_bbox: 0.1549, d3.loss_iou: 0.3625, d4.loss_cls: 0.2000, d4.loss_bbox: 0.1547, d4.loss_iou: 0.3624, dn_loss_cls: 0.0216, dn_loss_bbox: 0.2256, dn_loss_iou: 0.3243, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3501, d0.dn_loss_iou: 0.4506, d1.dn_loss_cls: 0.0316, d1.dn_loss_bbox: 0.2571, d1.dn_loss_iou: 0.3574, d2.dn_loss_cls: 0.0260, d2.dn_loss_bbox: 0.2321, d2.dn_loss_iou: 0.3322, d3.dn_loss_cls: 0.0229, d3.dn_loss_bbox: 0.2273, d3.dn_loss_iou: 0.3270, d4.dn_loss_cls: 0.0220, d4.dn_loss_bbox: 0.2256, d4.dn_loss_iou: 0.3242, loss: 9.0549 2024-05-20 07:29:19,184 - mmdet - INFO - Epoch [10][3200/3665] lr: 2.000e-04, eta: 1 day, 15:05:53, time: 1.558, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2357, interm_loss_bbox: 0.1830, interm_loss_iou: 0.4124, loss_cls: 0.1924, loss_bbox: 0.1554, loss_iou: 0.3684, d0.loss_cls: 0.2477, d0.loss_bbox: 0.1586, d0.loss_iou: 0.3752, d1.loss_cls: 0.2158, d1.loss_bbox: 0.1570, d1.loss_iou: 0.3712, d2.loss_cls: 0.2022, d2.loss_bbox: 0.1564, d2.loss_iou: 0.3695, d3.loss_cls: 0.1954, d3.loss_bbox: 0.1562, d3.loss_iou: 0.3692, d4.loss_cls: 0.1937, d4.loss_bbox: 0.1554, d4.loss_iou: 0.3684, dn_loss_cls: 0.0224, dn_loss_bbox: 0.2238, dn_loss_iou: 0.3286, d0.dn_loss_cls: 0.0561, d0.dn_loss_bbox: 0.3406, d0.dn_loss_iou: 0.4498, d1.dn_loss_cls: 0.0313, d1.dn_loss_bbox: 0.2530, d1.dn_loss_iou: 0.3606, d2.dn_loss_cls: 0.0261, d2.dn_loss_bbox: 0.2295, d2.dn_loss_iou: 0.3363, d3.dn_loss_cls: 0.0232, d3.dn_loss_bbox: 0.2254, d3.dn_loss_iou: 0.3313, d4.dn_loss_cls: 0.0225, d4.dn_loss_bbox: 0.2238, d4.dn_loss_iou: 0.3285, loss: 9.0521 2024-05-20 07:30:30,979 - mmdet - INFO - Epoch [10][3250/3665] lr: 2.000e-04, eta: 1 day, 15:04:35, time: 1.436, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2425, interm_loss_bbox: 0.1804, interm_loss_iou: 0.4089, loss_cls: 0.1959, loss_bbox: 0.1535, loss_iou: 0.3662, d0.loss_cls: 0.2546, d0.loss_bbox: 0.1561, d0.loss_iou: 0.3723, d1.loss_cls: 0.2195, d1.loss_bbox: 0.1558, d1.loss_iou: 0.3695, d2.loss_cls: 0.2086, d2.loss_bbox: 0.1522, d2.loss_iou: 0.3645, d3.loss_cls: 0.2000, d3.loss_bbox: 0.1534, d3.loss_iou: 0.3659, d4.loss_cls: 0.1973, d4.loss_bbox: 0.1532, d4.loss_iou: 0.3659, dn_loss_cls: 0.0220, dn_loss_bbox: 0.2234, dn_loss_iou: 0.3230, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3456, d0.dn_loss_iou: 0.4476, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2554, d1.dn_loss_iou: 0.3566, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2298, d2.dn_loss_iou: 0.3310, d3.dn_loss_cls: 0.0235, d3.dn_loss_bbox: 0.2252, d3.dn_loss_iou: 0.3257, d4.dn_loss_cls: 0.0226, d4.dn_loss_bbox: 0.2234, d4.dn_loss_iou: 0.3230, loss: 9.0295 2024-05-20 07:31:44,578 - mmdet - INFO - Epoch [10][3300/3665] lr: 2.000e-04, eta: 1 day, 15:03:21, time: 1.472, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2358, interm_loss_bbox: 0.1762, interm_loss_iou: 0.4061, loss_cls: 0.1917, loss_bbox: 0.1519, loss_iou: 0.3641, d0.loss_cls: 0.2483, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3704, d1.loss_cls: 0.2144, d1.loss_bbox: 0.1533, d1.loss_iou: 0.3674, d2.loss_cls: 0.2017, d2.loss_bbox: 0.1523, d2.loss_iou: 0.3649, d3.loss_cls: 0.1962, d3.loss_bbox: 0.1513, d3.loss_iou: 0.3634, d4.loss_cls: 0.1928, d4.loss_bbox: 0.1513, d4.loss_iou: 0.3640, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2176, dn_loss_iou: 0.3241, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3328, d0.dn_loss_iou: 0.4450, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2486, d1.dn_loss_iou: 0.3569, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2245, d2.dn_loss_iou: 0.3322, d3.dn_loss_cls: 0.0237, d3.dn_loss_bbox: 0.2195, d3.dn_loss_iou: 0.3268, d4.dn_loss_cls: 0.0229, d4.dn_loss_bbox: 0.2176, d4.dn_loss_iou: 0.3241, loss: 8.9268 2024-05-20 07:33:01,424 - mmdet - INFO - Epoch [10][3350/3665] lr: 2.000e-04, eta: 1 day, 15:02:17, time: 1.537, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2362, interm_loss_bbox: 0.1764, interm_loss_iou: 0.4043, loss_cls: 0.1920, loss_bbox: 0.1502, loss_iou: 0.3605, d0.loss_cls: 0.2509, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3642, d1.loss_cls: 0.2142, d1.loss_bbox: 0.1523, d1.loss_iou: 0.3644, d2.loss_cls: 0.2013, d2.loss_bbox: 0.1503, d2.loss_iou: 0.3617, d3.loss_cls: 0.1953, d3.loss_bbox: 0.1491, d3.loss_iou: 0.3606, d4.loss_cls: 0.1929, d4.loss_bbox: 0.1501, d4.loss_iou: 0.3603, dn_loss_cls: 0.0217, dn_loss_bbox: 0.2084, dn_loss_iou: 0.3161, d0.dn_loss_cls: 0.0560, d0.dn_loss_bbox: 0.3336, d0.dn_loss_iou: 0.4420, d1.dn_loss_cls: 0.0313, d1.dn_loss_bbox: 0.2402, d1.dn_loss_iou: 0.3501, d2.dn_loss_cls: 0.0261, d2.dn_loss_bbox: 0.2148, d2.dn_loss_iou: 0.3245, d3.dn_loss_cls: 0.0230, d3.dn_loss_bbox: 0.2103, d3.dn_loss_iou: 0.3190, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.2084, d4.dn_loss_iou: 0.3161, loss: 8.8025 2024-05-20 07:34:15,255 - mmdet - INFO - Epoch [10][3400/3665] lr: 2.000e-04, eta: 1 day, 15:01:04, time: 1.477, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2489, interm_loss_bbox: 0.1753, interm_loss_iou: 0.4078, loss_cls: 0.2035, loss_bbox: 0.1512, loss_iou: 0.3661, d0.loss_cls: 0.2591, d0.loss_bbox: 0.1535, d0.loss_iou: 0.3719, d1.loss_cls: 0.2277, d1.loss_bbox: 0.1523, d1.loss_iou: 0.3700, d2.loss_cls: 0.2141, d2.loss_bbox: 0.1504, d2.loss_iou: 0.3664, d3.loss_cls: 0.2071, d3.loss_bbox: 0.1506, d3.loss_iou: 0.3662, d4.loss_cls: 0.2051, d4.loss_bbox: 0.1505, d4.loss_iou: 0.3659, dn_loss_cls: 0.0231, dn_loss_bbox: 0.2223, dn_loss_iou: 0.3231, d0.dn_loss_cls: 0.0592, d0.dn_loss_bbox: 0.3395, d0.dn_loss_iou: 0.4445, d1.dn_loss_cls: 0.0331, d1.dn_loss_bbox: 0.2521, d1.dn_loss_iou: 0.3543, d2.dn_loss_cls: 0.0276, d2.dn_loss_bbox: 0.2281, d2.dn_loss_iou: 0.3304, d3.dn_loss_cls: 0.0243, d3.dn_loss_bbox: 0.2241, d3.dn_loss_iou: 0.3257, d4.dn_loss_cls: 0.0235, d4.dn_loss_bbox: 0.2223, d4.dn_loss_iou: 0.3229, loss: 9.0435 2024-05-20 07:35:30,725 - mmdet - INFO - Epoch [10][3450/3665] lr: 2.000e-04, eta: 1 day, 14:59:56, time: 1.509, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2393, interm_loss_bbox: 0.1822, interm_loss_iou: 0.4112, loss_cls: 0.1958, loss_bbox: 0.1535, loss_iou: 0.3637, d0.loss_cls: 0.2505, d0.loss_bbox: 0.1562, d0.loss_iou: 0.3704, d1.loss_cls: 0.2176, d1.loss_bbox: 0.1558, d1.loss_iou: 0.3685, d2.loss_cls: 0.2043, d2.loss_bbox: 0.1549, d2.loss_iou: 0.3657, d3.loss_cls: 0.1985, d3.loss_bbox: 0.1541, d3.loss_iou: 0.3643, d4.loss_cls: 0.1965, d4.loss_bbox: 0.1539, d4.loss_iou: 0.3643, dn_loss_cls: 0.0217, dn_loss_bbox: 0.2275, dn_loss_iou: 0.3232, d0.dn_loss_cls: 0.0557, d0.dn_loss_bbox: 0.3520, d0.dn_loss_iou: 0.4506, d1.dn_loss_cls: 0.0310, d1.dn_loss_bbox: 0.2605, d1.dn_loss_iou: 0.3575, d2.dn_loss_cls: 0.0257, d2.dn_loss_bbox: 0.2341, d2.dn_loss_iou: 0.3315, d3.dn_loss_cls: 0.0227, d3.dn_loss_bbox: 0.2293, d3.dn_loss_iou: 0.3259, d4.dn_loss_cls: 0.0219, d4.dn_loss_bbox: 0.2275, d4.dn_loss_iou: 0.3232, loss: 9.0427 2024-05-20 07:36:46,076 - mmdet - INFO - Epoch [10][3500/3665] lr: 2.000e-04, eta: 1 day, 14:58:47, time: 1.507, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2387, interm_loss_bbox: 0.1780, interm_loss_iou: 0.4060, loss_cls: 0.1962, loss_bbox: 0.1494, loss_iou: 0.3598, d0.loss_cls: 0.2499, d0.loss_bbox: 0.1534, d0.loss_iou: 0.3670, d1.loss_cls: 0.2182, d1.loss_bbox: 0.1509, d1.loss_iou: 0.3640, d2.loss_cls: 0.2051, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3624, d3.loss_cls: 0.1990, d3.loss_bbox: 0.1491, d3.loss_iou: 0.3599, d4.loss_cls: 0.1974, d4.loss_bbox: 0.1492, d4.loss_iou: 0.3595, dn_loss_cls: 0.0225, dn_loss_bbox: 0.2245, dn_loss_iou: 0.3253, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3417, d0.dn_loss_iou: 0.4479, d1.dn_loss_cls: 0.0320, d1.dn_loss_bbox: 0.2531, d1.dn_loss_iou: 0.3567, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2299, d2.dn_loss_iou: 0.3328, d3.dn_loss_cls: 0.0237, d3.dn_loss_bbox: 0.2259, d3.dn_loss_iou: 0.3277, d4.dn_loss_cls: 0.0227, d4.dn_loss_bbox: 0.2245, d4.dn_loss_iou: 0.3252, loss: 8.9621 2024-05-20 07:38:01,503 - mmdet - INFO - Epoch [10][3550/3665] lr: 2.000e-04, eta: 1 day, 14:57:39, time: 1.509, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2381, interm_loss_bbox: 0.1831, interm_loss_iou: 0.4068, loss_cls: 0.1961, loss_bbox: 0.1542, loss_iou: 0.3624, d0.loss_cls: 0.2528, d0.loss_bbox: 0.1575, d0.loss_iou: 0.3680, d1.loss_cls: 0.2194, d1.loss_bbox: 0.1566, d1.loss_iou: 0.3642, d2.loss_cls: 0.2066, d2.loss_bbox: 0.1550, d2.loss_iou: 0.3620, d3.loss_cls: 0.1999, d3.loss_bbox: 0.1541, d3.loss_iou: 0.3621, d4.loss_cls: 0.1974, d4.loss_bbox: 0.1543, d4.loss_iou: 0.3631, dn_loss_cls: 0.0248, dn_loss_bbox: 0.2304, dn_loss_iou: 0.3269, d0.dn_loss_cls: 0.0582, d0.dn_loss_bbox: 0.3527, d0.dn_loss_iou: 0.4529, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2606, d1.dn_loss_iou: 0.3600, d2.dn_loss_cls: 0.0280, d2.dn_loss_bbox: 0.2366, d2.dn_loss_iou: 0.3347, d3.dn_loss_cls: 0.0255, d3.dn_loss_bbox: 0.2321, d3.dn_loss_iou: 0.3295, d4.dn_loss_cls: 0.0251, d4.dn_loss_bbox: 0.2304, d4.dn_loss_iou: 0.3268, loss: 9.0821 2024-05-20 07:39:12,905 - mmdet - INFO - Epoch [10][3600/3665] lr: 2.000e-04, eta: 1 day, 14:56:20, time: 1.428, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2370, interm_loss_bbox: 0.1755, interm_loss_iou: 0.4063, loss_cls: 0.1935, loss_bbox: 0.1485, loss_iou: 0.3623, d0.loss_cls: 0.2491, d0.loss_bbox: 0.1520, d0.loss_iou: 0.3694, d1.loss_cls: 0.2169, d1.loss_bbox: 0.1501, d1.loss_iou: 0.3651, d2.loss_cls: 0.2048, d2.loss_bbox: 0.1474, d2.loss_iou: 0.3610, d3.loss_cls: 0.1972, d3.loss_bbox: 0.1480, d3.loss_iou: 0.3622, d4.loss_cls: 0.1951, d4.loss_bbox: 0.1481, d4.loss_iou: 0.3619, dn_loss_cls: 0.0216, dn_loss_bbox: 0.2177, dn_loss_iou: 0.3194, d0.dn_loss_cls: 0.0564, d0.dn_loss_bbox: 0.3361, d0.dn_loss_iou: 0.4420, d1.dn_loss_cls: 0.0312, d1.dn_loss_bbox: 0.2473, d1.dn_loss_iou: 0.3512, d2.dn_loss_cls: 0.0258, d2.dn_loss_bbox: 0.2233, d2.dn_loss_iou: 0.3271, d3.dn_loss_cls: 0.0228, d3.dn_loss_bbox: 0.2193, d3.dn_loss_iou: 0.3220, d4.dn_loss_cls: 0.0219, d4.dn_loss_bbox: 0.2177, d4.dn_loss_iou: 0.3193, loss: 8.8735 2024-05-20 07:40:24,384 - mmdet - INFO - Epoch [10][3650/3665] lr: 2.000e-04, eta: 1 day, 14:55:01, time: 1.430, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2430, interm_loss_bbox: 0.1787, interm_loss_iou: 0.4171, loss_cls: 0.1965, loss_bbox: 0.1523, loss_iou: 0.3729, d0.loss_cls: 0.2550, d0.loss_bbox: 0.1549, d0.loss_iou: 0.3804, d1.loss_cls: 0.2216, d1.loss_bbox: 0.1533, d1.loss_iou: 0.3767, d2.loss_cls: 0.2064, d2.loss_bbox: 0.1525, d2.loss_iou: 0.3740, d3.loss_cls: 0.1998, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3734, d4.loss_cls: 0.1983, d4.loss_bbox: 0.1516, d4.loss_iou: 0.3723, dn_loss_cls: 0.0221, dn_loss_bbox: 0.2330, dn_loss_iou: 0.3333, d0.dn_loss_cls: 0.0579, d0.dn_loss_bbox: 0.3564, d0.dn_loss_iou: 0.4590, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2644, d1.dn_loss_iou: 0.3671, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2396, d2.dn_loss_iou: 0.3417, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2350, d3.dn_loss_iou: 0.3361, d4.dn_loss_cls: 0.0224, d4.dn_loss_bbox: 0.2330, d4.dn_loss_iou: 0.3331, loss: 9.1993 2024-05-20 07:40:53,733 - mmdet - INFO - Saving checkpoint at 10 epochs 2024-05-20 07:44:16,861 - mmdet - INFO - Evaluating bbox... 2024-05-20 07:46:08,268 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.548 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.736 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.597 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.371 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.745 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.748 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.748 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.589 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.793 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.903 2024-05-20 07:46:11,235 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-20 07:46:11,237 - mmdet - INFO - Epoch(val) [10][313] bbox_mAP: 0.5480, bbox_mAP_50: 0.7360, bbox_mAP_75: 0.5970, bbox_mAP_s: 0.3710, bbox_mAP_m: 0.5830, bbox_mAP_l: 0.7220, bbox_mAP_copypaste: 0.548 0.736 0.597 0.371 0.583 0.722 2024-05-20 07:47:31,482 - mmdet - INFO - Epoch [11][50/3665] lr: 2.000e-04, eta: 1 day, 14:52:45, time: 1.604, data_time: 0.096, memory: 41053, interm_loss_cls: 0.2332, interm_loss_bbox: 0.1821, interm_loss_iou: 0.4116, loss_cls: 0.1886, loss_bbox: 0.1546, loss_iou: 0.3662, d0.loss_cls: 0.2478, d0.loss_bbox: 0.1588, d0.loss_iou: 0.3746, d1.loss_cls: 0.2126, d1.loss_bbox: 0.1570, d1.loss_iou: 0.3719, d2.loss_cls: 0.1991, d2.loss_bbox: 0.1543, d2.loss_iou: 0.3679, d3.loss_cls: 0.1925, d3.loss_bbox: 0.1544, d3.loss_iou: 0.3661, d4.loss_cls: 0.1894, d4.loss_bbox: 0.1548, d4.loss_iou: 0.3663, dn_loss_cls: 0.0226, dn_loss_bbox: 0.2261, dn_loss_iou: 0.3229, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3500, d0.dn_loss_iou: 0.4513, d1.dn_loss_cls: 0.0324, d1.dn_loss_bbox: 0.2576, d1.dn_loss_iou: 0.3570, d2.dn_loss_cls: 0.0268, d2.dn_loss_bbox: 0.2328, d2.dn_loss_iou: 0.3313, d3.dn_loss_cls: 0.0238, d3.dn_loss_bbox: 0.2278, d3.dn_loss_iou: 0.3256, d4.dn_loss_cls: 0.0229, d4.dn_loss_bbox: 0.2261, d4.dn_loss_iou: 0.3228, loss: 9.0200 2024-05-20 07:48:43,163 - mmdet - INFO - Epoch [11][100/3665] lr: 2.000e-04, eta: 1 day, 14:51:27, time: 1.434, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2359, interm_loss_bbox: 0.1758, interm_loss_iou: 0.4115, loss_cls: 0.1917, loss_bbox: 0.1524, loss_iou: 0.3687, d0.loss_cls: 0.2471, d0.loss_bbox: 0.1563, d0.loss_iou: 0.3776, d1.loss_cls: 0.2150, d1.loss_bbox: 0.1546, d1.loss_iou: 0.3736, d2.loss_cls: 0.2012, d2.loss_bbox: 0.1526, d2.loss_iou: 0.3696, d3.loss_cls: 0.1952, d3.loss_bbox: 0.1527, d3.loss_iou: 0.3688, d4.loss_cls: 0.1926, d4.loss_bbox: 0.1529, d4.loss_iou: 0.3694, dn_loss_cls: 0.0226, dn_loss_bbox: 0.2197, dn_loss_iou: 0.3239, d0.dn_loss_cls: 0.0580, d0.dn_loss_bbox: 0.3428, d0.dn_loss_iou: 0.4477, d1.dn_loss_cls: 0.0326, d1.dn_loss_bbox: 0.2500, d1.dn_loss_iou: 0.3562, d2.dn_loss_cls: 0.0272, d2.dn_loss_bbox: 0.2262, d2.dn_loss_iou: 0.3317, d3.dn_loss_cls: 0.0239, d3.dn_loss_bbox: 0.2214, d3.dn_loss_iou: 0.3265, d4.dn_loss_cls: 0.0229, d4.dn_loss_bbox: 0.2197, d4.dn_loss_iou: 0.3239, loss: 8.9923 2024-05-20 07:49:56,986 - mmdet - INFO - Epoch [11][150/3665] lr: 2.000e-04, eta: 1 day, 14:50:15, time: 1.476, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2336, interm_loss_bbox: 0.1731, interm_loss_iou: 0.4043, loss_cls: 0.1879, loss_bbox: 0.1472, loss_iou: 0.3641, d0.loss_cls: 0.2452, d0.loss_bbox: 0.1511, d0.loss_iou: 0.3696, d1.loss_cls: 0.2125, d1.loss_bbox: 0.1495, d1.loss_iou: 0.3670, d2.loss_cls: 0.1985, d2.loss_bbox: 0.1465, d2.loss_iou: 0.3631, d3.loss_cls: 0.1902, d3.loss_bbox: 0.1482, d3.loss_iou: 0.3648, d4.loss_cls: 0.1893, d4.loss_bbox: 0.1469, d4.loss_iou: 0.3633, dn_loss_cls: 0.0211, dn_loss_bbox: 0.2166, dn_loss_iou: 0.3172, d0.dn_loss_cls: 0.0556, d0.dn_loss_bbox: 0.3357, d0.dn_loss_iou: 0.4426, d1.dn_loss_cls: 0.0309, d1.dn_loss_bbox: 0.2473, d1.dn_loss_iou: 0.3504, d2.dn_loss_cls: 0.0253, d2.dn_loss_bbox: 0.2225, d2.dn_loss_iou: 0.3248, d3.dn_loss_cls: 0.0221, d3.dn_loss_bbox: 0.2181, d3.dn_loss_iou: 0.3197, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2166, d4.dn_loss_iou: 0.3171, loss: 8.8210 2024-05-20 07:51:08,451 - mmdet - INFO - Epoch [11][200/3665] lr: 2.000e-04, eta: 1 day, 14:48:56, time: 1.429, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2359, interm_loss_bbox: 0.1767, interm_loss_iou: 0.4026, loss_cls: 0.1890, loss_bbox: 0.1500, loss_iou: 0.3587, d0.loss_cls: 0.2481, d0.loss_bbox: 0.1534, d0.loss_iou: 0.3656, d1.loss_cls: 0.2135, d1.loss_bbox: 0.1525, d1.loss_iou: 0.3642, d2.loss_cls: 0.2000, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3601, d3.loss_cls: 0.1930, d3.loss_bbox: 0.1502, d3.loss_iou: 0.3584, d4.loss_cls: 0.1900, d4.loss_bbox: 0.1504, d4.loss_iou: 0.3591, dn_loss_cls: 0.0209, dn_loss_bbox: 0.2095, dn_loss_iou: 0.3172, d0.dn_loss_cls: 0.0552, d0.dn_loss_bbox: 0.3277, d0.dn_loss_iou: 0.4407, d1.dn_loss_cls: 0.0305, d1.dn_loss_bbox: 0.2381, d1.dn_loss_iou: 0.3494, d2.dn_loss_cls: 0.0252, d2.dn_loss_bbox: 0.2153, d2.dn_loss_iou: 0.3250, d3.dn_loss_cls: 0.0222, d3.dn_loss_bbox: 0.2111, d3.dn_loss_iou: 0.3197, d4.dn_loss_cls: 0.0212, d4.dn_loss_bbox: 0.2095, d4.dn_loss_iou: 0.3172, loss: 8.7780 2024-05-20 07:52:20,629 - mmdet - INFO - Epoch [11][250/3665] lr: 2.000e-04, eta: 1 day, 14:47:39, time: 1.444, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2331, interm_loss_bbox: 0.1773, interm_loss_iou: 0.4027, loss_cls: 0.1914, loss_bbox: 0.1486, loss_iou: 0.3571, d0.loss_cls: 0.2480, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3653, d1.loss_cls: 0.2140, d1.loss_bbox: 0.1519, d1.loss_iou: 0.3627, d2.loss_cls: 0.2019, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3586, d3.loss_cls: 0.1954, d3.loss_bbox: 0.1481, d3.loss_iou: 0.3566, d4.loss_cls: 0.1926, d4.loss_bbox: 0.1486, d4.loss_iou: 0.3573, dn_loss_cls: 0.0220, dn_loss_bbox: 0.2219, dn_loss_iou: 0.3225, d0.dn_loss_cls: 0.0563, d0.dn_loss_bbox: 0.3459, d0.dn_loss_iou: 0.4507, d1.dn_loss_cls: 0.0317, d1.dn_loss_bbox: 0.2533, d1.dn_loss_iou: 0.3571, d2.dn_loss_cls: 0.0262, d2.dn_loss_bbox: 0.2286, d2.dn_loss_iou: 0.3309, d3.dn_loss_cls: 0.0232, d3.dn_loss_bbox: 0.2236, d3.dn_loss_iou: 0.3251, d4.dn_loss_cls: 0.0223, d4.dn_loss_bbox: 0.2219, d4.dn_loss_iou: 0.3224, loss: 8.8998 2024-05-20 07:53:32,448 - mmdet - INFO - Epoch [11][300/3665] lr: 2.000e-04, eta: 1 day, 14:46:21, time: 1.436, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2385, interm_loss_bbox: 0.1784, interm_loss_iou: 0.4095, loss_cls: 0.1968, loss_bbox: 0.1503, loss_iou: 0.3682, d0.loss_cls: 0.2538, d0.loss_bbox: 0.1549, d0.loss_iou: 0.3733, d1.loss_cls: 0.2190, d1.loss_bbox: 0.1545, d1.loss_iou: 0.3720, d2.loss_cls: 0.2059, d2.loss_bbox: 0.1520, d2.loss_iou: 0.3700, d3.loss_cls: 0.1994, d3.loss_bbox: 0.1506, d3.loss_iou: 0.3693, d4.loss_cls: 0.1975, d4.loss_bbox: 0.1505, d4.loss_iou: 0.3688, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2220, dn_loss_iou: 0.3189, d0.dn_loss_cls: 0.0565, d0.dn_loss_bbox: 0.3435, d0.dn_loss_iou: 0.4426, d1.dn_loss_cls: 0.0318, d1.dn_loss_bbox: 0.2531, d1.dn_loss_iou: 0.3526, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2282, d2.dn_loss_iou: 0.3272, d3.dn_loss_cls: 0.0238, d3.dn_loss_bbox: 0.2236, d3.dn_loss_iou: 0.3216, d4.dn_loss_cls: 0.0230, d4.dn_loss_bbox: 0.2221, d4.dn_loss_iou: 0.3189, loss: 8.9918 2024-05-20 07:54:48,933 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-20 07:54:48,933 - mmdet - INFO - Epoch [11][350/3665] lr: 2.000e-04, eta: 1 day, 14:45:16, time: 1.530, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2298, interm_loss_bbox: 0.1778, interm_loss_iou: 0.4081, loss_cls: 0.1865, loss_bbox: 0.1493, loss_iou: 0.3629, d0.loss_cls: 0.2461, d0.loss_bbox: 0.1525, d0.loss_iou: 0.3692, d1.loss_cls: 0.2090, d1.loss_bbox: 0.1531, d1.loss_iou: 0.3694, d2.loss_cls: 0.1956, d2.loss_bbox: 0.1502, d2.loss_iou: 0.3637, d3.loss_cls: 0.1905, d3.loss_bbox: 0.1488, d3.loss_iou: 0.3635, d4.loss_cls: 0.1875, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3637, dn_loss_cls: 0.0207, dn_loss_bbox: 0.2209, dn_loss_iou: 0.3167, d0.dn_loss_cls: 0.0548, d0.dn_loss_bbox: 0.3374, d0.dn_loss_iou: 0.4384, d1.dn_loss_cls: 0.0301, d1.dn_loss_bbox: 0.2501, d1.dn_loss_iou: 0.3484, d2.dn_loss_cls: 0.0248, d2.dn_loss_bbox: 0.2265, d2.dn_loss_iou: 0.3244, d3.dn_loss_cls: 0.0220, d3.dn_loss_bbox: 0.2223, d3.dn_loss_iou: 0.3191, d4.dn_loss_cls: 0.0211, d4.dn_loss_bbox: 0.2209, d4.dn_loss_iou: 0.3166, loss: 8.8413 2024-05-20 07:56:00,182 - mmdet - INFO - Epoch [11][400/3665] lr: 2.000e-04, eta: 1 day, 14:43:57, time: 1.425, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2383, interm_loss_bbox: 0.1764, interm_loss_iou: 0.4201, loss_cls: 0.1937, loss_bbox: 0.1508, loss_iou: 0.3776, d0.loss_cls: 0.2552, d0.loss_bbox: 0.1528, d0.loss_iou: 0.3819, d1.loss_cls: 0.2197, d1.loss_bbox: 0.1519, d1.loss_iou: 0.3817, d2.loss_cls: 0.2047, d2.loss_bbox: 0.1505, d2.loss_iou: 0.3781, d3.loss_cls: 0.1972, d3.loss_bbox: 0.1502, d3.loss_iou: 0.3776, d4.loss_cls: 0.1946, d4.loss_bbox: 0.1506, d4.loss_iou: 0.3774, dn_loss_cls: 0.0222, dn_loss_bbox: 0.2117, dn_loss_iou: 0.3280, d0.dn_loss_cls: 0.0572, d0.dn_loss_bbox: 0.3291, d0.dn_loss_iou: 0.4533, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2409, d1.dn_loss_iou: 0.3614, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2175, d2.dn_loss_iou: 0.3361, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2133, d3.dn_loss_iou: 0.3307, d4.dn_loss_cls: 0.0226, d4.dn_loss_bbox: 0.2117, d4.dn_loss_iou: 0.3279, loss: 9.0262 2024-05-20 07:57:13,715 - mmdet - INFO - Epoch [11][450/3665] lr: 2.000e-04, eta: 1 day, 14:42:43, time: 1.470, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2327, interm_loss_bbox: 0.1840, interm_loss_iou: 0.4030, loss_cls: 0.1874, loss_bbox: 0.1527, loss_iou: 0.3531, d0.loss_cls: 0.2476, d0.loss_bbox: 0.1584, d0.loss_iou: 0.3623, d1.loss_cls: 0.2149, d1.loss_bbox: 0.1569, d1.loss_iou: 0.3592, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1550, d2.loss_iou: 0.3553, d3.loss_cls: 0.1903, d3.loss_bbox: 0.1530, d3.loss_iou: 0.3544, d4.loss_cls: 0.1883, d4.loss_bbox: 0.1528, d4.loss_iou: 0.3533, dn_loss_cls: 0.0215, dn_loss_bbox: 0.2290, dn_loss_iou: 0.3124, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3584, d0.dn_loss_iou: 0.4402, d1.dn_loss_cls: 0.0318, d1.dn_loss_bbox: 0.2611, d1.dn_loss_iou: 0.3465, d2.dn_loss_cls: 0.0260, d2.dn_loss_bbox: 0.2356, d2.dn_loss_iou: 0.3205, d3.dn_loss_cls: 0.0230, d3.dn_loss_bbox: 0.2308, d3.dn_loss_iou: 0.3151, d4.dn_loss_cls: 0.0219, d4.dn_loss_bbox: 0.2290, d4.dn_loss_iou: 0.3124, loss: 8.8838 2024-05-20 07:58:27,372 - mmdet - INFO - Epoch [11][500/3665] lr: 2.000e-04, eta: 1 day, 14:41:30, time: 1.473, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2372, interm_loss_bbox: 0.1829, interm_loss_iou: 0.3976, loss_cls: 0.1911, loss_bbox: 0.1543, loss_iou: 0.3524, d0.loss_cls: 0.2512, d0.loss_bbox: 0.1588, d0.loss_iou: 0.3614, d1.loss_cls: 0.2174, d1.loss_bbox: 0.1577, d1.loss_iou: 0.3586, d2.loss_cls: 0.2017, d2.loss_bbox: 0.1556, d2.loss_iou: 0.3559, d3.loss_cls: 0.1950, d3.loss_bbox: 0.1540, d3.loss_iou: 0.3532, d4.loss_cls: 0.1929, d4.loss_bbox: 0.1537, d4.loss_iou: 0.3523, dn_loss_cls: 0.0216, dn_loss_bbox: 0.2217, dn_loss_iou: 0.3169, d0.dn_loss_cls: 0.0576, d0.dn_loss_bbox: 0.3477, d0.dn_loss_iou: 0.4447, d1.dn_loss_cls: 0.0317, d1.dn_loss_bbox: 0.2545, d1.dn_loss_iou: 0.3508, d2.dn_loss_cls: 0.0260, d2.dn_loss_bbox: 0.2287, d2.dn_loss_iou: 0.3258, d3.dn_loss_cls: 0.0229, d3.dn_loss_bbox: 0.2234, d3.dn_loss_iou: 0.3198, d4.dn_loss_cls: 0.0219, d4.dn_loss_bbox: 0.2217, d4.dn_loss_iou: 0.3168, loss: 8.8893 2024-05-20 07:59:39,642 - mmdet - INFO - Epoch [11][550/3665] lr: 2.000e-04, eta: 1 day, 14:40:14, time: 1.446, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2306, interm_loss_bbox: 0.1778, interm_loss_iou: 0.4140, loss_cls: 0.1864, loss_bbox: 0.1476, loss_iou: 0.3670, d0.loss_cls: 0.2438, d0.loss_bbox: 0.1526, d0.loss_iou: 0.3727, d1.loss_cls: 0.2112, d1.loss_bbox: 0.1510, d1.loss_iou: 0.3706, d2.loss_cls: 0.1959, d2.loss_bbox: 0.1489, d2.loss_iou: 0.3687, d3.loss_cls: 0.1899, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3671, d4.loss_cls: 0.1869, d4.loss_bbox: 0.1478, d4.loss_iou: 0.3674, dn_loss_cls: 0.0211, dn_loss_bbox: 0.2208, dn_loss_iou: 0.3225, d0.dn_loss_cls: 0.0555, d0.dn_loss_bbox: 0.3446, d0.dn_loss_iou: 0.4471, d1.dn_loss_cls: 0.0309, d1.dn_loss_bbox: 0.2525, d1.dn_loss_iou: 0.3551, d2.dn_loss_cls: 0.0253, d2.dn_loss_bbox: 0.2267, d2.dn_loss_iou: 0.3299, d3.dn_loss_cls: 0.0223, d3.dn_loss_bbox: 0.2224, d3.dn_loss_iou: 0.3248, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2207, d4.dn_loss_iou: 0.3224, loss: 8.9120 2024-05-20 08:00:56,453 - mmdet - INFO - Epoch [11][600/3665] lr: 2.000e-04, eta: 1 day, 14:39:09, time: 1.536, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2367, interm_loss_bbox: 0.1792, interm_loss_iou: 0.4034, loss_cls: 0.1920, loss_bbox: 0.1512, loss_iou: 0.3575, d0.loss_cls: 0.2515, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3643, d1.loss_cls: 0.2154, d1.loss_bbox: 0.1544, d1.loss_iou: 0.3630, d2.loss_cls: 0.2009, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3602, d3.loss_cls: 0.1943, d3.loss_bbox: 0.1517, d3.loss_iou: 0.3586, d4.loss_cls: 0.1926, d4.loss_bbox: 0.1513, d4.loss_iou: 0.3583, dn_loss_cls: 0.0211, dn_loss_bbox: 0.2250, dn_loss_iou: 0.3174, d0.dn_loss_cls: 0.0560, d0.dn_loss_bbox: 0.3455, d0.dn_loss_iou: 0.4408, d1.dn_loss_cls: 0.0310, d1.dn_loss_bbox: 0.2557, d1.dn_loss_iou: 0.3499, d2.dn_loss_cls: 0.0254, d2.dn_loss_bbox: 0.2312, d2.dn_loss_iou: 0.3256, d3.dn_loss_cls: 0.0223, d3.dn_loss_bbox: 0.2266, d3.dn_loss_iou: 0.3200, d4.dn_loss_cls: 0.0215, d4.dn_loss_bbox: 0.2250, d4.dn_loss_iou: 0.3173, loss: 8.9004 2024-05-20 08:02:09,699 - mmdet - INFO - Epoch [11][650/3665] lr: 2.000e-04, eta: 1 day, 14:37:55, time: 1.465, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2289, interm_loss_bbox: 0.1804, interm_loss_iou: 0.4061, loss_cls: 0.1904, loss_bbox: 0.1496, loss_iou: 0.3604, d0.loss_cls: 0.2449, d0.loss_bbox: 0.1553, d0.loss_iou: 0.3674, d1.loss_cls: 0.2107, d1.loss_bbox: 0.1553, d1.loss_iou: 0.3678, d2.loss_cls: 0.2005, d2.loss_bbox: 0.1516, d2.loss_iou: 0.3623, d3.loss_cls: 0.1934, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3613, d4.loss_cls: 0.1916, d4.loss_bbox: 0.1499, d4.loss_iou: 0.3602, dn_loss_cls: 0.0203, dn_loss_bbox: 0.2192, dn_loss_iou: 0.3126, d0.dn_loss_cls: 0.0556, d0.dn_loss_bbox: 0.3424, d0.dn_loss_iou: 0.4342, d1.dn_loss_cls: 0.0301, d1.dn_loss_bbox: 0.2512, d1.dn_loss_iou: 0.3449, d2.dn_loss_cls: 0.0246, d2.dn_loss_bbox: 0.2258, d2.dn_loss_iou: 0.3204, d3.dn_loss_cls: 0.0217, d3.dn_loss_bbox: 0.2208, d3.dn_loss_iou: 0.3151, d4.dn_loss_cls: 0.0207, d4.dn_loss_bbox: 0.2193, d4.dn_loss_iou: 0.3125, loss: 8.8293 2024-05-20 08:03:23,300 - mmdet - INFO - Epoch [11][700/3665] lr: 2.000e-04, eta: 1 day, 14:36:41, time: 1.472, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2379, interm_loss_bbox: 0.1795, interm_loss_iou: 0.4102, loss_cls: 0.1970, loss_bbox: 0.1487, loss_iou: 0.3621, d0.loss_cls: 0.2531, d0.loss_bbox: 0.1528, d0.loss_iou: 0.3712, d1.loss_cls: 0.2181, d1.loss_bbox: 0.1544, d1.loss_iou: 0.3706, d2.loss_cls: 0.2058, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3652, d3.loss_cls: 0.2003, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3627, d4.loss_cls: 0.1984, d4.loss_bbox: 0.1487, d4.loss_iou: 0.3626, dn_loss_cls: 0.0223, dn_loss_bbox: 0.2176, dn_loss_iou: 0.3209, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3354, d0.dn_loss_iou: 0.4445, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2461, d1.dn_loss_iou: 0.3528, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2236, d2.dn_loss_iou: 0.3289, d3.dn_loss_cls: 0.0235, d3.dn_loss_bbox: 0.2195, d3.dn_loss_iou: 0.3238, d4.dn_loss_cls: 0.0226, d4.dn_loss_bbox: 0.2176, d4.dn_loss_iou: 0.3209, loss: 8.9342 2024-05-20 08:04:35,148 - mmdet - INFO - Epoch [11][750/3665] lr: 2.000e-04, eta: 1 day, 14:35:24, time: 1.437, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2324, interm_loss_bbox: 0.1759, interm_loss_iou: 0.4079, loss_cls: 0.1897, loss_bbox: 0.1491, loss_iou: 0.3627, d0.loss_cls: 0.2495, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3674, d1.loss_cls: 0.2127, d1.loss_bbox: 0.1518, d1.loss_iou: 0.3690, d2.loss_cls: 0.2014, d2.loss_bbox: 0.1474, d2.loss_iou: 0.3617, d3.loss_cls: 0.1935, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3620, d4.loss_cls: 0.1904, d4.loss_bbox: 0.1489, d4.loss_iou: 0.3629, dn_loss_cls: 0.0211, dn_loss_bbox: 0.2153, dn_loss_iou: 0.3157, d0.dn_loss_cls: 0.0554, d0.dn_loss_bbox: 0.3412, d0.dn_loss_iou: 0.4412, d1.dn_loss_cls: 0.0306, d1.dn_loss_bbox: 0.2477, d1.dn_loss_iou: 0.3486, d2.dn_loss_cls: 0.0252, d2.dn_loss_bbox: 0.2218, d2.dn_loss_iou: 0.3234, d3.dn_loss_cls: 0.0223, d3.dn_loss_bbox: 0.2171, d3.dn_loss_iou: 0.3181, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2153, d4.dn_loss_iou: 0.3156, loss: 8.8325 2024-05-20 08:05:46,733 - mmdet - INFO - Epoch [11][800/3665] lr: 2.000e-04, eta: 1 day, 14:34:06, time: 1.432, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2374, interm_loss_bbox: 0.1743, interm_loss_iou: 0.4061, loss_cls: 0.1966, loss_bbox: 0.1451, loss_iou: 0.3639, d0.loss_cls: 0.2507, d0.loss_bbox: 0.1509, d0.loss_iou: 0.3701, d1.loss_cls: 0.2167, d1.loss_bbox: 0.1504, d1.loss_iou: 0.3697, d2.loss_cls: 0.2059, d2.loss_bbox: 0.1460, d2.loss_iou: 0.3649, d3.loss_cls: 0.1994, d3.loss_bbox: 0.1457, d3.loss_iou: 0.3647, d4.loss_cls: 0.1982, d4.loss_bbox: 0.1447, d4.loss_iou: 0.3638, dn_loss_cls: 0.0213, dn_loss_bbox: 0.2178, dn_loss_iou: 0.3186, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3357, d0.dn_loss_iou: 0.4404, d1.dn_loss_cls: 0.0308, d1.dn_loss_bbox: 0.2471, d1.dn_loss_iou: 0.3506, d2.dn_loss_cls: 0.0255, d2.dn_loss_bbox: 0.2237, d2.dn_loss_iou: 0.3260, d3.dn_loss_cls: 0.0225, d3.dn_loss_bbox: 0.2194, d3.dn_loss_iou: 0.3211, d4.dn_loss_cls: 0.0216, d4.dn_loss_bbox: 0.2178, d4.dn_loss_iou: 0.3185, loss: 8.8791 2024-05-20 08:06:58,667 - mmdet - INFO - Epoch [11][850/3665] lr: 2.000e-04, eta: 1 day, 14:32:48, time: 1.439, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2340, interm_loss_bbox: 0.1800, interm_loss_iou: 0.4085, loss_cls: 0.1936, loss_bbox: 0.1478, loss_iou: 0.3606, d0.loss_cls: 0.2496, d0.loss_bbox: 0.1536, d0.loss_iou: 0.3679, d1.loss_cls: 0.2148, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3676, d2.loss_cls: 0.2023, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3632, d3.loss_cls: 0.1963, d3.loss_bbox: 0.1480, d3.loss_iou: 0.3613, d4.loss_cls: 0.1948, d4.loss_bbox: 0.1476, d4.loss_iou: 0.3607, dn_loss_cls: 0.0223, dn_loss_bbox: 0.2239, dn_loss_iou: 0.3225, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3454, d0.dn_loss_iou: 0.4487, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2552, d1.dn_loss_iou: 0.3561, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2304, d2.dn_loss_iou: 0.3310, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2257, d3.dn_loss_iou: 0.3255, d4.dn_loss_cls: 0.0227, d4.dn_loss_bbox: 0.2239, d4.dn_loss_iou: 0.3224, loss: 8.9488 2024-05-20 08:08:11,748 - mmdet - INFO - Epoch [11][900/3665] lr: 2.000e-04, eta: 1 day, 14:31:34, time: 1.462, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2378, interm_loss_bbox: 0.1754, interm_loss_iou: 0.4061, loss_cls: 0.1949, loss_bbox: 0.1484, loss_iou: 0.3641, d0.loss_cls: 0.2510, d0.loss_bbox: 0.1532, d0.loss_iou: 0.3693, d1.loss_cls: 0.2167, d1.loss_bbox: 0.1536, d1.loss_iou: 0.3692, d2.loss_cls: 0.2044, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3651, d3.loss_cls: 0.1980, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3644, d4.loss_cls: 0.1963, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3640, dn_loss_cls: 0.0218, dn_loss_bbox: 0.2132, dn_loss_iou: 0.3228, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3286, d0.dn_loss_iou: 0.4474, d1.dn_loss_cls: 0.0315, d1.dn_loss_bbox: 0.2415, d1.dn_loss_iou: 0.3548, d2.dn_loss_cls: 0.0258, d2.dn_loss_bbox: 0.2188, d2.dn_loss_iou: 0.3302, d3.dn_loss_cls: 0.0230, d3.dn_loss_bbox: 0.2148, d3.dn_loss_iou: 0.3252, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.2132, d4.dn_loss_iou: 0.3228, loss: 8.8918 2024-05-20 08:09:25,947 - mmdet - INFO - Epoch [11][950/3665] lr: 2.000e-04, eta: 1 day, 14:30:22, time: 1.484, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2367, interm_loss_bbox: 0.1791, interm_loss_iou: 0.4068, loss_cls: 0.1924, loss_bbox: 0.1509, loss_iou: 0.3640, d0.loss_cls: 0.2512, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3674, d1.loss_cls: 0.2172, d1.loss_bbox: 0.1529, d1.loss_iou: 0.3655, d2.loss_cls: 0.2015, d2.loss_bbox: 0.1516, d2.loss_iou: 0.3644, d3.loss_cls: 0.1970, d3.loss_bbox: 0.1510, d3.loss_iou: 0.3632, d4.loss_cls: 0.1936, d4.loss_bbox: 0.1510, d4.loss_iou: 0.3641, dn_loss_cls: 0.0210, dn_loss_bbox: 0.2230, dn_loss_iou: 0.3243, d0.dn_loss_cls: 0.0559, d0.dn_loss_bbox: 0.3459, d0.dn_loss_iou: 0.4481, d1.dn_loss_cls: 0.0309, d1.dn_loss_bbox: 0.2544, d1.dn_loss_iou: 0.3578, d2.dn_loss_cls: 0.0254, d2.dn_loss_bbox: 0.2294, d2.dn_loss_iou: 0.3329, d3.dn_loss_cls: 0.0222, d3.dn_loss_bbox: 0.2248, d3.dn_loss_iou: 0.3273, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2230, d4.dn_loss_iou: 0.3242, loss: 8.9673 2024-05-20 08:10:39,990 - mmdet - INFO - Epoch [11][1000/3665] lr: 2.000e-04, eta: 1 day, 14:29:10, time: 1.481, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2366, interm_loss_bbox: 0.1767, interm_loss_iou: 0.4024, loss_cls: 0.1917, loss_bbox: 0.1485, loss_iou: 0.3575, d0.loss_cls: 0.2497, d0.loss_bbox: 0.1533, d0.loss_iou: 0.3630, d1.loss_cls: 0.2185, d1.loss_bbox: 0.1510, d1.loss_iou: 0.3603, d2.loss_cls: 0.2037, d2.loss_bbox: 0.1483, d2.loss_iou: 0.3559, d3.loss_cls: 0.1966, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3562, d4.loss_cls: 0.1931, d4.loss_bbox: 0.1487, d4.loss_iou: 0.3570, dn_loss_cls: 0.0210, dn_loss_bbox: 0.2239, dn_loss_iou: 0.3198, d0.dn_loss_cls: 0.0556, d0.dn_loss_bbox: 0.3462, d0.dn_loss_iou: 0.4445, d1.dn_loss_cls: 0.0309, d1.dn_loss_bbox: 0.2554, d1.dn_loss_iou: 0.3529, d2.dn_loss_cls: 0.0254, d2.dn_loss_bbox: 0.2304, d2.dn_loss_iou: 0.3282, d3.dn_loss_cls: 0.0223, d3.dn_loss_bbox: 0.2257, d3.dn_loss_iou: 0.3227, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2239, d4.dn_loss_iou: 0.3197, loss: 8.8871 2024-05-20 08:11:54,113 - mmdet - INFO - Epoch [11][1050/3665] lr: 2.000e-04, eta: 1 day, 14:27:58, time: 1.482, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2341, interm_loss_bbox: 0.1790, interm_loss_iou: 0.4089, loss_cls: 0.1888, loss_bbox: 0.1490, loss_iou: 0.3592, d0.loss_cls: 0.2483, d0.loss_bbox: 0.1529, d0.loss_iou: 0.3681, d1.loss_cls: 0.2117, d1.loss_bbox: 0.1527, d1.loss_iou: 0.3651, d2.loss_cls: 0.2000, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3599, d3.loss_cls: 0.1932, d3.loss_bbox: 0.1489, d3.loss_iou: 0.3595, d4.loss_cls: 0.1897, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3595, dn_loss_cls: 0.0226, dn_loss_bbox: 0.2169, dn_loss_iou: 0.3199, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3371, d0.dn_loss_iou: 0.4451, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2466, d1.dn_loss_iou: 0.3527, d2.dn_loss_cls: 0.0268, d2.dn_loss_bbox: 0.2228, d2.dn_loss_iou: 0.3278, d3.dn_loss_cls: 0.0236, d3.dn_loss_bbox: 0.2186, d3.dn_loss_iou: 0.3226, d4.dn_loss_cls: 0.0228, d4.dn_loss_bbox: 0.2169, d4.dn_loss_iou: 0.3198, loss: 8.8595 2024-05-20 08:13:05,873 - mmdet - INFO - Epoch [11][1100/3665] lr: 2.000e-04, eta: 1 day, 14:26:41, time: 1.435, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2363, interm_loss_bbox: 0.1789, interm_loss_iou: 0.4022, loss_cls: 0.1952, loss_bbox: 0.1530, loss_iou: 0.3600, d0.loss_cls: 0.2518, d0.loss_bbox: 0.1555, d0.loss_iou: 0.3663, d1.loss_cls: 0.2194, d1.loss_bbox: 0.1541, d1.loss_iou: 0.3624, d2.loss_cls: 0.2062, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3603, d3.loss_cls: 0.1983, d3.loss_bbox: 0.1526, d3.loss_iou: 0.3612, d4.loss_cls: 0.1962, d4.loss_bbox: 0.1528, d4.loss_iou: 0.3605, dn_loss_cls: 0.0225, dn_loss_bbox: 0.2239, dn_loss_iou: 0.3284, d0.dn_loss_cls: 0.0563, d0.dn_loss_bbox: 0.3418, d0.dn_loss_iou: 0.4514, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2529, d1.dn_loss_iou: 0.3603, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2297, d2.dn_loss_iou: 0.3360, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2257, d3.dn_loss_iou: 0.3309, d4.dn_loss_cls: 0.0226, d4.dn_loss_bbox: 0.2239, d4.dn_loss_iou: 0.3283, loss: 8.9920 2024-05-20 08:14:23,582 - mmdet - INFO - Epoch [11][1150/3665] lr: 2.000e-04, eta: 1 day, 14:25:38, time: 1.554, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2296, interm_loss_bbox: 0.1726, interm_loss_iou: 0.4093, loss_cls: 0.1908, loss_bbox: 0.1423, loss_iou: 0.3622, d0.loss_cls: 0.2465, d0.loss_bbox: 0.1477, d0.loss_iou: 0.3698, d1.loss_cls: 0.2132, d1.loss_bbox: 0.1465, d1.loss_iou: 0.3685, d2.loss_cls: 0.1994, d2.loss_bbox: 0.1439, d2.loss_iou: 0.3647, d3.loss_cls: 0.1931, d3.loss_bbox: 0.1434, d3.loss_iou: 0.3638, d4.loss_cls: 0.1913, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3627, dn_loss_cls: 0.0213, dn_loss_bbox: 0.2171, dn_loss_iou: 0.3197, d0.dn_loss_cls: 0.0559, d0.dn_loss_bbox: 0.3379, d0.dn_loss_iou: 0.4437, d1.dn_loss_cls: 0.0308, d1.dn_loss_bbox: 0.2467, d1.dn_loss_iou: 0.3518, d2.dn_loss_cls: 0.0252, d2.dn_loss_bbox: 0.2227, d2.dn_loss_iou: 0.3272, d3.dn_loss_cls: 0.0223, d3.dn_loss_bbox: 0.2185, d3.dn_loss_iou: 0.3219, d4.dn_loss_cls: 0.0215, d4.dn_loss_bbox: 0.2171, d4.dn_loss_iou: 0.3196, loss: 8.8249 2024-05-20 08:15:37,602 - mmdet - INFO - Epoch [11][1200/3665] lr: 2.000e-04, eta: 1 day, 14:24:26, time: 1.480, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2352, interm_loss_bbox: 0.1845, interm_loss_iou: 0.4086, loss_cls: 0.1951, loss_bbox: 0.1523, loss_iou: 0.3587, d0.loss_cls: 0.2534, d0.loss_bbox: 0.1583, d0.loss_iou: 0.3675, d1.loss_cls: 0.2176, d1.loss_bbox: 0.1569, d1.loss_iou: 0.3664, d2.loss_cls: 0.2048, d2.loss_bbox: 0.1543, d2.loss_iou: 0.3610, d3.loss_cls: 0.1985, d3.loss_bbox: 0.1530, d3.loss_iou: 0.3593, d4.loss_cls: 0.1960, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3585, dn_loss_cls: 0.0220, dn_loss_bbox: 0.2313, dn_loss_iou: 0.3176, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3584, d0.dn_loss_iou: 0.4439, d1.dn_loss_cls: 0.0321, d1.dn_loss_bbox: 0.2647, d1.dn_loss_iou: 0.3513, d2.dn_loss_cls: 0.0264, d2.dn_loss_bbox: 0.2385, d2.dn_loss_iou: 0.3260, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2333, d3.dn_loss_iou: 0.3203, d4.dn_loss_cls: 0.0224, d4.dn_loss_bbox: 0.2313, d4.dn_loss_iou: 0.3175, loss: 9.0098 2024-05-20 08:16:53,348 - mmdet - INFO - Epoch [11][1250/3665] lr: 2.000e-04, eta: 1 day, 14:23:18, time: 1.515, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2313, interm_loss_bbox: 0.1820, interm_loss_iou: 0.4064, loss_cls: 0.1919, loss_bbox: 0.1511, loss_iou: 0.3597, d0.loss_cls: 0.2524, d0.loss_bbox: 0.1579, d0.loss_iou: 0.3670, d1.loss_cls: 0.2162, d1.loss_bbox: 0.1552, d1.loss_iou: 0.3648, d2.loss_cls: 0.2011, d2.loss_bbox: 0.1534, d2.loss_iou: 0.3629, d3.loss_cls: 0.1950, d3.loss_bbox: 0.1523, d3.loss_iou: 0.3609, d4.loss_cls: 0.1934, d4.loss_bbox: 0.1510, d4.loss_iou: 0.3596, dn_loss_cls: 0.0208, dn_loss_bbox: 0.2200, dn_loss_iou: 0.3152, d0.dn_loss_cls: 0.0552, d0.dn_loss_bbox: 0.3413, d0.dn_loss_iou: 0.4370, d1.dn_loss_cls: 0.0299, d1.dn_loss_bbox: 0.2502, d1.dn_loss_iou: 0.3472, d2.dn_loss_cls: 0.0248, d2.dn_loss_bbox: 0.2262, d2.dn_loss_iou: 0.3227, d3.dn_loss_cls: 0.0219, d3.dn_loss_bbox: 0.2218, d3.dn_loss_iou: 0.3177, d4.dn_loss_cls: 0.0211, d4.dn_loss_bbox: 0.2200, d4.dn_loss_iou: 0.3151, loss: 8.8737 2024-05-20 08:18:04,807 - mmdet - INFO - Epoch [11][1300/3665] lr: 2.000e-04, eta: 1 day, 14:21:59, time: 1.429, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2395, interm_loss_bbox: 0.1765, interm_loss_iou: 0.4048, loss_cls: 0.1947, loss_bbox: 0.1462, loss_iou: 0.3587, d0.loss_cls: 0.2572, d0.loss_bbox: 0.1513, d0.loss_iou: 0.3663, d1.loss_cls: 0.2229, d1.loss_bbox: 0.1478, d1.loss_iou: 0.3625, d2.loss_cls: 0.2073, d2.loss_bbox: 0.1460, d2.loss_iou: 0.3582, d3.loss_cls: 0.1987, d3.loss_bbox: 0.1464, d3.loss_iou: 0.3588, d4.loss_cls: 0.1955, d4.loss_bbox: 0.1464, d4.loss_iou: 0.3594, dn_loss_cls: 0.0213, dn_loss_bbox: 0.2105, dn_loss_iou: 0.3114, d0.dn_loss_cls: 0.0561, d0.dn_loss_bbox: 0.3379, d0.dn_loss_iou: 0.4419, d1.dn_loss_cls: 0.0306, d1.dn_loss_bbox: 0.2428, d1.dn_loss_iou: 0.3464, d2.dn_loss_cls: 0.0252, d2.dn_loss_bbox: 0.2173, d2.dn_loss_iou: 0.3198, d3.dn_loss_cls: 0.0225, d3.dn_loss_bbox: 0.2126, d3.dn_loss_iou: 0.3144, d4.dn_loss_cls: 0.0216, d4.dn_loss_bbox: 0.2105, d4.dn_loss_iou: 0.3114, loss: 8.7994 2024-05-20 08:19:20,048 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-20 08:19:20,049 - mmdet - INFO - Epoch [11][1350/3665] lr: 2.000e-04, eta: 1 day, 14:20:50, time: 1.505, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2402, interm_loss_bbox: 0.1813, interm_loss_iou: 0.4089, loss_cls: 0.1970, loss_bbox: 0.1549, loss_iou: 0.3670, d0.loss_cls: 0.2591, d0.loss_bbox: 0.1601, d0.loss_iou: 0.3743, d1.loss_cls: 0.2249, d1.loss_bbox: 0.1581, d1.loss_iou: 0.3712, d2.loss_cls: 0.2084, d2.loss_bbox: 0.1553, d2.loss_iou: 0.3675, d3.loss_cls: 0.2003, d3.loss_bbox: 0.1555, d3.loss_iou: 0.3686, d4.loss_cls: 0.1984, d4.loss_bbox: 0.1554, d4.loss_iou: 0.3675, dn_loss_cls: 0.0279, dn_loss_bbox: 0.2284, dn_loss_iou: 0.3355, d0.dn_loss_cls: 0.0621, d0.dn_loss_bbox: 0.3474, d0.dn_loss_iou: 0.4612, d1.dn_loss_cls: 0.0361, d1.dn_loss_bbox: 0.2577, d1.dn_loss_iou: 0.3690, d2.dn_loss_cls: 0.0305, d2.dn_loss_bbox: 0.2340, d2.dn_loss_iou: 0.3434, d3.dn_loss_cls: 0.0283, d3.dn_loss_bbox: 0.2301, d3.dn_loss_iou: 0.3383, d4.dn_loss_cls: 0.0278, d4.dn_loss_bbox: 0.2284, d4.dn_loss_iou: 0.3354, loss: 9.1954 2024-05-20 08:20:31,873 - mmdet - INFO - Epoch [11][1400/3665] lr: 2.000e-04, eta: 1 day, 14:19:33, time: 1.437, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2396, interm_loss_bbox: 0.1823, interm_loss_iou: 0.4084, loss_cls: 0.1936, loss_bbox: 0.1552, loss_iou: 0.3655, d0.loss_cls: 0.2620, d0.loss_bbox: 0.1576, d0.loss_iou: 0.3722, d1.loss_cls: 0.2226, d1.loss_bbox: 0.1575, d1.loss_iou: 0.3700, d2.loss_cls: 0.2057, d2.loss_bbox: 0.1552, d2.loss_iou: 0.3668, d3.loss_cls: 0.1970, d3.loss_bbox: 0.1557, d3.loss_iou: 0.3659, d4.loss_cls: 0.1940, d4.loss_bbox: 0.1559, d4.loss_iou: 0.3666, dn_loss_cls: 0.0226, dn_loss_bbox: 0.2246, dn_loss_iou: 0.3217, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3515, d0.dn_loss_iou: 0.4535, d1.dn_loss_cls: 0.0316, d1.dn_loss_bbox: 0.2564, d1.dn_loss_iou: 0.3561, d2.dn_loss_cls: 0.0263, d2.dn_loss_bbox: 0.2311, d2.dn_loss_iou: 0.3301, d3.dn_loss_cls: 0.0235, d3.dn_loss_bbox: 0.2264, d3.dn_loss_iou: 0.3246, d4.dn_loss_cls: 0.0229, d4.dn_loss_bbox: 0.2247, d4.dn_loss_iou: 0.3216, loss: 9.0552 2024-05-20 08:21:45,338 - mmdet - INFO - Epoch [11][1450/3665] lr: 2.000e-04, eta: 1 day, 14:18:19, time: 1.469, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2328, interm_loss_bbox: 0.1778, interm_loss_iou: 0.3926, loss_cls: 0.1885, loss_bbox: 0.1522, loss_iou: 0.3513, d0.loss_cls: 0.2491, d0.loss_bbox: 0.1561, d0.loss_iou: 0.3592, d1.loss_cls: 0.2129, d1.loss_bbox: 0.1568, d1.loss_iou: 0.3576, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1541, d2.loss_iou: 0.3530, d3.loss_cls: 0.1911, d3.loss_bbox: 0.1533, d3.loss_iou: 0.3524, d4.loss_cls: 0.1885, d4.loss_bbox: 0.1532, d4.loss_iou: 0.3519, dn_loss_cls: 0.0224, dn_loss_bbox: 0.2203, dn_loss_iou: 0.3161, d0.dn_loss_cls: 0.0566, d0.dn_loss_bbox: 0.3291, d0.dn_loss_iou: 0.4347, d1.dn_loss_cls: 0.0313, d1.dn_loss_bbox: 0.2476, d1.dn_loss_iou: 0.3475, d2.dn_loss_cls: 0.0259, d2.dn_loss_bbox: 0.2254, d2.dn_loss_iou: 0.3234, d3.dn_loss_cls: 0.0232, d3.dn_loss_bbox: 0.2218, d3.dn_loss_iou: 0.3187, d4.dn_loss_cls: 0.0226, d4.dn_loss_bbox: 0.2203, d4.dn_loss_iou: 0.3160, loss: 8.7850 2024-05-20 08:22:56,721 - mmdet - INFO - Epoch [11][1500/3665] lr: 2.000e-04, eta: 1 day, 14:17:00, time: 1.428, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2384, interm_loss_bbox: 0.1703, interm_loss_iou: 0.3977, loss_cls: 0.1939, loss_bbox: 0.1443, loss_iou: 0.3575, d0.loss_cls: 0.2536, d0.loss_bbox: 0.1478, d0.loss_iou: 0.3627, d1.loss_cls: 0.2186, d1.loss_bbox: 0.1471, d1.loss_iou: 0.3616, d2.loss_cls: 0.2032, d2.loss_bbox: 0.1464, d2.loss_iou: 0.3603, d3.loss_cls: 0.1975, d3.loss_bbox: 0.1443, d3.loss_iou: 0.3580, d4.loss_cls: 0.1943, d4.loss_bbox: 0.1448, d4.loss_iou: 0.3584, dn_loss_cls: 0.0205, dn_loss_bbox: 0.2172, dn_loss_iou: 0.3141, d0.dn_loss_cls: 0.0543, d0.dn_loss_bbox: 0.3406, d0.dn_loss_iou: 0.4371, d1.dn_loss_cls: 0.0298, d1.dn_loss_bbox: 0.2484, d1.dn_loss_iou: 0.3464, d2.dn_loss_cls: 0.0244, d2.dn_loss_bbox: 0.2239, d2.dn_loss_iou: 0.3218, d3.dn_loss_cls: 0.0216, d3.dn_loss_bbox: 0.2188, d3.dn_loss_iou: 0.3165, d4.dn_loss_cls: 0.0208, d4.dn_loss_bbox: 0.2172, d4.dn_loss_iou: 0.3140, loss: 8.7879 2024-05-20 08:24:12,488 - mmdet - INFO - Epoch [11][1550/3665] lr: 2.000e-04, eta: 1 day, 14:15:53, time: 1.515, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2384, interm_loss_bbox: 0.1788, interm_loss_iou: 0.4036, loss_cls: 0.1931, loss_bbox: 0.1521, loss_iou: 0.3620, d0.loss_cls: 0.2535, d0.loss_bbox: 0.1579, d0.loss_iou: 0.3695, d1.loss_cls: 0.2182, d1.loss_bbox: 0.1554, d1.loss_iou: 0.3666, d2.loss_cls: 0.2029, d2.loss_bbox: 0.1535, d2.loss_iou: 0.3652, d3.loss_cls: 0.1957, d3.loss_bbox: 0.1534, d3.loss_iou: 0.3636, d4.loss_cls: 0.1937, d4.loss_bbox: 0.1529, d4.loss_iou: 0.3627, dn_loss_cls: 0.0207, dn_loss_bbox: 0.2215, dn_loss_iou: 0.3166, d0.dn_loss_cls: 0.0553, d0.dn_loss_bbox: 0.3392, d0.dn_loss_iou: 0.4384, d1.dn_loss_cls: 0.0304, d1.dn_loss_bbox: 0.2514, d1.dn_loss_iou: 0.3491, d2.dn_loss_cls: 0.0247, d2.dn_loss_bbox: 0.2276, d2.dn_loss_iou: 0.3244, d3.dn_loss_cls: 0.0220, d3.dn_loss_bbox: 0.2230, d3.dn_loss_iou: 0.3193, d4.dn_loss_cls: 0.0211, d4.dn_loss_bbox: 0.2214, d4.dn_loss_iou: 0.3165, loss: 8.9153 2024-05-20 08:25:25,980 - mmdet - INFO - Epoch [11][1600/3665] lr: 2.000e-04, eta: 1 day, 14:14:39, time: 1.470, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2416, interm_loss_bbox: 0.1791, interm_loss_iou: 0.4100, loss_cls: 0.1967, loss_bbox: 0.1540, loss_iou: 0.3697, d0.loss_cls: 0.2551, d0.loss_bbox: 0.1581, d0.loss_iou: 0.3756, d1.loss_cls: 0.2219, d1.loss_bbox: 0.1560, d1.loss_iou: 0.3739, d2.loss_cls: 0.2073, d2.loss_bbox: 0.1540, d2.loss_iou: 0.3714, d3.loss_cls: 0.2001, d3.loss_bbox: 0.1537, d3.loss_iou: 0.3704, d4.loss_cls: 0.1975, d4.loss_bbox: 0.1543, d4.loss_iou: 0.3701, dn_loss_cls: 0.0219, dn_loss_bbox: 0.2208, dn_loss_iou: 0.3280, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3427, d0.dn_loss_iou: 0.4522, d1.dn_loss_cls: 0.0322, d1.dn_loss_bbox: 0.2535, d1.dn_loss_iou: 0.3621, d2.dn_loss_cls: 0.0263, d2.dn_loss_bbox: 0.2275, d2.dn_loss_iou: 0.3364, d3.dn_loss_cls: 0.0231, d3.dn_loss_bbox: 0.2226, d3.dn_loss_iou: 0.3310, d4.dn_loss_cls: 0.0224, d4.dn_loss_bbox: 0.2208, d4.dn_loss_iou: 0.3280, loss: 9.0791 2024-05-20 08:26:39,106 - mmdet - INFO - Epoch [11][1650/3665] lr: 2.000e-04, eta: 1 day, 14:13:25, time: 1.463, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2282, interm_loss_bbox: 0.1822, interm_loss_iou: 0.3989, loss_cls: 0.1849, loss_bbox: 0.1537, loss_iou: 0.3520, d0.loss_cls: 0.2451, d0.loss_bbox: 0.1568, d0.loss_iou: 0.3573, d1.loss_cls: 0.2093, d1.loss_bbox: 0.1558, d1.loss_iou: 0.3560, d2.loss_cls: 0.1949, d2.loss_bbox: 0.1541, d2.loss_iou: 0.3538, d3.loss_cls: 0.1884, d3.loss_bbox: 0.1536, d3.loss_iou: 0.3522, d4.loss_cls: 0.1866, d4.loss_bbox: 0.1533, d4.loss_iou: 0.3514, dn_loss_cls: 0.0204, dn_loss_bbox: 0.2177, dn_loss_iou: 0.3130, d0.dn_loss_cls: 0.0544, d0.dn_loss_bbox: 0.3368, d0.dn_loss_iou: 0.4353, d1.dn_loss_cls: 0.0303, d1.dn_loss_bbox: 0.2489, d1.dn_loss_iou: 0.3460, d2.dn_loss_cls: 0.0246, d2.dn_loss_bbox: 0.2240, d2.dn_loss_iou: 0.3210, d3.dn_loss_cls: 0.0217, d3.dn_loss_bbox: 0.2196, d3.dn_loss_iou: 0.3158, d4.dn_loss_cls: 0.0208, d4.dn_loss_bbox: 0.2177, d4.dn_loss_iou: 0.3129, loss: 8.7494 2024-05-20 08:27:57,169 - mmdet - INFO - Epoch [11][1700/3665] lr: 2.000e-04, eta: 1 day, 14:12:23, time: 1.561, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2364, interm_loss_bbox: 0.1792, interm_loss_iou: 0.4081, loss_cls: 0.1910, loss_bbox: 0.1530, loss_iou: 0.3647, d0.loss_cls: 0.2502, d0.loss_bbox: 0.1547, d0.loss_iou: 0.3700, d1.loss_cls: 0.2150, d1.loss_bbox: 0.1567, d1.loss_iou: 0.3700, d2.loss_cls: 0.2015, d2.loss_bbox: 0.1537, d2.loss_iou: 0.3662, d3.loss_cls: 0.1952, d3.loss_bbox: 0.1531, d3.loss_iou: 0.3648, d4.loss_cls: 0.1919, d4.loss_bbox: 0.1533, d4.loss_iou: 0.3652, dn_loss_cls: 0.0220, dn_loss_bbox: 0.2292, dn_loss_iou: 0.3227, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3485, d0.dn_loss_iou: 0.4473, d1.dn_loss_cls: 0.0324, d1.dn_loss_bbox: 0.2604, d1.dn_loss_iou: 0.3559, d2.dn_loss_cls: 0.0265, d2.dn_loss_bbox: 0.2354, d2.dn_loss_iou: 0.3306, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2307, d3.dn_loss_iou: 0.3251, d4.dn_loss_cls: 0.0224, d4.dn_loss_bbox: 0.2292, d4.dn_loss_iou: 0.3226, loss: 9.0151 2024-05-20 08:29:12,189 - mmdet - INFO - Epoch [11][1750/3665] lr: 2.000e-04, eta: 1 day, 14:11:13, time: 1.500, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2296, interm_loss_bbox: 0.1801, interm_loss_iou: 0.3996, loss_cls: 0.1847, loss_bbox: 0.1518, loss_iou: 0.3570, d0.loss_cls: 0.2426, d0.loss_bbox: 0.1549, d0.loss_iou: 0.3612, d1.loss_cls: 0.2090, d1.loss_bbox: 0.1535, d1.loss_iou: 0.3602, d2.loss_cls: 0.1941, d2.loss_bbox: 0.1515, d2.loss_iou: 0.3585, d3.loss_cls: 0.1881, d3.loss_bbox: 0.1516, d3.loss_iou: 0.3568, d4.loss_cls: 0.1852, d4.loss_bbox: 0.1520, d4.loss_iou: 0.3573, dn_loss_cls: 0.0208, dn_loss_bbox: 0.2274, dn_loss_iou: 0.3164, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3538, d0.dn_loss_iou: 0.4436, d1.dn_loss_cls: 0.0306, d1.dn_loss_bbox: 0.2593, d1.dn_loss_iou: 0.3501, d2.dn_loss_cls: 0.0251, d2.dn_loss_bbox: 0.2333, d2.dn_loss_iou: 0.3242, d3.dn_loss_cls: 0.0220, d3.dn_loss_bbox: 0.2292, d3.dn_loss_iou: 0.3191, d4.dn_loss_cls: 0.0211, d4.dn_loss_bbox: 0.2275, d4.dn_loss_iou: 0.3163, loss: 8.8548 2024-05-20 08:30:28,737 - mmdet - INFO - Epoch [11][1800/3665] lr: 2.000e-04, eta: 1 day, 14:10:07, time: 1.531, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2341, interm_loss_bbox: 0.1784, interm_loss_iou: 0.4004, loss_cls: 0.1894, loss_bbox: 0.1531, loss_iou: 0.3579, d0.loss_cls: 0.2455, d0.loss_bbox: 0.1567, d0.loss_iou: 0.3641, d1.loss_cls: 0.2109, d1.loss_bbox: 0.1555, d1.loss_iou: 0.3625, d2.loss_cls: 0.1996, d2.loss_bbox: 0.1537, d2.loss_iou: 0.3595, d3.loss_cls: 0.1930, d3.loss_bbox: 0.1536, d3.loss_iou: 0.3583, d4.loss_cls: 0.1907, d4.loss_bbox: 0.1533, d4.loss_iou: 0.3580, dn_loss_cls: 0.0218, dn_loss_bbox: 0.2223, dn_loss_iou: 0.3192, d0.dn_loss_cls: 0.0560, d0.dn_loss_bbox: 0.3416, d0.dn_loss_iou: 0.4441, d1.dn_loss_cls: 0.0319, d1.dn_loss_bbox: 0.2505, d1.dn_loss_iou: 0.3508, d2.dn_loss_cls: 0.0263, d2.dn_loss_bbox: 0.2278, d2.dn_loss_iou: 0.3263, d3.dn_loss_cls: 0.0233, d3.dn_loss_bbox: 0.2238, d3.dn_loss_iou: 0.3217, d4.dn_loss_cls: 0.0222, d4.dn_loss_bbox: 0.2224, d4.dn_loss_iou: 0.3190, loss: 8.8793 2024-05-20 08:31:41,730 - mmdet - INFO - Epoch [11][1850/3665] lr: 2.000e-04, eta: 1 day, 14:08:52, time: 1.460, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2400, interm_loss_bbox: 0.1822, interm_loss_iou: 0.4086, loss_cls: 0.1926, loss_bbox: 0.1549, loss_iou: 0.3681, d0.loss_cls: 0.2519, d0.loss_bbox: 0.1582, d0.loss_iou: 0.3728, d1.loss_cls: 0.2201, d1.loss_bbox: 0.1559, d1.loss_iou: 0.3699, d2.loss_cls: 0.2033, d2.loss_bbox: 0.1552, d2.loss_iou: 0.3689, d3.loss_cls: 0.1961, d3.loss_bbox: 0.1549, d3.loss_iou: 0.3683, d4.loss_cls: 0.1936, d4.loss_bbox: 0.1551, d4.loss_iou: 0.3675, dn_loss_cls: 0.0216, dn_loss_bbox: 0.2242, dn_loss_iou: 0.3247, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3471, d0.dn_loss_iou: 0.4510, d1.dn_loss_cls: 0.0320, d1.dn_loss_bbox: 0.2547, d1.dn_loss_iou: 0.3590, d2.dn_loss_cls: 0.0263, d2.dn_loss_bbox: 0.2300, d2.dn_loss_iou: 0.3326, d3.dn_loss_cls: 0.0231, d3.dn_loss_bbox: 0.2257, d3.dn_loss_iou: 0.3274, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.2242, d4.dn_loss_iou: 0.3246, loss: 9.0453 2024-05-20 08:32:57,272 - mmdet - INFO - Epoch [11][1900/3665] lr: 2.000e-04, eta: 1 day, 14:07:44, time: 1.511, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2408, interm_loss_bbox: 0.1750, interm_loss_iou: 0.4131, loss_cls: 0.1961, loss_bbox: 0.1504, loss_iou: 0.3721, d0.loss_cls: 0.2546, d0.loss_bbox: 0.1533, d0.loss_iou: 0.3752, d1.loss_cls: 0.2209, d1.loss_bbox: 0.1527, d1.loss_iou: 0.3734, d2.loss_cls: 0.2058, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3729, d3.loss_cls: 0.1988, d3.loss_bbox: 0.1510, d3.loss_iou: 0.3728, d4.loss_cls: 0.1972, d4.loss_bbox: 0.1502, d4.loss_iou: 0.3721, dn_loss_cls: 0.0220, dn_loss_bbox: 0.2270, dn_loss_iou: 0.3294, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3428, d0.dn_loss_iou: 0.4522, d1.dn_loss_cls: 0.0320, d1.dn_loss_bbox: 0.2558, d1.dn_loss_iou: 0.3625, d2.dn_loss_cls: 0.0263, d2.dn_loss_bbox: 0.2328, d2.dn_loss_iou: 0.3375, d3.dn_loss_cls: 0.0233, d3.dn_loss_bbox: 0.2288, d3.dn_loss_iou: 0.3323, d4.dn_loss_cls: 0.0224, d4.dn_loss_bbox: 0.2270, d4.dn_loss_iou: 0.3293, loss: 9.0898 2024-05-20 08:34:09,089 - mmdet - INFO - Epoch [11][1950/3665] lr: 2.000e-04, eta: 1 day, 14:06:26, time: 1.436, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2372, interm_loss_bbox: 0.1775, interm_loss_iou: 0.4067, loss_cls: 0.1944, loss_bbox: 0.1502, loss_iou: 0.3630, d0.loss_cls: 0.2504, d0.loss_bbox: 0.1555, d0.loss_iou: 0.3700, d1.loss_cls: 0.2157, d1.loss_bbox: 0.1534, d1.loss_iou: 0.3683, d2.loss_cls: 0.2042, d2.loss_bbox: 0.1502, d2.loss_iou: 0.3640, d3.loss_cls: 0.1967, d3.loss_bbox: 0.1507, d3.loss_iou: 0.3646, d4.loss_cls: 0.1950, d4.loss_bbox: 0.1506, d4.loss_iou: 0.3632, dn_loss_cls: 0.0219, dn_loss_bbox: 0.2207, dn_loss_iou: 0.3172, d0.dn_loss_cls: 0.0566, d0.dn_loss_bbox: 0.3397, d0.dn_loss_iou: 0.4395, d1.dn_loss_cls: 0.0315, d1.dn_loss_bbox: 0.2508, d1.dn_loss_iou: 0.3499, d2.dn_loss_cls: 0.0262, d2.dn_loss_bbox: 0.2269, d2.dn_loss_iou: 0.3252, d3.dn_loss_cls: 0.0230, d3.dn_loss_bbox: 0.2224, d3.dn_loss_iou: 0.3200, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.2206, d4.dn_loss_iou: 0.3171, loss: 8.9128 2024-05-20 08:35:23,055 - mmdet - INFO - Epoch [11][2000/3665] lr: 2.000e-04, eta: 1 day, 14:05:14, time: 1.479, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2400, interm_loss_bbox: 0.1777, interm_loss_iou: 0.4005, loss_cls: 0.1944, loss_bbox: 0.1500, loss_iou: 0.3586, d0.loss_cls: 0.2522, d0.loss_bbox: 0.1524, d0.loss_iou: 0.3631, d1.loss_cls: 0.2174, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3630, d2.loss_cls: 0.2045, d2.loss_bbox: 0.1509, d2.loss_iou: 0.3597, d3.loss_cls: 0.1971, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3601, d4.loss_cls: 0.1952, d4.loss_bbox: 0.1505, d4.loss_iou: 0.3590, dn_loss_cls: 0.0217, dn_loss_bbox: 0.2209, dn_loss_iou: 0.3173, d0.dn_loss_cls: 0.0570, d0.dn_loss_bbox: 0.3385, d0.dn_loss_iou: 0.4387, d1.dn_loss_cls: 0.0318, d1.dn_loss_bbox: 0.2490, d1.dn_loss_iou: 0.3484, d2.dn_loss_cls: 0.0259, d2.dn_loss_bbox: 0.2263, d2.dn_loss_iou: 0.3245, d3.dn_loss_cls: 0.0231, d3.dn_loss_bbox: 0.2223, d3.dn_loss_iou: 0.3198, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.2208, d4.dn_loss_iou: 0.3172, loss: 8.8742 2024-05-20 08:36:35,030 - mmdet - INFO - Epoch [11][2050/3665] lr: 2.000e-04, eta: 1 day, 14:03:57, time: 1.439, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2367, interm_loss_bbox: 0.1736, interm_loss_iou: 0.4101, loss_cls: 0.1927, loss_bbox: 0.1478, loss_iou: 0.3695, d0.loss_cls: 0.2509, d0.loss_bbox: 0.1520, d0.loss_iou: 0.3754, d1.loss_cls: 0.2152, d1.loss_bbox: 0.1512, d1.loss_iou: 0.3748, d2.loss_cls: 0.2016, d2.loss_bbox: 0.1493, d2.loss_iou: 0.3717, d3.loss_cls: 0.1959, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3699, d4.loss_cls: 0.1937, d4.loss_bbox: 0.1481, d4.loss_iou: 0.3700, dn_loss_cls: 0.0214, dn_loss_bbox: 0.2125, dn_loss_iou: 0.3218, d0.dn_loss_cls: 0.0563, d0.dn_loss_bbox: 0.3284, d0.dn_loss_iou: 0.4468, d1.dn_loss_cls: 0.0313, d1.dn_loss_bbox: 0.2405, d1.dn_loss_iou: 0.3542, d2.dn_loss_cls: 0.0257, d2.dn_loss_bbox: 0.2183, d2.dn_loss_iou: 0.3297, d3.dn_loss_cls: 0.0228, d3.dn_loss_bbox: 0.2141, d3.dn_loss_iou: 0.3243, d4.dn_loss_cls: 0.0218, d4.dn_loss_bbox: 0.2125, d4.dn_loss_iou: 0.3217, loss: 8.9032 2024-05-20 08:37:48,382 - mmdet - INFO - Epoch [11][2100/3665] lr: 2.000e-04, eta: 1 day, 14:02:43, time: 1.467, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2368, interm_loss_bbox: 0.1791, interm_loss_iou: 0.4019, loss_cls: 0.1918, loss_bbox: 0.1531, loss_iou: 0.3604, d0.loss_cls: 0.2540, d0.loss_bbox: 0.1554, d0.loss_iou: 0.3654, d1.loss_cls: 0.2161, d1.loss_bbox: 0.1566, d1.loss_iou: 0.3664, d2.loss_cls: 0.2032, d2.loss_bbox: 0.1525, d2.loss_iou: 0.3604, d3.loss_cls: 0.1960, d3.loss_bbox: 0.1522, d3.loss_iou: 0.3600, d4.loss_cls: 0.1922, d4.loss_bbox: 0.1535, d4.loss_iou: 0.3609, dn_loss_cls: 0.0210, dn_loss_bbox: 0.2241, dn_loss_iou: 0.3164, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3525, d0.dn_loss_iou: 0.4436, d1.dn_loss_cls: 0.0313, d1.dn_loss_bbox: 0.2570, d1.dn_loss_iou: 0.3504, d2.dn_loss_cls: 0.0257, d2.dn_loss_bbox: 0.2313, d2.dn_loss_iou: 0.3251, d3.dn_loss_cls: 0.0224, d3.dn_loss_bbox: 0.2263, d3.dn_loss_iou: 0.3193, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2242, d4.dn_loss_iou: 0.3164, loss: 8.9317 2024-05-20 08:39:05,591 - mmdet - INFO - Epoch [11][2150/3665] lr: 2.000e-04, eta: 1 day, 14:01:33, time: 1.505, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2367, interm_loss_bbox: 0.1689, interm_loss_iou: 0.3981, loss_cls: 0.1917, loss_bbox: 0.1464, loss_iou: 0.3583, d0.loss_cls: 0.2521, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3639, d1.loss_cls: 0.2165, d1.loss_bbox: 0.1483, d1.loss_iou: 0.3618, d2.loss_cls: 0.2017, d2.loss_bbox: 0.1477, d2.loss_iou: 0.3593, d3.loss_cls: 0.1952, d3.loss_bbox: 0.1467, d3.loss_iou: 0.3580, d4.loss_cls: 0.1931, d4.loss_bbox: 0.1468, d4.loss_iou: 0.3582, dn_loss_cls: 0.0222, dn_loss_bbox: 0.2147, dn_loss_iou: 0.3197, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3298, d0.dn_loss_iou: 0.4434, d1.dn_loss_cls: 0.0313, d1.dn_loss_bbox: 0.2431, d1.dn_loss_iou: 0.3518, d2.dn_loss_cls: 0.0260, d2.dn_loss_bbox: 0.2206, d2.dn_loss_iou: 0.3272, d3.dn_loss_cls: 0.0231, d3.dn_loss_bbox: 0.2162, d3.dn_loss_iou: 0.3220, d4.dn_loss_cls: 0.0224, d4.dn_loss_bbox: 0.2147, d4.dn_loss_iou: 0.3196, loss: 8.8043 2024-05-20 08:40:17,197 - mmdet - INFO - Epoch [11][2200/3665] lr: 2.000e-04, eta: 1 day, 14:00:20, time: 1.472, data_time: 0.056, memory: 41053, interm_loss_cls: 0.2405, interm_loss_bbox: 0.1744, interm_loss_iou: 0.4062, loss_cls: 0.1965, loss_bbox: 0.1490, loss_iou: 0.3633, d0.loss_cls: 0.2554, d0.loss_bbox: 0.1531, d0.loss_iou: 0.3707, d1.loss_cls: 0.2207, d1.loss_bbox: 0.1519, d1.loss_iou: 0.3675, d2.loss_cls: 0.2077, d2.loss_bbox: 0.1490, d2.loss_iou: 0.3639, d3.loss_cls: 0.2005, d3.loss_bbox: 0.1489, d3.loss_iou: 0.3630, d4.loss_cls: 0.1976, d4.loss_bbox: 0.1493, d4.loss_iou: 0.3636, dn_loss_cls: 0.0217, dn_loss_bbox: 0.2194, dn_loss_iou: 0.3217, d0.dn_loss_cls: 0.0569, d0.dn_loss_bbox: 0.3421, d0.dn_loss_iou: 0.4456, d1.dn_loss_cls: 0.0313, d1.dn_loss_bbox: 0.2500, d1.dn_loss_iou: 0.3545, d2.dn_loss_cls: 0.0259, d2.dn_loss_bbox: 0.2262, d2.dn_loss_iou: 0.3298, d3.dn_loss_cls: 0.0229, d3.dn_loss_bbox: 0.2213, d3.dn_loss_iou: 0.3244, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.2193, d4.dn_loss_iou: 0.3216, loss: 8.9495 2024-05-20 08:41:33,203 - mmdet - INFO - Epoch [11][2250/3665] lr: 2.000e-04, eta: 1 day, 13:59:13, time: 1.520, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2387, interm_loss_bbox: 0.1807, interm_loss_iou: 0.4038, loss_cls: 0.1913, loss_bbox: 0.1551, loss_iou: 0.3626, d0.loss_cls: 0.2566, d0.loss_bbox: 0.1557, d0.loss_iou: 0.3641, d1.loss_cls: 0.2191, d1.loss_bbox: 0.1560, d1.loss_iou: 0.3649, d2.loss_cls: 0.2026, d2.loss_bbox: 0.1548, d2.loss_iou: 0.3632, d3.loss_cls: 0.1946, d3.loss_bbox: 0.1552, d3.loss_iou: 0.3627, d4.loss_cls: 0.1925, d4.loss_bbox: 0.1552, d4.loss_iou: 0.3625, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2255, dn_loss_iou: 0.3208, d0.dn_loss_cls: 0.0575, d0.dn_loss_bbox: 0.3498, d0.dn_loss_iou: 0.4451, d1.dn_loss_cls: 0.0323, d1.dn_loss_bbox: 0.2583, d1.dn_loss_iou: 0.3550, d2.dn_loss_cls: 0.0267, d2.dn_loss_bbox: 0.2318, d2.dn_loss_iou: 0.3288, d3.dn_loss_cls: 0.0238, d3.dn_loss_bbox: 0.2273, d3.dn_loss_iou: 0.3235, d4.dn_loss_cls: 0.0228, d4.dn_loss_bbox: 0.2255, d4.dn_loss_iou: 0.3206, loss: 8.9895 2024-05-20 08:42:49,071 - mmdet - INFO - Epoch [11][2300/3665] lr: 2.000e-04, eta: 1 day, 13:58:05, time: 1.517, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2340, interm_loss_bbox: 0.1762, interm_loss_iou: 0.4042, loss_cls: 0.1937, loss_bbox: 0.1480, loss_iou: 0.3626, d0.loss_cls: 0.2480, d0.loss_bbox: 0.1549, d0.loss_iou: 0.3710, d1.loss_cls: 0.2174, d1.loss_bbox: 0.1515, d1.loss_iou: 0.3653, d2.loss_cls: 0.2014, d2.loss_bbox: 0.1504, d2.loss_iou: 0.3650, d3.loss_cls: 0.1961, d3.loss_bbox: 0.1496, d3.loss_iou: 0.3638, d4.loss_cls: 0.1942, d4.loss_bbox: 0.1485, d4.loss_iou: 0.3633, dn_loss_cls: 0.0209, dn_loss_bbox: 0.2158, dn_loss_iou: 0.3182, d0.dn_loss_cls: 0.0539, d0.dn_loss_bbox: 0.3268, d0.dn_loss_iou: 0.4379, d1.dn_loss_cls: 0.0297, d1.dn_loss_bbox: 0.2431, d1.dn_loss_iou: 0.3498, d2.dn_loss_cls: 0.0246, d2.dn_loss_bbox: 0.2208, d2.dn_loss_iou: 0.3253, d3.dn_loss_cls: 0.0219, d3.dn_loss_bbox: 0.2170, d3.dn_loss_iou: 0.3204, d4.dn_loss_cls: 0.0212, d4.dn_loss_bbox: 0.2158, d4.dn_loss_iou: 0.3181, loss: 8.8404 2024-05-20 08:44:05,477 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-20 08:44:05,477 - mmdet - INFO - Epoch [11][2350/3665] lr: 2.000e-04, eta: 1 day, 13:56:58, time: 1.528, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2284, interm_loss_bbox: 0.1786, interm_loss_iou: 0.4030, loss_cls: 0.1869, loss_bbox: 0.1516, loss_iou: 0.3595, d0.loss_cls: 0.2447, d0.loss_bbox: 0.1550, d0.loss_iou: 0.3662, d1.loss_cls: 0.2098, d1.loss_bbox: 0.1543, d1.loss_iou: 0.3640, d2.loss_cls: 0.1971, d2.loss_bbox: 0.1522, d2.loss_iou: 0.3591, d3.loss_cls: 0.1903, d3.loss_bbox: 0.1514, d3.loss_iou: 0.3594, d4.loss_cls: 0.1881, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3594, dn_loss_cls: 0.0201, dn_loss_bbox: 0.2235, dn_loss_iou: 0.3203, d0.dn_loss_cls: 0.0531, d0.dn_loss_bbox: 0.3398, d0.dn_loss_iou: 0.4439, d1.dn_loss_cls: 0.0292, d1.dn_loss_bbox: 0.2526, d1.dn_loss_iou: 0.3528, d2.dn_loss_cls: 0.0241, d2.dn_loss_bbox: 0.2293, d2.dn_loss_iou: 0.3278, d3.dn_loss_cls: 0.0213, d3.dn_loss_bbox: 0.2249, d3.dn_loss_iou: 0.3228, d4.dn_loss_cls: 0.0204, d4.dn_loss_bbox: 0.2235, d4.dn_loss_iou: 0.3202, loss: 8.8603 2024-05-20 08:45:21,465 - mmdet - INFO - Epoch [11][2400/3665] lr: 2.000e-04, eta: 1 day, 13:55:51, time: 1.520, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2337, interm_loss_bbox: 0.1734, interm_loss_iou: 0.4000, loss_cls: 0.1880, loss_bbox: 0.1501, loss_iou: 0.3618, d0.loss_cls: 0.2447, d0.loss_bbox: 0.1534, d0.loss_iou: 0.3665, d1.loss_cls: 0.2119, d1.loss_bbox: 0.1516, d1.loss_iou: 0.3646, d2.loss_cls: 0.1985, d2.loss_bbox: 0.1510, d2.loss_iou: 0.3622, d3.loss_cls: 0.1919, d3.loss_bbox: 0.1500, d3.loss_iou: 0.3618, d4.loss_cls: 0.1888, d4.loss_bbox: 0.1503, d4.loss_iou: 0.3622, dn_loss_cls: 0.0216, dn_loss_bbox: 0.2185, dn_loss_iou: 0.3150, d0.dn_loss_cls: 0.0561, d0.dn_loss_bbox: 0.3389, d0.dn_loss_iou: 0.4382, d1.dn_loss_cls: 0.0310, d1.dn_loss_bbox: 0.2500, d1.dn_loss_iou: 0.3480, d2.dn_loss_cls: 0.0256, d2.dn_loss_bbox: 0.2248, d2.dn_loss_iou: 0.3232, d3.dn_loss_cls: 0.0229, d3.dn_loss_bbox: 0.2201, d3.dn_loss_iou: 0.3175, d4.dn_loss_cls: 0.0220, d4.dn_loss_bbox: 0.2185, d4.dn_loss_iou: 0.3149, loss: 8.8232 2024-05-20 08:46:34,750 - mmdet - INFO - Epoch [11][2450/3665] lr: 2.000e-04, eta: 1 day, 13:54:37, time: 1.465, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2300, interm_loss_bbox: 0.1727, interm_loss_iou: 0.3976, loss_cls: 0.1921, loss_bbox: 0.1455, loss_iou: 0.3544, d0.loss_cls: 0.2433, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3612, d1.loss_cls: 0.2132, d1.loss_bbox: 0.1498, d1.loss_iou: 0.3590, d2.loss_cls: 0.2008, d2.loss_bbox: 0.1471, d2.loss_iou: 0.3555, d3.loss_cls: 0.1946, d3.loss_bbox: 0.1459, d3.loss_iou: 0.3549, d4.loss_cls: 0.1927, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3548, dn_loss_cls: 0.0207, dn_loss_bbox: 0.2083, dn_loss_iou: 0.3122, d0.dn_loss_cls: 0.0541, d0.dn_loss_bbox: 0.3232, d0.dn_loss_iou: 0.4325, d1.dn_loss_cls: 0.0298, d1.dn_loss_bbox: 0.2365, d1.dn_loss_iou: 0.3441, d2.dn_loss_cls: 0.0244, d2.dn_loss_bbox: 0.2139, d2.dn_loss_iou: 0.3195, d3.dn_loss_cls: 0.0218, d3.dn_loss_bbox: 0.2098, d3.dn_loss_iou: 0.3146, d4.dn_loss_cls: 0.0210, d4.dn_loss_bbox: 0.2083, d4.dn_loss_iou: 0.3120, loss: 8.6677 2024-05-20 08:47:48,336 - mmdet - INFO - Epoch [11][2500/3665] lr: 2.000e-04, eta: 1 day, 13:53:23, time: 1.472, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2383, interm_loss_bbox: 0.1811, interm_loss_iou: 0.4128, loss_cls: 0.1966, loss_bbox: 0.1533, loss_iou: 0.3693, d0.loss_cls: 0.2510, d0.loss_bbox: 0.1598, d0.loss_iou: 0.3779, d1.loss_cls: 0.2216, d1.loss_bbox: 0.1557, d1.loss_iou: 0.3721, d2.loss_cls: 0.2064, d2.loss_bbox: 0.1543, d2.loss_iou: 0.3699, d3.loss_cls: 0.1993, d3.loss_bbox: 0.1540, d3.loss_iou: 0.3697, d4.loss_cls: 0.1974, d4.loss_bbox: 0.1536, d4.loss_iou: 0.3693, dn_loss_cls: 0.0219, dn_loss_bbox: 0.2277, dn_loss_iou: 0.3253, d0.dn_loss_cls: 0.0562, d0.dn_loss_bbox: 0.3436, d0.dn_loss_iou: 0.4478, d1.dn_loss_cls: 0.0312, d1.dn_loss_bbox: 0.2558, d1.dn_loss_iou: 0.3569, d2.dn_loss_cls: 0.0261, d2.dn_loss_bbox: 0.2335, d2.dn_loss_iou: 0.3331, d3.dn_loss_cls: 0.0230, d3.dn_loss_bbox: 0.2292, d3.dn_loss_iou: 0.3279, d4.dn_loss_cls: 0.0222, d4.dn_loss_bbox: 0.2277, d4.dn_loss_iou: 0.3252, loss: 9.0778 2024-05-20 08:49:02,619 - mmdet - INFO - Epoch [11][2550/3665] lr: 2.000e-04, eta: 1 day, 13:52:12, time: 1.486, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2357, interm_loss_bbox: 0.1767, interm_loss_iou: 0.4052, loss_cls: 0.1942, loss_bbox: 0.1482, loss_iou: 0.3586, d0.loss_cls: 0.2458, d0.loss_bbox: 0.1536, d0.loss_iou: 0.3681, d1.loss_cls: 0.2159, d1.loss_bbox: 0.1509, d1.loss_iou: 0.3626, d2.loss_cls: 0.2044, d2.loss_bbox: 0.1484, d2.loss_iou: 0.3597, d3.loss_cls: 0.1973, d3.loss_bbox: 0.1484, d3.loss_iou: 0.3590, d4.loss_cls: 0.1948, d4.loss_bbox: 0.1485, d4.loss_iou: 0.3588, dn_loss_cls: 0.0213, dn_loss_bbox: 0.2186, dn_loss_iou: 0.3212, d0.dn_loss_cls: 0.0563, d0.dn_loss_bbox: 0.3337, d0.dn_loss_iou: 0.4423, d1.dn_loss_cls: 0.0309, d1.dn_loss_bbox: 0.2486, d1.dn_loss_iou: 0.3541, d2.dn_loss_cls: 0.0251, d2.dn_loss_bbox: 0.2246, d2.dn_loss_iou: 0.3292, d3.dn_loss_cls: 0.0223, d3.dn_loss_bbox: 0.2202, d3.dn_loss_iou: 0.3238, d4.dn_loss_cls: 0.0215, d4.dn_loss_bbox: 0.2186, d4.dn_loss_iou: 0.3212, loss: 8.8681 2024-05-20 08:50:14,015 - mmdet - INFO - Epoch [11][2600/3665] lr: 2.000e-04, eta: 1 day, 13:50:53, time: 1.428, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2307, interm_loss_bbox: 0.1772, interm_loss_iou: 0.4030, loss_cls: 0.1888, loss_bbox: 0.1497, loss_iou: 0.3594, d0.loss_cls: 0.2420, d0.loss_bbox: 0.1557, d0.loss_iou: 0.3677, d1.loss_cls: 0.2088, d1.loss_bbox: 0.1529, d1.loss_iou: 0.3649, d2.loss_cls: 0.1987, d2.loss_bbox: 0.1499, d2.loss_iou: 0.3611, d3.loss_cls: 0.1915, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3602, d4.loss_cls: 0.1901, d4.loss_bbox: 0.1491, d4.loss_iou: 0.3592, dn_loss_cls: 0.0209, dn_loss_bbox: 0.2123, dn_loss_iou: 0.3139, d0.dn_loss_cls: 0.0553, d0.dn_loss_bbox: 0.3328, d0.dn_loss_iou: 0.4399, d1.dn_loss_cls: 0.0304, d1.dn_loss_bbox: 0.2418, d1.dn_loss_iou: 0.3463, d2.dn_loss_cls: 0.0250, d2.dn_loss_bbox: 0.2181, d2.dn_loss_iou: 0.3216, d3.dn_loss_cls: 0.0222, d3.dn_loss_bbox: 0.2139, d3.dn_loss_iou: 0.3164, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2123, d4.dn_loss_iou: 0.3138, loss: 8.7686 2024-05-20 08:51:27,597 - mmdet - INFO - Epoch [11][2650/3665] lr: 2.000e-04, eta: 1 day, 13:49:40, time: 1.472, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2338, interm_loss_bbox: 0.1864, interm_loss_iou: 0.4055, loss_cls: 0.1901, loss_bbox: 0.1526, loss_iou: 0.3566, d0.loss_cls: 0.2453, d0.loss_bbox: 0.1565, d0.loss_iou: 0.3630, d1.loss_cls: 0.2107, d1.loss_bbox: 0.1563, d1.loss_iou: 0.3617, d2.loss_cls: 0.1998, d2.loss_bbox: 0.1526, d2.loss_iou: 0.3579, d3.loss_cls: 0.1945, d3.loss_bbox: 0.1516, d3.loss_iou: 0.3566, d4.loss_cls: 0.1922, d4.loss_bbox: 0.1518, d4.loss_iou: 0.3560, dn_loss_cls: 0.0212, dn_loss_bbox: 0.2226, dn_loss_iou: 0.3115, d0.dn_loss_cls: 0.0557, d0.dn_loss_bbox: 0.3507, d0.dn_loss_iou: 0.4380, d1.dn_loss_cls: 0.0306, d1.dn_loss_bbox: 0.2557, d1.dn_loss_iou: 0.3454, d2.dn_loss_cls: 0.0252, d2.dn_loss_bbox: 0.2299, d2.dn_loss_iou: 0.3204, d3.dn_loss_cls: 0.0222, d3.dn_loss_bbox: 0.2244, d3.dn_loss_iou: 0.3144, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2226, d4.dn_loss_iou: 0.3114, loss: 8.8548 2024-05-20 08:52:45,272 - mmdet - INFO - Epoch [11][2700/3665] lr: 2.000e-04, eta: 1 day, 13:48:36, time: 1.553, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2369, interm_loss_bbox: 0.1776, interm_loss_iou: 0.4064, loss_cls: 0.1922, loss_bbox: 0.1468, loss_iou: 0.3587, d0.loss_cls: 0.2475, d0.loss_bbox: 0.1526, d0.loss_iou: 0.3686, d1.loss_cls: 0.2174, d1.loss_bbox: 0.1490, d1.loss_iou: 0.3640, d2.loss_cls: 0.2026, d2.loss_bbox: 0.1476, d2.loss_iou: 0.3603, d3.loss_cls: 0.1962, d3.loss_bbox: 0.1466, d3.loss_iou: 0.3585, d4.loss_cls: 0.1943, d4.loss_bbox: 0.1464, d4.loss_iou: 0.3580, dn_loss_cls: 0.0212, dn_loss_bbox: 0.2185, dn_loss_iou: 0.3169, d0.dn_loss_cls: 0.0553, d0.dn_loss_bbox: 0.3360, d0.dn_loss_iou: 0.4377, d1.dn_loss_cls: 0.0304, d1.dn_loss_bbox: 0.2465, d1.dn_loss_iou: 0.3476, d2.dn_loss_cls: 0.0250, d2.dn_loss_bbox: 0.2238, d2.dn_loss_iou: 0.3241, d3.dn_loss_cls: 0.0222, d3.dn_loss_bbox: 0.2199, d3.dn_loss_iou: 0.3193, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2185, d4.dn_loss_iou: 0.3168, loss: 8.8296 2024-05-20 08:53:56,311 - mmdet - INFO - Epoch [11][2750/3665] lr: 2.000e-04, eta: 1 day, 13:47:17, time: 1.421, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2379, interm_loss_bbox: 0.1790, interm_loss_iou: 0.4093, loss_cls: 0.1926, loss_bbox: 0.1508, loss_iou: 0.3648, d0.loss_cls: 0.2517, d0.loss_bbox: 0.1551, d0.loss_iou: 0.3717, d1.loss_cls: 0.2166, d1.loss_bbox: 0.1544, d1.loss_iou: 0.3703, d2.loss_cls: 0.2010, d2.loss_bbox: 0.1528, d2.loss_iou: 0.3678, d3.loss_cls: 0.1964, d3.loss_bbox: 0.1508, d3.loss_iou: 0.3649, d4.loss_cls: 0.1935, d4.loss_bbox: 0.1514, d4.loss_iou: 0.3649, dn_loss_cls: 0.0213, dn_loss_bbox: 0.2215, dn_loss_iou: 0.3210, d0.dn_loss_cls: 0.0566, d0.dn_loss_bbox: 0.3445, d0.dn_loss_iou: 0.4487, d1.dn_loss_cls: 0.0311, d1.dn_loss_bbox: 0.2539, d1.dn_loss_iou: 0.3564, d2.dn_loss_cls: 0.0255, d2.dn_loss_bbox: 0.2278, d2.dn_loss_iou: 0.3298, d3.dn_loss_cls: 0.0225, d3.dn_loss_bbox: 0.2234, d3.dn_loss_iou: 0.3240, d4.dn_loss_cls: 0.0217, d4.dn_loss_bbox: 0.2215, d4.dn_loss_iou: 0.3209, loss: 8.9697 2024-05-20 08:55:13,009 - mmdet - INFO - Epoch [11][2800/3665] lr: 2.000e-04, eta: 1 day, 13:46:11, time: 1.534, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2368, interm_loss_bbox: 0.1721, interm_loss_iou: 0.3969, loss_cls: 0.1938, loss_bbox: 0.1462, loss_iou: 0.3531, d0.loss_cls: 0.2490, d0.loss_bbox: 0.1494, d0.loss_iou: 0.3599, d1.loss_cls: 0.2158, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3562, d2.loss_cls: 0.2046, d2.loss_bbox: 0.1455, d2.loss_iou: 0.3524, d3.loss_cls: 0.1974, d3.loss_bbox: 0.1457, d3.loss_iou: 0.3531, d4.loss_cls: 0.1949, d4.loss_bbox: 0.1460, d4.loss_iou: 0.3528, dn_loss_cls: 0.0201, dn_loss_bbox: 0.2241, dn_loss_iou: 0.3147, d0.dn_loss_cls: 0.0547, d0.dn_loss_bbox: 0.3496, d0.dn_loss_iou: 0.4406, d1.dn_loss_cls: 0.0300, d1.dn_loss_bbox: 0.2579, d1.dn_loss_iou: 0.3485, d2.dn_loss_cls: 0.0244, d2.dn_loss_bbox: 0.2309, d2.dn_loss_iou: 0.3231, d3.dn_loss_cls: 0.0213, d3.dn_loss_bbox: 0.2262, d3.dn_loss_iou: 0.3175, d4.dn_loss_cls: 0.0204, d4.dn_loss_bbox: 0.2241, d4.dn_loss_iou: 0.3146, loss: 8.8126 2024-05-20 08:56:25,994 - mmdet - INFO - Epoch [11][2850/3665] lr: 2.000e-04, eta: 1 day, 13:44:56, time: 1.460, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2380, interm_loss_bbox: 0.1825, interm_loss_iou: 0.4059, loss_cls: 0.1921, loss_bbox: 0.1530, loss_iou: 0.3609, d0.loss_cls: 0.2512, d0.loss_bbox: 0.1555, d0.loss_iou: 0.3651, d1.loss_cls: 0.2146, d1.loss_bbox: 0.1566, d1.loss_iou: 0.3653, d2.loss_cls: 0.2027, d2.loss_bbox: 0.1532, d2.loss_iou: 0.3618, d3.loss_cls: 0.1959, d3.loss_bbox: 0.1528, d3.loss_iou: 0.3614, d4.loss_cls: 0.1937, d4.loss_bbox: 0.1523, d4.loss_iou: 0.3607, dn_loss_cls: 0.0207, dn_loss_bbox: 0.2241, dn_loss_iou: 0.3181, d0.dn_loss_cls: 0.0556, d0.dn_loss_bbox: 0.3464, d0.dn_loss_iou: 0.4421, d1.dn_loss_cls: 0.0304, d1.dn_loss_bbox: 0.2548, d1.dn_loss_iou: 0.3511, d2.dn_loss_cls: 0.0250, d2.dn_loss_bbox: 0.2301, d2.dn_loss_iou: 0.3258, d3.dn_loss_cls: 0.0219, d3.dn_loss_bbox: 0.2255, d3.dn_loss_iou: 0.3205, d4.dn_loss_cls: 0.0211, d4.dn_loss_bbox: 0.2241, d4.dn_loss_iou: 0.3180, loss: 8.9305 2024-05-20 08:57:39,169 - mmdet - INFO - Epoch [11][2900/3665] lr: 2.000e-04, eta: 1 day, 13:43:42, time: 1.464, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2375, interm_loss_bbox: 0.1711, interm_loss_iou: 0.4065, loss_cls: 0.1957, loss_bbox: 0.1459, loss_iou: 0.3630, d0.loss_cls: 0.2488, d0.loss_bbox: 0.1490, d0.loss_iou: 0.3710, d1.loss_cls: 0.2167, d1.loss_bbox: 0.1487, d1.loss_iou: 0.3685, d2.loss_cls: 0.2056, d2.loss_bbox: 0.1450, d2.loss_iou: 0.3631, d3.loss_cls: 0.1993, d3.loss_bbox: 0.1458, d3.loss_iou: 0.3627, d4.loss_cls: 0.1963, d4.loss_bbox: 0.1462, d4.loss_iou: 0.3633, dn_loss_cls: 0.0217, dn_loss_bbox: 0.2201, dn_loss_iou: 0.3221, d0.dn_loss_cls: 0.0568, d0.dn_loss_bbox: 0.3437, d0.dn_loss_iou: 0.4472, d1.dn_loss_cls: 0.0316, d1.dn_loss_bbox: 0.2523, d1.dn_loss_iou: 0.3556, d2.dn_loss_cls: 0.0258, d2.dn_loss_bbox: 0.2266, d2.dn_loss_iou: 0.3298, d3.dn_loss_cls: 0.0229, d3.dn_loss_bbox: 0.2218, d3.dn_loss_iou: 0.3248, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.2201, d4.dn_loss_iou: 0.3221, loss: 8.9170 2024-05-20 08:58:56,488 - mmdet - INFO - Epoch [11][2950/3665] lr: 2.000e-04, eta: 1 day, 13:42:37, time: 1.546, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2364, interm_loss_bbox: 0.1757, interm_loss_iou: 0.4044, loss_cls: 0.1932, loss_bbox: 0.1486, loss_iou: 0.3611, d0.loss_cls: 0.2501, d0.loss_bbox: 0.1502, d0.loss_iou: 0.3655, d1.loss_cls: 0.2160, d1.loss_bbox: 0.1499, d1.loss_iou: 0.3637, d2.loss_cls: 0.2033, d2.loss_bbox: 0.1479, d2.loss_iou: 0.3612, d3.loss_cls: 0.1969, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3606, d4.loss_cls: 0.1935, d4.loss_bbox: 0.1490, d4.loss_iou: 0.3612, dn_loss_cls: 0.0211, dn_loss_bbox: 0.2213, dn_loss_iou: 0.3146, d0.dn_loss_cls: 0.0567, d0.dn_loss_bbox: 0.3467, d0.dn_loss_iou: 0.4427, d1.dn_loss_cls: 0.0312, d1.dn_loss_bbox: 0.2525, d1.dn_loss_iou: 0.3478, d2.dn_loss_cls: 0.0253, d2.dn_loss_bbox: 0.2270, d2.dn_loss_iou: 0.3226, d3.dn_loss_cls: 0.0223, d3.dn_loss_bbox: 0.2229, d3.dn_loss_iou: 0.3173, d4.dn_loss_cls: 0.0215, d4.dn_loss_bbox: 0.2214, d4.dn_loss_iou: 0.3145, loss: 8.8655 2024-05-20 09:00:14,521 - mmdet - INFO - Epoch [11][3000/3665] lr: 2.000e-04, eta: 1 day, 13:41:34, time: 1.561, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2359, interm_loss_bbox: 0.1759, interm_loss_iou: 0.4030, loss_cls: 0.1900, loss_bbox: 0.1504, loss_iou: 0.3623, d0.loss_cls: 0.2455, d0.loss_bbox: 0.1528, d0.loss_iou: 0.3660, d1.loss_cls: 0.2138, d1.loss_bbox: 0.1512, d1.loss_iou: 0.3640, d2.loss_cls: 0.1997, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3624, d3.loss_cls: 0.1925, d3.loss_bbox: 0.1515, d3.loss_iou: 0.3639, d4.loss_cls: 0.1905, d4.loss_bbox: 0.1510, d4.loss_iou: 0.3631, dn_loss_cls: 0.0210, dn_loss_bbox: 0.2177, dn_loss_iou: 0.3201, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3349, d0.dn_loss_iou: 0.4408, d1.dn_loss_cls: 0.0311, d1.dn_loss_bbox: 0.2476, d1.dn_loss_iou: 0.3521, d2.dn_loss_cls: 0.0253, d2.dn_loss_bbox: 0.2239, d2.dn_loss_iou: 0.3281, d3.dn_loss_cls: 0.0224, d3.dn_loss_bbox: 0.2192, d3.dn_loss_iou: 0.3227, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2177, d4.dn_loss_iou: 0.3200, loss: 8.8580 2024-05-20 09:01:28,577 - mmdet - INFO - Epoch [11][3050/3665] lr: 2.000e-04, eta: 1 day, 13:40:22, time: 1.481, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2345, interm_loss_bbox: 0.1795, interm_loss_iou: 0.3893, loss_cls: 0.1886, loss_bbox: 0.1528, loss_iou: 0.3459, d0.loss_cls: 0.2483, d0.loss_bbox: 0.1531, d0.loss_iou: 0.3518, d1.loss_cls: 0.2103, d1.loss_bbox: 0.1546, d1.loss_iou: 0.3513, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1528, d2.loss_iou: 0.3473, d3.loss_cls: 0.1914, d3.loss_bbox: 0.1533, d3.loss_iou: 0.3462, d4.loss_cls: 0.1897, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3462, dn_loss_cls: 0.0211, dn_loss_bbox: 0.2159, dn_loss_iou: 0.3065, d0.dn_loss_cls: 0.0551, d0.dn_loss_bbox: 0.3393, d0.dn_loss_iou: 0.4308, d1.dn_loss_cls: 0.0305, d1.dn_loss_bbox: 0.2456, d1.dn_loss_iou: 0.3390, d2.dn_loss_cls: 0.0253, d2.dn_loss_bbox: 0.2218, d2.dn_loss_iou: 0.3140, d3.dn_loss_cls: 0.0223, d3.dn_loss_bbox: 0.2177, d3.dn_loss_iou: 0.3090, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2159, d4.dn_loss_iou: 0.3063, loss: 8.6745 2024-05-20 09:02:42,788 - mmdet - INFO - Epoch [11][3100/3665] lr: 2.000e-04, eta: 1 day, 13:39:10, time: 1.484, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2382, interm_loss_bbox: 0.1752, interm_loss_iou: 0.4024, loss_cls: 0.1938, loss_bbox: 0.1491, loss_iou: 0.3585, d0.loss_cls: 0.2524, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3628, d1.loss_cls: 0.2185, d1.loss_bbox: 0.1500, d1.loss_iou: 0.3621, d2.loss_cls: 0.2051, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3585, d3.loss_cls: 0.1982, d3.loss_bbox: 0.1482, d3.loss_iou: 0.3579, d4.loss_cls: 0.1954, d4.loss_bbox: 0.1489, d4.loss_iou: 0.3582, dn_loss_cls: 0.0216, dn_loss_bbox: 0.2219, dn_loss_iou: 0.3171, d0.dn_loss_cls: 0.0563, d0.dn_loss_bbox: 0.3454, d0.dn_loss_iou: 0.4399, d1.dn_loss_cls: 0.0314, d1.dn_loss_bbox: 0.2541, d1.dn_loss_iou: 0.3508, d2.dn_loss_cls: 0.0256, d2.dn_loss_bbox: 0.2287, d2.dn_loss_iou: 0.3252, d3.dn_loss_cls: 0.0227, d3.dn_loss_bbox: 0.2235, d3.dn_loss_iou: 0.3196, d4.dn_loss_cls: 0.0219, d4.dn_loss_bbox: 0.2219, d4.dn_loss_iou: 0.3169, loss: 8.8780 2024-05-20 09:03:54,544 - mmdet - INFO - Epoch [11][3150/3665] lr: 2.000e-04, eta: 1 day, 13:37:53, time: 1.435, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2358, interm_loss_bbox: 0.1785, interm_loss_iou: 0.4022, loss_cls: 0.1918, loss_bbox: 0.1527, loss_iou: 0.3594, d0.loss_cls: 0.2475, d0.loss_bbox: 0.1585, d0.loss_iou: 0.3657, d1.loss_cls: 0.2147, d1.loss_bbox: 0.1563, d1.loss_iou: 0.3641, d2.loss_cls: 0.2040, d2.loss_bbox: 0.1529, d2.loss_iou: 0.3588, d3.loss_cls: 0.1954, d3.loss_bbox: 0.1535, d3.loss_iou: 0.3594, d4.loss_cls: 0.1931, d4.loss_bbox: 0.1528, d4.loss_iou: 0.3590, dn_loss_cls: 0.0209, dn_loss_bbox: 0.2280, dn_loss_iou: 0.3143, d0.dn_loss_cls: 0.0553, d0.dn_loss_bbox: 0.3485, d0.dn_loss_iou: 0.4385, d1.dn_loss_cls: 0.0306, d1.dn_loss_bbox: 0.2581, d1.dn_loss_iou: 0.3469, d2.dn_loss_cls: 0.0251, d2.dn_loss_bbox: 0.2336, d2.dn_loss_iou: 0.3218, d3.dn_loss_cls: 0.0224, d3.dn_loss_bbox: 0.2295, d3.dn_loss_iou: 0.3168, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2280, d4.dn_loss_iou: 0.3142, loss: 8.9099 2024-05-20 09:05:05,933 - mmdet - INFO - Epoch [11][3200/3665] lr: 2.000e-04, eta: 1 day, 13:36:34, time: 1.428, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2347, interm_loss_bbox: 0.1743, interm_loss_iou: 0.3988, loss_cls: 0.1930, loss_bbox: 0.1481, loss_iou: 0.3585, d0.loss_cls: 0.2466, d0.loss_bbox: 0.1522, d0.loss_iou: 0.3652, d1.loss_cls: 0.2130, d1.loss_bbox: 0.1523, d1.loss_iou: 0.3652, d2.loss_cls: 0.2011, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3607, d3.loss_cls: 0.1960, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3583, d4.loss_cls: 0.1935, d4.loss_bbox: 0.1487, d4.loss_iou: 0.3592, dn_loss_cls: 0.0217, dn_loss_bbox: 0.2236, dn_loss_iou: 0.3178, d0.dn_loss_cls: 0.0565, d0.dn_loss_bbox: 0.3474, d0.dn_loss_iou: 0.4411, d1.dn_loss_cls: 0.0314, d1.dn_loss_bbox: 0.2556, d1.dn_loss_iou: 0.3512, d2.dn_loss_cls: 0.0259, d2.dn_loss_bbox: 0.2297, d2.dn_loss_iou: 0.3256, d3.dn_loss_cls: 0.0229, d3.dn_loss_bbox: 0.2254, d3.dn_loss_iou: 0.3204, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.2236, d4.dn_loss_iou: 0.3176, loss: 8.8765 2024-05-20 09:06:22,827 - mmdet - INFO - Epoch [11][3250/3665] lr: 2.000e-04, eta: 1 day, 13:35:29, time: 1.538, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2342, interm_loss_bbox: 0.1730, interm_loss_iou: 0.4134, loss_cls: 0.1930, loss_bbox: 0.1461, loss_iou: 0.3678, d0.loss_cls: 0.2470, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3759, d1.loss_cls: 0.2150, d1.loss_bbox: 0.1501, d1.loss_iou: 0.3740, d2.loss_cls: 0.2017, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3696, d3.loss_cls: 0.1952, d3.loss_bbox: 0.1466, d3.loss_iou: 0.3683, d4.loss_cls: 0.1939, d4.loss_bbox: 0.1458, d4.loss_iou: 0.3678, dn_loss_cls: 0.0214, dn_loss_bbox: 0.2133, dn_loss_iou: 0.3184, d0.dn_loss_cls: 0.0555, d0.dn_loss_bbox: 0.3324, d0.dn_loss_iou: 0.4463, d1.dn_loss_cls: 0.0311, d1.dn_loss_bbox: 0.2423, d1.dn_loss_iou: 0.3519, d2.dn_loss_cls: 0.0257, d2.dn_loss_bbox: 0.2193, d2.dn_loss_iou: 0.3268, d3.dn_loss_cls: 0.0227, d3.dn_loss_bbox: 0.2149, d3.dn_loss_iou: 0.3212, d4.dn_loss_cls: 0.0218, d4.dn_loss_bbox: 0.2133, d4.dn_loss_iou: 0.3183, loss: 8.8729 2024-05-20 09:07:35,866 - mmdet - INFO - Epoch [11][3300/3665] lr: 2.000e-04, eta: 1 day, 13:34:14, time: 1.461, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2400, interm_loss_bbox: 0.1775, interm_loss_iou: 0.4077, loss_cls: 0.1954, loss_bbox: 0.1510, loss_iou: 0.3646, d0.loss_cls: 0.2506, d0.loss_bbox: 0.1527, d0.loss_iou: 0.3692, d1.loss_cls: 0.2179, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3682, d2.loss_cls: 0.2055, d2.loss_bbox: 0.1516, d2.loss_iou: 0.3647, d3.loss_cls: 0.1990, d3.loss_bbox: 0.1506, d3.loss_iou: 0.3635, d4.loss_cls: 0.1962, d4.loss_bbox: 0.1513, d4.loss_iou: 0.3645, dn_loss_cls: 0.0210, dn_loss_bbox: 0.2178, dn_loss_iou: 0.3208, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3359, d0.dn_loss_iou: 0.4450, d1.dn_loss_cls: 0.0306, d1.dn_loss_bbox: 0.2480, d1.dn_loss_iou: 0.3539, d2.dn_loss_cls: 0.0252, d2.dn_loss_bbox: 0.2240, d2.dn_loss_iou: 0.3288, d3.dn_loss_cls: 0.0223, d3.dn_loss_bbox: 0.2194, d3.dn_loss_iou: 0.3233, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2178, d4.dn_loss_iou: 0.3207, loss: 8.9266 2024-05-20 09:08:51,060 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-20 09:08:51,060 - mmdet - INFO - Epoch [11][3350/3665] lr: 2.000e-04, eta: 1 day, 13:33:04, time: 1.504, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2292, interm_loss_bbox: 0.1811, interm_loss_iou: 0.4070, loss_cls: 0.1858, loss_bbox: 0.1538, loss_iou: 0.3627, d0.loss_cls: 0.2401, d0.loss_bbox: 0.1574, d0.loss_iou: 0.3692, d1.loss_cls: 0.2086, d1.loss_bbox: 0.1557, d1.loss_iou: 0.3663, d2.loss_cls: 0.1946, d2.loss_bbox: 0.1547, d2.loss_iou: 0.3645, d3.loss_cls: 0.1894, d3.loss_bbox: 0.1539, d3.loss_iou: 0.3626, d4.loss_cls: 0.1871, d4.loss_bbox: 0.1535, d4.loss_iou: 0.3625, dn_loss_cls: 0.0213, dn_loss_bbox: 0.2236, dn_loss_iou: 0.3194, d0.dn_loss_cls: 0.0562, d0.dn_loss_bbox: 0.3398, d0.dn_loss_iou: 0.4438, d1.dn_loss_cls: 0.0314, d1.dn_loss_bbox: 0.2542, d1.dn_loss_iou: 0.3537, d2.dn_loss_cls: 0.0257, d2.dn_loss_bbox: 0.2300, d2.dn_loss_iou: 0.3274, d3.dn_loss_cls: 0.0228, d3.dn_loss_bbox: 0.2253, d3.dn_loss_iou: 0.3222, d4.dn_loss_cls: 0.0217, d4.dn_loss_bbox: 0.2237, d4.dn_loss_iou: 0.3193, loss: 8.9012 2024-05-20 09:10:04,858 - mmdet - INFO - Epoch [11][3400/3665] lr: 2.000e-04, eta: 1 day, 13:31:51, time: 1.476, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2319, interm_loss_bbox: 0.1755, interm_loss_iou: 0.3918, loss_cls: 0.1881, loss_bbox: 0.1497, loss_iou: 0.3482, d0.loss_cls: 0.2444, d0.loss_bbox: 0.1524, d0.loss_iou: 0.3552, d1.loss_cls: 0.2117, d1.loss_bbox: 0.1513, d1.loss_iou: 0.3521, d2.loss_cls: 0.1990, d2.loss_bbox: 0.1480, d2.loss_iou: 0.3467, d3.loss_cls: 0.1919, d3.loss_bbox: 0.1485, d3.loss_iou: 0.3477, d4.loss_cls: 0.1893, d4.loss_bbox: 0.1490, d4.loss_iou: 0.3480, dn_loss_cls: 0.0202, dn_loss_bbox: 0.2199, dn_loss_iou: 0.3150, d0.dn_loss_cls: 0.0543, d0.dn_loss_bbox: 0.3375, d0.dn_loss_iou: 0.4392, d1.dn_loss_cls: 0.0295, d1.dn_loss_bbox: 0.2507, d1.dn_loss_iou: 0.3487, d2.dn_loss_cls: 0.0240, d2.dn_loss_bbox: 0.2258, d2.dn_loss_iou: 0.3232, d3.dn_loss_cls: 0.0212, d3.dn_loss_bbox: 0.2216, d3.dn_loss_iou: 0.3177, d4.dn_loss_cls: 0.0205, d4.dn_loss_bbox: 0.2198, d4.dn_loss_iou: 0.3149, loss: 8.7241 2024-05-20 09:11:16,796 - mmdet - INFO - Epoch [11][3450/3665] lr: 2.000e-04, eta: 1 day, 13:30:34, time: 1.439, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2360, interm_loss_bbox: 0.1753, interm_loss_iou: 0.3988, loss_cls: 0.1918, loss_bbox: 0.1500, loss_iou: 0.3592, d0.loss_cls: 0.2505, d0.loss_bbox: 0.1536, d0.loss_iou: 0.3656, d1.loss_cls: 0.2148, d1.loss_bbox: 0.1533, d1.loss_iou: 0.3647, d2.loss_cls: 0.2006, d2.loss_bbox: 0.1503, d2.loss_iou: 0.3612, d3.loss_cls: 0.1949, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3591, d4.loss_cls: 0.1930, d4.loss_bbox: 0.1497, d4.loss_iou: 0.3591, dn_loss_cls: 0.0214, dn_loss_bbox: 0.2255, dn_loss_iou: 0.3179, d0.dn_loss_cls: 0.0564, d0.dn_loss_bbox: 0.3494, d0.dn_loss_iou: 0.4431, d1.dn_loss_cls: 0.0307, d1.dn_loss_bbox: 0.2568, d1.dn_loss_iou: 0.3512, d2.dn_loss_cls: 0.0252, d2.dn_loss_bbox: 0.2317, d2.dn_loss_iou: 0.3257, d3.dn_loss_cls: 0.0223, d3.dn_loss_bbox: 0.2272, d3.dn_loss_iou: 0.3205, d4.dn_loss_cls: 0.0217, d4.dn_loss_bbox: 0.2255, d4.dn_loss_iou: 0.3178, loss: 8.9010 2024-05-20 09:12:33,923 - mmdet - INFO - Epoch [11][3500/3665] lr: 2.000e-04, eta: 1 day, 13:29:29, time: 1.543, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2356, interm_loss_bbox: 0.1750, interm_loss_iou: 0.4111, loss_cls: 0.1907, loss_bbox: 0.1497, loss_iou: 0.3685, d0.loss_cls: 0.2506, d0.loss_bbox: 0.1542, d0.loss_iou: 0.3747, d1.loss_cls: 0.2145, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3729, d2.loss_cls: 0.2004, d2.loss_bbox: 0.1505, d2.loss_iou: 0.3695, d3.loss_cls: 0.1947, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3680, d4.loss_cls: 0.1919, d4.loss_bbox: 0.1497, d4.loss_iou: 0.3681, dn_loss_cls: 0.0209, dn_loss_bbox: 0.2145, dn_loss_iou: 0.3189, d0.dn_loss_cls: 0.0543, d0.dn_loss_bbox: 0.3325, d0.dn_loss_iou: 0.4443, d1.dn_loss_cls: 0.0303, d1.dn_loss_bbox: 0.2446, d1.dn_loss_iou: 0.3526, d2.dn_loss_cls: 0.0248, d2.dn_loss_bbox: 0.2203, d2.dn_loss_iou: 0.3273, d3.dn_loss_cls: 0.0219, d3.dn_loss_bbox: 0.2159, d3.dn_loss_iou: 0.3216, d4.dn_loss_cls: 0.0211, d4.dn_loss_bbox: 0.2145, d4.dn_loss_iou: 0.3188, loss: 8.8916 2024-05-20 09:13:51,580 - mmdet - INFO - Epoch [11][3550/3665] lr: 2.000e-04, eta: 1 day, 13:28:25, time: 1.553, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2376, interm_loss_bbox: 0.1817, interm_loss_iou: 0.4171, loss_cls: 0.1940, loss_bbox: 0.1545, loss_iou: 0.3733, d0.loss_cls: 0.2525, d0.loss_bbox: 0.1579, d0.loss_iou: 0.3779, d1.loss_cls: 0.2189, d1.loss_bbox: 0.1577, d1.loss_iou: 0.3763, d2.loss_cls: 0.2030, d2.loss_bbox: 0.1565, d2.loss_iou: 0.3756, d3.loss_cls: 0.1978, d3.loss_bbox: 0.1544, d3.loss_iou: 0.3737, d4.loss_cls: 0.1951, d4.loss_bbox: 0.1546, d4.loss_iou: 0.3732, dn_loss_cls: 0.0207, dn_loss_bbox: 0.2148, dn_loss_iou: 0.3200, d0.dn_loss_cls: 0.0556, d0.dn_loss_bbox: 0.3372, d0.dn_loss_iou: 0.4480, d1.dn_loss_cls: 0.0301, d1.dn_loss_bbox: 0.2445, d1.dn_loss_iou: 0.3535, d2.dn_loss_cls: 0.0247, d2.dn_loss_bbox: 0.2204, d2.dn_loss_iou: 0.3280, d3.dn_loss_cls: 0.0219, d3.dn_loss_bbox: 0.2164, d3.dn_loss_iou: 0.3227, d4.dn_loss_cls: 0.0210, d4.dn_loss_bbox: 0.2148, d4.dn_loss_iou: 0.3199, loss: 8.9973 2024-05-20 09:15:07,167 - mmdet - INFO - Epoch [11][3600/3665] lr: 2.000e-04, eta: 1 day, 13:27:16, time: 1.512, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2328, interm_loss_bbox: 0.1731, interm_loss_iou: 0.3985, loss_cls: 0.1887, loss_bbox: 0.1450, loss_iou: 0.3516, d0.loss_cls: 0.2499, d0.loss_bbox: 0.1477, d0.loss_iou: 0.3580, d1.loss_cls: 0.2123, d1.loss_bbox: 0.1477, d1.loss_iou: 0.3570, d2.loss_cls: 0.1980, d2.loss_bbox: 0.1462, d2.loss_iou: 0.3529, d3.loss_cls: 0.1909, d3.loss_bbox: 0.1462, d3.loss_iou: 0.3525, d4.loss_cls: 0.1893, d4.loss_bbox: 0.1455, d4.loss_iou: 0.3519, dn_loss_cls: 0.0215, dn_loss_bbox: 0.2108, dn_loss_iou: 0.3152, d0.dn_loss_cls: 0.0560, d0.dn_loss_bbox: 0.3367, d0.dn_loss_iou: 0.4468, d1.dn_loss_cls: 0.0310, d1.dn_loss_bbox: 0.2423, d1.dn_loss_iou: 0.3507, d2.dn_loss_cls: 0.0256, d2.dn_loss_bbox: 0.2174, d2.dn_loss_iou: 0.3237, d3.dn_loss_cls: 0.0224, d3.dn_loss_bbox: 0.2126, d3.dn_loss_iou: 0.3180, d4.dn_loss_cls: 0.0217, d4.dn_loss_bbox: 0.2108, d4.dn_loss_iou: 0.3151, loss: 8.7139 2024-05-20 09:16:20,452 - mmdet - INFO - Epoch [11][3650/3665] lr: 2.000e-04, eta: 1 day, 13:26:02, time: 1.466, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2377, interm_loss_bbox: 0.1792, interm_loss_iou: 0.4014, loss_cls: 0.1951, loss_bbox: 0.1533, loss_iou: 0.3588, d0.loss_cls: 0.2553, d0.loss_bbox: 0.1570, d0.loss_iou: 0.3646, d1.loss_cls: 0.2197, d1.loss_bbox: 0.1565, d1.loss_iou: 0.3641, d2.loss_cls: 0.2043, d2.loss_bbox: 0.1554, d2.loss_iou: 0.3619, d3.loss_cls: 0.1988, d3.loss_bbox: 0.1535, d3.loss_iou: 0.3590, d4.loss_cls: 0.1960, d4.loss_bbox: 0.1532, d4.loss_iou: 0.3588, dn_loss_cls: 0.0218, dn_loss_bbox: 0.2186, dn_loss_iou: 0.3206, d0.dn_loss_cls: 0.0573, d0.dn_loss_bbox: 0.3415, d0.dn_loss_iou: 0.4464, d1.dn_loss_cls: 0.0317, d1.dn_loss_bbox: 0.2497, d1.dn_loss_iou: 0.3544, d2.dn_loss_cls: 0.0260, d2.dn_loss_bbox: 0.2253, d2.dn_loss_iou: 0.3289, d3.dn_loss_cls: 0.0230, d3.dn_loss_bbox: 0.2203, d3.dn_loss_iou: 0.3231, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.2186, d4.dn_loss_iou: 0.3205, loss: 8.9334 2024-05-20 09:16:45,886 - mmdet - INFO - Saving checkpoint at 11 epochs 2024-05-20 09:20:18,383 - mmdet - INFO - Evaluating bbox... 2024-05-20 09:22:13,235 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.552 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.738 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.604 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.381 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.591 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.752 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.755 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.755 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.596 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.804 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.907 2024-05-20 09:22:15,745 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-20 09:22:15,748 - mmdet - INFO - Epoch(val) [11][313] bbox_mAP: 0.5520, bbox_mAP_50: 0.7380, bbox_mAP_75: 0.6040, bbox_mAP_s: 0.3810, bbox_mAP_m: 0.5910, bbox_mAP_l: 0.7180, bbox_mAP_copypaste: 0.552 0.738 0.604 0.381 0.591 0.718 2024-05-20 09:23:35,512 - mmdet - INFO - Epoch [12][50/3665] lr: 2.000e-04, eta: 1 day, 13:23:50, time: 1.595, data_time: 0.101, memory: 41053, interm_loss_cls: 0.2324, interm_loss_bbox: 0.1750, interm_loss_iou: 0.3936, loss_cls: 0.1869, loss_bbox: 0.1493, loss_iou: 0.3514, d0.loss_cls: 0.2463, d0.loss_bbox: 0.1526, d0.loss_iou: 0.3563, d1.loss_cls: 0.2121, d1.loss_bbox: 0.1520, d1.loss_iou: 0.3558, d2.loss_cls: 0.1984, d2.loss_bbox: 0.1499, d2.loss_iou: 0.3524, d3.loss_cls: 0.1909, d3.loss_bbox: 0.1492, d3.loss_iou: 0.3517, d4.loss_cls: 0.1882, d4.loss_bbox: 0.1492, d4.loss_iou: 0.3512, dn_loss_cls: 0.0212, dn_loss_bbox: 0.2143, dn_loss_iou: 0.3091, d0.dn_loss_cls: 0.0556, d0.dn_loss_bbox: 0.3336, d0.dn_loss_iou: 0.4333, d1.dn_loss_cls: 0.0306, d1.dn_loss_bbox: 0.2421, d1.dn_loss_iou: 0.3405, d2.dn_loss_cls: 0.0253, d2.dn_loss_bbox: 0.2199, d2.dn_loss_iou: 0.3164, d3.dn_loss_cls: 0.0223, d3.dn_loss_bbox: 0.2158, d3.dn_loss_iou: 0.3117, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2143, d4.dn_loss_iou: 0.3091, loss: 8.6815 2024-05-20 09:24:49,131 - mmdet - INFO - Epoch [12][100/3665] lr: 2.000e-04, eta: 1 day, 13:22:33, time: 1.432, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2262, interm_loss_bbox: 0.1715, interm_loss_iou: 0.3922, loss_cls: 0.1810, loss_bbox: 0.1462, loss_iou: 0.3507, d0.loss_cls: 0.2417, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3541, d1.loss_cls: 0.2030, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3552, d2.loss_cls: 0.1918, d2.loss_bbox: 0.1462, d2.loss_iou: 0.3500, d3.loss_cls: 0.1846, d3.loss_bbox: 0.1464, d3.loss_iou: 0.3502, d4.loss_cls: 0.1819, d4.loss_bbox: 0.1464, d4.loss_iou: 0.3507, dn_loss_cls: 0.0200, dn_loss_bbox: 0.2110, dn_loss_iou: 0.3040, d0.dn_loss_cls: 0.0540, d0.dn_loss_bbox: 0.3283, d0.dn_loss_iou: 0.4262, d1.dn_loss_cls: 0.0293, d1.dn_loss_bbox: 0.2400, d1.dn_loss_iou: 0.3356, d2.dn_loss_cls: 0.0241, d2.dn_loss_bbox: 0.2167, d2.dn_loss_iou: 0.3113, d3.dn_loss_cls: 0.0211, d3.dn_loss_bbox: 0.2126, d3.dn_loss_iou: 0.3065, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.2110, d4.dn_loss_iou: 0.3039, loss: 8.5459 2024-05-20 09:26:00,952 - mmdet - INFO - Epoch [12][150/3665] lr: 2.000e-04, eta: 1 day, 13:21:20, time: 1.477, data_time: 0.058, memory: 41053, interm_loss_cls: 0.2316, interm_loss_bbox: 0.1721, interm_loss_iou: 0.3966, loss_cls: 0.1871, loss_bbox: 0.1475, loss_iou: 0.3575, d0.loss_cls: 0.2456, d0.loss_bbox: 0.1487, d0.loss_iou: 0.3599, d1.loss_cls: 0.2119, d1.loss_bbox: 0.1487, d1.loss_iou: 0.3606, d2.loss_cls: 0.1969, d2.loss_bbox: 0.1483, d2.loss_iou: 0.3592, d3.loss_cls: 0.1901, d3.loss_bbox: 0.1480, d3.loss_iou: 0.3580, d4.loss_cls: 0.1880, d4.loss_bbox: 0.1475, d4.loss_iou: 0.3576, dn_loss_cls: 0.0207, dn_loss_bbox: 0.2129, dn_loss_iou: 0.3098, d0.dn_loss_cls: 0.0547, d0.dn_loss_bbox: 0.3313, d0.dn_loss_iou: 0.4300, d1.dn_loss_cls: 0.0304, d1.dn_loss_bbox: 0.2431, d1.dn_loss_iou: 0.3419, d2.dn_loss_cls: 0.0249, d2.dn_loss_bbox: 0.2191, d2.dn_loss_iou: 0.3175, d3.dn_loss_cls: 0.0218, d3.dn_loss_bbox: 0.2146, d3.dn_loss_iou: 0.3124, d4.dn_loss_cls: 0.0210, d4.dn_loss_bbox: 0.2129, d4.dn_loss_iou: 0.3097, loss: 8.6899 2024-05-20 09:27:16,105 - mmdet - INFO - Epoch [12][200/3665] lr: 2.000e-04, eta: 1 day, 13:20:10, time: 1.503, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2260, interm_loss_bbox: 0.1755, interm_loss_iou: 0.3941, loss_cls: 0.1827, loss_bbox: 0.1500, loss_iou: 0.3552, d0.loss_cls: 0.2405, d0.loss_bbox: 0.1526, d0.loss_iou: 0.3586, d1.loss_cls: 0.2066, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3592, d2.loss_cls: 0.1926, d2.loss_bbox: 0.1506, d2.loss_iou: 0.3564, d3.loss_cls: 0.1864, d3.loss_bbox: 0.1501, d3.loss_iou: 0.3554, d4.loss_cls: 0.1839, d4.loss_bbox: 0.1498, d4.loss_iou: 0.3553, dn_loss_cls: 0.0206, dn_loss_bbox: 0.2188, dn_loss_iou: 0.3136, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3403, d0.dn_loss_iou: 0.4373, d1.dn_loss_cls: 0.0311, d1.dn_loss_bbox: 0.2497, d1.dn_loss_iou: 0.3466, d2.dn_loss_cls: 0.0256, d2.dn_loss_bbox: 0.2253, d2.dn_loss_iou: 0.3215, d3.dn_loss_cls: 0.0223, d3.dn_loss_bbox: 0.2207, d3.dn_loss_iou: 0.3164, d4.dn_loss_cls: 0.0211, d4.dn_loss_bbox: 0.2188, d4.dn_loss_iou: 0.3135, loss: 8.7325 2024-05-20 09:28:27,985 - mmdet - INFO - Epoch [12][250/3665] lr: 2.000e-04, eta: 1 day, 13:18:53, time: 1.437, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2281, interm_loss_bbox: 0.1750, interm_loss_iou: 0.3924, loss_cls: 0.1864, loss_bbox: 0.1480, loss_iou: 0.3490, d0.loss_cls: 0.2422, d0.loss_bbox: 0.1512, d0.loss_iou: 0.3534, d1.loss_cls: 0.2064, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3551, d2.loss_cls: 0.1956, d2.loss_bbox: 0.1488, d2.loss_iou: 0.3507, d3.loss_cls: 0.1886, d3.loss_bbox: 0.1490, d3.loss_iou: 0.3504, d4.loss_cls: 0.1870, d4.loss_bbox: 0.1482, d4.loss_iou: 0.3495, dn_loss_cls: 0.0194, dn_loss_bbox: 0.2235, dn_loss_iou: 0.3076, d0.dn_loss_cls: 0.0546, d0.dn_loss_bbox: 0.3448, d0.dn_loss_iou: 0.4292, d1.dn_loss_cls: 0.0292, d1.dn_loss_bbox: 0.2530, d1.dn_loss_iou: 0.3399, d2.dn_loss_cls: 0.0239, d2.dn_loss_bbox: 0.2293, d2.dn_loss_iou: 0.3153, d3.dn_loss_cls: 0.0208, d3.dn_loss_bbox: 0.2251, d3.dn_loss_iou: 0.3102, d4.dn_loss_cls: 0.0198, d4.dn_loss_bbox: 0.2235, d4.dn_loss_iou: 0.3076, loss: 8.6836 2024-05-20 09:29:39,724 - mmdet - INFO - Epoch [12][300/3665] lr: 2.000e-04, eta: 1 day, 13:17:35, time: 1.435, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2327, interm_loss_bbox: 0.1748, interm_loss_iou: 0.4001, loss_cls: 0.1906, loss_bbox: 0.1477, loss_iou: 0.3543, d0.loss_cls: 0.2455, d0.loss_bbox: 0.1519, d0.loss_iou: 0.3617, d1.loss_cls: 0.2135, d1.loss_bbox: 0.1510, d1.loss_iou: 0.3585, d2.loss_cls: 0.2016, d2.loss_bbox: 0.1484, d2.loss_iou: 0.3556, d3.loss_cls: 0.1937, d3.loss_bbox: 0.1487, d3.loss_iou: 0.3548, d4.loss_cls: 0.1916, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3548, dn_loss_cls: 0.0217, dn_loss_bbox: 0.2125, dn_loss_iou: 0.3125, d0.dn_loss_cls: 0.0559, d0.dn_loss_bbox: 0.3331, d0.dn_loss_iou: 0.4366, d1.dn_loss_cls: 0.0311, d1.dn_loss_bbox: 0.2443, d1.dn_loss_iou: 0.3466, d2.dn_loss_cls: 0.0260, d2.dn_loss_bbox: 0.2189, d2.dn_loss_iou: 0.3211, d3.dn_loss_cls: 0.0230, d3.dn_loss_bbox: 0.2142, d3.dn_loss_iou: 0.3154, d4.dn_loss_cls: 0.0221, d4.dn_loss_bbox: 0.2124, d4.dn_loss_iou: 0.3124, loss: 8.7389 2024-05-20 09:30:51,344 - mmdet - INFO - Epoch [12][350/3665] lr: 2.000e-04, eta: 1 day, 13:16:18, time: 1.432, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2302, interm_loss_bbox: 0.1737, interm_loss_iou: 0.4004, loss_cls: 0.1905, loss_bbox: 0.1492, loss_iou: 0.3564, d0.loss_cls: 0.2485, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3605, d1.loss_cls: 0.2146, d1.loss_bbox: 0.1512, d1.loss_iou: 0.3600, d2.loss_cls: 0.1995, d2.loss_bbox: 0.1507, d2.loss_iou: 0.3589, d3.loss_cls: 0.1939, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3568, d4.loss_cls: 0.1920, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3560, dn_loss_cls: 0.0200, dn_loss_bbox: 0.2100, dn_loss_iou: 0.3144, d0.dn_loss_cls: 0.0541, d0.dn_loss_bbox: 0.3283, d0.dn_loss_iou: 0.4372, d1.dn_loss_cls: 0.0297, d1.dn_loss_bbox: 0.2385, d1.dn_loss_iou: 0.3469, d2.dn_loss_cls: 0.0246, d2.dn_loss_bbox: 0.2161, d2.dn_loss_iou: 0.3224, d3.dn_loss_cls: 0.0216, d3.dn_loss_bbox: 0.2115, d3.dn_loss_iou: 0.3170, d4.dn_loss_cls: 0.0205, d4.dn_loss_bbox: 0.2100, d4.dn_loss_iou: 0.3143, loss: 8.7292 2024-05-20 09:32:04,951 - mmdet - INFO - Epoch [12][400/3665] lr: 2.000e-04, eta: 1 day, 13:15:04, time: 1.472, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2277, interm_loss_bbox: 0.1749, interm_loss_iou: 0.3965, loss_cls: 0.1840, loss_bbox: 0.1505, loss_iou: 0.3557, d0.loss_cls: 0.2438, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3589, d1.loss_cls: 0.2082, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3597, d2.loss_cls: 0.1941, d2.loss_bbox: 0.1500, d2.loss_iou: 0.3567, d3.loss_cls: 0.1880, d3.loss_bbox: 0.1500, d3.loss_iou: 0.3561, d4.loss_cls: 0.1851, d4.loss_bbox: 0.1504, d4.loss_iou: 0.3558, dn_loss_cls: 0.0201, dn_loss_bbox: 0.2142, dn_loss_iou: 0.3070, d0.dn_loss_cls: 0.0543, d0.dn_loss_bbox: 0.3324, d0.dn_loss_iou: 0.4284, d1.dn_loss_cls: 0.0294, d1.dn_loss_bbox: 0.2441, d1.dn_loss_iou: 0.3383, d2.dn_loss_cls: 0.0239, d2.dn_loss_bbox: 0.2199, d2.dn_loss_iou: 0.3142, d3.dn_loss_cls: 0.0212, d3.dn_loss_bbox: 0.2157, d3.dn_loss_iou: 0.3093, d4.dn_loss_cls: 0.0203, d4.dn_loss_bbox: 0.2142, d4.dn_loss_iou: 0.3069, loss: 8.6638 2024-05-20 09:33:19,079 - mmdet - INFO - Epoch [12][450/3665] lr: 2.000e-04, eta: 1 day, 13:13:52, time: 1.482, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2317, interm_loss_bbox: 0.1743, interm_loss_iou: 0.3902, loss_cls: 0.1874, loss_bbox: 0.1494, loss_iou: 0.3535, d0.loss_cls: 0.2447, d0.loss_bbox: 0.1521, d0.loss_iou: 0.3556, d1.loss_cls: 0.2085, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3571, d2.loss_cls: 0.1950, d2.loss_bbox: 0.1510, d2.loss_iou: 0.3553, d3.loss_cls: 0.1903, d3.loss_bbox: 0.1496, d3.loss_iou: 0.3538, d4.loss_cls: 0.1881, d4.loss_bbox: 0.1499, d4.loss_iou: 0.3538, dn_loss_cls: 0.0200, dn_loss_bbox: 0.2231, dn_loss_iou: 0.3094, d0.dn_loss_cls: 0.0537, d0.dn_loss_bbox: 0.3415, d0.dn_loss_iou: 0.4303, d1.dn_loss_cls: 0.0290, d1.dn_loss_bbox: 0.2525, d1.dn_loss_iou: 0.3417, d2.dn_loss_cls: 0.0240, d2.dn_loss_bbox: 0.2296, d2.dn_loss_iou: 0.3176, d3.dn_loss_cls: 0.0214, d3.dn_loss_bbox: 0.2250, d3.dn_loss_iou: 0.3121, d4.dn_loss_cls: 0.0204, d4.dn_loss_bbox: 0.2231, d4.dn_loss_iou: 0.3093, loss: 8.7262 2024-05-20 09:34:33,446 - mmdet - INFO - Epoch [12][500/3665] lr: 2.000e-04, eta: 1 day, 13:12:41, time: 1.487, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2323, interm_loss_bbox: 0.1728, interm_loss_iou: 0.4069, loss_cls: 0.1844, loss_bbox: 0.1490, loss_iou: 0.3703, d0.loss_cls: 0.2457, d0.loss_bbox: 0.1526, d0.loss_iou: 0.3725, d1.loss_cls: 0.2098, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3717, d2.loss_cls: 0.1942, d2.loss_bbox: 0.1490, d2.loss_iou: 0.3708, d3.loss_cls: 0.1876, d3.loss_bbox: 0.1494, d3.loss_iou: 0.3707, d4.loss_cls: 0.1849, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3711, dn_loss_cls: 0.0192, dn_loss_bbox: 0.2163, dn_loss_iou: 0.3121, d0.dn_loss_cls: 0.0529, d0.dn_loss_bbox: 0.3308, d0.dn_loss_iou: 0.4362, d1.dn_loss_cls: 0.0283, d1.dn_loss_bbox: 0.2445, d1.dn_loss_iou: 0.3443, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.2220, d2.dn_loss_iou: 0.3200, d3.dn_loss_cls: 0.0204, d3.dn_loss_bbox: 0.2176, d3.dn_loss_iou: 0.3145, d4.dn_loss_cls: 0.0196, d4.dn_loss_bbox: 0.2163, d4.dn_loss_iou: 0.3120, loss: 8.7955 2024-05-20 09:35:45,135 - mmdet - INFO - Epoch [12][550/3665] lr: 2.000e-04, eta: 1 day, 13:11:23, time: 1.434, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2310, interm_loss_bbox: 0.1710, interm_loss_iou: 0.3958, loss_cls: 0.1867, loss_bbox: 0.1469, loss_iou: 0.3560, d0.loss_cls: 0.2438, d0.loss_bbox: 0.1519, d0.loss_iou: 0.3617, d1.loss_cls: 0.2092, d1.loss_bbox: 0.1494, d1.loss_iou: 0.3598, d2.loss_cls: 0.1944, d2.loss_bbox: 0.1489, d2.loss_iou: 0.3588, d3.loss_cls: 0.1893, d3.loss_bbox: 0.1474, d3.loss_iou: 0.3570, d4.loss_cls: 0.1872, d4.loss_bbox: 0.1477, d4.loss_iou: 0.3574, dn_loss_cls: 0.0200, dn_loss_bbox: 0.2151, dn_loss_iou: 0.3099, d0.dn_loss_cls: 0.0544, d0.dn_loss_bbox: 0.3385, d0.dn_loss_iou: 0.4335, d1.dn_loss_cls: 0.0296, d1.dn_loss_bbox: 0.2458, d1.dn_loss_iou: 0.3420, d2.dn_loss_cls: 0.0243, d2.dn_loss_bbox: 0.2212, d2.dn_loss_iou: 0.3172, d3.dn_loss_cls: 0.0211, d3.dn_loss_bbox: 0.2166, d3.dn_loss_iou: 0.3123, d4.dn_loss_cls: 0.0204, d4.dn_loss_bbox: 0.2151, d4.dn_loss_iou: 0.3098, loss: 8.6981 2024-05-20 09:37:02,231 - mmdet - INFO - Epoch [12][600/3665] lr: 2.000e-04, eta: 1 day, 13:10:18, time: 1.542, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2321, interm_loss_bbox: 0.1718, interm_loss_iou: 0.4053, loss_cls: 0.1904, loss_bbox: 0.1463, loss_iou: 0.3652, d0.loss_cls: 0.2456, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3717, d1.loss_cls: 0.2123, d1.loss_bbox: 0.1499, d1.loss_iou: 0.3708, d2.loss_cls: 0.2005, d2.loss_bbox: 0.1468, d2.loss_iou: 0.3672, d3.loss_cls: 0.1935, d3.loss_bbox: 0.1466, d3.loss_iou: 0.3661, d4.loss_cls: 0.1911, d4.loss_bbox: 0.1466, d4.loss_iou: 0.3659, dn_loss_cls: 0.0199, dn_loss_bbox: 0.2110, dn_loss_iou: 0.3197, d0.dn_loss_cls: 0.0539, d0.dn_loss_bbox: 0.3281, d0.dn_loss_iou: 0.4406, d1.dn_loss_cls: 0.0296, d1.dn_loss_bbox: 0.2416, d1.dn_loss_iou: 0.3520, d2.dn_loss_cls: 0.0243, d2.dn_loss_bbox: 0.2179, d2.dn_loss_iou: 0.3278, d3.dn_loss_cls: 0.0212, d3.dn_loss_bbox: 0.2129, d3.dn_loss_iou: 0.3224, d4.dn_loss_cls: 0.0203, d4.dn_loss_bbox: 0.2110, d4.dn_loss_iou: 0.3196, loss: 8.8103 2024-05-20 09:38:16,213 - mmdet - INFO - Epoch [12][650/3665] lr: 2.000e-04, eta: 1 day, 13:09:05, time: 1.480, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2367, interm_loss_bbox: 0.1771, interm_loss_iou: 0.3981, loss_cls: 0.1934, loss_bbox: 0.1471, loss_iou: 0.3551, d0.loss_cls: 0.2494, d0.loss_bbox: 0.1529, d0.loss_iou: 0.3591, d1.loss_cls: 0.2144, d1.loss_bbox: 0.1516, d1.loss_iou: 0.3597, d2.loss_cls: 0.2020, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3567, d3.loss_cls: 0.1969, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3554, d4.loss_cls: 0.1944, d4.loss_bbox: 0.1476, d4.loss_iou: 0.3554, dn_loss_cls: 0.0210, dn_loss_bbox: 0.2178, dn_loss_iou: 0.3153, d0.dn_loss_cls: 0.0555, d0.dn_loss_bbox: 0.3411, d0.dn_loss_iou: 0.4437, d1.dn_loss_cls: 0.0302, d1.dn_loss_bbox: 0.2488, d1.dn_loss_iou: 0.3499, d2.dn_loss_cls: 0.0249, d2.dn_loss_bbox: 0.2240, d2.dn_loss_iou: 0.3233, d3.dn_loss_cls: 0.0221, d3.dn_loss_bbox: 0.2193, d3.dn_loss_iou: 0.3179, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2178, d4.dn_loss_iou: 0.3153, loss: 8.8096 2024-05-20 09:39:30,163 - mmdet - INFO - Epoch [12][700/3665] lr: 2.000e-04, eta: 1 day, 13:07:53, time: 1.479, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2281, interm_loss_bbox: 0.1746, interm_loss_iou: 0.3981, loss_cls: 0.1834, loss_bbox: 0.1443, loss_iou: 0.3537, d0.loss_cls: 0.2432, d0.loss_bbox: 0.1500, d0.loss_iou: 0.3604, d1.loss_cls: 0.2076, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3589, d2.loss_cls: 0.1936, d2.loss_bbox: 0.1457, d2.loss_iou: 0.3551, d3.loss_cls: 0.1873, d3.loss_bbox: 0.1440, d3.loss_iou: 0.3535, d4.loss_cls: 0.1848, d4.loss_bbox: 0.1438, d4.loss_iou: 0.3537, dn_loss_cls: 0.0195, dn_loss_bbox: 0.2076, dn_loss_iou: 0.3139, d0.dn_loss_cls: 0.0544, d0.dn_loss_bbox: 0.3267, d0.dn_loss_iou: 0.4390, d1.dn_loss_cls: 0.0295, d1.dn_loss_bbox: 0.2384, d1.dn_loss_iou: 0.3472, d2.dn_loss_cls: 0.0237, d2.dn_loss_bbox: 0.2140, d2.dn_loss_iou: 0.3220, d3.dn_loss_cls: 0.0208, d3.dn_loss_bbox: 0.2093, d3.dn_loss_iou: 0.3166, d4.dn_loss_cls: 0.0199, d4.dn_loss_bbox: 0.2076, d4.dn_loss_iou: 0.3138, loss: 8.6359 2024-05-20 09:40:44,342 - mmdet - INFO - Epoch [12][750/3665] lr: 2.000e-04, eta: 1 day, 13:06:41, time: 1.484, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2339, interm_loss_bbox: 0.1797, interm_loss_iou: 0.4013, loss_cls: 0.1910, loss_bbox: 0.1533, loss_iou: 0.3600, d0.loss_cls: 0.2467, d0.loss_bbox: 0.1566, d0.loss_iou: 0.3649, d1.loss_cls: 0.2124, d1.loss_bbox: 0.1565, d1.loss_iou: 0.3648, d2.loss_cls: 0.2004, d2.loss_bbox: 0.1532, d2.loss_iou: 0.3610, d3.loss_cls: 0.1945, d3.loss_bbox: 0.1524, d3.loss_iou: 0.3605, d4.loss_cls: 0.1917, d4.loss_bbox: 0.1531, d4.loss_iou: 0.3604, dn_loss_cls: 0.0202, dn_loss_bbox: 0.2181, dn_loss_iou: 0.3097, d0.dn_loss_cls: 0.0540, d0.dn_loss_bbox: 0.3394, d0.dn_loss_iou: 0.4314, d1.dn_loss_cls: 0.0294, d1.dn_loss_bbox: 0.2475, d1.dn_loss_iou: 0.3409, d2.dn_loss_cls: 0.0242, d2.dn_loss_bbox: 0.2240, d2.dn_loss_iou: 0.3173, d3.dn_loss_cls: 0.0214, d3.dn_loss_bbox: 0.2196, d3.dn_loss_iou: 0.3123, d4.dn_loss_cls: 0.0206, d4.dn_loss_bbox: 0.2181, d4.dn_loss_iou: 0.3096, loss: 8.8061 2024-05-20 09:41:56,519 - mmdet - INFO - Epoch [12][800/3665] lr: 2.000e-04, eta: 1 day, 13:05:24, time: 1.444, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2399, interm_loss_bbox: 0.1757, interm_loss_iou: 0.4047, loss_cls: 0.1970, loss_bbox: 0.1488, loss_iou: 0.3609, d0.loss_cls: 0.2493, d0.loss_bbox: 0.1548, d0.loss_iou: 0.3703, d1.loss_cls: 0.2198, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3661, d2.loss_cls: 0.2058, d2.loss_bbox: 0.1501, d2.loss_iou: 0.3641, d3.loss_cls: 0.1999, d3.loss_bbox: 0.1494, d3.loss_iou: 0.3619, d4.loss_cls: 0.1984, d4.loss_bbox: 0.1485, d4.loss_iou: 0.3612, dn_loss_cls: 0.0211, dn_loss_bbox: 0.2219, dn_loss_iou: 0.3145, d0.dn_loss_cls: 0.0557, d0.dn_loss_bbox: 0.3404, d0.dn_loss_iou: 0.4359, d1.dn_loss_cls: 0.0308, d1.dn_loss_bbox: 0.2510, d1.dn_loss_iou: 0.3460, d2.dn_loss_cls: 0.0254, d2.dn_loss_bbox: 0.2267, d2.dn_loss_iou: 0.3218, d3.dn_loss_cls: 0.0224, d3.dn_loss_bbox: 0.2231, d3.dn_loss_iou: 0.3169, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2219, d4.dn_loss_iou: 0.3144, loss: 8.8889 2024-05-20 09:43:08,673 - mmdet - INFO - Epoch [12][850/3665] lr: 2.000e-04, eta: 1 day, 13:04:08, time: 1.443, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2230, interm_loss_bbox: 0.1684, interm_loss_iou: 0.3998, loss_cls: 0.1810, loss_bbox: 0.1443, loss_iou: 0.3574, d0.loss_cls: 0.2338, d0.loss_bbox: 0.1474, d0.loss_iou: 0.3631, d1.loss_cls: 0.2007, d1.loss_bbox: 0.1461, d1.loss_iou: 0.3624, d2.loss_cls: 0.1904, d2.loss_bbox: 0.1441, d2.loss_iou: 0.3579, d3.loss_cls: 0.1838, d3.loss_bbox: 0.1442, d3.loss_iou: 0.3582, d4.loss_cls: 0.1822, d4.loss_bbox: 0.1441, d4.loss_iou: 0.3570, dn_loss_cls: 0.0200, dn_loss_bbox: 0.2021, dn_loss_iou: 0.3103, d0.dn_loss_cls: 0.0535, d0.dn_loss_bbox: 0.3218, d0.dn_loss_iou: 0.4362, d1.dn_loss_cls: 0.0295, d1.dn_loss_bbox: 0.2318, d1.dn_loss_iou: 0.3433, d2.dn_loss_cls: 0.0241, d2.dn_loss_bbox: 0.2078, d2.dn_loss_iou: 0.3182, d3.dn_loss_cls: 0.0212, d3.dn_loss_bbox: 0.2037, d3.dn_loss_iou: 0.3128, d4.dn_loss_cls: 0.0203, d4.dn_loss_bbox: 0.2021, d4.dn_loss_iou: 0.3102, loss: 8.5583 2024-05-20 09:44:19,874 - mmdet - INFO - Epoch [12][900/3665] lr: 2.000e-04, eta: 1 day, 13:02:49, time: 1.424, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2329, interm_loss_bbox: 0.1816, interm_loss_iou: 0.4023, loss_cls: 0.1929, loss_bbox: 0.1491, loss_iou: 0.3527, d0.loss_cls: 0.2481, d0.loss_bbox: 0.1542, d0.loss_iou: 0.3602, d1.loss_cls: 0.2148, d1.loss_bbox: 0.1520, d1.loss_iou: 0.3571, d2.loss_cls: 0.2009, d2.loss_bbox: 0.1513, d2.loss_iou: 0.3549, d3.loss_cls: 0.1970, d3.loss_bbox: 0.1495, d3.loss_iou: 0.3521, d4.loss_cls: 0.1939, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3525, dn_loss_cls: 0.0201, dn_loss_bbox: 0.2138, dn_loss_iou: 0.3126, d0.dn_loss_cls: 0.0535, d0.dn_loss_bbox: 0.3387, d0.dn_loss_iou: 0.4407, d1.dn_loss_cls: 0.0296, d1.dn_loss_bbox: 0.2433, d1.dn_loss_iou: 0.3447, d2.dn_loss_cls: 0.0244, d2.dn_loss_bbox: 0.2195, d2.dn_loss_iou: 0.3203, d3.dn_loss_cls: 0.0213, d3.dn_loss_bbox: 0.2154, d3.dn_loss_iou: 0.3151, d4.dn_loss_cls: 0.0203, d4.dn_loss_bbox: 0.2138, d4.dn_loss_iou: 0.3125, loss: 8.7591 2024-05-20 09:45:36,628 - mmdet - INFO - Epoch [12][950/3665] lr: 2.000e-04, eta: 1 day, 13:01:43, time: 1.535, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2293, interm_loss_bbox: 0.1710, interm_loss_iou: 0.4063, loss_cls: 0.1864, loss_bbox: 0.1459, loss_iou: 0.3631, d0.loss_cls: 0.2405, d0.loss_bbox: 0.1500, d0.loss_iou: 0.3713, d1.loss_cls: 0.2066, d1.loss_bbox: 0.1486, d1.loss_iou: 0.3684, d2.loss_cls: 0.1964, d2.loss_bbox: 0.1456, d2.loss_iou: 0.3636, d3.loss_cls: 0.1905, d3.loss_bbox: 0.1454, d3.loss_iou: 0.3628, d4.loss_cls: 0.1877, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3628, dn_loss_cls: 0.0201, dn_loss_bbox: 0.2106, dn_loss_iou: 0.3156, d0.dn_loss_cls: 0.0548, d0.dn_loss_bbox: 0.3315, d0.dn_loss_iou: 0.4425, d1.dn_loss_cls: 0.0298, d1.dn_loss_bbox: 0.2398, d1.dn_loss_iou: 0.3487, d2.dn_loss_cls: 0.0244, d2.dn_loss_bbox: 0.2166, d2.dn_loss_iou: 0.3235, d3.dn_loss_cls: 0.0213, d3.dn_loss_bbox: 0.2123, d3.dn_loss_iou: 0.3181, d4.dn_loss_cls: 0.0204, d4.dn_loss_bbox: 0.2106, d4.dn_loss_iou: 0.3156, loss: 8.7441 2024-05-20 09:46:48,620 - mmdet - INFO - Epoch [12][1000/3665] lr: 2.000e-04, eta: 1 day, 13:00:26, time: 1.440, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2331, interm_loss_bbox: 0.1858, interm_loss_iou: 0.4042, loss_cls: 0.1879, loss_bbox: 0.1552, loss_iou: 0.3563, d0.loss_cls: 0.2476, d0.loss_bbox: 0.1575, d0.loss_iou: 0.3597, d1.loss_cls: 0.2107, d1.loss_bbox: 0.1563, d1.loss_iou: 0.3582, d2.loss_cls: 0.1968, d2.loss_bbox: 0.1557, d2.loss_iou: 0.3580, d3.loss_cls: 0.1912, d3.loss_bbox: 0.1547, d3.loss_iou: 0.3560, d4.loss_cls: 0.1891, d4.loss_bbox: 0.1552, d4.loss_iou: 0.3566, dn_loss_cls: 0.0207, dn_loss_bbox: 0.2182, dn_loss_iou: 0.3179, d0.dn_loss_cls: 0.0554, d0.dn_loss_bbox: 0.3365, d0.dn_loss_iou: 0.4416, d1.dn_loss_cls: 0.0306, d1.dn_loss_bbox: 0.2462, d1.dn_loss_iou: 0.3492, d2.dn_loss_cls: 0.0252, d2.dn_loss_bbox: 0.2236, d2.dn_loss_iou: 0.3256, d3.dn_loss_cls: 0.0219, d3.dn_loss_bbox: 0.2194, d3.dn_loss_iou: 0.3205, d4.dn_loss_cls: 0.0211, d4.dn_loss_bbox: 0.2182, d4.dn_loss_iou: 0.3179, loss: 8.8354 2024-05-20 09:48:02,268 - mmdet - INFO - Epoch [12][1050/3665] lr: 2.000e-04, eta: 1 day, 12:59:13, time: 1.473, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2287, interm_loss_bbox: 0.1747, interm_loss_iou: 0.4060, loss_cls: 0.1882, loss_bbox: 0.1471, loss_iou: 0.3590, d0.loss_cls: 0.2419, d0.loss_bbox: 0.1522, d0.loss_iou: 0.3677, d1.loss_cls: 0.2103, d1.loss_bbox: 0.1500, d1.loss_iou: 0.3633, d2.loss_cls: 0.1969, d2.loss_bbox: 0.1479, d2.loss_iou: 0.3609, d3.loss_cls: 0.1931, d3.loss_bbox: 0.1463, d3.loss_iou: 0.3576, d4.loss_cls: 0.1911, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3573, dn_loss_cls: 0.0203, dn_loss_bbox: 0.2144, dn_loss_iou: 0.3118, d0.dn_loss_cls: 0.0534, d0.dn_loss_bbox: 0.3316, d0.dn_loss_iou: 0.4364, d1.dn_loss_cls: 0.0294, d1.dn_loss_bbox: 0.2421, d1.dn_loss_iou: 0.3434, d2.dn_loss_cls: 0.0242, d2.dn_loss_bbox: 0.2197, d2.dn_loss_iou: 0.3190, d3.dn_loss_cls: 0.0216, d3.dn_loss_bbox: 0.2159, d3.dn_loss_iou: 0.3144, d4.dn_loss_cls: 0.0207, d4.dn_loss_bbox: 0.2144, d4.dn_loss_iou: 0.3117, loss: 8.7306 2024-05-20 09:49:17,735 - mmdet - INFO - Epoch [12][1100/3665] lr: 2.000e-04, eta: 1 day, 12:58:04, time: 1.509, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2302, interm_loss_bbox: 0.1708, interm_loss_iou: 0.4134, loss_cls: 0.1876, loss_bbox: 0.1482, loss_iou: 0.3738, d0.loss_cls: 0.2483, d0.loss_bbox: 0.1491, d0.loss_iou: 0.3771, d1.loss_cls: 0.2110, d1.loss_bbox: 0.1489, d1.loss_iou: 0.3773, d2.loss_cls: 0.1963, d2.loss_bbox: 0.1483, d2.loss_iou: 0.3754, d3.loss_cls: 0.1914, d3.loss_bbox: 0.1471, d3.loss_iou: 0.3735, d4.loss_cls: 0.1888, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3735, dn_loss_cls: 0.0195, dn_loss_bbox: 0.2122, dn_loss_iou: 0.3214, d0.dn_loss_cls: 0.0539, d0.dn_loss_bbox: 0.3266, d0.dn_loss_iou: 0.4442, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2414, d1.dn_loss_iou: 0.3537, d2.dn_loss_cls: 0.0238, d2.dn_loss_bbox: 0.2182, d2.dn_loss_iou: 0.3295, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.2137, d3.dn_loss_iou: 0.3241, d4.dn_loss_cls: 0.0200, d4.dn_loss_bbox: 0.2122, d4.dn_loss_iou: 0.3214, loss: 8.8636 2024-05-20 09:50:35,511 - mmdet - INFO - Epoch [12][1150/3665] lr: 2.000e-04, eta: 1 day, 12:56:59, time: 1.556, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2334, interm_loss_bbox: 0.1774, interm_loss_iou: 0.3981, loss_cls: 0.1907, loss_bbox: 0.1493, loss_iou: 0.3521, d0.loss_cls: 0.2486, d0.loss_bbox: 0.1551, d0.loss_iou: 0.3619, d1.loss_cls: 0.2109, d1.loss_bbox: 0.1552, d1.loss_iou: 0.3611, d2.loss_cls: 0.1985, d2.loss_bbox: 0.1518, d2.loss_iou: 0.3566, d3.loss_cls: 0.1930, d3.loss_bbox: 0.1505, d3.loss_iou: 0.3545, d4.loss_cls: 0.1919, d4.loss_bbox: 0.1490, d4.loss_iou: 0.3524, dn_loss_cls: 0.0196, dn_loss_bbox: 0.2131, dn_loss_iou: 0.3113, d0.dn_loss_cls: 0.0538, d0.dn_loss_bbox: 0.3298, d0.dn_loss_iou: 0.4357, d1.dn_loss_cls: 0.0292, d1.dn_loss_bbox: 0.2423, d1.dn_loss_iou: 0.3442, d2.dn_loss_cls: 0.0238, d2.dn_loss_bbox: 0.2192, d2.dn_loss_iou: 0.3193, d3.dn_loss_cls: 0.0208, d3.dn_loss_bbox: 0.2148, d3.dn_loss_iou: 0.3140, d4.dn_loss_cls: 0.0199, d4.dn_loss_bbox: 0.2131, d4.dn_loss_iou: 0.3112, loss: 8.7272 2024-05-20 09:51:49,133 - mmdet - INFO - Epoch [12][1200/3665] lr: 2.000e-04, eta: 1 day, 12:55:46, time: 1.472, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2358, interm_loss_bbox: 0.1718, interm_loss_iou: 0.4065, loss_cls: 0.1951, loss_bbox: 0.1461, loss_iou: 0.3642, d0.loss_cls: 0.2507, d0.loss_bbox: 0.1507, d0.loss_iou: 0.3706, d1.loss_cls: 0.2145, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3710, d2.loss_cls: 0.2038, d2.loss_bbox: 0.1478, d2.loss_iou: 0.3661, d3.loss_cls: 0.1984, d3.loss_bbox: 0.1460, d3.loss_iou: 0.3638, d4.loss_cls: 0.1950, d4.loss_bbox: 0.1469, d4.loss_iou: 0.3650, dn_loss_cls: 0.0206, dn_loss_bbox: 0.2172, dn_loss_iou: 0.3177, d0.dn_loss_cls: 0.0542, d0.dn_loss_bbox: 0.3363, d0.dn_loss_iou: 0.4418, d1.dn_loss_cls: 0.0298, d1.dn_loss_bbox: 0.2468, d1.dn_loss_iou: 0.3503, d2.dn_loss_cls: 0.0245, d2.dn_loss_bbox: 0.2230, d2.dn_loss_iou: 0.3254, d3.dn_loss_cls: 0.0219, d3.dn_loss_bbox: 0.2186, d3.dn_loss_iou: 0.3202, d4.dn_loss_cls: 0.0209, d4.dn_loss_bbox: 0.2173, d4.dn_loss_iou: 0.3176, loss: 8.8660 2024-05-20 09:53:01,330 - mmdet - INFO - Epoch [12][1250/3665] lr: 2.000e-04, eta: 1 day, 12:54:30, time: 1.444, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2246, interm_loss_bbox: 0.1729, interm_loss_iou: 0.4044, loss_cls: 0.1823, loss_bbox: 0.1450, loss_iou: 0.3619, d0.loss_cls: 0.2354, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3688, d1.loss_cls: 0.2053, d1.loss_bbox: 0.1476, d1.loss_iou: 0.3647, d2.loss_cls: 0.1916, d2.loss_bbox: 0.1458, d2.loss_iou: 0.3634, d3.loss_cls: 0.1852, d3.loss_bbox: 0.1456, d3.loss_iou: 0.3620, d4.loss_cls: 0.1827, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3624, dn_loss_cls: 0.0200, dn_loss_bbox: 0.2116, dn_loss_iou: 0.3085, d0.dn_loss_cls: 0.0532, d0.dn_loss_bbox: 0.3328, d0.dn_loss_iou: 0.4327, d1.dn_loss_cls: 0.0294, d1.dn_loss_bbox: 0.2424, d1.dn_loss_iou: 0.3409, d2.dn_loss_cls: 0.0240, d2.dn_loss_bbox: 0.2180, d2.dn_loss_iou: 0.3166, d3.dn_loss_cls: 0.0212, d3.dn_loss_bbox: 0.2134, d3.dn_loss_iou: 0.3112, d4.dn_loss_cls: 0.0204, d4.dn_loss_bbox: 0.2116, d4.dn_loss_iou: 0.3084, loss: 8.6650 2024-05-20 09:54:17,680 - mmdet - INFO - Epoch [12][1300/3665] lr: 2.000e-04, eta: 1 day, 12:53:22, time: 1.527, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2315, interm_loss_bbox: 0.1780, interm_loss_iou: 0.4051, loss_cls: 0.1922, loss_bbox: 0.1471, loss_iou: 0.3587, d0.loss_cls: 0.2480, d0.loss_bbox: 0.1535, d0.loss_iou: 0.3679, d1.loss_cls: 0.2162, d1.loss_bbox: 0.1516, d1.loss_iou: 0.3640, d2.loss_cls: 0.2026, d2.loss_bbox: 0.1479, d2.loss_iou: 0.3602, d3.loss_cls: 0.1953, d3.loss_bbox: 0.1479, d3.loss_iou: 0.3595, d4.loss_cls: 0.1930, d4.loss_bbox: 0.1480, d4.loss_iou: 0.3591, dn_loss_cls: 0.0203, dn_loss_bbox: 0.2136, dn_loss_iou: 0.3127, d0.dn_loss_cls: 0.0548, d0.dn_loss_bbox: 0.3335, d0.dn_loss_iou: 0.4393, d1.dn_loss_cls: 0.0299, d1.dn_loss_bbox: 0.2433, d1.dn_loss_iou: 0.3462, d2.dn_loss_cls: 0.0245, d2.dn_loss_bbox: 0.2198, d2.dn_loss_iou: 0.3205, d3.dn_loss_cls: 0.0216, d3.dn_loss_bbox: 0.2153, d3.dn_loss_iou: 0.3154, d4.dn_loss_cls: 0.0206, d4.dn_loss_bbox: 0.2136, d4.dn_loss_iou: 0.3127, loss: 8.7849 2024-05-20 09:55:33,113 - mmdet - INFO - Epoch [12][1350/3665] lr: 2.000e-04, eta: 1 day, 12:52:13, time: 1.508, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2394, interm_loss_bbox: 0.1770, interm_loss_iou: 0.4136, loss_cls: 0.1969, loss_bbox: 0.1473, loss_iou: 0.3671, d0.loss_cls: 0.2541, d0.loss_bbox: 0.1541, d0.loss_iou: 0.3763, d1.loss_cls: 0.2221, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3724, d2.loss_cls: 0.2068, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3698, d3.loss_cls: 0.2003, d3.loss_bbox: 0.1481, d3.loss_iou: 0.3677, d4.loss_cls: 0.1982, d4.loss_bbox: 0.1474, d4.loss_iou: 0.3671, dn_loss_cls: 0.0228, dn_loss_bbox: 0.2159, dn_loss_iou: 0.3261, d0.dn_loss_cls: 0.0571, d0.dn_loss_bbox: 0.3381, d0.dn_loss_iou: 0.4545, d1.dn_loss_cls: 0.0320, d1.dn_loss_bbox: 0.2465, d1.dn_loss_iou: 0.3602, d2.dn_loss_cls: 0.0266, d2.dn_loss_bbox: 0.2219, d2.dn_loss_iou: 0.3339, d3.dn_loss_cls: 0.0238, d3.dn_loss_bbox: 0.2174, d3.dn_loss_iou: 0.3286, d4.dn_loss_cls: 0.0230, d4.dn_loss_bbox: 0.2159, d4.dn_loss_iou: 0.3260, loss: 8.9976 2024-05-20 09:56:45,529 - mmdet - INFO - Epoch [12][1400/3665] lr: 2.000e-04, eta: 1 day, 12:50:57, time: 1.448, data_time: 0.021, memory: 41053, interm_loss_cls: 0.2284, interm_loss_bbox: 0.1745, interm_loss_iou: 0.3996, loss_cls: 0.1871, loss_bbox: 0.1444, loss_iou: 0.3546, d0.loss_cls: 0.2417, d0.loss_bbox: 0.1509, d0.loss_iou: 0.3637, d1.loss_cls: 0.2108, d1.loss_bbox: 0.1466, d1.loss_iou: 0.3591, d2.loss_cls: 0.1974, d2.loss_bbox: 0.1449, d2.loss_iou: 0.3557, d3.loss_cls: 0.1909, d3.loss_bbox: 0.1442, d3.loss_iou: 0.3547, d4.loss_cls: 0.1888, d4.loss_bbox: 0.1439, d4.loss_iou: 0.3544, dn_loss_cls: 0.0212, dn_loss_bbox: 0.2158, dn_loss_iou: 0.3105, d0.dn_loss_cls: 0.0557, d0.dn_loss_bbox: 0.3389, d0.dn_loss_iou: 0.4351, d1.dn_loss_cls: 0.0304, d1.dn_loss_bbox: 0.2477, d1.dn_loss_iou: 0.3437, d2.dn_loss_cls: 0.0249, d2.dn_loss_bbox: 0.2222, d2.dn_loss_iou: 0.3186, d3.dn_loss_cls: 0.0220, d3.dn_loss_bbox: 0.2179, d3.dn_loss_iou: 0.3132, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2158, d4.dn_loss_iou: 0.3104, loss: 8.7017 2024-05-20 09:57:57,263 - mmdet - INFO - Epoch [12][1450/3665] lr: 2.000e-04, eta: 1 day, 12:49:40, time: 1.435, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2351, interm_loss_bbox: 0.1770, interm_loss_iou: 0.4012, loss_cls: 0.1902, loss_bbox: 0.1488, loss_iou: 0.3577, d0.loss_cls: 0.2461, d0.loss_bbox: 0.1537, d0.loss_iou: 0.3653, d1.loss_cls: 0.2133, d1.loss_bbox: 0.1516, d1.loss_iou: 0.3619, d2.loss_cls: 0.1997, d2.loss_bbox: 0.1492, d2.loss_iou: 0.3584, d3.loss_cls: 0.1936, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3581, d4.loss_cls: 0.1910, d4.loss_bbox: 0.1490, d4.loss_iou: 0.3581, dn_loss_cls: 0.0218, dn_loss_bbox: 0.2153, dn_loss_iou: 0.3164, d0.dn_loss_cls: 0.0572, d0.dn_loss_bbox: 0.3427, d0.dn_loss_iou: 0.4429, d1.dn_loss_cls: 0.0318, d1.dn_loss_bbox: 0.2468, d1.dn_loss_iou: 0.3497, d2.dn_loss_cls: 0.0260, d2.dn_loss_bbox: 0.2212, d2.dn_loss_iou: 0.3245, d3.dn_loss_cls: 0.0231, d3.dn_loss_bbox: 0.2169, d3.dn_loss_iou: 0.3190, d4.dn_loss_cls: 0.0220, d4.dn_loss_bbox: 0.2153, d4.dn_loss_iou: 0.3164, loss: 8.8166 2024-05-20 09:59:12,247 - mmdet - INFO - Epoch [12][1500/3665] lr: 2.000e-04, eta: 1 day, 12:48:29, time: 1.500, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2296, interm_loss_bbox: 0.1736, interm_loss_iou: 0.4134, loss_cls: 0.1890, loss_bbox: 0.1496, loss_iou: 0.3756, d0.loss_cls: 0.2476, d0.loss_bbox: 0.1547, d0.loss_iou: 0.3818, d1.loss_cls: 0.2112, d1.loss_bbox: 0.1540, d1.loss_iou: 0.3804, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1513, d2.loss_iou: 0.3780, d3.loss_cls: 0.1924, d3.loss_bbox: 0.1496, d3.loss_iou: 0.3764, d4.loss_cls: 0.1898, d4.loss_bbox: 0.1497, d4.loss_iou: 0.3757, dn_loss_cls: 0.0205, dn_loss_bbox: 0.2126, dn_loss_iou: 0.3241, d0.dn_loss_cls: 0.0555, d0.dn_loss_bbox: 0.3316, d0.dn_loss_iou: 0.4491, d1.dn_loss_cls: 0.0301, d1.dn_loss_bbox: 0.2431, d1.dn_loss_iou: 0.3564, d2.dn_loss_cls: 0.0245, d2.dn_loss_bbox: 0.2188, d2.dn_loss_iou: 0.3317, d3.dn_loss_cls: 0.0215, d3.dn_loss_bbox: 0.2144, d3.dn_loss_iou: 0.3268, d4.dn_loss_cls: 0.0207, d4.dn_loss_bbox: 0.2126, d4.dn_loss_iou: 0.3240, loss: 8.9389 2024-05-20 10:00:24,780 - mmdet - INFO - Epoch [12][1550/3665] lr: 2.000e-04, eta: 1 day, 12:47:14, time: 1.451, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2322, interm_loss_bbox: 0.1732, interm_loss_iou: 0.3963, loss_cls: 0.1880, loss_bbox: 0.1490, loss_iou: 0.3546, d0.loss_cls: 0.2498, d0.loss_bbox: 0.1509, d0.loss_iou: 0.3591, d1.loss_cls: 0.2117, d1.loss_bbox: 0.1508, d1.loss_iou: 0.3583, d2.loss_cls: 0.1982, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3557, d3.loss_cls: 0.1917, d3.loss_bbox: 0.1484, d3.loss_iou: 0.3551, d4.loss_cls: 0.1900, d4.loss_bbox: 0.1477, d4.loss_iou: 0.3542, dn_loss_cls: 0.0212, dn_loss_bbox: 0.2179, dn_loss_iou: 0.3077, d0.dn_loss_cls: 0.0552, d0.dn_loss_bbox: 0.3403, d0.dn_loss_iou: 0.4307, d1.dn_loss_cls: 0.0306, d1.dn_loss_bbox: 0.2480, d1.dn_loss_iou: 0.3400, d2.dn_loss_cls: 0.0254, d2.dn_loss_bbox: 0.2242, d2.dn_loss_iou: 0.3156, d3.dn_loss_cls: 0.0225, d3.dn_loss_bbox: 0.2196, d3.dn_loss_iou: 0.3104, d4.dn_loss_cls: 0.0216, d4.dn_loss_bbox: 0.2179, d4.dn_loss_iou: 0.3076, loss: 8.7201 2024-05-20 10:01:36,452 - mmdet - INFO - Epoch [12][1600/3665] lr: 2.000e-04, eta: 1 day, 12:45:56, time: 1.434, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2356, interm_loss_bbox: 0.1737, interm_loss_iou: 0.3918, loss_cls: 0.1915, loss_bbox: 0.1472, loss_iou: 0.3510, d0.loss_cls: 0.2500, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3573, d1.loss_cls: 0.2175, d1.loss_bbox: 0.1514, d1.loss_iou: 0.3553, d2.loss_cls: 0.2007, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3534, d3.loss_cls: 0.1954, d3.loss_bbox: 0.1470, d3.loss_iou: 0.3510, d4.loss_cls: 0.1927, d4.loss_bbox: 0.1471, d4.loss_iou: 0.3510, dn_loss_cls: 0.0203, dn_loss_bbox: 0.2151, dn_loss_iou: 0.3122, d0.dn_loss_cls: 0.0553, d0.dn_loss_bbox: 0.3358, d0.dn_loss_iou: 0.4387, d1.dn_loss_cls: 0.0305, d1.dn_loss_bbox: 0.2471, d1.dn_loss_iou: 0.3466, d2.dn_loss_cls: 0.0250, d2.dn_loss_bbox: 0.2212, d2.dn_loss_iou: 0.3204, d3.dn_loss_cls: 0.0217, d3.dn_loss_bbox: 0.2169, d3.dn_loss_iou: 0.3149, d4.dn_loss_cls: 0.0207, d4.dn_loss_bbox: 0.2151, d4.dn_loss_iou: 0.3121, loss: 8.7312 2024-05-20 10:02:55,602 - mmdet - INFO - Epoch [12][1650/3665] lr: 2.000e-04, eta: 1 day, 12:44:55, time: 1.583, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2272, interm_loss_bbox: 0.1762, interm_loss_iou: 0.4049, loss_cls: 0.1855, loss_bbox: 0.1491, loss_iou: 0.3626, d0.loss_cls: 0.2422, d0.loss_bbox: 0.1533, d0.loss_iou: 0.3696, d1.loss_cls: 0.2078, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3682, d2.loss_cls: 0.1958, d2.loss_bbox: 0.1490, d2.loss_iou: 0.3639, d3.loss_cls: 0.1894, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3625, d4.loss_cls: 0.1869, d4.loss_bbox: 0.1488, d4.loss_iou: 0.3626, dn_loss_cls: 0.0209, dn_loss_bbox: 0.2144, dn_loss_iou: 0.3144, d0.dn_loss_cls: 0.0548, d0.dn_loss_bbox: 0.3365, d0.dn_loss_iou: 0.4418, d1.dn_loss_cls: 0.0300, d1.dn_loss_bbox: 0.2441, d1.dn_loss_iou: 0.3477, d2.dn_loss_cls: 0.0248, d2.dn_loss_bbox: 0.2206, d2.dn_loss_iou: 0.3222, d3.dn_loss_cls: 0.0219, d3.dn_loss_bbox: 0.2162, d3.dn_loss_iou: 0.3172, d4.dn_loss_cls: 0.0211, d4.dn_loss_bbox: 0.2144, d4.dn_loss_iou: 0.3143, loss: 8.7836 2024-05-20 10:04:10,823 - mmdet - INFO - Epoch [12][1700/3665] lr: 2.000e-04, eta: 1 day, 12:43:45, time: 1.504, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2294, interm_loss_bbox: 0.1667, interm_loss_iou: 0.3852, loss_cls: 0.1860, loss_bbox: 0.1435, loss_iou: 0.3482, d0.loss_cls: 0.2442, d0.loss_bbox: 0.1466, d0.loss_iou: 0.3540, d1.loss_cls: 0.2094, d1.loss_bbox: 0.1462, d1.loss_iou: 0.3529, d2.loss_cls: 0.1965, d2.loss_bbox: 0.1437, d2.loss_iou: 0.3494, d3.loss_cls: 0.1894, d3.loss_bbox: 0.1435, d3.loss_iou: 0.3486, d4.loss_cls: 0.1871, d4.loss_bbox: 0.1431, d4.loss_iou: 0.3481, dn_loss_cls: 0.0216, dn_loss_bbox: 0.2052, dn_loss_iou: 0.3042, d0.dn_loss_cls: 0.0550, d0.dn_loss_bbox: 0.3246, d0.dn_loss_iou: 0.4244, d1.dn_loss_cls: 0.0307, d1.dn_loss_bbox: 0.2349, d1.dn_loss_iou: 0.3366, d2.dn_loss_cls: 0.0252, d2.dn_loss_bbox: 0.2112, d2.dn_loss_iou: 0.3121, d3.dn_loss_cls: 0.0225, d3.dn_loss_bbox: 0.2068, d3.dn_loss_iou: 0.3068, d4.dn_loss_cls: 0.0217, d4.dn_loss_bbox: 0.2051, d4.dn_loss_iou: 0.3042, loss: 8.5145 2024-05-20 10:05:24,341 - mmdet - INFO - Epoch [12][1750/3665] lr: 2.000e-04, eta: 1 day, 12:42:31, time: 1.470, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2286, interm_loss_bbox: 0.1753, interm_loss_iou: 0.3873, loss_cls: 0.1841, loss_bbox: 0.1492, loss_iou: 0.3495, d0.loss_cls: 0.2434, d0.loss_bbox: 0.1530, d0.loss_iou: 0.3544, d1.loss_cls: 0.2081, d1.loss_bbox: 0.1516, d1.loss_iou: 0.3537, d2.loss_cls: 0.1939, d2.loss_bbox: 0.1499, d2.loss_iou: 0.3509, d3.loss_cls: 0.1870, d3.loss_bbox: 0.1492, d3.loss_iou: 0.3502, d4.loss_cls: 0.1853, d4.loss_bbox: 0.1490, d4.loss_iou: 0.3499, dn_loss_cls: 0.0198, dn_loss_bbox: 0.2168, dn_loss_iou: 0.3084, d0.dn_loss_cls: 0.0536, d0.dn_loss_bbox: 0.3285, d0.dn_loss_iou: 0.4264, d1.dn_loss_cls: 0.0293, d1.dn_loss_bbox: 0.2456, d1.dn_loss_iou: 0.3398, d2.dn_loss_cls: 0.0238, d2.dn_loss_bbox: 0.2225, d2.dn_loss_iou: 0.3159, d3.dn_loss_cls: 0.0211, d3.dn_loss_bbox: 0.2182, d3.dn_loss_iou: 0.3106, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.2168, d4.dn_loss_iou: 0.3083, loss: 8.6296 2024-05-20 10:06:37,697 - mmdet - INFO - Epoch [12][1800/3665] lr: 2.000e-04, eta: 1 day, 12:41:18, time: 1.467, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2379, interm_loss_bbox: 0.1776, interm_loss_iou: 0.4113, loss_cls: 0.1938, loss_bbox: 0.1539, loss_iou: 0.3733, d0.loss_cls: 0.2515, d0.loss_bbox: 0.1557, d0.loss_iou: 0.3768, d1.loss_cls: 0.2174, d1.loss_bbox: 0.1557, d1.loss_iou: 0.3764, d2.loss_cls: 0.2041, d2.loss_bbox: 0.1535, d2.loss_iou: 0.3735, d3.loss_cls: 0.1973, d3.loss_bbox: 0.1540, d3.loss_iou: 0.3739, d4.loss_cls: 0.1952, d4.loss_bbox: 0.1539, d4.loss_iou: 0.3735, dn_loss_cls: 0.0221, dn_loss_bbox: 0.2249, dn_loss_iou: 0.3250, d0.dn_loss_cls: 0.0560, d0.dn_loss_bbox: 0.3483, d0.dn_loss_iou: 0.4518, d1.dn_loss_cls: 0.0315, d1.dn_loss_bbox: 0.2559, d1.dn_loss_iou: 0.3580, d2.dn_loss_cls: 0.0261, d2.dn_loss_bbox: 0.2311, d2.dn_loss_iou: 0.3333, d3.dn_loss_cls: 0.0233, d3.dn_loss_bbox: 0.2266, d3.dn_loss_iou: 0.3277, d4.dn_loss_cls: 0.0225, d4.dn_loss_bbox: 0.2249, d4.dn_loss_iou: 0.3250, loss: 9.0739 2024-05-20 10:07:51,544 - mmdet - INFO - Epoch [12][1850/3665] lr: 2.000e-04, eta: 1 day, 12:40:05, time: 1.477, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2309, interm_loss_bbox: 0.1744, interm_loss_iou: 0.4121, loss_cls: 0.1889, loss_bbox: 0.1441, loss_iou: 0.3654, d0.loss_cls: 0.2451, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3729, d1.loss_cls: 0.2116, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3699, d2.loss_cls: 0.1987, d2.loss_bbox: 0.1441, d2.loss_iou: 0.3645, d3.loss_cls: 0.1918, d3.loss_bbox: 0.1446, d3.loss_iou: 0.3658, d4.loss_cls: 0.1899, d4.loss_bbox: 0.1442, d4.loss_iou: 0.3651, dn_loss_cls: 0.0205, dn_loss_bbox: 0.2081, dn_loss_iou: 0.3156, d0.dn_loss_cls: 0.0542, d0.dn_loss_bbox: 0.3233, d0.dn_loss_iou: 0.4381, d1.dn_loss_cls: 0.0296, d1.dn_loss_bbox: 0.2370, d1.dn_loss_iou: 0.3481, d2.dn_loss_cls: 0.0241, d2.dn_loss_bbox: 0.2140, d2.dn_loss_iou: 0.3230, d3.dn_loss_cls: 0.0216, d3.dn_loss_bbox: 0.2098, d3.dn_loss_iou: 0.3182, d4.dn_loss_cls: 0.0208, d4.dn_loss_bbox: 0.2081, d4.dn_loss_iou: 0.3155, loss: 8.7524 2024-05-20 10:09:08,946 - mmdet - INFO - Epoch [12][1900/3665] lr: 2.000e-04, eta: 1 day, 12:38:59, time: 1.548, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2396, interm_loss_bbox: 0.1788, interm_loss_iou: 0.4075, loss_cls: 0.1968, loss_bbox: 0.1530, loss_iou: 0.3668, d0.loss_cls: 0.2557, d0.loss_bbox: 0.1574, d0.loss_iou: 0.3713, d1.loss_cls: 0.2209, d1.loss_bbox: 0.1552, d1.loss_iou: 0.3701, d2.loss_cls: 0.2073, d2.loss_bbox: 0.1537, d2.loss_iou: 0.3683, d3.loss_cls: 0.2010, d3.loss_bbox: 0.1523, d3.loss_iou: 0.3673, d4.loss_cls: 0.1975, d4.loss_bbox: 0.1532, d4.loss_iou: 0.3676, dn_loss_cls: 0.0198, dn_loss_bbox: 0.2193, dn_loss_iou: 0.3145, d0.dn_loss_cls: 0.0543, d0.dn_loss_bbox: 0.3395, d0.dn_loss_iou: 0.4363, d1.dn_loss_cls: 0.0293, d1.dn_loss_bbox: 0.2505, d1.dn_loss_iou: 0.3467, d2.dn_loss_cls: 0.0241, d2.dn_loss_bbox: 0.2252, d2.dn_loss_iou: 0.3222, d3.dn_loss_cls: 0.0213, d3.dn_loss_bbox: 0.2209, d3.dn_loss_iou: 0.3171, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.2193, d4.dn_loss_iou: 0.3145, loss: 8.9362 2024-05-20 10:10:22,731 - mmdet - INFO - Epoch [12][1950/3665] lr: 2.000e-04, eta: 1 day, 12:37:47, time: 1.476, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2352, interm_loss_bbox: 0.1747, interm_loss_iou: 0.4082, loss_cls: 0.1906, loss_bbox: 0.1491, loss_iou: 0.3682, d0.loss_cls: 0.2566, d0.loss_bbox: 0.1533, d0.loss_iou: 0.3723, d1.loss_cls: 0.2287, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3723, d2.loss_cls: 0.2037, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3686, d3.loss_cls: 0.1950, d3.loss_bbox: 0.1489, d3.loss_iou: 0.3685, d4.loss_cls: 0.1919, d4.loss_bbox: 0.1492, d4.loss_iou: 0.3679, dn_loss_cls: 0.0225, dn_loss_bbox: 0.2154, dn_loss_iou: 0.3206, d0.dn_loss_cls: 0.0578, d0.dn_loss_bbox: 0.3351, d0.dn_loss_iou: 0.4484, d1.dn_loss_cls: 0.0332, d1.dn_loss_bbox: 0.2465, d1.dn_loss_iou: 0.3552, d2.dn_loss_cls: 0.0269, d2.dn_loss_bbox: 0.2223, d2.dn_loss_iou: 0.3293, d3.dn_loss_cls: 0.0238, d3.dn_loss_bbox: 0.2171, d3.dn_loss_iou: 0.3234, d4.dn_loss_cls: 0.0229, d4.dn_loss_bbox: 0.2154, d4.dn_loss_iou: 0.3206, loss: 8.9412 2024-05-20 10:11:35,965 - mmdet - INFO - Epoch [12][2000/3665] lr: 2.000e-04, eta: 1 day, 12:36:32, time: 1.465, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2290, interm_loss_bbox: 0.1757, interm_loss_iou: 0.3885, loss_cls: 0.1873, loss_bbox: 0.1486, loss_iou: 0.3459, d0.loss_cls: 0.2490, d0.loss_bbox: 0.1522, d0.loss_iou: 0.3523, d1.loss_cls: 0.2191, d1.loss_bbox: 0.1508, d1.loss_iou: 0.3484, d2.loss_cls: 0.1985, d2.loss_bbox: 0.1503, d2.loss_iou: 0.3485, d3.loss_cls: 0.1906, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3476, d4.loss_cls: 0.1886, d4.loss_bbox: 0.1487, d4.loss_iou: 0.3462, dn_loss_cls: 0.0208, dn_loss_bbox: 0.2144, dn_loss_iou: 0.3091, d0.dn_loss_cls: 0.0557, d0.dn_loss_bbox: 0.3388, d0.dn_loss_iou: 0.4341, d1.dn_loss_cls: 0.0309, d1.dn_loss_bbox: 0.2455, d1.dn_loss_iou: 0.3426, d2.dn_loss_cls: 0.0251, d2.dn_loss_bbox: 0.2213, d2.dn_loss_iou: 0.3176, d3.dn_loss_cls: 0.0220, d3.dn_loss_bbox: 0.2161, d3.dn_loss_iou: 0.3120, d4.dn_loss_cls: 0.0211, d4.dn_loss_bbox: 0.2144, d4.dn_loss_iou: 0.3090, loss: 8.6660 2024-05-20 10:12:47,248 - mmdet - INFO - Epoch [12][2050/3665] lr: 2.000e-04, eta: 1 day, 12:35:14, time: 1.426, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2284, interm_loss_bbox: 0.1737, interm_loss_iou: 0.3937, loss_cls: 0.1868, loss_bbox: 0.1474, loss_iou: 0.3508, d0.loss_cls: 0.2444, d0.loss_bbox: 0.1522, d0.loss_iou: 0.3592, d1.loss_cls: 0.2143, d1.loss_bbox: 0.1501, d1.loss_iou: 0.3550, d2.loss_cls: 0.1968, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3531, d3.loss_cls: 0.1902, d3.loss_bbox: 0.1471, d3.loss_iou: 0.3513, d4.loss_cls: 0.1872, d4.loss_bbox: 0.1474, d4.loss_iou: 0.3508, dn_loss_cls: 0.0206, dn_loss_bbox: 0.2100, dn_loss_iou: 0.3145, d0.dn_loss_cls: 0.0538, d0.dn_loss_bbox: 0.3269, d0.dn_loss_iou: 0.4377, d1.dn_loss_cls: 0.0296, d1.dn_loss_bbox: 0.2401, d1.dn_loss_iou: 0.3467, d2.dn_loss_cls: 0.0243, d2.dn_loss_bbox: 0.2161, d2.dn_loss_iou: 0.3224, d3.dn_loss_cls: 0.0216, d3.dn_loss_bbox: 0.2118, d3.dn_loss_iou: 0.3173, d4.dn_loss_cls: 0.0208, d4.dn_loss_bbox: 0.2100, d4.dn_loss_iou: 0.3144, loss: 8.6670 2024-05-20 10:14:00,942 - mmdet - INFO - Epoch [12][2100/3665] lr: 2.000e-04, eta: 1 day, 12:34:01, time: 1.474, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2331, interm_loss_bbox: 0.1697, interm_loss_iou: 0.3996, loss_cls: 0.1913, loss_bbox: 0.1430, loss_iou: 0.3568, d0.loss_cls: 0.2525, d0.loss_bbox: 0.1475, d0.loss_iou: 0.3619, d1.loss_cls: 0.2208, d1.loss_bbox: 0.1456, d1.loss_iou: 0.3592, d2.loss_cls: 0.2027, d2.loss_bbox: 0.1435, d2.loss_iou: 0.3577, d3.loss_cls: 0.1954, d3.loss_bbox: 0.1430, d3.loss_iou: 0.3562, d4.loss_cls: 0.1917, d4.loss_bbox: 0.1435, d4.loss_iou: 0.3574, dn_loss_cls: 0.0208, dn_loss_bbox: 0.2106, dn_loss_iou: 0.3176, d0.dn_loss_cls: 0.0538, d0.dn_loss_bbox: 0.3311, d0.dn_loss_iou: 0.4434, d1.dn_loss_cls: 0.0304, d1.dn_loss_bbox: 0.2426, d1.dn_loss_iou: 0.3525, d2.dn_loss_cls: 0.0250, d2.dn_loss_bbox: 0.2167, d2.dn_loss_iou: 0.3258, d3.dn_loss_cls: 0.0221, d3.dn_loss_bbox: 0.2122, d3.dn_loss_iou: 0.3202, d4.dn_loss_cls: 0.0212, d4.dn_loss_bbox: 0.2106, d4.dn_loss_iou: 0.3176, loss: 8.7464 2024-05-20 10:15:12,469 - mmdet - INFO - Epoch [12][2150/3665] lr: 2.000e-04, eta: 1 day, 12:32:43, time: 1.431, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2391, interm_loss_bbox: 0.1777, interm_loss_iou: 0.4045, loss_cls: 0.1962, loss_bbox: 0.1518, loss_iou: 0.3630, d0.loss_cls: 0.2564, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3681, d1.loss_cls: 0.2240, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3680, d2.loss_cls: 0.2070, d2.loss_bbox: 0.1523, d2.loss_iou: 0.3639, d3.loss_cls: 0.2005, d3.loss_bbox: 0.1511, d3.loss_iou: 0.3633, d4.loss_cls: 0.1977, d4.loss_bbox: 0.1518, d4.loss_iou: 0.3629, dn_loss_cls: 0.0217, dn_loss_bbox: 0.2210, dn_loss_iou: 0.3180, d0.dn_loss_cls: 0.0557, d0.dn_loss_bbox: 0.3435, d0.dn_loss_iou: 0.4432, d1.dn_loss_cls: 0.0315, d1.dn_loss_bbox: 0.2517, d1.dn_loss_iou: 0.3517, d2.dn_loss_cls: 0.0259, d2.dn_loss_bbox: 0.2269, d2.dn_loss_iou: 0.3259, d3.dn_loss_cls: 0.0230, d3.dn_loss_bbox: 0.2228, d3.dn_loss_iou: 0.3209, d4.dn_loss_cls: 0.0220, d4.dn_loss_bbox: 0.2210, d4.dn_loss_iou: 0.3179, loss: 8.9512 2024-05-20 10:16:30,631 - mmdet - INFO - Epoch [12][2200/3665] lr: 2.000e-04, eta: 1 day, 12:31:39, time: 1.563, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2310, interm_loss_bbox: 0.1700, interm_loss_iou: 0.3891, loss_cls: 0.1875, loss_bbox: 0.1455, loss_iou: 0.3484, d0.loss_cls: 0.2472, d0.loss_bbox: 0.1478, d0.loss_iou: 0.3534, d1.loss_cls: 0.2111, d1.loss_bbox: 0.1476, d1.loss_iou: 0.3520, d2.loss_cls: 0.1973, d2.loss_bbox: 0.1460, d2.loss_iou: 0.3495, d3.loss_cls: 0.1921, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3478, d4.loss_cls: 0.1888, d4.loss_bbox: 0.1455, d4.loss_iou: 0.3484, dn_loss_cls: 0.0202, dn_loss_bbox: 0.2158, dn_loss_iou: 0.3075, d0.dn_loss_cls: 0.0545, d0.dn_loss_bbox: 0.3359, d0.dn_loss_iou: 0.4318, d1.dn_loss_cls: 0.0296, d1.dn_loss_bbox: 0.2459, d1.dn_loss_iou: 0.3402, d2.dn_loss_cls: 0.0241, d2.dn_loss_bbox: 0.2216, d2.dn_loss_iou: 0.3156, d3.dn_loss_cls: 0.0213, d3.dn_loss_bbox: 0.2174, d3.dn_loss_iou: 0.3102, d4.dn_loss_cls: 0.0204, d4.dn_loss_bbox: 0.2158, d4.dn_loss_iou: 0.3075, loss: 8.6260 2024-05-20 10:17:48,098 - mmdet - INFO - Epoch [12][2250/3665] lr: 2.000e-04, eta: 1 day, 12:30:34, time: 1.549, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2300, interm_loss_bbox: 0.1782, interm_loss_iou: 0.3935, loss_cls: 0.1880, loss_bbox: 0.1501, loss_iou: 0.3494, d0.loss_cls: 0.2480, d0.loss_bbox: 0.1535, d0.loss_iou: 0.3545, d1.loss_cls: 0.2128, d1.loss_bbox: 0.1532, d1.loss_iou: 0.3553, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1521, d2.loss_iou: 0.3519, d3.loss_cls: 0.1916, d3.loss_bbox: 0.1502, d3.loss_iou: 0.3501, d4.loss_cls: 0.1894, d4.loss_bbox: 0.1500, d4.loss_iou: 0.3498, dn_loss_cls: 0.0198, dn_loss_bbox: 0.2270, dn_loss_iou: 0.3085, d0.dn_loss_cls: 0.0541, d0.dn_loss_bbox: 0.3458, d0.dn_loss_iou: 0.4307, d1.dn_loss_cls: 0.0299, d1.dn_loss_bbox: 0.2556, d1.dn_loss_iou: 0.3397, d2.dn_loss_cls: 0.0243, d2.dn_loss_bbox: 0.2325, d2.dn_loss_iou: 0.3161, d3.dn_loss_cls: 0.0212, d3.dn_loss_bbox: 0.2285, d3.dn_loss_iou: 0.3111, d4.dn_loss_cls: 0.0204, d4.dn_loss_bbox: 0.2270, d4.dn_loss_iou: 0.3085, loss: 8.7501 2024-05-20 10:18:59,951 - mmdet - INFO - Epoch [12][2300/3665] lr: 2.000e-04, eta: 1 day, 12:29:17, time: 1.437, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2316, interm_loss_bbox: 0.1750, interm_loss_iou: 0.4048, loss_cls: 0.1917, loss_bbox: 0.1480, loss_iou: 0.3603, d0.loss_cls: 0.2465, d0.loss_bbox: 0.1524, d0.loss_iou: 0.3671, d1.loss_cls: 0.2142, d1.loss_bbox: 0.1519, d1.loss_iou: 0.3661, d2.loss_cls: 0.2022, d2.loss_bbox: 0.1483, d2.loss_iou: 0.3609, d3.loss_cls: 0.1952, d3.loss_bbox: 0.1480, d3.loss_iou: 0.3607, d4.loss_cls: 0.1926, d4.loss_bbox: 0.1480, d4.loss_iou: 0.3606, dn_loss_cls: 0.0208, dn_loss_bbox: 0.2152, dn_loss_iou: 0.3170, d0.dn_loss_cls: 0.0554, d0.dn_loss_bbox: 0.3340, d0.dn_loss_iou: 0.4415, d1.dn_loss_cls: 0.0307, d1.dn_loss_bbox: 0.2461, d1.dn_loss_iou: 0.3507, d2.dn_loss_cls: 0.0251, d2.dn_loss_bbox: 0.2217, d2.dn_loss_iou: 0.3251, d3.dn_loss_cls: 0.0220, d3.dn_loss_bbox: 0.2168, d3.dn_loss_iou: 0.3196, d4.dn_loss_cls: 0.0212, d4.dn_loss_bbox: 0.2152, d4.dn_loss_iou: 0.3169, loss: 8.8209 2024-05-20 10:20:15,501 - mmdet - INFO - Epoch [12][2350/3665] lr: 2.000e-04, eta: 1 day, 12:28:08, time: 1.511, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2290, interm_loss_bbox: 0.1825, interm_loss_iou: 0.3928, loss_cls: 0.1876, loss_bbox: 0.1494, loss_iou: 0.3439, d0.loss_cls: 0.2470, d0.loss_bbox: 0.1549, d0.loss_iou: 0.3535, d1.loss_cls: 0.2105, d1.loss_bbox: 0.1549, d1.loss_iou: 0.3505, d2.loss_cls: 0.1984, d2.loss_bbox: 0.1497, d2.loss_iou: 0.3449, d3.loss_cls: 0.1912, d3.loss_bbox: 0.1494, d3.loss_iou: 0.3441, d4.loss_cls: 0.1883, d4.loss_bbox: 0.1495, d4.loss_iou: 0.3439, dn_loss_cls: 0.0197, dn_loss_bbox: 0.2224, dn_loss_iou: 0.3019, d0.dn_loss_cls: 0.0536, d0.dn_loss_bbox: 0.3470, d0.dn_loss_iou: 0.4232, d1.dn_loss_cls: 0.0291, d1.dn_loss_bbox: 0.2533, d1.dn_loss_iou: 0.3337, d2.dn_loss_cls: 0.0238, d2.dn_loss_bbox: 0.2287, d2.dn_loss_iou: 0.3096, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.2240, d3.dn_loss_iou: 0.3045, d4.dn_loss_cls: 0.0200, d4.dn_loss_bbox: 0.2224, d4.dn_loss_iou: 0.3019, loss: 8.6555 2024-05-20 10:21:27,140 - mmdet - INFO - Epoch [12][2400/3665] lr: 2.000e-04, eta: 1 day, 12:26:50, time: 1.433, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2279, interm_loss_bbox: 0.1830, interm_loss_iou: 0.4033, loss_cls: 0.1868, loss_bbox: 0.1515, loss_iou: 0.3554, d0.loss_cls: 0.2446, d0.loss_bbox: 0.1559, d0.loss_iou: 0.3645, d1.loss_cls: 0.2107, d1.loss_bbox: 0.1544, d1.loss_iou: 0.3618, d2.loss_cls: 0.1973, d2.loss_bbox: 0.1518, d2.loss_iou: 0.3576, d3.loss_cls: 0.1903, d3.loss_bbox: 0.1519, d3.loss_iou: 0.3555, d4.loss_cls: 0.1883, d4.loss_bbox: 0.1511, d4.loss_iou: 0.3552, dn_loss_cls: 0.0209, dn_loss_bbox: 0.2217, dn_loss_iou: 0.3079, d0.dn_loss_cls: 0.0554, d0.dn_loss_bbox: 0.3463, d0.dn_loss_iou: 0.4320, d1.dn_loss_cls: 0.0309, d1.dn_loss_bbox: 0.2530, d1.dn_loss_iou: 0.3408, d2.dn_loss_cls: 0.0251, d2.dn_loss_bbox: 0.2276, d2.dn_loss_iou: 0.3156, d3.dn_loss_cls: 0.0222, d3.dn_loss_bbox: 0.2234, d3.dn_loss_iou: 0.3106, d4.dn_loss_cls: 0.0213, d4.dn_loss_bbox: 0.2217, d4.dn_loss_iou: 0.3078, loss: 8.7830 2024-05-20 10:22:44,453 - mmdet - INFO - Epoch [12][2450/3665] lr: 2.000e-04, eta: 1 day, 12:25:45, time: 1.546, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2284, interm_loss_bbox: 0.1760, interm_loss_iou: 0.3832, loss_cls: 0.1852, loss_bbox: 0.1531, loss_iou: 0.3409, d0.loss_cls: 0.2430, d0.loss_bbox: 0.1545, d0.loss_iou: 0.3473, d1.loss_cls: 0.2087, d1.loss_bbox: 0.1559, d1.loss_iou: 0.3463, d2.loss_cls: 0.1950, d2.loss_bbox: 0.1529, d2.loss_iou: 0.3430, d3.loss_cls: 0.1886, d3.loss_bbox: 0.1529, d3.loss_iou: 0.3407, d4.loss_cls: 0.1858, d4.loss_bbox: 0.1534, d4.loss_iou: 0.3408, dn_loss_cls: 0.0191, dn_loss_bbox: 0.2167, dn_loss_iou: 0.3062, d0.dn_loss_cls: 0.0530, d0.dn_loss_bbox: 0.3426, d0.dn_loss_iou: 0.4320, d1.dn_loss_cls: 0.0292, d1.dn_loss_bbox: 0.2503, d1.dn_loss_iou: 0.3404, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.2238, d2.dn_loss_iou: 0.3146, d3.dn_loss_cls: 0.0204, d3.dn_loss_bbox: 0.2187, d3.dn_loss_iou: 0.3090, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.2167, d4.dn_loss_iou: 0.3061, loss: 8.6173 2024-05-20 10:24:00,263 - mmdet - INFO - Epoch [12][2500/3665] lr: 2.000e-04, eta: 1 day, 12:24:36, time: 1.516, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2274, interm_loss_bbox: 0.1712, interm_loss_iou: 0.3865, loss_cls: 0.1875, loss_bbox: 0.1466, loss_iou: 0.3476, d0.loss_cls: 0.2419, d0.loss_bbox: 0.1486, d0.loss_iou: 0.3521, d1.loss_cls: 0.2085, d1.loss_bbox: 0.1492, d1.loss_iou: 0.3526, d2.loss_cls: 0.1964, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3486, d3.loss_cls: 0.1905, d3.loss_bbox: 0.1468, d3.loss_iou: 0.3479, d4.loss_cls: 0.1883, d4.loss_bbox: 0.1467, d4.loss_iou: 0.3477, dn_loss_cls: 0.0195, dn_loss_bbox: 0.2049, dn_loss_iou: 0.3039, d0.dn_loss_cls: 0.0533, d0.dn_loss_bbox: 0.3213, d0.dn_loss_iou: 0.4241, d1.dn_loss_cls: 0.0295, d1.dn_loss_bbox: 0.2345, d1.dn_loss_iou: 0.3355, d2.dn_loss_cls: 0.0237, d2.dn_loss_bbox: 0.2111, d2.dn_loss_iou: 0.3117, d3.dn_loss_cls: 0.0208, d3.dn_loss_bbox: 0.2066, d3.dn_loss_iou: 0.3065, d4.dn_loss_cls: 0.0198, d4.dn_loss_bbox: 0.2049, d4.dn_loss_iou: 0.3037, loss: 8.5152 2024-05-20 10:25:14,780 - mmdet - INFO - Epoch [12][2550/3665] lr: 2.000e-04, eta: 1 day, 12:23:24, time: 1.490, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2294, interm_loss_bbox: 0.1747, interm_loss_iou: 0.3973, loss_cls: 0.1853, loss_bbox: 0.1490, loss_iou: 0.3563, d0.loss_cls: 0.2428, d0.loss_bbox: 0.1511, d0.loss_iou: 0.3615, d1.loss_cls: 0.2089, d1.loss_bbox: 0.1509, d1.loss_iou: 0.3600, d2.loss_cls: 0.1954, d2.loss_bbox: 0.1498, d2.loss_iou: 0.3569, d3.loss_cls: 0.1888, d3.loss_bbox: 0.1491, d3.loss_iou: 0.3565, d4.loss_cls: 0.1871, d4.loss_bbox: 0.1486, d4.loss_iou: 0.3555, dn_loss_cls: 0.0197, dn_loss_bbox: 0.2112, dn_loss_iou: 0.3143, d0.dn_loss_cls: 0.0535, d0.dn_loss_bbox: 0.3226, d0.dn_loss_iou: 0.4357, d1.dn_loss_cls: 0.0290, d1.dn_loss_bbox: 0.2388, d1.dn_loss_iou: 0.3461, d2.dn_loss_cls: 0.0237, d2.dn_loss_bbox: 0.2167, d2.dn_loss_iou: 0.3216, d3.dn_loss_cls: 0.0208, d3.dn_loss_bbox: 0.2127, d3.dn_loss_iou: 0.3168, d4.dn_loss_cls: 0.0200, d4.dn_loss_bbox: 0.2112, d4.dn_loss_iou: 0.3142, loss: 8.6834 2024-05-20 10:26:26,885 - mmdet - INFO - Epoch [12][2600/3665] lr: 2.000e-04, eta: 1 day, 12:22:08, time: 1.442, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2264, interm_loss_bbox: 0.1755, interm_loss_iou: 0.3955, loss_cls: 0.1814, loss_bbox: 0.1523, loss_iou: 0.3579, d0.loss_cls: 0.2393, d0.loss_bbox: 0.1540, d0.loss_iou: 0.3607, d1.loss_cls: 0.2044, d1.loss_bbox: 0.1549, d1.loss_iou: 0.3620, d2.loss_cls: 0.1918, d2.loss_bbox: 0.1524, d2.loss_iou: 0.3582, d3.loss_cls: 0.1859, d3.loss_bbox: 0.1516, d3.loss_iou: 0.3571, d4.loss_cls: 0.1830, d4.loss_bbox: 0.1519, d4.loss_iou: 0.3571, dn_loss_cls: 0.0187, dn_loss_bbox: 0.2057, dn_loss_iou: 0.3079, d0.dn_loss_cls: 0.0520, d0.dn_loss_bbox: 0.3255, d0.dn_loss_iou: 0.4298, d1.dn_loss_cls: 0.0280, d1.dn_loss_bbox: 0.2352, d1.dn_loss_iou: 0.3388, d2.dn_loss_cls: 0.0227, d2.dn_loss_bbox: 0.2114, d2.dn_loss_iou: 0.3151, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.2072, d3.dn_loss_iou: 0.3104, d4.dn_loss_cls: 0.0191, d4.dn_loss_bbox: 0.2057, d4.dn_loss_iou: 0.3077, loss: 8.6141 2024-05-20 10:27:40,442 - mmdet - INFO - Epoch [12][2650/3665] lr: 2.000e-04, eta: 1 day, 12:20:54, time: 1.471, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2294, interm_loss_bbox: 0.1731, interm_loss_iou: 0.3903, loss_cls: 0.1879, loss_bbox: 0.1476, loss_iou: 0.3510, d0.loss_cls: 0.2422, d0.loss_bbox: 0.1513, d0.loss_iou: 0.3556, d1.loss_cls: 0.2089, d1.loss_bbox: 0.1508, d1.loss_iou: 0.3555, d2.loss_cls: 0.1980, d2.loss_bbox: 0.1495, d2.loss_iou: 0.3521, d3.loss_cls: 0.1914, d3.loss_bbox: 0.1475, d3.loss_iou: 0.3513, d4.loss_cls: 0.1896, d4.loss_bbox: 0.1472, d4.loss_iou: 0.3503, dn_loss_cls: 0.0196, dn_loss_bbox: 0.2064, dn_loss_iou: 0.3022, d0.dn_loss_cls: 0.0539, d0.dn_loss_bbox: 0.3268, d0.dn_loss_iou: 0.4267, d1.dn_loss_cls: 0.0294, d1.dn_loss_bbox: 0.2356, d1.dn_loss_iou: 0.3341, d2.dn_loss_cls: 0.0238, d2.dn_loss_bbox: 0.2121, d2.dn_loss_iou: 0.3098, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.2078, d3.dn_loss_iou: 0.3045, d4.dn_loss_cls: 0.0199, d4.dn_loss_bbox: 0.2064, d4.dn_loss_iou: 0.3021, loss: 8.5626 2024-05-20 10:28:52,108 - mmdet - INFO - Epoch [12][2700/3665] lr: 2.000e-04, eta: 1 day, 12:19:37, time: 1.433, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2245, interm_loss_bbox: 0.1800, interm_loss_iou: 0.4094, loss_cls: 0.1852, loss_bbox: 0.1476, loss_iou: 0.3599, d0.loss_cls: 0.2400, d0.loss_bbox: 0.1524, d0.loss_iou: 0.3664, d1.loss_cls: 0.2050, d1.loss_bbox: 0.1519, d1.loss_iou: 0.3653, d2.loss_cls: 0.1919, d2.loss_bbox: 0.1502, d2.loss_iou: 0.3626, d3.loss_cls: 0.1884, d3.loss_bbox: 0.1475, d3.loss_iou: 0.3599, d4.loss_cls: 0.1857, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3605, dn_loss_cls: 0.0196, dn_loss_bbox: 0.2147, dn_loss_iou: 0.3089, d0.dn_loss_cls: 0.0534, d0.dn_loss_bbox: 0.3303, d0.dn_loss_iou: 0.4288, d1.dn_loss_cls: 0.0291, d1.dn_loss_bbox: 0.2439, d1.dn_loss_iou: 0.3400, d2.dn_loss_cls: 0.0235, d2.dn_loss_bbox: 0.2205, d2.dn_loss_iou: 0.3168, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.2162, d3.dn_loss_iou: 0.3115, d4.dn_loss_cls: 0.0200, d4.dn_loss_bbox: 0.2147, d4.dn_loss_iou: 0.3088, loss: 8.7035 2024-05-20 10:30:07,095 - mmdet - INFO - Epoch [12][2750/3665] lr: 2.000e-04, eta: 1 day, 12:18:27, time: 1.500, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2274, interm_loss_bbox: 0.1789, interm_loss_iou: 0.4039, loss_cls: 0.1880, loss_bbox: 0.1510, loss_iou: 0.3552, d0.loss_cls: 0.2430, d0.loss_bbox: 0.1552, d0.loss_iou: 0.3634, d1.loss_cls: 0.2091, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3608, d2.loss_cls: 0.1969, d2.loss_bbox: 0.1518, d2.loss_iou: 0.3571, d3.loss_cls: 0.1909, d3.loss_bbox: 0.1505, d3.loss_iou: 0.3559, d4.loss_cls: 0.1893, d4.loss_bbox: 0.1509, d4.loss_iou: 0.3553, dn_loss_cls: 0.0191, dn_loss_bbox: 0.2138, dn_loss_iou: 0.3093, d0.dn_loss_cls: 0.0530, d0.dn_loss_bbox: 0.3297, d0.dn_loss_iou: 0.4321, d1.dn_loss_cls: 0.0285, d1.dn_loss_bbox: 0.2419, d1.dn_loss_iou: 0.3413, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.2193, d2.dn_loss_iou: 0.3166, d3.dn_loss_cls: 0.0204, d3.dn_loss_bbox: 0.2151, d3.dn_loss_iou: 0.3115, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.2138, d4.dn_loss_iou: 0.3092, loss: 8.7048 2024-05-20 10:31:25,235 - mmdet - INFO - Epoch [12][2800/3665] lr: 2.000e-04, eta: 1 day, 12:17:22, time: 1.563, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2271, interm_loss_bbox: 0.1781, interm_loss_iou: 0.3890, loss_cls: 0.1852, loss_bbox: 0.1518, loss_iou: 0.3460, d0.loss_cls: 0.2391, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3512, d1.loss_cls: 0.2038, d1.loss_bbox: 0.1546, d1.loss_iou: 0.3508, d2.loss_cls: 0.1916, d2.loss_bbox: 0.1535, d2.loss_iou: 0.3485, d3.loss_cls: 0.1866, d3.loss_bbox: 0.1531, d3.loss_iou: 0.3482, d4.loss_cls: 0.1852, d4.loss_bbox: 0.1526, d4.loss_iou: 0.3473, dn_loss_cls: 0.0196, dn_loss_bbox: 0.2198, dn_loss_iou: 0.3055, d0.dn_loss_cls: 0.0547, d0.dn_loss_bbox: 0.3389, d0.dn_loss_iou: 0.4273, d1.dn_loss_cls: 0.0290, d1.dn_loss_bbox: 0.2495, d1.dn_loss_iou: 0.3381, d2.dn_loss_cls: 0.0236, d2.dn_loss_bbox: 0.2261, d2.dn_loss_iou: 0.3131, d3.dn_loss_cls: 0.0208, d3.dn_loss_bbox: 0.2215, d3.dn_loss_iou: 0.3082, d4.dn_loss_cls: 0.0199, d4.dn_loss_bbox: 0.2198, d4.dn_loss_iou: 0.3055, loss: 8.6379 2024-05-20 10:32:38,555 - mmdet - INFO - Epoch [12][2850/3665] lr: 2.000e-04, eta: 1 day, 12:16:08, time: 1.466, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2249, interm_loss_bbox: 0.1726, interm_loss_iou: 0.3989, loss_cls: 0.1817, loss_bbox: 0.1445, loss_iou: 0.3558, d0.loss_cls: 0.2373, d0.loss_bbox: 0.1493, d0.loss_iou: 0.3632, d1.loss_cls: 0.2035, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3608, d2.loss_cls: 0.1926, d2.loss_bbox: 0.1443, d2.loss_iou: 0.3551, d3.loss_cls: 0.1857, d3.loss_bbox: 0.1444, d3.loss_iou: 0.3557, d4.loss_cls: 0.1830, d4.loss_bbox: 0.1445, d4.loss_iou: 0.3560, dn_loss_cls: 0.0199, dn_loss_bbox: 0.2060, dn_loss_iou: 0.3082, d0.dn_loss_cls: 0.0530, d0.dn_loss_bbox: 0.3220, d0.dn_loss_iou: 0.4296, d1.dn_loss_cls: 0.0290, d1.dn_loss_bbox: 0.2357, d1.dn_loss_iou: 0.3408, d2.dn_loss_cls: 0.0238, d2.dn_loss_bbox: 0.2119, d2.dn_loss_iou: 0.3161, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.2077, d3.dn_loss_iou: 0.3110, d4.dn_loss_cls: 0.0203, d4.dn_loss_bbox: 0.2060, d4.dn_loss_iou: 0.3081, loss: 8.5719 2024-05-20 10:33:53,531 - mmdet - INFO - Epoch [12][2900/3665] lr: 2.000e-04, eta: 1 day, 12:14:58, time: 1.500, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2340, interm_loss_bbox: 0.1792, interm_loss_iou: 0.4125, loss_cls: 0.1930, loss_bbox: 0.1515, loss_iou: 0.3685, d0.loss_cls: 0.2488, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3722, d1.loss_cls: 0.2171, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3731, d2.loss_cls: 0.2028, d2.loss_bbox: 0.1518, d2.loss_iou: 0.3705, d3.loss_cls: 0.1970, d3.loss_bbox: 0.1510, d3.loss_iou: 0.3686, d4.loss_cls: 0.1937, d4.loss_bbox: 0.1520, d4.loss_iou: 0.3694, dn_loss_cls: 0.0202, dn_loss_bbox: 0.2221, dn_loss_iou: 0.3108, d0.dn_loss_cls: 0.0546, d0.dn_loss_bbox: 0.3436, d0.dn_loss_iou: 0.4352, d1.dn_loss_cls: 0.0297, d1.dn_loss_bbox: 0.2519, d1.dn_loss_iou: 0.3439, d2.dn_loss_cls: 0.0242, d2.dn_loss_bbox: 0.2279, d2.dn_loss_iou: 0.3187, d3.dn_loss_cls: 0.0214, d3.dn_loss_bbox: 0.2236, d3.dn_loss_iou: 0.3133, d4.dn_loss_cls: 0.0205, d4.dn_loss_bbox: 0.2221, d4.dn_loss_iou: 0.3107, loss: 8.9086 2024-05-20 10:35:05,130 - mmdet - INFO - Epoch [12][2950/3665] lr: 2.000e-04, eta: 1 day, 12:13:40, time: 1.432, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2285, interm_loss_bbox: 0.1750, interm_loss_iou: 0.3960, loss_cls: 0.1877, loss_bbox: 0.1460, loss_iou: 0.3506, d0.loss_cls: 0.2419, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3581, d1.loss_cls: 0.2112, d1.loss_bbox: 0.1507, d1.loss_iou: 0.3572, d2.loss_cls: 0.1971, d2.loss_bbox: 0.1480, d2.loss_iou: 0.3533, d3.loss_cls: 0.1903, d3.loss_bbox: 0.1469, d3.loss_iou: 0.3522, d4.loss_cls: 0.1884, d4.loss_bbox: 0.1463, d4.loss_iou: 0.3512, dn_loss_cls: 0.0211, dn_loss_bbox: 0.2112, dn_loss_iou: 0.3126, d0.dn_loss_cls: 0.0560, d0.dn_loss_bbox: 0.3294, d0.dn_loss_iou: 0.4372, d1.dn_loss_cls: 0.0309, d1.dn_loss_bbox: 0.2413, d1.dn_loss_iou: 0.3462, d2.dn_loss_cls: 0.0252, d2.dn_loss_bbox: 0.2174, d2.dn_loss_iou: 0.3207, d3.dn_loss_cls: 0.0223, d3.dn_loss_bbox: 0.2131, d3.dn_loss_iou: 0.3154, d4.dn_loss_cls: 0.0214, d4.dn_loss_bbox: 0.2113, d4.dn_loss_iou: 0.3125, loss: 8.6733 2024-05-20 10:36:23,809 - mmdet - INFO - Epoch [12][3000/3665] lr: 2.000e-04, eta: 1 day, 12:12:37, time: 1.574, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2254, interm_loss_bbox: 0.1756, interm_loss_iou: 0.3980, loss_cls: 0.1883, loss_bbox: 0.1451, loss_iou: 0.3507, d0.loss_cls: 0.2399, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3602, d1.loss_cls: 0.2086, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3560, d2.loss_cls: 0.1977, d2.loss_bbox: 0.1451, d2.loss_iou: 0.3518, d3.loss_cls: 0.1918, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3510, d4.loss_cls: 0.1897, d4.loss_bbox: 0.1448, d4.loss_iou: 0.3506, dn_loss_cls: 0.0198, dn_loss_bbox: 0.2120, dn_loss_iou: 0.3081, d0.dn_loss_cls: 0.0535, d0.dn_loss_bbox: 0.3271, d0.dn_loss_iou: 0.4290, d1.dn_loss_cls: 0.0291, d1.dn_loss_bbox: 0.2399, d1.dn_loss_iou: 0.3400, d2.dn_loss_cls: 0.0237, d2.dn_loss_bbox: 0.2175, d2.dn_loss_iou: 0.3155, d3.dn_loss_cls: 0.0210, d3.dn_loss_bbox: 0.2134, d3.dn_loss_iou: 0.3106, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.2120, d4.dn_loss_iou: 0.3080, loss: 8.6162 2024-05-20 10:37:37,311 - mmdet - INFO - Epoch [12][3050/3665] lr: 2.000e-04, eta: 1 day, 12:11:24, time: 1.470, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2253, interm_loss_bbox: 0.1775, interm_loss_iou: 0.3988, loss_cls: 0.1864, loss_bbox: 0.1493, loss_iou: 0.3528, d0.loss_cls: 0.2420, d0.loss_bbox: 0.1528, d0.loss_iou: 0.3571, d1.loss_cls: 0.2081, d1.loss_bbox: 0.1529, d1.loss_iou: 0.3582, d2.loss_cls: 0.1951, d2.loss_bbox: 0.1504, d2.loss_iou: 0.3543, d3.loss_cls: 0.1886, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3544, d4.loss_cls: 0.1871, d4.loss_bbox: 0.1497, d4.loss_iou: 0.3532, dn_loss_cls: 0.0197, dn_loss_bbox: 0.2099, dn_loss_iou: 0.3064, d0.dn_loss_cls: 0.0543, d0.dn_loss_bbox: 0.3335, d0.dn_loss_iou: 0.4328, d1.dn_loss_cls: 0.0291, d1.dn_loss_bbox: 0.2389, d1.dn_loss_iou: 0.3392, d2.dn_loss_cls: 0.0237, d2.dn_loss_bbox: 0.2158, d2.dn_loss_iou: 0.3143, d3.dn_loss_cls: 0.0208, d3.dn_loss_bbox: 0.2114, d3.dn_loss_iou: 0.3091, d4.dn_loss_cls: 0.0200, d4.dn_loss_bbox: 0.2099, d4.dn_loss_iou: 0.3064, loss: 8.6395 2024-05-20 10:38:52,638 - mmdet - INFO - Epoch [12][3100/3665] lr: 2.000e-04, eta: 1 day, 12:10:14, time: 1.507, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2353, interm_loss_bbox: 0.1731, interm_loss_iou: 0.3972, loss_cls: 0.1955, loss_bbox: 0.1493, loss_iou: 0.3596, d0.loss_cls: 0.2498, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3617, d1.loss_cls: 0.2178, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3644, d2.loss_cls: 0.2061, d2.loss_bbox: 0.1493, d2.loss_iou: 0.3603, d3.loss_cls: 0.1991, d3.loss_bbox: 0.1489, d3.loss_iou: 0.3596, d4.loss_cls: 0.1964, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3601, dn_loss_cls: 0.0216, dn_loss_bbox: 0.2209, dn_loss_iou: 0.3191, d0.dn_loss_cls: 0.0558, d0.dn_loss_bbox: 0.3371, d0.dn_loss_iou: 0.4394, d1.dn_loss_cls: 0.0313, d1.dn_loss_bbox: 0.2500, d1.dn_loss_iou: 0.3516, d2.dn_loss_cls: 0.0255, d2.dn_loss_bbox: 0.2267, d2.dn_loss_iou: 0.3266, d3.dn_loss_cls: 0.0227, d3.dn_loss_bbox: 0.2225, d3.dn_loss_iou: 0.3217, d4.dn_loss_cls: 0.0219, d4.dn_loss_bbox: 0.2209, d4.dn_loss_iou: 0.3190, loss: 8.8716 2024-05-20 10:40:04,556 - mmdet - INFO - Epoch [12][3150/3665] lr: 2.000e-04, eta: 1 day, 12:08:57, time: 1.438, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2301, interm_loss_bbox: 0.1706, interm_loss_iou: 0.3957, loss_cls: 0.1870, loss_bbox: 0.1446, loss_iou: 0.3575, d0.loss_cls: 0.2424, d0.loss_bbox: 0.1492, d0.loss_iou: 0.3636, d1.loss_cls: 0.2078, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3630, d2.loss_cls: 0.1946, d2.loss_bbox: 0.1458, d2.loss_iou: 0.3595, d3.loss_cls: 0.1891, d3.loss_bbox: 0.1452, d3.loss_iou: 0.3591, d4.loss_cls: 0.1879, d4.loss_bbox: 0.1447, d4.loss_iou: 0.3578, dn_loss_cls: 0.0196, dn_loss_bbox: 0.2136, dn_loss_iou: 0.3107, d0.dn_loss_cls: 0.0538, d0.dn_loss_bbox: 0.3340, d0.dn_loss_iou: 0.4312, d1.dn_loss_cls: 0.0292, d1.dn_loss_bbox: 0.2451, d1.dn_loss_iou: 0.3438, d2.dn_loss_cls: 0.0238, d2.dn_loss_bbox: 0.2204, d2.dn_loss_iou: 0.3186, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.2155, d3.dn_loss_iou: 0.3134, d4.dn_loss_cls: 0.0200, d4.dn_loss_bbox: 0.2136, d4.dn_loss_iou: 0.3106, loss: 8.6822 2024-05-20 10:41:17,997 - mmdet - INFO - Epoch [12][3200/3665] lr: 2.000e-04, eta: 1 day, 12:07:43, time: 1.469, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2242, interm_loss_bbox: 0.1719, interm_loss_iou: 0.3948, loss_cls: 0.1813, loss_bbox: 0.1480, loss_iou: 0.3562, d0.loss_cls: 0.2377, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3614, d1.loss_cls: 0.2052, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3590, d2.loss_cls: 0.1913, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3567, d3.loss_cls: 0.1867, d3.loss_bbox: 0.1463, d3.loss_iou: 0.3547, d4.loss_cls: 0.1824, d4.loss_bbox: 0.1478, d4.loss_iou: 0.3557, dn_loss_cls: 0.0194, dn_loss_bbox: 0.2146, dn_loss_iou: 0.3063, d0.dn_loss_cls: 0.0530, d0.dn_loss_bbox: 0.3367, d0.dn_loss_iou: 0.4326, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2456, d1.dn_loss_iou: 0.3392, d2.dn_loss_cls: 0.0234, d2.dn_loss_bbox: 0.2203, d2.dn_loss_iou: 0.3142, d3.dn_loss_cls: 0.0206, d3.dn_loss_bbox: 0.2161, d3.dn_loss_iou: 0.3088, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.2146, d4.dn_loss_iou: 0.3062, loss: 8.6284 2024-05-20 10:42:29,868 - mmdet - INFO - Epoch [12][3250/3665] lr: 2.000e-04, eta: 1 day, 12:06:26, time: 1.437, data_time: 0.021, memory: 41053, interm_loss_cls: 0.2309, interm_loss_bbox: 0.1777, interm_loss_iou: 0.4083, loss_cls: 0.1894, loss_bbox: 0.1507, loss_iou: 0.3662, d0.loss_cls: 0.2459, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3722, d1.loss_cls: 0.2121, d1.loss_bbox: 0.1536, d1.loss_iou: 0.3702, d2.loss_cls: 0.1997, d2.loss_bbox: 0.1517, d2.loss_iou: 0.3668, d3.loss_cls: 0.1928, d3.loss_bbox: 0.1507, d3.loss_iou: 0.3664, d4.loss_cls: 0.1903, d4.loss_bbox: 0.1503, d4.loss_iou: 0.3664, dn_loss_cls: 0.0202, dn_loss_bbox: 0.2130, dn_loss_iou: 0.3135, d0.dn_loss_cls: 0.0547, d0.dn_loss_bbox: 0.3309, d0.dn_loss_iou: 0.4386, d1.dn_loss_cls: 0.0299, d1.dn_loss_bbox: 0.2424, d1.dn_loss_iou: 0.3473, d2.dn_loss_cls: 0.0245, d2.dn_loss_bbox: 0.2186, d2.dn_loss_iou: 0.3215, d3.dn_loss_cls: 0.0215, d3.dn_loss_bbox: 0.2145, d3.dn_loss_iou: 0.3162, d4.dn_loss_cls: 0.0205, d4.dn_loss_bbox: 0.2131, d4.dn_loss_iou: 0.3135, loss: 8.8206 2024-05-20 10:43:44,725 - mmdet - INFO - Epoch [12][3300/3665] lr: 2.000e-04, eta: 1 day, 12:05:15, time: 1.497, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2370, interm_loss_bbox: 0.1828, interm_loss_iou: 0.4052, loss_cls: 0.1936, loss_bbox: 0.1529, loss_iou: 0.3566, d0.loss_cls: 0.2506, d0.loss_bbox: 0.1578, d0.loss_iou: 0.3684, d1.loss_cls: 0.2177, d1.loss_bbox: 0.1556, d1.loss_iou: 0.3627, d2.loss_cls: 0.2030, d2.loss_bbox: 0.1541, d2.loss_iou: 0.3586, d3.loss_cls: 0.1978, d3.loss_bbox: 0.1530, d3.loss_iou: 0.3562, d4.loss_cls: 0.1946, d4.loss_bbox: 0.1531, d4.loss_iou: 0.3569, dn_loss_cls: 0.0209, dn_loss_bbox: 0.2147, dn_loss_iou: 0.3114, d0.dn_loss_cls: 0.0553, d0.dn_loss_bbox: 0.3372, d0.dn_loss_iou: 0.4397, d1.dn_loss_cls: 0.0305, d1.dn_loss_bbox: 0.2459, d1.dn_loss_iou: 0.3454, d2.dn_loss_cls: 0.0250, d2.dn_loss_bbox: 0.2216, d2.dn_loss_iou: 0.3198, d3.dn_loss_cls: 0.0221, d3.dn_loss_bbox: 0.2166, d3.dn_loss_iou: 0.3141, d4.dn_loss_cls: 0.0213, d4.dn_loss_bbox: 0.2148, d4.dn_loss_iou: 0.3113, loss: 8.8356 2024-05-20 10:44:58,785 - mmdet - INFO - Epoch [12][3350/3665] lr: 2.000e-04, eta: 1 day, 12:04:03, time: 1.481, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2301, interm_loss_bbox: 0.1712, interm_loss_iou: 0.4029, loss_cls: 0.1870, loss_bbox: 0.1471, loss_iou: 0.3612, d0.loss_cls: 0.2456, d0.loss_bbox: 0.1508, d0.loss_iou: 0.3688, d1.loss_cls: 0.2121, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3663, d2.loss_cls: 0.1983, d2.loss_bbox: 0.1471, d2.loss_iou: 0.3619, d3.loss_cls: 0.1916, d3.loss_bbox: 0.1469, d3.loss_iou: 0.3607, d4.loss_cls: 0.1880, d4.loss_bbox: 0.1472, d4.loss_iou: 0.3610, dn_loss_cls: 0.0205, dn_loss_bbox: 0.2158, dn_loss_iou: 0.3060, d0.dn_loss_cls: 0.0552, d0.dn_loss_bbox: 0.3330, d0.dn_loss_iou: 0.4309, d1.dn_loss_cls: 0.0305, d1.dn_loss_bbox: 0.2454, d1.dn_loss_iou: 0.3386, d2.dn_loss_cls: 0.0246, d2.dn_loss_bbox: 0.2220, d2.dn_loss_iou: 0.3140, d3.dn_loss_cls: 0.0218, d3.dn_loss_bbox: 0.2175, d3.dn_loss_iou: 0.3088, d4.dn_loss_cls: 0.0209, d4.dn_loss_bbox: 0.2158, d4.dn_loss_iou: 0.3060, loss: 8.7231 2024-05-20 10:46:14,274 - mmdet - INFO - Epoch [12][3400/3665] lr: 2.000e-04, eta: 1 day, 12:02:53, time: 1.510, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2365, interm_loss_bbox: 0.1741, interm_loss_iou: 0.3934, loss_cls: 0.1935, loss_bbox: 0.1486, loss_iou: 0.3547, d0.loss_cls: 0.2515, d0.loss_bbox: 0.1525, d0.loss_iou: 0.3598, d1.loss_cls: 0.2183, d1.loss_bbox: 0.1506, d1.loss_iou: 0.3588, d2.loss_cls: 0.2043, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3562, d3.loss_cls: 0.1978, d3.loss_bbox: 0.1485, d3.loss_iou: 0.3550, d4.loss_cls: 0.1953, d4.loss_bbox: 0.1484, d4.loss_iou: 0.3541, dn_loss_cls: 0.0207, dn_loss_bbox: 0.2198, dn_loss_iou: 0.3080, d0.dn_loss_cls: 0.0565, d0.dn_loss_bbox: 0.3379, d0.dn_loss_iou: 0.4288, d1.dn_loss_cls: 0.0308, d1.dn_loss_bbox: 0.2487, d1.dn_loss_iou: 0.3400, d2.dn_loss_cls: 0.0252, d2.dn_loss_bbox: 0.2259, d2.dn_loss_iou: 0.3161, d3.dn_loss_cls: 0.0221, d3.dn_loss_bbox: 0.2215, d3.dn_loss_iou: 0.3108, d4.dn_loss_cls: 0.0212, d4.dn_loss_bbox: 0.2198, d4.dn_loss_iou: 0.3080, loss: 8.7629 2024-05-20 10:47:32,103 - mmdet - INFO - Epoch [12][3450/3665] lr: 2.000e-04, eta: 1 day, 12:01:48, time: 1.556, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2262, interm_loss_bbox: 0.1779, interm_loss_iou: 0.3929, loss_cls: 0.1853, loss_bbox: 0.1499, loss_iou: 0.3481, d0.loss_cls: 0.2407, d0.loss_bbox: 0.1557, d0.loss_iou: 0.3578, d1.loss_cls: 0.2081, d1.loss_bbox: 0.1534, d1.loss_iou: 0.3537, d2.loss_cls: 0.1948, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3506, d3.loss_cls: 0.1887, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3481, d4.loss_cls: 0.1861, d4.loss_bbox: 0.1499, d4.loss_iou: 0.3478, dn_loss_cls: 0.0190, dn_loss_bbox: 0.2144, dn_loss_iou: 0.3029, d0.dn_loss_cls: 0.0529, d0.dn_loss_bbox: 0.3405, d0.dn_loss_iou: 0.4290, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2467, d1.dn_loss_iou: 0.3367, d2.dn_loss_cls: 0.0229, d2.dn_loss_bbox: 0.2216, d2.dn_loss_iou: 0.3114, d3.dn_loss_cls: 0.0201, d3.dn_loss_bbox: 0.2165, d3.dn_loss_iou: 0.3059, d4.dn_loss_cls: 0.0193, d4.dn_loss_bbox: 0.2144, d4.dn_loss_iou: 0.3028, loss: 8.6208 2024-05-20 10:48:44,331 - mmdet - INFO - Epoch [12][3500/3665] lr: 2.000e-04, eta: 1 day, 12:00:32, time: 1.444, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2380, interm_loss_bbox: 0.1764, interm_loss_iou: 0.4026, loss_cls: 0.1965, loss_bbox: 0.1497, loss_iou: 0.3607, d0.loss_cls: 0.2537, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3673, d1.loss_cls: 0.2213, d1.loss_bbox: 0.1521, d1.loss_iou: 0.3635, d2.loss_cls: 0.2076, d2.loss_bbox: 0.1503, d2.loss_iou: 0.3604, d3.loss_cls: 0.2007, d3.loss_bbox: 0.1497, d3.loss_iou: 0.3607, d4.loss_cls: 0.1980, d4.loss_bbox: 0.1502, d4.loss_iou: 0.3606, dn_loss_cls: 0.0213, dn_loss_bbox: 0.2167, dn_loss_iou: 0.3144, d0.dn_loss_cls: 0.0555, d0.dn_loss_bbox: 0.3346, d0.dn_loss_iou: 0.4366, d1.dn_loss_cls: 0.0305, d1.dn_loss_bbox: 0.2462, d1.dn_loss_iou: 0.3459, d2.dn_loss_cls: 0.0255, d2.dn_loss_bbox: 0.2224, d2.dn_loss_iou: 0.3217, d3.dn_loss_cls: 0.0225, d3.dn_loss_bbox: 0.2183, d3.dn_loss_iou: 0.3168, d4.dn_loss_cls: 0.0217, d4.dn_loss_bbox: 0.2166, d4.dn_loss_iou: 0.3143, loss: 8.8551 2024-05-20 10:50:01,327 - mmdet - INFO - Epoch [12][3550/3665] lr: 2.000e-04, eta: 1 day, 11:59:25, time: 1.540, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2308, interm_loss_bbox: 0.1691, interm_loss_iou: 0.4073, loss_cls: 0.1892, loss_bbox: 0.1448, loss_iou: 0.3655, d0.loss_cls: 0.2445, d0.loss_bbox: 0.1488, d0.loss_iou: 0.3729, d1.loss_cls: 0.2137, d1.loss_bbox: 0.1472, d1.loss_iou: 0.3707, d2.loss_cls: 0.1998, d2.loss_bbox: 0.1443, d2.loss_iou: 0.3671, d3.loss_cls: 0.1933, d3.loss_bbox: 0.1439, d3.loss_iou: 0.3658, d4.loss_cls: 0.1907, d4.loss_bbox: 0.1443, d4.loss_iou: 0.3654, dn_loss_cls: 0.0199, dn_loss_bbox: 0.2057, dn_loss_iou: 0.3174, d0.dn_loss_cls: 0.0538, d0.dn_loss_bbox: 0.3196, d0.dn_loss_iou: 0.4398, d1.dn_loss_cls: 0.0293, d1.dn_loss_bbox: 0.2344, d1.dn_loss_iou: 0.3503, d2.dn_loss_cls: 0.0238, d2.dn_loss_bbox: 0.2108, d2.dn_loss_iou: 0.3252, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.2069, d3.dn_loss_iou: 0.3199, d4.dn_loss_cls: 0.0201, d4.dn_loss_bbox: 0.2057, d4.dn_loss_iou: 0.3173, loss: 8.7394 2024-05-20 10:51:14,860 - mmdet - INFO - Epoch [12][3600/3665] lr: 2.000e-04, eta: 1 day, 11:58:12, time: 1.471, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2301, interm_loss_bbox: 0.1716, interm_loss_iou: 0.3957, loss_cls: 0.1887, loss_bbox: 0.1480, loss_iou: 0.3554, d0.loss_cls: 0.2416, d0.loss_bbox: 0.1520, d0.loss_iou: 0.3644, d1.loss_cls: 0.2110, d1.loss_bbox: 0.1499, d1.loss_iou: 0.3614, d2.loss_cls: 0.1971, d2.loss_bbox: 0.1483, d2.loss_iou: 0.3576, d3.loss_cls: 0.1918, d3.loss_bbox: 0.1476, d3.loss_iou: 0.3554, d4.loss_cls: 0.1888, d4.loss_bbox: 0.1482, d4.loss_iou: 0.3561, dn_loss_cls: 0.0197, dn_loss_bbox: 0.2045, dn_loss_iou: 0.3100, d0.dn_loss_cls: 0.0548, d0.dn_loss_bbox: 0.3230, d0.dn_loss_iou: 0.4369, d1.dn_loss_cls: 0.0297, d1.dn_loss_bbox: 0.2347, d1.dn_loss_iou: 0.3438, d2.dn_loss_cls: 0.0239, d2.dn_loss_bbox: 0.2107, d2.dn_loss_iou: 0.3182, d3.dn_loss_cls: 0.0210, d3.dn_loss_bbox: 0.2064, d3.dn_loss_iou: 0.3129, d4.dn_loss_cls: 0.0201, d4.dn_loss_bbox: 0.2045, d4.dn_loss_iou: 0.3098, loss: 8.6451 2024-05-20 10:52:26,615 - mmdet - INFO - Epoch [12][3650/3665] lr: 2.000e-04, eta: 1 day, 11:56:55, time: 1.435, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2316, interm_loss_bbox: 0.1762, interm_loss_iou: 0.3957, loss_cls: 0.1897, loss_bbox: 0.1503, loss_iou: 0.3557, d0.loss_cls: 0.2469, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3624, d1.loss_cls: 0.2152, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3592, d2.loss_cls: 0.1995, d2.loss_bbox: 0.1501, d2.loss_iou: 0.3570, d3.loss_cls: 0.1932, d3.loss_bbox: 0.1502, d3.loss_iou: 0.3561, d4.loss_cls: 0.1901, d4.loss_bbox: 0.1508, d4.loss_iou: 0.3562, dn_loss_cls: 0.0208, dn_loss_bbox: 0.2243, dn_loss_iou: 0.3186, d0.dn_loss_cls: 0.0551, d0.dn_loss_bbox: 0.3465, d0.dn_loss_iou: 0.4416, d1.dn_loss_cls: 0.0307, d1.dn_loss_bbox: 0.2557, d1.dn_loss_iou: 0.3521, d2.dn_loss_cls: 0.0250, d2.dn_loss_bbox: 0.2307, d2.dn_loss_iou: 0.3269, d3.dn_loss_cls: 0.0221, d3.dn_loss_bbox: 0.2260, d3.dn_loss_iou: 0.3213, d4.dn_loss_cls: 0.0211, d4.dn_loss_bbox: 0.2243, d4.dn_loss_iou: 0.3185, loss: 8.8549 2024-05-20 10:52:53,724 - mmdet - INFO - Saving checkpoint at 12 epochs 2024-05-20 10:57:05,325 - mmdet - INFO - Evaluating bbox... 2024-05-20 10:58:54,625 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.554 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.740 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.602 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.381 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.592 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.752 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.756 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.756 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.597 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.802 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.907 2024-05-20 10:58:56,949 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-20 10:58:56,951 - mmdet - INFO - Epoch(val) [12][313] bbox_mAP: 0.5540, bbox_mAP_50: 0.7400, bbox_mAP_75: 0.6020, bbox_mAP_s: 0.3810, bbox_mAP_m: 0.5920, bbox_mAP_l: 0.7180, bbox_mAP_copypaste: 0.554 0.740 0.602 0.381 0.592 0.718 2024-05-20 11:00:25,741 - mmdet - INFO - Epoch [13][50/3665] lr: 2.000e-04, eta: 1 day, 11:55:05, time: 1.775, data_time: 0.178, memory: 41053, interm_loss_cls: 0.2232, interm_loss_bbox: 0.1700, interm_loss_iou: 0.4006, loss_cls: 0.1838, loss_bbox: 0.1448, loss_iou: 0.3593, d0.loss_cls: 0.2356, d0.loss_bbox: 0.1490, d0.loss_iou: 0.3656, d1.loss_cls: 0.2043, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3643, d2.loss_cls: 0.1915, d2.loss_bbox: 0.1465, d2.loss_iou: 0.3612, d3.loss_cls: 0.1861, d3.loss_bbox: 0.1453, d3.loss_iou: 0.3606, d4.loss_cls: 0.1848, d4.loss_bbox: 0.1445, d4.loss_iou: 0.3593, dn_loss_cls: 0.0189, dn_loss_bbox: 0.2052, dn_loss_iou: 0.3105, d0.dn_loss_cls: 0.0530, d0.dn_loss_bbox: 0.3199, d0.dn_loss_iou: 0.4304, d1.dn_loss_cls: 0.0285, d1.dn_loss_bbox: 0.2341, d1.dn_loss_iou: 0.3427, d2.dn_loss_cls: 0.0230, d2.dn_loss_bbox: 0.2114, d2.dn_loss_iou: 0.3184, d3.dn_loss_cls: 0.0200, d3.dn_loss_bbox: 0.2070, d3.dn_loss_iou: 0.3131, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.2052, d4.dn_loss_iou: 0.3104, loss: 8.5994 2024-05-20 11:01:37,172 - mmdet - INFO - Epoch [13][100/3665] lr: 2.000e-04, eta: 1 day, 11:53:48, time: 1.429, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2266, interm_loss_bbox: 0.1692, interm_loss_iou: 0.3857, loss_cls: 0.1807, loss_bbox: 0.1436, loss_iou: 0.3453, d0.loss_cls: 0.2371, d0.loss_bbox: 0.1479, d0.loss_iou: 0.3512, d1.loss_cls: 0.2109, d1.loss_bbox: 0.1464, d1.loss_iou: 0.3491, d2.loss_cls: 0.1916, d2.loss_bbox: 0.1444, d2.loss_iou: 0.3468, d3.loss_cls: 0.1851, d3.loss_bbox: 0.1433, d3.loss_iou: 0.3455, d4.loss_cls: 0.1814, d4.loss_bbox: 0.1446, d4.loss_iou: 0.3460, dn_loss_cls: 0.0189, dn_loss_bbox: 0.2049, dn_loss_iou: 0.3034, d0.dn_loss_cls: 0.0526, d0.dn_loss_bbox: 0.3257, d0.dn_loss_iou: 0.4281, d1.dn_loss_cls: 0.0290, d1.dn_loss_bbox: 0.2354, d1.dn_loss_iou: 0.3365, d2.dn_loss_cls: 0.0232, d2.dn_loss_bbox: 0.2113, d2.dn_loss_iou: 0.3115, d3.dn_loss_cls: 0.0202, d3.dn_loss_bbox: 0.2066, d3.dn_loss_iou: 0.3063, d4.dn_loss_cls: 0.0193, d4.dn_loss_bbox: 0.2049, d4.dn_loss_iou: 0.3034, loss: 8.4635 2024-05-20 11:02:50,674 - mmdet - INFO - Epoch [13][150/3665] lr: 2.000e-04, eta: 1 day, 11:52:34, time: 1.470, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2296, interm_loss_bbox: 0.1724, interm_loss_iou: 0.3982, loss_cls: 0.1841, loss_bbox: 0.1445, loss_iou: 0.3582, d0.loss_cls: 0.2391, d0.loss_bbox: 0.1492, d0.loss_iou: 0.3625, d1.loss_cls: 0.2093, d1.loss_bbox: 0.1465, d1.loss_iou: 0.3604, d2.loss_cls: 0.1946, d2.loss_bbox: 0.1439, d2.loss_iou: 0.3578, d3.loss_cls: 0.1874, d3.loss_bbox: 0.1450, d3.loss_iou: 0.3588, d4.loss_cls: 0.1850, d4.loss_bbox: 0.1444, d4.loss_iou: 0.3583, dn_loss_cls: 0.0185, dn_loss_bbox: 0.2042, dn_loss_iou: 0.3041, d0.dn_loss_cls: 0.0519, d0.dn_loss_bbox: 0.3254, d0.dn_loss_iou: 0.4293, d1.dn_loss_cls: 0.0283, d1.dn_loss_bbox: 0.2349, d1.dn_loss_iou: 0.3374, d2.dn_loss_cls: 0.0227, d2.dn_loss_bbox: 0.2104, d2.dn_loss_iou: 0.3122, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.2058, d3.dn_loss_iou: 0.3067, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.2042, d4.dn_loss_iou: 0.3041, loss: 8.5678 2024-05-20 11:04:02,860 - mmdet - INFO - Epoch [13][200/3665] lr: 2.000e-04, eta: 1 day, 11:51:18, time: 1.444, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2312, interm_loss_bbox: 0.1776, interm_loss_iou: 0.3963, loss_cls: 0.1882, loss_bbox: 0.1489, loss_iou: 0.3526, d0.loss_cls: 0.2441, d0.loss_bbox: 0.1521, d0.loss_iou: 0.3588, d1.loss_cls: 0.2138, d1.loss_bbox: 0.1512, d1.loss_iou: 0.3564, d2.loss_cls: 0.1991, d2.loss_bbox: 0.1493, d2.loss_iou: 0.3542, d3.loss_cls: 0.1917, d3.loss_bbox: 0.1483, d3.loss_iou: 0.3534, d4.loss_cls: 0.1890, d4.loss_bbox: 0.1485, d4.loss_iou: 0.3531, dn_loss_cls: 0.0198, dn_loss_bbox: 0.2147, dn_loss_iou: 0.3056, d0.dn_loss_cls: 0.0526, d0.dn_loss_bbox: 0.3374, d0.dn_loss_iou: 0.4305, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2445, d1.dn_loss_iou: 0.3382, d2.dn_loss_cls: 0.0236, d2.dn_loss_bbox: 0.2209, d2.dn_loss_iou: 0.3137, d3.dn_loss_cls: 0.0208, d3.dn_loss_bbox: 0.2161, d3.dn_loss_iou: 0.3081, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.2147, d4.dn_loss_iou: 0.3055, loss: 8.6736 2024-05-20 11:05:14,411 - mmdet - INFO - Epoch [13][250/3665] lr: 2.000e-04, eta: 1 day, 11:50:00, time: 1.431, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2316, interm_loss_bbox: 0.1688, interm_loss_iou: 0.3984, loss_cls: 0.1889, loss_bbox: 0.1437, loss_iou: 0.3585, d0.loss_cls: 0.2447, d0.loss_bbox: 0.1476, d0.loss_iou: 0.3640, d1.loss_cls: 0.2113, d1.loss_bbox: 0.1465, d1.loss_iou: 0.3623, d2.loss_cls: 0.1999, d2.loss_bbox: 0.1441, d2.loss_iou: 0.3591, d3.loss_cls: 0.1916, d3.loss_bbox: 0.1446, d3.loss_iou: 0.3601, d4.loss_cls: 0.1899, d4.loss_bbox: 0.1439, d4.loss_iou: 0.3591, dn_loss_cls: 0.0195, dn_loss_bbox: 0.2051, dn_loss_iou: 0.3091, d0.dn_loss_cls: 0.0528, d0.dn_loss_bbox: 0.3168, d0.dn_loss_iou: 0.4291, d1.dn_loss_cls: 0.0287, d1.dn_loss_bbox: 0.2340, d1.dn_loss_iou: 0.3412, d2.dn_loss_cls: 0.0235, d2.dn_loss_bbox: 0.2104, d2.dn_loss_iou: 0.3165, d3.dn_loss_cls: 0.0208, d3.dn_loss_bbox: 0.2066, d3.dn_loss_iou: 0.3116, d4.dn_loss_cls: 0.0199, d4.dn_loss_bbox: 0.2051, d4.dn_loss_iou: 0.3090, loss: 8.6183 2024-05-20 11:06:28,703 - mmdet - INFO - Epoch [13][300/3665] lr: 2.000e-04, eta: 1 day, 11:48:48, time: 1.486, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2238, interm_loss_bbox: 0.1678, interm_loss_iou: 0.3915, loss_cls: 0.1789, loss_bbox: 0.1449, loss_iou: 0.3522, d0.loss_cls: 0.2351, d0.loss_bbox: 0.1471, d0.loss_iou: 0.3579, d1.loss_cls: 0.2024, d1.loss_bbox: 0.1469, d1.loss_iou: 0.3575, d2.loss_cls: 0.1903, d2.loss_bbox: 0.1451, d2.loss_iou: 0.3530, d3.loss_cls: 0.1828, d3.loss_bbox: 0.1449, d3.loss_iou: 0.3519, d4.loss_cls: 0.1793, d4.loss_bbox: 0.1457, d4.loss_iou: 0.3526, dn_loss_cls: 0.0180, dn_loss_bbox: 0.2053, dn_loss_iou: 0.2998, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.3173, d0.dn_loss_iou: 0.4187, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2332, d1.dn_loss_iou: 0.3318, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.2108, d2.dn_loss_iou: 0.3073, d3.dn_loss_cls: 0.0192, d3.dn_loss_bbox: 0.2068, d3.dn_loss_iou: 0.3022, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.2053, d4.dn_loss_iou: 0.2998, loss: 8.4462 2024-05-20 11:07:43,833 - mmdet - INFO - Epoch [13][350/3665] lr: 2.000e-04, eta: 1 day, 11:47:38, time: 1.503, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2206, interm_loss_bbox: 0.1688, interm_loss_iou: 0.3933, loss_cls: 0.1782, loss_bbox: 0.1438, loss_iou: 0.3517, d0.loss_cls: 0.2342, d0.loss_bbox: 0.1467, d0.loss_iou: 0.3582, d1.loss_cls: 0.1991, d1.loss_bbox: 0.1475, d1.loss_iou: 0.3566, d2.loss_cls: 0.1868, d2.loss_bbox: 0.1443, d2.loss_iou: 0.3530, d3.loss_cls: 0.1814, d3.loss_bbox: 0.1436, d3.loss_iou: 0.3522, d4.loss_cls: 0.1800, d4.loss_bbox: 0.1429, d4.loss_iou: 0.3514, dn_loss_cls: 0.0192, dn_loss_bbox: 0.2098, dn_loss_iou: 0.3071, d0.dn_loss_cls: 0.0527, d0.dn_loss_bbox: 0.3329, d0.dn_loss_iou: 0.4318, d1.dn_loss_cls: 0.0288, d1.dn_loss_bbox: 0.2411, d1.dn_loss_iou: 0.3402, d2.dn_loss_cls: 0.0236, d2.dn_loss_bbox: 0.2167, d2.dn_loss_iou: 0.3151, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.2117, d3.dn_loss_iou: 0.3099, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.2098, d4.dn_loss_iou: 0.3071, loss: 8.5316 2024-05-20 11:08:58,001 - mmdet - INFO - Epoch [13][400/3665] lr: 2.000e-04, eta: 1 day, 11:46:26, time: 1.483, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2243, interm_loss_bbox: 0.1770, interm_loss_iou: 0.4013, loss_cls: 0.1834, loss_bbox: 0.1522, loss_iou: 0.3610, d0.loss_cls: 0.2397, d0.loss_bbox: 0.1570, d0.loss_iou: 0.3679, d1.loss_cls: 0.2070, d1.loss_bbox: 0.1565, d1.loss_iou: 0.3662, d2.loss_cls: 0.1938, d2.loss_bbox: 0.1535, d2.loss_iou: 0.3625, d3.loss_cls: 0.1877, d3.loss_bbox: 0.1517, d3.loss_iou: 0.3606, d4.loss_cls: 0.1852, d4.loss_bbox: 0.1518, d4.loss_iou: 0.3601, dn_loss_cls: 0.0207, dn_loss_bbox: 0.2141, dn_loss_iou: 0.3184, d0.dn_loss_cls: 0.0551, d0.dn_loss_bbox: 0.3364, d0.dn_loss_iou: 0.4427, d1.dn_loss_cls: 0.0305, d1.dn_loss_bbox: 0.2467, d1.dn_loss_iou: 0.3522, d2.dn_loss_cls: 0.0252, d2.dn_loss_bbox: 0.2209, d2.dn_loss_iou: 0.3263, d3.dn_loss_cls: 0.0221, d3.dn_loss_bbox: 0.2156, d3.dn_loss_iou: 0.3211, d4.dn_loss_cls: 0.0212, d4.dn_loss_bbox: 0.2141, d4.dn_loss_iou: 0.3183, loss: 8.8020 2024-05-20 11:10:09,450 - mmdet - INFO - Epoch [13][450/3665] lr: 2.000e-04, eta: 1 day, 11:45:08, time: 1.429, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2278, interm_loss_bbox: 0.1773, interm_loss_iou: 0.3998, loss_cls: 0.1876, loss_bbox: 0.1462, loss_iou: 0.3511, d0.loss_cls: 0.2425, d0.loss_bbox: 0.1531, d0.loss_iou: 0.3602, d1.loss_cls: 0.2112, d1.loss_bbox: 0.1494, d1.loss_iou: 0.3560, d2.loss_cls: 0.1982, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3521, d3.loss_cls: 0.1908, d3.loss_bbox: 0.1462, d3.loss_iou: 0.3517, d4.loss_cls: 0.1886, d4.loss_bbox: 0.1462, d4.loss_iou: 0.3512, dn_loss_cls: 0.0192, dn_loss_bbox: 0.2111, dn_loss_iou: 0.3084, d0.dn_loss_cls: 0.0532, d0.dn_loss_bbox: 0.3353, d0.dn_loss_iou: 0.4340, d1.dn_loss_cls: 0.0292, d1.dn_loss_bbox: 0.2415, d1.dn_loss_iou: 0.3412, d2.dn_loss_cls: 0.0238, d2.dn_loss_bbox: 0.2174, d2.dn_loss_iou: 0.3163, d3.dn_loss_cls: 0.0206, d3.dn_loss_bbox: 0.2129, d3.dn_loss_iou: 0.3110, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.2111, d4.dn_loss_iou: 0.3082, loss: 8.6477 2024-05-20 11:11:21,333 - mmdet - INFO - Epoch [13][500/3665] lr: 2.000e-04, eta: 1 day, 11:43:51, time: 1.438, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2306, interm_loss_bbox: 0.1760, interm_loss_iou: 0.3863, loss_cls: 0.1877, loss_bbox: 0.1489, loss_iou: 0.3435, d0.loss_cls: 0.2444, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3535, d1.loss_cls: 0.2097, d1.loss_bbox: 0.1541, d1.loss_iou: 0.3515, d2.loss_cls: 0.1971, d2.loss_bbox: 0.1499, d2.loss_iou: 0.3463, d3.loss_cls: 0.1907, d3.loss_bbox: 0.1496, d3.loss_iou: 0.3446, d4.loss_cls: 0.1879, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3447, dn_loss_cls: 0.0193, dn_loss_bbox: 0.2172, dn_loss_iou: 0.3000, d0.dn_loss_cls: 0.0536, d0.dn_loss_bbox: 0.3359, d0.dn_loss_iou: 0.4233, d1.dn_loss_cls: 0.0295, d1.dn_loss_bbox: 0.2478, d1.dn_loss_iou: 0.3331, d2.dn_loss_cls: 0.0239, d2.dn_loss_bbox: 0.2238, d2.dn_loss_iou: 0.3079, d3.dn_loss_cls: 0.0207, d3.dn_loss_bbox: 0.2189, d3.dn_loss_iou: 0.3026, d4.dn_loss_cls: 0.0198, d4.dn_loss_bbox: 0.2171, d4.dn_loss_iou: 0.2999, loss: 8.5950 2024-05-20 11:12:37,660 - mmdet - INFO - Epoch [13][550/3665] lr: 2.000e-04, eta: 1 day, 11:42:43, time: 1.526, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2325, interm_loss_bbox: 0.1747, interm_loss_iou: 0.3963, loss_cls: 0.1892, loss_bbox: 0.1496, loss_iou: 0.3548, d0.loss_cls: 0.2455, d0.loss_bbox: 0.1525, d0.loss_iou: 0.3602, d1.loss_cls: 0.2115, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3594, d2.loss_cls: 0.1987, d2.loss_bbox: 0.1505, d2.loss_iou: 0.3563, d3.loss_cls: 0.1924, d3.loss_bbox: 0.1500, d3.loss_iou: 0.3559, d4.loss_cls: 0.1899, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3552, dn_loss_cls: 0.0197, dn_loss_bbox: 0.2170, dn_loss_iou: 0.3095, d0.dn_loss_cls: 0.0542, d0.dn_loss_bbox: 0.3374, d0.dn_loss_iou: 0.4324, d1.dn_loss_cls: 0.0295, d1.dn_loss_bbox: 0.2475, d1.dn_loss_iou: 0.3427, d2.dn_loss_cls: 0.0240, d2.dn_loss_bbox: 0.2232, d2.dn_loss_iou: 0.3175, d3.dn_loss_cls: 0.0211, d3.dn_loss_bbox: 0.2189, d3.dn_loss_iou: 0.3123, d4.dn_loss_cls: 0.0201, d4.dn_loss_bbox: 0.2170, d4.dn_loss_iou: 0.3094, loss: 8.7301 2024-05-20 11:13:51,244 - mmdet - INFO - Epoch [13][600/3665] lr: 2.000e-04, eta: 1 day, 11:41:30, time: 1.472, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2262, interm_loss_bbox: 0.1730, interm_loss_iou: 0.3924, loss_cls: 0.1829, loss_bbox: 0.1448, loss_iou: 0.3501, d0.loss_cls: 0.2397, d0.loss_bbox: 0.1510, d0.loss_iou: 0.3565, d1.loss_cls: 0.2057, d1.loss_bbox: 0.1497, d1.loss_iou: 0.3559, d2.loss_cls: 0.1921, d2.loss_bbox: 0.1469, d2.loss_iou: 0.3535, d3.loss_cls: 0.1865, d3.loss_bbox: 0.1452, d3.loss_iou: 0.3512, d4.loss_cls: 0.1845, d4.loss_bbox: 0.1447, d4.loss_iou: 0.3501, dn_loss_cls: 0.0194, dn_loss_bbox: 0.2088, dn_loss_iou: 0.3014, d0.dn_loss_cls: 0.0525, d0.dn_loss_bbox: 0.3267, d0.dn_loss_iou: 0.4227, d1.dn_loss_cls: 0.0286, d1.dn_loss_bbox: 0.2373, d1.dn_loss_iou: 0.3332, d2.dn_loss_cls: 0.0232, d2.dn_loss_bbox: 0.2145, d2.dn_loss_iou: 0.3092, d3.dn_loss_cls: 0.0205, d3.dn_loss_bbox: 0.2103, d3.dn_loss_iou: 0.3040, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.2088, d4.dn_loss_iou: 0.3013, loss: 8.5247 2024-05-20 11:15:02,875 - mmdet - INFO - Epoch [13][650/3665] lr: 2.000e-04, eta: 1 day, 11:40:12, time: 1.432, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2234, interm_loss_bbox: 0.1752, interm_loss_iou: 0.3923, loss_cls: 0.1822, loss_bbox: 0.1487, loss_iou: 0.3511, d0.loss_cls: 0.2388, d0.loss_bbox: 0.1530, d0.loss_iou: 0.3577, d1.loss_cls: 0.2047, d1.loss_bbox: 0.1518, d1.loss_iou: 0.3555, d2.loss_cls: 0.1915, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3527, d3.loss_cls: 0.1850, d3.loss_bbox: 0.1494, d3.loss_iou: 0.3524, d4.loss_cls: 0.1836, d4.loss_bbox: 0.1486, d4.loss_iou: 0.3511, dn_loss_cls: 0.0184, dn_loss_bbox: 0.2057, dn_loss_iou: 0.3035, d0.dn_loss_cls: 0.0523, d0.dn_loss_bbox: 0.3219, d0.dn_loss_iou: 0.4257, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2350, d1.dn_loss_iou: 0.3357, d2.dn_loss_cls: 0.0226, d2.dn_loss_bbox: 0.2116, d2.dn_loss_iou: 0.3113, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.2075, d3.dn_loss_iou: 0.3061, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.2057, d4.dn_loss_iou: 0.3034, loss: 8.5311 2024-05-20 11:16:18,276 - mmdet - INFO - Epoch [13][700/3665] lr: 2.000e-04, eta: 1 day, 11:39:02, time: 1.508, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2237, interm_loss_bbox: 0.1729, interm_loss_iou: 0.3998, loss_cls: 0.1855, loss_bbox: 0.1466, loss_iou: 0.3566, d0.loss_cls: 0.2366, d0.loss_bbox: 0.1514, d0.loss_iou: 0.3643, d1.loss_cls: 0.2076, d1.loss_bbox: 0.1499, d1.loss_iou: 0.3624, d2.loss_cls: 0.1939, d2.loss_bbox: 0.1471, d2.loss_iou: 0.3589, d3.loss_cls: 0.1871, d3.loss_bbox: 0.1473, d3.loss_iou: 0.3579, d4.loss_cls: 0.1859, d4.loss_bbox: 0.1470, d4.loss_iou: 0.3563, dn_loss_cls: 0.0199, dn_loss_bbox: 0.2094, dn_loss_iou: 0.3089, d0.dn_loss_cls: 0.0525, d0.dn_loss_bbox: 0.3225, d0.dn_loss_iou: 0.4314, d1.dn_loss_cls: 0.0285, d1.dn_loss_bbox: 0.2363, d1.dn_loss_iou: 0.3413, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.2146, d2.dn_loss_iou: 0.3166, d3.dn_loss_cls: 0.0207, d3.dn_loss_bbox: 0.2106, d3.dn_loss_iou: 0.3114, d4.dn_loss_cls: 0.0200, d4.dn_loss_bbox: 0.2094, d4.dn_loss_iou: 0.3087, loss: 8.6250 2024-05-20 11:17:29,648 - mmdet - INFO - Epoch [13][750/3665] lr: 2.000e-04, eta: 1 day, 11:37:45, time: 1.427, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2266, interm_loss_bbox: 0.1721, interm_loss_iou: 0.3970, loss_cls: 0.1833, loss_bbox: 0.1471, loss_iou: 0.3559, d0.loss_cls: 0.2393, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3599, d1.loss_cls: 0.2088, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3599, d2.loss_cls: 0.1922, d2.loss_bbox: 0.1482, d2.loss_iou: 0.3589, d3.loss_cls: 0.1861, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3579, d4.loss_cls: 0.1841, d4.loss_bbox: 0.1475, d4.loss_iou: 0.3563, dn_loss_cls: 0.0202, dn_loss_bbox: 0.2092, dn_loss_iou: 0.3084, d0.dn_loss_cls: 0.0547, d0.dn_loss_bbox: 0.3341, d0.dn_loss_iou: 0.4378, d1.dn_loss_cls: 0.0302, d1.dn_loss_bbox: 0.2419, d1.dn_loss_iou: 0.3433, d2.dn_loss_cls: 0.0249, d2.dn_loss_bbox: 0.2160, d2.dn_loss_iou: 0.3173, d3.dn_loss_cls: 0.0216, d3.dn_loss_bbox: 0.2112, d3.dn_loss_iou: 0.3114, d4.dn_loss_cls: 0.0207, d4.dn_loss_bbox: 0.2092, d4.dn_loss_iou: 0.3083, loss: 8.6499 2024-05-20 11:18:41,377 - mmdet - INFO - Epoch [13][800/3665] lr: 2.000e-04, eta: 1 day, 11:36:28, time: 1.435, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2353, interm_loss_bbox: 0.1724, interm_loss_iou: 0.3985, loss_cls: 0.1924, loss_bbox: 0.1449, loss_iou: 0.3580, d0.loss_cls: 0.2494, d0.loss_bbox: 0.1486, d0.loss_iou: 0.3630, d1.loss_cls: 0.2173, d1.loss_bbox: 0.1478, d1.loss_iou: 0.3610, d2.loss_cls: 0.2018, d2.loss_bbox: 0.1470, d2.loss_iou: 0.3601, d3.loss_cls: 0.1963, d3.loss_bbox: 0.1450, d3.loss_iou: 0.3580, d4.loss_cls: 0.1933, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3585, dn_loss_cls: 0.0207, dn_loss_bbox: 0.2058, dn_loss_iou: 0.3112, d0.dn_loss_cls: 0.0553, d0.dn_loss_bbox: 0.3250, d0.dn_loss_iou: 0.4376, d1.dn_loss_cls: 0.0306, d1.dn_loss_bbox: 0.2369, d1.dn_loss_iou: 0.3457, d2.dn_loss_cls: 0.0248, d2.dn_loss_bbox: 0.2123, d2.dn_loss_iou: 0.3196, d3.dn_loss_cls: 0.0218, d3.dn_loss_bbox: 0.2076, d3.dn_loss_iou: 0.3140, d4.dn_loss_cls: 0.0210, d4.dn_loss_bbox: 0.2057, d4.dn_loss_iou: 0.3111, loss: 8.7005 2024-05-20 11:19:52,898 - mmdet - INFO - Epoch [13][850/3665] lr: 2.000e-04, eta: 1 day, 11:35:10, time: 1.430, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2217, interm_loss_bbox: 0.1632, interm_loss_iou: 0.3898, loss_cls: 0.1808, loss_bbox: 0.1377, loss_iou: 0.3484, d0.loss_cls: 0.2343, d0.loss_bbox: 0.1433, d0.loss_iou: 0.3559, d1.loss_cls: 0.2045, d1.loss_bbox: 0.1405, d1.loss_iou: 0.3521, d2.loss_cls: 0.1908, d2.loss_bbox: 0.1392, d2.loss_iou: 0.3502, d3.loss_cls: 0.1840, d3.loss_bbox: 0.1378, d3.loss_iou: 0.3486, d4.loss_cls: 0.1817, d4.loss_bbox: 0.1377, d4.loss_iou: 0.3484, dn_loss_cls: 0.0193, dn_loss_bbox: 0.2000, dn_loss_iou: 0.3048, d0.dn_loss_cls: 0.0529, d0.dn_loss_bbox: 0.3123, d0.dn_loss_iou: 0.4232, d1.dn_loss_cls: 0.0286, d1.dn_loss_bbox: 0.2279, d1.dn_loss_iou: 0.3358, d2.dn_loss_cls: 0.0231, d2.dn_loss_bbox: 0.2058, d2.dn_loss_iou: 0.3126, d3.dn_loss_cls: 0.0202, d3.dn_loss_bbox: 0.2016, d3.dn_loss_iou: 0.3075, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.2000, d4.dn_loss_iou: 0.3047, loss: 8.3904 2024-05-20 11:21:09,235 - mmdet - INFO - Epoch [13][900/3665] lr: 2.000e-04, eta: 1 day, 11:34:02, time: 1.527, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2296, interm_loss_bbox: 0.1720, interm_loss_iou: 0.4010, loss_cls: 0.1901, loss_bbox: 0.1462, loss_iou: 0.3581, d0.loss_cls: 0.2419, d0.loss_bbox: 0.1507, d0.loss_iou: 0.3663, d1.loss_cls: 0.2118, d1.loss_bbox: 0.1494, d1.loss_iou: 0.3628, d2.loss_cls: 0.1981, d2.loss_bbox: 0.1479, d2.loss_iou: 0.3613, d3.loss_cls: 0.1924, d3.loss_bbox: 0.1471, d3.loss_iou: 0.3600, d4.loss_cls: 0.1905, d4.loss_bbox: 0.1469, d4.loss_iou: 0.3591, dn_loss_cls: 0.0192, dn_loss_bbox: 0.2078, dn_loss_iou: 0.3091, d0.dn_loss_cls: 0.0525, d0.dn_loss_bbox: 0.3209, d0.dn_loss_iou: 0.4296, d1.dn_loss_cls: 0.0288, d1.dn_loss_bbox: 0.2355, d1.dn_loss_iou: 0.3412, d2.dn_loss_cls: 0.0235, d2.dn_loss_bbox: 0.2131, d2.dn_loss_iou: 0.3164, d3.dn_loss_cls: 0.0207, d3.dn_loss_bbox: 0.2090, d3.dn_loss_iou: 0.3115, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.2078, d4.dn_loss_iou: 0.3090, loss: 8.6585 2024-05-20 11:22:20,356 - mmdet - INFO - Epoch [13][950/3665] lr: 2.000e-04, eta: 1 day, 11:32:44, time: 1.423, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2241, interm_loss_bbox: 0.1701, interm_loss_iou: 0.3911, loss_cls: 0.1843, loss_bbox: 0.1429, loss_iou: 0.3494, d0.loss_cls: 0.2383, d0.loss_bbox: 0.1470, d0.loss_iou: 0.3554, d1.loss_cls: 0.2056, d1.loss_bbox: 0.1468, d1.loss_iou: 0.3557, d2.loss_cls: 0.1931, d2.loss_bbox: 0.1439, d2.loss_iou: 0.3525, d3.loss_cls: 0.1867, d3.loss_bbox: 0.1437, d3.loss_iou: 0.3508, d4.loss_cls: 0.1846, d4.loss_bbox: 0.1433, d4.loss_iou: 0.3501, dn_loss_cls: 0.0192, dn_loss_bbox: 0.2066, dn_loss_iou: 0.3085, d0.dn_loss_cls: 0.0537, d0.dn_loss_bbox: 0.3254, d0.dn_loss_iou: 0.4337, d1.dn_loss_cls: 0.0294, d1.dn_loss_bbox: 0.2377, d1.dn_loss_iou: 0.3419, d2.dn_loss_cls: 0.0238, d2.dn_loss_bbox: 0.2129, d2.dn_loss_iou: 0.3165, d3.dn_loss_cls: 0.0207, d3.dn_loss_bbox: 0.2084, d3.dn_loss_iou: 0.3112, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.2067, d4.dn_loss_iou: 0.3084, loss: 8.5438 2024-05-20 11:23:33,830 - mmdet - INFO - Epoch [13][1000/3665] lr: 2.000e-04, eta: 1 day, 11:31:30, time: 1.469, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2266, interm_loss_bbox: 0.1677, interm_loss_iou: 0.3862, loss_cls: 0.1827, loss_bbox: 0.1419, loss_iou: 0.3473, d0.loss_cls: 0.2416, d0.loss_bbox: 0.1453, d0.loss_iou: 0.3516, d1.loss_cls: 0.2061, d1.loss_bbox: 0.1460, d1.loss_iou: 0.3530, d2.loss_cls: 0.1931, d2.loss_bbox: 0.1427, d2.loss_iou: 0.3487, d3.loss_cls: 0.1857, d3.loss_bbox: 0.1425, d3.loss_iou: 0.3487, d4.loss_cls: 0.1833, d4.loss_bbox: 0.1422, d4.loss_iou: 0.3481, dn_loss_cls: 0.0189, dn_loss_bbox: 0.2104, dn_loss_iou: 0.3020, d0.dn_loss_cls: 0.0536, d0.dn_loss_bbox: 0.3392, d0.dn_loss_iou: 0.4286, d1.dn_loss_cls: 0.0287, d1.dn_loss_bbox: 0.2429, d1.dn_loss_iou: 0.3359, d2.dn_loss_cls: 0.0234, d2.dn_loss_bbox: 0.2170, d2.dn_loss_iou: 0.3101, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.2121, d3.dn_loss_iou: 0.3046, d4.dn_loss_cls: 0.0193, d4.dn_loss_bbox: 0.2104, d4.dn_loss_iou: 0.3018, loss: 8.5099 2024-05-20 11:24:45,075 - mmdet - INFO - Epoch [13][1050/3665] lr: 2.000e-04, eta: 1 day, 11:30:12, time: 1.425, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2261, interm_loss_bbox: 0.1791, interm_loss_iou: 0.3920, loss_cls: 0.1831, loss_bbox: 0.1513, loss_iou: 0.3482, d0.loss_cls: 0.2373, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3568, d1.loss_cls: 0.2053, d1.loss_bbox: 0.1540, d1.loss_iou: 0.3554, d2.loss_cls: 0.1929, d2.loss_bbox: 0.1518, d2.loss_iou: 0.3503, d3.loss_cls: 0.1871, d3.loss_bbox: 0.1515, d3.loss_iou: 0.3490, d4.loss_cls: 0.1846, d4.loss_bbox: 0.1511, d4.loss_iou: 0.3484, dn_loss_cls: 0.0191, dn_loss_bbox: 0.2196, dn_loss_iou: 0.3060, d0.dn_loss_cls: 0.0530, d0.dn_loss_bbox: 0.3396, d0.dn_loss_iou: 0.4283, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2506, d1.dn_loss_iou: 0.3393, d2.dn_loss_cls: 0.0236, d2.dn_loss_bbox: 0.2257, d2.dn_loss_iou: 0.3139, d3.dn_loss_cls: 0.0206, d3.dn_loss_bbox: 0.2214, d3.dn_loss_iou: 0.3088, d4.dn_loss_cls: 0.0196, d4.dn_loss_bbox: 0.2196, d4.dn_loss_iou: 0.3059, loss: 8.6536 2024-05-20 11:25:58,005 - mmdet - INFO - Epoch [13][1100/3665] lr: 2.000e-04, eta: 1 day, 11:28:57, time: 1.459, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2262, interm_loss_bbox: 0.1722, interm_loss_iou: 0.3825, loss_cls: 0.1826, loss_bbox: 0.1447, loss_iou: 0.3397, d0.loss_cls: 0.2361, d0.loss_bbox: 0.1508, d0.loss_iou: 0.3483, d1.loss_cls: 0.2034, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3464, d2.loss_cls: 0.1914, d2.loss_bbox: 0.1455, d2.loss_iou: 0.3410, d3.loss_cls: 0.1851, d3.loss_bbox: 0.1449, d3.loss_iou: 0.3411, d4.loss_cls: 0.1842, d4.loss_bbox: 0.1442, d4.loss_iou: 0.3390, dn_loss_cls: 0.0180, dn_loss_bbox: 0.2162, dn_loss_iou: 0.3008, d0.dn_loss_cls: 0.0517, d0.dn_loss_bbox: 0.3419, d0.dn_loss_iou: 0.4307, d1.dn_loss_cls: 0.0273, d1.dn_loss_bbox: 0.2469, d1.dn_loss_iou: 0.3343, d2.dn_loss_cls: 0.0221, d2.dn_loss_bbox: 0.2225, d2.dn_loss_iou: 0.3085, d3.dn_loss_cls: 0.0193, d3.dn_loss_bbox: 0.2180, d3.dn_loss_iou: 0.3033, d4.dn_loss_cls: 0.0184, d4.dn_loss_bbox: 0.2162, d4.dn_loss_iou: 0.3007, loss: 8.4950 2024-05-20 11:27:13,719 - mmdet - INFO - Epoch [13][1150/3665] lr: 2.000e-04, eta: 1 day, 11:27:48, time: 1.514, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2267, interm_loss_bbox: 0.1707, interm_loss_iou: 0.3932, loss_cls: 0.1862, loss_bbox: 0.1457, loss_iou: 0.3545, d0.loss_cls: 0.2415, d0.loss_bbox: 0.1496, d0.loss_iou: 0.3600, d1.loss_cls: 0.2067, d1.loss_bbox: 0.1494, d1.loss_iou: 0.3598, d2.loss_cls: 0.1950, d2.loss_bbox: 0.1476, d2.loss_iou: 0.3561, d3.loss_cls: 0.1891, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3549, d4.loss_cls: 0.1867, d4.loss_bbox: 0.1458, d4.loss_iou: 0.3546, dn_loss_cls: 0.0191, dn_loss_bbox: 0.2011, dn_loss_iou: 0.3081, d0.dn_loss_cls: 0.0526, d0.dn_loss_bbox: 0.3162, d0.dn_loss_iou: 0.4303, d1.dn_loss_cls: 0.0286, d1.dn_loss_bbox: 0.2285, d1.dn_loss_iou: 0.3403, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.2066, d2.dn_loss_iou: 0.3161, d3.dn_loss_cls: 0.0204, d3.dn_loss_bbox: 0.2027, d3.dn_loss_iou: 0.3108, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.2011, d4.dn_loss_iou: 0.3081, loss: 8.5535 2024-05-20 11:28:27,753 - mmdet - INFO - Epoch [13][1200/3665] lr: 2.000e-04, eta: 1 day, 11:26:36, time: 1.481, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2261, interm_loss_bbox: 0.1679, interm_loss_iou: 0.3901, loss_cls: 0.1817, loss_bbox: 0.1442, loss_iou: 0.3516, d0.loss_cls: 0.2399, d0.loss_bbox: 0.1464, d0.loss_iou: 0.3554, d1.loss_cls: 0.2056, d1.loss_bbox: 0.1462, d1.loss_iou: 0.3538, d2.loss_cls: 0.1916, d2.loss_bbox: 0.1443, d2.loss_iou: 0.3520, d3.loss_cls: 0.1847, d3.loss_bbox: 0.1444, d3.loss_iou: 0.3528, d4.loss_cls: 0.1828, d4.loss_bbox: 0.1439, d4.loss_iou: 0.3516, dn_loss_cls: 0.0186, dn_loss_bbox: 0.2064, dn_loss_iou: 0.3027, d0.dn_loss_cls: 0.0515, d0.dn_loss_bbox: 0.3190, d0.dn_loss_iou: 0.4253, d1.dn_loss_cls: 0.0278, d1.dn_loss_bbox: 0.2345, d1.dn_loss_iou: 0.3343, d2.dn_loss_cls: 0.0227, d2.dn_loss_bbox: 0.2122, d2.dn_loss_iou: 0.3104, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.2079, d3.dn_loss_iou: 0.3052, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.2064, d4.dn_loss_iou: 0.3026, loss: 8.4832 2024-05-20 11:29:43,157 - mmdet - INFO - Epoch [13][1250/3665] lr: 2.000e-04, eta: 1 day, 11:25:26, time: 1.508, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2299, interm_loss_bbox: 0.1702, interm_loss_iou: 0.3991, loss_cls: 0.1881, loss_bbox: 0.1447, loss_iou: 0.3601, d0.loss_cls: 0.2443, d0.loss_bbox: 0.1495, d0.loss_iou: 0.3657, d1.loss_cls: 0.2116, d1.loss_bbox: 0.1473, d1.loss_iou: 0.3648, d2.loss_cls: 0.1991, d2.loss_bbox: 0.1449, d2.loss_iou: 0.3608, d3.loss_cls: 0.1922, d3.loss_bbox: 0.1445, d3.loss_iou: 0.3604, d4.loss_cls: 0.1896, d4.loss_bbox: 0.1446, d4.loss_iou: 0.3602, dn_loss_cls: 0.0200, dn_loss_bbox: 0.2031, dn_loss_iou: 0.3119, d0.dn_loss_cls: 0.0547, d0.dn_loss_bbox: 0.3180, d0.dn_loss_iou: 0.4356, d1.dn_loss_cls: 0.0298, d1.dn_loss_bbox: 0.2316, d1.dn_loss_iou: 0.3446, d2.dn_loss_cls: 0.0242, d2.dn_loss_bbox: 0.2092, d2.dn_loss_iou: 0.3198, d3.dn_loss_cls: 0.0214, d3.dn_loss_bbox: 0.2046, d3.dn_loss_iou: 0.3146, d4.dn_loss_cls: 0.0205, d4.dn_loss_bbox: 0.2031, d4.dn_loss_iou: 0.3118, loss: 8.6504 2024-05-20 11:30:56,746 - mmdet - INFO - Epoch [13][1300/3665] lr: 2.000e-04, eta: 1 day, 11:24:12, time: 1.472, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2256, interm_loss_bbox: 0.1730, interm_loss_iou: 0.3915, loss_cls: 0.1842, loss_bbox: 0.1466, loss_iou: 0.3513, d0.loss_cls: 0.2399, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3565, d1.loss_cls: 0.2075, d1.loss_bbox: 0.1494, d1.loss_iou: 0.3537, d2.loss_cls: 0.1945, d2.loss_bbox: 0.1468, d2.loss_iou: 0.3511, d3.loss_cls: 0.1871, d3.loss_bbox: 0.1472, d3.loss_iou: 0.3520, d4.loss_cls: 0.1848, d4.loss_bbox: 0.1471, d4.loss_iou: 0.3516, dn_loss_cls: 0.0198, dn_loss_bbox: 0.2138, dn_loss_iou: 0.3032, d0.dn_loss_cls: 0.0545, d0.dn_loss_bbox: 0.3318, d0.dn_loss_iou: 0.4238, d1.dn_loss_cls: 0.0295, d1.dn_loss_bbox: 0.2427, d1.dn_loss_iou: 0.3344, d2.dn_loss_cls: 0.0240, d2.dn_loss_bbox: 0.2199, d2.dn_loss_iou: 0.3108, d3.dn_loss_cls: 0.0210, d3.dn_loss_bbox: 0.2154, d3.dn_loss_iou: 0.3056, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.2138, d4.dn_loss_iou: 0.3031, loss: 8.5787 2024-05-20 11:32:08,403 - mmdet - INFO - Epoch [13][1350/3665] lr: 2.000e-04, eta: 1 day, 11:22:55, time: 1.433, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2260, interm_loss_bbox: 0.1702, interm_loss_iou: 0.3970, loss_cls: 0.1849, loss_bbox: 0.1436, loss_iou: 0.3549, d0.loss_cls: 0.2414, d0.loss_bbox: 0.1477, d0.loss_iou: 0.3615, d1.loss_cls: 0.2053, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3601, d2.loss_cls: 0.1935, d2.loss_bbox: 0.1451, d2.loss_iou: 0.3571, d3.loss_cls: 0.1874, d3.loss_bbox: 0.1441, d3.loss_iou: 0.3558, d4.loss_cls: 0.1853, d4.loss_bbox: 0.1441, d4.loss_iou: 0.3555, dn_loss_cls: 0.0202, dn_loss_bbox: 0.2065, dn_loss_iou: 0.3056, d0.dn_loss_cls: 0.0531, d0.dn_loss_bbox: 0.3230, d0.dn_loss_iou: 0.4289, d1.dn_loss_cls: 0.0290, d1.dn_loss_bbox: 0.2351, d1.dn_loss_iou: 0.3379, d2.dn_loss_cls: 0.0237, d2.dn_loss_bbox: 0.2125, d2.dn_loss_iou: 0.3134, d3.dn_loss_cls: 0.0207, d3.dn_loss_bbox: 0.2080, d3.dn_loss_iou: 0.3084, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.2065, d4.dn_loss_iou: 0.3055, loss: 8.5668 2024-05-20 11:33:25,137 - mmdet - INFO - Epoch [13][1400/3665] lr: 2.000e-04, eta: 1 day, 11:21:48, time: 1.535, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2246, interm_loss_bbox: 0.1786, interm_loss_iou: 0.3894, loss_cls: 0.1852, loss_bbox: 0.1486, loss_iou: 0.3428, d0.loss_cls: 0.2381, d0.loss_bbox: 0.1524, d0.loss_iou: 0.3505, d1.loss_cls: 0.2043, d1.loss_bbox: 0.1531, d1.loss_iou: 0.3499, d2.loss_cls: 0.1943, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3455, d3.loss_cls: 0.1882, d3.loss_bbox: 0.1489, d3.loss_iou: 0.3440, d4.loss_cls: 0.1858, d4.loss_bbox: 0.1490, d4.loss_iou: 0.3439, dn_loss_cls: 0.0227, dn_loss_bbox: 0.2195, dn_loss_iou: 0.3048, d0.dn_loss_cls: 0.0540, d0.dn_loss_bbox: 0.3375, d0.dn_loss_iou: 0.4256, d1.dn_loss_cls: 0.0299, d1.dn_loss_bbox: 0.2491, d1.dn_loss_iou: 0.3362, d2.dn_loss_cls: 0.0247, d2.dn_loss_bbox: 0.2258, d2.dn_loss_iou: 0.3125, d3.dn_loss_cls: 0.0223, d3.dn_loss_bbox: 0.2211, d3.dn_loss_iou: 0.3075, d4.dn_loss_cls: 0.0224, d4.dn_loss_bbox: 0.2195, d4.dn_loss_iou: 0.3047, loss: 8.6066 2024-05-20 11:34:41,049 - mmdet - INFO - Epoch [13][1450/3665] lr: 2.000e-04, eta: 1 day, 11:20:39, time: 1.518, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2227, interm_loss_bbox: 0.1706, interm_loss_iou: 0.3941, loss_cls: 0.1837, loss_bbox: 0.1440, loss_iou: 0.3503, d0.loss_cls: 0.2377, d0.loss_bbox: 0.1478, d0.loss_iou: 0.3580, d1.loss_cls: 0.2060, d1.loss_bbox: 0.1478, d1.loss_iou: 0.3556, d2.loss_cls: 0.1910, d2.loss_bbox: 0.1456, d2.loss_iou: 0.3524, d3.loss_cls: 0.1861, d3.loss_bbox: 0.1452, d3.loss_iou: 0.3513, d4.loss_cls: 0.1844, d4.loss_bbox: 0.1446, d4.loss_iou: 0.3506, dn_loss_cls: 0.0203, dn_loss_bbox: 0.2076, dn_loss_iou: 0.3096, d0.dn_loss_cls: 0.0546, d0.dn_loss_bbox: 0.3241, d0.dn_loss_iou: 0.4378, d1.dn_loss_cls: 0.0297, d1.dn_loss_bbox: 0.2375, d1.dn_loss_iou: 0.3447, d2.dn_loss_cls: 0.0241, d2.dn_loss_bbox: 0.2134, d2.dn_loss_iou: 0.3176, d3.dn_loss_cls: 0.0212, d3.dn_loss_bbox: 0.2092, d3.dn_loss_iou: 0.3122, d4.dn_loss_cls: 0.0205, d4.dn_loss_bbox: 0.2076, d4.dn_loss_iou: 0.3094, loss: 8.5704 2024-05-20 11:35:57,825 - mmdet - INFO - Epoch [13][1500/3665] lr: 2.000e-04, eta: 1 day, 11:19:31, time: 1.536, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2255, interm_loss_bbox: 0.1727, interm_loss_iou: 0.3852, loss_cls: 0.1776, loss_bbox: 0.1482, loss_iou: 0.3483, d0.loss_cls: 0.2428, d0.loss_bbox: 0.1519, d0.loss_iou: 0.3519, d1.loss_cls: 0.2053, d1.loss_bbox: 0.1504, d1.loss_iou: 0.3500, d2.loss_cls: 0.1887, d2.loss_bbox: 0.1488, d2.loss_iou: 0.3483, d3.loss_cls: 0.1809, d3.loss_bbox: 0.1488, d3.loss_iou: 0.3490, d4.loss_cls: 0.1784, d4.loss_bbox: 0.1487, d4.loss_iou: 0.3486, dn_loss_cls: 0.0174, dn_loss_bbox: 0.2077, dn_loss_iou: 0.2999, d0.dn_loss_cls: 0.0508, d0.dn_loss_bbox: 0.3353, d0.dn_loss_iou: 0.4364, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2401, d1.dn_loss_iou: 0.3354, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.2144, d2.dn_loss_iou: 0.3083, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.2095, d3.dn_loss_iou: 0.3029, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.2077, d4.dn_loss_iou: 0.2999, loss: 8.5003 2024-05-20 11:37:12,229 - mmdet - INFO - Epoch [13][1550/3665] lr: 2.000e-04, eta: 1 day, 11:18:19, time: 1.488, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2304, interm_loss_bbox: 0.1679, interm_loss_iou: 0.4010, loss_cls: 0.1873, loss_bbox: 0.1414, loss_iou: 0.3610, d0.loss_cls: 0.2435, d0.loss_bbox: 0.1452, d0.loss_iou: 0.3665, d1.loss_cls: 0.2074, d1.loss_bbox: 0.1466, d1.loss_iou: 0.3670, d2.loss_cls: 0.1969, d2.loss_bbox: 0.1429, d2.loss_iou: 0.3630, d3.loss_cls: 0.1902, d3.loss_bbox: 0.1420, d3.loss_iou: 0.3620, d4.loss_cls: 0.1878, d4.loss_bbox: 0.1419, d4.loss_iou: 0.3615, dn_loss_cls: 0.0188, dn_loss_bbox: 0.2028, dn_loss_iou: 0.3092, d0.dn_loss_cls: 0.0521, d0.dn_loss_bbox: 0.3181, d0.dn_loss_iou: 0.4344, d1.dn_loss_cls: 0.0279, d1.dn_loss_bbox: 0.2317, d1.dn_loss_iou: 0.3416, d2.dn_loss_cls: 0.0227, d2.dn_loss_bbox: 0.2085, d2.dn_loss_iou: 0.3168, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.2043, d3.dn_loss_iou: 0.3117, d4.dn_loss_cls: 0.0191, d4.dn_loss_bbox: 0.2028, d4.dn_loss_iou: 0.3091, loss: 8.6048 2024-05-20 11:38:23,703 - mmdet - INFO - Epoch [13][1600/3665] lr: 2.000e-04, eta: 1 day, 11:17:02, time: 1.429, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2225, interm_loss_bbox: 0.1670, interm_loss_iou: 0.3884, loss_cls: 0.1813, loss_bbox: 0.1424, loss_iou: 0.3496, d0.loss_cls: 0.2356, d0.loss_bbox: 0.1471, d0.loss_iou: 0.3563, d1.loss_cls: 0.2008, d1.loss_bbox: 0.1470, d1.loss_iou: 0.3568, d2.loss_cls: 0.1904, d2.loss_bbox: 0.1436, d2.loss_iou: 0.3513, d3.loss_cls: 0.1842, d3.loss_bbox: 0.1428, d3.loss_iou: 0.3501, d4.loss_cls: 0.1824, d4.loss_bbox: 0.1421, d4.loss_iou: 0.3494, dn_loss_cls: 0.0186, dn_loss_bbox: 0.1987, dn_loss_iou: 0.3037, d0.dn_loss_cls: 0.0518, d0.dn_loss_bbox: 0.3181, d0.dn_loss_iou: 0.4274, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2289, d1.dn_loss_iou: 0.3361, d2.dn_loss_cls: 0.0227, d2.dn_loss_bbox: 0.2048, d2.dn_loss_iou: 0.3116, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.2005, d3.dn_loss_iou: 0.3064, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.1987, d4.dn_loss_iou: 0.3036, loss: 8.4301 2024-05-20 11:39:35,272 - mmdet - INFO - Epoch [13][1650/3665] lr: 2.000e-04, eta: 1 day, 11:15:45, time: 1.431, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2278, interm_loss_bbox: 0.1699, interm_loss_iou: 0.3941, loss_cls: 0.1839, loss_bbox: 0.1443, loss_iou: 0.3511, d0.loss_cls: 0.2435, d0.loss_bbox: 0.1492, d0.loss_iou: 0.3611, d1.loss_cls: 0.2071, d1.loss_bbox: 0.1473, d1.loss_iou: 0.3585, d2.loss_cls: 0.1941, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3531, d3.loss_cls: 0.1879, d3.loss_bbox: 0.1441, d3.loss_iou: 0.3521, d4.loss_cls: 0.1845, d4.loss_bbox: 0.1447, d4.loss_iou: 0.3518, dn_loss_cls: 0.0197, dn_loss_bbox: 0.2063, dn_loss_iou: 0.3041, d0.dn_loss_cls: 0.0535, d0.dn_loss_bbox: 0.3252, d0.dn_loss_iou: 0.4290, d1.dn_loss_cls: 0.0293, d1.dn_loss_bbox: 0.2371, d1.dn_loss_iou: 0.3381, d2.dn_loss_cls: 0.0239, d2.dn_loss_bbox: 0.2127, d2.dn_loss_iou: 0.3128, d3.dn_loss_cls: 0.0208, d3.dn_loss_bbox: 0.2080, d3.dn_loss_iou: 0.3068, d4.dn_loss_cls: 0.0200, d4.dn_loss_bbox: 0.2063, d4.dn_loss_iou: 0.3040, loss: 8.5522 2024-05-20 11:40:51,166 - mmdet - INFO - Epoch [13][1700/3665] lr: 2.000e-04, eta: 1 day, 11:14:35, time: 1.518, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2281, interm_loss_bbox: 0.1758, interm_loss_iou: 0.4009, loss_cls: 0.1871, loss_bbox: 0.1451, loss_iou: 0.3543, d0.loss_cls: 0.2459, d0.loss_bbox: 0.1527, d0.loss_iou: 0.3648, d1.loss_cls: 0.2118, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3601, d2.loss_cls: 0.1977, d2.loss_bbox: 0.1467, d2.loss_iou: 0.3565, d3.loss_cls: 0.1911, d3.loss_bbox: 0.1455, d3.loss_iou: 0.3555, d4.loss_cls: 0.1883, d4.loss_bbox: 0.1457, d4.loss_iou: 0.3547, dn_loss_cls: 0.0204, dn_loss_bbox: 0.2162, dn_loss_iou: 0.3138, d0.dn_loss_cls: 0.0549, d0.dn_loss_bbox: 0.3391, d0.dn_loss_iou: 0.4386, d1.dn_loss_cls: 0.0301, d1.dn_loss_bbox: 0.2468, d1.dn_loss_iou: 0.3474, d2.dn_loss_cls: 0.0245, d2.dn_loss_bbox: 0.2232, d2.dn_loss_iou: 0.3222, d3.dn_loss_cls: 0.0217, d3.dn_loss_bbox: 0.2182, d3.dn_loss_iou: 0.3167, d4.dn_loss_cls: 0.0207, d4.dn_loss_bbox: 0.2162, d4.dn_loss_iou: 0.3137, loss: 8.7414 2024-05-20 11:42:08,454 - mmdet - INFO - Epoch [13][1750/3665] lr: 2.000e-04, eta: 1 day, 11:13:29, time: 1.546, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2354, interm_loss_bbox: 0.1786, interm_loss_iou: 0.4085, loss_cls: 0.1900, loss_bbox: 0.1474, loss_iou: 0.3606, d0.loss_cls: 0.2617, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3703, d1.loss_cls: 0.2265, d1.loss_bbox: 0.1502, d1.loss_iou: 0.3666, d2.loss_cls: 0.2022, d2.loss_bbox: 0.1491, d2.loss_iou: 0.3639, d3.loss_cls: 0.1939, d3.loss_bbox: 0.1485, d3.loss_iou: 0.3623, d4.loss_cls: 0.1913, d4.loss_bbox: 0.1475, d4.loss_iou: 0.3612, dn_loss_cls: 0.0210, dn_loss_bbox: 0.2128, dn_loss_iou: 0.3094, d0.dn_loss_cls: 0.0573, d0.dn_loss_bbox: 0.3363, d0.dn_loss_iou: 0.4352, d1.dn_loss_cls: 0.0314, d1.dn_loss_bbox: 0.2454, d1.dn_loss_iou: 0.3437, d2.dn_loss_cls: 0.0254, d2.dn_loss_bbox: 0.2198, d2.dn_loss_iou: 0.3179, d3.dn_loss_cls: 0.0223, d3.dn_loss_bbox: 0.2148, d3.dn_loss_iou: 0.3123, d4.dn_loss_cls: 0.0215, d4.dn_loss_bbox: 0.2128, d4.dn_loss_iou: 0.3093, loss: 8.8183 2024-05-20 11:43:23,846 - mmdet - INFO - Epoch [13][1800/3665] lr: 2.000e-04, eta: 1 day, 11:12:19, time: 1.508, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2310, interm_loss_bbox: 0.1729, interm_loss_iou: 0.3949, loss_cls: 0.1887, loss_bbox: 0.1489, loss_iou: 0.3556, d0.loss_cls: 0.2504, d0.loss_bbox: 0.1553, d0.loss_iou: 0.3639, d1.loss_cls: 0.2166, d1.loss_bbox: 0.1523, d1.loss_iou: 0.3608, d2.loss_cls: 0.1993, d2.loss_bbox: 0.1505, d2.loss_iou: 0.3574, d3.loss_cls: 0.1910, d3.loss_bbox: 0.1501, d3.loss_iou: 0.3570, d4.loss_cls: 0.1887, d4.loss_bbox: 0.1500, d4.loss_iou: 0.3566, dn_loss_cls: 0.0202, dn_loss_bbox: 0.2001, dn_loss_iou: 0.3031, d0.dn_loss_cls: 0.0549, d0.dn_loss_bbox: 0.3185, d0.dn_loss_iou: 0.4280, d1.dn_loss_cls: 0.0300, d1.dn_loss_bbox: 0.2293, d1.dn_loss_iou: 0.3356, d2.dn_loss_cls: 0.0243, d2.dn_loss_bbox: 0.2060, d2.dn_loss_iou: 0.3111, d3.dn_loss_cls: 0.0214, d3.dn_loss_bbox: 0.2018, d3.dn_loss_iou: 0.3057, d4.dn_loss_cls: 0.0207, d4.dn_loss_bbox: 0.2000, d4.dn_loss_iou: 0.3030, loss: 8.6061 2024-05-20 11:44:35,578 - mmdet - INFO - Epoch [13][1850/3665] lr: 2.000e-04, eta: 1 day, 11:11:02, time: 1.435, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2242, interm_loss_bbox: 0.1722, interm_loss_iou: 0.4034, loss_cls: 0.1834, loss_bbox: 0.1462, loss_iou: 0.3603, d0.loss_cls: 0.2406, d0.loss_bbox: 0.1517, d0.loss_iou: 0.3695, d1.loss_cls: 0.2062, d1.loss_bbox: 0.1498, d1.loss_iou: 0.3672, d2.loss_cls: 0.1917, d2.loss_bbox: 0.1480, d2.loss_iou: 0.3635, d3.loss_cls: 0.1865, d3.loss_bbox: 0.1467, d3.loss_iou: 0.3619, d4.loss_cls: 0.1839, d4.loss_bbox: 0.1466, d4.loss_iou: 0.3606, dn_loss_cls: 0.0220, dn_loss_bbox: 0.2034, dn_loss_iou: 0.3089, d0.dn_loss_cls: 0.0538, d0.dn_loss_bbox: 0.3161, d0.dn_loss_iou: 0.4289, d1.dn_loss_cls: 0.0297, d1.dn_loss_bbox: 0.2311, d1.dn_loss_iou: 0.3399, d2.dn_loss_cls: 0.0245, d2.dn_loss_bbox: 0.2087, d2.dn_loss_iou: 0.3163, d3.dn_loss_cls: 0.0223, d3.dn_loss_bbox: 0.2049, d3.dn_loss_iou: 0.3113, d4.dn_loss_cls: 0.0220, d4.dn_loss_bbox: 0.2034, d4.dn_loss_iou: 0.3088, loss: 8.6202 2024-05-20 11:45:51,342 - mmdet - INFO - Epoch [13][1900/3665] lr: 2.000e-04, eta: 1 day, 11:09:53, time: 1.515, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2272, interm_loss_bbox: 0.1731, interm_loss_iou: 0.3869, loss_cls: 0.1848, loss_bbox: 0.1497, loss_iou: 0.3495, d0.loss_cls: 0.2441, d0.loss_bbox: 0.1514, d0.loss_iou: 0.3532, d1.loss_cls: 0.2085, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3531, d2.loss_cls: 0.1955, d2.loss_bbox: 0.1493, d2.loss_iou: 0.3490, d3.loss_cls: 0.1874, d3.loss_bbox: 0.1503, d3.loss_iou: 0.3500, d4.loss_cls: 0.1859, d4.loss_bbox: 0.1500, d4.loss_iou: 0.3492, dn_loss_cls: 0.0200, dn_loss_bbox: 0.2043, dn_loss_iou: 0.3048, d0.dn_loss_cls: 0.0539, d0.dn_loss_bbox: 0.3195, d0.dn_loss_iou: 0.4273, d1.dn_loss_cls: 0.0293, d1.dn_loss_bbox: 0.2319, d1.dn_loss_iou: 0.3363, d2.dn_loss_cls: 0.0239, d2.dn_loss_bbox: 0.2094, d2.dn_loss_iou: 0.3120, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.2057, d3.dn_loss_iou: 0.3073, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.2043, d4.dn_loss_iou: 0.3048, loss: 8.5364 2024-05-20 11:47:06,846 - mmdet - INFO - Epoch [13][1950/3665] lr: 2.000e-04, eta: 1 day, 11:08:43, time: 1.510, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2258, interm_loss_bbox: 0.1670, interm_loss_iou: 0.3913, loss_cls: 0.1849, loss_bbox: 0.1431, loss_iou: 0.3543, d0.loss_cls: 0.2387, d0.loss_bbox: 0.1468, d0.loss_iou: 0.3615, d1.loss_cls: 0.2068, d1.loss_bbox: 0.1462, d1.loss_iou: 0.3592, d2.loss_cls: 0.1940, d2.loss_bbox: 0.1443, d2.loss_iou: 0.3567, d3.loss_cls: 0.1888, d3.loss_bbox: 0.1425, d3.loss_iou: 0.3549, d4.loss_cls: 0.1864, d4.loss_bbox: 0.1429, d4.loss_iou: 0.3540, dn_loss_cls: 0.0193, dn_loss_bbox: 0.2089, dn_loss_iou: 0.3092, d0.dn_loss_cls: 0.0528, d0.dn_loss_bbox: 0.3204, d0.dn_loss_iou: 0.4255, d1.dn_loss_cls: 0.0287, d1.dn_loss_bbox: 0.2365, d1.dn_loss_iou: 0.3399, d2.dn_loss_cls: 0.0232, d2.dn_loss_bbox: 0.2149, d2.dn_loss_iou: 0.3165, d3.dn_loss_cls: 0.0205, d3.dn_loss_bbox: 0.2106, d3.dn_loss_iou: 0.3118, d4.dn_loss_cls: 0.0196, d4.dn_loss_bbox: 0.2089, d4.dn_loss_iou: 0.3091, loss: 8.5667 2024-05-20 11:48:22,985 - mmdet - INFO - Epoch [13][2000/3665] lr: 2.000e-04, eta: 1 day, 11:07:34, time: 1.523, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2242, interm_loss_bbox: 0.1638, interm_loss_iou: 0.3920, loss_cls: 0.1822, loss_bbox: 0.1403, loss_iou: 0.3543, d0.loss_cls: 0.2406, d0.loss_bbox: 0.1431, d0.loss_iou: 0.3580, d1.loss_cls: 0.2041, d1.loss_bbox: 0.1440, d1.loss_iou: 0.3591, d2.loss_cls: 0.1909, d2.loss_bbox: 0.1418, d2.loss_iou: 0.3568, d3.loss_cls: 0.1852, d3.loss_bbox: 0.1405, d3.loss_iou: 0.3550, d4.loss_cls: 0.1827, d4.loss_bbox: 0.1407, d4.loss_iou: 0.3548, dn_loss_cls: 0.0193, dn_loss_bbox: 0.1967, dn_loss_iou: 0.3079, d0.dn_loss_cls: 0.0524, d0.dn_loss_bbox: 0.3108, d0.dn_loss_iou: 0.4306, d1.dn_loss_cls: 0.0283, d1.dn_loss_bbox: 0.2239, d1.dn_loss_iou: 0.3384, d2.dn_loss_cls: 0.0229, d2.dn_loss_bbox: 0.2025, d2.dn_loss_iou: 0.3150, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.1984, d3.dn_loss_iou: 0.3103, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.1967, d4.dn_loss_iou: 0.3078, loss: 8.4559 2024-05-20 11:49:34,452 - mmdet - INFO - Epoch [13][2050/3665] lr: 2.000e-04, eta: 1 day, 11:06:17, time: 1.429, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2250, interm_loss_bbox: 0.1663, interm_loss_iou: 0.3950, loss_cls: 0.1845, loss_bbox: 0.1419, loss_iou: 0.3574, d0.loss_cls: 0.2383, d0.loss_bbox: 0.1459, d0.loss_iou: 0.3617, d1.loss_cls: 0.2043, d1.loss_bbox: 0.1459, d1.loss_iou: 0.3626, d2.loss_cls: 0.1925, d2.loss_bbox: 0.1436, d2.loss_iou: 0.3592, d3.loss_cls: 0.1863, d3.loss_bbox: 0.1433, d3.loss_iou: 0.3588, d4.loss_cls: 0.1843, d4.loss_bbox: 0.1432, d4.loss_iou: 0.3585, dn_loss_cls: 0.0195, dn_loss_bbox: 0.2008, dn_loss_iou: 0.3076, d0.dn_loss_cls: 0.0538, d0.dn_loss_bbox: 0.3169, d0.dn_loss_iou: 0.4291, d1.dn_loss_cls: 0.0290, d1.dn_loss_bbox: 0.2276, d1.dn_loss_iou: 0.3383, d2.dn_loss_cls: 0.0235, d2.dn_loss_bbox: 0.2061, d2.dn_loss_iou: 0.3147, d3.dn_loss_cls: 0.0207, d3.dn_loss_bbox: 0.2022, d3.dn_loss_iou: 0.3098, d4.dn_loss_cls: 0.0198, d4.dn_loss_bbox: 0.2008, d4.dn_loss_iou: 0.3075, loss: 8.5264 2024-05-20 11:50:52,347 - mmdet - INFO - Epoch [13][2100/3665] lr: 2.000e-04, eta: 1 day, 11:05:11, time: 1.558, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2276, interm_loss_bbox: 0.1649, interm_loss_iou: 0.3944, loss_cls: 0.1857, loss_bbox: 0.1412, loss_iou: 0.3565, d0.loss_cls: 0.2451, d0.loss_bbox: 0.1455, d0.loss_iou: 0.3637, d1.loss_cls: 0.2087, d1.loss_bbox: 0.1449, d1.loss_iou: 0.3620, d2.loss_cls: 0.1951, d2.loss_bbox: 0.1416, d2.loss_iou: 0.3585, d3.loss_cls: 0.1883, d3.loss_bbox: 0.1425, d3.loss_iou: 0.3580, d4.loss_cls: 0.1861, d4.loss_bbox: 0.1423, d4.loss_iou: 0.3572, dn_loss_cls: 0.0204, dn_loss_bbox: 0.2010, dn_loss_iou: 0.3152, d0.dn_loss_cls: 0.0545, d0.dn_loss_bbox: 0.3072, d0.dn_loss_iou: 0.4356, d1.dn_loss_cls: 0.0298, d1.dn_loss_bbox: 0.2274, d1.dn_loss_iou: 0.3470, d2.dn_loss_cls: 0.0243, d2.dn_loss_bbox: 0.2067, d2.dn_loss_iou: 0.3228, d3.dn_loss_cls: 0.0215, d3.dn_loss_bbox: 0.2027, d3.dn_loss_iou: 0.3179, d4.dn_loss_cls: 0.0207, d4.dn_loss_bbox: 0.2010, d4.dn_loss_iou: 0.3151, loss: 8.5807 2024-05-20 11:52:04,336 - mmdet - INFO - Epoch [13][2150/3665] lr: 2.000e-04, eta: 1 day, 11:03:55, time: 1.440, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2302, interm_loss_bbox: 0.1697, interm_loss_iou: 0.4024, loss_cls: 0.1892, loss_bbox: 0.1466, loss_iou: 0.3628, d0.loss_cls: 0.2446, d0.loss_bbox: 0.1500, d0.loss_iou: 0.3696, d1.loss_cls: 0.2115, d1.loss_bbox: 0.1489, d1.loss_iou: 0.3681, d2.loss_cls: 0.1983, d2.loss_bbox: 0.1472, d2.loss_iou: 0.3651, d3.loss_cls: 0.1911, d3.loss_bbox: 0.1474, d3.loss_iou: 0.3643, d4.loss_cls: 0.1899, d4.loss_bbox: 0.1467, d4.loss_iou: 0.3627, dn_loss_cls: 0.0204, dn_loss_bbox: 0.2187, dn_loss_iou: 0.3172, d0.dn_loss_cls: 0.0553, d0.dn_loss_bbox: 0.3421, d0.dn_loss_iou: 0.4395, d1.dn_loss_cls: 0.0303, d1.dn_loss_bbox: 0.2497, d1.dn_loss_iou: 0.3497, d2.dn_loss_cls: 0.0247, d2.dn_loss_bbox: 0.2253, d2.dn_loss_iou: 0.3250, d3.dn_loss_cls: 0.0216, d3.dn_loss_bbox: 0.2204, d3.dn_loss_iou: 0.3198, d4.dn_loss_cls: 0.0207, d4.dn_loss_bbox: 0.2187, d4.dn_loss_iou: 0.3171, loss: 8.8221 2024-05-20 11:53:16,486 - mmdet - INFO - Epoch [13][2200/3665] lr: 2.000e-04, eta: 1 day, 11:02:38, time: 1.443, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2280, interm_loss_bbox: 0.1652, interm_loss_iou: 0.3861, loss_cls: 0.1821, loss_bbox: 0.1442, loss_iou: 0.3503, d0.loss_cls: 0.2453, d0.loss_bbox: 0.1434, d0.loss_iou: 0.3506, d1.loss_cls: 0.2071, d1.loss_bbox: 0.1460, d1.loss_iou: 0.3534, d2.loss_cls: 0.1942, d2.loss_bbox: 0.1428, d2.loss_iou: 0.3501, d3.loss_cls: 0.1860, d3.loss_bbox: 0.1434, d3.loss_iou: 0.3507, d4.loss_cls: 0.1833, d4.loss_bbox: 0.1437, d4.loss_iou: 0.3503, dn_loss_cls: 0.0192, dn_loss_bbox: 0.2093, dn_loss_iou: 0.3011, d0.dn_loss_cls: 0.0528, d0.dn_loss_bbox: 0.3275, d0.dn_loss_iou: 0.4236, d1.dn_loss_cls: 0.0285, d1.dn_loss_bbox: 0.2397, d1.dn_loss_iou: 0.3338, d2.dn_loss_cls: 0.0231, d2.dn_loss_bbox: 0.2156, d2.dn_loss_iou: 0.3097, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.2110, d3.dn_loss_iou: 0.3040, d4.dn_loss_cls: 0.0196, d4.dn_loss_bbox: 0.2093, d4.dn_loss_iou: 0.3011, loss: 8.4953 2024-05-20 11:54:31,799 - mmdet - INFO - Epoch [13][2250/3665] lr: 2.000e-04, eta: 1 day, 11:01:28, time: 1.506, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2331, interm_loss_bbox: 0.1750, interm_loss_iou: 0.3887, loss_cls: 0.1888, loss_bbox: 0.1509, loss_iou: 0.3504, d0.loss_cls: 0.2559, d0.loss_bbox: 0.1547, d0.loss_iou: 0.3568, d1.loss_cls: 0.2147, d1.loss_bbox: 0.1527, d1.loss_iou: 0.3545, d2.loss_cls: 0.2004, d2.loss_bbox: 0.1514, d2.loss_iou: 0.3509, d3.loss_cls: 0.1922, d3.loss_bbox: 0.1510, d3.loss_iou: 0.3508, d4.loss_cls: 0.1902, d4.loss_bbox: 0.1506, d4.loss_iou: 0.3503, dn_loss_cls: 0.0222, dn_loss_bbox: 0.2209, dn_loss_iou: 0.3130, d0.dn_loss_cls: 0.0565, d0.dn_loss_bbox: 0.3413, d0.dn_loss_iou: 0.4414, d1.dn_loss_cls: 0.0315, d1.dn_loss_bbox: 0.2508, d1.dn_loss_iou: 0.3462, d2.dn_loss_cls: 0.0260, d2.dn_loss_bbox: 0.2267, d2.dn_loss_iou: 0.3205, d3.dn_loss_cls: 0.0234, d3.dn_loss_bbox: 0.2227, d3.dn_loss_iou: 0.3157, d4.dn_loss_cls: 0.0224, d4.dn_loss_bbox: 0.2209, d4.dn_loss_iou: 0.3128, loss: 8.7788 2024-05-20 11:55:49,644 - mmdet - INFO - Epoch [13][2300/3665] lr: 2.000e-04, eta: 1 day, 11:00:23, time: 1.557, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2298, interm_loss_bbox: 0.1754, interm_loss_iou: 0.3885, loss_cls: 0.1857, loss_bbox: 0.1505, loss_iou: 0.3501, d0.loss_cls: 0.2512, d0.loss_bbox: 0.1532, d0.loss_iou: 0.3548, d1.loss_cls: 0.2120, d1.loss_bbox: 0.1522, d1.loss_iou: 0.3523, d2.loss_cls: 0.1972, d2.loss_bbox: 0.1513, d2.loss_iou: 0.3501, d3.loss_cls: 0.1906, d3.loss_bbox: 0.1500, d3.loss_iou: 0.3494, d4.loss_cls: 0.1872, d4.loss_bbox: 0.1503, d4.loss_iou: 0.3501, dn_loss_cls: 0.0204, dn_loss_bbox: 0.2087, dn_loss_iou: 0.3023, d0.dn_loss_cls: 0.0551, d0.dn_loss_bbox: 0.3237, d0.dn_loss_iou: 0.4248, d1.dn_loss_cls: 0.0302, d1.dn_loss_bbox: 0.2372, d1.dn_loss_iou: 0.3344, d2.dn_loss_cls: 0.0247, d2.dn_loss_bbox: 0.2145, d2.dn_loss_iou: 0.3098, d3.dn_loss_cls: 0.0218, d3.dn_loss_bbox: 0.2101, d3.dn_loss_iou: 0.3047, d4.dn_loss_cls: 0.0208, d4.dn_loss_bbox: 0.2087, d4.dn_loss_iou: 0.3022, loss: 8.5859 2024-05-20 11:57:03,558 - mmdet - INFO - Epoch [13][2350/3665] lr: 2.000e-04, eta: 1 day, 10:59:10, time: 1.478, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2297, interm_loss_bbox: 0.1708, interm_loss_iou: 0.3887, loss_cls: 0.1846, loss_bbox: 0.1474, loss_iou: 0.3514, d0.loss_cls: 0.2468, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3566, d1.loss_cls: 0.2078, d1.loss_bbox: 0.1514, d1.loss_iou: 0.3553, d2.loss_cls: 0.1934, d2.loss_bbox: 0.1488, d2.loss_iou: 0.3537, d3.loss_cls: 0.1884, d3.loss_bbox: 0.1471, d3.loss_iou: 0.3521, d4.loss_cls: 0.1854, d4.loss_bbox: 0.1475, d4.loss_iou: 0.3520, dn_loss_cls: 0.0193, dn_loss_bbox: 0.2153, dn_loss_iou: 0.3041, d0.dn_loss_cls: 0.0532, d0.dn_loss_bbox: 0.3332, d0.dn_loss_iou: 0.4238, d1.dn_loss_cls: 0.0292, d1.dn_loss_bbox: 0.2445, d1.dn_loss_iou: 0.3365, d2.dn_loss_cls: 0.0236, d2.dn_loss_bbox: 0.2216, d2.dn_loss_iou: 0.3118, d3.dn_loss_cls: 0.0207, d3.dn_loss_bbox: 0.2170, d3.dn_loss_iou: 0.3067, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.2153, d4.dn_loss_iou: 0.3041, loss: 8.6092 2024-05-20 11:58:17,416 - mmdet - INFO - Epoch [13][2400/3665] lr: 2.000e-04, eta: 1 day, 10:57:57, time: 1.477, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2238, interm_loss_bbox: 0.1684, interm_loss_iou: 0.3915, loss_cls: 0.1823, loss_bbox: 0.1434, loss_iou: 0.3504, d0.loss_cls: 0.2384, d0.loss_bbox: 0.1473, d0.loss_iou: 0.3576, d1.loss_cls: 0.2031, d1.loss_bbox: 0.1476, d1.loss_iou: 0.3567, d2.loss_cls: 0.1914, d2.loss_bbox: 0.1454, d2.loss_iou: 0.3522, d3.loss_cls: 0.1861, d3.loss_bbox: 0.1435, d3.loss_iou: 0.3504, d4.loss_cls: 0.1829, d4.loss_bbox: 0.1440, d4.loss_iou: 0.3510, dn_loss_cls: 0.0190, dn_loss_bbox: 0.2075, dn_loss_iou: 0.3073, d0.dn_loss_cls: 0.0537, d0.dn_loss_bbox: 0.3258, d0.dn_loss_iou: 0.4299, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2369, d1.dn_loss_iou: 0.3401, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.2136, d2.dn_loss_iou: 0.3154, d3.dn_loss_cls: 0.0205, d3.dn_loss_bbox: 0.2091, d3.dn_loss_iou: 0.3099, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.2075, d4.dn_loss_iou: 0.3072, loss: 8.5328 2024-05-20 11:59:32,007 - mmdet - INFO - Epoch [13][2450/3665] lr: 2.000e-04, eta: 1 day, 10:56:45, time: 1.492, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2235, interm_loss_bbox: 0.1701, interm_loss_iou: 0.3879, loss_cls: 0.1829, loss_bbox: 0.1436, loss_iou: 0.3451, d0.loss_cls: 0.2383, d0.loss_bbox: 0.1480, d0.loss_iou: 0.3523, d1.loss_cls: 0.2022, d1.loss_bbox: 0.1477, d1.loss_iou: 0.3514, d2.loss_cls: 0.1924, d2.loss_bbox: 0.1442, d2.loss_iou: 0.3461, d3.loss_cls: 0.1863, d3.loss_bbox: 0.1430, d3.loss_iou: 0.3458, d4.loss_cls: 0.1831, d4.loss_bbox: 0.1434, d4.loss_iou: 0.3457, dn_loss_cls: 0.0195, dn_loss_bbox: 0.2099, dn_loss_iou: 0.3036, d0.dn_loss_cls: 0.0535, d0.dn_loss_bbox: 0.3292, d0.dn_loss_iou: 0.4276, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2397, d1.dn_loss_iou: 0.3370, d2.dn_loss_cls: 0.0235, d2.dn_loss_bbox: 0.2157, d2.dn_loss_iou: 0.3113, d3.dn_loss_cls: 0.0205, d3.dn_loss_bbox: 0.2115, d3.dn_loss_iou: 0.3064, d4.dn_loss_cls: 0.0196, d4.dn_loss_bbox: 0.2099, d4.dn_loss_iou: 0.3035, loss: 8.4939 2024-05-20 12:00:47,505 - mmdet - INFO - Epoch [13][2500/3665] lr: 2.000e-04, eta: 1 day, 10:55:35, time: 1.510, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2307, interm_loss_bbox: 0.1704, interm_loss_iou: 0.3929, loss_cls: 0.1896, loss_bbox: 0.1435, loss_iou: 0.3484, d0.loss_cls: 0.2452, d0.loss_bbox: 0.1479, d0.loss_iou: 0.3572, d1.loss_cls: 0.2117, d1.loss_bbox: 0.1476, d1.loss_iou: 0.3542, d2.loss_cls: 0.2006, d2.loss_bbox: 0.1444, d2.loss_iou: 0.3488, d3.loss_cls: 0.1945, d3.loss_bbox: 0.1428, d3.loss_iou: 0.3482, d4.loss_cls: 0.1912, d4.loss_bbox: 0.1432, d4.loss_iou: 0.3482, dn_loss_cls: 0.0201, dn_loss_bbox: 0.2130, dn_loss_iou: 0.2997, d0.dn_loss_cls: 0.0550, d0.dn_loss_bbox: 0.3378, d0.dn_loss_iou: 0.4278, d1.dn_loss_cls: 0.0296, d1.dn_loss_bbox: 0.2438, d1.dn_loss_iou: 0.3342, d2.dn_loss_cls: 0.0241, d2.dn_loss_bbox: 0.2196, d2.dn_loss_iou: 0.3081, d3.dn_loss_cls: 0.0212, d3.dn_loss_bbox: 0.2149, d3.dn_loss_iou: 0.3026, d4.dn_loss_cls: 0.0204, d4.dn_loss_bbox: 0.2131, d4.dn_loss_iou: 0.2996, loss: 8.5858 2024-05-20 12:02:04,961 - mmdet - INFO - Epoch [13][2550/3665] lr: 2.000e-04, eta: 1 day, 10:54:29, time: 1.549, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2294, interm_loss_bbox: 0.1825, interm_loss_iou: 0.3925, loss_cls: 0.1879, loss_bbox: 0.1513, loss_iou: 0.3463, d0.loss_cls: 0.2431, d0.loss_bbox: 0.1550, d0.loss_iou: 0.3528, d1.loss_cls: 0.2091, d1.loss_bbox: 0.1553, d1.loss_iou: 0.3513, d2.loss_cls: 0.1966, d2.loss_bbox: 0.1532, d2.loss_iou: 0.3483, d3.loss_cls: 0.1913, d3.loss_bbox: 0.1515, d3.loss_iou: 0.3466, d4.loss_cls: 0.1887, d4.loss_bbox: 0.1516, d4.loss_iou: 0.3463, dn_loss_cls: 0.0190, dn_loss_bbox: 0.2113, dn_loss_iou: 0.3030, d0.dn_loss_cls: 0.0537, d0.dn_loss_bbox: 0.3326, d0.dn_loss_iou: 0.4274, d1.dn_loss_cls: 0.0287, d1.dn_loss_bbox: 0.2424, d1.dn_loss_iou: 0.3367, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.2176, d2.dn_loss_iou: 0.3112, d3.dn_loss_cls: 0.0204, d3.dn_loss_bbox: 0.2131, d3.dn_loss_iou: 0.3059, d4.dn_loss_cls: 0.0194, d4.dn_loss_bbox: 0.2113, d4.dn_loss_iou: 0.3029, loss: 8.6107 2024-05-20 12:03:17,375 - mmdet - INFO - Epoch [13][2600/3665] lr: 2.000e-04, eta: 1 day, 10:53:13, time: 1.448, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2271, interm_loss_bbox: 0.1794, interm_loss_iou: 0.3938, loss_cls: 0.1861, loss_bbox: 0.1489, loss_iou: 0.3484, d0.loss_cls: 0.2404, d0.loss_bbox: 0.1561, d0.loss_iou: 0.3575, d1.loss_cls: 0.2056, d1.loss_bbox: 0.1547, d1.loss_iou: 0.3544, d2.loss_cls: 0.1943, d2.loss_bbox: 0.1515, d2.loss_iou: 0.3498, d3.loss_cls: 0.1897, d3.loss_bbox: 0.1493, d3.loss_iou: 0.3484, d4.loss_cls: 0.1868, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3486, dn_loss_cls: 0.0192, dn_loss_bbox: 0.2200, dn_loss_iou: 0.3122, d0.dn_loss_cls: 0.0524, d0.dn_loss_bbox: 0.3372, d0.dn_loss_iou: 0.4344, d1.dn_loss_cls: 0.0286, d1.dn_loss_bbox: 0.2496, d1.dn_loss_iou: 0.3450, d2.dn_loss_cls: 0.0232, d2.dn_loss_bbox: 0.2261, d2.dn_loss_iou: 0.3202, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.2215, d3.dn_loss_iou: 0.3148, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.2201, d4.dn_loss_iou: 0.3122, loss: 8.6967 2024-05-20 12:04:31,787 - mmdet - INFO - Epoch [13][2650/3665] lr: 2.000e-04, eta: 1 day, 10:52:01, time: 1.488, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2321, interm_loss_bbox: 0.1678, interm_loss_iou: 0.3867, loss_cls: 0.1885, loss_bbox: 0.1446, loss_iou: 0.3479, d0.loss_cls: 0.2465, d0.loss_bbox: 0.1475, d0.loss_iou: 0.3529, d1.loss_cls: 0.2089, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3534, d2.loss_cls: 0.1969, d2.loss_bbox: 0.1461, d2.loss_iou: 0.3501, d3.loss_cls: 0.1924, d3.loss_bbox: 0.1448, d3.loss_iou: 0.3485, d4.loss_cls: 0.1901, d4.loss_bbox: 0.1446, d4.loss_iou: 0.3476, dn_loss_cls: 0.0199, dn_loss_bbox: 0.2100, dn_loss_iou: 0.3048, d0.dn_loss_cls: 0.0546, d0.dn_loss_bbox: 0.3271, d0.dn_loss_iou: 0.4282, d1.dn_loss_cls: 0.0299, d1.dn_loss_bbox: 0.2389, d1.dn_loss_iou: 0.3370, d2.dn_loss_cls: 0.0243, d2.dn_loss_bbox: 0.2161, d2.dn_loss_iou: 0.3129, d3.dn_loss_cls: 0.0213, d3.dn_loss_bbox: 0.2119, d3.dn_loss_iou: 0.3075, d4.dn_loss_cls: 0.0204, d4.dn_loss_bbox: 0.2100, d4.dn_loss_iou: 0.3048, loss: 8.5656 2024-05-20 12:05:49,318 - mmdet - INFO - Epoch [13][2700/3665] lr: 2.000e-04, eta: 1 day, 10:50:54, time: 1.551, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2246, interm_loss_bbox: 0.1716, interm_loss_iou: 0.3825, loss_cls: 0.1812, loss_bbox: 0.1481, loss_iou: 0.3453, d0.loss_cls: 0.2383, d0.loss_bbox: 0.1510, d0.loss_iou: 0.3494, d1.loss_cls: 0.2050, d1.loss_bbox: 0.1507, d1.loss_iou: 0.3476, d2.loss_cls: 0.1901, d2.loss_bbox: 0.1509, d2.loss_iou: 0.3471, d3.loss_cls: 0.1845, d3.loss_bbox: 0.1489, d3.loss_iou: 0.3462, d4.loss_cls: 0.1827, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3452, dn_loss_cls: 0.0187, dn_loss_bbox: 0.2107, dn_loss_iou: 0.2981, d0.dn_loss_cls: 0.0525, d0.dn_loss_bbox: 0.3320, d0.dn_loss_iou: 0.4235, d1.dn_loss_cls: 0.0284, d1.dn_loss_bbox: 0.2413, d1.dn_loss_iou: 0.3317, d2.dn_loss_cls: 0.0230, d2.dn_loss_bbox: 0.2170, d2.dn_loss_iou: 0.3063, d3.dn_loss_cls: 0.0200, d3.dn_loss_bbox: 0.2123, d3.dn_loss_iou: 0.3008, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.2107, d4.dn_loss_iou: 0.2980, loss: 8.4831 2024-05-20 12:07:01,020 - mmdet - INFO - Epoch [13][2750/3665] lr: 2.000e-04, eta: 1 day, 10:49:37, time: 1.434, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2281, interm_loss_bbox: 0.1749, interm_loss_iou: 0.4057, loss_cls: 0.1860, loss_bbox: 0.1485, loss_iou: 0.3633, d0.loss_cls: 0.2417, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3685, d1.loss_cls: 0.2056, d1.loss_bbox: 0.1520, d1.loss_iou: 0.3695, d2.loss_cls: 0.1937, d2.loss_bbox: 0.1503, d2.loss_iou: 0.3663, d3.loss_cls: 0.1878, d3.loss_bbox: 0.1490, d3.loss_iou: 0.3651, d4.loss_cls: 0.1858, d4.loss_bbox: 0.1496, d4.loss_iou: 0.3645, dn_loss_cls: 0.0197, dn_loss_bbox: 0.2027, dn_loss_iou: 0.3126, d0.dn_loss_cls: 0.0535, d0.dn_loss_bbox: 0.3168, d0.dn_loss_iou: 0.4380, d1.dn_loss_cls: 0.0290, d1.dn_loss_bbox: 0.2313, d1.dn_loss_iou: 0.3452, d2.dn_loss_cls: 0.0237, d2.dn_loss_bbox: 0.2085, d2.dn_loss_iou: 0.3207, d3.dn_loss_cls: 0.0210, d3.dn_loss_bbox: 0.2042, d3.dn_loss_iou: 0.3152, d4.dn_loss_cls: 0.0200, d4.dn_loss_bbox: 0.2027, d4.dn_loss_iou: 0.3125, loss: 8.6848 2024-05-20 12:08:16,516 - mmdet - INFO - Epoch [13][2800/3665] lr: 2.000e-04, eta: 1 day, 10:48:27, time: 1.510, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2346, interm_loss_bbox: 0.1772, interm_loss_iou: 0.3918, loss_cls: 0.1950, loss_bbox: 0.1492, loss_iou: 0.3475, d0.loss_cls: 0.2481, d0.loss_bbox: 0.1520, d0.loss_iou: 0.3548, d1.loss_cls: 0.2145, d1.loss_bbox: 0.1527, d1.loss_iou: 0.3543, d2.loss_cls: 0.2044, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3493, d3.loss_cls: 0.1980, d3.loss_bbox: 0.1494, d3.loss_iou: 0.3485, d4.loss_cls: 0.1963, d4.loss_bbox: 0.1488, d4.loss_iou: 0.3476, dn_loss_cls: 0.0193, dn_loss_bbox: 0.2207, dn_loss_iou: 0.3106, d0.dn_loss_cls: 0.0530, d0.dn_loss_bbox: 0.3443, d0.dn_loss_iou: 0.4339, d1.dn_loss_cls: 0.0288, d1.dn_loss_bbox: 0.2513, d1.dn_loss_iou: 0.3438, d2.dn_loss_cls: 0.0234, d2.dn_loss_bbox: 0.2268, d2.dn_loss_iou: 0.3188, d3.dn_loss_cls: 0.0204, d3.dn_loss_bbox: 0.2223, d3.dn_loss_iou: 0.3135, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.2207, d4.dn_loss_iou: 0.3105, loss: 8.7455 2024-05-20 12:09:30,257 - mmdet - INFO - Epoch [13][2850/3665] lr: 2.000e-04, eta: 1 day, 10:47:14, time: 1.475, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2259, interm_loss_bbox: 0.1709, interm_loss_iou: 0.3817, loss_cls: 0.1845, loss_bbox: 0.1448, loss_iou: 0.3404, d0.loss_cls: 0.2381, d0.loss_bbox: 0.1500, d0.loss_iou: 0.3481, d1.loss_cls: 0.2033, d1.loss_bbox: 0.1499, d1.loss_iou: 0.3468, d2.loss_cls: 0.1924, d2.loss_bbox: 0.1471, d2.loss_iou: 0.3437, d3.loss_cls: 0.1871, d3.loss_bbox: 0.1456, d3.loss_iou: 0.3423, d4.loss_cls: 0.1855, d4.loss_bbox: 0.1446, d4.loss_iou: 0.3407, dn_loss_cls: 0.0183, dn_loss_bbox: 0.2064, dn_loss_iou: 0.2993, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.3192, d0.dn_loss_iou: 0.4210, d1.dn_loss_cls: 0.0271, d1.dn_loss_bbox: 0.2344, d1.dn_loss_iou: 0.3313, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.2123, d2.dn_loss_iou: 0.3072, d3.dn_loss_cls: 0.0194, d3.dn_loss_bbox: 0.2080, d3.dn_loss_iou: 0.3020, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.2064, d4.dn_loss_iou: 0.2993, loss: 8.4163 2024-05-20 12:10:44,933 - mmdet - INFO - Epoch [13][2900/3665] lr: 2.000e-04, eta: 1 day, 10:46:03, time: 1.494, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2280, interm_loss_bbox: 0.1723, interm_loss_iou: 0.3927, loss_cls: 0.1878, loss_bbox: 0.1439, loss_iou: 0.3487, d0.loss_cls: 0.2416, d0.loss_bbox: 0.1485, d0.loss_iou: 0.3577, d1.loss_cls: 0.2069, d1.loss_bbox: 0.1468, d1.loss_iou: 0.3556, d2.loss_cls: 0.1947, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3523, d3.loss_cls: 0.1891, d3.loss_bbox: 0.1455, d3.loss_iou: 0.3511, d4.loss_cls: 0.1880, d4.loss_bbox: 0.1445, d4.loss_iou: 0.3496, dn_loss_cls: 0.0203, dn_loss_bbox: 0.2123, dn_loss_iou: 0.3106, d0.dn_loss_cls: 0.0553, d0.dn_loss_bbox: 0.3323, d0.dn_loss_iou: 0.4337, d1.dn_loss_cls: 0.0302, d1.dn_loss_bbox: 0.2439, d1.dn_loss_iou: 0.3444, d2.dn_loss_cls: 0.0245, d2.dn_loss_bbox: 0.2190, d2.dn_loss_iou: 0.3191, d3.dn_loss_cls: 0.0217, d3.dn_loss_bbox: 0.2145, d3.dn_loss_iou: 0.3135, d4.dn_loss_cls: 0.0207, d4.dn_loss_bbox: 0.2123, d4.dn_loss_iou: 0.3105, loss: 8.6305 2024-05-20 12:11:57,813 - mmdet - INFO - Epoch [13][2950/3665] lr: 2.000e-04, eta: 1 day, 10:44:48, time: 1.458, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2238, interm_loss_bbox: 0.1810, interm_loss_iou: 0.3929, loss_cls: 0.1825, loss_bbox: 0.1513, loss_iou: 0.3471, d0.loss_cls: 0.2408, d0.loss_bbox: 0.1547, d0.loss_iou: 0.3540, d1.loss_cls: 0.2030, d1.loss_bbox: 0.1546, d1.loss_iou: 0.3533, d2.loss_cls: 0.1901, d2.loss_bbox: 0.1526, d2.loss_iou: 0.3504, d3.loss_cls: 0.1856, d3.loss_bbox: 0.1516, d3.loss_iou: 0.3477, d4.loss_cls: 0.1834, d4.loss_bbox: 0.1512, d4.loss_iou: 0.3470, dn_loss_cls: 0.0193, dn_loss_bbox: 0.2216, dn_loss_iou: 0.3074, d0.dn_loss_cls: 0.0534, d0.dn_loss_bbox: 0.3446, d0.dn_loss_iou: 0.4316, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2526, d1.dn_loss_iou: 0.3408, d2.dn_loss_cls: 0.0234, d2.dn_loss_bbox: 0.2282, d2.dn_loss_iou: 0.3155, d3.dn_loss_cls: 0.0206, d3.dn_loss_bbox: 0.2235, d3.dn_loss_iou: 0.3102, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.2216, d4.dn_loss_iou: 0.3074, loss: 8.6687 2024-05-20 12:13:13,399 - mmdet - INFO - Epoch [13][3000/3665] lr: 2.000e-04, eta: 1 day, 10:43:38, time: 1.512, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2284, interm_loss_bbox: 0.1698, interm_loss_iou: 0.3946, loss_cls: 0.1872, loss_bbox: 0.1428, loss_iou: 0.3490, d0.loss_cls: 0.2402, d0.loss_bbox: 0.1480, d0.loss_iou: 0.3589, d1.loss_cls: 0.2062, d1.loss_bbox: 0.1470, d1.loss_iou: 0.3554, d2.loss_cls: 0.1954, d2.loss_bbox: 0.1448, d2.loss_iou: 0.3517, d3.loss_cls: 0.1895, d3.loss_bbox: 0.1432, d3.loss_iou: 0.3504, d4.loss_cls: 0.1873, d4.loss_bbox: 0.1431, d4.loss_iou: 0.3498, dn_loss_cls: 0.0186, dn_loss_bbox: 0.2023, dn_loss_iou: 0.3054, d0.dn_loss_cls: 0.0534, d0.dn_loss_bbox: 0.3153, d0.dn_loss_iou: 0.4250, d1.dn_loss_cls: 0.0285, d1.dn_loss_bbox: 0.2308, d1.dn_loss_iou: 0.3379, d2.dn_loss_cls: 0.0228, d2.dn_loss_bbox: 0.2077, d2.dn_loss_iou: 0.3132, d3.dn_loss_cls: 0.0200, d3.dn_loss_bbox: 0.2039, d3.dn_loss_iou: 0.3080, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.2023, d4.dn_loss_iou: 0.3053, loss: 8.5022 2024-05-20 12:14:29,689 - mmdet - INFO - Epoch [13][3050/3665] lr: 2.000e-04, eta: 1 day, 10:42:29, time: 1.526, data_time: 0.020, memory: 41053, interm_loss_cls: 0.2320, interm_loss_bbox: 0.1752, interm_loss_iou: 0.3995, loss_cls: 0.1893, loss_bbox: 0.1462, loss_iou: 0.3533, d0.loss_cls: 0.2452, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3617, d1.loss_cls: 0.2080, d1.loss_bbox: 0.1516, d1.loss_iou: 0.3612, d2.loss_cls: 0.1976, d2.loss_bbox: 0.1476, d2.loss_iou: 0.3558, d3.loss_cls: 0.1919, d3.loss_bbox: 0.1469, d3.loss_iou: 0.3542, d4.loss_cls: 0.1901, d4.loss_bbox: 0.1462, d4.loss_iou: 0.3534, dn_loss_cls: 0.0200, dn_loss_bbox: 0.2044, dn_loss_iou: 0.3033, d0.dn_loss_cls: 0.0548, d0.dn_loss_bbox: 0.3195, d0.dn_loss_iou: 0.4271, d1.dn_loss_cls: 0.0297, d1.dn_loss_bbox: 0.2334, d1.dn_loss_iou: 0.3366, d2.dn_loss_cls: 0.0243, d2.dn_loss_bbox: 0.2105, d2.dn_loss_iou: 0.3114, d3.dn_loss_cls: 0.0212, d3.dn_loss_bbox: 0.2062, d3.dn_loss_iou: 0.3060, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.2044, d4.dn_loss_iou: 0.3032, loss: 8.5948 2024-05-20 12:15:47,817 - mmdet - INFO - Epoch [13][3100/3665] lr: 2.000e-04, eta: 1 day, 10:41:24, time: 1.563, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2319, interm_loss_bbox: 0.1702, interm_loss_iou: 0.3867, loss_cls: 0.1873, loss_bbox: 0.1448, loss_iou: 0.3491, d0.loss_cls: 0.2448, d0.loss_bbox: 0.1476, d0.loss_iou: 0.3521, d1.loss_cls: 0.2100, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3530, d2.loss_cls: 0.1975, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3506, d3.loss_cls: 0.1899, d3.loss_bbox: 0.1455, d3.loss_iou: 0.3502, d4.loss_cls: 0.1879, d4.loss_bbox: 0.1452, d4.loss_iou: 0.3498, dn_loss_cls: 0.0205, dn_loss_bbox: 0.2096, dn_loss_iou: 0.3006, d0.dn_loss_cls: 0.0543, d0.dn_loss_bbox: 0.3280, d0.dn_loss_iou: 0.4219, d1.dn_loss_cls: 0.0300, d1.dn_loss_bbox: 0.2385, d1.dn_loss_iou: 0.3329, d2.dn_loss_cls: 0.0248, d2.dn_loss_bbox: 0.2154, d2.dn_loss_iou: 0.3087, d3.dn_loss_cls: 0.0218, d3.dn_loss_bbox: 0.2110, d3.dn_loss_iou: 0.3033, d4.dn_loss_cls: 0.0209, d4.dn_loss_bbox: 0.2096, d4.dn_loss_iou: 0.3005, loss: 8.5406 2024-05-20 12:16:59,396 - mmdet - INFO - Epoch [13][3150/3665] lr: 2.000e-04, eta: 1 day, 10:40:07, time: 1.432, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2287, interm_loss_bbox: 0.1680, interm_loss_iou: 0.3942, loss_cls: 0.1851, loss_bbox: 0.1445, loss_iou: 0.3548, d0.loss_cls: 0.2420, d0.loss_bbox: 0.1462, d0.loss_iou: 0.3589, d1.loss_cls: 0.2077, d1.loss_bbox: 0.1472, d1.loss_iou: 0.3603, d2.loss_cls: 0.1948, d2.loss_bbox: 0.1441, d2.loss_iou: 0.3568, d3.loss_cls: 0.1888, d3.loss_bbox: 0.1440, d3.loss_iou: 0.3555, d4.loss_cls: 0.1861, d4.loss_bbox: 0.1445, d4.loss_iou: 0.3551, dn_loss_cls: 0.0194, dn_loss_bbox: 0.2038, dn_loss_iou: 0.3048, d0.dn_loss_cls: 0.0530, d0.dn_loss_bbox: 0.3182, d0.dn_loss_iou: 0.4267, d1.dn_loss_cls: 0.0288, d1.dn_loss_bbox: 0.2334, d1.dn_loss_iou: 0.3373, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.2097, d2.dn_loss_iou: 0.3124, d3.dn_loss_cls: 0.0206, d3.dn_loss_bbox: 0.2055, d3.dn_loss_iou: 0.3074, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.2038, d4.dn_loss_iou: 0.3046, loss: 8.5395 2024-05-20 12:18:12,798 - mmdet - INFO - Epoch [13][3200/3665] lr: 2.000e-04, eta: 1 day, 10:38:53, time: 1.468, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2298, interm_loss_bbox: 0.1746, interm_loss_iou: 0.4014, loss_cls: 0.1888, loss_bbox: 0.1480, loss_iou: 0.3573, d0.loss_cls: 0.2434, d0.loss_bbox: 0.1512, d0.loss_iou: 0.3645, d1.loss_cls: 0.2095, d1.loss_bbox: 0.1509, d1.loss_iou: 0.3647, d2.loss_cls: 0.1963, d2.loss_bbox: 0.1495, d2.loss_iou: 0.3598, d3.loss_cls: 0.1920, d3.loss_bbox: 0.1476, d3.loss_iou: 0.3571, d4.loss_cls: 0.1893, d4.loss_bbox: 0.1485, d4.loss_iou: 0.3578, dn_loss_cls: 0.0187, dn_loss_bbox: 0.2160, dn_loss_iou: 0.3082, d0.dn_loss_cls: 0.0525, d0.dn_loss_bbox: 0.3374, d0.dn_loss_iou: 0.4280, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2480, d1.dn_loss_iou: 0.3415, d2.dn_loss_cls: 0.0225, d2.dn_loss_bbox: 0.2229, d2.dn_loss_iou: 0.3162, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.2180, d3.dn_loss_iou: 0.3108, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.2160, d4.dn_loss_iou: 0.3081, loss: 8.7134 2024-05-20 12:19:24,721 - mmdet - INFO - Epoch [13][3250/3665] lr: 2.000e-04, eta: 1 day, 10:37:36, time: 1.438, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2274, interm_loss_bbox: 0.1715, interm_loss_iou: 0.3988, loss_cls: 0.1867, loss_bbox: 0.1471, loss_iou: 0.3582, d0.loss_cls: 0.2403, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3645, d1.loss_cls: 0.2060, d1.loss_bbox: 0.1504, d1.loss_iou: 0.3649, d2.loss_cls: 0.1954, d2.loss_bbox: 0.1482, d2.loss_iou: 0.3592, d3.loss_cls: 0.1902, d3.loss_bbox: 0.1470, d3.loss_iou: 0.3582, d4.loss_cls: 0.1874, d4.loss_bbox: 0.1469, d4.loss_iou: 0.3582, dn_loss_cls: 0.0187, dn_loss_bbox: 0.2052, dn_loss_iou: 0.3010, d0.dn_loss_cls: 0.0516, d0.dn_loss_bbox: 0.3199, d0.dn_loss_iou: 0.4197, d1.dn_loss_cls: 0.0278, d1.dn_loss_bbox: 0.2329, d1.dn_loss_iou: 0.3326, d2.dn_loss_cls: 0.0227, d2.dn_loss_bbox: 0.2107, d2.dn_loss_iou: 0.3082, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.2065, d3.dn_loss_iou: 0.3033, d4.dn_loss_cls: 0.0191, d4.dn_loss_bbox: 0.2052, d4.dn_loss_iou: 0.3010, loss: 8.5625 2024-05-20 12:20:41,972 - mmdet - INFO - Epoch [13][3300/3665] lr: 2.000e-04, eta: 1 day, 10:36:29, time: 1.545, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2271, interm_loss_bbox: 0.1734, interm_loss_iou: 0.3859, loss_cls: 0.1832, loss_bbox: 0.1504, loss_iou: 0.3485, d0.loss_cls: 0.2390, d0.loss_bbox: 0.1527, d0.loss_iou: 0.3550, d1.loss_cls: 0.2058, d1.loss_bbox: 0.1528, d1.loss_iou: 0.3527, d2.loss_cls: 0.1914, d2.loss_bbox: 0.1521, d2.loss_iou: 0.3517, d3.loss_cls: 0.1860, d3.loss_bbox: 0.1510, d3.loss_iou: 0.3498, d4.loss_cls: 0.1836, d4.loss_bbox: 0.1511, d4.loss_iou: 0.3499, dn_loss_cls: 0.0195, dn_loss_bbox: 0.2168, dn_loss_iou: 0.3050, d0.dn_loss_cls: 0.0536, d0.dn_loss_bbox: 0.3315, d0.dn_loss_iou: 0.4259, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2459, d1.dn_loss_iou: 0.3380, d2.dn_loss_cls: 0.0236, d2.dn_loss_bbox: 0.2226, d2.dn_loss_iou: 0.3129, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.2183, d3.dn_loss_iou: 0.3076, d4.dn_loss_cls: 0.0200, d4.dn_loss_bbox: 0.2168, d4.dn_loss_iou: 0.3049, loss: 8.6059 2024-05-20 12:21:56,008 - mmdet - INFO - Epoch [13][3350/3665] lr: 2.000e-04, eta: 1 day, 10:35:16, time: 1.481, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2266, interm_loss_bbox: 0.1715, interm_loss_iou: 0.4121, loss_cls: 0.1862, loss_bbox: 0.1467, loss_iou: 0.3725, d0.loss_cls: 0.2422, d0.loss_bbox: 0.1485, d0.loss_iou: 0.3750, d1.loss_cls: 0.2082, d1.loss_bbox: 0.1493, d1.loss_iou: 0.3772, d2.loss_cls: 0.1950, d2.loss_bbox: 0.1481, d2.loss_iou: 0.3751, d3.loss_cls: 0.1893, d3.loss_bbox: 0.1468, d3.loss_iou: 0.3735, d4.loss_cls: 0.1875, d4.loss_bbox: 0.1468, d4.loss_iou: 0.3730, dn_loss_cls: 0.0193, dn_loss_bbox: 0.2085, dn_loss_iou: 0.3129, d0.dn_loss_cls: 0.0535, d0.dn_loss_bbox: 0.3238, d0.dn_loss_iou: 0.4339, d1.dn_loss_cls: 0.0291, d1.dn_loss_bbox: 0.2381, d1.dn_loss_iou: 0.3461, d2.dn_loss_cls: 0.0236, d2.dn_loss_bbox: 0.2144, d2.dn_loss_iou: 0.3210, d3.dn_loss_cls: 0.0208, d3.dn_loss_bbox: 0.2101, d3.dn_loss_iou: 0.3156, d4.dn_loss_cls: 0.0198, d4.dn_loss_bbox: 0.2084, d4.dn_loss_iou: 0.3128, loss: 8.7627 2024-05-20 12:23:10,799 - mmdet - INFO - Epoch [13][3400/3665] lr: 2.000e-04, eta: 1 day, 10:34:02, time: 1.459, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2194, interm_loss_bbox: 0.1670, interm_loss_iou: 0.3860, loss_cls: 0.1807, loss_bbox: 0.1409, loss_iou: 0.3416, d0.loss_cls: 0.2354, d0.loss_bbox: 0.1443, d0.loss_iou: 0.3481, d1.loss_cls: 0.1998, d1.loss_bbox: 0.1430, d1.loss_iou: 0.3478, d2.loss_cls: 0.1886, d2.loss_bbox: 0.1409, d2.loss_iou: 0.3441, d3.loss_cls: 0.1835, d3.loss_bbox: 0.1410, d3.loss_iou: 0.3425, d4.loss_cls: 0.1817, d4.loss_bbox: 0.1404, d4.loss_iou: 0.3419, dn_loss_cls: 0.0197, dn_loss_bbox: 0.2010, dn_loss_iou: 0.3007, d0.dn_loss_cls: 0.0530, d0.dn_loss_bbox: 0.3165, d0.dn_loss_iou: 0.4220, d1.dn_loss_cls: 0.0288, d1.dn_loss_bbox: 0.2297, d1.dn_loss_iou: 0.3334, d2.dn_loss_cls: 0.0234, d2.dn_loss_bbox: 0.2065, d2.dn_loss_iou: 0.3089, d3.dn_loss_cls: 0.0206, d3.dn_loss_bbox: 0.2027, d3.dn_loss_iou: 0.3034, d4.dn_loss_cls: 0.0199, d4.dn_loss_bbox: 0.2010, d4.dn_loss_iou: 0.3006, loss: 8.3504 2024-05-20 12:24:23,480 - mmdet - INFO - Epoch [13][3450/3665] lr: 2.000e-04, eta: 1 day, 10:32:50, time: 1.490, data_time: 0.053, memory: 41053, interm_loss_cls: 0.2359, interm_loss_bbox: 0.1757, interm_loss_iou: 0.4090, loss_cls: 0.1941, loss_bbox: 0.1512, loss_iou: 0.3695, d0.loss_cls: 0.2506, d0.loss_bbox: 0.1542, d0.loss_iou: 0.3745, d1.loss_cls: 0.2179, d1.loss_bbox: 0.1538, d1.loss_iou: 0.3727, d2.loss_cls: 0.2054, d2.loss_bbox: 0.1512, d2.loss_iou: 0.3698, d3.loss_cls: 0.1988, d3.loss_bbox: 0.1508, d3.loss_iou: 0.3688, d4.loss_cls: 0.1949, d4.loss_bbox: 0.1519, d4.loss_iou: 0.3702, dn_loss_cls: 0.0199, dn_loss_bbox: 0.2118, dn_loss_iou: 0.3187, d0.dn_loss_cls: 0.0542, d0.dn_loss_bbox: 0.3290, d0.dn_loss_iou: 0.4424, d1.dn_loss_cls: 0.0297, d1.dn_loss_bbox: 0.2425, d1.dn_loss_iou: 0.3522, d2.dn_loss_cls: 0.0243, d2.dn_loss_bbox: 0.2179, d2.dn_loss_iou: 0.3266, d3.dn_loss_cls: 0.0211, d3.dn_loss_bbox: 0.2134, d3.dn_loss_iou: 0.3211, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.2118, d4.dn_loss_iou: 0.3186, loss: 8.8966 2024-05-20 12:25:39,963 - mmdet - INFO - Epoch [13][3500/3665] lr: 2.000e-04, eta: 1 day, 10:31:41, time: 1.530, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2277, interm_loss_bbox: 0.1706, interm_loss_iou: 0.3904, loss_cls: 0.1875, loss_bbox: 0.1442, loss_iou: 0.3482, d0.loss_cls: 0.2395, d0.loss_bbox: 0.1500, d0.loss_iou: 0.3572, d1.loss_cls: 0.2098, d1.loss_bbox: 0.1473, d1.loss_iou: 0.3517, d2.loss_cls: 0.1981, d2.loss_bbox: 0.1443, d2.loss_iou: 0.3482, d3.loss_cls: 0.1906, d3.loss_bbox: 0.1438, d3.loss_iou: 0.3484, d4.loss_cls: 0.1884, d4.loss_bbox: 0.1440, d4.loss_iou: 0.3483, dn_loss_cls: 0.0199, dn_loss_bbox: 0.2052, dn_loss_iou: 0.3041, d0.dn_loss_cls: 0.0536, d0.dn_loss_bbox: 0.3240, d0.dn_loss_iou: 0.4302, d1.dn_loss_cls: 0.0290, d1.dn_loss_bbox: 0.2346, d1.dn_loss_iou: 0.3374, d2.dn_loss_cls: 0.0236, d2.dn_loss_bbox: 0.2117, d2.dn_loss_iou: 0.3121, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.2071, d3.dn_loss_iou: 0.3070, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.2052, d4.dn_loss_iou: 0.3041, loss: 8.5279 2024-05-20 12:26:51,057 - mmdet - INFO - Epoch [13][3550/3665] lr: 2.000e-04, eta: 1 day, 10:30:23, time: 1.422, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2289, interm_loss_bbox: 0.1704, interm_loss_iou: 0.3908, loss_cls: 0.1858, loss_bbox: 0.1479, loss_iou: 0.3519, d0.loss_cls: 0.2403, d0.loss_bbox: 0.1505, d0.loss_iou: 0.3571, d1.loss_cls: 0.2058, d1.loss_bbox: 0.1514, d1.loss_iou: 0.3560, d2.loss_cls: 0.1942, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3537, d3.loss_cls: 0.1885, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3526, d4.loss_cls: 0.1868, d4.loss_bbox: 0.1482, d4.loss_iou: 0.3520, dn_loss_cls: 0.0197, dn_loss_bbox: 0.2059, dn_loss_iou: 0.2974, d0.dn_loss_cls: 0.0531, d0.dn_loss_bbox: 0.3292, d0.dn_loss_iou: 0.4232, d1.dn_loss_cls: 0.0287, d1.dn_loss_bbox: 0.2355, d1.dn_loss_iou: 0.3304, d2.dn_loss_cls: 0.0235, d2.dn_loss_bbox: 0.2120, d2.dn_loss_iou: 0.3055, d3.dn_loss_cls: 0.0208, d3.dn_loss_bbox: 0.2076, d3.dn_loss_iou: 0.3002, d4.dn_loss_cls: 0.0199, d4.dn_loss_bbox: 0.2059, d4.dn_loss_iou: 0.2973, loss: 8.5265 2024-05-20 12:28:10,660 - mmdet - INFO - Epoch [13][3600/3665] lr: 2.000e-04, eta: 1 day, 10:29:20, time: 1.592, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2294, interm_loss_bbox: 0.1685, interm_loss_iou: 0.3969, loss_cls: 0.1848, loss_bbox: 0.1446, loss_iou: 0.3562, d0.loss_cls: 0.2391, d0.loss_bbox: 0.1479, d0.loss_iou: 0.3633, d1.loss_cls: 0.2057, d1.loss_bbox: 0.1474, d1.loss_iou: 0.3609, d2.loss_cls: 0.1941, d2.loss_bbox: 0.1438, d2.loss_iou: 0.3566, d3.loss_cls: 0.1872, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3578, d4.loss_cls: 0.1859, d4.loss_bbox: 0.1443, d4.loss_iou: 0.3560, dn_loss_cls: 0.0186, dn_loss_bbox: 0.2054, dn_loss_iou: 0.3069, d0.dn_loss_cls: 0.0531, d0.dn_loss_bbox: 0.3209, d0.dn_loss_iou: 0.4304, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2346, d1.dn_loss_iou: 0.3399, d2.dn_loss_cls: 0.0226, d2.dn_loss_bbox: 0.2111, d2.dn_loss_iou: 0.3144, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.2069, d3.dn_loss_iou: 0.3094, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.2054, d4.dn_loss_iou: 0.3069, loss: 8.5687 2024-05-20 12:29:23,814 - mmdet - INFO - Epoch [13][3650/3665] lr: 2.000e-04, eta: 1 day, 10:28:06, time: 1.463, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2244, interm_loss_bbox: 0.1707, interm_loss_iou: 0.3923, loss_cls: 0.1828, loss_bbox: 0.1447, loss_iou: 0.3504, d0.loss_cls: 0.2370, d0.loss_bbox: 0.1502, d0.loss_iou: 0.3580, d1.loss_cls: 0.2058, d1.loss_bbox: 0.1472, d1.loss_iou: 0.3534, d2.loss_cls: 0.1919, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3522, d3.loss_cls: 0.1862, d3.loss_bbox: 0.1442, d3.loss_iou: 0.3502, d4.loss_cls: 0.1837, d4.loss_bbox: 0.1447, d4.loss_iou: 0.3503, dn_loss_cls: 0.0191, dn_loss_bbox: 0.2088, dn_loss_iou: 0.3057, d0.dn_loss_cls: 0.0528, d0.dn_loss_bbox: 0.3282, d0.dn_loss_iou: 0.4319, d1.dn_loss_cls: 0.0284, d1.dn_loss_bbox: 0.2382, d1.dn_loss_iou: 0.3398, d2.dn_loss_cls: 0.0231, d2.dn_loss_bbox: 0.2151, d2.dn_loss_iou: 0.3139, d3.dn_loss_cls: 0.0204, d3.dn_loss_bbox: 0.2107, d3.dn_loss_iou: 0.3084, d4.dn_loss_cls: 0.0194, d4.dn_loss_bbox: 0.2088, d4.dn_loss_iou: 0.3056, loss: 8.5445 2024-05-20 12:29:50,687 - mmdet - INFO - Saving checkpoint at 13 epochs 2024-05-20 12:33:29,483 - mmdet - INFO - Evaluating bbox... 2024-05-20 12:35:14,393 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.554 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.741 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.606 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.372 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.590 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.723 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.751 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.754 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.754 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.603 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.797 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.907 2024-05-20 12:35:16,263 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-20 12:35:16,265 - mmdet - INFO - Epoch(val) [13][313] bbox_mAP: 0.5540, bbox_mAP_50: 0.7410, bbox_mAP_75: 0.6060, bbox_mAP_s: 0.3720, bbox_mAP_m: 0.5900, bbox_mAP_l: 0.7230, bbox_mAP_copypaste: 0.554 0.741 0.606 0.372 0.590 0.723 2024-05-20 12:36:43,857 - mmdet - INFO - Epoch [14][50/3665] lr: 2.000e-04, eta: 1 day, 10:26:16, time: 1.751, data_time: 0.104, memory: 41053, interm_loss_cls: 0.2238, interm_loss_bbox: 0.1676, interm_loss_iou: 0.3950, loss_cls: 0.1804, loss_bbox: 0.1426, loss_iou: 0.3552, d0.loss_cls: 0.2386, d0.loss_bbox: 0.1448, d0.loss_iou: 0.3573, d1.loss_cls: 0.2060, d1.loss_bbox: 0.1434, d1.loss_iou: 0.3556, d2.loss_cls: 0.1900, d2.loss_bbox: 0.1431, d2.loss_iou: 0.3551, d3.loss_cls: 0.1837, d3.loss_bbox: 0.1432, d3.loss_iou: 0.3554, d4.loss_cls: 0.1817, d4.loss_bbox: 0.1429, d4.loss_iou: 0.3549, dn_loss_cls: 0.0190, dn_loss_bbox: 0.2065, dn_loss_iou: 0.3073, d0.dn_loss_cls: 0.0523, d0.dn_loss_bbox: 0.3210, d0.dn_loss_iou: 0.4287, d1.dn_loss_cls: 0.0288, d1.dn_loss_bbox: 0.2360, d1.dn_loss_iou: 0.3398, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.2128, d2.dn_loss_iou: 0.3151, d3.dn_loss_cls: 0.0202, d3.dn_loss_bbox: 0.2081, d3.dn_loss_iou: 0.3099, d4.dn_loss_cls: 0.0194, d4.dn_loss_bbox: 0.2065, d4.dn_loss_iou: 0.3072, loss: 8.5221 2024-05-20 12:37:55,955 - mmdet - INFO - Epoch [14][100/3665] lr: 2.000e-04, eta: 1 day, 10:25:00, time: 1.442, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2256, interm_loss_bbox: 0.1677, interm_loss_iou: 0.3861, loss_cls: 0.1813, loss_bbox: 0.1429, loss_iou: 0.3469, d0.loss_cls: 0.2358, d0.loss_bbox: 0.1472, d0.loss_iou: 0.3533, d1.loss_cls: 0.2015, d1.loss_bbox: 0.1479, d1.loss_iou: 0.3513, d2.loss_cls: 0.1904, d2.loss_bbox: 0.1443, d2.loss_iou: 0.3489, d3.loss_cls: 0.1849, d3.loss_bbox: 0.1432, d3.loss_iou: 0.3472, d4.loss_cls: 0.1815, d4.loss_bbox: 0.1435, d4.loss_iou: 0.3475, dn_loss_cls: 0.0183, dn_loss_bbox: 0.1977, dn_loss_iou: 0.2946, d0.dn_loss_cls: 0.0518, d0.dn_loss_bbox: 0.3113, d0.dn_loss_iou: 0.4154, d1.dn_loss_cls: 0.0277, d1.dn_loss_bbox: 0.2253, d1.dn_loss_iou: 0.3264, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.2029, d2.dn_loss_iou: 0.3020, d3.dn_loss_cls: 0.0195, d3.dn_loss_bbox: 0.1992, d3.dn_loss_iou: 0.2970, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.1977, d4.dn_loss_iou: 0.2945, loss: 8.3411 2024-05-20 12:39:09,205 - mmdet - INFO - Epoch [14][150/3665] lr: 2.000e-04, eta: 1 day, 10:23:46, time: 1.465, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2213, interm_loss_bbox: 0.1725, interm_loss_iou: 0.3911, loss_cls: 0.1815, loss_bbox: 0.1441, loss_iou: 0.3473, d0.loss_cls: 0.2348, d0.loss_bbox: 0.1496, d0.loss_iou: 0.3561, d1.loss_cls: 0.2005, d1.loss_bbox: 0.1497, d1.loss_iou: 0.3546, d2.loss_cls: 0.1896, d2.loss_bbox: 0.1453, d2.loss_iou: 0.3496, d3.loss_cls: 0.1843, d3.loss_bbox: 0.1440, d3.loss_iou: 0.3482, d4.loss_cls: 0.1824, d4.loss_bbox: 0.1440, d4.loss_iou: 0.3471, dn_loss_cls: 0.0190, dn_loss_bbox: 0.2185, dn_loss_iou: 0.3078, d0.dn_loss_cls: 0.0525, d0.dn_loss_bbox: 0.3380, d0.dn_loss_iou: 0.4290, d1.dn_loss_cls: 0.0283, d1.dn_loss_bbox: 0.2484, d1.dn_loss_iou: 0.3409, d2.dn_loss_cls: 0.0231, d2.dn_loss_bbox: 0.2245, d2.dn_loss_iou: 0.3159, d3.dn_loss_cls: 0.0202, d3.dn_loss_bbox: 0.2201, d3.dn_loss_iou: 0.3104, d4.dn_loss_cls: 0.0193, d4.dn_loss_bbox: 0.2185, d4.dn_loss_iou: 0.3077, loss: 8.5798 2024-05-20 12:40:21,212 - mmdet - INFO - Epoch [14][200/3665] lr: 2.000e-04, eta: 1 day, 10:22:29, time: 1.440, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2193, interm_loss_bbox: 0.1654, interm_loss_iou: 0.3858, loss_cls: 0.1778, loss_bbox: 0.1400, loss_iou: 0.3443, d0.loss_cls: 0.2323, d0.loss_bbox: 0.1434, d0.loss_iou: 0.3511, d1.loss_cls: 0.1999, d1.loss_bbox: 0.1421, d1.loss_iou: 0.3482, d2.loss_cls: 0.1858, d2.loss_bbox: 0.1415, d2.loss_iou: 0.3463, d3.loss_cls: 0.1807, d3.loss_bbox: 0.1400, d3.loss_iou: 0.3452, d4.loss_cls: 0.1784, d4.loss_bbox: 0.1398, d4.loss_iou: 0.3447, dn_loss_cls: 0.0195, dn_loss_bbox: 0.1967, dn_loss_iou: 0.2952, d0.dn_loss_cls: 0.0537, d0.dn_loss_bbox: 0.3152, d0.dn_loss_iou: 0.4209, d1.dn_loss_cls: 0.0291, d1.dn_loss_bbox: 0.2245, d1.dn_loss_iou: 0.3267, d2.dn_loss_cls: 0.0238, d2.dn_loss_bbox: 0.2026, d2.dn_loss_iou: 0.3028, d3.dn_loss_cls: 0.0208, d3.dn_loss_bbox: 0.1983, d3.dn_loss_iou: 0.2977, d4.dn_loss_cls: 0.0199, d4.dn_loss_bbox: 0.1967, d4.dn_loss_iou: 0.2951, loss: 8.2914 2024-05-20 12:41:32,925 - mmdet - INFO - Epoch [14][250/3665] lr: 2.000e-04, eta: 1 day, 10:21:13, time: 1.434, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2222, interm_loss_bbox: 0.1705, interm_loss_iou: 0.3884, loss_cls: 0.1806, loss_bbox: 0.1446, loss_iou: 0.3477, d0.loss_cls: 0.2350, d0.loss_bbox: 0.1476, d0.loss_iou: 0.3548, d1.loss_cls: 0.2016, d1.loss_bbox: 0.1476, d1.loss_iou: 0.3519, d2.loss_cls: 0.1910, d2.loss_bbox: 0.1450, d2.loss_iou: 0.3487, d3.loss_cls: 0.1854, d3.loss_bbox: 0.1437, d3.loss_iou: 0.3469, d4.loss_cls: 0.1820, d4.loss_bbox: 0.1447, d4.loss_iou: 0.3474, dn_loss_cls: 0.0194, dn_loss_bbox: 0.2037, dn_loss_iou: 0.3005, d0.dn_loss_cls: 0.0526, d0.dn_loss_bbox: 0.3156, d0.dn_loss_iou: 0.4176, d1.dn_loss_cls: 0.0288, d1.dn_loss_bbox: 0.2320, d1.dn_loss_iou: 0.3316, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.2094, d2.dn_loss_iou: 0.3079, d3.dn_loss_cls: 0.0205, d3.dn_loss_bbox: 0.2052, d3.dn_loss_iou: 0.3029, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.2037, d4.dn_loss_iou: 0.3004, loss: 8.4219 2024-05-20 12:42:46,667 - mmdet - INFO - Epoch [14][300/3665] lr: 2.000e-04, eta: 1 day, 10:19:59, time: 1.475, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2210, interm_loss_bbox: 0.1739, interm_loss_iou: 0.4028, loss_cls: 0.1819, loss_bbox: 0.1463, loss_iou: 0.3565, d0.loss_cls: 0.2358, d0.loss_bbox: 0.1496, d0.loss_iou: 0.3647, d1.loss_cls: 0.2009, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3640, d2.loss_cls: 0.1904, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3580, d3.loss_cls: 0.1845, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3573, d4.loss_cls: 0.1828, d4.loss_bbox: 0.1465, d4.loss_iou: 0.3564, dn_loss_cls: 0.0178, dn_loss_bbox: 0.1987, dn_loss_iou: 0.3019, d0.dn_loss_cls: 0.0512, d0.dn_loss_bbox: 0.3171, d0.dn_loss_iou: 0.4290, d1.dn_loss_cls: 0.0270, d1.dn_loss_bbox: 0.2282, d1.dn_loss_iou: 0.3353, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.2049, d2.dn_loss_iou: 0.3102, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.2003, d3.dn_loss_iou: 0.3046, d4.dn_loss_cls: 0.0182, d4.dn_loss_bbox: 0.1987, d4.dn_loss_iou: 0.3018, loss: 8.5003 2024-05-20 12:44:03,070 - mmdet - INFO - Epoch [14][350/3665] lr: 2.000e-04, eta: 1 day, 10:18:51, time: 1.528, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2218, interm_loss_bbox: 0.1667, interm_loss_iou: 0.3874, loss_cls: 0.1807, loss_bbox: 0.1405, loss_iou: 0.3462, d0.loss_cls: 0.2335, d0.loss_bbox: 0.1461, d0.loss_iou: 0.3547, d1.loss_cls: 0.2001, d1.loss_bbox: 0.1451, d1.loss_iou: 0.3533, d2.loss_cls: 0.1894, d2.loss_bbox: 0.1417, d2.loss_iou: 0.3482, d3.loss_cls: 0.1838, d3.loss_bbox: 0.1407, d3.loss_iou: 0.3472, d4.loss_cls: 0.1813, d4.loss_bbox: 0.1410, d4.loss_iou: 0.3467, dn_loss_cls: 0.0193, dn_loss_bbox: 0.2099, dn_loss_iou: 0.3013, d0.dn_loss_cls: 0.0523, d0.dn_loss_bbox: 0.3318, d0.dn_loss_iou: 0.4299, d1.dn_loss_cls: 0.0285, d1.dn_loss_bbox: 0.2414, d1.dn_loss_iou: 0.3354, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.2166, d2.dn_loss_iou: 0.3098, d3.dn_loss_cls: 0.0205, d3.dn_loss_bbox: 0.2121, d3.dn_loss_iou: 0.3044, d4.dn_loss_cls: 0.0196, d4.dn_loss_bbox: 0.2099, d4.dn_loss_iou: 0.3013, loss: 8.4631 2024-05-20 12:45:15,035 - mmdet - INFO - Epoch [14][400/3665] lr: 2.000e-04, eta: 1 day, 10:17:34, time: 1.439, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2151, interm_loss_bbox: 0.1688, interm_loss_iou: 0.3749, loss_cls: 0.1740, loss_bbox: 0.1420, loss_iou: 0.3318, d0.loss_cls: 0.2277, d0.loss_bbox: 0.1465, d0.loss_iou: 0.3412, d1.loss_cls: 0.1943, d1.loss_bbox: 0.1470, d1.loss_iou: 0.3382, d2.loss_cls: 0.1822, d2.loss_bbox: 0.1432, d2.loss_iou: 0.3349, d3.loss_cls: 0.1774, d3.loss_bbox: 0.1414, d3.loss_iou: 0.3320, d4.loss_cls: 0.1758, d4.loss_bbox: 0.1412, d4.loss_iou: 0.3312, dn_loss_cls: 0.0179, dn_loss_bbox: 0.2000, dn_loss_iou: 0.2969, d0.dn_loss_cls: 0.0511, d0.dn_loss_bbox: 0.3153, d0.dn_loss_iou: 0.4197, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2297, d1.dn_loss_iou: 0.3305, d2.dn_loss_cls: 0.0217, d2.dn_loss_bbox: 0.2061, d2.dn_loss_iou: 0.3052, d3.dn_loss_cls: 0.0191, d3.dn_loss_bbox: 0.2017, d3.dn_loss_iou: 0.2996, d4.dn_loss_cls: 0.0182, d4.dn_loss_bbox: 0.2000, d4.dn_loss_iou: 0.2968, loss: 8.2170 2024-05-20 12:46:28,909 - mmdet - INFO - Epoch [14][450/3665] lr: 2.000e-04, eta: 1 day, 10:16:21, time: 1.478, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2231, interm_loss_bbox: 0.1721, interm_loss_iou: 0.3767, loss_cls: 0.1828, loss_bbox: 0.1459, loss_iou: 0.3345, d0.loss_cls: 0.2362, d0.loss_bbox: 0.1483, d0.loss_iou: 0.3400, d1.loss_cls: 0.2021, d1.loss_bbox: 0.1498, d1.loss_iou: 0.3405, d2.loss_cls: 0.1915, d2.loss_bbox: 0.1471, d2.loss_iou: 0.3365, d3.loss_cls: 0.1865, d3.loss_bbox: 0.1459, d3.loss_iou: 0.3350, d4.loss_cls: 0.1839, d4.loss_bbox: 0.1460, d4.loss_iou: 0.3346, dn_loss_cls: 0.0197, dn_loss_bbox: 0.2087, dn_loss_iou: 0.2951, d0.dn_loss_cls: 0.0530, d0.dn_loss_bbox: 0.3288, d0.dn_loss_iou: 0.4168, d1.dn_loss_cls: 0.0285, d1.dn_loss_bbox: 0.2393, d1.dn_loss_iou: 0.3282, d2.dn_loss_cls: 0.0232, d2.dn_loss_bbox: 0.2152, d2.dn_loss_iou: 0.3031, d3.dn_loss_cls: 0.0205, d3.dn_loss_bbox: 0.2105, d3.dn_loss_iou: 0.2979, d4.dn_loss_cls: 0.0198, d4.dn_loss_bbox: 0.2087, d4.dn_loss_iou: 0.2950, loss: 8.3710 2024-05-20 12:47:40,546 - mmdet - INFO - Epoch [14][500/3665] lr: 2.000e-04, eta: 1 day, 10:15:04, time: 1.433, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2159, interm_loss_bbox: 0.1636, interm_loss_iou: 0.3810, loss_cls: 0.1756, loss_bbox: 0.1391, loss_iou: 0.3395, d0.loss_cls: 0.2284, d0.loss_bbox: 0.1429, d0.loss_iou: 0.3469, d1.loss_cls: 0.1955, d1.loss_bbox: 0.1431, d1.loss_iou: 0.3452, d2.loss_cls: 0.1846, d2.loss_bbox: 0.1400, d2.loss_iou: 0.3409, d3.loss_cls: 0.1790, d3.loss_bbox: 0.1393, d3.loss_iou: 0.3408, d4.loss_cls: 0.1766, d4.loss_bbox: 0.1392, d4.loss_iou: 0.3401, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1939, dn_loss_iou: 0.2862, d0.dn_loss_cls: 0.0503, d0.dn_loss_bbox: 0.3095, d0.dn_loss_iou: 0.4047, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2210, d1.dn_loss_iou: 0.3164, d2.dn_loss_cls: 0.0208, d2.dn_loss_bbox: 0.1994, d2.dn_loss_iou: 0.2937, d3.dn_loss_cls: 0.0180, d3.dn_loss_bbox: 0.1955, d3.dn_loss_iou: 0.2887, d4.dn_loss_cls: 0.0172, d4.dn_loss_bbox: 0.1939, d4.dn_loss_iou: 0.2862, loss: 8.1352 2024-05-20 12:48:52,068 - mmdet - INFO - Epoch [14][550/3665] lr: 2.000e-04, eta: 1 day, 10:13:47, time: 1.430, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2218, interm_loss_bbox: 0.1666, interm_loss_iou: 0.4009, loss_cls: 0.1807, loss_bbox: 0.1428, loss_iou: 0.3603, d0.loss_cls: 0.2345, d0.loss_bbox: 0.1468, d0.loss_iou: 0.3684, d1.loss_cls: 0.2009, d1.loss_bbox: 0.1468, d1.loss_iou: 0.3658, d2.loss_cls: 0.1906, d2.loss_bbox: 0.1436, d2.loss_iou: 0.3619, d3.loss_cls: 0.1847, d3.loss_bbox: 0.1426, d3.loss_iou: 0.3604, d4.loss_cls: 0.1814, d4.loss_bbox: 0.1429, d4.loss_iou: 0.3608, dn_loss_cls: 0.0184, dn_loss_bbox: 0.1992, dn_loss_iou: 0.3099, d0.dn_loss_cls: 0.0521, d0.dn_loss_bbox: 0.3093, d0.dn_loss_iou: 0.4317, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2255, d1.dn_loss_iou: 0.3421, d2.dn_loss_cls: 0.0227, d2.dn_loss_bbox: 0.2043, d2.dn_loss_iou: 0.3175, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.2005, d3.dn_loss_iou: 0.3124, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.1992, d4.dn_loss_iou: 0.3097, loss: 8.5261 2024-05-20 12:50:07,875 - mmdet - INFO - Epoch [14][600/3665] lr: 2.000e-04, eta: 1 day, 10:12:37, time: 1.516, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2277, interm_loss_bbox: 0.1715, interm_loss_iou: 0.3875, loss_cls: 0.1869, loss_bbox: 0.1457, loss_iou: 0.3447, d0.loss_cls: 0.2428, d0.loss_bbox: 0.1496, d0.loss_iou: 0.3526, d1.loss_cls: 0.2084, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3498, d2.loss_cls: 0.1983, d2.loss_bbox: 0.1455, d2.loss_iou: 0.3452, d3.loss_cls: 0.1921, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3438, d4.loss_cls: 0.1883, d4.loss_bbox: 0.1457, d4.loss_iou: 0.3447, dn_loss_cls: 0.0184, dn_loss_bbox: 0.2080, dn_loss_iou: 0.2962, d0.dn_loss_cls: 0.0524, d0.dn_loss_bbox: 0.3268, d0.dn_loss_iou: 0.4147, d1.dn_loss_cls: 0.0276, d1.dn_loss_bbox: 0.2386, d1.dn_loss_iou: 0.3281, d2.dn_loss_cls: 0.0224, d2.dn_loss_bbox: 0.2146, d2.dn_loss_iou: 0.3042, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.2100, d3.dn_loss_iou: 0.2990, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.2080, d4.dn_loss_iou: 0.2961, loss: 8.4684 2024-05-20 12:51:21,606 - mmdet - INFO - Epoch [14][650/3665] lr: 2.000e-04, eta: 1 day, 10:11:24, time: 1.475, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2185, interm_loss_bbox: 0.1759, interm_loss_iou: 0.3938, loss_cls: 0.1800, loss_bbox: 0.1496, loss_iou: 0.3499, d0.loss_cls: 0.2325, d0.loss_bbox: 0.1536, d0.loss_iou: 0.3563, d1.loss_cls: 0.2016, d1.loss_bbox: 0.1511, d1.loss_iou: 0.3540, d2.loss_cls: 0.1891, d2.loss_bbox: 0.1493, d2.loss_iou: 0.3516, d3.loss_cls: 0.1829, d3.loss_bbox: 0.1496, d3.loss_iou: 0.3509, d4.loss_cls: 0.1810, d4.loss_bbox: 0.1491, d4.loss_iou: 0.3495, dn_loss_cls: 0.0187, dn_loss_bbox: 0.2118, dn_loss_iou: 0.3060, d0.dn_loss_cls: 0.0526, d0.dn_loss_bbox: 0.3255, d0.dn_loss_iou: 0.4243, d1.dn_loss_cls: 0.0284, d1.dn_loss_bbox: 0.2398, d1.dn_loss_iou: 0.3378, d2.dn_loss_cls: 0.0227, d2.dn_loss_bbox: 0.2173, d2.dn_loss_iou: 0.3134, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.2134, d3.dn_loss_iou: 0.3085, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.2118, d4.dn_loss_iou: 0.3058, loss: 8.5462 2024-05-20 12:52:33,530 - mmdet - INFO - Epoch [14][700/3665] lr: 2.000e-04, eta: 1 day, 10:10:08, time: 1.438, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2340, interm_loss_bbox: 0.1735, interm_loss_iou: 0.4010, loss_cls: 0.1910, loss_bbox: 0.1473, loss_iou: 0.3597, d0.loss_cls: 0.2475, d0.loss_bbox: 0.1523, d0.loss_iou: 0.3669, d1.loss_cls: 0.2123, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3668, d2.loss_cls: 0.2004, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3620, d3.loss_cls: 0.1942, d3.loss_bbox: 0.1476, d3.loss_iou: 0.3608, d4.loss_cls: 0.1920, d4.loss_bbox: 0.1473, d4.loss_iou: 0.3602, dn_loss_cls: 0.0196, dn_loss_bbox: 0.2103, dn_loss_iou: 0.3075, d0.dn_loss_cls: 0.0541, d0.dn_loss_bbox: 0.3353, d0.dn_loss_iou: 0.4342, d1.dn_loss_cls: 0.0294, d1.dn_loss_bbox: 0.2429, d1.dn_loss_iou: 0.3420, d2.dn_loss_cls: 0.0239, d2.dn_loss_bbox: 0.2173, d2.dn_loss_iou: 0.3157, d3.dn_loss_cls: 0.0209, d3.dn_loss_bbox: 0.2123, d3.dn_loss_iou: 0.3102, d4.dn_loss_cls: 0.0201, d4.dn_loss_bbox: 0.2104, d4.dn_loss_iou: 0.3073, loss: 8.7302 2024-05-20 12:53:49,535 - mmdet - INFO - Epoch [14][750/3665] lr: 2.000e-04, eta: 1 day, 10:08:58, time: 1.520, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2210, interm_loss_bbox: 0.1740, interm_loss_iou: 0.3802, loss_cls: 0.1797, loss_bbox: 0.1442, loss_iou: 0.3372, d0.loss_cls: 0.2344, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3452, d1.loss_cls: 0.1993, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3437, d2.loss_cls: 0.1870, d2.loss_bbox: 0.1466, d2.loss_iou: 0.3397, d3.loss_cls: 0.1819, d3.loss_bbox: 0.1455, d3.loss_iou: 0.3379, d4.loss_cls: 0.1796, d4.loss_bbox: 0.1450, d4.loss_iou: 0.3375, dn_loss_cls: 0.0195, dn_loss_bbox: 0.2031, dn_loss_iou: 0.2949, d0.dn_loss_cls: 0.0525, d0.dn_loss_bbox: 0.3259, d0.dn_loss_iou: 0.4208, d1.dn_loss_cls: 0.0286, d1.dn_loss_bbox: 0.2339, d1.dn_loss_iou: 0.3284, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.2097, d2.dn_loss_iou: 0.3033, d3.dn_loss_cls: 0.0207, d3.dn_loss_bbox: 0.2049, d3.dn_loss_iou: 0.2976, d4.dn_loss_cls: 0.0199, d4.dn_loss_bbox: 0.2031, d4.dn_loss_iou: 0.2949, loss: 8.3428 2024-05-20 12:55:04,895 - mmdet - INFO - Epoch [14][800/3665] lr: 2.000e-04, eta: 1 day, 10:07:48, time: 1.507, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2242, interm_loss_bbox: 0.1727, interm_loss_iou: 0.3913, loss_cls: 0.1853, loss_bbox: 0.1443, loss_iou: 0.3462, d0.loss_cls: 0.2406, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3550, d1.loss_cls: 0.2062, d1.loss_bbox: 0.1490, d1.loss_iou: 0.3535, d2.loss_cls: 0.1957, d2.loss_bbox: 0.1452, d2.loss_iou: 0.3473, d3.loss_cls: 0.1894, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3465, d4.loss_cls: 0.1869, d4.loss_bbox: 0.1444, d4.loss_iou: 0.3463, dn_loss_cls: 0.0199, dn_loss_bbox: 0.2097, dn_loss_iou: 0.3022, d0.dn_loss_cls: 0.0534, d0.dn_loss_bbox: 0.3295, d0.dn_loss_iou: 0.4245, d1.dn_loss_cls: 0.0287, d1.dn_loss_bbox: 0.2402, d1.dn_loss_iou: 0.3341, d2.dn_loss_cls: 0.0237, d2.dn_loss_bbox: 0.2164, d2.dn_loss_iou: 0.3099, d3.dn_loss_cls: 0.0210, d3.dn_loss_bbox: 0.2116, d3.dn_loss_iou: 0.3050, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.2097, d4.dn_loss_iou: 0.3021, loss: 8.5267 2024-05-20 12:56:17,878 - mmdet - INFO - Epoch [14][850/3665] lr: 2.000e-04, eta: 1 day, 10:06:33, time: 1.460, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2214, interm_loss_bbox: 0.1721, interm_loss_iou: 0.3926, loss_cls: 0.1834, loss_bbox: 0.1454, loss_iou: 0.3493, d0.loss_cls: 0.2334, d0.loss_bbox: 0.1502, d0.loss_iou: 0.3584, d1.loss_cls: 0.1998, d1.loss_bbox: 0.1500, d1.loss_iou: 0.3570, d2.loss_cls: 0.1897, d2.loss_bbox: 0.1480, d2.loss_iou: 0.3527, d3.loss_cls: 0.1852, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3510, d4.loss_cls: 0.1837, d4.loss_bbox: 0.1456, d4.loss_iou: 0.3501, dn_loss_cls: 0.0190, dn_loss_bbox: 0.2078, dn_loss_iou: 0.2986, d0.dn_loss_cls: 0.0523, d0.dn_loss_bbox: 0.3258, d0.dn_loss_iou: 0.4193, d1.dn_loss_cls: 0.0282, d1.dn_loss_bbox: 0.2375, d1.dn_loss_iou: 0.3313, d2.dn_loss_cls: 0.0229, d2.dn_loss_bbox: 0.2137, d2.dn_loss_iou: 0.3068, d3.dn_loss_cls: 0.0202, d3.dn_loss_bbox: 0.2095, d3.dn_loss_iou: 0.3013, d4.dn_loss_cls: 0.0193, d4.dn_loss_bbox: 0.2078, d4.dn_loss_iou: 0.2986, loss: 8.4852 2024-05-20 12:57:33,500 - mmdet - INFO - Epoch [14][900/3665] lr: 2.000e-04, eta: 1 day, 10:05:23, time: 1.513, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2191, interm_loss_bbox: 0.1693, interm_loss_iou: 0.3894, loss_cls: 0.1782, loss_bbox: 0.1422, loss_iou: 0.3475, d0.loss_cls: 0.2351, d0.loss_bbox: 0.1449, d0.loss_iou: 0.3519, d1.loss_cls: 0.1991, d1.loss_bbox: 0.1443, d1.loss_iou: 0.3512, d2.loss_cls: 0.1870, d2.loss_bbox: 0.1420, d2.loss_iou: 0.3488, d3.loss_cls: 0.1811, d3.loss_bbox: 0.1420, d3.loss_iou: 0.3484, d4.loss_cls: 0.1792, d4.loss_bbox: 0.1420, d4.loss_iou: 0.3476, dn_loss_cls: 0.0179, dn_loss_bbox: 0.1993, dn_loss_iou: 0.2981, d0.dn_loss_cls: 0.0511, d0.dn_loss_bbox: 0.3130, d0.dn_loss_iou: 0.4192, d1.dn_loss_cls: 0.0272, d1.dn_loss_bbox: 0.2274, d1.dn_loss_iou: 0.3301, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.2048, d2.dn_loss_iou: 0.3058, d3.dn_loss_cls: 0.0191, d3.dn_loss_bbox: 0.2008, d3.dn_loss_iou: 0.3006, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.1993, d4.dn_loss_iou: 0.2980, loss: 8.3422 2024-05-20 12:58:44,887 - mmdet - INFO - Epoch [14][950/3665] lr: 2.000e-04, eta: 1 day, 10:04:06, time: 1.428, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2206, interm_loss_bbox: 0.1684, interm_loss_iou: 0.3976, loss_cls: 0.1783, loss_bbox: 0.1433, loss_iou: 0.3576, d0.loss_cls: 0.2364, d0.loss_bbox: 0.1471, d0.loss_iou: 0.3636, d1.loss_cls: 0.2012, d1.loss_bbox: 0.1457, d1.loss_iou: 0.3622, d2.loss_cls: 0.1882, d2.loss_bbox: 0.1433, d2.loss_iou: 0.3581, d3.loss_cls: 0.1825, d3.loss_bbox: 0.1431, d3.loss_iou: 0.3572, d4.loss_cls: 0.1796, d4.loss_bbox: 0.1433, d4.loss_iou: 0.3569, dn_loss_cls: 0.0183, dn_loss_bbox: 0.2003, dn_loss_iou: 0.3012, d0.dn_loss_cls: 0.0515, d0.dn_loss_bbox: 0.3151, d0.dn_loss_iou: 0.4250, d1.dn_loss_cls: 0.0277, d1.dn_loss_bbox: 0.2292, d1.dn_loss_iou: 0.3339, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.2063, d2.dn_loss_iou: 0.3090, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.2020, d3.dn_loss_iou: 0.3040, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.2003, d4.dn_loss_iou: 0.3011, loss: 8.4595 2024-05-20 12:59:56,518 - mmdet - INFO - Epoch [14][1000/3665] lr: 2.000e-04, eta: 1 day, 10:02:49, time: 1.433, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2284, interm_loss_bbox: 0.1734, interm_loss_iou: 0.3917, loss_cls: 0.1865, loss_bbox: 0.1433, loss_iou: 0.3488, d0.loss_cls: 0.2419, d0.loss_bbox: 0.1494, d0.loss_iou: 0.3563, d1.loss_cls: 0.2070, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3541, d2.loss_cls: 0.1960, d2.loss_bbox: 0.1449, d2.loss_iou: 0.3490, d3.loss_cls: 0.1891, d3.loss_bbox: 0.1446, d3.loss_iou: 0.3491, d4.loss_cls: 0.1871, d4.loss_bbox: 0.1437, d4.loss_iou: 0.3484, dn_loss_cls: 0.0196, dn_loss_bbox: 0.2074, dn_loss_iou: 0.3016, d0.dn_loss_cls: 0.0543, d0.dn_loss_bbox: 0.3202, d0.dn_loss_iou: 0.4205, d1.dn_loss_cls: 0.0287, d1.dn_loss_bbox: 0.2365, d1.dn_loss_iou: 0.3327, d2.dn_loss_cls: 0.0234, d2.dn_loss_bbox: 0.2132, d2.dn_loss_iou: 0.3094, d3.dn_loss_cls: 0.0207, d3.dn_loss_bbox: 0.2092, d3.dn_loss_iou: 0.3042, d4.dn_loss_cls: 0.0198, d4.dn_loss_bbox: 0.2074, d4.dn_loss_iou: 0.3014, loss: 8.5108 2024-05-20 13:01:11,897 - mmdet - INFO - Epoch [14][1050/3665] lr: 2.000e-04, eta: 1 day, 10:01:38, time: 1.508, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2284, interm_loss_bbox: 0.1751, interm_loss_iou: 0.3968, loss_cls: 0.1862, loss_bbox: 0.1480, loss_iou: 0.3527, d0.loss_cls: 0.2395, d0.loss_bbox: 0.1521, d0.loss_iou: 0.3621, d1.loss_cls: 0.2060, d1.loss_bbox: 0.1523, d1.loss_iou: 0.3606, d2.loss_cls: 0.1943, d2.loss_bbox: 0.1497, d2.loss_iou: 0.3551, d3.loss_cls: 0.1881, d3.loss_bbox: 0.1489, d3.loss_iou: 0.3541, d4.loss_cls: 0.1859, d4.loss_bbox: 0.1491, d4.loss_iou: 0.3536, dn_loss_cls: 0.0191, dn_loss_bbox: 0.2185, dn_loss_iou: 0.3090, d0.dn_loss_cls: 0.0525, d0.dn_loss_bbox: 0.3358, d0.dn_loss_iou: 0.4308, d1.dn_loss_cls: 0.0285, d1.dn_loss_bbox: 0.2470, d1.dn_loss_iou: 0.3418, d2.dn_loss_cls: 0.0232, d2.dn_loss_bbox: 0.2244, d2.dn_loss_iou: 0.3173, d3.dn_loss_cls: 0.0205, d3.dn_loss_bbox: 0.2199, d3.dn_loss_iou: 0.3117, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.2185, d4.dn_loss_iou: 0.3089, loss: 8.6857 2024-05-20 13:02:23,691 - mmdet - INFO - Epoch [14][1100/3665] lr: 2.000e-04, eta: 1 day, 10:00:22, time: 1.436, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2239, interm_loss_bbox: 0.1687, interm_loss_iou: 0.3980, loss_cls: 0.1832, loss_bbox: 0.1423, loss_iou: 0.3531, d0.loss_cls: 0.2387, d0.loss_bbox: 0.1450, d0.loss_iou: 0.3607, d1.loss_cls: 0.2038, d1.loss_bbox: 0.1460, d1.loss_iou: 0.3598, d2.loss_cls: 0.1909, d2.loss_bbox: 0.1438, d2.loss_iou: 0.3567, d3.loss_cls: 0.1855, d3.loss_bbox: 0.1429, d3.loss_iou: 0.3553, d4.loss_cls: 0.1836, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3539, dn_loss_cls: 0.0183, dn_loss_bbox: 0.2008, dn_loss_iou: 0.3034, d0.dn_loss_cls: 0.0516, d0.dn_loss_bbox: 0.3182, d0.dn_loss_iou: 0.4254, d1.dn_loss_cls: 0.0278, d1.dn_loss_bbox: 0.2300, d1.dn_loss_iou: 0.3352, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.2066, d2.dn_loss_iou: 0.3112, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.2023, d3.dn_loss_iou: 0.3059, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.2008, d4.dn_loss_iou: 0.3032, loss: 8.4795 2024-05-20 13:03:39,692 - mmdet - INFO - Epoch [14][1150/3665] lr: 2.000e-04, eta: 1 day, 9:59:12, time: 1.520, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2269, interm_loss_bbox: 0.1710, interm_loss_iou: 0.3986, loss_cls: 0.1878, loss_bbox: 0.1440, loss_iou: 0.3545, d0.loss_cls: 0.2398, d0.loss_bbox: 0.1470, d0.loss_iou: 0.3607, d1.loss_cls: 0.2047, d1.loss_bbox: 0.1485, d1.loss_iou: 0.3608, d2.loss_cls: 0.1943, d2.loss_bbox: 0.1461, d2.loss_iou: 0.3578, d3.loss_cls: 0.1901, d3.loss_bbox: 0.1451, d3.loss_iou: 0.3556, d4.loss_cls: 0.1889, d4.loss_bbox: 0.1443, d4.loss_iou: 0.3543, dn_loss_cls: 0.0193, dn_loss_bbox: 0.2046, dn_loss_iou: 0.3083, d0.dn_loss_cls: 0.0528, d0.dn_loss_bbox: 0.3187, d0.dn_loss_iou: 0.4274, d1.dn_loss_cls: 0.0287, d1.dn_loss_bbox: 0.2331, d1.dn_loss_iou: 0.3399, d2.dn_loss_cls: 0.0231, d2.dn_loss_bbox: 0.2102, d2.dn_loss_iou: 0.3155, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.2060, d3.dn_loss_iou: 0.3105, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.2046, d4.dn_loss_iou: 0.3082, loss: 8.5714 2024-05-20 13:04:53,379 - mmdet - INFO - Epoch [14][1200/3665] lr: 2.000e-04, eta: 1 day, 9:57:59, time: 1.474, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2163, interm_loss_bbox: 0.1727, interm_loss_iou: 0.3920, loss_cls: 0.1777, loss_bbox: 0.1443, loss_iou: 0.3476, d0.loss_cls: 0.2291, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3549, d1.loss_cls: 0.1963, d1.loss_bbox: 0.1498, d1.loss_iou: 0.3550, d2.loss_cls: 0.1863, d2.loss_bbox: 0.1460, d2.loss_iou: 0.3494, d3.loss_cls: 0.1810, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3476, d4.loss_cls: 0.1777, d4.loss_bbox: 0.1452, d4.loss_iou: 0.3488, dn_loss_cls: 0.0190, dn_loss_bbox: 0.2090, dn_loss_iou: 0.3027, d0.dn_loss_cls: 0.0520, d0.dn_loss_bbox: 0.3260, d0.dn_loss_iou: 0.4245, d1.dn_loss_cls: 0.0278, d1.dn_loss_bbox: 0.2379, d1.dn_loss_iou: 0.3352, d2.dn_loss_cls: 0.0228, d2.dn_loss_bbox: 0.2154, d2.dn_loss_iou: 0.3106, d3.dn_loss_cls: 0.0202, d3.dn_loss_bbox: 0.2108, d3.dn_loss_iou: 0.3052, d4.dn_loss_cls: 0.0194, d4.dn_loss_bbox: 0.2090, d4.dn_loss_iou: 0.3026, loss: 8.4622 2024-05-20 13:06:07,463 - mmdet - INFO - Epoch [14][1250/3665] lr: 2.000e-04, eta: 1 day, 9:56:46, time: 1.482, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2227, interm_loss_bbox: 0.1763, interm_loss_iou: 0.3880, loss_cls: 0.1833, loss_bbox: 0.1495, loss_iou: 0.3418, d0.loss_cls: 0.2370, d0.loss_bbox: 0.1520, d0.loss_iou: 0.3510, d1.loss_cls: 0.2017, d1.loss_bbox: 0.1530, d1.loss_iou: 0.3488, d2.loss_cls: 0.1922, d2.loss_bbox: 0.1495, d2.loss_iou: 0.3440, d3.loss_cls: 0.1873, d3.loss_bbox: 0.1486, d3.loss_iou: 0.3421, d4.loss_cls: 0.1842, d4.loss_bbox: 0.1494, d4.loss_iou: 0.3427, dn_loss_cls: 0.0186, dn_loss_bbox: 0.2160, dn_loss_iou: 0.2997, d0.dn_loss_cls: 0.0521, d0.dn_loss_bbox: 0.3394, d0.dn_loss_iou: 0.4232, d1.dn_loss_cls: 0.0279, d1.dn_loss_bbox: 0.2475, d1.dn_loss_iou: 0.3336, d2.dn_loss_cls: 0.0227, d2.dn_loss_bbox: 0.2221, d2.dn_loss_iou: 0.3080, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.2177, d3.dn_loss_iou: 0.3025, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.2160, d4.dn_loss_iou: 0.2996, loss: 8.5303 2024-05-20 13:07:22,797 - mmdet - INFO - Epoch [14][1300/3665] lr: 2.000e-04, eta: 1 day, 9:55:32, time: 1.469, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2186, interm_loss_bbox: 0.1728, interm_loss_iou: 0.3879, loss_cls: 0.1782, loss_bbox: 0.1462, loss_iou: 0.3495, d0.loss_cls: 0.2316, d0.loss_bbox: 0.1513, d0.loss_iou: 0.3545, d1.loss_cls: 0.2006, d1.loss_bbox: 0.1480, d1.loss_iou: 0.3515, d2.loss_cls: 0.1873, d2.loss_bbox: 0.1466, d2.loss_iou: 0.3506, d3.loss_cls: 0.1810, d3.loss_bbox: 0.1474, d3.loss_iou: 0.3502, d4.loss_cls: 0.1791, d4.loss_bbox: 0.1465, d4.loss_iou: 0.3494, dn_loss_cls: 0.0184, dn_loss_bbox: 0.2069, dn_loss_iou: 0.2954, d0.dn_loss_cls: 0.0513, d0.dn_loss_bbox: 0.3278, d0.dn_loss_iou: 0.4186, d1.dn_loss_cls: 0.0273, d1.dn_loss_bbox: 0.2362, d1.dn_loss_iou: 0.3278, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.2134, d2.dn_loss_iou: 0.3034, d3.dn_loss_cls: 0.0194, d3.dn_loss_bbox: 0.2086, d3.dn_loss_iou: 0.2981, d4.dn_loss_cls: 0.0186, d4.dn_loss_bbox: 0.2069, d4.dn_loss_iou: 0.2953, loss: 8.4240 2024-05-20 13:08:37,651 - mmdet - INFO - Epoch [14][1350/3665] lr: 2.000e-04, eta: 1 day, 9:54:24, time: 1.535, data_time: 0.054, memory: 41053, interm_loss_cls: 0.2289, interm_loss_bbox: 0.1653, interm_loss_iou: 0.3956, loss_cls: 0.1874, loss_bbox: 0.1407, loss_iou: 0.3555, d0.loss_cls: 0.2404, d0.loss_bbox: 0.1457, d0.loss_iou: 0.3626, d1.loss_cls: 0.2069, d1.loss_bbox: 0.1454, d1.loss_iou: 0.3614, d2.loss_cls: 0.1958, d2.loss_bbox: 0.1417, d2.loss_iou: 0.3570, d3.loss_cls: 0.1902, d3.loss_bbox: 0.1413, d3.loss_iou: 0.3561, d4.loss_cls: 0.1884, d4.loss_bbox: 0.1408, d4.loss_iou: 0.3554, dn_loss_cls: 0.0204, dn_loss_bbox: 0.2041, dn_loss_iou: 0.3100, d0.dn_loss_cls: 0.0532, d0.dn_loss_bbox: 0.3192, d0.dn_loss_iou: 0.4311, d1.dn_loss_cls: 0.0295, d1.dn_loss_bbox: 0.2332, d1.dn_loss_iou: 0.3419, d2.dn_loss_cls: 0.0241, d2.dn_loss_bbox: 0.2106, d2.dn_loss_iou: 0.3180, d3.dn_loss_cls: 0.0214, d3.dn_loss_bbox: 0.2061, d3.dn_loss_iou: 0.3128, d4.dn_loss_cls: 0.0207, d4.dn_loss_bbox: 0.2041, d4.dn_loss_iou: 0.3099, loss: 8.5730 2024-05-20 13:09:48,837 - mmdet - INFO - Epoch [14][1400/3665] lr: 2.000e-04, eta: 1 day, 9:53:06, time: 1.424, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2188, interm_loss_bbox: 0.1758, interm_loss_iou: 0.3944, loss_cls: 0.1798, loss_bbox: 0.1464, loss_iou: 0.3498, d0.loss_cls: 0.2317, d0.loss_bbox: 0.1522, d0.loss_iou: 0.3572, d1.loss_cls: 0.1993, d1.loss_bbox: 0.1499, d1.loss_iou: 0.3546, d2.loss_cls: 0.1885, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3511, d3.loss_cls: 0.1834, d3.loss_bbox: 0.1468, d3.loss_iou: 0.3503, d4.loss_cls: 0.1810, d4.loss_bbox: 0.1463, d4.loss_iou: 0.3498, dn_loss_cls: 0.0182, dn_loss_bbox: 0.2088, dn_loss_iou: 0.2971, d0.dn_loss_cls: 0.0518, d0.dn_loss_bbox: 0.3266, d0.dn_loss_iou: 0.4175, d1.dn_loss_cls: 0.0276, d1.dn_loss_bbox: 0.2386, d1.dn_loss_iou: 0.3302, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.2142, d2.dn_loss_iou: 0.3048, d3.dn_loss_cls: 0.0194, d3.dn_loss_bbox: 0.2101, d3.dn_loss_iou: 0.2998, d4.dn_loss_cls: 0.0186, d4.dn_loss_bbox: 0.2088, d4.dn_loss_iou: 0.2971, loss: 8.4655 2024-05-20 13:11:08,244 - mmdet - INFO - Epoch [14][1450/3665] lr: 2.000e-04, eta: 1 day, 9:52:03, time: 1.588, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2192, interm_loss_bbox: 0.1725, interm_loss_iou: 0.3982, loss_cls: 0.1782, loss_bbox: 0.1459, loss_iou: 0.3557, d0.loss_cls: 0.2300, d0.loss_bbox: 0.1514, d0.loss_iou: 0.3617, d1.loss_cls: 0.1991, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3589, d2.loss_cls: 0.1882, d2.loss_bbox: 0.1460, d2.loss_iou: 0.3547, d3.loss_cls: 0.1820, d3.loss_bbox: 0.1454, d3.loss_iou: 0.3551, d4.loss_cls: 0.1788, d4.loss_bbox: 0.1463, d4.loss_iou: 0.3559, dn_loss_cls: 0.0187, dn_loss_bbox: 0.2016, dn_loss_iou: 0.3047, d0.dn_loss_cls: 0.0520, d0.dn_loss_bbox: 0.3155, d0.dn_loss_iou: 0.4273, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2302, d1.dn_loss_iou: 0.3369, d2.dn_loss_cls: 0.0227, d2.dn_loss_bbox: 0.2073, d2.dn_loss_iou: 0.3125, d3.dn_loss_cls: 0.0201, d3.dn_loss_bbox: 0.2031, d3.dn_loss_iou: 0.3073, d4.dn_loss_cls: 0.0191, d4.dn_loss_bbox: 0.2015, d4.dn_loss_iou: 0.3046, loss: 8.4850 2024-05-20 13:12:20,313 - mmdet - INFO - Epoch [14][1500/3665] lr: 2.000e-04, eta: 1 day, 9:50:47, time: 1.441, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2202, interm_loss_bbox: 0.1707, interm_loss_iou: 0.3938, loss_cls: 0.1799, loss_bbox: 0.1435, loss_iou: 0.3524, d0.loss_cls: 0.2359, d0.loss_bbox: 0.1475, d0.loss_iou: 0.3579, d1.loss_cls: 0.2015, d1.loss_bbox: 0.1459, d1.loss_iou: 0.3564, d2.loss_cls: 0.1883, d2.loss_bbox: 0.1444, d2.loss_iou: 0.3547, d3.loss_cls: 0.1831, d3.loss_bbox: 0.1434, d3.loss_iou: 0.3527, d4.loss_cls: 0.1809, d4.loss_bbox: 0.1433, d4.loss_iou: 0.3522, dn_loss_cls: 0.0189, dn_loss_bbox: 0.1998, dn_loss_iou: 0.3082, d0.dn_loss_cls: 0.0520, d0.dn_loss_bbox: 0.3132, d0.dn_loss_iou: 0.4308, d1.dn_loss_cls: 0.0283, d1.dn_loss_bbox: 0.2265, d1.dn_loss_iou: 0.3398, d2.dn_loss_cls: 0.0231, d2.dn_loss_bbox: 0.2052, d2.dn_loss_iou: 0.3157, d3.dn_loss_cls: 0.0200, d3.dn_loss_bbox: 0.2014, d3.dn_loss_iou: 0.3106, d4.dn_loss_cls: 0.0191, d4.dn_loss_bbox: 0.1998, d4.dn_loss_iou: 0.3082, loss: 8.4693 2024-05-20 13:13:32,258 - mmdet - INFO - Epoch [14][1550/3665] lr: 2.000e-04, eta: 1 day, 9:49:30, time: 1.439, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2256, interm_loss_bbox: 0.1752, interm_loss_iou: 0.3950, loss_cls: 0.1824, loss_bbox: 0.1498, loss_iou: 0.3551, d0.loss_cls: 0.2353, d0.loss_bbox: 0.1539, d0.loss_iou: 0.3612, d1.loss_cls: 0.2035, d1.loss_bbox: 0.1529, d1.loss_iou: 0.3577, d2.loss_cls: 0.1920, d2.loss_bbox: 0.1502, d2.loss_iou: 0.3562, d3.loss_cls: 0.1858, d3.loss_bbox: 0.1494, d3.loss_iou: 0.3551, d4.loss_cls: 0.1828, d4.loss_bbox: 0.1499, d4.loss_iou: 0.3555, dn_loss_cls: 0.0192, dn_loss_bbox: 0.2143, dn_loss_iou: 0.3068, d0.dn_loss_cls: 0.0522, d0.dn_loss_bbox: 0.3328, d0.dn_loss_iou: 0.4290, d1.dn_loss_cls: 0.0287, d1.dn_loss_bbox: 0.2441, d1.dn_loss_iou: 0.3402, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.2202, d2.dn_loss_iou: 0.3153, d3.dn_loss_cls: 0.0204, d3.dn_loss_bbox: 0.2159, d3.dn_loss_iou: 0.3095, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.2143, d4.dn_loss_iou: 0.3067, loss: 8.6368 2024-05-20 13:14:48,395 - mmdet - INFO - Epoch [14][1600/3665] lr: 2.000e-04, eta: 1 day, 9:48:21, time: 1.523, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2215, interm_loss_bbox: 0.1703, interm_loss_iou: 0.3931, loss_cls: 0.1796, loss_bbox: 0.1446, loss_iou: 0.3541, d0.loss_cls: 0.2333, d0.loss_bbox: 0.1492, d0.loss_iou: 0.3613, d1.loss_cls: 0.1981, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3603, d2.loss_cls: 0.1879, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3554, d3.loss_cls: 0.1822, d3.loss_bbox: 0.1446, d3.loss_iou: 0.3547, d4.loss_cls: 0.1800, d4.loss_bbox: 0.1449, d4.loss_iou: 0.3545, dn_loss_cls: 0.0192, dn_loss_bbox: 0.2047, dn_loss_iou: 0.3024, d0.dn_loss_cls: 0.0522, d0.dn_loss_bbox: 0.3238, d0.dn_loss_iou: 0.4250, d1.dn_loss_cls: 0.0282, d1.dn_loss_bbox: 0.2338, d1.dn_loss_iou: 0.3348, d2.dn_loss_cls: 0.0230, d2.dn_loss_bbox: 0.2107, d2.dn_loss_iou: 0.3103, d3.dn_loss_cls: 0.0202, d3.dn_loss_bbox: 0.2062, d3.dn_loss_iou: 0.3049, d4.dn_loss_cls: 0.0194, d4.dn_loss_bbox: 0.2047, d4.dn_loss_iou: 0.3024, loss: 8.4897 2024-05-20 13:16:02,009 - mmdet - INFO - Epoch [14][1650/3665] lr: 2.000e-04, eta: 1 day, 9:47:07, time: 1.472, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2214, interm_loss_bbox: 0.1688, interm_loss_iou: 0.3903, loss_cls: 0.1812, loss_bbox: 0.1425, loss_iou: 0.3483, d0.loss_cls: 0.2414, d0.loss_bbox: 0.1486, d0.loss_iou: 0.3575, d1.loss_cls: 0.2049, d1.loss_bbox: 0.1460, d1.loss_iou: 0.3525, d2.loss_cls: 0.1912, d2.loss_bbox: 0.1437, d2.loss_iou: 0.3495, d3.loss_cls: 0.1849, d3.loss_bbox: 0.1427, d3.loss_iou: 0.3484, d4.loss_cls: 0.1824, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3482, dn_loss_cls: 0.0186, dn_loss_bbox: 0.2071, dn_loss_iou: 0.3053, d0.dn_loss_cls: 0.0524, d0.dn_loss_bbox: 0.3228, d0.dn_loss_iou: 0.4314, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2366, d1.dn_loss_iou: 0.3385, d2.dn_loss_cls: 0.0226, d2.dn_loss_bbox: 0.2130, d2.dn_loss_iou: 0.3133, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.2088, d3.dn_loss_iou: 0.3081, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.2071, d4.dn_loss_iou: 0.3052, loss: 8.4948 2024-05-20 13:17:17,147 - mmdet - INFO - Epoch [14][1700/3665] lr: 2.000e-04, eta: 1 day, 9:45:56, time: 1.503, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2181, interm_loss_bbox: 0.1646, interm_loss_iou: 0.3954, loss_cls: 0.1798, loss_bbox: 0.1363, loss_iou: 0.3489, d0.loss_cls: 0.2314, d0.loss_bbox: 0.1417, d0.loss_iou: 0.3587, d1.loss_cls: 0.1993, d1.loss_bbox: 0.1400, d1.loss_iou: 0.3558, d2.loss_cls: 0.1886, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3510, d3.loss_cls: 0.1824, d3.loss_bbox: 0.1374, d3.loss_iou: 0.3502, d4.loss_cls: 0.1816, d4.loss_bbox: 0.1357, d4.loss_iou: 0.3485, dn_loss_cls: 0.0179, dn_loss_bbox: 0.1859, dn_loss_iou: 0.2980, d0.dn_loss_cls: 0.0502, d0.dn_loss_bbox: 0.2946, d0.dn_loss_iou: 0.4191, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2121, d1.dn_loss_iou: 0.3294, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.1910, d2.dn_loss_iou: 0.3052, d3.dn_loss_cls: 0.0189, d3.dn_loss_bbox: 0.1872, d3.dn_loss_iou: 0.3005, d4.dn_loss_cls: 0.0181, d4.dn_loss_bbox: 0.1859, d4.dn_loss_iou: 0.2979, loss: 8.2423 2024-05-20 13:18:30,794 - mmdet - INFO - Epoch [14][1750/3665] lr: 2.000e-04, eta: 1 day, 9:44:43, time: 1.473, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2263, interm_loss_bbox: 0.1691, interm_loss_iou: 0.3980, loss_cls: 0.1869, loss_bbox: 0.1440, loss_iou: 0.3577, d0.loss_cls: 0.2385, d0.loss_bbox: 0.1474, d0.loss_iou: 0.3637, d1.loss_cls: 0.2050, d1.loss_bbox: 0.1485, d1.loss_iou: 0.3648, d2.loss_cls: 0.1956, d2.loss_bbox: 0.1455, d2.loss_iou: 0.3598, d3.loss_cls: 0.1893, d3.loss_bbox: 0.1448, d3.loss_iou: 0.3584, d4.loss_cls: 0.1871, d4.loss_bbox: 0.1444, d4.loss_iou: 0.3578, dn_loss_cls: 0.0189, dn_loss_bbox: 0.2034, dn_loss_iou: 0.3042, d0.dn_loss_cls: 0.0522, d0.dn_loss_bbox: 0.3162, d0.dn_loss_iou: 0.4229, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2311, d1.dn_loss_iou: 0.3361, d2.dn_loss_cls: 0.0230, d2.dn_loss_bbox: 0.2090, d2.dn_loss_iou: 0.3115, d3.dn_loss_cls: 0.0201, d3.dn_loss_bbox: 0.2050, d3.dn_loss_iou: 0.3066, d4.dn_loss_cls: 0.0191, d4.dn_loss_bbox: 0.2034, d4.dn_loss_iou: 0.3040, loss: 8.5473 2024-05-20 13:19:44,022 - mmdet - INFO - Epoch [14][1800/3665] lr: 2.000e-04, eta: 1 day, 9:43:29, time: 1.465, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2212, interm_loss_bbox: 0.1632, interm_loss_iou: 0.3836, loss_cls: 0.1780, loss_bbox: 0.1407, loss_iou: 0.3455, d0.loss_cls: 0.2323, d0.loss_bbox: 0.1428, d0.loss_iou: 0.3511, d1.loss_cls: 0.1993, d1.loss_bbox: 0.1423, d1.loss_iou: 0.3494, d2.loss_cls: 0.1875, d2.loss_bbox: 0.1412, d2.loss_iou: 0.3461, d3.loss_cls: 0.1824, d3.loss_bbox: 0.1403, d3.loss_iou: 0.3446, d4.loss_cls: 0.1792, d4.loss_bbox: 0.1403, d4.loss_iou: 0.3452, dn_loss_cls: 0.0174, dn_loss_bbox: 0.1893, dn_loss_iou: 0.2946, d0.dn_loss_cls: 0.0497, d0.dn_loss_bbox: 0.2981, d0.dn_loss_iou: 0.4116, d1.dn_loss_cls: 0.0262, d1.dn_loss_bbox: 0.2155, d1.dn_loss_iou: 0.3248, d2.dn_loss_cls: 0.0213, d2.dn_loss_bbox: 0.1951, d2.dn_loss_iou: 0.3018, d3.dn_loss_cls: 0.0185, d3.dn_loss_bbox: 0.1910, d3.dn_loss_iou: 0.2971, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1893, d4.dn_loss_iou: 0.2945, loss: 8.2095 2024-05-20 13:21:01,501 - mmdet - INFO - Epoch [14][1850/3665] lr: 2.000e-04, eta: 1 day, 9:42:22, time: 1.550, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2205, interm_loss_bbox: 0.1698, interm_loss_iou: 0.3861, loss_cls: 0.1811, loss_bbox: 0.1459, loss_iou: 0.3467, d0.loss_cls: 0.2306, d0.loss_bbox: 0.1490, d0.loss_iou: 0.3537, d1.loss_cls: 0.2002, d1.loss_bbox: 0.1483, d1.loss_iou: 0.3523, d2.loss_cls: 0.1881, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3489, d3.loss_cls: 0.1835, d3.loss_bbox: 0.1466, d3.loss_iou: 0.3475, d4.loss_cls: 0.1821, d4.loss_bbox: 0.1460, d4.loss_iou: 0.3470, dn_loss_cls: 0.0186, dn_loss_bbox: 0.2012, dn_loss_iou: 0.3012, d0.dn_loss_cls: 0.0511, d0.dn_loss_bbox: 0.3125, d0.dn_loss_iou: 0.4185, d1.dn_loss_cls: 0.0273, d1.dn_loss_bbox: 0.2285, d1.dn_loss_iou: 0.3332, d2.dn_loss_cls: 0.0221, d2.dn_loss_bbox: 0.2067, d2.dn_loss_iou: 0.3085, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.2025, d3.dn_loss_iou: 0.3037, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.2012, d4.dn_loss_iou: 0.3011, loss: 8.3979 2024-05-20 13:22:14,731 - mmdet - INFO - Epoch [14][1900/3665] lr: 2.000e-04, eta: 1 day, 9:41:07, time: 1.465, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2237, interm_loss_bbox: 0.1721, interm_loss_iou: 0.3888, loss_cls: 0.1837, loss_bbox: 0.1431, loss_iou: 0.3430, d0.loss_cls: 0.2364, d0.loss_bbox: 0.1493, d0.loss_iou: 0.3533, d1.loss_cls: 0.2043, d1.loss_bbox: 0.1471, d1.loss_iou: 0.3485, d2.loss_cls: 0.1922, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3446, d3.loss_cls: 0.1862, d3.loss_bbox: 0.1437, d3.loss_iou: 0.3437, d4.loss_cls: 0.1840, d4.loss_bbox: 0.1429, d4.loss_iou: 0.3434, dn_loss_cls: 0.0185, dn_loss_bbox: 0.2042, dn_loss_iou: 0.2981, d0.dn_loss_cls: 0.0519, d0.dn_loss_bbox: 0.3176, d0.dn_loss_iou: 0.4179, d1.dn_loss_cls: 0.0280, d1.dn_loss_bbox: 0.2324, d1.dn_loss_iou: 0.3305, d2.dn_loss_cls: 0.0230, d2.dn_loss_bbox: 0.2099, d2.dn_loss_iou: 0.3056, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.2059, d3.dn_loss_iou: 0.3007, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.2042, d4.dn_loss_iou: 0.2980, loss: 8.4037 2024-05-20 13:23:27,874 - mmdet - INFO - Epoch [14][1950/3665] lr: 2.000e-04, eta: 1 day, 9:39:53, time: 1.463, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2276, interm_loss_bbox: 0.1705, interm_loss_iou: 0.3936, loss_cls: 0.1850, loss_bbox: 0.1453, loss_iou: 0.3537, d0.loss_cls: 0.2393, d0.loss_bbox: 0.1495, d0.loss_iou: 0.3601, d1.loss_cls: 0.2037, d1.loss_bbox: 0.1495, d1.loss_iou: 0.3608, d2.loss_cls: 0.1933, d2.loss_bbox: 0.1470, d2.loss_iou: 0.3571, d3.loss_cls: 0.1881, d3.loss_bbox: 0.1459, d3.loss_iou: 0.3552, d4.loss_cls: 0.1853, d4.loss_bbox: 0.1467, d4.loss_iou: 0.3550, dn_loss_cls: 0.0193, dn_loss_bbox: 0.2075, dn_loss_iou: 0.3025, d0.dn_loss_cls: 0.0527, d0.dn_loss_bbox: 0.3309, d0.dn_loss_iou: 0.4267, d1.dn_loss_cls: 0.0286, d1.dn_loss_bbox: 0.2404, d1.dn_loss_iou: 0.3362, d2.dn_loss_cls: 0.0231, d2.dn_loss_bbox: 0.2145, d2.dn_loss_iou: 0.3110, d3.dn_loss_cls: 0.0204, d3.dn_loss_bbox: 0.2095, d3.dn_loss_iou: 0.3053, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.2075, d4.dn_loss_iou: 0.3024, loss: 8.5705 2024-05-20 13:24:46,851 - mmdet - INFO - Epoch [14][2000/3665] lr: 2.000e-04, eta: 1 day, 9:38:48, time: 1.580, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2255, interm_loss_bbox: 0.1695, interm_loss_iou: 0.3991, loss_cls: 0.1857, loss_bbox: 0.1433, loss_iou: 0.3574, d0.loss_cls: 0.2379, d0.loss_bbox: 0.1478, d0.loss_iou: 0.3654, d1.loss_cls: 0.2054, d1.loss_bbox: 0.1466, d1.loss_iou: 0.3635, d2.loss_cls: 0.1939, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3603, d3.loss_cls: 0.1887, d3.loss_bbox: 0.1435, d3.loss_iou: 0.3588, d4.loss_cls: 0.1866, d4.loss_bbox: 0.1436, d4.loss_iou: 0.3575, dn_loss_cls: 0.0185, dn_loss_bbox: 0.2115, dn_loss_iou: 0.3082, d0.dn_loss_cls: 0.0520, d0.dn_loss_bbox: 0.3307, d0.dn_loss_iou: 0.4329, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2405, d1.dn_loss_iou: 0.3417, d2.dn_loss_cls: 0.0224, d2.dn_loss_bbox: 0.2172, d2.dn_loss_iou: 0.3163, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.2130, d3.dn_loss_iou: 0.3111, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.2115, d4.dn_loss_iou: 0.3082, loss: 8.6263 2024-05-20 13:25:58,550 - mmdet - INFO - Epoch [14][2050/3665] lr: 2.000e-04, eta: 1 day, 9:37:32, time: 1.434, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2232, interm_loss_bbox: 0.1658, interm_loss_iou: 0.3956, loss_cls: 0.1829, loss_bbox: 0.1419, loss_iou: 0.3542, d0.loss_cls: 0.2340, d0.loss_bbox: 0.1451, d0.loss_iou: 0.3607, d1.loss_cls: 0.2019, d1.loss_bbox: 0.1441, d1.loss_iou: 0.3590, d2.loss_cls: 0.1926, d2.loss_bbox: 0.1407, d2.loss_iou: 0.3544, d3.loss_cls: 0.1868, d3.loss_bbox: 0.1407, d3.loss_iou: 0.3539, d4.loss_cls: 0.1844, d4.loss_bbox: 0.1415, d4.loss_iou: 0.3540, dn_loss_cls: 0.0187, dn_loss_bbox: 0.2020, dn_loss_iou: 0.3016, d0.dn_loss_cls: 0.0525, d0.dn_loss_bbox: 0.3166, d0.dn_loss_iou: 0.4219, d1.dn_loss_cls: 0.0283, d1.dn_loss_bbox: 0.2309, d1.dn_loss_iou: 0.3336, d2.dn_loss_cls: 0.0229, d2.dn_loss_bbox: 0.2080, d2.dn_loss_iou: 0.3090, d3.dn_loss_cls: 0.0201, d3.dn_loss_bbox: 0.2035, d3.dn_loss_iou: 0.3040, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.2020, d4.dn_loss_iou: 0.3016, loss: 8.4539 2024-05-20 13:27:09,987 - mmdet - INFO - Epoch [14][2100/3665] lr: 2.000e-04, eta: 1 day, 9:36:15, time: 1.429, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2191, interm_loss_bbox: 0.1702, interm_loss_iou: 0.3905, loss_cls: 0.1790, loss_bbox: 0.1453, loss_iou: 0.3466, d0.loss_cls: 0.2329, d0.loss_bbox: 0.1482, d0.loss_iou: 0.3546, d1.loss_cls: 0.1994, d1.loss_bbox: 0.1473, d1.loss_iou: 0.3529, d2.loss_cls: 0.1886, d2.loss_bbox: 0.1453, d2.loss_iou: 0.3481, d3.loss_cls: 0.1824, d3.loss_bbox: 0.1455, d3.loss_iou: 0.3472, d4.loss_cls: 0.1800, d4.loss_bbox: 0.1453, d4.loss_iou: 0.3467, dn_loss_cls: 0.0178, dn_loss_bbox: 0.2064, dn_loss_iou: 0.2985, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.3208, d0.dn_loss_iou: 0.4185, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2364, d1.dn_loss_iou: 0.3313, d2.dn_loss_cls: 0.0217, d2.dn_loss_bbox: 0.2125, d2.dn_loss_iou: 0.3062, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.2080, d3.dn_loss_iou: 0.3010, d4.dn_loss_cls: 0.0182, d4.dn_loss_bbox: 0.2064, d4.dn_loss_iou: 0.2984, loss: 8.4132 2024-05-20 13:28:23,553 - mmdet - INFO - Epoch [14][2150/3665] lr: 2.000e-04, eta: 1 day, 9:35:01, time: 1.472, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2227, interm_loss_bbox: 0.1700, interm_loss_iou: 0.3874, loss_cls: 0.1824, loss_bbox: 0.1417, loss_iou: 0.3432, d0.loss_cls: 0.2371, d0.loss_bbox: 0.1445, d0.loss_iou: 0.3497, d1.loss_cls: 0.2040, d1.loss_bbox: 0.1436, d1.loss_iou: 0.3481, d2.loss_cls: 0.1926, d2.loss_bbox: 0.1412, d2.loss_iou: 0.3447, d3.loss_cls: 0.1860, d3.loss_bbox: 0.1415, d3.loss_iou: 0.3448, d4.loss_cls: 0.1827, d4.loss_bbox: 0.1422, d4.loss_iou: 0.3440, dn_loss_cls: 0.0194, dn_loss_bbox: 0.2066, dn_loss_iou: 0.2986, d0.dn_loss_cls: 0.0534, d0.dn_loss_bbox: 0.3191, d0.dn_loss_iou: 0.4207, d1.dn_loss_cls: 0.0287, d1.dn_loss_bbox: 0.2332, d1.dn_loss_iou: 0.3299, d2.dn_loss_cls: 0.0236, d2.dn_loss_bbox: 0.2125, d2.dn_loss_iou: 0.3062, d3.dn_loss_cls: 0.0207, d3.dn_loss_bbox: 0.2084, d3.dn_loss_iou: 0.3013, d4.dn_loss_cls: 0.0198, d4.dn_loss_bbox: 0.2066, d4.dn_loss_iou: 0.2986, loss: 8.4013 2024-05-20 13:29:39,928 - mmdet - INFO - Epoch [14][2200/3665] lr: 2.000e-04, eta: 1 day, 9:33:52, time: 1.527, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2217, interm_loss_bbox: 0.1702, interm_loss_iou: 0.4006, loss_cls: 0.1823, loss_bbox: 0.1428, loss_iou: 0.3540, d0.loss_cls: 0.2346, d0.loss_bbox: 0.1472, d0.loss_iou: 0.3622, d1.loss_cls: 0.2052, d1.loss_bbox: 0.1457, d1.loss_iou: 0.3582, d2.loss_cls: 0.1922, d2.loss_bbox: 0.1433, d2.loss_iou: 0.3542, d3.loss_cls: 0.1858, d3.loss_bbox: 0.1432, d3.loss_iou: 0.3538, d4.loss_cls: 0.1828, d4.loss_bbox: 0.1433, d4.loss_iou: 0.3546, dn_loss_cls: 0.0182, dn_loss_bbox: 0.1969, dn_loss_iou: 0.2962, d0.dn_loss_cls: 0.0507, d0.dn_loss_bbox: 0.3083, d0.dn_loss_iou: 0.4140, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2243, d1.dn_loss_iou: 0.3271, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.2028, d2.dn_loss_iou: 0.3039, d3.dn_loss_cls: 0.0193, d3.dn_loss_bbox: 0.1985, d3.dn_loss_iou: 0.2988, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.1970, d4.dn_loss_iou: 0.2961, loss: 8.3980 2024-05-20 13:30:55,427 - mmdet - INFO - Epoch [14][2250/3665] lr: 2.000e-04, eta: 1 day, 9:32:41, time: 1.510, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2189, interm_loss_bbox: 0.1708, interm_loss_iou: 0.3974, loss_cls: 0.1768, loss_bbox: 0.1445, loss_iou: 0.3533, d0.loss_cls: 0.2329, d0.loss_bbox: 0.1476, d0.loss_iou: 0.3604, d1.loss_cls: 0.2038, d1.loss_bbox: 0.1459, d1.loss_iou: 0.3566, d2.loss_cls: 0.1872, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3536, d3.loss_cls: 0.1796, d3.loss_bbox: 0.1451, d3.loss_iou: 0.3546, d4.loss_cls: 0.1772, d4.loss_bbox: 0.1447, d4.loss_iou: 0.3540, dn_loss_cls: 0.0185, dn_loss_bbox: 0.2037, dn_loss_iou: 0.3055, d0.dn_loss_cls: 0.0523, d0.dn_loss_bbox: 0.3183, d0.dn_loss_iou: 0.4316, d1.dn_loss_cls: 0.0283, d1.dn_loss_bbox: 0.2320, d1.dn_loss_iou: 0.3383, d2.dn_loss_cls: 0.0226, d2.dn_loss_bbox: 0.2092, d2.dn_loss_iou: 0.3133, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.2051, d3.dn_loss_iou: 0.3082, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.2037, d4.dn_loss_iou: 0.3054, loss: 8.4842 2024-05-20 13:32:09,405 - mmdet - INFO - Epoch [14][2300/3665] lr: 2.000e-04, eta: 1 day, 9:31:29, time: 1.480, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2225, interm_loss_bbox: 0.1776, interm_loss_iou: 0.3947, loss_cls: 0.1836, loss_bbox: 0.1474, loss_iou: 0.3473, d0.loss_cls: 0.2373, d0.loss_bbox: 0.1520, d0.loss_iou: 0.3558, d1.loss_cls: 0.2064, d1.loss_bbox: 0.1512, d1.loss_iou: 0.3543, d2.loss_cls: 0.1924, d2.loss_bbox: 0.1494, d2.loss_iou: 0.3497, d3.loss_cls: 0.1876, d3.loss_bbox: 0.1474, d3.loss_iou: 0.3469, d4.loss_cls: 0.1845, d4.loss_bbox: 0.1476, d4.loss_iou: 0.3474, dn_loss_cls: 0.0185, dn_loss_bbox: 0.2182, dn_loss_iou: 0.3032, d0.dn_loss_cls: 0.0529, d0.dn_loss_bbox: 0.3382, d0.dn_loss_iou: 0.4299, d1.dn_loss_cls: 0.0282, d1.dn_loss_bbox: 0.2496, d1.dn_loss_iou: 0.3380, d2.dn_loss_cls: 0.0228, d2.dn_loss_bbox: 0.2249, d2.dn_loss_iou: 0.3119, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.2201, d3.dn_loss_iou: 0.3059, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.2182, d4.dn_loss_iou: 0.3031, loss: 8.6050 2024-05-20 13:33:22,709 - mmdet - INFO - Epoch [14][2350/3665] lr: 2.000e-04, eta: 1 day, 9:30:14, time: 1.466, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2284, interm_loss_bbox: 0.1729, interm_loss_iou: 0.3970, loss_cls: 0.1882, loss_bbox: 0.1474, loss_iou: 0.3525, d0.loss_cls: 0.2410, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3590, d1.loss_cls: 0.2093, d1.loss_bbox: 0.1495, d1.loss_iou: 0.3583, d2.loss_cls: 0.1967, d2.loss_bbox: 0.1489, d2.loss_iou: 0.3547, d3.loss_cls: 0.1908, d3.loss_bbox: 0.1478, d3.loss_iou: 0.3531, d4.loss_cls: 0.1887, d4.loss_bbox: 0.1479, d4.loss_iou: 0.3522, dn_loss_cls: 0.0193, dn_loss_bbox: 0.2138, dn_loss_iou: 0.3041, d0.dn_loss_cls: 0.0521, d0.dn_loss_bbox: 0.3321, d0.dn_loss_iou: 0.4286, d1.dn_loss_cls: 0.0284, d1.dn_loss_bbox: 0.2437, d1.dn_loss_iou: 0.3370, d2.dn_loss_cls: 0.0232, d2.dn_loss_bbox: 0.2197, d2.dn_loss_iou: 0.3119, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.2154, d3.dn_loss_iou: 0.3068, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.2138, d4.dn_loss_iou: 0.3041, loss: 8.6281 2024-05-20 13:34:35,655 - mmdet - INFO - Epoch [14][2400/3665] lr: 2.000e-04, eta: 1 day, 9:29:00, time: 1.459, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2205, interm_loss_bbox: 0.1640, interm_loss_iou: 0.3912, loss_cls: 0.1804, loss_bbox: 0.1421, loss_iou: 0.3542, d0.loss_cls: 0.2369, d0.loss_bbox: 0.1448, d0.loss_iou: 0.3591, d1.loss_cls: 0.2031, d1.loss_bbox: 0.1452, d1.loss_iou: 0.3588, d2.loss_cls: 0.1898, d2.loss_bbox: 0.1427, d2.loss_iou: 0.3553, d3.loss_cls: 0.1827, d3.loss_bbox: 0.1431, d3.loss_iou: 0.3558, d4.loss_cls: 0.1818, d4.loss_bbox: 0.1424, d4.loss_iou: 0.3539, dn_loss_cls: 0.0193, dn_loss_bbox: 0.1887, dn_loss_iou: 0.2916, d0.dn_loss_cls: 0.0515, d0.dn_loss_bbox: 0.2963, d0.dn_loss_iou: 0.4112, d1.dn_loss_cls: 0.0278, d1.dn_loss_bbox: 0.2135, d1.dn_loss_iou: 0.3217, d2.dn_loss_cls: 0.0230, d2.dn_loss_bbox: 0.1938, d2.dn_loss_iou: 0.2984, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.1900, d3.dn_loss_iou: 0.2939, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.1887, d4.dn_loss_iou: 0.2915, loss: 8.2887 2024-05-20 13:35:53,137 - mmdet - INFO - Epoch [14][2450/3665] lr: 2.000e-04, eta: 1 day, 9:27:53, time: 1.550, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2218, interm_loss_bbox: 0.1734, interm_loss_iou: 0.3839, loss_cls: 0.1823, loss_bbox: 0.1454, loss_iou: 0.3401, d0.loss_cls: 0.2435, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3512, d1.loss_cls: 0.2130, d1.loss_bbox: 0.1495, d1.loss_iou: 0.3470, d2.loss_cls: 0.1930, d2.loss_bbox: 0.1474, d2.loss_iou: 0.3429, d3.loss_cls: 0.1864, d3.loss_bbox: 0.1459, d3.loss_iou: 0.3405, d4.loss_cls: 0.1832, d4.loss_bbox: 0.1460, d4.loss_iou: 0.3407, dn_loss_cls: 0.0191, dn_loss_bbox: 0.2201, dn_loss_iou: 0.2989, d0.dn_loss_cls: 0.0542, d0.dn_loss_bbox: 0.3510, d0.dn_loss_iou: 0.4276, d1.dn_loss_cls: 0.0290, d1.dn_loss_bbox: 0.2533, d1.dn_loss_iou: 0.3335, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.2270, d2.dn_loss_iou: 0.3075, d3.dn_loss_cls: 0.0205, d3.dn_loss_bbox: 0.2220, d3.dn_loss_iou: 0.3018, d4.dn_loss_cls: 0.0196, d4.dn_loss_bbox: 0.2200, d4.dn_loss_iou: 0.2989, loss: 8.5560 2024-05-20 13:37:06,395 - mmdet - INFO - Epoch [14][2500/3665] lr: 2.000e-04, eta: 1 day, 9:26:38, time: 1.465, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2353, interm_loss_bbox: 0.1727, interm_loss_iou: 0.3941, loss_cls: 0.1898, loss_bbox: 0.1473, loss_iou: 0.3531, d0.loss_cls: 0.2614, d0.loss_bbox: 0.1517, d0.loss_iou: 0.3608, d1.loss_cls: 0.2284, d1.loss_bbox: 0.1507, d1.loss_iou: 0.3592, d2.loss_cls: 0.2029, d2.loss_bbox: 0.1496, d2.loss_iou: 0.3562, d3.loss_cls: 0.1944, d3.loss_bbox: 0.1476, d3.loss_iou: 0.3542, d4.loss_cls: 0.1905, d4.loss_bbox: 0.1476, d4.loss_iou: 0.3538, dn_loss_cls: 0.0198, dn_loss_bbox: 0.2092, dn_loss_iou: 0.3066, d0.dn_loss_cls: 0.0544, d0.dn_loss_bbox: 0.3291, d0.dn_loss_iou: 0.4301, d1.dn_loss_cls: 0.0293, d1.dn_loss_bbox: 0.2396, d1.dn_loss_iou: 0.3401, d2.dn_loss_cls: 0.0239, d2.dn_loss_bbox: 0.2155, d2.dn_loss_iou: 0.3148, d3.dn_loss_cls: 0.0211, d3.dn_loss_bbox: 0.2109, d3.dn_loss_iou: 0.3093, d4.dn_loss_cls: 0.0202, d4.dn_loss_bbox: 0.2092, d4.dn_loss_iou: 0.3065, loss: 8.6908 2024-05-20 13:38:25,106 - mmdet - INFO - Epoch [14][2550/3665] lr: 2.000e-04, eta: 1 day, 9:25:33, time: 1.574, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2220, interm_loss_bbox: 0.1674, interm_loss_iou: 0.3946, loss_cls: 0.1827, loss_bbox: 0.1426, loss_iou: 0.3552, d0.loss_cls: 0.2378, d0.loss_bbox: 0.1479, d0.loss_iou: 0.3617, d1.loss_cls: 0.2073, d1.loss_bbox: 0.1464, d1.loss_iou: 0.3597, d2.loss_cls: 0.1925, d2.loss_bbox: 0.1445, d2.loss_iou: 0.3570, d3.loss_cls: 0.1860, d3.loss_bbox: 0.1430, d3.loss_iou: 0.3554, d4.loss_cls: 0.1827, d4.loss_bbox: 0.1435, d4.loss_iou: 0.3559, dn_loss_cls: 0.0184, dn_loss_bbox: 0.1993, dn_loss_iou: 0.3032, d0.dn_loss_cls: 0.0518, d0.dn_loss_bbox: 0.3114, d0.dn_loss_iou: 0.4235, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2274, d1.dn_loss_iou: 0.3349, d2.dn_loss_cls: 0.0225, d2.dn_loss_bbox: 0.2046, d2.dn_loss_iou: 0.3102, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.2006, d3.dn_loss_iou: 0.3055, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.1993, d4.dn_loss_iou: 0.3031, loss: 8.4684 2024-05-20 13:39:37,001 - mmdet - INFO - Epoch [14][2600/3665] lr: 2.000e-04, eta: 1 day, 9:24:17, time: 1.438, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2256, interm_loss_bbox: 0.1693, interm_loss_iou: 0.3889, loss_cls: 0.1850, loss_bbox: 0.1457, loss_iou: 0.3475, d0.loss_cls: 0.2412, d0.loss_bbox: 0.1507, d0.loss_iou: 0.3575, d1.loss_cls: 0.2081, d1.loss_bbox: 0.1495, d1.loss_iou: 0.3537, d2.loss_cls: 0.1946, d2.loss_bbox: 0.1470, d2.loss_iou: 0.3495, d3.loss_cls: 0.1876, d3.loss_bbox: 0.1464, d3.loss_iou: 0.3496, d4.loss_cls: 0.1853, d4.loss_bbox: 0.1462, d4.loss_iou: 0.3485, dn_loss_cls: 0.0189, dn_loss_bbox: 0.2131, dn_loss_iou: 0.3038, d0.dn_loss_cls: 0.0517, d0.dn_loss_bbox: 0.3337, d0.dn_loss_iou: 0.4283, d1.dn_loss_cls: 0.0279, d1.dn_loss_bbox: 0.2432, d1.dn_loss_iou: 0.3373, d2.dn_loss_cls: 0.0225, d2.dn_loss_bbox: 0.2193, d2.dn_loss_iou: 0.3120, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.2146, d3.dn_loss_iou: 0.3065, d4.dn_loss_cls: 0.0191, d4.dn_loss_bbox: 0.2131, d4.dn_loss_iou: 0.3037, loss: 8.5658 2024-05-20 13:40:50,900 - mmdet - INFO - Epoch [14][2650/3665] lr: 2.000e-04, eta: 1 day, 9:23:04, time: 1.478, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2185, interm_loss_bbox: 0.1744, interm_loss_iou: 0.3830, loss_cls: 0.1774, loss_bbox: 0.1483, loss_iou: 0.3404, d0.loss_cls: 0.2308, d0.loss_bbox: 0.1538, d0.loss_iou: 0.3495, d1.loss_cls: 0.1978, d1.loss_bbox: 0.1537, d1.loss_iou: 0.3462, d2.loss_cls: 0.1863, d2.loss_bbox: 0.1495, d2.loss_iou: 0.3414, d3.loss_cls: 0.1810, d3.loss_bbox: 0.1485, d3.loss_iou: 0.3411, d4.loss_cls: 0.1773, d4.loss_bbox: 0.1496, d4.loss_iou: 0.3416, dn_loss_cls: 0.0191, dn_loss_bbox: 0.2093, dn_loss_iou: 0.2972, d0.dn_loss_cls: 0.0519, d0.dn_loss_bbox: 0.3314, d0.dn_loss_iou: 0.4196, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2409, d1.dn_loss_iou: 0.3306, d2.dn_loss_cls: 0.0228, d2.dn_loss_bbox: 0.2154, d2.dn_loss_iou: 0.3054, d3.dn_loss_cls: 0.0202, d3.dn_loss_bbox: 0.2110, d3.dn_loss_iou: 0.3000, d4.dn_loss_cls: 0.0194, d4.dn_loss_bbox: 0.2093, d4.dn_loss_iou: 0.2971, loss: 8.4186 2024-05-20 13:42:02,265 - mmdet - INFO - Epoch [14][2700/3665] lr: 2.000e-04, eta: 1 day, 9:21:46, time: 1.427, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2211, interm_loss_bbox: 0.1711, interm_loss_iou: 0.3947, loss_cls: 0.1805, loss_bbox: 0.1435, loss_iou: 0.3504, d0.loss_cls: 0.2339, d0.loss_bbox: 0.1509, d0.loss_iou: 0.3631, d1.loss_cls: 0.2017, d1.loss_bbox: 0.1489, d1.loss_iou: 0.3580, d2.loss_cls: 0.1901, d2.loss_bbox: 0.1446, d2.loss_iou: 0.3526, d3.loss_cls: 0.1837, d3.loss_bbox: 0.1437, d3.loss_iou: 0.3511, d4.loss_cls: 0.1814, d4.loss_bbox: 0.1436, d4.loss_iou: 0.3504, dn_loss_cls: 0.0182, dn_loss_bbox: 0.2041, dn_loss_iou: 0.2978, d0.dn_loss_cls: 0.0505, d0.dn_loss_bbox: 0.3264, d0.dn_loss_iou: 0.4267, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2346, d1.dn_loss_iou: 0.3327, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2102, d2.dn_loss_iou: 0.3057, d3.dn_loss_cls: 0.0192, d3.dn_loss_bbox: 0.2058, d3.dn_loss_iou: 0.3005, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.2041, d4.dn_loss_iou: 0.2977, loss: 8.4602 2024-05-20 13:43:16,169 - mmdet - INFO - Epoch [14][2750/3665] lr: 2.000e-04, eta: 1 day, 9:20:33, time: 1.478, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2240, interm_loss_bbox: 0.1714, interm_loss_iou: 0.3900, loss_cls: 0.1839, loss_bbox: 0.1458, loss_iou: 0.3482, d0.loss_cls: 0.2377, d0.loss_bbox: 0.1502, d0.loss_iou: 0.3566, d1.loss_cls: 0.2042, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3536, d2.loss_cls: 0.1927, d2.loss_bbox: 0.1469, d2.loss_iou: 0.3506, d3.loss_cls: 0.1869, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3495, d4.loss_cls: 0.1852, d4.loss_bbox: 0.1457, d4.loss_iou: 0.3482, dn_loss_cls: 0.0189, dn_loss_bbox: 0.2088, dn_loss_iou: 0.3046, d0.dn_loss_cls: 0.0528, d0.dn_loss_bbox: 0.3286, d0.dn_loss_iou: 0.4314, d1.dn_loss_cls: 0.0286, d1.dn_loss_bbox: 0.2391, d1.dn_loss_iou: 0.3389, d2.dn_loss_cls: 0.0232, d2.dn_loss_bbox: 0.2149, d2.dn_loss_iou: 0.3128, d3.dn_loss_cls: 0.0202, d3.dn_loss_bbox: 0.2104, d3.dn_loss_iou: 0.3075, d4.dn_loss_cls: 0.0193, d4.dn_loss_bbox: 0.2088, d4.dn_loss_iou: 0.3045, loss: 8.5398 2024-05-20 13:44:33,252 - mmdet - INFO - Epoch [14][2800/3665] lr: 2.000e-04, eta: 1 day, 9:19:25, time: 1.542, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2289, interm_loss_bbox: 0.1676, interm_loss_iou: 0.3916, loss_cls: 0.1879, loss_bbox: 0.1434, loss_iou: 0.3515, d0.loss_cls: 0.2421, d0.loss_bbox: 0.1485, d0.loss_iou: 0.3593, d1.loss_cls: 0.2089, d1.loss_bbox: 0.1465, d1.loss_iou: 0.3573, d2.loss_cls: 0.1963, d2.loss_bbox: 0.1441, d2.loss_iou: 0.3540, d3.loss_cls: 0.1915, d3.loss_bbox: 0.1435, d3.loss_iou: 0.3516, d4.loss_cls: 0.1891, d4.loss_bbox: 0.1435, d4.loss_iou: 0.3516, dn_loss_cls: 0.0190, dn_loss_bbox: 0.2076, dn_loss_iou: 0.3088, d0.dn_loss_cls: 0.0526, d0.dn_loss_bbox: 0.3216, d0.dn_loss_iou: 0.4315, d1.dn_loss_cls: 0.0286, d1.dn_loss_bbox: 0.2349, d1.dn_loss_iou: 0.3407, d2.dn_loss_cls: 0.0232, d2.dn_loss_bbox: 0.2130, d2.dn_loss_iou: 0.3162, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.2089, d3.dn_loss_iou: 0.3114, d4.dn_loss_cls: 0.0194, d4.dn_loss_bbox: 0.2076, d4.dn_loss_iou: 0.3087, loss: 8.5728 2024-05-20 13:45:44,427 - mmdet - INFO - Epoch [14][2850/3665] lr: 2.000e-04, eta: 1 day, 9:18:08, time: 1.423, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2201, interm_loss_bbox: 0.1711, interm_loss_iou: 0.3853, loss_cls: 0.1815, loss_bbox: 0.1465, loss_iou: 0.3469, d0.loss_cls: 0.2323, d0.loss_bbox: 0.1514, d0.loss_iou: 0.3568, d1.loss_cls: 0.1991, d1.loss_bbox: 0.1510, d1.loss_iou: 0.3547, d2.loss_cls: 0.1890, d2.loss_bbox: 0.1479, d2.loss_iou: 0.3496, d3.loss_cls: 0.1841, d3.loss_bbox: 0.1472, d3.loss_iou: 0.3477, d4.loss_cls: 0.1819, d4.loss_bbox: 0.1469, d4.loss_iou: 0.3476, dn_loss_cls: 0.0179, dn_loss_bbox: 0.2060, dn_loss_iou: 0.3005, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.3193, d0.dn_loss_iou: 0.4194, d1.dn_loss_cls: 0.0270, d1.dn_loss_bbox: 0.2351, d1.dn_loss_iou: 0.3322, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.2118, d2.dn_loss_iou: 0.3081, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.2076, d3.dn_loss_iou: 0.3030, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.2060, d4.dn_loss_iou: 0.3004, loss: 8.4429 2024-05-20 13:46:57,518 - mmdet - INFO - Epoch [14][2900/3665] lr: 2.000e-04, eta: 1 day, 9:16:53, time: 1.462, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2220, interm_loss_bbox: 0.1627, interm_loss_iou: 0.4040, loss_cls: 0.1840, loss_bbox: 0.1400, loss_iou: 0.3650, d0.loss_cls: 0.2355, d0.loss_bbox: 0.1452, d0.loss_iou: 0.3745, d1.loss_cls: 0.2041, d1.loss_bbox: 0.1437, d1.loss_iou: 0.3718, d2.loss_cls: 0.1920, d2.loss_bbox: 0.1415, d2.loss_iou: 0.3680, d3.loss_cls: 0.1864, d3.loss_bbox: 0.1403, d3.loss_iou: 0.3660, d4.loss_cls: 0.1850, d4.loss_bbox: 0.1401, d4.loss_iou: 0.3653, dn_loss_cls: 0.0195, dn_loss_bbox: 0.2015, dn_loss_iou: 0.3059, d0.dn_loss_cls: 0.0536, d0.dn_loss_bbox: 0.3219, d0.dn_loss_iou: 0.4319, d1.dn_loss_cls: 0.0287, d1.dn_loss_bbox: 0.2309, d1.dn_loss_iou: 0.3392, d2.dn_loss_cls: 0.0232, d2.dn_loss_bbox: 0.2075, d2.dn_loss_iou: 0.3136, d3.dn_loss_cls: 0.0205, d3.dn_loss_bbox: 0.2032, d3.dn_loss_iou: 0.3083, d4.dn_loss_cls: 0.0198, d4.dn_loss_bbox: 0.2015, d4.dn_loss_iou: 0.3057, loss: 8.5734 2024-05-20 13:48:12,947 - mmdet - INFO - Epoch [14][2950/3665] lr: 2.000e-04, eta: 1 day, 9:15:43, time: 1.509, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2259, interm_loss_bbox: 0.1740, interm_loss_iou: 0.3876, loss_cls: 0.1881, loss_bbox: 0.1458, loss_iou: 0.3449, d0.loss_cls: 0.2404, d0.loss_bbox: 0.1513, d0.loss_iou: 0.3529, d1.loss_cls: 0.2086, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3491, d2.loss_cls: 0.1974, d2.loss_bbox: 0.1456, d2.loss_iou: 0.3456, d3.loss_cls: 0.1916, d3.loss_bbox: 0.1453, d3.loss_iou: 0.3451, d4.loss_cls: 0.1893, d4.loss_bbox: 0.1457, d4.loss_iou: 0.3451, dn_loss_cls: 0.0183, dn_loss_bbox: 0.2042, dn_loss_iou: 0.2943, d0.dn_loss_cls: 0.0523, d0.dn_loss_bbox: 0.3186, d0.dn_loss_iou: 0.4171, d1.dn_loss_cls: 0.0273, d1.dn_loss_bbox: 0.2318, d1.dn_loss_iou: 0.3264, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.2100, d2.dn_loss_iou: 0.3019, d3.dn_loss_cls: 0.0195, d3.dn_loss_bbox: 0.2057, d3.dn_loss_iou: 0.2968, d4.dn_loss_cls: 0.0186, d4.dn_loss_bbox: 0.2042, d4.dn_loss_iou: 0.2942, loss: 8.4313 2024-05-20 13:49:28,429 - mmdet - INFO - Epoch [14][3000/3665] lr: 2.000e-04, eta: 1 day, 9:14:32, time: 1.509, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2224, interm_loss_bbox: 0.1679, interm_loss_iou: 0.3935, loss_cls: 0.1838, loss_bbox: 0.1405, loss_iou: 0.3526, d0.loss_cls: 0.2361, d0.loss_bbox: 0.1473, d0.loss_iou: 0.3618, d1.loss_cls: 0.2039, d1.loss_bbox: 0.1445, d1.loss_iou: 0.3580, d2.loss_cls: 0.1923, d2.loss_bbox: 0.1418, d2.loss_iou: 0.3540, d3.loss_cls: 0.1864, d3.loss_bbox: 0.1408, d3.loss_iou: 0.3538, d4.loss_cls: 0.1839, d4.loss_bbox: 0.1411, d4.loss_iou: 0.3536, dn_loss_cls: 0.0190, dn_loss_bbox: 0.2018, dn_loss_iou: 0.3080, d0.dn_loss_cls: 0.0526, d0.dn_loss_bbox: 0.3167, d0.dn_loss_iou: 0.4320, d1.dn_loss_cls: 0.0284, d1.dn_loss_bbox: 0.2306, d1.dn_loss_iou: 0.3418, d2.dn_loss_cls: 0.0228, d2.dn_loss_bbox: 0.2077, d2.dn_loss_iou: 0.3157, d3.dn_loss_cls: 0.0201, d3.dn_loss_bbox: 0.2033, d3.dn_loss_iou: 0.3104, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.2018, d4.dn_loss_iou: 0.3079, loss: 8.5001 2024-05-20 13:50:41,494 - mmdet - INFO - Epoch [14][3050/3665] lr: 2.000e-04, eta: 1 day, 9:13:18, time: 1.461, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2241, interm_loss_bbox: 0.1667, interm_loss_iou: 0.3897, loss_cls: 0.1869, loss_bbox: 0.1391, loss_iou: 0.3479, d0.loss_cls: 0.2367, d0.loss_bbox: 0.1458, d0.loss_iou: 0.3577, d1.loss_cls: 0.2056, d1.loss_bbox: 0.1429, d1.loss_iou: 0.3532, d2.loss_cls: 0.1954, d2.loss_bbox: 0.1393, d2.loss_iou: 0.3502, d3.loss_cls: 0.1897, d3.loss_bbox: 0.1392, d3.loss_iou: 0.3491, d4.loss_cls: 0.1881, d4.loss_bbox: 0.1393, d4.loss_iou: 0.3482, dn_loss_cls: 0.0188, dn_loss_bbox: 0.2004, dn_loss_iou: 0.2979, d0.dn_loss_cls: 0.0519, d0.dn_loss_bbox: 0.3199, d0.dn_loss_iou: 0.4243, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2303, d1.dn_loss_iou: 0.3309, d2.dn_loss_cls: 0.0224, d2.dn_loss_bbox: 0.2065, d2.dn_loss_iou: 0.3058, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.2023, d3.dn_loss_iou: 0.3005, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.2004, d4.dn_loss_iou: 0.2978, loss: 8.4112 2024-05-20 13:52:01,285 - mmdet - INFO - Epoch [14][3100/3665] lr: 2.000e-04, eta: 1 day, 9:12:14, time: 1.596, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2238, interm_loss_bbox: 0.1742, interm_loss_iou: 0.3863, loss_cls: 0.1833, loss_bbox: 0.1442, loss_iou: 0.3423, d0.loss_cls: 0.2368, d0.loss_bbox: 0.1524, d0.loss_iou: 0.3532, d1.loss_cls: 0.2031, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3501, d2.loss_cls: 0.1923, d2.loss_bbox: 0.1464, d2.loss_iou: 0.3442, d3.loss_cls: 0.1856, d3.loss_bbox: 0.1458, d3.loss_iou: 0.3437, d4.loss_cls: 0.1831, d4.loss_bbox: 0.1451, d4.loss_iou: 0.3435, dn_loss_cls: 0.0184, dn_loss_bbox: 0.2132, dn_loss_iou: 0.2999, d0.dn_loss_cls: 0.0521, d0.dn_loss_bbox: 0.3295, d0.dn_loss_iou: 0.4217, d1.dn_loss_cls: 0.0277, d1.dn_loss_bbox: 0.2426, d1.dn_loss_iou: 0.3319, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.2190, d2.dn_loss_iou: 0.3074, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.2148, d3.dn_loss_iou: 0.3024, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.2131, d4.dn_loss_iou: 0.2999, loss: 8.4841 2024-05-20 13:53:14,470 - mmdet - INFO - Epoch [14][3150/3665] lr: 2.000e-04, eta: 1 day, 9:11:00, time: 1.464, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2182, interm_loss_bbox: 0.1682, interm_loss_iou: 0.3873, loss_cls: 0.1814, loss_bbox: 0.1408, loss_iou: 0.3442, d0.loss_cls: 0.2339, d0.loss_bbox: 0.1468, d0.loss_iou: 0.3536, d1.loss_cls: 0.1984, d1.loss_bbox: 0.1459, d1.loss_iou: 0.3522, d2.loss_cls: 0.1880, d2.loss_bbox: 0.1437, d2.loss_iou: 0.3480, d3.loss_cls: 0.1832, d3.loss_bbox: 0.1421, d3.loss_iou: 0.3460, d4.loss_cls: 0.1817, d4.loss_bbox: 0.1418, d4.loss_iou: 0.3445, dn_loss_cls: 0.0180, dn_loss_bbox: 0.2006, dn_loss_iou: 0.2937, d0.dn_loss_cls: 0.0510, d0.dn_loss_bbox: 0.3173, d0.dn_loss_iou: 0.4162, d1.dn_loss_cls: 0.0271, d1.dn_loss_bbox: 0.2287, d1.dn_loss_iou: 0.3260, d2.dn_loss_cls: 0.0220, d2.dn_loss_bbox: 0.2058, d2.dn_loss_iou: 0.3012, d3.dn_loss_cls: 0.0192, d3.dn_loss_bbox: 0.2020, d3.dn_loss_iou: 0.2962, d4.dn_loss_cls: 0.0184, d4.dn_loss_bbox: 0.2006, d4.dn_loss_iou: 0.2937, loss: 8.3275 2024-05-20 13:54:27,818 - mmdet - INFO - Epoch [14][3200/3665] lr: 2.000e-04, eta: 1 day, 9:09:46, time: 1.467, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2267, interm_loss_bbox: 0.1685, interm_loss_iou: 0.3940, loss_cls: 0.1874, loss_bbox: 0.1429, loss_iou: 0.3522, d0.loss_cls: 0.2399, d0.loss_bbox: 0.1465, d0.loss_iou: 0.3592, d1.loss_cls: 0.2064, d1.loss_bbox: 0.1465, d1.loss_iou: 0.3583, d2.loss_cls: 0.1945, d2.loss_bbox: 0.1445, d2.loss_iou: 0.3549, d3.loss_cls: 0.1898, d3.loss_bbox: 0.1428, d3.loss_iou: 0.3523, d4.loss_cls: 0.1876, d4.loss_bbox: 0.1436, d4.loss_iou: 0.3527, dn_loss_cls: 0.0186, dn_loss_bbox: 0.2019, dn_loss_iou: 0.2997, d0.dn_loss_cls: 0.0519, d0.dn_loss_bbox: 0.3195, d0.dn_loss_iou: 0.4265, d1.dn_loss_cls: 0.0277, d1.dn_loss_bbox: 0.2309, d1.dn_loss_iou: 0.3319, d2.dn_loss_cls: 0.0224, d2.dn_loss_bbox: 0.2076, d2.dn_loss_iou: 0.3075, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.2036, d3.dn_loss_iou: 0.3024, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.2019, d4.dn_loss_iou: 0.2996, loss: 8.4832 2024-05-20 13:55:39,439 - mmdet - INFO - Epoch [14][3250/3665] lr: 2.000e-04, eta: 1 day, 9:08:29, time: 1.433, data_time: 0.027, memory: 41053, interm_loss_cls: 0.2226, interm_loss_bbox: 0.1759, interm_loss_iou: 0.3874, loss_cls: 0.1856, loss_bbox: 0.1487, loss_iou: 0.3408, d0.loss_cls: 0.2421, d0.loss_bbox: 0.1552, d0.loss_iou: 0.3539, d1.loss_cls: 0.2063, d1.loss_bbox: 0.1535, d1.loss_iou: 0.3490, d2.loss_cls: 0.1935, d2.loss_bbox: 0.1502, d2.loss_iou: 0.3433, d3.loss_cls: 0.1886, d3.loss_bbox: 0.1484, d3.loss_iou: 0.3415, d4.loss_cls: 0.1861, d4.loss_bbox: 0.1491, d4.loss_iou: 0.3414, dn_loss_cls: 0.0202, dn_loss_bbox: 0.2093, dn_loss_iou: 0.3010, d0.dn_loss_cls: 0.0545, d0.dn_loss_bbox: 0.3317, d0.dn_loss_iou: 0.4309, d1.dn_loss_cls: 0.0297, d1.dn_loss_bbox: 0.2395, d1.dn_loss_iou: 0.3354, d2.dn_loss_cls: 0.0241, d2.dn_loss_bbox: 0.2157, d2.dn_loss_iou: 0.3092, d3.dn_loss_cls: 0.0212, d3.dn_loss_bbox: 0.2109, d3.dn_loss_iou: 0.3038, d4.dn_loss_cls: 0.0205, d4.dn_loss_bbox: 0.2093, d4.dn_loss_iou: 0.3009, loss: 8.5310 2024-05-20 13:56:52,859 - mmdet - INFO - Epoch [14][3300/3665] lr: 2.000e-04, eta: 1 day, 9:07:15, time: 1.468, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2217, interm_loss_bbox: 0.1755, interm_loss_iou: 0.3930, loss_cls: 0.1811, loss_bbox: 0.1494, loss_iou: 0.3501, d0.loss_cls: 0.2377, d0.loss_bbox: 0.1534, d0.loss_iou: 0.3586, d1.loss_cls: 0.2030, d1.loss_bbox: 0.1544, d1.loss_iou: 0.3554, d2.loss_cls: 0.1908, d2.loss_bbox: 0.1501, d2.loss_iou: 0.3507, d3.loss_cls: 0.1844, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3505, d4.loss_cls: 0.1822, d4.loss_bbox: 0.1490, d4.loss_iou: 0.3498, dn_loss_cls: 0.0177, dn_loss_bbox: 0.2124, dn_loss_iou: 0.2994, d0.dn_loss_cls: 0.0516, d0.dn_loss_bbox: 0.3330, d0.dn_loss_iou: 0.4226, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2418, d1.dn_loss_iou: 0.3321, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2188, d2.dn_loss_iou: 0.3073, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.2139, d3.dn_loss_iou: 0.3019, d4.dn_loss_cls: 0.0180, d4.dn_loss_bbox: 0.2123, d4.dn_loss_iou: 0.2993, loss: 8.5413 2024-05-20 13:58:05,893 - mmdet - INFO - Epoch [14][3350/3665] lr: 2.000e-04, eta: 1 day, 9:06:00, time: 1.461, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2216, interm_loss_bbox: 0.1696, interm_loss_iou: 0.3894, loss_cls: 0.1798, loss_bbox: 0.1467, loss_iou: 0.3509, d0.loss_cls: 0.2366, d0.loss_bbox: 0.1500, d0.loss_iou: 0.3568, d1.loss_cls: 0.2027, d1.loss_bbox: 0.1489, d1.loss_iou: 0.3543, d2.loss_cls: 0.1899, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3521, d3.loss_cls: 0.1838, d3.loss_bbox: 0.1463, d3.loss_iou: 0.3506, d4.loss_cls: 0.1807, d4.loss_bbox: 0.1466, d4.loss_iou: 0.3513, dn_loss_cls: 0.0170, dn_loss_bbox: 0.2024, dn_loss_iou: 0.2953, d0.dn_loss_cls: 0.0506, d0.dn_loss_bbox: 0.3151, d0.dn_loss_iou: 0.4136, d1.dn_loss_cls: 0.0258, d1.dn_loss_bbox: 0.2285, d1.dn_loss_iou: 0.3258, d2.dn_loss_cls: 0.0206, d2.dn_loss_bbox: 0.2075, d2.dn_loss_iou: 0.3026, d3.dn_loss_cls: 0.0181, d3.dn_loss_bbox: 0.2038, d3.dn_loss_iou: 0.2978, d4.dn_loss_cls: 0.0173, d4.dn_loss_bbox: 0.2023, d4.dn_loss_iou: 0.2953, loss: 8.3952 2024-05-20 13:59:20,673 - mmdet - INFO - Epoch [14][3400/3665] lr: 2.000e-04, eta: 1 day, 9:04:49, time: 1.496, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2234, interm_loss_bbox: 0.1703, interm_loss_iou: 0.3858, loss_cls: 0.1847, loss_bbox: 0.1444, loss_iou: 0.3453, d0.loss_cls: 0.2447, d0.loss_bbox: 0.1466, d0.loss_iou: 0.3512, d1.loss_cls: 0.2083, d1.loss_bbox: 0.1468, d1.loss_iou: 0.3489, d2.loss_cls: 0.1951, d2.loss_bbox: 0.1449, d2.loss_iou: 0.3455, d3.loss_cls: 0.1885, d3.loss_bbox: 0.1446, d3.loss_iou: 0.3454, d4.loss_cls: 0.1861, d4.loss_bbox: 0.1443, d4.loss_iou: 0.3450, dn_loss_cls: 0.0187, dn_loss_bbox: 0.1953, dn_loss_iou: 0.2942, d0.dn_loss_cls: 0.0529, d0.dn_loss_bbox: 0.3153, d0.dn_loss_iou: 0.4152, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2250, d1.dn_loss_iou: 0.3262, d2.dn_loss_cls: 0.0226, d2.dn_loss_bbox: 0.2020, d2.dn_loss_iou: 0.3023, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.1972, d3.dn_loss_iou: 0.2970, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.1953, d4.dn_loss_iou: 0.2941, loss: 8.3602 2024-05-20 14:00:31,905 - mmdet - INFO - Epoch [14][3450/3665] lr: 2.000e-04, eta: 1 day, 9:03:31, time: 1.425, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2196, interm_loss_bbox: 0.1752, interm_loss_iou: 0.3867, loss_cls: 0.1801, loss_bbox: 0.1471, loss_iou: 0.3440, d0.loss_cls: 0.2355, d0.loss_bbox: 0.1509, d0.loss_iou: 0.3507, d1.loss_cls: 0.2010, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3483, d2.loss_cls: 0.1886, d2.loss_bbox: 0.1484, d2.loss_iou: 0.3456, d3.loss_cls: 0.1835, d3.loss_bbox: 0.1471, d3.loss_iou: 0.3446, d4.loss_cls: 0.1816, d4.loss_bbox: 0.1471, d4.loss_iou: 0.3436, dn_loss_cls: 0.0176, dn_loss_bbox: 0.2101, dn_loss_iou: 0.2956, d0.dn_loss_cls: 0.0507, d0.dn_loss_bbox: 0.3256, d0.dn_loss_iou: 0.4160, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2397, d1.dn_loss_iou: 0.3280, d2.dn_loss_cls: 0.0217, d2.dn_loss_bbox: 0.2158, d2.dn_loss_iou: 0.3032, d3.dn_loss_cls: 0.0188, d3.dn_loss_bbox: 0.2117, d3.dn_loss_iou: 0.2981, d4.dn_loss_cls: 0.0180, d4.dn_loss_bbox: 0.2102, d4.dn_loss_iou: 0.2955, loss: 8.4230 2024-05-20 14:01:45,828 - mmdet - INFO - Epoch [14][3500/3665] lr: 2.000e-04, eta: 1 day, 9:02:18, time: 1.478, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2263, interm_loss_bbox: 0.1703, interm_loss_iou: 0.3928, loss_cls: 0.1856, loss_bbox: 0.1454, loss_iou: 0.3509, d0.loss_cls: 0.2418, d0.loss_bbox: 0.1472, d0.loss_iou: 0.3562, d1.loss_cls: 0.2062, d1.loss_bbox: 0.1492, d1.loss_iou: 0.3568, d2.loss_cls: 0.1952, d2.loss_bbox: 0.1466, d2.loss_iou: 0.3517, d3.loss_cls: 0.1897, d3.loss_bbox: 0.1455, d3.loss_iou: 0.3505, d4.loss_cls: 0.1863, d4.loss_bbox: 0.1453, d4.loss_iou: 0.3511, dn_loss_cls: 0.0194, dn_loss_bbox: 0.2072, dn_loss_iou: 0.3042, d0.dn_loss_cls: 0.0536, d0.dn_loss_bbox: 0.3224, d0.dn_loss_iou: 0.4253, d1.dn_loss_cls: 0.0290, d1.dn_loss_bbox: 0.2361, d1.dn_loss_iou: 0.3368, d2.dn_loss_cls: 0.0234, d2.dn_loss_bbox: 0.2130, d2.dn_loss_iou: 0.3122, d3.dn_loss_cls: 0.0205, d3.dn_loss_bbox: 0.2089, d3.dn_loss_iou: 0.3070, d4.dn_loss_cls: 0.0196, d4.dn_loss_bbox: 0.2072, d4.dn_loss_iou: 0.3042, loss: 8.5405 2024-05-20 14:03:04,661 - mmdet - INFO - Epoch [14][3550/3665] lr: 2.000e-04, eta: 1 day, 9:01:13, time: 1.577, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2218, interm_loss_bbox: 0.1693, interm_loss_iou: 0.3993, loss_cls: 0.1842, loss_bbox: 0.1429, loss_iou: 0.3557, d0.loss_cls: 0.2425, d0.loss_bbox: 0.1460, d0.loss_iou: 0.3618, d1.loss_cls: 0.2067, d1.loss_bbox: 0.1470, d1.loss_iou: 0.3614, d2.loss_cls: 0.1943, d2.loss_bbox: 0.1431, d2.loss_iou: 0.3558, d3.loss_cls: 0.1876, d3.loss_bbox: 0.1432, d3.loss_iou: 0.3560, d4.loss_cls: 0.1854, d4.loss_bbox: 0.1432, d4.loss_iou: 0.3558, dn_loss_cls: 0.0184, dn_loss_bbox: 0.1924, dn_loss_iou: 0.3012, d0.dn_loss_cls: 0.0516, d0.dn_loss_bbox: 0.3051, d0.dn_loss_iou: 0.4245, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2208, d1.dn_loss_iou: 0.3341, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.1984, d2.dn_loss_iou: 0.3093, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.1940, d3.dn_loss_iou: 0.3038, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.1924, d4.dn_loss_iou: 0.3010, loss: 8.4379 2024-05-20 14:04:16,398 - mmdet - INFO - Epoch [14][3600/3665] lr: 2.000e-04, eta: 1 day, 8:59:56, time: 1.435, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2195, interm_loss_bbox: 0.1652, interm_loss_iou: 0.3826, loss_cls: 0.1778, loss_bbox: 0.1431, loss_iou: 0.3467, d0.loss_cls: 0.2322, d0.loss_bbox: 0.1472, d0.loss_iou: 0.3528, d1.loss_cls: 0.1990, d1.loss_bbox: 0.1450, d1.loss_iou: 0.3510, d2.loss_cls: 0.1869, d2.loss_bbox: 0.1426, d2.loss_iou: 0.3469, d3.loss_cls: 0.1811, d3.loss_bbox: 0.1425, d3.loss_iou: 0.3457, d4.loss_cls: 0.1781, d4.loss_bbox: 0.1432, d4.loss_iou: 0.3470, dn_loss_cls: 0.0182, dn_loss_bbox: 0.2019, dn_loss_iou: 0.2969, d0.dn_loss_cls: 0.0513, d0.dn_loss_bbox: 0.3181, d0.dn_loss_iou: 0.4166, d1.dn_loss_cls: 0.0276, d1.dn_loss_bbox: 0.2326, d1.dn_loss_iou: 0.3292, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.2085, d2.dn_loss_iou: 0.3050, d3.dn_loss_cls: 0.0194, d3.dn_loss_bbox: 0.2038, d3.dn_loss_iou: 0.2998, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.2019, d4.dn_loss_iou: 0.2969, loss: 8.3447 2024-05-20 14:05:31,117 - mmdet - INFO - Epoch [14][3650/3665] lr: 2.000e-04, eta: 1 day, 8:58:44, time: 1.494, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2244, interm_loss_bbox: 0.1656, interm_loss_iou: 0.3895, loss_cls: 0.1848, loss_bbox: 0.1436, loss_iou: 0.3511, d0.loss_cls: 0.2392, d0.loss_bbox: 0.1468, d0.loss_iou: 0.3585, d1.loss_cls: 0.2068, d1.loss_bbox: 0.1452, d1.loss_iou: 0.3534, d2.loss_cls: 0.1953, d2.loss_bbox: 0.1429, d2.loss_iou: 0.3514, d3.loss_cls: 0.1880, d3.loss_bbox: 0.1439, d3.loss_iou: 0.3518, d4.loss_cls: 0.1855, d4.loss_bbox: 0.1441, d4.loss_iou: 0.3515, dn_loss_cls: 0.0195, dn_loss_bbox: 0.2004, dn_loss_iou: 0.2999, d0.dn_loss_cls: 0.0524, d0.dn_loss_bbox: 0.3144, d0.dn_loss_iou: 0.4195, d1.dn_loss_cls: 0.0288, d1.dn_loss_bbox: 0.2291, d1.dn_loss_iou: 0.3324, d2.dn_loss_cls: 0.0235, d2.dn_loss_bbox: 0.2064, d2.dn_loss_iou: 0.3080, d3.dn_loss_cls: 0.0207, d3.dn_loss_bbox: 0.2021, d3.dn_loss_iou: 0.3029, d4.dn_loss_cls: 0.0198, d4.dn_loss_bbox: 0.2004, d4.dn_loss_iou: 0.2999, loss: 8.4434 2024-05-20 14:05:58,787 - mmdet - INFO - Saving checkpoint at 14 epochs 2024-05-20 14:09:43,396 - mmdet - INFO - Evaluating bbox... 2024-05-20 14:11:27,816 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.556 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.743 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.609 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.377 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.592 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.755 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.599 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.798 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.906 2024-05-20 14:11:29,726 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-20 14:11:29,728 - mmdet - INFO - Epoch(val) [14][313] bbox_mAP: 0.5560, bbox_mAP_50: 0.7430, bbox_mAP_75: 0.6090, bbox_mAP_s: 0.3770, bbox_mAP_m: 0.5920, bbox_mAP_l: 0.7180, bbox_mAP_copypaste: 0.556 0.743 0.609 0.377 0.592 0.718 2024-05-20 14:12:59,116 - mmdet - INFO - Epoch [15][50/3665] lr: 2.000e-04, eta: 1 day, 8:56:59, time: 1.787, data_time: 0.090, memory: 41053, interm_loss_cls: 0.2257, interm_loss_bbox: 0.1742, interm_loss_iou: 0.3983, loss_cls: 0.1858, loss_bbox: 0.1437, loss_iou: 0.3525, d0.loss_cls: 0.2421, d0.loss_bbox: 0.1493, d0.loss_iou: 0.3604, d1.loss_cls: 0.2053, d1.loss_bbox: 0.1498, d1.loss_iou: 0.3611, d2.loss_cls: 0.1955, d2.loss_bbox: 0.1458, d2.loss_iou: 0.3553, d3.loss_cls: 0.1892, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3541, d4.loss_cls: 0.1867, d4.loss_bbox: 0.1442, d4.loss_iou: 0.3531, dn_loss_cls: 0.0188, dn_loss_bbox: 0.2079, dn_loss_iou: 0.3012, d0.dn_loss_cls: 0.0520, d0.dn_loss_bbox: 0.3221, d0.dn_loss_iou: 0.4214, d1.dn_loss_cls: 0.0285, d1.dn_loss_bbox: 0.2358, d1.dn_loss_iou: 0.3327, d2.dn_loss_cls: 0.0231, d2.dn_loss_bbox: 0.2134, d2.dn_loss_iou: 0.3090, d3.dn_loss_cls: 0.0202, d3.dn_loss_bbox: 0.2097, d3.dn_loss_iou: 0.3040, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.2079, d4.dn_loss_iou: 0.3012, loss: 8.5445 2024-05-20 14:14:13,003 - mmdet - INFO - Epoch [15][100/3665] lr: 2.000e-04, eta: 1 day, 8:55:46, time: 1.478, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2147, interm_loss_bbox: 0.1707, interm_loss_iou: 0.3929, loss_cls: 0.1768, loss_bbox: 0.1414, loss_iou: 0.3484, d0.loss_cls: 0.2315, d0.loss_bbox: 0.1462, d0.loss_iou: 0.3567, d1.loss_cls: 0.1966, d1.loss_bbox: 0.1450, d1.loss_iou: 0.3549, d2.loss_cls: 0.1860, d2.loss_bbox: 0.1421, d2.loss_iou: 0.3496, d3.loss_cls: 0.1797, d3.loss_bbox: 0.1418, d3.loss_iou: 0.3491, d4.loss_cls: 0.1777, d4.loss_bbox: 0.1416, d4.loss_iou: 0.3486, dn_loss_cls: 0.0189, dn_loss_bbox: 0.1993, dn_loss_iou: 0.2962, d0.dn_loss_cls: 0.0519, d0.dn_loss_bbox: 0.3164, d0.dn_loss_iou: 0.4224, d1.dn_loss_cls: 0.0279, d1.dn_loss_bbox: 0.2277, d1.dn_loss_iou: 0.3289, d2.dn_loss_cls: 0.0229, d2.dn_loss_bbox: 0.2057, d2.dn_loss_iou: 0.3044, d3.dn_loss_cls: 0.0201, d3.dn_loss_bbox: 0.2012, d3.dn_loss_iou: 0.2988, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.1993, d4.dn_loss_iou: 0.2961, loss: 8.3492 2024-05-20 14:15:24,159 - mmdet - INFO - Epoch [15][150/3665] lr: 2.000e-04, eta: 1 day, 8:54:28, time: 1.423, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2176, interm_loss_bbox: 0.1699, interm_loss_iou: 0.3862, loss_cls: 0.1754, loss_bbox: 0.1428, loss_iou: 0.3428, d0.loss_cls: 0.2301, d0.loss_bbox: 0.1489, d0.loss_iou: 0.3523, d1.loss_cls: 0.1968, d1.loss_bbox: 0.1462, d1.loss_iou: 0.3480, d2.loss_cls: 0.1852, d2.loss_bbox: 0.1439, d2.loss_iou: 0.3446, d3.loss_cls: 0.1792, d3.loss_bbox: 0.1427, d3.loss_iou: 0.3434, d4.loss_cls: 0.1763, d4.loss_bbox: 0.1427, d4.loss_iou: 0.3438, dn_loss_cls: 0.0173, dn_loss_bbox: 0.1954, dn_loss_iou: 0.2913, d0.dn_loss_cls: 0.0500, d0.dn_loss_bbox: 0.3135, d0.dn_loss_iou: 0.4128, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2253, d1.dn_loss_iou: 0.3237, d2.dn_loss_cls: 0.0211, d2.dn_loss_bbox: 0.2022, d2.dn_loss_iou: 0.2992, d3.dn_loss_cls: 0.0184, d3.dn_loss_bbox: 0.1973, d3.dn_loss_iou: 0.2939, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1954, d4.dn_loss_iou: 0.2912, loss: 8.2504 2024-05-20 14:16:36,376 - mmdet - INFO - Epoch [15][200/3665] lr: 2.000e-04, eta: 1 day, 8:53:12, time: 1.444, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2133, interm_loss_bbox: 0.1629, interm_loss_iou: 0.3848, loss_cls: 0.1733, loss_bbox: 0.1384, loss_iou: 0.3446, d0.loss_cls: 0.2281, d0.loss_bbox: 0.1426, d0.loss_iou: 0.3504, d1.loss_cls: 0.1938, d1.loss_bbox: 0.1405, d1.loss_iou: 0.3506, d2.loss_cls: 0.1805, d2.loss_bbox: 0.1388, d2.loss_iou: 0.3474, d3.loss_cls: 0.1747, d3.loss_bbox: 0.1392, d3.loss_iou: 0.3469, d4.loss_cls: 0.1736, d4.loss_bbox: 0.1391, d4.loss_iou: 0.3451, dn_loss_cls: 0.0186, dn_loss_bbox: 0.1973, dn_loss_iou: 0.2942, d0.dn_loss_cls: 0.0506, d0.dn_loss_bbox: 0.3141, d0.dn_loss_iou: 0.4178, d1.dn_loss_cls: 0.0272, d1.dn_loss_bbox: 0.2262, d1.dn_loss_iou: 0.3261, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2031, d2.dn_loss_iou: 0.3022, d3.dn_loss_cls: 0.0193, d3.dn_loss_bbox: 0.1988, d3.dn_loss_iou: 0.2968, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.1973, d4.dn_loss_iou: 0.2941, loss: 8.2328 2024-05-20 14:17:48,578 - mmdet - INFO - Epoch [15][250/3665] lr: 2.000e-04, eta: 1 day, 8:51:57, time: 1.444, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2226, interm_loss_bbox: 0.1668, interm_loss_iou: 0.4020, loss_cls: 0.1832, loss_bbox: 0.1418, loss_iou: 0.3577, d0.loss_cls: 0.2368, d0.loss_bbox: 0.1461, d0.loss_iou: 0.3690, d1.loss_cls: 0.2049, d1.loss_bbox: 0.1443, d1.loss_iou: 0.3657, d2.loss_cls: 0.1910, d2.loss_bbox: 0.1436, d2.loss_iou: 0.3609, d3.loss_cls: 0.1865, d3.loss_bbox: 0.1420, d3.loss_iou: 0.3583, d4.loss_cls: 0.1847, d4.loss_bbox: 0.1418, d4.loss_iou: 0.3575, dn_loss_cls: 0.0182, dn_loss_bbox: 0.1923, dn_loss_iou: 0.3014, d0.dn_loss_cls: 0.0517, d0.dn_loss_bbox: 0.3091, d0.dn_loss_iou: 0.4277, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2222, d1.dn_loss_iou: 0.3342, d2.dn_loss_cls: 0.0221, d2.dn_loss_bbox: 0.1987, d2.dn_loss_iou: 0.3093, d3.dn_loss_cls: 0.0195, d3.dn_loss_bbox: 0.1939, d3.dn_loss_iou: 0.3041, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.1923, d4.dn_loss_iou: 0.3013, loss: 8.4510 2024-05-20 14:19:02,448 - mmdet - INFO - Epoch [15][300/3665] lr: 2.000e-04, eta: 1 day, 8:50:43, time: 1.478, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2159, interm_loss_bbox: 0.1645, interm_loss_iou: 0.3879, loss_cls: 0.1764, loss_bbox: 0.1408, loss_iou: 0.3475, d0.loss_cls: 0.2314, d0.loss_bbox: 0.1450, d0.loss_iou: 0.3545, d1.loss_cls: 0.1989, d1.loss_bbox: 0.1441, d1.loss_iou: 0.3536, d2.loss_cls: 0.1866, d2.loss_bbox: 0.1411, d2.loss_iou: 0.3480, d3.loss_cls: 0.1803, d3.loss_bbox: 0.1408, d3.loss_iou: 0.3475, d4.loss_cls: 0.1772, d4.loss_bbox: 0.1409, d4.loss_iou: 0.3475, dn_loss_cls: 0.0170, dn_loss_bbox: 0.1905, dn_loss_iou: 0.2886, d0.dn_loss_cls: 0.0483, d0.dn_loss_bbox: 0.3061, d0.dn_loss_iou: 0.4098, d1.dn_loss_cls: 0.0259, d1.dn_loss_bbox: 0.2188, d1.dn_loss_iou: 0.3209, d2.dn_loss_cls: 0.0207, d2.dn_loss_bbox: 0.1961, d2.dn_loss_iou: 0.2961, d3.dn_loss_cls: 0.0182, d3.dn_loss_bbox: 0.1920, d3.dn_loss_iou: 0.2910, d4.dn_loss_cls: 0.0173, d4.dn_loss_bbox: 0.1905, d4.dn_loss_iou: 0.2885, loss: 8.2065 2024-05-20 14:20:17,075 - mmdet - INFO - Epoch [15][350/3665] lr: 2.000e-04, eta: 1 day, 8:49:31, time: 1.493, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2169, interm_loss_bbox: 0.1689, interm_loss_iou: 0.3862, loss_cls: 0.1765, loss_bbox: 0.1424, loss_iou: 0.3454, d0.loss_cls: 0.2313, d0.loss_bbox: 0.1468, d0.loss_iou: 0.3511, d1.loss_cls: 0.1978, d1.loss_bbox: 0.1454, d1.loss_iou: 0.3499, d2.loss_cls: 0.1861, d2.loss_bbox: 0.1429, d2.loss_iou: 0.3454, d3.loss_cls: 0.1794, d3.loss_bbox: 0.1429, d3.loss_iou: 0.3461, d4.loss_cls: 0.1775, d4.loss_bbox: 0.1422, d4.loss_iou: 0.3454, dn_loss_cls: 0.0173, dn_loss_bbox: 0.2019, dn_loss_iou: 0.2939, d0.dn_loss_cls: 0.0500, d0.dn_loss_bbox: 0.3191, d0.dn_loss_iou: 0.4178, d1.dn_loss_cls: 0.0265, d1.dn_loss_bbox: 0.2303, d1.dn_loss_iou: 0.3251, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.2076, d2.dn_loss_iou: 0.3017, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.2037, d3.dn_loss_iou: 0.2966, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.2019, d4.dn_loss_iou: 0.2938, loss: 8.3117 2024-05-20 14:21:28,769 - mmdet - INFO - Epoch [15][400/3665] lr: 2.000e-04, eta: 1 day, 8:48:15, time: 1.434, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2148, interm_loss_bbox: 0.1717, interm_loss_iou: 0.3822, loss_cls: 0.1763, loss_bbox: 0.1449, loss_iou: 0.3398, d0.loss_cls: 0.2283, d0.loss_bbox: 0.1495, d0.loss_iou: 0.3470, d1.loss_cls: 0.1949, d1.loss_bbox: 0.1493, d1.loss_iou: 0.3451, d2.loss_cls: 0.1853, d2.loss_bbox: 0.1455, d2.loss_iou: 0.3401, d3.loss_cls: 0.1789, d3.loss_bbox: 0.1457, d3.loss_iou: 0.3396, d4.loss_cls: 0.1769, d4.loss_bbox: 0.1451, d4.loss_iou: 0.3391, dn_loss_cls: 0.0182, dn_loss_bbox: 0.1961, dn_loss_iou: 0.2929, d0.dn_loss_cls: 0.0515, d0.dn_loss_bbox: 0.3077, d0.dn_loss_iou: 0.4130, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2243, d1.dn_loss_iou: 0.3247, d2.dn_loss_cls: 0.0221, d2.dn_loss_bbox: 0.2023, d2.dn_loss_iou: 0.3009, d3.dn_loss_cls: 0.0193, d3.dn_loss_bbox: 0.1981, d3.dn_loss_iou: 0.2957, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.1961, d4.dn_loss_iou: 0.2928, loss: 8.2416 2024-05-20 14:22:40,812 - mmdet - INFO - Epoch [15][450/3665] lr: 2.000e-04, eta: 1 day, 8:46:59, time: 1.441, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2197, interm_loss_bbox: 0.1735, interm_loss_iou: 0.3901, loss_cls: 0.1785, loss_bbox: 0.1457, loss_iou: 0.3461, d0.loss_cls: 0.2341, d0.loss_bbox: 0.1507, d0.loss_iou: 0.3544, d1.loss_cls: 0.2003, d1.loss_bbox: 0.1508, d1.loss_iou: 0.3524, d2.loss_cls: 0.1874, d2.loss_bbox: 0.1477, d2.loss_iou: 0.3483, d3.loss_cls: 0.1813, d3.loss_bbox: 0.1463, d3.loss_iou: 0.3469, d4.loss_cls: 0.1786, d4.loss_bbox: 0.1468, d4.loss_iou: 0.3468, dn_loss_cls: 0.0191, dn_loss_bbox: 0.2097, dn_loss_iou: 0.3006, d0.dn_loss_cls: 0.0520, d0.dn_loss_bbox: 0.3249, d0.dn_loss_iou: 0.4223, d1.dn_loss_cls: 0.0283, d1.dn_loss_bbox: 0.2374, d1.dn_loss_iou: 0.3325, d2.dn_loss_cls: 0.0232, d2.dn_loss_bbox: 0.2159, d2.dn_loss_iou: 0.3084, d3.dn_loss_cls: 0.0203, d3.dn_loss_bbox: 0.2112, d3.dn_loss_iou: 0.3033, d4.dn_loss_cls: 0.0194, d4.dn_loss_bbox: 0.2097, d4.dn_loss_iou: 0.3004, loss: 8.4650 2024-05-20 14:23:56,130 - mmdet - INFO - Epoch [15][500/3665] lr: 2.000e-04, eta: 1 day, 8:45:48, time: 1.506, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2196, interm_loss_bbox: 0.1710, interm_loss_iou: 0.3868, loss_cls: 0.1794, loss_bbox: 0.1470, loss_iou: 0.3503, d0.loss_cls: 0.2331, d0.loss_bbox: 0.1494, d0.loss_iou: 0.3545, d1.loss_cls: 0.1999, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3532, d2.loss_cls: 0.1871, d2.loss_bbox: 0.1483, d2.loss_iou: 0.3512, d3.loss_cls: 0.1834, d3.loss_bbox: 0.1466, d3.loss_iou: 0.3496, d4.loss_cls: 0.1802, d4.loss_bbox: 0.1477, d4.loss_iou: 0.3502, dn_loss_cls: 0.0172, dn_loss_bbox: 0.1978, dn_loss_iou: 0.2933, d0.dn_loss_cls: 0.0496, d0.dn_loss_bbox: 0.3088, d0.dn_loss_iou: 0.4107, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2235, d1.dn_loss_iou: 0.3231, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.2030, d2.dn_loss_iou: 0.3004, d3.dn_loss_cls: 0.0184, d3.dn_loss_bbox: 0.1994, d3.dn_loss_iou: 0.2958, d4.dn_loss_cls: 0.0174, d4.dn_loss_bbox: 0.1978, d4.dn_loss_iou: 0.2931, loss: 8.3340 2024-05-20 14:25:08,189 - mmdet - INFO - Epoch [15][550/3665] lr: 2.000e-04, eta: 1 day, 8:44:32, time: 1.441, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2242, interm_loss_bbox: 0.1688, interm_loss_iou: 0.3868, loss_cls: 0.1809, loss_bbox: 0.1459, loss_iou: 0.3470, d0.loss_cls: 0.2356, d0.loss_bbox: 0.1509, d0.loss_iou: 0.3568, d1.loss_cls: 0.2013, d1.loss_bbox: 0.1485, d1.loss_iou: 0.3523, d2.loss_cls: 0.1897, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3480, d3.loss_cls: 0.1837, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3473, d4.loss_cls: 0.1814, d4.loss_bbox: 0.1464, d4.loss_iou: 0.3472, dn_loss_cls: 0.0184, dn_loss_bbox: 0.2066, dn_loss_iou: 0.3004, d0.dn_loss_cls: 0.0517, d0.dn_loss_bbox: 0.3257, d0.dn_loss_iou: 0.4248, d1.dn_loss_cls: 0.0276, d1.dn_loss_bbox: 0.2363, d1.dn_loss_iou: 0.3339, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.2132, d2.dn_loss_iou: 0.3087, d3.dn_loss_cls: 0.0195, d3.dn_loss_bbox: 0.2085, d3.dn_loss_iou: 0.3033, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.2066, d4.dn_loss_iou: 0.3003, loss: 8.4616 2024-05-20 14:26:21,500 - mmdet - INFO - Epoch [15][600/3665] lr: 2.000e-04, eta: 1 day, 8:43:18, time: 1.466, data_time: 0.020, memory: 41053, interm_loss_cls: 0.2234, interm_loss_bbox: 0.1679, interm_loss_iou: 0.3955, loss_cls: 0.1827, loss_bbox: 0.1421, loss_iou: 0.3521, d0.loss_cls: 0.2372, d0.loss_bbox: 0.1459, d0.loss_iou: 0.3605, d1.loss_cls: 0.2034, d1.loss_bbox: 0.1452, d1.loss_iou: 0.3582, d2.loss_cls: 0.1917, d2.loss_bbox: 0.1430, d2.loss_iou: 0.3542, d3.loss_cls: 0.1856, d3.loss_bbox: 0.1422, d3.loss_iou: 0.3528, d4.loss_cls: 0.1830, d4.loss_bbox: 0.1422, d4.loss_iou: 0.3526, dn_loss_cls: 0.0179, dn_loss_bbox: 0.2064, dn_loss_iou: 0.2969, d0.dn_loss_cls: 0.0511, d0.dn_loss_bbox: 0.3218, d0.dn_loss_iou: 0.4147, d1.dn_loss_cls: 0.0272, d1.dn_loss_bbox: 0.2342, d1.dn_loss_iou: 0.3278, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2125, d2.dn_loss_iou: 0.3047, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.2080, d3.dn_loss_iou: 0.2995, d4.dn_loss_cls: 0.0182, d4.dn_loss_bbox: 0.2064, d4.dn_loss_iou: 0.2968, loss: 8.4465 2024-05-20 14:27:33,833 - mmdet - INFO - Epoch [15][650/3665] lr: 2.000e-04, eta: 1 day, 8:42:02, time: 1.447, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2181, interm_loss_bbox: 0.1703, interm_loss_iou: 0.3927, loss_cls: 0.1796, loss_bbox: 0.1455, loss_iou: 0.3511, d0.loss_cls: 0.2318, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3598, d1.loss_cls: 0.1984, d1.loss_bbox: 0.1503, d1.loss_iou: 0.3576, d2.loss_cls: 0.1881, d2.loss_bbox: 0.1468, d2.loss_iou: 0.3529, d3.loss_cls: 0.1831, d3.loss_bbox: 0.1462, d3.loss_iou: 0.3518, d4.loss_cls: 0.1807, d4.loss_bbox: 0.1458, d4.loss_iou: 0.3513, dn_loss_cls: 0.0179, dn_loss_bbox: 0.1928, dn_loss_iou: 0.3024, d0.dn_loss_cls: 0.0504, d0.dn_loss_bbox: 0.2988, d0.dn_loss_iou: 0.4218, d1.dn_loss_cls: 0.0273, d1.dn_loss_bbox: 0.2196, d1.dn_loss_iou: 0.3340, d2.dn_loss_cls: 0.0220, d2.dn_loss_bbox: 0.1977, d2.dn_loss_iou: 0.3093, d3.dn_loss_cls: 0.0191, d3.dn_loss_bbox: 0.1941, d3.dn_loss_iou: 0.3048, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.1928, d4.dn_loss_iou: 0.3023, loss: 8.3774 2024-05-20 14:28:48,974 - mmdet - INFO - Epoch [15][700/3665] lr: 2.000e-04, eta: 1 day, 8:40:51, time: 1.503, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2223, interm_loss_bbox: 0.1678, interm_loss_iou: 0.3773, loss_cls: 0.1828, loss_bbox: 0.1466, loss_iou: 0.3388, d0.loss_cls: 0.2399, d0.loss_bbox: 0.1482, d0.loss_iou: 0.3432, d1.loss_cls: 0.2060, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3431, d2.loss_cls: 0.1938, d2.loss_bbox: 0.1469, d2.loss_iou: 0.3389, d3.loss_cls: 0.1868, d3.loss_bbox: 0.1458, d3.loss_iou: 0.3390, d4.loss_cls: 0.1843, d4.loss_bbox: 0.1461, d4.loss_iou: 0.3386, dn_loss_cls: 0.0181, dn_loss_bbox: 0.1994, dn_loss_iou: 0.2941, d0.dn_loss_cls: 0.0505, d0.dn_loss_bbox: 0.3070, d0.dn_loss_iou: 0.4107, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2258, d1.dn_loss_iou: 0.3251, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.2053, d2.dn_loss_iou: 0.3021, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.2013, d3.dn_loss_iou: 0.2968, d4.dn_loss_cls: 0.0182, d4.dn_loss_bbox: 0.1994, d4.dn_loss_iou: 0.2940, loss: 8.2998 2024-05-20 14:29:59,737 - mmdet - INFO - Epoch [15][750/3665] lr: 2.000e-04, eta: 1 day, 8:39:33, time: 1.415, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2206, interm_loss_bbox: 0.1703, interm_loss_iou: 0.3991, loss_cls: 0.1810, loss_bbox: 0.1446, loss_iou: 0.3566, d0.loss_cls: 0.2359, d0.loss_bbox: 0.1484, d0.loss_iou: 0.3638, d1.loss_cls: 0.2024, d1.loss_bbox: 0.1477, d1.loss_iou: 0.3627, d2.loss_cls: 0.1913, d2.loss_bbox: 0.1454, d2.loss_iou: 0.3578, d3.loss_cls: 0.1853, d3.loss_bbox: 0.1440, d3.loss_iou: 0.3570, d4.loss_cls: 0.1827, d4.loss_bbox: 0.1443, d4.loss_iou: 0.3567, dn_loss_cls: 0.0188, dn_loss_bbox: 0.1964, dn_loss_iou: 0.3074, d0.dn_loss_cls: 0.0524, d0.dn_loss_bbox: 0.3094, d0.dn_loss_iou: 0.4277, d1.dn_loss_cls: 0.0284, d1.dn_loss_bbox: 0.2254, d1.dn_loss_iou: 0.3399, d2.dn_loss_cls: 0.0229, d2.dn_loss_bbox: 0.2024, d2.dn_loss_iou: 0.3153, d3.dn_loss_cls: 0.0201, d3.dn_loss_bbox: 0.1981, d3.dn_loss_iou: 0.3101, d4.dn_loss_cls: 0.0193, d4.dn_loss_bbox: 0.1964, d4.dn_loss_iou: 0.3073, loss: 8.4954 2024-05-20 14:31:11,899 - mmdet - INFO - Epoch [15][800/3665] lr: 2.000e-04, eta: 1 day, 8:38:17, time: 1.443, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2157, interm_loss_bbox: 0.1662, interm_loss_iou: 0.3899, loss_cls: 0.1757, loss_bbox: 0.1413, loss_iou: 0.3504, d0.loss_cls: 0.2291, d0.loss_bbox: 0.1453, d0.loss_iou: 0.3561, d1.loss_cls: 0.1952, d1.loss_bbox: 0.1445, d1.loss_iou: 0.3549, d2.loss_cls: 0.1837, d2.loss_bbox: 0.1429, d2.loss_iou: 0.3525, d3.loss_cls: 0.1786, d3.loss_bbox: 0.1418, d3.loss_iou: 0.3518, d4.loss_cls: 0.1765, d4.loss_bbox: 0.1414, d4.loss_iou: 0.3515, dn_loss_cls: 0.0173, dn_loss_bbox: 0.1860, dn_loss_iou: 0.2925, d0.dn_loss_cls: 0.0499, d0.dn_loss_bbox: 0.2989, d0.dn_loss_iou: 0.4126, d1.dn_loss_cls: 0.0265, d1.dn_loss_bbox: 0.2143, d1.dn_loss_iou: 0.3245, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.1919, d2.dn_loss_iou: 0.3005, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.1876, d3.dn_loss_iou: 0.2951, d4.dn_loss_cls: 0.0176, d4.dn_loss_bbox: 0.1860, d4.dn_loss_iou: 0.2925, loss: 8.2178 2024-05-20 14:32:25,242 - mmdet - INFO - Epoch [15][850/3665] lr: 2.000e-04, eta: 1 day, 8:37:03, time: 1.467, data_time: 0.020, memory: 41053, interm_loss_cls: 0.2184, interm_loss_bbox: 0.1629, interm_loss_iou: 0.3891, loss_cls: 0.1810, loss_bbox: 0.1369, loss_iou: 0.3494, d0.loss_cls: 0.2319, d0.loss_bbox: 0.1422, d0.loss_iou: 0.3568, d1.loss_cls: 0.1993, d1.loss_bbox: 0.1417, d1.loss_iou: 0.3559, d2.loss_cls: 0.1884, d2.loss_bbox: 0.1386, d2.loss_iou: 0.3519, d3.loss_cls: 0.1842, d3.loss_bbox: 0.1374, d3.loss_iou: 0.3497, d4.loss_cls: 0.1813, d4.loss_bbox: 0.1375, d4.loss_iou: 0.3499, dn_loss_cls: 0.0184, dn_loss_bbox: 0.1933, dn_loss_iou: 0.2974, d0.dn_loss_cls: 0.0503, d0.dn_loss_bbox: 0.3033, d0.dn_loss_iou: 0.4192, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2190, d1.dn_loss_iou: 0.3291, d2.dn_loss_cls: 0.0220, d2.dn_loss_bbox: 0.1988, d2.dn_loss_iou: 0.3048, d3.dn_loss_cls: 0.0194, d3.dn_loss_bbox: 0.1947, d3.dn_loss_iou: 0.2998, d4.dn_loss_cls: 0.0186, d4.dn_loss_bbox: 0.1933, d4.dn_loss_iou: 0.2973, loss: 8.2900 2024-05-20 14:33:43,537 - mmdet - INFO - Epoch [15][900/3665] lr: 2.000e-04, eta: 1 day, 8:35:57, time: 1.566, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2259, interm_loss_bbox: 0.1711, interm_loss_iou: 0.3897, loss_cls: 0.1835, loss_bbox: 0.1477, loss_iou: 0.3489, d0.loss_cls: 0.2430, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3531, d1.loss_cls: 0.2063, d1.loss_bbox: 0.1504, d1.loss_iou: 0.3535, d2.loss_cls: 0.1939, d2.loss_bbox: 0.1479, d2.loss_iou: 0.3508, d3.loss_cls: 0.1876, d3.loss_bbox: 0.1473, d3.loss_iou: 0.3487, d4.loss_cls: 0.1851, d4.loss_bbox: 0.1472, d4.loss_iou: 0.3483, dn_loss_cls: 0.0186, dn_loss_bbox: 0.2016, dn_loss_iou: 0.3006, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.3152, d0.dn_loss_iou: 0.4214, d1.dn_loss_cls: 0.0277, d1.dn_loss_bbox: 0.2307, d1.dn_loss_iou: 0.3331, d2.dn_loss_cls: 0.0224, d2.dn_loss_bbox: 0.2072, d2.dn_loss_iou: 0.3085, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.2033, d3.dn_loss_iou: 0.3034, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.2016, d4.dn_loss_iou: 0.3005, loss: 8.4649 2024-05-20 14:34:55,298 - mmdet - INFO - Epoch [15][950/3665] lr: 2.000e-04, eta: 1 day, 8:34:41, time: 1.435, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2219, interm_loss_bbox: 0.1714, interm_loss_iou: 0.3950, loss_cls: 0.1826, loss_bbox: 0.1453, loss_iou: 0.3512, d0.loss_cls: 0.2388, d0.loss_bbox: 0.1493, d0.loss_iou: 0.3607, d1.loss_cls: 0.2050, d1.loss_bbox: 0.1494, d1.loss_iou: 0.3582, d2.loss_cls: 0.1925, d2.loss_bbox: 0.1471, d2.loss_iou: 0.3543, d3.loss_cls: 0.1861, d3.loss_bbox: 0.1465, d3.loss_iou: 0.3525, d4.loss_cls: 0.1840, d4.loss_bbox: 0.1452, d4.loss_iou: 0.3515, dn_loss_cls: 0.0185, dn_loss_bbox: 0.2040, dn_loss_iou: 0.2982, d0.dn_loss_cls: 0.0515, d0.dn_loss_bbox: 0.3196, d0.dn_loss_iou: 0.4209, d1.dn_loss_cls: 0.0277, d1.dn_loss_bbox: 0.2327, d1.dn_loss_iou: 0.3313, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.2100, d2.dn_loss_iou: 0.3062, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.2057, d3.dn_loss_iou: 0.3008, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.2040, d4.dn_loss_iou: 0.2981, loss: 8.4783 2024-05-20 14:36:07,600 - mmdet - INFO - Epoch [15][1000/3665] lr: 2.000e-04, eta: 1 day, 8:33:25, time: 1.446, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2247, interm_loss_bbox: 0.1689, interm_loss_iou: 0.3793, loss_cls: 0.1819, loss_bbox: 0.1443, loss_iou: 0.3376, d0.loss_cls: 0.2338, d0.loss_bbox: 0.1496, d0.loss_iou: 0.3487, d1.loss_cls: 0.2028, d1.loss_bbox: 0.1469, d1.loss_iou: 0.3433, d2.loss_cls: 0.1905, d2.loss_bbox: 0.1450, d2.loss_iou: 0.3400, d3.loss_cls: 0.1848, d3.loss_bbox: 0.1449, d3.loss_iou: 0.3384, d4.loss_cls: 0.1829, d4.loss_bbox: 0.1446, d4.loss_iou: 0.3380, dn_loss_cls: 0.0174, dn_loss_bbox: 0.2041, dn_loss_iou: 0.2945, d0.dn_loss_cls: 0.0511, d0.dn_loss_bbox: 0.3260, d0.dn_loss_iou: 0.4204, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2355, d1.dn_loss_iou: 0.3283, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.2107, d2.dn_loss_iou: 0.3027, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.2063, d3.dn_loss_iou: 0.2974, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.2040, d4.dn_loss_iou: 0.2944, loss: 8.3483 2024-05-20 14:37:24,932 - mmdet - INFO - Epoch [15][1050/3665] lr: 2.000e-04, eta: 1 day, 8:32:17, time: 1.547, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2204, interm_loss_bbox: 0.1661, interm_loss_iou: 0.3886, loss_cls: 0.1793, loss_bbox: 0.1420, loss_iou: 0.3490, d0.loss_cls: 0.2363, d0.loss_bbox: 0.1449, d0.loss_iou: 0.3544, d1.loss_cls: 0.2035, d1.loss_bbox: 0.1446, d1.loss_iou: 0.3534, d2.loss_cls: 0.1887, d2.loss_bbox: 0.1426, d2.loss_iou: 0.3505, d3.loss_cls: 0.1826, d3.loss_bbox: 0.1431, d3.loss_iou: 0.3502, d4.loss_cls: 0.1801, d4.loss_bbox: 0.1426, d4.loss_iou: 0.3495, dn_loss_cls: 0.0178, dn_loss_bbox: 0.1988, dn_loss_iou: 0.2942, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.3166, d0.dn_loss_iou: 0.4184, d1.dn_loss_cls: 0.0272, d1.dn_loss_bbox: 0.2269, d1.dn_loss_iou: 0.3254, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2047, d2.dn_loss_iou: 0.3020, d3.dn_loss_cls: 0.0191, d3.dn_loss_bbox: 0.2006, d3.dn_loss_iou: 0.2969, d4.dn_loss_cls: 0.0181, d4.dn_loss_bbox: 0.1988, d4.dn_loss_iou: 0.2941, loss: 8.3446 2024-05-20 14:38:36,626 - mmdet - INFO - Epoch [15][1100/3665] lr: 2.000e-04, eta: 1 day, 8:31:01, time: 1.433, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2183, interm_loss_bbox: 0.1707, interm_loss_iou: 0.3879, loss_cls: 0.1759, loss_bbox: 0.1446, loss_iou: 0.3478, d0.loss_cls: 0.2327, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3549, d1.loss_cls: 0.1985, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3525, d2.loss_cls: 0.1862, d2.loss_bbox: 0.1450, d2.loss_iou: 0.3492, d3.loss_cls: 0.1794, d3.loss_bbox: 0.1446, d3.loss_iou: 0.3487, d4.loss_cls: 0.1771, d4.loss_bbox: 0.1446, d4.loss_iou: 0.3479, dn_loss_cls: 0.0191, dn_loss_bbox: 0.1979, dn_loss_iou: 0.2935, d0.dn_loss_cls: 0.0486, d0.dn_loss_bbox: 0.3086, d0.dn_loss_iou: 0.4117, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2249, d1.dn_loss_iou: 0.3249, d2.dn_loss_cls: 0.0217, d2.dn_loss_bbox: 0.2037, d2.dn_loss_iou: 0.3013, d3.dn_loss_cls: 0.0194, d3.dn_loss_bbox: 0.1994, d3.dn_loss_iou: 0.2960, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.1979, d4.dn_loss_iou: 0.2934, loss: 8.3117 2024-05-20 14:39:50,328 - mmdet - INFO - Epoch [15][1150/3665] lr: 2.000e-04, eta: 1 day, 8:29:47, time: 1.475, data_time: 0.020, memory: 41053, interm_loss_cls: 0.2119, interm_loss_bbox: 0.1650, interm_loss_iou: 0.3782, loss_cls: 0.1700, loss_bbox: 0.1423, loss_iou: 0.3405, d0.loss_cls: 0.2267, d0.loss_bbox: 0.1442, d0.loss_iou: 0.3451, d1.loss_cls: 0.1913, d1.loss_bbox: 0.1433, d1.loss_iou: 0.3439, d2.loss_cls: 0.1777, d2.loss_bbox: 0.1433, d2.loss_iou: 0.3427, d3.loss_cls: 0.1726, d3.loss_bbox: 0.1429, d3.loss_iou: 0.3415, d4.loss_cls: 0.1708, d4.loss_bbox: 0.1422, d4.loss_iou: 0.3408, dn_loss_cls: 0.0172, dn_loss_bbox: 0.1994, dn_loss_iou: 0.2899, d0.dn_loss_cls: 0.0495, d0.dn_loss_bbox: 0.3138, d0.dn_loss_iou: 0.4116, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2273, d1.dn_loss_iou: 0.3219, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.2048, d2.dn_loss_iou: 0.2974, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.2009, d3.dn_loss_iou: 0.2925, d4.dn_loss_cls: 0.0175, d4.dn_loss_bbox: 0.1994, d4.dn_loss_iou: 0.2898, loss: 8.1751 2024-05-20 14:41:05,724 - mmdet - INFO - Epoch [15][1200/3665] lr: 2.000e-04, eta: 1 day, 8:28:36, time: 1.508, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2194, interm_loss_bbox: 0.1652, interm_loss_iou: 0.3954, loss_cls: 0.1780, loss_bbox: 0.1411, loss_iou: 0.3599, d0.loss_cls: 0.2345, d0.loss_bbox: 0.1441, d0.loss_iou: 0.3630, d1.loss_cls: 0.2011, d1.loss_bbox: 0.1437, d1.loss_iou: 0.3632, d2.loss_cls: 0.1871, d2.loss_bbox: 0.1423, d2.loss_iou: 0.3617, d3.loss_cls: 0.1817, d3.loss_bbox: 0.1414, d3.loss_iou: 0.3604, d4.loss_cls: 0.1795, d4.loss_bbox: 0.1408, d4.loss_iou: 0.3600, dn_loss_cls: 0.0180, dn_loss_bbox: 0.1909, dn_loss_iou: 0.2962, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.3096, d0.dn_loss_iou: 0.4209, d1.dn_loss_cls: 0.0271, d1.dn_loss_bbox: 0.2203, d1.dn_loss_iou: 0.3286, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.1971, d2.dn_loss_iou: 0.3038, d3.dn_loss_cls: 0.0192, d3.dn_loss_bbox: 0.1926, d3.dn_loss_iou: 0.2987, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.1909, d4.dn_loss_iou: 0.2962, loss: 8.3645 2024-05-20 14:42:21,579 - mmdet - INFO - Epoch [15][1250/3665] lr: 2.000e-04, eta: 1 day, 8:27:26, time: 1.517, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2202, interm_loss_bbox: 0.1686, interm_loss_iou: 0.3863, loss_cls: 0.1806, loss_bbox: 0.1417, loss_iou: 0.3446, d0.loss_cls: 0.2357, d0.loss_bbox: 0.1484, d0.loss_iou: 0.3537, d1.loss_cls: 0.2036, d1.loss_bbox: 0.1456, d1.loss_iou: 0.3508, d2.loss_cls: 0.1912, d2.loss_bbox: 0.1429, d2.loss_iou: 0.3461, d3.loss_cls: 0.1843, d3.loss_bbox: 0.1423, d3.loss_iou: 0.3454, d4.loss_cls: 0.1818, d4.loss_bbox: 0.1416, d4.loss_iou: 0.3447, dn_loss_cls: 0.0173, dn_loss_bbox: 0.1994, dn_loss_iou: 0.2981, d0.dn_loss_cls: 0.0494, d0.dn_loss_bbox: 0.3168, d0.dn_loss_iou: 0.4235, d1.dn_loss_cls: 0.0262, d1.dn_loss_bbox: 0.2296, d1.dn_loss_iou: 0.3311, d2.dn_loss_cls: 0.0213, d2.dn_loss_bbox: 0.2060, d2.dn_loss_iou: 0.3062, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.2015, d3.dn_loss_iou: 0.3009, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1994, d4.dn_loss_iou: 0.2980, loss: 8.3613 2024-05-20 14:43:35,326 - mmdet - INFO - Epoch [15][1300/3665] lr: 2.000e-04, eta: 1 day, 8:26:13, time: 1.475, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2189, interm_loss_bbox: 0.1736, interm_loss_iou: 0.3928, loss_cls: 0.1789, loss_bbox: 0.1466, loss_iou: 0.3525, d0.loss_cls: 0.2329, d0.loss_bbox: 0.1505, d0.loss_iou: 0.3594, d1.loss_cls: 0.2006, d1.loss_bbox: 0.1499, d1.loss_iou: 0.3588, d2.loss_cls: 0.1877, d2.loss_bbox: 0.1480, d2.loss_iou: 0.3544, d3.loss_cls: 0.1828, d3.loss_bbox: 0.1472, d3.loss_iou: 0.3526, d4.loss_cls: 0.1799, d4.loss_bbox: 0.1467, d4.loss_iou: 0.3529, dn_loss_cls: 0.0185, dn_loss_bbox: 0.2069, dn_loss_iou: 0.3024, d0.dn_loss_cls: 0.0518, d0.dn_loss_bbox: 0.3208, d0.dn_loss_iou: 0.4215, d1.dn_loss_cls: 0.0282, d1.dn_loss_bbox: 0.2348, d1.dn_loss_iou: 0.3338, d2.dn_loss_cls: 0.0228, d2.dn_loss_bbox: 0.2124, d2.dn_loss_iou: 0.3100, d3.dn_loss_cls: 0.0200, d3.dn_loss_bbox: 0.2085, d3.dn_loss_iou: 0.3051, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.2069, d4.dn_loss_iou: 0.3024, loss: 8.4929 2024-05-20 14:44:48,280 - mmdet - INFO - Epoch [15][1350/3665] lr: 2.000e-04, eta: 1 day, 8:24:58, time: 1.459, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2175, interm_loss_bbox: 0.1640, interm_loss_iou: 0.3830, loss_cls: 0.1769, loss_bbox: 0.1416, loss_iou: 0.3464, d0.loss_cls: 0.2309, d0.loss_bbox: 0.1454, d0.loss_iou: 0.3520, d1.loss_cls: 0.1975, d1.loss_bbox: 0.1458, d1.loss_iou: 0.3520, d2.loss_cls: 0.1861, d2.loss_bbox: 0.1434, d2.loss_iou: 0.3479, d3.loss_cls: 0.1805, d3.loss_bbox: 0.1419, d3.loss_iou: 0.3459, d4.loss_cls: 0.1782, d4.loss_bbox: 0.1418, d4.loss_iou: 0.3462, dn_loss_cls: 0.0179, dn_loss_bbox: 0.2003, dn_loss_iou: 0.2911, d0.dn_loss_cls: 0.0503, d0.dn_loss_bbox: 0.3099, d0.dn_loss_iou: 0.4074, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2264, d1.dn_loss_iou: 0.3218, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.2058, d2.dn_loss_iou: 0.2985, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.2017, d3.dn_loss_iou: 0.2934, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.2003, d4.dn_loss_iou: 0.2910, loss: 8.2659 2024-05-20 14:46:00,430 - mmdet - INFO - Epoch [15][1400/3665] lr: 2.000e-04, eta: 1 day, 8:23:42, time: 1.443, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2177, interm_loss_bbox: 0.1782, interm_loss_iou: 0.3909, loss_cls: 0.1776, loss_bbox: 0.1501, loss_iou: 0.3468, d0.loss_cls: 0.2331, d0.loss_bbox: 0.1542, d0.loss_iou: 0.3545, d1.loss_cls: 0.1991, d1.loss_bbox: 0.1538, d1.loss_iou: 0.3532, d2.loss_cls: 0.1869, d2.loss_bbox: 0.1508, d2.loss_iou: 0.3482, d3.loss_cls: 0.1819, d3.loss_bbox: 0.1499, d3.loss_iou: 0.3465, d4.loss_cls: 0.1785, d4.loss_bbox: 0.1501, d4.loss_iou: 0.3474, dn_loss_cls: 0.0183, dn_loss_bbox: 0.2095, dn_loss_iou: 0.3008, d0.dn_loss_cls: 0.0521, d0.dn_loss_bbox: 0.3229, d0.dn_loss_iou: 0.4219, d1.dn_loss_cls: 0.0276, d1.dn_loss_bbox: 0.2381, d1.dn_loss_iou: 0.3332, d2.dn_loss_cls: 0.0224, d2.dn_loss_bbox: 0.2154, d2.dn_loss_iou: 0.3087, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.2115, d3.dn_loss_iou: 0.3037, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.2095, d4.dn_loss_iou: 0.3007, loss: 8.4842 2024-05-20 14:47:17,338 - mmdet - INFO - Epoch [15][1450/3665] lr: 2.000e-04, eta: 1 day, 8:22:34, time: 1.538, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2232, interm_loss_bbox: 0.1712, interm_loss_iou: 0.3916, loss_cls: 0.1829, loss_bbox: 0.1443, loss_iou: 0.3503, d0.loss_cls: 0.2407, d0.loss_bbox: 0.1473, d0.loss_iou: 0.3543, d1.loss_cls: 0.2070, d1.loss_bbox: 0.1464, d1.loss_iou: 0.3537, d2.loss_cls: 0.1908, d2.loss_bbox: 0.1466, d2.loss_iou: 0.3535, d3.loss_cls: 0.1860, d3.loss_bbox: 0.1449, d3.loss_iou: 0.3507, d4.loss_cls: 0.1835, d4.loss_bbox: 0.1447, d4.loss_iou: 0.3509, dn_loss_cls: 0.0181, dn_loss_bbox: 0.2022, dn_loss_iou: 0.2979, d0.dn_loss_cls: 0.0515, d0.dn_loss_bbox: 0.3182, d0.dn_loss_iou: 0.4219, d1.dn_loss_cls: 0.0277, d1.dn_loss_bbox: 0.2316, d1.dn_loss_iou: 0.3315, d2.dn_loss_cls: 0.0221, d2.dn_loss_bbox: 0.2087, d2.dn_loss_iou: 0.3063, d3.dn_loss_cls: 0.0193, d3.dn_loss_bbox: 0.2041, d3.dn_loss_iou: 0.3007, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.2021, d4.dn_loss_iou: 0.2978, loss: 8.4448 2024-05-20 14:48:31,141 - mmdet - INFO - Epoch [15][1500/3665] lr: 2.000e-04, eta: 1 day, 8:21:21, time: 1.476, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2196, interm_loss_bbox: 0.1685, interm_loss_iou: 0.3871, loss_cls: 0.1812, loss_bbox: 0.1428, loss_iou: 0.3461, d0.loss_cls: 0.2340, d0.loss_bbox: 0.1466, d0.loss_iou: 0.3524, d1.loss_cls: 0.2051, d1.loss_bbox: 0.1455, d1.loss_iou: 0.3500, d2.loss_cls: 0.1921, d2.loss_bbox: 0.1431, d2.loss_iou: 0.3465, d3.loss_cls: 0.1849, d3.loss_bbox: 0.1430, d3.loss_iou: 0.3459, d4.loss_cls: 0.1823, d4.loss_bbox: 0.1427, d4.loss_iou: 0.3458, dn_loss_cls: 0.0180, dn_loss_bbox: 0.2004, dn_loss_iou: 0.2986, d0.dn_loss_cls: 0.0518, d0.dn_loss_bbox: 0.3144, d0.dn_loss_iou: 0.4201, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2294, d1.dn_loss_iou: 0.3304, d2.dn_loss_cls: 0.0220, d2.dn_loss_bbox: 0.2065, d2.dn_loss_iou: 0.3062, d3.dn_loss_cls: 0.0192, d3.dn_loss_bbox: 0.2021, d3.dn_loss_iou: 0.3012, d4.dn_loss_cls: 0.0182, d4.dn_loss_bbox: 0.2003, d4.dn_loss_iou: 0.2985, loss: 8.3700 2024-05-20 14:49:42,461 - mmdet - INFO - Epoch [15][1550/3665] lr: 2.000e-04, eta: 1 day, 8:20:04, time: 1.426, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2244, interm_loss_bbox: 0.1655, interm_loss_iou: 0.3822, loss_cls: 0.1840, loss_bbox: 0.1418, loss_iou: 0.3428, d0.loss_cls: 0.2381, d0.loss_bbox: 0.1462, d0.loss_iou: 0.3520, d1.loss_cls: 0.2102, d1.loss_bbox: 0.1435, d1.loss_iou: 0.3475, d2.loss_cls: 0.1959, d2.loss_bbox: 0.1418, d2.loss_iou: 0.3432, d3.loss_cls: 0.1872, d3.loss_bbox: 0.1425, d3.loss_iou: 0.3437, d4.loss_cls: 0.1843, d4.loss_bbox: 0.1424, d4.loss_iou: 0.3432, dn_loss_cls: 0.0189, dn_loss_bbox: 0.2043, dn_loss_iou: 0.2992, d0.dn_loss_cls: 0.0523, d0.dn_loss_bbox: 0.3221, d0.dn_loss_iou: 0.4248, d1.dn_loss_cls: 0.0282, d1.dn_loss_bbox: 0.2336, d1.dn_loss_iou: 0.3319, d2.dn_loss_cls: 0.0229, d2.dn_loss_bbox: 0.2105, d2.dn_loss_iou: 0.3070, d3.dn_loss_cls: 0.0200, d3.dn_loss_bbox: 0.2058, d3.dn_loss_iou: 0.3018, d4.dn_loss_cls: 0.0191, d4.dn_loss_bbox: 0.2043, d4.dn_loss_iou: 0.2991, loss: 8.4081 2024-05-20 14:50:59,726 - mmdet - INFO - Epoch [15][1600/3665] lr: 2.000e-04, eta: 1 day, 8:18:55, time: 1.545, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2230, interm_loss_bbox: 0.1675, interm_loss_iou: 0.3882, loss_cls: 0.1809, loss_bbox: 0.1418, loss_iou: 0.3455, d0.loss_cls: 0.2373, d0.loss_bbox: 0.1466, d0.loss_iou: 0.3540, d1.loss_cls: 0.2071, d1.loss_bbox: 0.1443, d1.loss_iou: 0.3498, d2.loss_cls: 0.1920, d2.loss_bbox: 0.1424, d2.loss_iou: 0.3467, d3.loss_cls: 0.1851, d3.loss_bbox: 0.1414, d3.loss_iou: 0.3456, d4.loss_cls: 0.1818, d4.loss_bbox: 0.1418, d4.loss_iou: 0.3460, dn_loss_cls: 0.0177, dn_loss_bbox: 0.1973, dn_loss_iou: 0.2902, d0.dn_loss_cls: 0.0516, d0.dn_loss_bbox: 0.3184, d0.dn_loss_iou: 0.4146, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2267, d1.dn_loss_iou: 0.3216, d2.dn_loss_cls: 0.0217, d2.dn_loss_bbox: 0.2036, d2.dn_loss_iou: 0.2978, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.1993, d3.dn_loss_iou: 0.2928, d4.dn_loss_cls: 0.0181, d4.dn_loss_bbox: 0.1973, d4.dn_loss_iou: 0.2901, loss: 8.3141 2024-05-20 14:52:12,869 - mmdet - INFO - Epoch [15][1650/3665] lr: 2.000e-04, eta: 1 day, 8:17:41, time: 1.463, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2202, interm_loss_bbox: 0.1676, interm_loss_iou: 0.3740, loss_cls: 0.1798, loss_bbox: 0.1432, loss_iou: 0.3354, d0.loss_cls: 0.2333, d0.loss_bbox: 0.1505, d0.loss_iou: 0.3465, d1.loss_cls: 0.2007, d1.loss_bbox: 0.1466, d1.loss_iou: 0.3416, d2.loss_cls: 0.1884, d2.loss_bbox: 0.1443, d2.loss_iou: 0.3367, d3.loss_cls: 0.1827, d3.loss_bbox: 0.1432, d3.loss_iou: 0.3361, d4.loss_cls: 0.1798, d4.loss_bbox: 0.1441, d4.loss_iou: 0.3361, dn_loss_cls: 0.0188, dn_loss_bbox: 0.2052, dn_loss_iou: 0.2931, d0.dn_loss_cls: 0.0522, d0.dn_loss_bbox: 0.3242, d0.dn_loss_iou: 0.4169, d1.dn_loss_cls: 0.0282, d1.dn_loss_bbox: 0.2358, d1.dn_loss_iou: 0.3260, d2.dn_loss_cls: 0.0227, d2.dn_loss_bbox: 0.2117, d2.dn_loss_iou: 0.3010, d3.dn_loss_cls: 0.0200, d3.dn_loss_bbox: 0.2069, d3.dn_loss_iou: 0.2959, d4.dn_loss_cls: 0.0191, d4.dn_loss_bbox: 0.2052, d4.dn_loss_iou: 0.2930, loss: 8.3068 2024-05-20 14:53:28,332 - mmdet - INFO - Epoch [15][1700/3665] lr: 2.000e-04, eta: 1 day, 8:16:30, time: 1.509, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2219, interm_loss_bbox: 0.1723, interm_loss_iou: 0.3938, loss_cls: 0.1796, loss_bbox: 0.1475, loss_iou: 0.3537, d0.loss_cls: 0.2351, d0.loss_bbox: 0.1531, d0.loss_iou: 0.3593, d1.loss_cls: 0.2018, d1.loss_bbox: 0.1528, d1.loss_iou: 0.3589, d2.loss_cls: 0.1900, d2.loss_bbox: 0.1485, d2.loss_iou: 0.3545, d3.loss_cls: 0.1830, d3.loss_bbox: 0.1481, d3.loss_iou: 0.3534, d4.loss_cls: 0.1805, d4.loss_bbox: 0.1474, d4.loss_iou: 0.3534, dn_loss_cls: 0.0176, dn_loss_bbox: 0.2078, dn_loss_iou: 0.2993, d0.dn_loss_cls: 0.0507, d0.dn_loss_bbox: 0.3262, d0.dn_loss_iou: 0.4244, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2346, d1.dn_loss_iou: 0.3311, d2.dn_loss_cls: 0.0212, d2.dn_loss_bbox: 0.2133, d2.dn_loss_iou: 0.3069, d3.dn_loss_cls: 0.0186, d3.dn_loss_bbox: 0.2093, d3.dn_loss_iou: 0.3019, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.2077, d4.dn_loss_iou: 0.2992, loss: 8.5028 2024-05-20 14:54:43,122 - mmdet - INFO - Epoch [15][1750/3665] lr: 2.000e-04, eta: 1 day, 8:15:18, time: 1.496, data_time: 0.020, memory: 41053, interm_loss_cls: 0.2173, interm_loss_bbox: 0.1693, interm_loss_iou: 0.3892, loss_cls: 0.1764, loss_bbox: 0.1417, loss_iou: 0.3453, d0.loss_cls: 0.2405, d0.loss_bbox: 0.1486, d0.loss_iou: 0.3547, d1.loss_cls: 0.2068, d1.loss_bbox: 0.1447, d1.loss_iou: 0.3507, d2.loss_cls: 0.1881, d2.loss_bbox: 0.1427, d2.loss_iou: 0.3474, d3.loss_cls: 0.1790, d3.loss_bbox: 0.1434, d3.loss_iou: 0.3476, d4.loss_cls: 0.1765, d4.loss_bbox: 0.1428, d4.loss_iou: 0.3464, dn_loss_cls: 0.0185, dn_loss_bbox: 0.1983, dn_loss_iou: 0.2949, d0.dn_loss_cls: 0.0527, d0.dn_loss_bbox: 0.3154, d0.dn_loss_iou: 0.4194, d1.dn_loss_cls: 0.0283, d1.dn_loss_bbox: 0.2288, d1.dn_loss_iou: 0.3282, d2.dn_loss_cls: 0.0228, d2.dn_loss_bbox: 0.2047, d2.dn_loss_iou: 0.3029, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.2002, d3.dn_loss_iou: 0.2977, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.1984, d4.dn_loss_iou: 0.2949, loss: 8.3438 2024-05-20 14:55:58,425 - mmdet - INFO - Epoch [15][1800/3665] lr: 2.000e-04, eta: 1 day, 8:14:07, time: 1.506, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2274, interm_loss_bbox: 0.1692, interm_loss_iou: 0.3927, loss_cls: 0.1883, loss_bbox: 0.1432, loss_iou: 0.3534, d0.loss_cls: 0.2435, d0.loss_bbox: 0.1519, d0.loss_iou: 0.3651, d1.loss_cls: 0.2101, d1.loss_bbox: 0.1480, d1.loss_iou: 0.3598, d2.loss_cls: 0.1990, d2.loss_bbox: 0.1433, d2.loss_iou: 0.3543, d3.loss_cls: 0.1916, d3.loss_bbox: 0.1438, d3.loss_iou: 0.3537, d4.loss_cls: 0.1895, d4.loss_bbox: 0.1430, d4.loss_iou: 0.3529, dn_loss_cls: 0.0184, dn_loss_bbox: 0.2029, dn_loss_iou: 0.3032, d0.dn_loss_cls: 0.0528, d0.dn_loss_bbox: 0.3194, d0.dn_loss_iou: 0.4277, d1.dn_loss_cls: 0.0282, d1.dn_loss_bbox: 0.2313, d1.dn_loss_iou: 0.3367, d2.dn_loss_cls: 0.0225, d2.dn_loss_bbox: 0.2085, d2.dn_loss_iou: 0.3108, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.2045, d3.dn_loss_iou: 0.3059, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.2028, d4.dn_loss_iou: 0.3031, loss: 8.5411 2024-05-20 14:57:10,724 - mmdet - INFO - Epoch [15][1850/3665] lr: 2.000e-04, eta: 1 day, 8:12:52, time: 1.446, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2249, interm_loss_bbox: 0.1722, interm_loss_iou: 0.3968, loss_cls: 0.1856, loss_bbox: 0.1469, loss_iou: 0.3551, d0.loss_cls: 0.2415, d0.loss_bbox: 0.1524, d0.loss_iou: 0.3657, d1.loss_cls: 0.2066, d1.loss_bbox: 0.1510, d1.loss_iou: 0.3622, d2.loss_cls: 0.1958, d2.loss_bbox: 0.1471, d2.loss_iou: 0.3562, d3.loss_cls: 0.1884, d3.loss_bbox: 0.1466, d3.loss_iou: 0.3553, d4.loss_cls: 0.1867, d4.loss_bbox: 0.1466, d4.loss_iou: 0.3546, dn_loss_cls: 0.0185, dn_loss_bbox: 0.2079, dn_loss_iou: 0.3082, d0.dn_loss_cls: 0.0513, d0.dn_loss_bbox: 0.3212, d0.dn_loss_iou: 0.4304, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2362, d1.dn_loss_iou: 0.3409, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.2139, d2.dn_loss_iou: 0.3162, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.2095, d3.dn_loss_iou: 0.3108, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.2079, d4.dn_loss_iou: 0.3081, loss: 8.6073 2024-05-20 14:58:26,509 - mmdet - INFO - Epoch [15][1900/3665] lr: 2.000e-04, eta: 1 day, 8:11:41, time: 1.516, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2238, interm_loss_bbox: 0.1649, interm_loss_iou: 0.3901, loss_cls: 0.1821, loss_bbox: 0.1416, loss_iou: 0.3542, d0.loss_cls: 0.2358, d0.loss_bbox: 0.1474, d0.loss_iou: 0.3631, d1.loss_cls: 0.2045, d1.loss_bbox: 0.1460, d1.loss_iou: 0.3586, d2.loss_cls: 0.1921, d2.loss_bbox: 0.1422, d2.loss_iou: 0.3554, d3.loss_cls: 0.1852, d3.loss_bbox: 0.1423, d3.loss_iou: 0.3546, d4.loss_cls: 0.1825, d4.loss_bbox: 0.1422, d4.loss_iou: 0.3547, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1937, dn_loss_iou: 0.3034, d0.dn_loss_cls: 0.0504, d0.dn_loss_bbox: 0.3060, d0.dn_loss_iou: 0.4273, d1.dn_loss_cls: 0.0262, d1.dn_loss_bbox: 0.2219, d1.dn_loss_iou: 0.3365, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.1990, d2.dn_loss_iou: 0.3111, d3.dn_loss_cls: 0.0182, d3.dn_loss_bbox: 0.1952, d3.dn_loss_iou: 0.3058, d4.dn_loss_cls: 0.0173, d4.dn_loss_bbox: 0.1936, d4.dn_loss_iou: 0.3033, loss: 8.4099 2024-05-20 14:59:37,834 - mmdet - INFO - Epoch [15][1950/3665] lr: 2.000e-04, eta: 1 day, 8:10:24, time: 1.426, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2215, interm_loss_bbox: 0.1667, interm_loss_iou: 0.3852, loss_cls: 0.1795, loss_bbox: 0.1438, loss_iou: 0.3477, d0.loss_cls: 0.2341, d0.loss_bbox: 0.1494, d0.loss_iou: 0.3571, d1.loss_cls: 0.2016, d1.loss_bbox: 0.1476, d1.loss_iou: 0.3557, d2.loss_cls: 0.1892, d2.loss_bbox: 0.1446, d2.loss_iou: 0.3497, d3.loss_cls: 0.1823, d3.loss_bbox: 0.1441, d3.loss_iou: 0.3493, d4.loss_cls: 0.1807, d4.loss_bbox: 0.1438, d4.loss_iou: 0.3480, dn_loss_cls: 0.0173, dn_loss_bbox: 0.2020, dn_loss_iou: 0.2920, d0.dn_loss_cls: 0.0503, d0.dn_loss_bbox: 0.3129, d0.dn_loss_iou: 0.4074, d1.dn_loss_cls: 0.0264, d1.dn_loss_bbox: 0.2275, d1.dn_loss_iou: 0.3213, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.2068, d2.dn_loss_iou: 0.2988, d3.dn_loss_cls: 0.0186, d3.dn_loss_bbox: 0.2033, d3.dn_loss_iou: 0.2945, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.2019, d4.dn_loss_iou: 0.2919, loss: 8.3331 2024-05-20 15:00:55,893 - mmdet - INFO - Epoch [15][2000/3665] lr: 2.000e-04, eta: 1 day, 8:09:17, time: 1.561, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2259, interm_loss_bbox: 0.1668, interm_loss_iou: 0.3879, loss_cls: 0.1799, loss_bbox: 0.1435, loss_iou: 0.3488, d0.loss_cls: 0.2384, d0.loss_bbox: 0.1493, d0.loss_iou: 0.3579, d1.loss_cls: 0.2079, d1.loss_bbox: 0.1470, d1.loss_iou: 0.3533, d2.loss_cls: 0.1913, d2.loss_bbox: 0.1438, d2.loss_iou: 0.3492, d3.loss_cls: 0.1841, d3.loss_bbox: 0.1434, d3.loss_iou: 0.3485, d4.loss_cls: 0.1812, d4.loss_bbox: 0.1439, d4.loss_iou: 0.3484, dn_loss_cls: 0.0178, dn_loss_bbox: 0.1928, dn_loss_iou: 0.2961, d0.dn_loss_cls: 0.0503, d0.dn_loss_bbox: 0.3039, d0.dn_loss_iou: 0.4169, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2214, d1.dn_loss_iou: 0.3285, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.1991, d2.dn_loss_iou: 0.3044, d3.dn_loss_cls: 0.0189, d3.dn_loss_bbox: 0.1947, d3.dn_loss_iou: 0.2992, d4.dn_loss_cls: 0.0182, d4.dn_loss_bbox: 0.1928, d4.dn_loss_iou: 0.2960, loss: 8.3398 2024-05-20 15:02:06,995 - mmdet - INFO - Epoch [15][2050/3665] lr: 2.000e-04, eta: 1 day, 8:08:00, time: 1.422, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2179, interm_loss_bbox: 0.1674, interm_loss_iou: 0.3824, loss_cls: 0.1750, loss_bbox: 0.1430, loss_iou: 0.3446, d0.loss_cls: 0.2308, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3538, d1.loss_cls: 0.1990, d1.loss_bbox: 0.1464, d1.loss_iou: 0.3498, d2.loss_cls: 0.1839, d2.loss_bbox: 0.1446, d2.loss_iou: 0.3461, d3.loss_cls: 0.1781, d3.loss_bbox: 0.1434, d3.loss_iou: 0.3445, d4.loss_cls: 0.1755, d4.loss_bbox: 0.1436, d4.loss_iou: 0.3451, dn_loss_cls: 0.0170, dn_loss_bbox: 0.2031, dn_loss_iou: 0.2949, d0.dn_loss_cls: 0.0490, d0.dn_loss_bbox: 0.3160, d0.dn_loss_iou: 0.4167, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2309, d1.dn_loss_iou: 0.3262, d2.dn_loss_cls: 0.0211, d2.dn_loss_bbox: 0.2087, d2.dn_loss_iou: 0.3021, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.2046, d3.dn_loss_iou: 0.2973, d4.dn_loss_cls: 0.0174, d4.dn_loss_bbox: 0.2032, d4.dn_loss_iou: 0.2948, loss: 8.3118 2024-05-20 15:03:20,486 - mmdet - INFO - Epoch [15][2100/3665] lr: 2.000e-04, eta: 1 day, 8:06:46, time: 1.470, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2197, interm_loss_bbox: 0.1683, interm_loss_iou: 0.3756, loss_cls: 0.1789, loss_bbox: 0.1445, loss_iou: 0.3378, d0.loss_cls: 0.2327, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3457, d1.loss_cls: 0.2011, d1.loss_bbox: 0.1480, d1.loss_iou: 0.3435, d2.loss_cls: 0.1880, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3393, d3.loss_cls: 0.1829, d3.loss_bbox: 0.1439, d3.loss_iou: 0.3381, d4.loss_cls: 0.1801, d4.loss_bbox: 0.1444, d4.loss_iou: 0.3379, dn_loss_cls: 0.0183, dn_loss_bbox: 0.2038, dn_loss_iou: 0.2983, d0.dn_loss_cls: 0.0518, d0.dn_loss_bbox: 0.3161, d0.dn_loss_iou: 0.4163, d1.dn_loss_cls: 0.0278, d1.dn_loss_bbox: 0.2320, d1.dn_loss_iou: 0.3303, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.2099, d2.dn_loss_iou: 0.3061, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.2054, d3.dn_loss_iou: 0.3008, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.2037, d4.dn_loss_iou: 0.2982, loss: 8.3256 2024-05-20 15:04:38,576 - mmdet - INFO - Epoch [15][2150/3665] lr: 2.000e-04, eta: 1 day, 8:05:39, time: 1.562, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2168, interm_loss_bbox: 0.1725, interm_loss_iou: 0.3860, loss_cls: 0.1742, loss_bbox: 0.1451, loss_iou: 0.3456, d0.loss_cls: 0.2294, d0.loss_bbox: 0.1510, d0.loss_iou: 0.3545, d1.loss_cls: 0.1964, d1.loss_bbox: 0.1490, d1.loss_iou: 0.3515, d2.loss_cls: 0.1829, d2.loss_bbox: 0.1468, d2.loss_iou: 0.3489, d3.loss_cls: 0.1780, d3.loss_bbox: 0.1452, d3.loss_iou: 0.3455, d4.loss_cls: 0.1751, d4.loss_bbox: 0.1453, d4.loss_iou: 0.3459, dn_loss_cls: 0.0187, dn_loss_bbox: 0.1971, dn_loss_iou: 0.2977, d0.dn_loss_cls: 0.0520, d0.dn_loss_bbox: 0.3118, d0.dn_loss_iou: 0.4205, d1.dn_loss_cls: 0.0282, d1.dn_loss_bbox: 0.2243, d1.dn_loss_iou: 0.3291, d2.dn_loss_cls: 0.0228, d2.dn_loss_bbox: 0.2024, d2.dn_loss_iou: 0.3045, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.1985, d3.dn_loss_iou: 0.3000, d4.dn_loss_cls: 0.0191, d4.dn_loss_bbox: 0.1970, d4.dn_loss_iou: 0.2975, loss: 8.3268 2024-05-20 15:05:52,919 - mmdet - INFO - Epoch [15][2200/3665] lr: 2.000e-04, eta: 1 day, 8:04:27, time: 1.487, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2185, interm_loss_bbox: 0.1664, interm_loss_iou: 0.3883, loss_cls: 0.1770, loss_bbox: 0.1425, loss_iou: 0.3486, d0.loss_cls: 0.2306, d0.loss_bbox: 0.1478, d0.loss_iou: 0.3566, d1.loss_cls: 0.1970, d1.loss_bbox: 0.1463, d1.loss_iou: 0.3535, d2.loss_cls: 0.1864, d2.loss_bbox: 0.1431, d2.loss_iou: 0.3493, d3.loss_cls: 0.1789, d3.loss_bbox: 0.1439, d3.loss_iou: 0.3499, d4.loss_cls: 0.1769, d4.loss_bbox: 0.1433, d4.loss_iou: 0.3495, dn_loss_cls: 0.0176, dn_loss_bbox: 0.1967, dn_loss_iou: 0.2961, d0.dn_loss_cls: 0.0507, d0.dn_loss_bbox: 0.3114, d0.dn_loss_iou: 0.4176, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2249, d1.dn_loss_iou: 0.3286, d2.dn_loss_cls: 0.0213, d2.dn_loss_bbox: 0.2021, d2.dn_loss_iou: 0.3037, d3.dn_loss_cls: 0.0186, d3.dn_loss_bbox: 0.1983, d3.dn_loss_iou: 0.2988, d4.dn_loss_cls: 0.0179, d4.dn_loss_bbox: 0.1966, d4.dn_loss_iou: 0.2960, loss: 8.3176 2024-05-20 15:07:06,606 - mmdet - INFO - Epoch [15][2250/3665] lr: 2.000e-04, eta: 1 day, 8:03:13, time: 1.474, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2195, interm_loss_bbox: 0.1691, interm_loss_iou: 0.3834, loss_cls: 0.1779, loss_bbox: 0.1456, loss_iou: 0.3451, d0.loss_cls: 0.2321, d0.loss_bbox: 0.1499, d0.loss_iou: 0.3525, d1.loss_cls: 0.2007, d1.loss_bbox: 0.1474, d1.loss_iou: 0.3491, d2.loss_cls: 0.1868, d2.loss_bbox: 0.1462, d2.loss_iou: 0.3466, d3.loss_cls: 0.1805, d3.loss_bbox: 0.1459, d3.loss_iou: 0.3455, d4.loss_cls: 0.1784, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3453, dn_loss_cls: 0.0184, dn_loss_bbox: 0.2012, dn_loss_iou: 0.2997, d0.dn_loss_cls: 0.0515, d0.dn_loss_bbox: 0.3151, d0.dn_loss_iou: 0.4242, d1.dn_loss_cls: 0.0278, d1.dn_loss_bbox: 0.2304, d1.dn_loss_iou: 0.3334, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.2076, d2.dn_loss_iou: 0.3076, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.2029, d3.dn_loss_iou: 0.3026, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.2012, d4.dn_loss_iou: 0.2996, loss: 8.3773 2024-05-20 15:08:21,980 - mmdet - INFO - Epoch [15][2300/3665] lr: 2.000e-04, eta: 1 day, 8:02:02, time: 1.508, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2172, interm_loss_bbox: 0.1668, interm_loss_iou: 0.3821, loss_cls: 0.1769, loss_bbox: 0.1415, loss_iou: 0.3424, d0.loss_cls: 0.2300, d0.loss_bbox: 0.1478, d0.loss_iou: 0.3508, d1.loss_cls: 0.1983, d1.loss_bbox: 0.1464, d1.loss_iou: 0.3486, d2.loss_cls: 0.1864, d2.loss_bbox: 0.1431, d2.loss_iou: 0.3446, d3.loss_cls: 0.1803, d3.loss_bbox: 0.1419, d3.loss_iou: 0.3431, d4.loss_cls: 0.1776, d4.loss_bbox: 0.1417, d4.loss_iou: 0.3426, dn_loss_cls: 0.0180, dn_loss_bbox: 0.1944, dn_loss_iou: 0.2963, d0.dn_loss_cls: 0.0510, d0.dn_loss_bbox: 0.3111, d0.dn_loss_iou: 0.4218, d1.dn_loss_cls: 0.0270, d1.dn_loss_bbox: 0.2230, d1.dn_loss_iou: 0.3296, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2009, d2.dn_loss_iou: 0.3047, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.1960, d3.dn_loss_iou: 0.2990, d4.dn_loss_cls: 0.0181, d4.dn_loss_bbox: 0.1944, d4.dn_loss_iou: 0.2962, loss: 8.2723 2024-05-20 15:09:39,472 - mmdet - INFO - Epoch [15][2350/3665] lr: 2.000e-04, eta: 1 day, 8:00:54, time: 1.549, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2230, interm_loss_bbox: 0.1649, interm_loss_iou: 0.3829, loss_cls: 0.1836, loss_bbox: 0.1414, loss_iou: 0.3437, d0.loss_cls: 0.2352, d0.loss_bbox: 0.1470, d0.loss_iou: 0.3526, d1.loss_cls: 0.2033, d1.loss_bbox: 0.1453, d1.loss_iou: 0.3507, d2.loss_cls: 0.1917, d2.loss_bbox: 0.1436, d2.loss_iou: 0.3460, d3.loss_cls: 0.1861, d3.loss_bbox: 0.1423, d3.loss_iou: 0.3451, d4.loss_cls: 0.1843, d4.loss_bbox: 0.1417, d4.loss_iou: 0.3442, dn_loss_cls: 0.0182, dn_loss_bbox: 0.1963, dn_loss_iou: 0.2929, d0.dn_loss_cls: 0.0507, d0.dn_loss_bbox: 0.3103, d0.dn_loss_iou: 0.4127, d1.dn_loss_cls: 0.0270, d1.dn_loss_bbox: 0.2250, d1.dn_loss_iou: 0.3245, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.2030, d2.dn_loss_iou: 0.3005, d3.dn_loss_cls: 0.0191, d3.dn_loss_bbox: 0.1983, d3.dn_loss_iou: 0.2956, d4.dn_loss_cls: 0.0184, d4.dn_loss_bbox: 0.1963, d4.dn_loss_iou: 0.2928, loss: 8.3019 2024-05-20 15:10:51,172 - mmdet - INFO - Epoch [15][2400/3665] lr: 2.000e-04, eta: 1 day, 7:59:38, time: 1.434, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2180, interm_loss_bbox: 0.1629, interm_loss_iou: 0.3963, loss_cls: 0.1786, loss_bbox: 0.1398, loss_iou: 0.3577, d0.loss_cls: 0.2295, d0.loss_bbox: 0.1442, d0.loss_iou: 0.3647, d1.loss_cls: 0.1959, d1.loss_bbox: 0.1443, d1.loss_iou: 0.3642, d2.loss_cls: 0.1843, d2.loss_bbox: 0.1417, d2.loss_iou: 0.3603, d3.loss_cls: 0.1803, d3.loss_bbox: 0.1409, d3.loss_iou: 0.3586, d4.loss_cls: 0.1796, d4.loss_bbox: 0.1393, d4.loss_iou: 0.3574, dn_loss_cls: 0.0177, dn_loss_bbox: 0.1935, dn_loss_iou: 0.2991, d0.dn_loss_cls: 0.0498, d0.dn_loss_bbox: 0.3069, d0.dn_loss_iou: 0.4195, d1.dn_loss_cls: 0.0262, d1.dn_loss_bbox: 0.2213, d1.dn_loss_iou: 0.3309, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.1992, d2.dn_loss_iou: 0.3065, d3.dn_loss_cls: 0.0188, d3.dn_loss_bbox: 0.1951, d3.dn_loss_iou: 0.3015, d4.dn_loss_cls: 0.0181, d4.dn_loss_bbox: 0.1934, d4.dn_loss_iou: 0.2990, loss: 8.3559 2024-05-20 15:12:07,120 - mmdet - INFO - Epoch [15][2450/3665] lr: 2.000e-04, eta: 1 day, 7:58:28, time: 1.519, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2245, interm_loss_bbox: 0.1706, interm_loss_iou: 0.3909, loss_cls: 0.1828, loss_bbox: 0.1475, loss_iou: 0.3531, d0.loss_cls: 0.2337, d0.loss_bbox: 0.1522, d0.loss_iou: 0.3614, d1.loss_cls: 0.2006, d1.loss_bbox: 0.1513, d1.loss_iou: 0.3593, d2.loss_cls: 0.1905, d2.loss_bbox: 0.1486, d2.loss_iou: 0.3553, d3.loss_cls: 0.1857, d3.loss_bbox: 0.1474, d3.loss_iou: 0.3535, d4.loss_cls: 0.1833, d4.loss_bbox: 0.1478, d4.loss_iou: 0.3532, dn_loss_cls: 0.0185, dn_loss_bbox: 0.2003, dn_loss_iou: 0.2964, d0.dn_loss_cls: 0.0519, d0.dn_loss_bbox: 0.3151, d0.dn_loss_iou: 0.4177, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2297, d1.dn_loss_iou: 0.3290, d2.dn_loss_cls: 0.0227, d2.dn_loss_bbox: 0.2063, d2.dn_loss_iou: 0.3042, d3.dn_loss_cls: 0.0200, d3.dn_loss_bbox: 0.2018, d3.dn_loss_iou: 0.2990, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.2003, d4.dn_loss_iou: 0.2964, loss: 8.4496 2024-05-20 15:13:19,253 - mmdet - INFO - Epoch [15][2500/3665] lr: 2.000e-04, eta: 1 day, 7:57:12, time: 1.443, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2174, interm_loss_bbox: 0.1693, interm_loss_iou: 0.3777, loss_cls: 0.1776, loss_bbox: 0.1433, loss_iou: 0.3388, d0.loss_cls: 0.2351, d0.loss_bbox: 0.1491, d0.loss_iou: 0.3482, d1.loss_cls: 0.1993, d1.loss_bbox: 0.1467, d1.loss_iou: 0.3448, d2.loss_cls: 0.1879, d2.loss_bbox: 0.1429, d2.loss_iou: 0.3407, d3.loss_cls: 0.1810, d3.loss_bbox: 0.1434, d3.loss_iou: 0.3391, d4.loss_cls: 0.1780, d4.loss_bbox: 0.1439, d4.loss_iou: 0.3396, dn_loss_cls: 0.0189, dn_loss_bbox: 0.2082, dn_loss_iou: 0.2953, d0.dn_loss_cls: 0.0521, d0.dn_loss_bbox: 0.3250, d0.dn_loss_iou: 0.4173, d1.dn_loss_cls: 0.0283, d1.dn_loss_bbox: 0.2367, d1.dn_loss_iou: 0.3273, d2.dn_loss_cls: 0.0230, d2.dn_loss_bbox: 0.2137, d2.dn_loss_iou: 0.3032, d3.dn_loss_cls: 0.0201, d3.dn_loss_bbox: 0.2099, d3.dn_loss_iou: 0.2981, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.2082, d4.dn_loss_iou: 0.2953, loss: 8.3434 2024-05-20 15:14:36,401 - mmdet - INFO - Epoch [15][2550/3665] lr: 2.000e-04, eta: 1 day, 7:56:03, time: 1.543, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2305, interm_loss_bbox: 0.1685, interm_loss_iou: 0.3889, loss_cls: 0.1867, loss_bbox: 0.1430, loss_iou: 0.3485, d0.loss_cls: 0.2590, d0.loss_bbox: 0.1480, d0.loss_iou: 0.3568, d1.loss_cls: 0.2132, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3554, d2.loss_cls: 0.1969, d2.loss_bbox: 0.1440, d2.loss_iou: 0.3499, d3.loss_cls: 0.1905, d3.loss_bbox: 0.1431, d3.loss_iou: 0.3483, d4.loss_cls: 0.1879, d4.loss_bbox: 0.1433, d4.loss_iou: 0.3489, dn_loss_cls: 0.0185, dn_loss_bbox: 0.2038, dn_loss_iou: 0.3005, d0.dn_loss_cls: 0.0527, d0.dn_loss_bbox: 0.3277, d0.dn_loss_iou: 0.4281, d1.dn_loss_cls: 0.0280, d1.dn_loss_bbox: 0.2350, d1.dn_loss_iou: 0.3346, d2.dn_loss_cls: 0.0225, d2.dn_loss_bbox: 0.2103, d2.dn_loss_iou: 0.3087, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.2058, d3.dn_loss_iou: 0.3035, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.2038, d4.dn_loss_iou: 0.3004, loss: 8.5214 2024-05-20 15:15:48,689 - mmdet - INFO - Epoch [15][2600/3665] lr: 2.000e-04, eta: 1 day, 7:54:48, time: 1.446, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2224, interm_loss_bbox: 0.1681, interm_loss_iou: 0.3912, loss_cls: 0.1810, loss_bbox: 0.1420, loss_iou: 0.3490, d0.loss_cls: 0.2392, d0.loss_bbox: 0.1488, d0.loss_iou: 0.3592, d1.loss_cls: 0.2037, d1.loss_bbox: 0.1467, d1.loss_iou: 0.3535, d2.loss_cls: 0.1899, d2.loss_bbox: 0.1444, d2.loss_iou: 0.3513, d3.loss_cls: 0.1832, d3.loss_bbox: 0.1437, d3.loss_iou: 0.3504, d4.loss_cls: 0.1812, d4.loss_bbox: 0.1429, d4.loss_iou: 0.3494, dn_loss_cls: 0.0185, dn_loss_bbox: 0.1971, dn_loss_iou: 0.2996, d0.dn_loss_cls: 0.0525, d0.dn_loss_bbox: 0.3153, d0.dn_loss_iou: 0.4253, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2266, d1.dn_loss_iou: 0.3333, d2.dn_loss_cls: 0.0226, d2.dn_loss_bbox: 0.2033, d2.dn_loss_iou: 0.3076, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.1987, d3.dn_loss_iou: 0.3019, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.1971, d4.dn_loss_iou: 0.2994, loss: 8.4065 2024-05-20 15:17:02,358 - mmdet - INFO - Epoch [15][2650/3665] lr: 2.000e-04, eta: 1 day, 7:53:34, time: 1.473, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2154, interm_loss_bbox: 0.1655, interm_loss_iou: 0.3801, loss_cls: 0.1746, loss_bbox: 0.1416, loss_iou: 0.3429, d0.loss_cls: 0.2308, d0.loss_bbox: 0.1449, d0.loss_iou: 0.3493, d1.loss_cls: 0.1955, d1.loss_bbox: 0.1453, d1.loss_iou: 0.3476, d2.loss_cls: 0.1851, d2.loss_bbox: 0.1415, d2.loss_iou: 0.3425, d3.loss_cls: 0.1785, d3.loss_bbox: 0.1416, d3.loss_iou: 0.3429, d4.loss_cls: 0.1756, d4.loss_bbox: 0.1419, d4.loss_iou: 0.3428, dn_loss_cls: 0.0171, dn_loss_bbox: 0.1980, dn_loss_iou: 0.2972, d0.dn_loss_cls: 0.0507, d0.dn_loss_bbox: 0.3129, d0.dn_loss_iou: 0.4215, d1.dn_loss_cls: 0.0266, d1.dn_loss_bbox: 0.2281, d1.dn_loss_iou: 0.3303, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.2041, d2.dn_loss_iou: 0.3048, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.1994, d3.dn_loss_iou: 0.2996, d4.dn_loss_cls: 0.0174, d4.dn_loss_bbox: 0.1979, d4.dn_loss_iou: 0.2971, loss: 8.2681 2024-05-20 15:18:20,124 - mmdet - INFO - Epoch [15][2700/3665] lr: 2.000e-04, eta: 1 day, 7:52:27, time: 1.555, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2198, interm_loss_bbox: 0.1658, interm_loss_iou: 0.3968, loss_cls: 0.1828, loss_bbox: 0.1398, loss_iou: 0.3576, d0.loss_cls: 0.2347, d0.loss_bbox: 0.1461, d0.loss_iou: 0.3653, d1.loss_cls: 0.2015, d1.loss_bbox: 0.1455, d1.loss_iou: 0.3644, d2.loss_cls: 0.1920, d2.loss_bbox: 0.1415, d2.loss_iou: 0.3599, d3.loss_cls: 0.1858, d3.loss_bbox: 0.1404, d3.loss_iou: 0.3588, d4.loss_cls: 0.1837, d4.loss_bbox: 0.1396, d4.loss_iou: 0.3576, dn_loss_cls: 0.0180, dn_loss_bbox: 0.2000, dn_loss_iou: 0.3001, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.3202, d0.dn_loss_iou: 0.4246, d1.dn_loss_cls: 0.0271, d1.dn_loss_bbox: 0.2301, d1.dn_loss_iou: 0.3333, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2064, d2.dn_loss_iou: 0.3080, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.2017, d3.dn_loss_iou: 0.3026, d4.dn_loss_cls: 0.0182, d4.dn_loss_bbox: 0.2000, d4.dn_loss_iou: 0.3000, loss: 8.4614 2024-05-20 15:19:33,594 - mmdet - INFO - Epoch [15][2750/3665] lr: 2.000e-04, eta: 1 day, 7:51:13, time: 1.469, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2089, interm_loss_bbox: 0.1660, interm_loss_iou: 0.3771, loss_cls: 0.1675, loss_bbox: 0.1396, loss_iou: 0.3334, d0.loss_cls: 0.2268, d0.loss_bbox: 0.1454, d0.loss_iou: 0.3442, d1.loss_cls: 0.1886, d1.loss_bbox: 0.1442, d1.loss_iou: 0.3410, d2.loss_cls: 0.1764, d2.loss_bbox: 0.1407, d2.loss_iou: 0.3359, d3.loss_cls: 0.1716, d3.loss_bbox: 0.1390, d3.loss_iou: 0.3338, d4.loss_cls: 0.1689, d4.loss_bbox: 0.1395, d4.loss_iou: 0.3335, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1965, dn_loss_iou: 0.2812, d0.dn_loss_cls: 0.0494, d0.dn_loss_bbox: 0.3176, d0.dn_loss_iou: 0.4085, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2256, d1.dn_loss_iou: 0.3149, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.2023, d2.dn_loss_iou: 0.2893, d3.dn_loss_cls: 0.0174, d3.dn_loss_bbox: 0.1982, d3.dn_loss_iou: 0.2842, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1965, d4.dn_loss_iou: 0.2811, loss: 8.0626 2024-05-20 15:20:47,070 - mmdet - INFO - Epoch [15][2800/3665] lr: 2.000e-04, eta: 1 day, 7:49:59, time: 1.469, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2209, interm_loss_bbox: 0.1657, interm_loss_iou: 0.3867, loss_cls: 0.1796, loss_bbox: 0.1419, loss_iou: 0.3494, d0.loss_cls: 0.2350, d0.loss_bbox: 0.1473, d0.loss_iou: 0.3583, d1.loss_cls: 0.2005, d1.loss_bbox: 0.1455, d1.loss_iou: 0.3533, d2.loss_cls: 0.1900, d2.loss_bbox: 0.1429, d2.loss_iou: 0.3497, d3.loss_cls: 0.1829, d3.loss_bbox: 0.1421, d3.loss_iou: 0.3496, d4.loss_cls: 0.1805, d4.loss_bbox: 0.1421, d4.loss_iou: 0.3492, dn_loss_cls: 0.0174, dn_loss_bbox: 0.1989, dn_loss_iou: 0.2935, d0.dn_loss_cls: 0.0498, d0.dn_loss_bbox: 0.3110, d0.dn_loss_iou: 0.4106, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2269, d1.dn_loss_iou: 0.3250, d2.dn_loss_cls: 0.0211, d2.dn_loss_bbox: 0.2046, d2.dn_loss_iou: 0.3009, d3.dn_loss_cls: 0.0185, d3.dn_loss_bbox: 0.2003, d3.dn_loss_iou: 0.2959, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1989, d4.dn_loss_iou: 0.2934, loss: 8.3237 2024-05-20 15:22:01,955 - mmdet - INFO - Epoch [15][2850/3665] lr: 2.000e-04, eta: 1 day, 7:48:47, time: 1.498, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2194, interm_loss_bbox: 0.1640, interm_loss_iou: 0.3828, loss_cls: 0.1791, loss_bbox: 0.1400, loss_iou: 0.3436, d0.loss_cls: 0.2317, d0.loss_bbox: 0.1460, d0.loss_iou: 0.3531, d1.loss_cls: 0.1993, d1.loss_bbox: 0.1439, d1.loss_iou: 0.3483, d2.loss_cls: 0.1878, d2.loss_bbox: 0.1408, d2.loss_iou: 0.3438, d3.loss_cls: 0.1828, d3.loss_bbox: 0.1400, d3.loss_iou: 0.3432, d4.loss_cls: 0.1805, d4.loss_bbox: 0.1401, d4.loss_iou: 0.3429, dn_loss_cls: 0.0176, dn_loss_bbox: 0.1941, dn_loss_iou: 0.2962, d0.dn_loss_cls: 0.0493, d0.dn_loss_bbox: 0.3063, d0.dn_loss_iou: 0.4193, d1.dn_loss_cls: 0.0262, d1.dn_loss_bbox: 0.2215, d1.dn_loss_iou: 0.3288, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.1996, d2.dn_loss_iou: 0.3038, d3.dn_loss_cls: 0.0184, d3.dn_loss_bbox: 0.1954, d3.dn_loss_iou: 0.2987, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1941, d4.dn_loss_iou: 0.2961, loss: 8.2573 2024-05-20 15:23:16,611 - mmdet - INFO - Epoch [15][2900/3665] lr: 2.000e-04, eta: 1 day, 7:47:35, time: 1.493, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2240, interm_loss_bbox: 0.1675, interm_loss_iou: 0.3831, loss_cls: 0.1848, loss_bbox: 0.1440, loss_iou: 0.3457, d0.loss_cls: 0.2363, d0.loss_bbox: 0.1489, d0.loss_iou: 0.3535, d1.loss_cls: 0.2023, d1.loss_bbox: 0.1486, d1.loss_iou: 0.3520, d2.loss_cls: 0.1918, d2.loss_bbox: 0.1465, d2.loss_iou: 0.3501, d3.loss_cls: 0.1880, d3.loss_bbox: 0.1437, d3.loss_iou: 0.3459, d4.loss_cls: 0.1860, d4.loss_bbox: 0.1442, d4.loss_iou: 0.3456, dn_loss_cls: 0.0179, dn_loss_bbox: 0.1966, dn_loss_iou: 0.3040, d0.dn_loss_cls: 0.0513, d0.dn_loss_bbox: 0.3079, d0.dn_loss_iou: 0.4261, d1.dn_loss_cls: 0.0272, d1.dn_loss_bbox: 0.2265, d1.dn_loss_iou: 0.3378, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.2028, d2.dn_loss_iou: 0.3123, d3.dn_loss_cls: 0.0192, d3.dn_loss_bbox: 0.1981, d3.dn_loss_iou: 0.3066, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.1966, d4.dn_loss_iou: 0.3039, loss: 8.4075 2024-05-20 15:24:29,785 - mmdet - INFO - Epoch [15][2950/3665] lr: 2.000e-04, eta: 1 day, 7:46:21, time: 1.464, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2182, interm_loss_bbox: 0.1669, interm_loss_iou: 0.3717, loss_cls: 0.1770, loss_bbox: 0.1419, loss_iou: 0.3335, d0.loss_cls: 0.2303, d0.loss_bbox: 0.1460, d0.loss_iou: 0.3411, d1.loss_cls: 0.1960, d1.loss_bbox: 0.1453, d1.loss_iou: 0.3382, d2.loss_cls: 0.1860, d2.loss_bbox: 0.1440, d2.loss_iou: 0.3351, d3.loss_cls: 0.1800, d3.loss_bbox: 0.1422, d3.loss_iou: 0.3338, d4.loss_cls: 0.1777, d4.loss_bbox: 0.1421, d4.loss_iou: 0.3335, dn_loss_cls: 0.0187, dn_loss_bbox: 0.2111, dn_loss_iou: 0.2942, d0.dn_loss_cls: 0.0516, d0.dn_loss_bbox: 0.3302, d0.dn_loss_iou: 0.4181, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2416, d1.dn_loss_iou: 0.3275, d2.dn_loss_cls: 0.0225, d2.dn_loss_bbox: 0.2169, d2.dn_loss_iou: 0.3021, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.2128, d3.dn_loss_iou: 0.2970, d4.dn_loss_cls: 0.0191, d4.dn_loss_bbox: 0.2111, d4.dn_loss_iou: 0.2942, loss: 8.2965 2024-05-20 15:25:41,331 - mmdet - INFO - Epoch [15][3000/3665] lr: 2.000e-04, eta: 1 day, 7:45:04, time: 1.431, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2217, interm_loss_bbox: 0.1660, interm_loss_iou: 0.3898, loss_cls: 0.1808, loss_bbox: 0.1440, loss_iou: 0.3544, d0.loss_cls: 0.2365, d0.loss_bbox: 0.1478, d0.loss_iou: 0.3597, d1.loss_cls: 0.1997, d1.loss_bbox: 0.1483, d1.loss_iou: 0.3600, d2.loss_cls: 0.1899, d2.loss_bbox: 0.1448, d2.loss_iou: 0.3553, d3.loss_cls: 0.1850, d3.loss_bbox: 0.1442, d3.loss_iou: 0.3539, d4.loss_cls: 0.1819, d4.loss_bbox: 0.1443, d4.loss_iou: 0.3542, dn_loss_cls: 0.0187, dn_loss_bbox: 0.1948, dn_loss_iou: 0.2963, d0.dn_loss_cls: 0.0508, d0.dn_loss_bbox: 0.3121, d0.dn_loss_iou: 0.4189, d1.dn_loss_cls: 0.0277, d1.dn_loss_bbox: 0.2238, d1.dn_loss_iou: 0.3284, d2.dn_loss_cls: 0.0226, d2.dn_loss_bbox: 0.2005, d2.dn_loss_iou: 0.3038, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.1963, d3.dn_loss_iou: 0.2988, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.1948, d4.dn_loss_iou: 0.2962, loss: 8.3859 2024-05-20 15:26:57,322 - mmdet - INFO - Epoch [15][3050/3665] lr: 2.000e-04, eta: 1 day, 7:43:54, time: 1.520, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2173, interm_loss_bbox: 0.1693, interm_loss_iou: 0.3741, loss_cls: 0.1710, loss_bbox: 0.1468, loss_iou: 0.3370, d0.loss_cls: 0.2291, d0.loss_bbox: 0.1488, d0.loss_iou: 0.3414, d1.loss_cls: 0.1945, d1.loss_bbox: 0.1489, d1.loss_iou: 0.3399, d2.loss_cls: 0.1813, d2.loss_bbox: 0.1468, d2.loss_iou: 0.3374, d3.loss_cls: 0.1753, d3.loss_bbox: 0.1455, d3.loss_iou: 0.3364, d4.loss_cls: 0.1728, d4.loss_bbox: 0.1461, d4.loss_iou: 0.3364, dn_loss_cls: 0.0182, dn_loss_bbox: 0.2036, dn_loss_iou: 0.2920, d0.dn_loss_cls: 0.0512, d0.dn_loss_bbox: 0.3257, d0.dn_loss_iou: 0.4144, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2350, d1.dn_loss_iou: 0.3248, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.2106, d2.dn_loss_iou: 0.3003, d3.dn_loss_cls: 0.0195, d3.dn_loss_bbox: 0.2055, d3.dn_loss_iou: 0.2947, d4.dn_loss_cls: 0.0187, d4.dn_loss_bbox: 0.2036, d4.dn_loss_iou: 0.2920, loss: 8.2556 2024-05-20 15:28:13,486 - mmdet - INFO - Epoch [15][3100/3665] lr: 2.000e-04, eta: 1 day, 7:42:44, time: 1.523, data_time: 0.021, memory: 41053, interm_loss_cls: 0.2198, interm_loss_bbox: 0.1738, interm_loss_iou: 0.3891, loss_cls: 0.1791, loss_bbox: 0.1465, loss_iou: 0.3448, d0.loss_cls: 0.2337, d0.loss_bbox: 0.1517, d0.loss_iou: 0.3536, d1.loss_cls: 0.1983, d1.loss_bbox: 0.1514, d1.loss_iou: 0.3516, d2.loss_cls: 0.1878, d2.loss_bbox: 0.1474, d2.loss_iou: 0.3469, d3.loss_cls: 0.1829, d3.loss_bbox: 0.1460, d3.loss_iou: 0.3449, d4.loss_cls: 0.1801, d4.loss_bbox: 0.1468, d4.loss_iou: 0.3450, dn_loss_cls: 0.0173, dn_loss_bbox: 0.2043, dn_loss_iou: 0.2969, d0.dn_loss_cls: 0.0503, d0.dn_loss_bbox: 0.3197, d0.dn_loss_iou: 0.4217, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2328, d1.dn_loss_iou: 0.3297, d2.dn_loss_cls: 0.0213, d2.dn_loss_bbox: 0.2100, d2.dn_loss_iou: 0.3046, d3.dn_loss_cls: 0.0186, d3.dn_loss_bbox: 0.2058, d3.dn_loss_iou: 0.2996, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.2042, d4.dn_loss_iou: 0.2968, loss: 8.3993 2024-05-20 15:29:26,934 - mmdet - INFO - Epoch [15][3150/3665] lr: 2.000e-04, eta: 1 day, 7:41:30, time: 1.469, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2172, interm_loss_bbox: 0.1647, interm_loss_iou: 0.3835, loss_cls: 0.1750, loss_bbox: 0.1417, loss_iou: 0.3446, d0.loss_cls: 0.2303, d0.loss_bbox: 0.1450, d0.loss_iou: 0.3517, d1.loss_cls: 0.1968, d1.loss_bbox: 0.1445, d1.loss_iou: 0.3491, d2.loss_cls: 0.1838, d2.loss_bbox: 0.1433, d2.loss_iou: 0.3467, d3.loss_cls: 0.1786, d3.loss_bbox: 0.1419, d3.loss_iou: 0.3454, d4.loss_cls: 0.1756, d4.loss_bbox: 0.1419, d4.loss_iou: 0.3452, dn_loss_cls: 0.0172, dn_loss_bbox: 0.2006, dn_loss_iou: 0.2905, d0.dn_loss_cls: 0.0508, d0.dn_loss_bbox: 0.3165, d0.dn_loss_iou: 0.4103, d1.dn_loss_cls: 0.0265, d1.dn_loss_bbox: 0.2299, d1.dn_loss_iou: 0.3229, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.2067, d2.dn_loss_iou: 0.2985, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.2022, d3.dn_loss_iou: 0.2932, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.2006, d4.dn_loss_iou: 0.2904, loss: 8.2616 2024-05-20 15:30:38,267 - mmdet - INFO - Epoch [15][3200/3665] lr: 2.000e-04, eta: 1 day, 7:40:13, time: 1.427, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2197, interm_loss_bbox: 0.1714, interm_loss_iou: 0.3840, loss_cls: 0.1804, loss_bbox: 0.1455, loss_iou: 0.3450, d0.loss_cls: 0.2380, d0.loss_bbox: 0.1514, d0.loss_iou: 0.3525, d1.loss_cls: 0.2032, d1.loss_bbox: 0.1492, d1.loss_iou: 0.3506, d2.loss_cls: 0.1897, d2.loss_bbox: 0.1472, d2.loss_iou: 0.3461, d3.loss_cls: 0.1834, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3457, d4.loss_cls: 0.1813, d4.loss_bbox: 0.1457, d4.loss_iou: 0.3446, dn_loss_cls: 0.0181, dn_loss_bbox: 0.2114, dn_loss_iou: 0.2987, d0.dn_loss_cls: 0.0516, d0.dn_loss_bbox: 0.3365, d0.dn_loss_iou: 0.4267, d1.dn_loss_cls: 0.0276, d1.dn_loss_bbox: 0.2435, d1.dn_loss_iou: 0.3324, d2.dn_loss_cls: 0.0221, d2.dn_loss_bbox: 0.2173, d2.dn_loss_iou: 0.3067, d3.dn_loss_cls: 0.0192, d3.dn_loss_bbox: 0.2132, d3.dn_loss_iou: 0.3018, d4.dn_loss_cls: 0.0184, d4.dn_loss_bbox: 0.2114, d4.dn_loss_iou: 0.2986, loss: 8.4759 2024-05-20 15:31:54,453 - mmdet - INFO - Epoch [15][3250/3665] lr: 2.000e-04, eta: 1 day, 7:39:03, time: 1.524, data_time: 0.021, memory: 41053, interm_loss_cls: 0.2263, interm_loss_bbox: 0.1732, interm_loss_iou: 0.3908, loss_cls: 0.1850, loss_bbox: 0.1474, loss_iou: 0.3506, d0.loss_cls: 0.2451, d0.loss_bbox: 0.1518, d0.loss_iou: 0.3573, d1.loss_cls: 0.2104, d1.loss_bbox: 0.1512, d1.loss_iou: 0.3561, d2.loss_cls: 0.1951, d2.loss_bbox: 0.1482, d2.loss_iou: 0.3515, d3.loss_cls: 0.1881, d3.loss_bbox: 0.1484, d3.loss_iou: 0.3514, d4.loss_cls: 0.1862, d4.loss_bbox: 0.1472, d4.loss_iou: 0.3506, dn_loss_cls: 0.0192, dn_loss_bbox: 0.2081, dn_loss_iou: 0.3022, d0.dn_loss_cls: 0.0529, d0.dn_loss_bbox: 0.3275, d0.dn_loss_iou: 0.4272, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2387, d1.dn_loss_iou: 0.3358, d2.dn_loss_cls: 0.0235, d2.dn_loss_bbox: 0.2144, d2.dn_loss_iou: 0.3104, d3.dn_loss_cls: 0.0207, d3.dn_loss_bbox: 0.2098, d3.dn_loss_iou: 0.3049, d4.dn_loss_cls: 0.0197, d4.dn_loss_bbox: 0.2081, d4.dn_loss_iou: 0.3021, loss: 8.5659 2024-05-20 15:33:11,521 - mmdet - INFO - Epoch [15][3300/3665] lr: 2.000e-04, eta: 1 day, 7:37:54, time: 1.541, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2172, interm_loss_bbox: 0.1667, interm_loss_iou: 0.3803, loss_cls: 0.1799, loss_bbox: 0.1403, loss_iou: 0.3422, d0.loss_cls: 0.2322, d0.loss_bbox: 0.1478, d0.loss_iou: 0.3535, d1.loss_cls: 0.2012, d1.loss_bbox: 0.1468, d1.loss_iou: 0.3488, d2.loss_cls: 0.1893, d2.loss_bbox: 0.1422, d2.loss_iou: 0.3449, d3.loss_cls: 0.1826, d3.loss_bbox: 0.1410, d3.loss_iou: 0.3440, d4.loss_cls: 0.1810, d4.loss_bbox: 0.1407, d4.loss_iou: 0.3425, dn_loss_cls: 0.0186, dn_loss_bbox: 0.2017, dn_loss_iou: 0.2951, d0.dn_loss_cls: 0.0506, d0.dn_loss_bbox: 0.3205, d0.dn_loss_iou: 0.4200, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2296, d1.dn_loss_iou: 0.3276, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.2076, d2.dn_loss_iou: 0.3028, d3.dn_loss_cls: 0.0194, d3.dn_loss_bbox: 0.2034, d3.dn_loss_iou: 0.2977, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.2017, d4.dn_loss_iou: 0.2950, loss: 8.3235 2024-05-20 15:34:24,127 - mmdet - INFO - Epoch [15][3350/3665] lr: 2.000e-04, eta: 1 day, 7:36:39, time: 1.452, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2231, interm_loss_bbox: 0.1682, interm_loss_iou: 0.3865, loss_cls: 0.1828, loss_bbox: 0.1451, loss_iou: 0.3500, d0.loss_cls: 0.2358, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3569, d1.loss_cls: 0.2074, d1.loss_bbox: 0.1477, d1.loss_iou: 0.3531, d2.loss_cls: 0.1924, d2.loss_bbox: 0.1464, d2.loss_iou: 0.3511, d3.loss_cls: 0.1859, d3.loss_bbox: 0.1463, d3.loss_iou: 0.3507, d4.loss_cls: 0.1836, d4.loss_bbox: 0.1450, d4.loss_iou: 0.3504, dn_loss_cls: 0.0186, dn_loss_bbox: 0.2016, dn_loss_iou: 0.3009, d0.dn_loss_cls: 0.0529, d0.dn_loss_bbox: 0.3175, d0.dn_loss_iou: 0.4266, d1.dn_loss_cls: 0.0283, d1.dn_loss_bbox: 0.2308, d1.dn_loss_iou: 0.3355, d2.dn_loss_cls: 0.0228, d2.dn_loss_bbox: 0.2079, d2.dn_loss_iou: 0.3095, d3.dn_loss_cls: 0.0200, d3.dn_loss_bbox: 0.2033, d3.dn_loss_iou: 0.3038, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.2016, d4.dn_loss_iou: 0.3008, loss: 8.4594 2024-05-20 15:35:37,756 - mmdet - INFO - Epoch [15][3400/3665] lr: 2.000e-04, eta: 1 day, 7:35:26, time: 1.473, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2229, interm_loss_bbox: 0.1684, interm_loss_iou: 0.3828, loss_cls: 0.1806, loss_bbox: 0.1451, loss_iou: 0.3430, d0.loss_cls: 0.2355, d0.loss_bbox: 0.1499, d0.loss_iou: 0.3521, d1.loss_cls: 0.2048, d1.loss_bbox: 0.1462, d1.loss_iou: 0.3466, d2.loss_cls: 0.1909, d2.loss_bbox: 0.1450, d2.loss_iou: 0.3428, d3.loss_cls: 0.1842, d3.loss_bbox: 0.1451, d3.loss_iou: 0.3431, d4.loss_cls: 0.1818, d4.loss_bbox: 0.1447, d4.loss_iou: 0.3425, dn_loss_cls: 0.0182, dn_loss_bbox: 0.1959, dn_loss_iou: 0.2930, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.3086, d0.dn_loss_iou: 0.4144, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2235, d1.dn_loss_iou: 0.3252, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2016, d2.dn_loss_iou: 0.3007, d3.dn_loss_cls: 0.0194, d3.dn_loss_bbox: 0.1975, d3.dn_loss_iou: 0.2956, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.1959, d4.dn_loss_iou: 0.2929, loss: 8.2987 2024-05-20 15:36:54,705 - mmdet - INFO - Epoch [15][3450/3665] lr: 2.000e-04, eta: 1 day, 7:34:17, time: 1.539, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2243, interm_loss_bbox: 0.1700, interm_loss_iou: 0.3915, loss_cls: 0.1841, loss_bbox: 0.1429, loss_iou: 0.3496, d0.loss_cls: 0.2375, d0.loss_bbox: 0.1487, d0.loss_iou: 0.3588, d1.loss_cls: 0.2076, d1.loss_bbox: 0.1461, d1.loss_iou: 0.3541, d2.loss_cls: 0.1941, d2.loss_bbox: 0.1433, d2.loss_iou: 0.3517, d3.loss_cls: 0.1883, d3.loss_bbox: 0.1427, d3.loss_iou: 0.3501, d4.loss_cls: 0.1851, d4.loss_bbox: 0.1428, d4.loss_iou: 0.3503, dn_loss_cls: 0.0184, dn_loss_bbox: 0.2029, dn_loss_iou: 0.3001, d0.dn_loss_cls: 0.0519, d0.dn_loss_bbox: 0.3196, d0.dn_loss_iou: 0.4240, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2335, d1.dn_loss_iou: 0.3337, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.2094, d2.dn_loss_iou: 0.3085, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.2049, d3.dn_loss_iou: 0.3030, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.2029, d4.dn_loss_iou: 0.3001, loss: 8.4648 2024-05-20 15:38:06,281 - mmdet - INFO - Epoch [15][3500/3665] lr: 2.000e-04, eta: 1 day, 7:33:00, time: 1.432, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2193, interm_loss_bbox: 0.1673, interm_loss_iou: 0.3837, loss_cls: 0.1819, loss_bbox: 0.1415, loss_iou: 0.3414, d0.loss_cls: 0.2328, d0.loss_bbox: 0.1486, d0.loss_iou: 0.3531, d1.loss_cls: 0.2020, d1.loss_bbox: 0.1447, d1.loss_iou: 0.3472, d2.loss_cls: 0.1904, d2.loss_bbox: 0.1425, d2.loss_iou: 0.3440, d3.loss_cls: 0.1842, d3.loss_bbox: 0.1418, d3.loss_iou: 0.3425, d4.loss_cls: 0.1822, d4.loss_bbox: 0.1416, d4.loss_iou: 0.3420, dn_loss_cls: 0.0176, dn_loss_bbox: 0.1988, dn_loss_iou: 0.2952, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.3079, d0.dn_loss_iou: 0.4148, d1.dn_loss_cls: 0.0263, d1.dn_loss_bbox: 0.2252, d1.dn_loss_iou: 0.3269, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.2042, d2.dn_loss_iou: 0.3028, d3.dn_loss_cls: 0.0186, d3.dn_loss_bbox: 0.2003, d3.dn_loss_iou: 0.2978, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.1988, d4.dn_loss_iou: 0.2951, loss: 8.2942 2024-05-20 15:39:19,671 - mmdet - INFO - Epoch [15][3550/3665] lr: 2.000e-04, eta: 1 day, 7:31:46, time: 1.468, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2215, interm_loss_bbox: 0.1688, interm_loss_iou: 0.3827, loss_cls: 0.1808, loss_bbox: 0.1440, loss_iou: 0.3436, d0.loss_cls: 0.2387, d0.loss_bbox: 0.1510, d0.loss_iou: 0.3550, d1.loss_cls: 0.2033, d1.loss_bbox: 0.1483, d1.loss_iou: 0.3509, d2.loss_cls: 0.1911, d2.loss_bbox: 0.1438, d2.loss_iou: 0.3444, d3.loss_cls: 0.1851, d3.loss_bbox: 0.1436, d3.loss_iou: 0.3431, d4.loss_cls: 0.1824, d4.loss_bbox: 0.1439, d4.loss_iou: 0.3430, dn_loss_cls: 0.0184, dn_loss_bbox: 0.2114, dn_loss_iou: 0.2974, d0.dn_loss_cls: 0.0530, d0.dn_loss_bbox: 0.3335, d0.dn_loss_iou: 0.4250, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2427, d1.dn_loss_iou: 0.3319, d2.dn_loss_cls: 0.0225, d2.dn_loss_bbox: 0.2184, d2.dn_loss_iou: 0.3059, d3.dn_loss_cls: 0.0198, d3.dn_loss_bbox: 0.2134, d3.dn_loss_iou: 0.3002, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.2114, d4.dn_loss_iou: 0.2973, loss: 8.4578 2024-05-20 15:40:33,956 - mmdet - INFO - Epoch [15][3600/3665] lr: 2.000e-04, eta: 1 day, 7:30:34, time: 1.486, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2207, interm_loss_bbox: 0.1668, interm_loss_iou: 0.3899, loss_cls: 0.1795, loss_bbox: 0.1411, loss_iou: 0.3473, d0.loss_cls: 0.2344, d0.loss_bbox: 0.1478, d0.loss_iou: 0.3593, d1.loss_cls: 0.2016, d1.loss_bbox: 0.1447, d1.loss_iou: 0.3542, d2.loss_cls: 0.1890, d2.loss_bbox: 0.1418, d2.loss_iou: 0.3501, d3.loss_cls: 0.1830, d3.loss_bbox: 0.1410, d3.loss_iou: 0.3484, d4.loss_cls: 0.1807, d4.loss_bbox: 0.1411, d4.loss_iou: 0.3473, dn_loss_cls: 0.0179, dn_loss_bbox: 0.1919, dn_loss_iou: 0.2982, d0.dn_loss_cls: 0.0518, d0.dn_loss_bbox: 0.3058, d0.dn_loss_iou: 0.4207, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2203, d1.dn_loss_iou: 0.3300, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.1981, d2.dn_loss_iou: 0.3060, d3.dn_loss_cls: 0.0191, d3.dn_loss_bbox: 0.1937, d3.dn_loss_iou: 0.3008, d4.dn_loss_cls: 0.0184, d4.dn_loss_bbox: 0.1919, d4.dn_loss_iou: 0.2981, loss: 8.3215 2024-05-20 15:41:51,316 - mmdet - INFO - Epoch [15][3650/3665] lr: 2.000e-04, eta: 1 day, 7:29:25, time: 1.547, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2250, interm_loss_bbox: 0.1711, interm_loss_iou: 0.3958, loss_cls: 0.1829, loss_bbox: 0.1453, loss_iou: 0.3549, d0.loss_cls: 0.2411, d0.loss_bbox: 0.1519, d0.loss_iou: 0.3659, d1.loss_cls: 0.2083, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3601, d2.loss_cls: 0.1935, d2.loss_bbox: 0.1464, d2.loss_iou: 0.3568, d3.loss_cls: 0.1869, d3.loss_bbox: 0.1452, d3.loss_iou: 0.3558, d4.loss_cls: 0.1837, d4.loss_bbox: 0.1457, d4.loss_iou: 0.3555, dn_loss_cls: 0.0196, dn_loss_bbox: 0.2029, dn_loss_iou: 0.3015, d0.dn_loss_cls: 0.0538, d0.dn_loss_bbox: 0.3240, d0.dn_loss_iou: 0.4292, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2343, d1.dn_loss_iou: 0.3364, d2.dn_loss_cls: 0.0235, d2.dn_loss_bbox: 0.2090, d2.dn_loss_iou: 0.3097, d3.dn_loss_cls: 0.0208, d3.dn_loss_bbox: 0.2046, d3.dn_loss_iou: 0.3042, d4.dn_loss_cls: 0.0199, d4.dn_loss_bbox: 0.2029, d4.dn_loss_iou: 0.3014, loss: 8.5473 2024-05-20 15:42:16,894 - mmdet - INFO - Saving checkpoint at 15 epochs 2024-05-20 15:45:55,147 - mmdet - INFO - Evaluating bbox... 2024-05-20 15:47:54,848 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.554 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.740 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.606 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.383 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.587 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.748 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.752 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.752 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.605 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.795 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.902 2024-05-20 15:47:57,897 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-20 15:47:57,900 - mmdet - INFO - Epoch(val) [15][313] bbox_mAP: 0.5540, bbox_mAP_50: 0.7400, bbox_mAP_75: 0.6060, bbox_mAP_s: 0.3830, bbox_mAP_m: 0.5870, bbox_mAP_l: 0.7270, bbox_mAP_copypaste: 0.554 0.740 0.606 0.383 0.587 0.727 2024-05-20 15:49:15,191 - mmdet - INFO - Epoch [16][50/3665] lr: 2.000e-04, eta: 1 day, 7:27:24, time: 1.545, data_time: 0.094, memory: 41053, interm_loss_cls: 0.2174, interm_loss_bbox: 0.1693, interm_loss_iou: 0.3860, loss_cls: 0.1778, loss_bbox: 0.1414, loss_iou: 0.3440, d0.loss_cls: 0.2339, d0.loss_bbox: 0.1480, d0.loss_iou: 0.3533, d1.loss_cls: 0.1998, d1.loss_bbox: 0.1465, d1.loss_iou: 0.3505, d2.loss_cls: 0.1872, d2.loss_bbox: 0.1434, d2.loss_iou: 0.3464, d3.loss_cls: 0.1800, d3.loss_bbox: 0.1428, d3.loss_iou: 0.3467, d4.loss_cls: 0.1791, d4.loss_bbox: 0.1412, d4.loss_iou: 0.3445, dn_loss_cls: 0.0185, dn_loss_bbox: 0.2033, dn_loss_iou: 0.2951, d0.dn_loss_cls: 0.0517, d0.dn_loss_bbox: 0.3246, d0.dn_loss_iou: 0.4196, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2341, d1.dn_loss_iou: 0.3284, d2.dn_loss_cls: 0.0224, d2.dn_loss_bbox: 0.2095, d2.dn_loss_iou: 0.3026, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.2052, d3.dn_loss_iou: 0.2977, d4.dn_loss_cls: 0.0188, d4.dn_loss_bbox: 0.2033, d4.dn_loss_iou: 0.2951, loss: 8.3570 2024-05-20 15:50:27,303 - mmdet - INFO - Epoch [16][100/3665] lr: 2.000e-04, eta: 1 day, 7:26:08, time: 1.442, data_time: 0.021, memory: 41053, interm_loss_cls: 0.2143, interm_loss_bbox: 0.1674, interm_loss_iou: 0.3817, loss_cls: 0.1750, loss_bbox: 0.1439, loss_iou: 0.3402, d0.loss_cls: 0.2286, d0.loss_bbox: 0.1486, d0.loss_iou: 0.3502, d1.loss_cls: 0.1987, d1.loss_bbox: 0.1463, d1.loss_iou: 0.3447, d2.loss_cls: 0.1853, d2.loss_bbox: 0.1440, d2.loss_iou: 0.3410, d3.loss_cls: 0.1781, d3.loss_bbox: 0.1444, d3.loss_iou: 0.3412, d4.loss_cls: 0.1758, d4.loss_bbox: 0.1439, d4.loss_iou: 0.3403, dn_loss_cls: 0.0177, dn_loss_bbox: 0.1998, dn_loss_iou: 0.2986, d0.dn_loss_cls: 0.0507, d0.dn_loss_bbox: 0.3173, d0.dn_loss_iou: 0.4241, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2291, d1.dn_loss_iou: 0.3323, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.2060, d2.dn_loss_iou: 0.3070, d3.dn_loss_cls: 0.0189, d3.dn_loss_bbox: 0.2015, d3.dn_loss_iou: 0.3013, d4.dn_loss_cls: 0.0180, d4.dn_loss_bbox: 0.1997, d4.dn_loss_iou: 0.2985, loss: 8.3035 2024-05-20 15:51:39,540 - mmdet - INFO - Epoch [16][150/3665] lr: 2.000e-04, eta: 1 day, 7:24:52, time: 1.445, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2129, interm_loss_bbox: 0.1654, interm_loss_iou: 0.3751, loss_cls: 0.1724, loss_bbox: 0.1408, loss_iou: 0.3363, d0.loss_cls: 0.2270, d0.loss_bbox: 0.1451, d0.loss_iou: 0.3422, d1.loss_cls: 0.1934, d1.loss_bbox: 0.1436, d1.loss_iou: 0.3396, d2.loss_cls: 0.1805, d2.loss_bbox: 0.1415, d2.loss_iou: 0.3379, d3.loss_cls: 0.1748, d3.loss_bbox: 0.1416, d3.loss_iou: 0.3372, d4.loss_cls: 0.1728, d4.loss_bbox: 0.1413, d4.loss_iou: 0.3368, dn_loss_cls: 0.0176, dn_loss_bbox: 0.1946, dn_loss_iou: 0.2824, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.3106, d0.dn_loss_iou: 0.4024, d1.dn_loss_cls: 0.0271, d1.dn_loss_bbox: 0.2247, d1.dn_loss_iou: 0.3153, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.2003, d2.dn_loss_iou: 0.2903, d3.dn_loss_cls: 0.0188, d3.dn_loss_bbox: 0.1964, d3.dn_loss_iou: 0.2851, d4.dn_loss_cls: 0.0180, d4.dn_loss_bbox: 0.1946, d4.dn_loss_iou: 0.2824, loss: 8.0912 2024-05-20 15:52:53,436 - mmdet - INFO - Epoch [16][200/3665] lr: 2.000e-04, eta: 1 day, 7:23:39, time: 1.478, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2133, interm_loss_bbox: 0.1602, interm_loss_iou: 0.3880, loss_cls: 0.1739, loss_bbox: 0.1394, loss_iou: 0.3507, d0.loss_cls: 0.2275, d0.loss_bbox: 0.1424, d0.loss_iou: 0.3584, d1.loss_cls: 0.1965, d1.loss_bbox: 0.1414, d1.loss_iou: 0.3559, d2.loss_cls: 0.1817, d2.loss_bbox: 0.1409, d2.loss_iou: 0.3541, d3.loss_cls: 0.1759, d3.loss_bbox: 0.1403, d3.loss_iou: 0.3530, d4.loss_cls: 0.1747, d4.loss_bbox: 0.1397, d4.loss_iou: 0.3512, dn_loss_cls: 0.0173, dn_loss_bbox: 0.1886, dn_loss_iou: 0.2984, d0.dn_loss_cls: 0.0495, d0.dn_loss_bbox: 0.2971, d0.dn_loss_iou: 0.4170, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2141, d1.dn_loss_iou: 0.3294, d2.dn_loss_cls: 0.0208, d2.dn_loss_bbox: 0.1934, d2.dn_loss_iou: 0.3054, d3.dn_loss_cls: 0.0182, d3.dn_loss_bbox: 0.1900, d3.dn_loss_iou: 0.3007, d4.dn_loss_cls: 0.0176, d4.dn_loss_bbox: 0.1886, d4.dn_loss_iou: 0.2983, loss: 8.2298 2024-05-20 15:54:06,572 - mmdet - INFO - Epoch [16][250/3665] lr: 2.000e-04, eta: 1 day, 7:22:25, time: 1.463, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2213, interm_loss_bbox: 0.1627, interm_loss_iou: 0.3874, loss_cls: 0.1786, loss_bbox: 0.1406, loss_iou: 0.3509, d0.loss_cls: 0.2337, d0.loss_bbox: 0.1443, d0.loss_iou: 0.3569, d1.loss_cls: 0.2013, d1.loss_bbox: 0.1434, d1.loss_iou: 0.3537, d2.loss_cls: 0.1892, d2.loss_bbox: 0.1408, d2.loss_iou: 0.3517, d3.loss_cls: 0.1817, d3.loss_bbox: 0.1412, d3.loss_iou: 0.3516, d4.loss_cls: 0.1795, d4.loss_bbox: 0.1408, d4.loss_iou: 0.3511, dn_loss_cls: 0.0174, dn_loss_bbox: 0.1923, dn_loss_iou: 0.2904, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.3062, d0.dn_loss_iou: 0.4106, d1.dn_loss_cls: 0.0265, d1.dn_loss_bbox: 0.2195, d1.dn_loss_iou: 0.3217, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.1980, d2.dn_loss_iou: 0.2976, d3.dn_loss_cls: 0.0186, d3.dn_loss_bbox: 0.1941, d3.dn_loss_iou: 0.2931, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1923, d4.dn_loss_iou: 0.2903, loss: 8.2604 2024-05-20 15:55:18,214 - mmdet - INFO - Epoch [16][300/3665] lr: 2.000e-04, eta: 1 day, 7:21:09, time: 1.433, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2180, interm_loss_bbox: 0.1658, interm_loss_iou: 0.3819, loss_cls: 0.1738, loss_bbox: 0.1452, loss_iou: 0.3434, d0.loss_cls: 0.2307, d0.loss_bbox: 0.1486, d0.loss_iou: 0.3507, d1.loss_cls: 0.1994, d1.loss_bbox: 0.1474, d1.loss_iou: 0.3474, d2.loss_cls: 0.1836, d2.loss_bbox: 0.1454, d2.loss_iou: 0.3446, d3.loss_cls: 0.1772, d3.loss_bbox: 0.1449, d3.loss_iou: 0.3435, d4.loss_cls: 0.1743, d4.loss_bbox: 0.1456, d4.loss_iou: 0.3437, dn_loss_cls: 0.0176, dn_loss_bbox: 0.1975, dn_loss_iou: 0.2888, d0.dn_loss_cls: 0.0512, d0.dn_loss_bbox: 0.3158, d0.dn_loss_iou: 0.4111, d1.dn_loss_cls: 0.0272, d1.dn_loss_bbox: 0.2263, d1.dn_loss_iou: 0.3208, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.2037, d2.dn_loss_iou: 0.2966, d3.dn_loss_cls: 0.0188, d3.dn_loss_bbox: 0.1992, d3.dn_loss_iou: 0.2914, d4.dn_loss_cls: 0.0179, d4.dn_loss_bbox: 0.1975, d4.dn_loss_iou: 0.2886, loss: 8.2466 2024-05-20 15:56:30,606 - mmdet - INFO - Epoch [16][350/3665] lr: 2.000e-04, eta: 1 day, 7:19:53, time: 1.448, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2126, interm_loss_bbox: 0.1640, interm_loss_iou: 0.3769, loss_cls: 0.1719, loss_bbox: 0.1423, loss_iou: 0.3432, d0.loss_cls: 0.2247, d0.loss_bbox: 0.1474, d0.loss_iou: 0.3497, d1.loss_cls: 0.1936, d1.loss_bbox: 0.1440, d1.loss_iou: 0.3463, d2.loss_cls: 0.1798, d2.loss_bbox: 0.1428, d2.loss_iou: 0.3466, d3.loss_cls: 0.1734, d3.loss_bbox: 0.1434, d3.loss_iou: 0.3453, d4.loss_cls: 0.1726, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3438, dn_loss_cls: 0.0170, dn_loss_bbox: 0.2032, dn_loss_iou: 0.2902, d0.dn_loss_cls: 0.0499, d0.dn_loss_bbox: 0.3186, d0.dn_loss_iou: 0.4116, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2329, d1.dn_loss_iou: 0.3236, d2.dn_loss_cls: 0.0211, d2.dn_loss_bbox: 0.2092, d2.dn_loss_iou: 0.2979, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.2048, d3.dn_loss_iou: 0.2928, d4.dn_loss_cls: 0.0174, d4.dn_loss_bbox: 0.2032, d4.dn_loss_iou: 0.2901, loss: 8.2348 2024-05-20 15:57:42,258 - mmdet - INFO - Epoch [16][400/3665] lr: 2.000e-04, eta: 1 day, 7:18:37, time: 1.433, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2135, interm_loss_bbox: 0.1701, interm_loss_iou: 0.3880, loss_cls: 0.1745, loss_bbox: 0.1440, loss_iou: 0.3461, d0.loss_cls: 0.2273, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3561, d1.loss_cls: 0.1943, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3518, d2.loss_cls: 0.1822, d2.loss_bbox: 0.1466, d2.loss_iou: 0.3491, d3.loss_cls: 0.1777, d3.loss_bbox: 0.1449, d3.loss_iou: 0.3471, d4.loss_cls: 0.1754, d4.loss_bbox: 0.1442, d4.loss_iou: 0.3467, dn_loss_cls: 0.0175, dn_loss_bbox: 0.1982, dn_loss_iou: 0.2941, d0.dn_loss_cls: 0.0511, d0.dn_loss_bbox: 0.3123, d0.dn_loss_iou: 0.4153, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2250, d1.dn_loss_iou: 0.3252, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.2042, d2.dn_loss_iou: 0.3018, d3.dn_loss_cls: 0.0186, d3.dn_loss_bbox: 0.1997, d3.dn_loss_iou: 0.2966, d4.dn_loss_cls: 0.0179, d4.dn_loss_bbox: 0.1982, d4.dn_loss_iou: 0.2939, loss: 8.2970 2024-05-20 15:58:56,322 - mmdet - INFO - Epoch [16][450/3665] lr: 2.000e-04, eta: 1 day, 7:17:24, time: 1.481, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2095, interm_loss_bbox: 0.1689, interm_loss_iou: 0.3812, loss_cls: 0.1722, loss_bbox: 0.1423, loss_iou: 0.3404, d0.loss_cls: 0.2229, d0.loss_bbox: 0.1491, d0.loss_iou: 0.3500, d1.loss_cls: 0.1911, d1.loss_bbox: 0.1470, d1.loss_iou: 0.3472, d2.loss_cls: 0.1792, d2.loss_bbox: 0.1443, d2.loss_iou: 0.3436, d3.loss_cls: 0.1753, d3.loss_bbox: 0.1428, d3.loss_iou: 0.3408, d4.loss_cls: 0.1728, d4.loss_bbox: 0.1427, d4.loss_iou: 0.3407, dn_loss_cls: 0.0171, dn_loss_bbox: 0.1955, dn_loss_iou: 0.2919, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.3084, d0.dn_loss_iou: 0.4116, d1.dn_loss_cls: 0.0265, d1.dn_loss_bbox: 0.2246, d1.dn_loss_iou: 0.3248, d2.dn_loss_cls: 0.0211, d2.dn_loss_bbox: 0.2014, d2.dn_loss_iou: 0.2997, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.1973, d3.dn_loss_iou: 0.2946, d4.dn_loss_cls: 0.0174, d4.dn_loss_bbox: 0.1955, d4.dn_loss_iou: 0.2919, loss: 8.1921 2024-05-20 16:00:08,104 - mmdet - INFO - Epoch [16][500/3665] lr: 2.000e-04, eta: 1 day, 7:16:08, time: 1.436, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2194, interm_loss_bbox: 0.1674, interm_loss_iou: 0.3884, loss_cls: 0.1750, loss_bbox: 0.1445, loss_iou: 0.3488, d0.loss_cls: 0.2326, d0.loss_bbox: 0.1492, d0.loss_iou: 0.3566, d1.loss_cls: 0.1967, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3556, d2.loss_cls: 0.1837, d2.loss_bbox: 0.1455, d2.loss_iou: 0.3508, d3.loss_cls: 0.1784, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3490, d4.loss_cls: 0.1760, d4.loss_bbox: 0.1443, d4.loss_iou: 0.3486, dn_loss_cls: 0.0181, dn_loss_bbox: 0.1919, dn_loss_iou: 0.2959, d0.dn_loss_cls: 0.0516, d0.dn_loss_bbox: 0.3071, d0.dn_loss_iou: 0.4204, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2203, d1.dn_loss_iou: 0.3292, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.1979, d2.dn_loss_iou: 0.3040, d3.dn_loss_cls: 0.0195, d3.dn_loss_bbox: 0.1935, d3.dn_loss_iou: 0.2986, d4.dn_loss_cls: 0.0186, d4.dn_loss_bbox: 0.1919, d4.dn_loss_iou: 0.2958, loss: 8.3074 2024-05-20 16:01:22,169 - mmdet - INFO - Epoch [16][550/3665] lr: 2.000e-04, eta: 1 day, 7:14:55, time: 1.481, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2180, interm_loss_bbox: 0.1594, interm_loss_iou: 0.3882, loss_cls: 0.1759, loss_bbox: 0.1373, loss_iou: 0.3482, d0.loss_cls: 0.2314, d0.loss_bbox: 0.1439, d0.loss_iou: 0.3611, d1.loss_cls: 0.2001, d1.loss_bbox: 0.1425, d1.loss_iou: 0.3569, d2.loss_cls: 0.1844, d2.loss_bbox: 0.1392, d2.loss_iou: 0.3512, d3.loss_cls: 0.1793, d3.loss_bbox: 0.1381, d3.loss_iou: 0.3490, d4.loss_cls: 0.1765, d4.loss_bbox: 0.1379, d4.loss_iou: 0.3488, dn_loss_cls: 0.0177, dn_loss_bbox: 0.1872, dn_loss_iou: 0.3028, d0.dn_loss_cls: 0.0517, d0.dn_loss_bbox: 0.2983, d0.dn_loss_iou: 0.4283, d1.dn_loss_cls: 0.0277, d1.dn_loss_bbox: 0.2145, d1.dn_loss_iou: 0.3356, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.1930, d2.dn_loss_iou: 0.3107, d3.dn_loss_cls: 0.0189, d3.dn_loss_bbox: 0.1887, d3.dn_loss_iou: 0.3053, d4.dn_loss_cls: 0.0181, d4.dn_loss_bbox: 0.1872, d4.dn_loss_iou: 0.3026, loss: 8.2773 2024-05-20 16:02:37,256 - mmdet - INFO - Epoch [16][600/3665] lr: 2.000e-04, eta: 1 day, 7:13:43, time: 1.502, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2190, interm_loss_bbox: 0.1649, interm_loss_iou: 0.3869, loss_cls: 0.1786, loss_bbox: 0.1407, loss_iou: 0.3452, d0.loss_cls: 0.2365, d0.loss_bbox: 0.1466, d0.loss_iou: 0.3566, d1.loss_cls: 0.2015, d1.loss_bbox: 0.1440, d1.loss_iou: 0.3503, d2.loss_cls: 0.1884, d2.loss_bbox: 0.1409, d2.loss_iou: 0.3465, d3.loss_cls: 0.1816, d3.loss_bbox: 0.1406, d3.loss_iou: 0.3456, d4.loss_cls: 0.1807, d4.loss_bbox: 0.1396, d4.loss_iou: 0.3444, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1951, dn_loss_iou: 0.2891, d0.dn_loss_cls: 0.0494, d0.dn_loss_bbox: 0.3088, d0.dn_loss_iou: 0.4117, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2231, d1.dn_loss_iou: 0.3210, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.2004, d2.dn_loss_iou: 0.2965, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1964, d3.dn_loss_iou: 0.2914, d4.dn_loss_cls: 0.0168, d4.dn_loss_bbox: 0.1951, d4.dn_loss_iou: 0.2890, loss: 8.2429 2024-05-20 16:03:48,568 - mmdet - INFO - Epoch [16][650/3665] lr: 2.000e-04, eta: 1 day, 7:12:26, time: 1.426, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2196, interm_loss_bbox: 0.1708, interm_loss_iou: 0.3797, loss_cls: 0.1800, loss_bbox: 0.1441, loss_iou: 0.3382, d0.loss_cls: 0.2339, d0.loss_bbox: 0.1510, d0.loss_iou: 0.3473, d1.loss_cls: 0.2008, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3442, d2.loss_cls: 0.1878, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3412, d3.loss_cls: 0.1812, d3.loss_bbox: 0.1458, d3.loss_iou: 0.3411, d4.loss_cls: 0.1805, d4.loss_bbox: 0.1444, d4.loss_iou: 0.3389, dn_loss_cls: 0.0178, dn_loss_bbox: 0.2022, dn_loss_iou: 0.2914, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.3109, d0.dn_loss_iou: 0.4075, d1.dn_loss_cls: 0.0270, d1.dn_loss_bbox: 0.2294, d1.dn_loss_iou: 0.3224, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.2079, d2.dn_loss_iou: 0.2988, d3.dn_loss_cls: 0.0191, d3.dn_loss_bbox: 0.2039, d3.dn_loss_iou: 0.2941, d4.dn_loss_cls: 0.0181, d4.dn_loss_bbox: 0.2023, d4.dn_loss_iou: 0.2914, loss: 8.2818 2024-05-20 16:05:00,333 - mmdet - INFO - Epoch [16][700/3665] lr: 2.000e-04, eta: 1 day, 7:11:10, time: 1.435, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2130, interm_loss_bbox: 0.1655, interm_loss_iou: 0.3817, loss_cls: 0.1749, loss_bbox: 0.1406, loss_iou: 0.3425, d0.loss_cls: 0.2285, d0.loss_bbox: 0.1458, d0.loss_iou: 0.3490, d1.loss_cls: 0.1966, d1.loss_bbox: 0.1430, d1.loss_iou: 0.3467, d2.loss_cls: 0.1834, d2.loss_bbox: 0.1414, d2.loss_iou: 0.3440, d3.loss_cls: 0.1775, d3.loss_bbox: 0.1412, d3.loss_iou: 0.3435, d4.loss_cls: 0.1755, d4.loss_bbox: 0.1407, d4.loss_iou: 0.3425, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1966, dn_loss_iou: 0.2910, d0.dn_loss_cls: 0.0489, d0.dn_loss_bbox: 0.3057, d0.dn_loss_iou: 0.4072, d1.dn_loss_cls: 0.0251, d1.dn_loss_bbox: 0.2237, d1.dn_loss_iou: 0.3220, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.2019, d2.dn_loss_iou: 0.2982, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1982, d3.dn_loss_iou: 0.2936, d4.dn_loss_cls: 0.0168, d4.dn_loss_bbox: 0.1966, d4.dn_loss_iou: 0.2908, loss: 8.1882 2024-05-20 16:06:13,442 - mmdet - INFO - Epoch [16][750/3665] lr: 2.000e-04, eta: 1 day, 7:09:56, time: 1.462, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2147, interm_loss_bbox: 0.1691, interm_loss_iou: 0.3897, loss_cls: 0.1727, loss_bbox: 0.1390, loss_iou: 0.3427, d0.loss_cls: 0.2322, d0.loss_bbox: 0.1476, d0.loss_iou: 0.3547, d1.loss_cls: 0.1959, d1.loss_bbox: 0.1436, d1.loss_iou: 0.3490, d2.loss_cls: 0.1829, d2.loss_bbox: 0.1404, d2.loss_iou: 0.3444, d3.loss_cls: 0.1770, d3.loss_bbox: 0.1393, d3.loss_iou: 0.3426, d4.loss_cls: 0.1739, d4.loss_bbox: 0.1390, d4.loss_iou: 0.3427, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1934, dn_loss_iou: 0.2917, d0.dn_loss_cls: 0.0489, d0.dn_loss_bbox: 0.3116, d0.dn_loss_iou: 0.4190, d1.dn_loss_cls: 0.0250, d1.dn_loss_bbox: 0.2217, d1.dn_loss_iou: 0.3252, d2.dn_loss_cls: 0.0197, d2.dn_loss_bbox: 0.1997, d2.dn_loss_iou: 0.2997, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1951, d3.dn_loss_iou: 0.2943, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1934, d4.dn_loss_iou: 0.2916, loss: 8.2123 2024-05-20 16:07:29,251 - mmdet - INFO - Epoch [16][800/3665] lr: 2.000e-04, eta: 1 day, 7:08:45, time: 1.516, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2169, interm_loss_bbox: 0.1697, interm_loss_iou: 0.3876, loss_cls: 0.1767, loss_bbox: 0.1437, loss_iou: 0.3452, d0.loss_cls: 0.2377, d0.loss_bbox: 0.1511, d0.loss_iou: 0.3556, d1.loss_cls: 0.1989, d1.loss_bbox: 0.1484, d1.loss_iou: 0.3521, d2.loss_cls: 0.1870, d2.loss_bbox: 0.1450, d2.loss_iou: 0.3462, d3.loss_cls: 0.1798, d3.loss_bbox: 0.1451, d3.loss_iou: 0.3468, d4.loss_cls: 0.1781, d4.loss_bbox: 0.1438, d4.loss_iou: 0.3451, dn_loss_cls: 0.0180, dn_loss_bbox: 0.2023, dn_loss_iou: 0.3000, d0.dn_loss_cls: 0.0539, d0.dn_loss_bbox: 0.3238, d0.dn_loss_iou: 0.4280, d1.dn_loss_cls: 0.0284, d1.dn_loss_bbox: 0.2336, d1.dn_loss_iou: 0.3352, d2.dn_loss_cls: 0.0224, d2.dn_loss_bbox: 0.2091, d2.dn_loss_iou: 0.3084, d3.dn_loss_cls: 0.0191, d3.dn_loss_bbox: 0.2041, d3.dn_loss_iou: 0.3029, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.2023, d4.dn_loss_iou: 0.3000, loss: 8.4101 2024-05-20 16:08:42,295 - mmdet - INFO - Epoch [16][850/3665] lr: 2.000e-04, eta: 1 day, 7:07:31, time: 1.461, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2182, interm_loss_bbox: 0.1662, interm_loss_iou: 0.3837, loss_cls: 0.1770, loss_bbox: 0.1412, loss_iou: 0.3458, d0.loss_cls: 0.2325, d0.loss_bbox: 0.1486, d0.loss_iou: 0.3551, d1.loss_cls: 0.1972, d1.loss_bbox: 0.1461, d1.loss_iou: 0.3528, d2.loss_cls: 0.1869, d2.loss_bbox: 0.1422, d2.loss_iou: 0.3460, d3.loss_cls: 0.1798, d3.loss_bbox: 0.1422, d3.loss_iou: 0.3468, d4.loss_cls: 0.1776, d4.loss_bbox: 0.1413, d4.loss_iou: 0.3456, dn_loss_cls: 0.0179, dn_loss_bbox: 0.1990, dn_loss_iou: 0.2979, d0.dn_loss_cls: 0.0517, d0.dn_loss_bbox: 0.3199, d0.dn_loss_iou: 0.4248, d1.dn_loss_cls: 0.0272, d1.dn_loss_bbox: 0.2298, d1.dn_loss_iou: 0.3319, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2049, d2.dn_loss_iou: 0.3059, d3.dn_loss_cls: 0.0192, d3.dn_loss_bbox: 0.2007, d3.dn_loss_iou: 0.3006, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.1990, d4.dn_loss_iou: 0.2978, loss: 8.3409 2024-05-20 16:09:57,246 - mmdet - INFO - Epoch [16][900/3665] lr: 2.000e-04, eta: 1 day, 7:06:19, time: 1.499, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2142, interm_loss_bbox: 0.1636, interm_loss_iou: 0.3698, loss_cls: 0.1739, loss_bbox: 0.1395, loss_iou: 0.3324, d0.loss_cls: 0.2271, d0.loss_bbox: 0.1442, d0.loss_iou: 0.3393, d1.loss_cls: 0.1919, d1.loss_bbox: 0.1439, d1.loss_iou: 0.3386, d2.loss_cls: 0.1817, d2.loss_bbox: 0.1402, d2.loss_iou: 0.3344, d3.loss_cls: 0.1754, d3.loss_bbox: 0.1402, d3.loss_iou: 0.3344, d4.loss_cls: 0.1735, d4.loss_bbox: 0.1401, d4.loss_iou: 0.3336, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1883, dn_loss_iou: 0.2828, d0.dn_loss_cls: 0.0493, d0.dn_loss_bbox: 0.3052, d0.dn_loss_iou: 0.4035, d1.dn_loss_cls: 0.0259, d1.dn_loss_bbox: 0.2167, d1.dn_loss_iou: 0.3143, d2.dn_loss_cls: 0.0207, d2.dn_loss_bbox: 0.1942, d2.dn_loss_iou: 0.2903, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1898, d3.dn_loss_iou: 0.2851, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1883, d4.dn_loss_iou: 0.2826, loss: 8.0205 2024-05-20 16:11:09,050 - mmdet - INFO - Epoch [16][950/3665] lr: 2.000e-04, eta: 1 day, 7:05:03, time: 1.436, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2190, interm_loss_bbox: 0.1683, interm_loss_iou: 0.3717, loss_cls: 0.1760, loss_bbox: 0.1470, loss_iou: 0.3364, d0.loss_cls: 0.2334, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3426, d1.loss_cls: 0.1999, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3399, d2.loss_cls: 0.1860, d2.loss_bbox: 0.1467, d2.loss_iou: 0.3375, d3.loss_cls: 0.1807, d3.loss_bbox: 0.1462, d3.loss_iou: 0.3362, d4.loss_cls: 0.1774, d4.loss_bbox: 0.1470, d4.loss_iou: 0.3368, dn_loss_cls: 0.0174, dn_loss_bbox: 0.2034, dn_loss_iou: 0.2930, d0.dn_loss_cls: 0.0517, d0.dn_loss_bbox: 0.3177, d0.dn_loss_iou: 0.4135, d1.dn_loss_cls: 0.0273, d1.dn_loss_bbox: 0.2316, d1.dn_loss_iou: 0.3255, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.2089, d2.dn_loss_iou: 0.3011, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.2048, d3.dn_loss_iou: 0.2957, d4.dn_loss_cls: 0.0179, d4.dn_loss_bbox: 0.2034, d4.dn_loss_iou: 0.2929, loss: 8.2735 2024-05-20 16:12:22,669 - mmdet - INFO - Epoch [16][1000/3665] lr: 2.000e-04, eta: 1 day, 7:03:50, time: 1.472, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2186, interm_loss_bbox: 0.1690, interm_loss_iou: 0.3842, loss_cls: 0.1802, loss_bbox: 0.1432, loss_iou: 0.3439, d0.loss_cls: 0.2311, d0.loss_bbox: 0.1496, d0.loss_iou: 0.3515, d1.loss_cls: 0.1992, d1.loss_bbox: 0.1471, d1.loss_iou: 0.3495, d2.loss_cls: 0.1890, d2.loss_bbox: 0.1440, d2.loss_iou: 0.3460, d3.loss_cls: 0.1827, d3.loss_bbox: 0.1434, d3.loss_iou: 0.3457, d4.loss_cls: 0.1809, d4.loss_bbox: 0.1432, d4.loss_iou: 0.3448, dn_loss_cls: 0.0170, dn_loss_bbox: 0.2016, dn_loss_iou: 0.2934, d0.dn_loss_cls: 0.0497, d0.dn_loss_bbox: 0.3215, d0.dn_loss_iou: 0.4173, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2312, d1.dn_loss_iou: 0.3266, d2.dn_loss_cls: 0.0208, d2.dn_loss_bbox: 0.2081, d2.dn_loss_iou: 0.3014, d3.dn_loss_cls: 0.0181, d3.dn_loss_bbox: 0.2034, d3.dn_loss_iou: 0.2962, d4.dn_loss_cls: 0.0173, d4.dn_loss_bbox: 0.2016, d4.dn_loss_iou: 0.2933, loss: 8.3313 2024-05-20 16:13:35,094 - mmdet - INFO - Epoch [16][1050/3665] lr: 2.000e-04, eta: 1 day, 7:02:34, time: 1.449, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2135, interm_loss_bbox: 0.1656, interm_loss_iou: 0.3863, loss_cls: 0.1764, loss_bbox: 0.1388, loss_iou: 0.3419, d0.loss_cls: 0.2273, d0.loss_bbox: 0.1448, d0.loss_iou: 0.3525, d1.loss_cls: 0.1957, d1.loss_bbox: 0.1426, d1.loss_iou: 0.3494, d2.loss_cls: 0.1845, d2.loss_bbox: 0.1396, d2.loss_iou: 0.3441, d3.loss_cls: 0.1780, d3.loss_bbox: 0.1402, d3.loss_iou: 0.3440, d4.loss_cls: 0.1770, d4.loss_bbox: 0.1392, d4.loss_iou: 0.3429, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1919, dn_loss_iou: 0.2908, d0.dn_loss_cls: 0.0490, d0.dn_loss_bbox: 0.3064, d0.dn_loss_iou: 0.4122, d1.dn_loss_cls: 0.0256, d1.dn_loss_bbox: 0.2197, d1.dn_loss_iou: 0.3232, d2.dn_loss_cls: 0.0206, d2.dn_loss_bbox: 0.1975, d2.dn_loss_iou: 0.2981, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1935, d3.dn_loss_iou: 0.2933, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1919, d4.dn_loss_iou: 0.2907, loss: 8.1804 2024-05-20 16:14:49,296 - mmdet - INFO - Epoch [16][1100/3665] lr: 2.000e-04, eta: 1 day, 7:01:22, time: 1.484, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2110, interm_loss_bbox: 0.1656, interm_loss_iou: 0.3827, loss_cls: 0.1713, loss_bbox: 0.1410, loss_iou: 0.3437, d0.loss_cls: 0.2269, d0.loss_bbox: 0.1473, d0.loss_iou: 0.3516, d1.loss_cls: 0.1946, d1.loss_bbox: 0.1442, d1.loss_iou: 0.3488, d2.loss_cls: 0.1807, d2.loss_bbox: 0.1427, d2.loss_iou: 0.3454, d3.loss_cls: 0.1752, d3.loss_bbox: 0.1407, d3.loss_iou: 0.3436, d4.loss_cls: 0.1728, d4.loss_bbox: 0.1409, d4.loss_iou: 0.3435, dn_loss_cls: 0.0167, dn_loss_bbox: 0.1954, dn_loss_iou: 0.2905, d0.dn_loss_cls: 0.0499, d0.dn_loss_bbox: 0.3125, d0.dn_loss_iou: 0.4112, d1.dn_loss_cls: 0.0259, d1.dn_loss_bbox: 0.2243, d1.dn_loss_iou: 0.3229, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.2017, d2.dn_loss_iou: 0.2982, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1974, d3.dn_loss_iou: 0.2932, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1953, d4.dn_loss_iou: 0.2904, loss: 8.1948 2024-05-20 16:16:07,145 - mmdet - INFO - Epoch [16][1150/3665] lr: 2.000e-04, eta: 1 day, 7:00:14, time: 1.557, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2208, interm_loss_bbox: 0.1615, interm_loss_iou: 0.3772, loss_cls: 0.1800, loss_bbox: 0.1416, loss_iou: 0.3441, d0.loss_cls: 0.2495, d0.loss_bbox: 0.1465, d0.loss_iou: 0.3523, d1.loss_cls: 0.2136, d1.loss_bbox: 0.1431, d1.loss_iou: 0.3465, d2.loss_cls: 0.1929, d2.loss_bbox: 0.1414, d2.loss_iou: 0.3438, d3.loss_cls: 0.1848, d3.loss_bbox: 0.1410, d3.loss_iou: 0.3430, d4.loss_cls: 0.1807, d4.loss_bbox: 0.1417, d4.loss_iou: 0.3441, dn_loss_cls: 0.0188, dn_loss_bbox: 0.1975, dn_loss_iou: 0.3015, d0.dn_loss_cls: 0.0524, d0.dn_loss_bbox: 0.3068, d0.dn_loss_iou: 0.4223, d1.dn_loss_cls: 0.0283, d1.dn_loss_bbox: 0.2271, d1.dn_loss_iou: 0.3351, d2.dn_loss_cls: 0.0226, d2.dn_loss_bbox: 0.2040, d2.dn_loss_iou: 0.3097, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.1992, d3.dn_loss_iou: 0.3043, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.1975, d4.dn_loss_iou: 0.3014, loss: 8.3572 2024-05-20 16:17:21,218 - mmdet - INFO - Epoch [16][1200/3665] lr: 2.000e-04, eta: 1 day, 6:59:01, time: 1.481, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2140, interm_loss_bbox: 0.1639, interm_loss_iou: 0.3788, loss_cls: 0.1761, loss_bbox: 0.1396, loss_iou: 0.3393, d0.loss_cls: 0.2450, d0.loss_bbox: 0.1452, d0.loss_iou: 0.3487, d1.loss_cls: 0.2038, d1.loss_bbox: 0.1441, d1.loss_iou: 0.3451, d2.loss_cls: 0.1860, d2.loss_bbox: 0.1421, d2.loss_iou: 0.3431, d3.loss_cls: 0.1796, d3.loss_bbox: 0.1397, d3.loss_iou: 0.3405, d4.loss_cls: 0.1772, d4.loss_bbox: 0.1398, d4.loss_iou: 0.3396, dn_loss_cls: 0.0171, dn_loss_bbox: 0.2001, dn_loss_iou: 0.2893, d0.dn_loss_cls: 0.0506, d0.dn_loss_bbox: 0.3135, d0.dn_loss_iou: 0.4102, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2289, d1.dn_loss_iou: 0.3221, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.2062, d2.dn_loss_iou: 0.2971, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.2018, d3.dn_loss_iou: 0.2921, d4.dn_loss_cls: 0.0175, d4.dn_loss_bbox: 0.2001, d4.dn_loss_iou: 0.2893, loss: 8.2329 2024-05-20 16:18:33,406 - mmdet - INFO - Epoch [16][1250/3665] lr: 2.000e-04, eta: 1 day, 6:57:45, time: 1.444, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2191, interm_loss_bbox: 0.1667, interm_loss_iou: 0.3815, loss_cls: 0.1788, loss_bbox: 0.1419, loss_iou: 0.3416, d0.loss_cls: 0.2403, d0.loss_bbox: 0.1475, d0.loss_iou: 0.3527, d1.loss_cls: 0.2077, d1.loss_bbox: 0.1444, d1.loss_iou: 0.3478, d2.loss_cls: 0.1911, d2.loss_bbox: 0.1428, d2.loss_iou: 0.3426, d3.loss_cls: 0.1824, d3.loss_bbox: 0.1422, d3.loss_iou: 0.3427, d4.loss_cls: 0.1797, d4.loss_bbox: 0.1421, d4.loss_iou: 0.3415, dn_loss_cls: 0.0178, dn_loss_bbox: 0.1953, dn_loss_iou: 0.2912, d0.dn_loss_cls: 0.0506, d0.dn_loss_bbox: 0.3143, d0.dn_loss_iou: 0.4174, d1.dn_loss_cls: 0.0271, d1.dn_loss_bbox: 0.2255, d1.dn_loss_iou: 0.3246, d2.dn_loss_cls: 0.0217, d2.dn_loss_bbox: 0.2019, d2.dn_loss_iou: 0.2991, d3.dn_loss_cls: 0.0191, d3.dn_loss_bbox: 0.1973, d3.dn_loss_iou: 0.2939, d4.dn_loss_cls: 0.0182, d4.dn_loss_bbox: 0.1953, d4.dn_loss_iou: 0.2911, loss: 8.2786 2024-05-20 16:19:47,462 - mmdet - INFO - Epoch [16][1300/3665] lr: 2.000e-04, eta: 1 day, 6:56:32, time: 1.481, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2236, interm_loss_bbox: 0.1675, interm_loss_iou: 0.3718, loss_cls: 0.1823, loss_bbox: 0.1440, loss_iou: 0.3367, d0.loss_cls: 0.2438, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3470, d1.loss_cls: 0.2065, d1.loss_bbox: 0.1483, d1.loss_iou: 0.3425, d2.loss_cls: 0.1906, d2.loss_bbox: 0.1465, d2.loss_iou: 0.3395, d3.loss_cls: 0.1853, d3.loss_bbox: 0.1448, d3.loss_iou: 0.3370, d4.loss_cls: 0.1834, d4.loss_bbox: 0.1440, d4.loss_iou: 0.3365, dn_loss_cls: 0.0178, dn_loss_bbox: 0.2027, dn_loss_iou: 0.2911, d0.dn_loss_cls: 0.0513, d0.dn_loss_bbox: 0.3183, d0.dn_loss_iou: 0.4103, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2323, d1.dn_loss_iou: 0.3230, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.2085, d2.dn_loss_iou: 0.2986, d3.dn_loss_cls: 0.0189, d3.dn_loss_bbox: 0.2043, d3.dn_loss_iou: 0.2937, d4.dn_loss_cls: 0.0181, d4.dn_loss_bbox: 0.2027, d4.dn_loss_iou: 0.2910, loss: 8.3034 2024-05-20 16:21:03,694 - mmdet - INFO - Epoch [16][1350/3665] lr: 2.000e-04, eta: 1 day, 6:55:22, time: 1.525, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2201, interm_loss_bbox: 0.1694, interm_loss_iou: 0.3845, loss_cls: 0.1809, loss_bbox: 0.1459, loss_iou: 0.3471, d0.loss_cls: 0.2422, d0.loss_bbox: 0.1491, d0.loss_iou: 0.3532, d1.loss_cls: 0.2047, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3514, d2.loss_cls: 0.1897, d2.loss_bbox: 0.1475, d2.loss_iou: 0.3499, d3.loss_cls: 0.1830, d3.loss_bbox: 0.1470, d3.loss_iou: 0.3488, d4.loss_cls: 0.1817, d4.loss_bbox: 0.1460, d4.loss_iou: 0.3478, dn_loss_cls: 0.0181, dn_loss_bbox: 0.2063, dn_loss_iou: 0.2975, d0.dn_loss_cls: 0.0519, d0.dn_loss_bbox: 0.3243, d0.dn_loss_iou: 0.4193, d1.dn_loss_cls: 0.0271, d1.dn_loss_bbox: 0.2369, d1.dn_loss_iou: 0.3305, d2.dn_loss_cls: 0.0217, d2.dn_loss_bbox: 0.2122, d2.dn_loss_iou: 0.3058, d3.dn_loss_cls: 0.0191, d3.dn_loss_bbox: 0.2080, d3.dn_loss_iou: 0.3001, d4.dn_loss_cls: 0.0184, d4.dn_loss_bbox: 0.2063, d4.dn_loss_iou: 0.2974, loss: 8.4389 2024-05-20 16:22:16,296 - mmdet - INFO - Epoch [16][1400/3665] lr: 2.000e-04, eta: 1 day, 6:54:07, time: 1.452, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2188, interm_loss_bbox: 0.1667, interm_loss_iou: 0.3754, loss_cls: 0.1799, loss_bbox: 0.1427, loss_iou: 0.3344, d0.loss_cls: 0.2411, d0.loss_bbox: 0.1473, d0.loss_iou: 0.3423, d1.loss_cls: 0.2049, d1.loss_bbox: 0.1460, d1.loss_iou: 0.3396, d2.loss_cls: 0.1879, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3384, d3.loss_cls: 0.1825, d3.loss_bbox: 0.1435, d3.loss_iou: 0.3359, d4.loss_cls: 0.1800, d4.loss_bbox: 0.1430, d4.loss_iou: 0.3348, dn_loss_cls: 0.0172, dn_loss_bbox: 0.1977, dn_loss_iou: 0.2863, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.3135, d0.dn_loss_iou: 0.4081, d1.dn_loss_cls: 0.0264, d1.dn_loss_bbox: 0.2260, d1.dn_loss_iou: 0.3191, d2.dn_loss_cls: 0.0211, d2.dn_loss_bbox: 0.2032, d2.dn_loss_iou: 0.2939, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.1992, d3.dn_loss_iou: 0.2888, d4.dn_loss_cls: 0.0175, d4.dn_loss_bbox: 0.1976, d4.dn_loss_iou: 0.2862, loss: 8.2001 2024-05-20 16:23:30,959 - mmdet - INFO - Epoch [16][1450/3665] lr: 2.000e-04, eta: 1 day, 6:52:55, time: 1.493, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2239, interm_loss_bbox: 0.1740, interm_loss_iou: 0.3906, loss_cls: 0.1859, loss_bbox: 0.1463, loss_iou: 0.3486, d0.loss_cls: 0.2485, d0.loss_bbox: 0.1533, d0.loss_iou: 0.3585, d1.loss_cls: 0.2107, d1.loss_bbox: 0.1517, d1.loss_iou: 0.3559, d2.loss_cls: 0.1952, d2.loss_bbox: 0.1487, d2.loss_iou: 0.3504, d3.loss_cls: 0.1882, d3.loss_bbox: 0.1480, d3.loss_iou: 0.3500, d4.loss_cls: 0.1868, d4.loss_bbox: 0.1466, d4.loss_iou: 0.3487, dn_loss_cls: 0.0189, dn_loss_bbox: 0.2085, dn_loss_iou: 0.2976, d0.dn_loss_cls: 0.0532, d0.dn_loss_bbox: 0.3293, d0.dn_loss_iou: 0.4236, d1.dn_loss_cls: 0.0288, d1.dn_loss_bbox: 0.2397, d1.dn_loss_iou: 0.3315, d2.dn_loss_cls: 0.0230, d2.dn_loss_bbox: 0.2153, d2.dn_loss_iou: 0.3060, d3.dn_loss_cls: 0.0201, d3.dn_loss_bbox: 0.2103, d3.dn_loss_iou: 0.3005, d4.dn_loss_cls: 0.0193, d4.dn_loss_bbox: 0.2085, d4.dn_loss_iou: 0.2975, loss: 8.5424 2024-05-20 16:24:41,698 - mmdet - INFO - Epoch [16][1500/3665] lr: 2.000e-04, eta: 1 day, 6:51:38, time: 1.415, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2168, interm_loss_bbox: 0.1676, interm_loss_iou: 0.3850, loss_cls: 0.1776, loss_bbox: 0.1408, loss_iou: 0.3437, d0.loss_cls: 0.2402, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3560, d1.loss_cls: 0.2032, d1.loss_bbox: 0.1459, d1.loss_iou: 0.3499, d2.loss_cls: 0.1878, d2.loss_bbox: 0.1433, d2.loss_iou: 0.3461, d3.loss_cls: 0.1811, d3.loss_bbox: 0.1414, d3.loss_iou: 0.3444, d4.loss_cls: 0.1789, d4.loss_bbox: 0.1412, d4.loss_iou: 0.3434, dn_loss_cls: 0.0176, dn_loss_bbox: 0.1980, dn_loss_iou: 0.2967, d0.dn_loss_cls: 0.0513, d0.dn_loss_bbox: 0.3145, d0.dn_loss_iou: 0.4218, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2280, d1.dn_loss_iou: 0.3307, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.2046, d2.dn_loss_iou: 0.3051, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.1998, d3.dn_loss_iou: 0.2995, d4.dn_loss_cls: 0.0180, d4.dn_loss_bbox: 0.1980, d4.dn_loss_iou: 0.2966, loss: 8.3313 2024-05-20 16:25:57,867 - mmdet - INFO - Epoch [16][1550/3665] lr: 2.000e-04, eta: 1 day, 6:50:27, time: 1.523, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2160, interm_loss_bbox: 0.1679, interm_loss_iou: 0.3793, loss_cls: 0.1751, loss_bbox: 0.1456, loss_iou: 0.3390, d0.loss_cls: 0.2390, d0.loss_bbox: 0.1488, d0.loss_iou: 0.3471, d1.loss_cls: 0.1995, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3445, d2.loss_cls: 0.1846, d2.loss_bbox: 0.1452, d2.loss_iou: 0.3400, d3.loss_cls: 0.1781, d3.loss_bbox: 0.1456, d3.loss_iou: 0.3401, d4.loss_cls: 0.1763, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3391, dn_loss_cls: 0.0173, dn_loss_bbox: 0.1988, dn_loss_iou: 0.2877, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.3123, d0.dn_loss_iou: 0.4071, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2268, d1.dn_loss_iou: 0.3194, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.2042, d2.dn_loss_iou: 0.2950, d3.dn_loss_cls: 0.0186, d3.dn_loss_bbox: 0.2000, d3.dn_loss_iou: 0.2900, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.1988, d4.dn_loss_iou: 0.2876, loss: 8.2251 2024-05-20 16:27:09,685 - mmdet - INFO - Epoch [16][1600/3665] lr: 2.000e-04, eta: 1 day, 6:49:11, time: 1.436, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2219, interm_loss_bbox: 0.1605, interm_loss_iou: 0.3865, loss_cls: 0.1811, loss_bbox: 0.1407, loss_iou: 0.3514, d0.loss_cls: 0.2414, d0.loss_bbox: 0.1427, d0.loss_iou: 0.3553, d1.loss_cls: 0.2030, d1.loss_bbox: 0.1441, d1.loss_iou: 0.3552, d2.loss_cls: 0.1907, d2.loss_bbox: 0.1414, d2.loss_iou: 0.3513, d3.loss_cls: 0.1842, d3.loss_bbox: 0.1411, d3.loss_iou: 0.3517, d4.loss_cls: 0.1821, d4.loss_bbox: 0.1408, d4.loss_iou: 0.3514, dn_loss_cls: 0.0190, dn_loss_bbox: 0.1940, dn_loss_iou: 0.2989, d0.dn_loss_cls: 0.0524, d0.dn_loss_bbox: 0.3072, d0.dn_loss_iou: 0.4223, d1.dn_loss_cls: 0.0282, d1.dn_loss_bbox: 0.2229, d1.dn_loss_iou: 0.3322, d2.dn_loss_cls: 0.0228, d2.dn_loss_bbox: 0.1998, d2.dn_loss_iou: 0.3071, d3.dn_loss_cls: 0.0201, d3.dn_loss_bbox: 0.1956, d3.dn_loss_iou: 0.3020, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.1940, d4.dn_loss_iou: 0.2990, loss: 8.3551 2024-05-20 16:28:30,635 - mmdet - INFO - Epoch [16][1650/3665] lr: 2.000e-04, eta: 1 day, 6:48:08, time: 1.619, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2191, interm_loss_bbox: 0.1631, interm_loss_iou: 0.3876, loss_cls: 0.1792, loss_bbox: 0.1395, loss_iou: 0.3489, d0.loss_cls: 0.2376, d0.loss_bbox: 0.1441, d0.loss_iou: 0.3564, d1.loss_cls: 0.2024, d1.loss_bbox: 0.1431, d1.loss_iou: 0.3529, d2.loss_cls: 0.1894, d2.loss_bbox: 0.1401, d2.loss_iou: 0.3499, d3.loss_cls: 0.1837, d3.loss_bbox: 0.1393, d3.loss_iou: 0.3485, d4.loss_cls: 0.1804, d4.loss_bbox: 0.1396, d4.loss_iou: 0.3488, dn_loss_cls: 0.0179, dn_loss_bbox: 0.2000, dn_loss_iou: 0.3006, d0.dn_loss_cls: 0.0504, d0.dn_loss_bbox: 0.3141, d0.dn_loss_iou: 0.4245, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2276, d1.dn_loss_iou: 0.3330, d2.dn_loss_cls: 0.0217, d2.dn_loss_bbox: 0.2053, d2.dn_loss_iou: 0.3080, d3.dn_loss_cls: 0.0191, d3.dn_loss_bbox: 0.2014, d3.dn_loss_iou: 0.3029, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.2000, d4.dn_loss_iou: 0.3004, loss: 8.3656 2024-05-20 16:29:45,496 - mmdet - INFO - Epoch [16][1700/3665] lr: 2.000e-04, eta: 1 day, 6:46:56, time: 1.497, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2212, interm_loss_bbox: 0.1680, interm_loss_iou: 0.3897, loss_cls: 0.1837, loss_bbox: 0.1429, loss_iou: 0.3515, d0.loss_cls: 0.2397, d0.loss_bbox: 0.1471, d0.loss_iou: 0.3584, d1.loss_cls: 0.2038, d1.loss_bbox: 0.1467, d1.loss_iou: 0.3570, d2.loss_cls: 0.1930, d2.loss_bbox: 0.1435, d2.loss_iou: 0.3532, d3.loss_cls: 0.1863, d3.loss_bbox: 0.1434, d3.loss_iou: 0.3527, d4.loss_cls: 0.1848, d4.loss_bbox: 0.1430, d4.loss_iou: 0.3516, dn_loss_cls: 0.0187, dn_loss_bbox: 0.2025, dn_loss_iou: 0.2954, d0.dn_loss_cls: 0.0515, d0.dn_loss_bbox: 0.3193, d0.dn_loss_iou: 0.4176, d1.dn_loss_cls: 0.0278, d1.dn_loss_bbox: 0.2296, d1.dn_loss_iou: 0.3264, d2.dn_loss_cls: 0.0224, d2.dn_loss_bbox: 0.2077, d2.dn_loss_iou: 0.3024, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.2039, d3.dn_loss_iou: 0.2978, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.2024, d4.dn_loss_iou: 0.2953, loss: 8.4205 2024-05-20 16:31:01,212 - mmdet - INFO - Epoch [16][1750/3665] lr: 2.000e-04, eta: 1 day, 6:45:45, time: 1.514, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2167, interm_loss_bbox: 0.1682, interm_loss_iou: 0.3889, loss_cls: 0.1785, loss_bbox: 0.1398, loss_iou: 0.3452, d0.loss_cls: 0.2333, d0.loss_bbox: 0.1472, d0.loss_iou: 0.3545, d1.loss_cls: 0.2007, d1.loss_bbox: 0.1437, d1.loss_iou: 0.3502, d2.loss_cls: 0.1871, d2.loss_bbox: 0.1419, d2.loss_iou: 0.3481, d3.loss_cls: 0.1806, d3.loss_bbox: 0.1405, d3.loss_iou: 0.3472, d4.loss_cls: 0.1790, d4.loss_bbox: 0.1398, d4.loss_iou: 0.3456, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1972, dn_loss_iou: 0.2965, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.3085, d0.dn_loss_iou: 0.4172, d1.dn_loss_cls: 0.0265, d1.dn_loss_bbox: 0.2264, d1.dn_loss_iou: 0.3296, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.2036, d2.dn_loss_iou: 0.3048, d3.dn_loss_cls: 0.0181, d3.dn_loss_bbox: 0.1989, d3.dn_loss_iou: 0.2992, d4.dn_loss_cls: 0.0172, d4.dn_loss_bbox: 0.1972, d4.dn_loss_iou: 0.2964, loss: 8.3032 2024-05-20 16:32:12,378 - mmdet - INFO - Epoch [16][1800/3665] lr: 2.000e-04, eta: 1 day, 6:44:28, time: 1.423, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2191, interm_loss_bbox: 0.1670, interm_loss_iou: 0.3800, loss_cls: 0.1790, loss_bbox: 0.1398, loss_iou: 0.3406, d0.loss_cls: 0.2359, d0.loss_bbox: 0.1472, d0.loss_iou: 0.3497, d1.loss_cls: 0.2009, d1.loss_bbox: 0.1437, d1.loss_iou: 0.3453, d2.loss_cls: 0.1885, d2.loss_bbox: 0.1407, d2.loss_iou: 0.3422, d3.loss_cls: 0.1822, d3.loss_bbox: 0.1403, d3.loss_iou: 0.3412, d4.loss_cls: 0.1793, d4.loss_bbox: 0.1402, d4.loss_iou: 0.3409, dn_loss_cls: 0.0179, dn_loss_bbox: 0.1945, dn_loss_iou: 0.2923, d0.dn_loss_cls: 0.0498, d0.dn_loss_bbox: 0.3062, d0.dn_loss_iou: 0.4125, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2221, d1.dn_loss_iou: 0.3237, d2.dn_loss_cls: 0.0211, d2.dn_loss_bbox: 0.2002, d2.dn_loss_iou: 0.2999, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.1962, d3.dn_loss_iou: 0.2949, d4.dn_loss_cls: 0.0180, d4.dn_loss_bbox: 0.1945, d4.dn_loss_iou: 0.2923, loss: 8.2249 2024-05-20 16:33:28,104 - mmdet - INFO - Epoch [16][1850/3665] lr: 2.000e-04, eta: 1 day, 6:43:17, time: 1.515, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2223, interm_loss_bbox: 0.1686, interm_loss_iou: 0.3906, loss_cls: 0.1824, loss_bbox: 0.1455, loss_iou: 0.3530, d0.loss_cls: 0.2378, d0.loss_bbox: 0.1496, d0.loss_iou: 0.3615, d1.loss_cls: 0.2025, d1.loss_bbox: 0.1479, d1.loss_iou: 0.3578, d2.loss_cls: 0.1918, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3553, d3.loss_cls: 0.1859, d3.loss_bbox: 0.1460, d3.loss_iou: 0.3540, d4.loss_cls: 0.1836, d4.loss_bbox: 0.1458, d4.loss_iou: 0.3535, dn_loss_cls: 0.0179, dn_loss_bbox: 0.2017, dn_loss_iou: 0.2978, d0.dn_loss_cls: 0.0521, d0.dn_loss_bbox: 0.3175, d0.dn_loss_iou: 0.4205, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2307, d1.dn_loss_iou: 0.3318, d2.dn_loss_cls: 0.0220, d2.dn_loss_bbox: 0.2076, d2.dn_loss_iou: 0.3058, d3.dn_loss_cls: 0.0192, d3.dn_loss_bbox: 0.2032, d3.dn_loss_iou: 0.3002, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.2017, d4.dn_loss_iou: 0.2977, loss: 8.4546 2024-05-20 16:34:43,762 - mmdet - INFO - Epoch [16][1900/3665] lr: 2.000e-04, eta: 1 day, 6:42:06, time: 1.513, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2210, interm_loss_bbox: 0.1654, interm_loss_iou: 0.3882, loss_cls: 0.1794, loss_bbox: 0.1405, loss_iou: 0.3469, d0.loss_cls: 0.2381, d0.loss_bbox: 0.1450, d0.loss_iou: 0.3571, d1.loss_cls: 0.2011, d1.loss_bbox: 0.1455, d1.loss_iou: 0.3548, d2.loss_cls: 0.1905, d2.loss_bbox: 0.1414, d2.loss_iou: 0.3495, d3.loss_cls: 0.1827, d3.loss_bbox: 0.1409, d3.loss_iou: 0.3486, d4.loss_cls: 0.1795, d4.loss_bbox: 0.1411, d4.loss_iou: 0.3475, dn_loss_cls: 0.0186, dn_loss_bbox: 0.1988, dn_loss_iou: 0.2991, d0.dn_loss_cls: 0.0526, d0.dn_loss_bbox: 0.3111, d0.dn_loss_iou: 0.4215, d1.dn_loss_cls: 0.0279, d1.dn_loss_bbox: 0.2280, d1.dn_loss_iou: 0.3329, d2.dn_loss_cls: 0.0226, d2.dn_loss_bbox: 0.2053, d2.dn_loss_iou: 0.3074, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.2007, d3.dn_loss_iou: 0.3019, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.1989, d4.dn_loss_iou: 0.2990, loss: 8.3699 2024-05-20 16:35:56,821 - mmdet - INFO - Epoch [16][1950/3665] lr: 2.000e-04, eta: 1 day, 6:40:52, time: 1.461, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2156, interm_loss_bbox: 0.1682, interm_loss_iou: 0.3784, loss_cls: 0.1745, loss_bbox: 0.1442, loss_iou: 0.3431, d0.loss_cls: 0.2338, d0.loss_bbox: 0.1482, d0.loss_iou: 0.3483, d1.loss_cls: 0.1976, d1.loss_bbox: 0.1470, d1.loss_iou: 0.3480, d2.loss_cls: 0.1835, d2.loss_bbox: 0.1452, d2.loss_iou: 0.3449, d3.loss_cls: 0.1783, d3.loss_bbox: 0.1437, d3.loss_iou: 0.3429, d4.loss_cls: 0.1751, d4.loss_bbox: 0.1445, d4.loss_iou: 0.3430, dn_loss_cls: 0.0174, dn_loss_bbox: 0.1973, dn_loss_iou: 0.2931, d0.dn_loss_cls: 0.0507, d0.dn_loss_bbox: 0.3184, d0.dn_loss_iou: 0.4221, d1.dn_loss_cls: 0.0265, d1.dn_loss_bbox: 0.2272, d1.dn_loss_iou: 0.3265, d2.dn_loss_cls: 0.0213, d2.dn_loss_bbox: 0.2036, d2.dn_loss_iou: 0.3013, d3.dn_loss_cls: 0.0185, d3.dn_loss_bbox: 0.1992, d3.dn_loss_iou: 0.2959, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.1973, d4.dn_loss_iou: 0.2930, loss: 8.2752 2024-05-20 16:37:08,582 - mmdet - INFO - Epoch [16][2000/3665] lr: 2.000e-04, eta: 1 day, 6:39:36, time: 1.435, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2167, interm_loss_bbox: 0.1688, interm_loss_iou: 0.3848, loss_cls: 0.1753, loss_bbox: 0.1424, loss_iou: 0.3447, d0.loss_cls: 0.2357, d0.loss_bbox: 0.1494, d0.loss_iou: 0.3551, d1.loss_cls: 0.2008, d1.loss_bbox: 0.1462, d1.loss_iou: 0.3496, d2.loss_cls: 0.1855, d2.loss_bbox: 0.1451, d2.loss_iou: 0.3470, d3.loss_cls: 0.1793, d3.loss_bbox: 0.1421, d3.loss_iou: 0.3447, d4.loss_cls: 0.1768, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3442, dn_loss_cls: 0.0173, dn_loss_bbox: 0.1948, dn_loss_iou: 0.2943, d0.dn_loss_cls: 0.0505, d0.dn_loss_bbox: 0.3107, d0.dn_loss_iou: 0.4174, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2235, d1.dn_loss_iou: 0.3278, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.2007, d2.dn_loss_iou: 0.3022, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.1965, d3.dn_loss_iou: 0.2969, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.1948, d4.dn_loss_iou: 0.2942, loss: 8.2827 2024-05-20 16:38:21,711 - mmdet - INFO - Epoch [16][2050/3665] lr: 2.000e-04, eta: 1 day, 6:38:21, time: 1.463, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2179, interm_loss_bbox: 0.1641, interm_loss_iou: 0.3798, loss_cls: 0.1758, loss_bbox: 0.1401, loss_iou: 0.3440, d0.loss_cls: 0.2330, d0.loss_bbox: 0.1470, d0.loss_iou: 0.3531, d1.loss_cls: 0.1971, d1.loss_bbox: 0.1439, d1.loss_iou: 0.3489, d2.loss_cls: 0.1862, d2.loss_bbox: 0.1401, d2.loss_iou: 0.3435, d3.loss_cls: 0.1793, d3.loss_bbox: 0.1405, d3.loss_iou: 0.3436, d4.loss_cls: 0.1766, d4.loss_bbox: 0.1403, d4.loss_iou: 0.3434, dn_loss_cls: 0.0174, dn_loss_bbox: 0.1946, dn_loss_iou: 0.2926, d0.dn_loss_cls: 0.0498, d0.dn_loss_bbox: 0.3075, d0.dn_loss_iou: 0.4108, d1.dn_loss_cls: 0.0262, d1.dn_loss_bbox: 0.2225, d1.dn_loss_iou: 0.3246, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.2002, d2.dn_loss_iou: 0.3002, d3.dn_loss_cls: 0.0185, d3.dn_loss_bbox: 0.1961, d3.dn_loss_iou: 0.2950, d4.dn_loss_cls: 0.0176, d4.dn_loss_bbox: 0.1946, d4.dn_loss_iou: 0.2925, loss: 8.2198 2024-05-20 16:39:36,547 - mmdet - INFO - Epoch [16][2100/3665] lr: 2.000e-04, eta: 1 day, 6:37:09, time: 1.497, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2156, interm_loss_bbox: 0.1729, interm_loss_iou: 0.3677, loss_cls: 0.1742, loss_bbox: 0.1447, loss_iou: 0.3262, d0.loss_cls: 0.2316, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3367, d1.loss_cls: 0.1960, d1.loss_bbox: 0.1499, d1.loss_iou: 0.3336, d2.loss_cls: 0.1843, d2.loss_bbox: 0.1467, d2.loss_iou: 0.3280, d3.loss_cls: 0.1782, d3.loss_bbox: 0.1450, d3.loss_iou: 0.3265, d4.loss_cls: 0.1751, d4.loss_bbox: 0.1453, d4.loss_iou: 0.3262, dn_loss_cls: 0.0168, dn_loss_bbox: 0.2049, dn_loss_iou: 0.2862, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.3251, d0.dn_loss_iou: 0.4109, d1.dn_loss_cls: 0.0264, d1.dn_loss_bbox: 0.2343, d1.dn_loss_iou: 0.3184, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.2116, d2.dn_loss_iou: 0.2944, d3.dn_loss_cls: 0.0180, d3.dn_loss_bbox: 0.2069, d3.dn_loss_iou: 0.2891, d4.dn_loss_cls: 0.0172, d4.dn_loss_bbox: 0.2050, d4.dn_loss_iou: 0.2862, loss: 8.1785 2024-05-20 16:40:48,501 - mmdet - INFO - Epoch [16][2150/3665] lr: 2.000e-04, eta: 1 day, 6:35:54, time: 1.439, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2099, interm_loss_bbox: 0.1642, interm_loss_iou: 0.3832, loss_cls: 0.1727, loss_bbox: 0.1413, loss_iou: 0.3428, d0.loss_cls: 0.2258, d0.loss_bbox: 0.1460, d0.loss_iou: 0.3527, d1.loss_cls: 0.1916, d1.loss_bbox: 0.1448, d1.loss_iou: 0.3508, d2.loss_cls: 0.1800, d2.loss_bbox: 0.1424, d2.loss_iou: 0.3451, d3.loss_cls: 0.1741, d3.loss_bbox: 0.1422, d3.loss_iou: 0.3442, d4.loss_cls: 0.1729, d4.loss_bbox: 0.1420, d4.loss_iou: 0.3433, dn_loss_cls: 0.0170, dn_loss_bbox: 0.1903, dn_loss_iou: 0.2895, d0.dn_loss_cls: 0.0473, d0.dn_loss_bbox: 0.3007, d0.dn_loss_iou: 0.4109, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.2178, d1.dn_loss_iou: 0.3209, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1958, d2.dn_loss_iou: 0.2971, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1918, d3.dn_loss_iou: 0.2920, d4.dn_loss_cls: 0.0172, d4.dn_loss_bbox: 0.1903, d4.dn_loss_iou: 0.2894, loss: 8.1422 2024-05-20 16:42:07,624 - mmdet - INFO - Epoch [16][2200/3665] lr: 2.000e-04, eta: 1 day, 6:34:47, time: 1.582, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2154, interm_loss_bbox: 0.1568, interm_loss_iou: 0.3900, loss_cls: 0.1744, loss_bbox: 0.1361, loss_iou: 0.3524, d0.loss_cls: 0.2312, d0.loss_bbox: 0.1398, d0.loss_iou: 0.3605, d1.loss_cls: 0.1945, d1.loss_bbox: 0.1388, d1.loss_iou: 0.3575, d2.loss_cls: 0.1833, d2.loss_bbox: 0.1372, d2.loss_iou: 0.3542, d3.loss_cls: 0.1783, d3.loss_bbox: 0.1357, d3.loss_iou: 0.3524, d4.loss_cls: 0.1757, d4.loss_bbox: 0.1362, d4.loss_iou: 0.3527, dn_loss_cls: 0.0187, dn_loss_bbox: 0.1878, dn_loss_iou: 0.2963, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.3029, d0.dn_loss_iou: 0.4212, d1.dn_loss_cls: 0.0277, d1.dn_loss_bbox: 0.2154, d1.dn_loss_iou: 0.3289, d2.dn_loss_cls: 0.0223, d2.dn_loss_bbox: 0.1935, d2.dn_loss_iou: 0.3042, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.1895, d3.dn_loss_iou: 0.2989, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.1878, d4.dn_loss_iou: 0.2963, loss: 8.2344 2024-05-20 16:43:23,562 - mmdet - INFO - Epoch [16][2250/3665] lr: 2.000e-04, eta: 1 day, 6:33:37, time: 1.519, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2172, interm_loss_bbox: 0.1661, interm_loss_iou: 0.3767, loss_cls: 0.1769, loss_bbox: 0.1386, loss_iou: 0.3350, d0.loss_cls: 0.2338, d0.loss_bbox: 0.1454, d0.loss_iou: 0.3446, d1.loss_cls: 0.1972, d1.loss_bbox: 0.1422, d1.loss_iou: 0.3418, d2.loss_cls: 0.1852, d2.loss_bbox: 0.1398, d2.loss_iou: 0.3373, d3.loss_cls: 0.1790, d3.loss_bbox: 0.1392, d3.loss_iou: 0.3370, d4.loss_cls: 0.1771, d4.loss_bbox: 0.1388, d4.loss_iou: 0.3358, dn_loss_cls: 0.0177, dn_loss_bbox: 0.1984, dn_loss_iou: 0.2932, d0.dn_loss_cls: 0.0504, d0.dn_loss_bbox: 0.3170, d0.dn_loss_iou: 0.4203, d1.dn_loss_cls: 0.0270, d1.dn_loss_bbox: 0.2285, d1.dn_loss_iou: 0.3271, d2.dn_loss_cls: 0.0217, d2.dn_loss_bbox: 0.2050, d2.dn_loss_iou: 0.3014, d3.dn_loss_cls: 0.0189, d3.dn_loss_bbox: 0.2001, d3.dn_loss_iou: 0.2961, d4.dn_loss_cls: 0.0180, d4.dn_loss_bbox: 0.1984, d4.dn_loss_iou: 0.2931, loss: 8.2167 2024-05-20 16:44:38,839 - mmdet - INFO - Epoch [16][2300/3665] lr: 2.000e-04, eta: 1 day, 6:32:25, time: 1.505, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2150, interm_loss_bbox: 0.1656, interm_loss_iou: 0.3835, loss_cls: 0.1734, loss_bbox: 0.1416, loss_iou: 0.3423, d0.loss_cls: 0.2310, d0.loss_bbox: 0.1470, d0.loss_iou: 0.3526, d1.loss_cls: 0.1988, d1.loss_bbox: 0.1436, d1.loss_iou: 0.3454, d2.loss_cls: 0.1858, d2.loss_bbox: 0.1411, d2.loss_iou: 0.3416, d3.loss_cls: 0.1778, d3.loss_bbox: 0.1416, d3.loss_iou: 0.3418, d4.loss_cls: 0.1746, d4.loss_bbox: 0.1418, d4.loss_iou: 0.3419, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1915, dn_loss_iou: 0.2848, d0.dn_loss_cls: 0.0496, d0.dn_loss_bbox: 0.3041, d0.dn_loss_iou: 0.4079, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2189, d1.dn_loss_iou: 0.3166, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.1972, d2.dn_loss_iou: 0.2921, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1931, d3.dn_loss_iou: 0.2872, d4.dn_loss_cls: 0.0173, d4.dn_loss_bbox: 0.1915, d4.dn_loss_iou: 0.2847, loss: 8.1453 2024-05-20 16:45:52,393 - mmdet - INFO - Epoch [16][2350/3665] lr: 2.000e-04, eta: 1 day, 6:31:11, time: 1.471, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2149, interm_loss_bbox: 0.1703, interm_loss_iou: 0.3875, loss_cls: 0.1766, loss_bbox: 0.1440, loss_iou: 0.3444, d0.loss_cls: 0.2318, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3547, d1.loss_cls: 0.1992, d1.loss_bbox: 0.1474, d1.loss_iou: 0.3501, d2.loss_cls: 0.1867, d2.loss_bbox: 0.1449, d2.loss_iou: 0.3466, d3.loss_cls: 0.1806, d3.loss_bbox: 0.1440, d3.loss_iou: 0.3449, d4.loss_cls: 0.1774, d4.loss_bbox: 0.1443, d4.loss_iou: 0.3444, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1958, dn_loss_iou: 0.2918, d0.dn_loss_cls: 0.0496, d0.dn_loss_bbox: 0.3145, d0.dn_loss_iou: 0.4177, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2260, d1.dn_loss_iou: 0.3254, d2.dn_loss_cls: 0.0208, d2.dn_loss_bbox: 0.2020, d2.dn_loss_iou: 0.3002, d3.dn_loss_cls: 0.0180, d3.dn_loss_bbox: 0.1977, d3.dn_loss_iou: 0.2947, d4.dn_loss_cls: 0.0173, d4.dn_loss_bbox: 0.1958, d4.dn_loss_iou: 0.2917, loss: 8.2863 2024-05-20 16:47:04,072 - mmdet - INFO - Epoch [16][2400/3665] lr: 2.000e-04, eta: 1 day, 6:29:55, time: 1.433, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2172, interm_loss_bbox: 0.1681, interm_loss_iou: 0.3893, loss_cls: 0.1782, loss_bbox: 0.1418, loss_iou: 0.3473, d0.loss_cls: 0.2338, d0.loss_bbox: 0.1475, d0.loss_iou: 0.3557, d1.loss_cls: 0.1999, d1.loss_bbox: 0.1453, d1.loss_iou: 0.3509, d2.loss_cls: 0.1866, d2.loss_bbox: 0.1429, d2.loss_iou: 0.3487, d3.loss_cls: 0.1818, d3.loss_bbox: 0.1421, d3.loss_iou: 0.3477, d4.loss_cls: 0.1798, d4.loss_bbox: 0.1415, d4.loss_iou: 0.3469, dn_loss_cls: 0.0175, dn_loss_bbox: 0.2063, dn_loss_iou: 0.2970, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.3270, d0.dn_loss_iou: 0.4171, d1.dn_loss_cls: 0.0273, d1.dn_loss_bbox: 0.2376, d1.dn_loss_iou: 0.3298, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.2131, d2.dn_loss_iou: 0.3048, d3.dn_loss_cls: 0.0188, d3.dn_loss_bbox: 0.2080, d3.dn_loss_iou: 0.2996, d4.dn_loss_cls: 0.0179, d4.dn_loss_bbox: 0.2064, d4.dn_loss_iou: 0.2970, loss: 8.3910 2024-05-20 16:48:19,991 - mmdet - INFO - Epoch [16][2450/3665] lr: 2.000e-04, eta: 1 day, 6:28:45, time: 1.519, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2164, interm_loss_bbox: 0.1708, interm_loss_iou: 0.3864, loss_cls: 0.1760, loss_bbox: 0.1455, loss_iou: 0.3447, d0.loss_cls: 0.2342, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3527, d1.loss_cls: 0.1977, d1.loss_bbox: 0.1506, d1.loss_iou: 0.3507, d2.loss_cls: 0.1851, d2.loss_bbox: 0.1470, d2.loss_iou: 0.3465, d3.loss_cls: 0.1780, d3.loss_bbox: 0.1467, d3.loss_iou: 0.3461, d4.loss_cls: 0.1769, d4.loss_bbox: 0.1457, d4.loss_iou: 0.3445, dn_loss_cls: 0.0173, dn_loss_bbox: 0.1991, dn_loss_iou: 0.2909, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.3195, d0.dn_loss_iou: 0.4164, d1.dn_loss_cls: 0.0264, d1.dn_loss_bbox: 0.2300, d1.dn_loss_iou: 0.3241, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.2058, d2.dn_loss_iou: 0.2986, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.2010, d3.dn_loss_iou: 0.2933, d4.dn_loss_cls: 0.0176, d4.dn_loss_bbox: 0.1991, d4.dn_loss_iou: 0.2907, loss: 8.3134 2024-05-20 16:49:34,743 - mmdet - INFO - Epoch [16][2500/3665] lr: 2.000e-04, eta: 1 day, 6:27:32, time: 1.495, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2197, interm_loss_bbox: 0.1674, interm_loss_iou: 0.3893, loss_cls: 0.1816, loss_bbox: 0.1389, loss_iou: 0.3451, d0.loss_cls: 0.2433, d0.loss_bbox: 0.1455, d0.loss_iou: 0.3543, d1.loss_cls: 0.2083, d1.loss_bbox: 0.1424, d1.loss_iou: 0.3496, d2.loss_cls: 0.1922, d2.loss_bbox: 0.1412, d2.loss_iou: 0.3477, d3.loss_cls: 0.1852, d3.loss_bbox: 0.1399, d3.loss_iou: 0.3462, d4.loss_cls: 0.1828, d4.loss_bbox: 0.1388, d4.loss_iou: 0.3450, dn_loss_cls: 0.0182, dn_loss_bbox: 0.2006, dn_loss_iou: 0.2961, d0.dn_loss_cls: 0.0523, d0.dn_loss_bbox: 0.3143, d0.dn_loss_iou: 0.4204, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2295, d1.dn_loss_iou: 0.3297, d2.dn_loss_cls: 0.0224, d2.dn_loss_bbox: 0.2066, d2.dn_loss_iou: 0.3041, d3.dn_loss_cls: 0.0195, d3.dn_loss_bbox: 0.2022, d3.dn_loss_iou: 0.2985, d4.dn_loss_cls: 0.0186, d4.dn_loss_bbox: 0.2006, d4.dn_loss_iou: 0.2960, loss: 8.3620 2024-05-20 16:50:45,936 - mmdet - INFO - Epoch [16][2550/3665] lr: 2.000e-04, eta: 1 day, 6:26:16, time: 1.424, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2168, interm_loss_bbox: 0.1676, interm_loss_iou: 0.3983, loss_cls: 0.1778, loss_bbox: 0.1450, loss_iou: 0.3586, d0.loss_cls: 0.2429, d0.loss_bbox: 0.1472, d0.loss_iou: 0.3638, d1.loss_cls: 0.2056, d1.loss_bbox: 0.1475, d1.loss_iou: 0.3626, d2.loss_cls: 0.1881, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3620, d3.loss_cls: 0.1810, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3592, d4.loss_cls: 0.1792, d4.loss_bbox: 0.1447, d4.loss_iou: 0.3580, dn_loss_cls: 0.0176, dn_loss_bbox: 0.1975, dn_loss_iou: 0.3007, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.3095, d0.dn_loss_iou: 0.4279, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2254, d1.dn_loss_iou: 0.3349, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.2034, d2.dn_loss_iou: 0.3089, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.1992, d3.dn_loss_iou: 0.3033, d4.dn_loss_cls: 0.0179, d4.dn_loss_bbox: 0.1976, d4.dn_loss_iou: 0.3006, loss: 8.4612 2024-05-20 16:51:59,841 - mmdet - INFO - Epoch [16][2600/3665] lr: 2.000e-04, eta: 1 day, 6:25:02, time: 1.478, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2255, interm_loss_bbox: 0.1744, interm_loss_iou: 0.3890, loss_cls: 0.1863, loss_bbox: 0.1490, loss_iou: 0.3473, d0.loss_cls: 0.2459, d0.loss_bbox: 0.1534, d0.loss_iou: 0.3558, d1.loss_cls: 0.2113, d1.loss_bbox: 0.1524, d1.loss_iou: 0.3552, d2.loss_cls: 0.1950, d2.loss_bbox: 0.1511, d2.loss_iou: 0.3518, d3.loss_cls: 0.1885, d3.loss_bbox: 0.1498, d3.loss_iou: 0.3494, d4.loss_cls: 0.1868, d4.loss_bbox: 0.1491, d4.loss_iou: 0.3479, dn_loss_cls: 0.0179, dn_loss_bbox: 0.2101, dn_loss_iou: 0.2993, d0.dn_loss_cls: 0.0523, d0.dn_loss_bbox: 0.3322, d0.dn_loss_iou: 0.4237, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2406, d1.dn_loss_iou: 0.3330, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.2170, d2.dn_loss_iou: 0.3075, d3.dn_loss_cls: 0.0191, d3.dn_loss_bbox: 0.2120, d3.dn_loss_iou: 0.3022, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.2101, d4.dn_loss_iou: 0.2992, loss: 8.5585 2024-05-20 16:53:15,720 - mmdet - INFO - Epoch [16][2650/3665] lr: 2.000e-04, eta: 1 day, 6:23:52, time: 1.518, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2236, interm_loss_bbox: 0.1692, interm_loss_iou: 0.3817, loss_cls: 0.1838, loss_bbox: 0.1426, loss_iou: 0.3397, d0.loss_cls: 0.2466, d0.loss_bbox: 0.1499, d0.loss_iou: 0.3517, d1.loss_cls: 0.2113, d1.loss_bbox: 0.1472, d1.loss_iou: 0.3463, d2.loss_cls: 0.1932, d2.loss_bbox: 0.1451, d2.loss_iou: 0.3432, d3.loss_cls: 0.1864, d3.loss_bbox: 0.1437, d3.loss_iou: 0.3414, d4.loss_cls: 0.1847, d4.loss_bbox: 0.1423, d4.loss_iou: 0.3396, dn_loss_cls: 0.0187, dn_loss_bbox: 0.1996, dn_loss_iou: 0.2977, d0.dn_loss_cls: 0.0529, d0.dn_loss_bbox: 0.3207, d0.dn_loss_iou: 0.4257, d1.dn_loss_cls: 0.0284, d1.dn_loss_bbox: 0.2302, d1.dn_loss_iou: 0.3328, d2.dn_loss_cls: 0.0227, d2.dn_loss_bbox: 0.2056, d2.dn_loss_iou: 0.3056, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.2013, d3.dn_loss_iou: 0.3005, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.1995, d4.dn_loss_iou: 0.2976, loss: 8.3915 2024-05-20 16:54:27,247 - mmdet - INFO - Epoch [16][2700/3665] lr: 2.000e-04, eta: 1 day, 6:22:35, time: 1.430, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2179, interm_loss_bbox: 0.1685, interm_loss_iou: 0.3922, loss_cls: 0.1778, loss_bbox: 0.1430, loss_iou: 0.3505, d0.loss_cls: 0.2345, d0.loss_bbox: 0.1519, d0.loss_iou: 0.3630, d1.loss_cls: 0.1986, d1.loss_bbox: 0.1485, d1.loss_iou: 0.3568, d2.loss_cls: 0.1853, d2.loss_bbox: 0.1456, d2.loss_iou: 0.3539, d3.loss_cls: 0.1795, d3.loss_bbox: 0.1448, d3.loss_iou: 0.3523, d4.loss_cls: 0.1783, d4.loss_bbox: 0.1436, d4.loss_iou: 0.3505, dn_loss_cls: 0.0175, dn_loss_bbox: 0.1947, dn_loss_iou: 0.2944, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.3111, d0.dn_loss_iou: 0.4158, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2237, d1.dn_loss_iou: 0.3267, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.2007, d2.dn_loss_iou: 0.3023, d3.dn_loss_cls: 0.0186, d3.dn_loss_bbox: 0.1965, d3.dn_loss_iou: 0.2973, d4.dn_loss_cls: 0.0179, d4.dn_loss_bbox: 0.1947, d4.dn_loss_iou: 0.2942, loss: 8.3427 2024-05-20 16:55:46,904 - mmdet - INFO - Epoch [16][2750/3665] lr: 2.000e-04, eta: 1 day, 6:21:29, time: 1.593, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2229, interm_loss_bbox: 0.1685, interm_loss_iou: 0.3887, loss_cls: 0.1820, loss_bbox: 0.1448, loss_iou: 0.3479, d0.loss_cls: 0.2398, d0.loss_bbox: 0.1505, d0.loss_iou: 0.3591, d1.loss_cls: 0.2054, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3543, d2.loss_cls: 0.1923, d2.loss_bbox: 0.1454, d2.loss_iou: 0.3496, d3.loss_cls: 0.1857, d3.loss_bbox: 0.1458, d3.loss_iou: 0.3496, d4.loss_cls: 0.1834, d4.loss_bbox: 0.1452, d4.loss_iou: 0.3478, dn_loss_cls: 0.0195, dn_loss_bbox: 0.2063, dn_loss_iou: 0.2975, d0.dn_loss_cls: 0.0527, d0.dn_loss_bbox: 0.3205, d0.dn_loss_iou: 0.4170, d1.dn_loss_cls: 0.0285, d1.dn_loss_bbox: 0.2363, d1.dn_loss_iou: 0.3306, d2.dn_loss_cls: 0.0233, d2.dn_loss_bbox: 0.2128, d2.dn_loss_iou: 0.3058, d3.dn_loss_cls: 0.0206, d3.dn_loss_bbox: 0.2080, d3.dn_loss_iou: 0.3003, d4.dn_loss_cls: 0.0198, d4.dn_loss_bbox: 0.2063, d4.dn_loss_iou: 0.2975, loss: 8.4607 2024-05-20 16:56:58,419 - mmdet - INFO - Epoch [16][2800/3665] lr: 2.000e-04, eta: 1 day, 6:20:13, time: 1.430, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2174, interm_loss_bbox: 0.1709, interm_loss_iou: 0.3941, loss_cls: 0.1787, loss_bbox: 0.1462, loss_iou: 0.3545, d0.loss_cls: 0.2344, d0.loss_bbox: 0.1507, d0.loss_iou: 0.3631, d1.loss_cls: 0.1994, d1.loss_bbox: 0.1507, d1.loss_iou: 0.3603, d2.loss_cls: 0.1860, d2.loss_bbox: 0.1482, d2.loss_iou: 0.3577, d3.loss_cls: 0.1812, d3.loss_bbox: 0.1474, d3.loss_iou: 0.3565, d4.loss_cls: 0.1793, d4.loss_bbox: 0.1467, d4.loss_iou: 0.3550, dn_loss_cls: 0.0167, dn_loss_bbox: 0.2023, dn_loss_iou: 0.2955, d0.dn_loss_cls: 0.0490, d0.dn_loss_bbox: 0.3121, d0.dn_loss_iou: 0.4124, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2289, d1.dn_loss_iou: 0.3257, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.2077, d2.dn_loss_iou: 0.3027, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.2038, d3.dn_loss_iou: 0.2980, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.2023, d4.dn_loss_iou: 0.2954, loss: 8.4114 2024-05-20 16:58:17,443 - mmdet - INFO - Epoch [16][2850/3665] lr: 2.000e-04, eta: 1 day, 6:19:06, time: 1.581, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2159, interm_loss_bbox: 0.1663, interm_loss_iou: 0.3817, loss_cls: 0.1761, loss_bbox: 0.1439, loss_iou: 0.3412, d0.loss_cls: 0.2321, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3518, d1.loss_cls: 0.2001, d1.loss_bbox: 0.1481, d1.loss_iou: 0.3471, d2.loss_cls: 0.1854, d2.loss_bbox: 0.1465, d2.loss_iou: 0.3448, d3.loss_cls: 0.1790, d3.loss_bbox: 0.1449, d3.loss_iou: 0.3427, d4.loss_cls: 0.1770, d4.loss_bbox: 0.1440, d4.loss_iou: 0.3413, dn_loss_cls: 0.0175, dn_loss_bbox: 0.2014, dn_loss_iou: 0.2958, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.3099, d0.dn_loss_iou: 0.4183, d1.dn_loss_cls: 0.0265, d1.dn_loss_bbox: 0.2272, d1.dn_loss_iou: 0.3276, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.2062, d2.dn_loss_iou: 0.3033, d3.dn_loss_cls: 0.0188, d3.dn_loss_bbox: 0.2027, d3.dn_loss_iou: 0.2984, d4.dn_loss_cls: 0.0179, d4.dn_loss_bbox: 0.2014, d4.dn_loss_iou: 0.2957, loss: 8.2994 2024-05-20 16:59:30,622 - mmdet - INFO - Epoch [16][2900/3665] lr: 2.000e-04, eta: 1 day, 6:17:52, time: 1.464, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2216, interm_loss_bbox: 0.1684, interm_loss_iou: 0.3773, loss_cls: 0.1811, loss_bbox: 0.1438, loss_iou: 0.3386, d0.loss_cls: 0.2372, d0.loss_bbox: 0.1511, d0.loss_iou: 0.3503, d1.loss_cls: 0.2043, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3449, d2.loss_cls: 0.1901, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3430, d3.loss_cls: 0.1842, d3.loss_bbox: 0.1446, d3.loss_iou: 0.3407, d4.loss_cls: 0.1824, d4.loss_bbox: 0.1440, d4.loss_iou: 0.3391, dn_loss_cls: 0.0179, dn_loss_bbox: 0.2113, dn_loss_iou: 0.2936, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.3318, d0.dn_loss_iou: 0.4186, d1.dn_loss_cls: 0.0277, d1.dn_loss_bbox: 0.2430, d1.dn_loss_iou: 0.3279, d2.dn_loss_cls: 0.0221, d2.dn_loss_bbox: 0.2180, d2.dn_loss_iou: 0.3017, d3.dn_loss_cls: 0.0193, d3.dn_loss_bbox: 0.2131, d3.dn_loss_iou: 0.2964, d4.dn_loss_cls: 0.0184, d4.dn_loss_bbox: 0.2113, d4.dn_loss_iou: 0.2936, loss: 8.3986 2024-05-20 17:00:42,929 - mmdet - INFO - Epoch [16][2950/3665] lr: 2.000e-04, eta: 1 day, 6:16:37, time: 1.446, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2159, interm_loss_bbox: 0.1710, interm_loss_iou: 0.3892, loss_cls: 0.1773, loss_bbox: 0.1460, loss_iou: 0.3497, d0.loss_cls: 0.2328, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3555, d1.loss_cls: 0.1964, d1.loss_bbox: 0.1514, d1.loss_iou: 0.3563, d2.loss_cls: 0.1860, d2.loss_bbox: 0.1468, d2.loss_iou: 0.3516, d3.loss_cls: 0.1810, d3.loss_bbox: 0.1457, d3.loss_iou: 0.3497, d4.loss_cls: 0.1790, d4.loss_bbox: 0.1458, d4.loss_iou: 0.3492, dn_loss_cls: 0.0173, dn_loss_bbox: 0.2035, dn_loss_iou: 0.2994, d0.dn_loss_cls: 0.0505, d0.dn_loss_bbox: 0.3241, d0.dn_loss_iou: 0.4235, d1.dn_loss_cls: 0.0265, d1.dn_loss_bbox: 0.2327, d1.dn_loss_iou: 0.3323, d2.dn_loss_cls: 0.0211, d2.dn_loss_bbox: 0.2092, d2.dn_loss_iou: 0.3072, d3.dn_loss_cls: 0.0186, d3.dn_loss_bbox: 0.2051, d3.dn_loss_iou: 0.3019, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.2035, d4.dn_loss_iou: 0.2994, loss: 8.4203 2024-05-20 17:01:56,280 - mmdet - INFO - Epoch [16][3000/3665] lr: 2.000e-04, eta: 1 day, 6:15:23, time: 1.467, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2133, interm_loss_bbox: 0.1638, interm_loss_iou: 0.3765, loss_cls: 0.1708, loss_bbox: 0.1426, loss_iou: 0.3402, d0.loss_cls: 0.2279, d0.loss_bbox: 0.1443, d0.loss_iou: 0.3468, d1.loss_cls: 0.1933, d1.loss_bbox: 0.1449, d1.loss_iou: 0.3435, d2.loss_cls: 0.1813, d2.loss_bbox: 0.1420, d2.loss_iou: 0.3408, d3.loss_cls: 0.1749, d3.loss_bbox: 0.1418, d3.loss_iou: 0.3404, d4.loss_cls: 0.1724, d4.loss_bbox: 0.1423, d4.loss_iou: 0.3398, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1941, dn_loss_iou: 0.2904, d0.dn_loss_cls: 0.0493, d0.dn_loss_bbox: 0.3060, d0.dn_loss_iou: 0.4120, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2206, d1.dn_loss_iou: 0.3227, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.1993, d2.dn_loss_iou: 0.2979, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1956, d3.dn_loss_iou: 0.2930, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1941, d4.dn_loss_iou: 0.2903, loss: 8.1447 2024-05-20 17:03:13,731 - mmdet - INFO - Epoch [16][3050/3665] lr: 2.000e-04, eta: 1 day, 6:14:14, time: 1.549, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2148, interm_loss_bbox: 0.1685, interm_loss_iou: 0.3868, loss_cls: 0.1790, loss_bbox: 0.1431, loss_iou: 0.3474, d0.loss_cls: 0.2325, d0.loss_bbox: 0.1488, d0.loss_iou: 0.3541, d1.loss_cls: 0.1988, d1.loss_bbox: 0.1480, d1.loss_iou: 0.3536, d2.loss_cls: 0.1880, d2.loss_bbox: 0.1446, d2.loss_iou: 0.3490, d3.loss_cls: 0.1830, d3.loss_bbox: 0.1435, d3.loss_iou: 0.3471, d4.loss_cls: 0.1801, d4.loss_bbox: 0.1433, d4.loss_iou: 0.3473, dn_loss_cls: 0.0171, dn_loss_bbox: 0.2020, dn_loss_iou: 0.2943, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.3145, d0.dn_loss_iou: 0.4176, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2302, d1.dn_loss_iou: 0.3270, d2.dn_loss_cls: 0.0213, d2.dn_loss_bbox: 0.2087, d2.dn_loss_iou: 0.3024, d3.dn_loss_cls: 0.0185, d3.dn_loss_bbox: 0.2039, d3.dn_loss_iou: 0.2970, d4.dn_loss_cls: 0.0176, d4.dn_loss_bbox: 0.2020, d4.dn_loss_iou: 0.2942, loss: 8.3465 2024-05-20 17:04:25,854 - mmdet - INFO - Epoch [16][3100/3665] lr: 2.000e-04, eta: 1 day, 6:12:59, time: 1.442, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2170, interm_loss_bbox: 0.1656, interm_loss_iou: 0.3902, loss_cls: 0.1785, loss_bbox: 0.1419, loss_iou: 0.3501, d0.loss_cls: 0.2344, d0.loss_bbox: 0.1455, d0.loss_iou: 0.3571, d1.loss_cls: 0.1986, d1.loss_bbox: 0.1454, d1.loss_iou: 0.3564, d2.loss_cls: 0.1848, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3548, d3.loss_cls: 0.1799, d3.loss_bbox: 0.1435, d3.loss_iou: 0.3520, d4.loss_cls: 0.1783, d4.loss_bbox: 0.1428, d4.loss_iou: 0.3513, dn_loss_cls: 0.0174, dn_loss_bbox: 0.1951, dn_loss_iou: 0.2964, d0.dn_loss_cls: 0.0504, d0.dn_loss_bbox: 0.3085, d0.dn_loss_iou: 0.4199, d1.dn_loss_cls: 0.0266, d1.dn_loss_bbox: 0.2225, d1.dn_loss_iou: 0.3289, d2.dn_loss_cls: 0.0212, d2.dn_loss_bbox: 0.2005, d2.dn_loss_iou: 0.3040, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.1967, d3.dn_loss_iou: 0.2991, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.1950, d4.dn_loss_iou: 0.2963, loss: 8.3277 2024-05-20 17:05:39,247 - mmdet - INFO - Epoch [16][3150/3665] lr: 2.000e-04, eta: 1 day, 6:11:45, time: 1.468, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2172, interm_loss_bbox: 0.1642, interm_loss_iou: 0.3827, loss_cls: 0.1800, loss_bbox: 0.1394, loss_iou: 0.3432, d0.loss_cls: 0.2322, d0.loss_bbox: 0.1469, d0.loss_iou: 0.3536, d1.loss_cls: 0.1993, d1.loss_bbox: 0.1441, d1.loss_iou: 0.3486, d2.loss_cls: 0.1871, d2.loss_bbox: 0.1415, d2.loss_iou: 0.3457, d3.loss_cls: 0.1822, d3.loss_bbox: 0.1406, d3.loss_iou: 0.3438, d4.loss_cls: 0.1804, d4.loss_bbox: 0.1400, d4.loss_iou: 0.3436, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1918, dn_loss_iou: 0.2926, d0.dn_loss_cls: 0.0490, d0.dn_loss_bbox: 0.3051, d0.dn_loss_iou: 0.4149, d1.dn_loss_cls: 0.0259, d1.dn_loss_bbox: 0.2191, d1.dn_loss_iou: 0.3253, d2.dn_loss_cls: 0.0207, d2.dn_loss_bbox: 0.1980, d2.dn_loss_iou: 0.3008, d3.dn_loss_cls: 0.0181, d3.dn_loss_bbox: 0.1937, d3.dn_loss_iou: 0.2953, d4.dn_loss_cls: 0.0172, d4.dn_loss_bbox: 0.1918, d4.dn_loss_iou: 0.2925, loss: 8.2249 2024-05-20 17:06:52,591 - mmdet - INFO - Epoch [16][3200/3665] lr: 2.000e-04, eta: 1 day, 6:10:31, time: 1.467, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2196, interm_loss_bbox: 0.1651, interm_loss_iou: 0.3842, loss_cls: 0.1812, loss_bbox: 0.1428, loss_iou: 0.3449, d0.loss_cls: 0.2369, d0.loss_bbox: 0.1471, d0.loss_iou: 0.3527, d1.loss_cls: 0.2012, d1.loss_bbox: 0.1461, d1.loss_iou: 0.3506, d2.loss_cls: 0.1889, d2.loss_bbox: 0.1443, d2.loss_iou: 0.3476, d3.loss_cls: 0.1847, d3.loss_bbox: 0.1433, d3.loss_iou: 0.3457, d4.loss_cls: 0.1815, d4.loss_bbox: 0.1438, d4.loss_iou: 0.3458, dn_loss_cls: 0.0173, dn_loss_bbox: 0.2063, dn_loss_iou: 0.2956, d0.dn_loss_cls: 0.0494, d0.dn_loss_bbox: 0.3228, d0.dn_loss_iou: 0.4162, d1.dn_loss_cls: 0.0262, d1.dn_loss_bbox: 0.2362, d1.dn_loss_iou: 0.3283, d2.dn_loss_cls: 0.0212, d2.dn_loss_bbox: 0.2126, d2.dn_loss_iou: 0.3034, d3.dn_loss_cls: 0.0186, d3.dn_loss_bbox: 0.2081, d3.dn_loss_iou: 0.2983, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.2063, d4.dn_loss_iou: 0.2956, loss: 8.3783 2024-05-20 17:08:06,473 - mmdet - INFO - Epoch [16][3250/3665] lr: 2.000e-04, eta: 1 day, 6:09:17, time: 1.478, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2158, interm_loss_bbox: 0.1696, interm_loss_iou: 0.3877, loss_cls: 0.1811, loss_bbox: 0.1409, loss_iou: 0.3445, d0.loss_cls: 0.2335, d0.loss_bbox: 0.1474, d0.loss_iou: 0.3542, d1.loss_cls: 0.2026, d1.loss_bbox: 0.1447, d1.loss_iou: 0.3515, d2.loss_cls: 0.1887, d2.loss_bbox: 0.1427, d2.loss_iou: 0.3478, d3.loss_cls: 0.1830, d3.loss_bbox: 0.1421, d3.loss_iou: 0.3465, d4.loss_cls: 0.1813, d4.loss_bbox: 0.1418, d4.loss_iou: 0.3454, dn_loss_cls: 0.0178, dn_loss_bbox: 0.2004, dn_loss_iou: 0.2950, d0.dn_loss_cls: 0.0504, d0.dn_loss_bbox: 0.3119, d0.dn_loss_iou: 0.4158, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2283, d1.dn_loss_iou: 0.3276, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.2064, d2.dn_loss_iou: 0.3030, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.2019, d3.dn_loss_iou: 0.2978, d4.dn_loss_cls: 0.0182, d4.dn_loss_bbox: 0.2003, d4.dn_loss_iou: 0.2950, loss: 8.3299 2024-05-20 17:09:22,350 - mmdet - INFO - Epoch [16][3300/3665] lr: 2.000e-04, eta: 1 day, 6:08:06, time: 1.518, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2165, interm_loss_bbox: 0.1650, interm_loss_iou: 0.3903, loss_cls: 0.1777, loss_bbox: 0.1403, loss_iou: 0.3497, d0.loss_cls: 0.2319, d0.loss_bbox: 0.1446, d0.loss_iou: 0.3567, d1.loss_cls: 0.1976, d1.loss_bbox: 0.1432, d1.loss_iou: 0.3553, d2.loss_cls: 0.1855, d2.loss_bbox: 0.1411, d2.loss_iou: 0.3521, d3.loss_cls: 0.1808, d3.loss_bbox: 0.1405, d3.loss_iou: 0.3501, d4.loss_cls: 0.1790, d4.loss_bbox: 0.1403, d4.loss_iou: 0.3494, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1935, dn_loss_iou: 0.2910, d0.dn_loss_cls: 0.0490, d0.dn_loss_bbox: 0.3035, d0.dn_loss_iou: 0.4100, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2219, d1.dn_loss_iou: 0.3225, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.1989, d2.dn_loss_iou: 0.2985, d3.dn_loss_cls: 0.0172, d3.dn_loss_bbox: 0.1948, d3.dn_loss_iou: 0.2934, d4.dn_loss_cls: 0.0164, d4.dn_loss_bbox: 0.1935, d4.dn_loss_iou: 0.2910, loss: 8.2437 2024-05-20 17:10:37,893 - mmdet - INFO - Epoch [16][3350/3665] lr: 2.000e-04, eta: 1 day, 6:06:55, time: 1.511, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2177, interm_loss_bbox: 0.1700, interm_loss_iou: 0.3923, loss_cls: 0.1798, loss_bbox: 0.1447, loss_iou: 0.3495, d0.loss_cls: 0.2358, d0.loss_bbox: 0.1483, d0.loss_iou: 0.3564, d1.loss_cls: 0.1989, d1.loss_bbox: 0.1491, d1.loss_iou: 0.3571, d2.loss_cls: 0.1869, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3527, d3.loss_cls: 0.1828, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3499, d4.loss_cls: 0.1803, d4.loss_bbox: 0.1451, d4.loss_iou: 0.3503, dn_loss_cls: 0.0182, dn_loss_bbox: 0.1946, dn_loss_iou: 0.2998, d0.dn_loss_cls: 0.0507, d0.dn_loss_bbox: 0.3027, d0.dn_loss_iou: 0.4187, d1.dn_loss_cls: 0.0270, d1.dn_loss_bbox: 0.2209, d1.dn_loss_iou: 0.3310, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.1997, d2.dn_loss_iou: 0.3072, d3.dn_loss_cls: 0.0194, d3.dn_loss_bbox: 0.1959, d3.dn_loss_iou: 0.3024, d4.dn_loss_cls: 0.0186, d4.dn_loss_bbox: 0.1945, d4.dn_loss_iou: 0.2997, loss: 8.3613 2024-05-20 17:11:56,932 - mmdet - INFO - Epoch [16][3400/3665] lr: 2.000e-04, eta: 1 day, 6:05:48, time: 1.581, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2111, interm_loss_bbox: 0.1696, interm_loss_iou: 0.3882, loss_cls: 0.1742, loss_bbox: 0.1449, loss_iou: 0.3490, d0.loss_cls: 0.2290, d0.loss_bbox: 0.1496, d0.loss_iou: 0.3566, d1.loss_cls: 0.1933, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3558, d2.loss_cls: 0.1816, d2.loss_bbox: 0.1470, d2.loss_iou: 0.3526, d3.loss_cls: 0.1771, d3.loss_bbox: 0.1449, d3.loss_iou: 0.3506, d4.loss_cls: 0.1745, d4.loss_bbox: 0.1459, d4.loss_iou: 0.3498, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1956, dn_loss_iou: 0.2933, d0.dn_loss_cls: 0.0495, d0.dn_loss_bbox: 0.3070, d0.dn_loss_iou: 0.4139, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2227, d1.dn_loss_iou: 0.3250, d2.dn_loss_cls: 0.0207, d2.dn_loss_bbox: 0.2015, d2.dn_loss_iou: 0.3011, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1972, d3.dn_loss_iou: 0.2958, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1956, d4.dn_loss_iou: 0.2933, loss: 8.2838 2024-05-20 17:13:11,429 - mmdet - INFO - Epoch [16][3450/3665] lr: 2.000e-04, eta: 1 day, 6:04:36, time: 1.490, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2189, interm_loss_bbox: 0.1691, interm_loss_iou: 0.3880, loss_cls: 0.1777, loss_bbox: 0.1438, loss_iou: 0.3495, d0.loss_cls: 0.2365, d0.loss_bbox: 0.1495, d0.loss_iou: 0.3592, d1.loss_cls: 0.2043, d1.loss_bbox: 0.1459, d1.loss_iou: 0.3542, d2.loss_cls: 0.1888, d2.loss_bbox: 0.1442, d2.loss_iou: 0.3501, d3.loss_cls: 0.1821, d3.loss_bbox: 0.1439, d3.loss_iou: 0.3494, d4.loss_cls: 0.1790, d4.loss_bbox: 0.1439, d4.loss_iou: 0.3495, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1920, dn_loss_iou: 0.2935, d0.dn_loss_cls: 0.0494, d0.dn_loss_bbox: 0.3043, d0.dn_loss_iou: 0.4141, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2191, d1.dn_loss_iou: 0.3253, d2.dn_loss_cls: 0.0206, d2.dn_loss_bbox: 0.1976, d2.dn_loss_iou: 0.3009, d3.dn_loss_cls: 0.0180, d3.dn_loss_bbox: 0.1935, d3.dn_loss_iou: 0.2960, d4.dn_loss_cls: 0.0173, d4.dn_loss_bbox: 0.1920, d4.dn_loss_iou: 0.2934, loss: 8.2975 2024-05-20 17:14:24,497 - mmdet - INFO - Epoch [16][3500/3665] lr: 2.000e-04, eta: 1 day, 6:03:21, time: 1.461, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2243, interm_loss_bbox: 0.1626, interm_loss_iou: 0.3835, loss_cls: 0.1842, loss_bbox: 0.1367, loss_iou: 0.3402, d0.loss_cls: 0.2435, d0.loss_bbox: 0.1423, d0.loss_iou: 0.3497, d1.loss_cls: 0.2081, d1.loss_bbox: 0.1414, d1.loss_iou: 0.3470, d2.loss_cls: 0.1938, d2.loss_bbox: 0.1387, d2.loss_iou: 0.3428, d3.loss_cls: 0.1870, d3.loss_bbox: 0.1369, d3.loss_iou: 0.3415, d4.loss_cls: 0.1851, d4.loss_bbox: 0.1366, d4.loss_iou: 0.3401, dn_loss_cls: 0.0185, dn_loss_bbox: 0.1951, dn_loss_iou: 0.2938, d0.dn_loss_cls: 0.0519, d0.dn_loss_bbox: 0.3085, d0.dn_loss_iou: 0.4142, d1.dn_loss_cls: 0.0277, d1.dn_loss_bbox: 0.2235, d1.dn_loss_iou: 0.3262, d2.dn_loss_cls: 0.0224, d2.dn_loss_bbox: 0.2012, d2.dn_loss_iou: 0.3015, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.1967, d3.dn_loss_iou: 0.2965, d4.dn_loss_cls: 0.0189, d4.dn_loss_bbox: 0.1951, d4.dn_loss_iou: 0.2937, loss: 8.2711 2024-05-20 17:15:40,059 - mmdet - INFO - Epoch [16][3550/3665] lr: 2.000e-04, eta: 1 day, 6:02:10, time: 1.511, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2232, interm_loss_bbox: 0.1701, interm_loss_iou: 0.3880, loss_cls: 0.1850, loss_bbox: 0.1424, loss_iou: 0.3478, d0.loss_cls: 0.2395, d0.loss_bbox: 0.1495, d0.loss_iou: 0.3576, d1.loss_cls: 0.2057, d1.loss_bbox: 0.1473, d1.loss_iou: 0.3544, d2.loss_cls: 0.1931, d2.loss_bbox: 0.1450, d2.loss_iou: 0.3513, d3.loss_cls: 0.1884, d3.loss_bbox: 0.1430, d3.loss_iou: 0.3488, d4.loss_cls: 0.1853, d4.loss_bbox: 0.1431, d4.loss_iou: 0.3487, dn_loss_cls: 0.0176, dn_loss_bbox: 0.1977, dn_loss_iou: 0.2926, d0.dn_loss_cls: 0.0506, d0.dn_loss_bbox: 0.3118, d0.dn_loss_iou: 0.4148, d1.dn_loss_cls: 0.0266, d1.dn_loss_bbox: 0.2257, d1.dn_loss_iou: 0.3253, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.2033, d2.dn_loss_iou: 0.3006, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.1993, d3.dn_loss_iou: 0.2951, d4.dn_loss_cls: 0.0179, d4.dn_loss_bbox: 0.1977, d4.dn_loss_iou: 0.2924, loss: 8.3664 2024-05-20 17:16:55,202 - mmdet - INFO - Epoch [16][3600/3665] lr: 2.000e-04, eta: 1 day, 6:00:58, time: 1.503, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2141, interm_loss_bbox: 0.1675, interm_loss_iou: 0.3921, loss_cls: 0.1782, loss_bbox: 0.1385, loss_iou: 0.3467, d0.loss_cls: 0.2312, d0.loss_bbox: 0.1453, d0.loss_iou: 0.3567, d1.loss_cls: 0.1977, d1.loss_bbox: 0.1435, d1.loss_iou: 0.3536, d2.loss_cls: 0.1871, d2.loss_bbox: 0.1400, d2.loss_iou: 0.3488, d3.loss_cls: 0.1814, d3.loss_bbox: 0.1392, d3.loss_iou: 0.3478, d4.loss_cls: 0.1788, d4.loss_bbox: 0.1391, d4.loss_iou: 0.3475, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1989, dn_loss_iou: 0.2951, d0.dn_loss_cls: 0.0490, d0.dn_loss_bbox: 0.3121, d0.dn_loss_iou: 0.4201, d1.dn_loss_cls: 0.0250, d1.dn_loss_bbox: 0.2264, d1.dn_loss_iou: 0.3275, d2.dn_loss_cls: 0.0197, d2.dn_loss_bbox: 0.2041, d2.dn_loss_iou: 0.3027, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.2004, d3.dn_loss_iou: 0.2978, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1989, d4.dn_loss_iou: 0.2950, loss: 8.2962 2024-05-20 17:18:06,548 - mmdet - INFO - Epoch [16][3650/3665] lr: 2.000e-04, eta: 1 day, 5:59:42, time: 1.427, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2124, interm_loss_bbox: 0.1652, interm_loss_iou: 0.3880, loss_cls: 0.1746, loss_bbox: 0.1387, loss_iou: 0.3461, d0.loss_cls: 0.2278, d0.loss_bbox: 0.1454, d0.loss_iou: 0.3558, d1.loss_cls: 0.1946, d1.loss_bbox: 0.1426, d1.loss_iou: 0.3526, d2.loss_cls: 0.1833, d2.loss_bbox: 0.1404, d2.loss_iou: 0.3477, d3.loss_cls: 0.1768, d3.loss_bbox: 0.1401, d3.loss_iou: 0.3472, d4.loss_cls: 0.1749, d4.loss_bbox: 0.1391, d4.loss_iou: 0.3464, dn_loss_cls: 0.0172, dn_loss_bbox: 0.2003, dn_loss_iou: 0.2945, d0.dn_loss_cls: 0.0506, d0.dn_loss_bbox: 0.3178, d0.dn_loss_iou: 0.4168, d1.dn_loss_cls: 0.0270, d1.dn_loss_bbox: 0.2306, d1.dn_loss_iou: 0.3279, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.2070, d2.dn_loss_iou: 0.3031, d3.dn_loss_cls: 0.0184, d3.dn_loss_bbox: 0.2022, d3.dn_loss_iou: 0.2974, d4.dn_loss_cls: 0.0176, d4.dn_loss_bbox: 0.2003, d4.dn_loss_iou: 0.2944, loss: 8.2839 2024-05-20 17:18:31,829 - mmdet - INFO - Saving checkpoint at 16 epochs 2024-05-20 17:22:11,066 - mmdet - INFO - Evaluating bbox... 2024-05-20 17:24:06,221 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.558 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.747 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.607 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.387 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.591 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.754 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.757 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.757 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.609 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.798 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.898 2024-05-20 17:24:08,936 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-20 17:24:08,938 - mmdet - INFO - Epoch(val) [16][313] bbox_mAP: 0.5580, bbox_mAP_50: 0.7470, bbox_mAP_75: 0.6070, bbox_mAP_s: 0.3870, bbox_mAP_m: 0.5910, bbox_mAP_l: 0.7170, bbox_mAP_copypaste: 0.558 0.747 0.607 0.387 0.591 0.717 2024-05-20 17:25:29,908 - mmdet - INFO - Epoch [17][50/3665] lr: 2.000e-04, eta: 1 day, 5:57:48, time: 1.619, data_time: 0.121, memory: 41053, interm_loss_cls: 0.2105, interm_loss_bbox: 0.1636, interm_loss_iou: 0.3755, loss_cls: 0.1704, loss_bbox: 0.1372, loss_iou: 0.3365, d0.loss_cls: 0.2255, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3427, d1.loss_cls: 0.1923, d1.loss_bbox: 0.1407, d1.loss_iou: 0.3419, d2.loss_cls: 0.1784, d2.loss_bbox: 0.1397, d2.loss_iou: 0.3397, d3.loss_cls: 0.1731, d3.loss_bbox: 0.1383, d3.loss_iou: 0.3381, d4.loss_cls: 0.1707, d4.loss_bbox: 0.1378, d4.loss_iou: 0.3371, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1875, dn_loss_iou: 0.2810, d0.dn_loss_cls: 0.0466, d0.dn_loss_bbox: 0.2998, d0.dn_loss_iou: 0.3974, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.2144, d1.dn_loss_iou: 0.3111, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1929, d2.dn_loss_iou: 0.2880, d3.dn_loss_cls: 0.0165, d3.dn_loss_bbox: 0.1892, d3.dn_loss_iou: 0.2835, d4.dn_loss_cls: 0.0157, d4.dn_loss_bbox: 0.1875, d4.dn_loss_iou: 0.2810, loss: 7.9814 2024-05-20 17:26:43,138 - mmdet - INFO - Epoch [17][100/3665] lr: 2.000e-04, eta: 1 day, 5:56:34, time: 1.465, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2087, interm_loss_bbox: 0.1614, interm_loss_iou: 0.3841, loss_cls: 0.1693, loss_bbox: 0.1381, loss_iou: 0.3450, d0.loss_cls: 0.2233, d0.loss_bbox: 0.1434, d0.loss_iou: 0.3531, d1.loss_cls: 0.1890, d1.loss_bbox: 0.1417, d1.loss_iou: 0.3508, d2.loss_cls: 0.1777, d2.loss_bbox: 0.1394, d2.loss_iou: 0.3471, d3.loss_cls: 0.1720, d3.loss_bbox: 0.1381, d3.loss_iou: 0.3455, d4.loss_cls: 0.1703, d4.loss_bbox: 0.1380, d4.loss_iou: 0.3450, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1883, dn_loss_iou: 0.2870, d0.dn_loss_cls: 0.0490, d0.dn_loss_bbox: 0.2967, d0.dn_loss_iou: 0.4049, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2157, d1.dn_loss_iou: 0.3185, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1941, d2.dn_loss_iou: 0.2946, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1901, d3.dn_loss_iou: 0.2895, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1883, d4.dn_loss_iou: 0.2870, loss: 8.0815 2024-05-20 17:27:55,761 - mmdet - INFO - Epoch [17][150/3665] lr: 2.000e-04, eta: 1 day, 5:55:19, time: 1.452, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2195, interm_loss_bbox: 0.1664, interm_loss_iou: 0.3790, loss_cls: 0.1791, loss_bbox: 0.1393, loss_iou: 0.3375, d0.loss_cls: 0.2344, d0.loss_bbox: 0.1445, d0.loss_iou: 0.3460, d1.loss_cls: 0.1978, d1.loss_bbox: 0.1440, d1.loss_iou: 0.3461, d2.loss_cls: 0.1872, d2.loss_bbox: 0.1416, d2.loss_iou: 0.3398, d3.loss_cls: 0.1821, d3.loss_bbox: 0.1399, d3.loss_iou: 0.3381, d4.loss_cls: 0.1804, d4.loss_bbox: 0.1394, d4.loss_iou: 0.3372, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1973, dn_loss_iou: 0.2847, d0.dn_loss_cls: 0.0491, d0.dn_loss_bbox: 0.3141, d0.dn_loss_iou: 0.4092, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2252, d1.dn_loss_iou: 0.3168, d2.dn_loss_cls: 0.0204, d2.dn_loss_bbox: 0.2032, d2.dn_loss_iou: 0.2924, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1990, d3.dn_loss_iou: 0.2874, d4.dn_loss_cls: 0.0172, d4.dn_loss_bbox: 0.1973, d4.dn_loss_iou: 0.2846, loss: 8.1777 2024-05-20 17:29:07,427 - mmdet - INFO - Epoch [17][200/3665] lr: 2.000e-04, eta: 1 day, 5:54:03, time: 1.433, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2148, interm_loss_bbox: 0.1625, interm_loss_iou: 0.3851, loss_cls: 0.1741, loss_bbox: 0.1365, loss_iou: 0.3438, d0.loss_cls: 0.2292, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3522, d1.loss_cls: 0.1957, d1.loss_bbox: 0.1391, d1.loss_iou: 0.3479, d2.loss_cls: 0.1820, d2.loss_bbox: 0.1383, d2.loss_iou: 0.3462, d3.loss_cls: 0.1773, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3447, d4.loss_cls: 0.1756, d4.loss_bbox: 0.1360, d4.loss_iou: 0.3435, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1887, dn_loss_iou: 0.2878, d0.dn_loss_cls: 0.0491, d0.dn_loss_bbox: 0.3025, d0.dn_loss_iou: 0.4092, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2178, d1.dn_loss_iou: 0.3206, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.1952, d2.dn_loss_iou: 0.2959, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1905, d3.dn_loss_iou: 0.2906, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1887, d4.dn_loss_iou: 0.2877, loss: 8.1233 2024-05-20 17:30:21,268 - mmdet - INFO - Epoch [17][250/3665] lr: 2.000e-04, eta: 1 day, 5:52:49, time: 1.477, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2072, interm_loss_bbox: 0.1667, interm_loss_iou: 0.3747, loss_cls: 0.1678, loss_bbox: 0.1402, loss_iou: 0.3332, d0.loss_cls: 0.2243, d0.loss_bbox: 0.1467, d0.loss_iou: 0.3437, d1.loss_cls: 0.1877, d1.loss_bbox: 0.1450, d1.loss_iou: 0.3414, d2.loss_cls: 0.1765, d2.loss_bbox: 0.1418, d2.loss_iou: 0.3358, d3.loss_cls: 0.1694, d3.loss_bbox: 0.1416, d3.loss_iou: 0.3357, d4.loss_cls: 0.1673, d4.loss_bbox: 0.1416, d4.loss_iou: 0.3348, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1958, dn_loss_iou: 0.2846, d0.dn_loss_cls: 0.0481, d0.dn_loss_bbox: 0.3148, d0.dn_loss_iou: 0.4096, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.2255, d1.dn_loss_iou: 0.3173, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.2017, d2.dn_loss_iou: 0.2926, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1975, d3.dn_loss_iou: 0.2871, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1958, d4.dn_loss_iou: 0.2845, loss: 8.0709 2024-05-20 17:31:37,059 - mmdet - INFO - Epoch [17][300/3665] lr: 2.000e-04, eta: 1 day, 5:51:38, time: 1.516, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2132, interm_loss_bbox: 0.1682, interm_loss_iou: 0.3778, loss_cls: 0.1752, loss_bbox: 0.1461, loss_iou: 0.3411, d0.loss_cls: 0.2301, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3477, d1.loss_cls: 0.1961, d1.loss_bbox: 0.1488, d1.loss_iou: 0.3455, d2.loss_cls: 0.1844, d2.loss_bbox: 0.1473, d2.loss_iou: 0.3428, d3.loss_cls: 0.1779, d3.loss_bbox: 0.1469, d3.loss_iou: 0.3422, d4.loss_cls: 0.1759, d4.loss_bbox: 0.1466, d4.loss_iou: 0.3417, dn_loss_cls: 0.0180, dn_loss_bbox: 0.2012, dn_loss_iou: 0.2959, d0.dn_loss_cls: 0.0507, d0.dn_loss_bbox: 0.3165, d0.dn_loss_iou: 0.4161, d1.dn_loss_cls: 0.0273, d1.dn_loss_bbox: 0.2309, d1.dn_loss_iou: 0.3286, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2078, d2.dn_loss_iou: 0.3037, d3.dn_loss_cls: 0.0192, d3.dn_loss_bbox: 0.2030, d3.dn_loss_iou: 0.2985, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.2012, d4.dn_loss_iou: 0.2958, loss: 8.3009 2024-05-20 17:32:48,809 - mmdet - INFO - Epoch [17][350/3665] lr: 2.000e-04, eta: 1 day, 5:50:22, time: 1.435, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2063, interm_loss_bbox: 0.1596, interm_loss_iou: 0.3815, loss_cls: 0.1684, loss_bbox: 0.1377, loss_iou: 0.3426, d0.loss_cls: 0.2225, d0.loss_bbox: 0.1420, d0.loss_iou: 0.3503, d1.loss_cls: 0.1878, d1.loss_bbox: 0.1430, d1.loss_iou: 0.3507, d2.loss_cls: 0.1771, d2.loss_bbox: 0.1391, d2.loss_iou: 0.3452, d3.loss_cls: 0.1715, d3.loss_bbox: 0.1383, d3.loss_iou: 0.3440, d4.loss_cls: 0.1696, d4.loss_bbox: 0.1376, d4.loss_iou: 0.3430, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1924, dn_loss_iou: 0.2896, d0.dn_loss_cls: 0.0492, d0.dn_loss_bbox: 0.3069, d0.dn_loss_iou: 0.4078, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2226, d1.dn_loss_iou: 0.3213, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.1988, d2.dn_loss_iou: 0.2975, d3.dn_loss_cls: 0.0174, d3.dn_loss_bbox: 0.1943, d3.dn_loss_iou: 0.2921, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1924, d4.dn_loss_iou: 0.2895, loss: 8.1076 2024-05-20 17:34:00,386 - mmdet - INFO - Epoch [17][400/3665] lr: 2.000e-04, eta: 1 day, 5:49:06, time: 1.431, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2102, interm_loss_bbox: 0.1675, interm_loss_iou: 0.3737, loss_cls: 0.1708, loss_bbox: 0.1414, loss_iou: 0.3318, d0.loss_cls: 0.2307, d0.loss_bbox: 0.1456, d0.loss_iou: 0.3421, d1.loss_cls: 0.1927, d1.loss_bbox: 0.1459, d1.loss_iou: 0.3382, d2.loss_cls: 0.1801, d2.loss_bbox: 0.1426, d2.loss_iou: 0.3344, d3.loss_cls: 0.1741, d3.loss_bbox: 0.1419, d3.loss_iou: 0.3331, d4.loss_cls: 0.1724, d4.loss_bbox: 0.1413, d4.loss_iou: 0.3317, dn_loss_cls: 0.0172, dn_loss_bbox: 0.1927, dn_loss_iou: 0.2858, d0.dn_loss_cls: 0.0492, d0.dn_loss_bbox: 0.3125, d0.dn_loss_iou: 0.4122, d1.dn_loss_cls: 0.0262, d1.dn_loss_bbox: 0.2226, d1.dn_loss_iou: 0.3183, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.1990, d2.dn_loss_iou: 0.2938, d3.dn_loss_cls: 0.0184, d3.dn_loss_bbox: 0.1946, d3.dn_loss_iou: 0.2885, d4.dn_loss_cls: 0.0175, d4.dn_loss_bbox: 0.1927, d4.dn_loss_iou: 0.2857, loss: 8.0898 2024-05-20 17:35:11,937 - mmdet - INFO - Epoch [17][450/3665] lr: 2.000e-04, eta: 1 day, 5:47:50, time: 1.431, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2129, interm_loss_bbox: 0.1621, interm_loss_iou: 0.3827, loss_cls: 0.1747, loss_bbox: 0.1393, loss_iou: 0.3432, d0.loss_cls: 0.2361, d0.loss_bbox: 0.1433, d0.loss_iou: 0.3517, d1.loss_cls: 0.2035, d1.loss_bbox: 0.1409, d1.loss_iou: 0.3471, d2.loss_cls: 0.1853, d2.loss_bbox: 0.1404, d2.loss_iou: 0.3450, d3.loss_cls: 0.1779, d3.loss_bbox: 0.1397, d3.loss_iou: 0.3441, d4.loss_cls: 0.1755, d4.loss_bbox: 0.1392, d4.loss_iou: 0.3433, dn_loss_cls: 0.0172, dn_loss_bbox: 0.1972, dn_loss_iou: 0.2866, d0.dn_loss_cls: 0.0498, d0.dn_loss_bbox: 0.3193, d0.dn_loss_iou: 0.4122, d1.dn_loss_cls: 0.0265, d1.dn_loss_bbox: 0.2272, d1.dn_loss_iou: 0.3199, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.2033, d2.dn_loss_iou: 0.2949, d3.dn_loss_cls: 0.0185, d3.dn_loss_bbox: 0.1991, d3.dn_loss_iou: 0.2895, d4.dn_loss_cls: 0.0176, d4.dn_loss_bbox: 0.1972, d4.dn_loss_iou: 0.2865, loss: 8.2117 2024-05-20 17:36:28,194 - mmdet - INFO - Epoch [17][500/3665] lr: 2.000e-04, eta: 1 day, 5:46:40, time: 1.525, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2164, interm_loss_bbox: 0.1619, interm_loss_iou: 0.3793, loss_cls: 0.1750, loss_bbox: 0.1382, loss_iou: 0.3407, d0.loss_cls: 0.2336, d0.loss_bbox: 0.1436, d0.loss_iou: 0.3486, d1.loss_cls: 0.2016, d1.loss_bbox: 0.1425, d1.loss_iou: 0.3463, d2.loss_cls: 0.1868, d2.loss_bbox: 0.1387, d2.loss_iou: 0.3416, d3.loss_cls: 0.1800, d3.loss_bbox: 0.1381, d3.loss_iou: 0.3403, d4.loss_cls: 0.1769, d4.loss_bbox: 0.1379, d4.loss_iou: 0.3403, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1916, dn_loss_iou: 0.2850, d0.dn_loss_cls: 0.0499, d0.dn_loss_bbox: 0.3087, d0.dn_loss_iou: 0.4067, d1.dn_loss_cls: 0.0264, d1.dn_loss_bbox: 0.2201, d1.dn_loss_iou: 0.3174, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.1978, d2.dn_loss_iou: 0.2930, d3.dn_loss_cls: 0.0181, d3.dn_loss_bbox: 0.1933, d3.dn_loss_iou: 0.2876, d4.dn_loss_cls: 0.0173, d4.dn_loss_bbox: 0.1916, d4.dn_loss_iou: 0.2849, loss: 8.1354 2024-05-20 17:37:40,406 - mmdet - INFO - Epoch [17][550/3665] lr: 2.000e-04, eta: 1 day, 5:45:24, time: 1.444, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2131, interm_loss_bbox: 0.1684, interm_loss_iou: 0.3775, loss_cls: 0.1716, loss_bbox: 0.1401, loss_iou: 0.3327, d0.loss_cls: 0.2321, d0.loss_bbox: 0.1451, d0.loss_iou: 0.3409, d1.loss_cls: 0.1959, d1.loss_bbox: 0.1430, d1.loss_iou: 0.3376, d2.loss_cls: 0.1819, d2.loss_bbox: 0.1404, d2.loss_iou: 0.3342, d3.loss_cls: 0.1752, d3.loss_bbox: 0.1404, d3.loss_iou: 0.3337, d4.loss_cls: 0.1721, d4.loss_bbox: 0.1407, d4.loss_iou: 0.3330, dn_loss_cls: 0.0164, dn_loss_bbox: 0.1902, dn_loss_iou: 0.2812, d0.dn_loss_cls: 0.0488, d0.dn_loss_bbox: 0.3095, d0.dn_loss_iou: 0.4084, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2198, d1.dn_loss_iou: 0.3144, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.1960, d2.dn_loss_iou: 0.2890, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1918, d3.dn_loss_iou: 0.2839, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1902, d4.dn_loss_iou: 0.2811, loss: 8.0503 2024-05-20 17:38:52,131 - mmdet - INFO - Epoch [17][600/3665] lr: 2.000e-04, eta: 1 day, 5:44:08, time: 1.434, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2211, interm_loss_bbox: 0.1724, interm_loss_iou: 0.3899, loss_cls: 0.1827, loss_bbox: 0.1430, loss_iou: 0.3421, d0.loss_cls: 0.2536, d0.loss_bbox: 0.1475, d0.loss_iou: 0.3509, d1.loss_cls: 0.2146, d1.loss_bbox: 0.1457, d1.loss_iou: 0.3468, d2.loss_cls: 0.1955, d2.loss_bbox: 0.1448, d2.loss_iou: 0.3448, d3.loss_cls: 0.1872, d3.loss_bbox: 0.1435, d3.loss_iou: 0.3431, d4.loss_cls: 0.1834, d4.loss_bbox: 0.1439, d4.loss_iou: 0.3433, dn_loss_cls: 0.0188, dn_loss_bbox: 0.1963, dn_loss_iou: 0.3004, d0.dn_loss_cls: 0.0536, d0.dn_loss_bbox: 0.3219, d0.dn_loss_iou: 0.4367, d1.dn_loss_cls: 0.0289, d1.dn_loss_bbox: 0.2288, d1.dn_loss_iou: 0.3373, d2.dn_loss_cls: 0.0231, d2.dn_loss_bbox: 0.2035, d2.dn_loss_iou: 0.3093, d3.dn_loss_cls: 0.0201, d3.dn_loss_bbox: 0.1982, d3.dn_loss_iou: 0.3033, d4.dn_loss_cls: 0.0191, d4.dn_loss_bbox: 0.1962, d4.dn_loss_iou: 0.3003, loss: 8.4357 2024-05-20 17:40:05,800 - mmdet - INFO - Epoch [17][650/3665] lr: 2.000e-04, eta: 1 day, 5:42:55, time: 1.473, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2111, interm_loss_bbox: 0.1741, interm_loss_iou: 0.3790, loss_cls: 0.1725, loss_bbox: 0.1473, loss_iou: 0.3355, d0.loss_cls: 0.2384, d0.loss_bbox: 0.1532, d0.loss_iou: 0.3477, d1.loss_cls: 0.2099, d1.loss_bbox: 0.1490, d1.loss_iou: 0.3424, d2.loss_cls: 0.1878, d2.loss_bbox: 0.1474, d2.loss_iou: 0.3365, d3.loss_cls: 0.1776, d3.loss_bbox: 0.1477, d3.loss_iou: 0.3368, d4.loss_cls: 0.1746, d4.loss_bbox: 0.1463, d4.loss_iou: 0.3351, dn_loss_cls: 0.0186, dn_loss_bbox: 0.2078, dn_loss_iou: 0.2888, d0.dn_loss_cls: 0.0515, d0.dn_loss_bbox: 0.3332, d0.dn_loss_iou: 0.4213, d1.dn_loss_cls: 0.0277, d1.dn_loss_bbox: 0.2394, d1.dn_loss_iou: 0.3245, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.2147, d2.dn_loss_iou: 0.2980, d3.dn_loss_cls: 0.0197, d3.dn_loss_bbox: 0.2099, d3.dn_loss_iou: 0.2921, d4.dn_loss_cls: 0.0190, d4.dn_loss_bbox: 0.2078, d4.dn_loss_iou: 0.2888, loss: 8.3350 2024-05-20 17:41:19,590 - mmdet - INFO - Epoch [17][700/3665] lr: 2.000e-04, eta: 1 day, 5:41:41, time: 1.476, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2177, interm_loss_bbox: 0.1623, interm_loss_iou: 0.3792, loss_cls: 0.1766, loss_bbox: 0.1403, loss_iou: 0.3406, d0.loss_cls: 0.2390, d0.loss_bbox: 0.1470, d0.loss_iou: 0.3530, d1.loss_cls: 0.2047, d1.loss_bbox: 0.1438, d1.loss_iou: 0.3464, d2.loss_cls: 0.1878, d2.loss_bbox: 0.1411, d2.loss_iou: 0.3425, d3.loss_cls: 0.1806, d3.loss_bbox: 0.1410, d3.loss_iou: 0.3408, d4.loss_cls: 0.1783, d4.loss_bbox: 0.1401, d4.loss_iou: 0.3403, dn_loss_cls: 0.0190, dn_loss_bbox: 0.1929, dn_loss_iou: 0.2982, d0.dn_loss_cls: 0.0524, d0.dn_loss_bbox: 0.3031, d0.dn_loss_iou: 0.4227, d1.dn_loss_cls: 0.0284, d1.dn_loss_bbox: 0.2207, d1.dn_loss_iou: 0.3320, d2.dn_loss_cls: 0.0228, d2.dn_loss_bbox: 0.1990, d2.dn_loss_iou: 0.3065, d3.dn_loss_cls: 0.0202, d3.dn_loss_bbox: 0.1945, d3.dn_loss_iou: 0.3011, d4.dn_loss_cls: 0.0193, d4.dn_loss_bbox: 0.1928, d4.dn_loss_iou: 0.2981, loss: 8.2670 2024-05-20 17:42:31,372 - mmdet - INFO - Epoch [17][750/3665] lr: 2.000e-04, eta: 1 day, 5:40:25, time: 1.436, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2155, interm_loss_bbox: 0.1643, interm_loss_iou: 0.3820, loss_cls: 0.1748, loss_bbox: 0.1418, loss_iou: 0.3469, d0.loss_cls: 0.2331, d0.loss_bbox: 0.1453, d0.loss_iou: 0.3554, d1.loss_cls: 0.2005, d1.loss_bbox: 0.1436, d1.loss_iou: 0.3507, d2.loss_cls: 0.1871, d2.loss_bbox: 0.1419, d2.loss_iou: 0.3470, d3.loss_cls: 0.1785, d3.loss_bbox: 0.1427, d3.loss_iou: 0.3476, d4.loss_cls: 0.1764, d4.loss_bbox: 0.1415, d4.loss_iou: 0.3463, dn_loss_cls: 0.0182, dn_loss_bbox: 0.1980, dn_loss_iou: 0.2904, d0.dn_loss_cls: 0.0525, d0.dn_loss_bbox: 0.3164, d0.dn_loss_iou: 0.4123, d1.dn_loss_cls: 0.0277, d1.dn_loss_bbox: 0.2279, d1.dn_loss_iou: 0.3224, d2.dn_loss_cls: 0.0220, d2.dn_loss_bbox: 0.2051, d2.dn_loss_iou: 0.2985, d3.dn_loss_cls: 0.0193, d3.dn_loss_bbox: 0.2001, d3.dn_loss_iou: 0.2931, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.1980, d4.dn_loss_iou: 0.2904, loss: 8.2740 2024-05-20 17:43:44,481 - mmdet - INFO - Epoch [17][800/3665] lr: 2.000e-04, eta: 1 day, 5:39:11, time: 1.462, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2137, interm_loss_bbox: 0.1730, interm_loss_iou: 0.3846, loss_cls: 0.1758, loss_bbox: 0.1443, loss_iou: 0.3399, d0.loss_cls: 0.2321, d0.loss_bbox: 0.1519, d0.loss_iou: 0.3521, d1.loss_cls: 0.2000, d1.loss_bbox: 0.1483, d1.loss_iou: 0.3461, d2.loss_cls: 0.1845, d2.loss_bbox: 0.1460, d2.loss_iou: 0.3432, d3.loss_cls: 0.1785, d3.loss_bbox: 0.1457, d3.loss_iou: 0.3413, d4.loss_cls: 0.1769, d4.loss_bbox: 0.1447, d4.loss_iou: 0.3397, dn_loss_cls: 0.0185, dn_loss_bbox: 0.1994, dn_loss_iou: 0.2906, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.3215, d0.dn_loss_iou: 0.4149, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2300, d1.dn_loss_iou: 0.3241, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2057, d2.dn_loss_iou: 0.2989, d3.dn_loss_cls: 0.0192, d3.dn_loss_bbox: 0.2010, d3.dn_loss_iou: 0.2934, d4.dn_loss_cls: 0.0186, d4.dn_loss_bbox: 0.1994, d4.dn_loss_iou: 0.2906, loss: 8.2877 2024-05-20 17:45:00,210 - mmdet - INFO - Epoch [17][850/3665] lr: 2.000e-04, eta: 1 day, 5:38:00, time: 1.515, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2134, interm_loss_bbox: 0.1670, interm_loss_iou: 0.3839, loss_cls: 0.1743, loss_bbox: 0.1438, loss_iou: 0.3472, d0.loss_cls: 0.2372, d0.loss_bbox: 0.1463, d0.loss_iou: 0.3537, d1.loss_cls: 0.2005, d1.loss_bbox: 0.1467, d1.loss_iou: 0.3523, d2.loss_cls: 0.1836, d2.loss_bbox: 0.1462, d2.loss_iou: 0.3502, d3.loss_cls: 0.1777, d3.loss_bbox: 0.1441, d3.loss_iou: 0.3483, d4.loss_cls: 0.1748, d4.loss_bbox: 0.1445, d4.loss_iou: 0.3479, dn_loss_cls: 0.0173, dn_loss_bbox: 0.1888, dn_loss_iou: 0.2865, d0.dn_loss_cls: 0.0497, d0.dn_loss_bbox: 0.3048, d0.dn_loss_iou: 0.4084, d1.dn_loss_cls: 0.0264, d1.dn_loss_bbox: 0.2177, d1.dn_loss_iou: 0.3190, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.1949, d2.dn_loss_iou: 0.2947, d3.dn_loss_cls: 0.0186, d3.dn_loss_bbox: 0.1907, d3.dn_loss_iou: 0.2891, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1888, d4.dn_loss_iou: 0.2865, loss: 8.2039 2024-05-20 17:46:11,692 - mmdet - INFO - Epoch [17][900/3665] lr: 2.000e-04, eta: 1 day, 5:36:44, time: 1.430, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2125, interm_loss_bbox: 0.1630, interm_loss_iou: 0.3854, loss_cls: 0.1729, loss_bbox: 0.1400, loss_iou: 0.3490, d0.loss_cls: 0.2379, d0.loss_bbox: 0.1427, d0.loss_iou: 0.3527, d1.loss_cls: 0.2021, d1.loss_bbox: 0.1420, d1.loss_iou: 0.3504, d2.loss_cls: 0.1842, d2.loss_bbox: 0.1405, d2.loss_iou: 0.3499, d3.loss_cls: 0.1773, d3.loss_bbox: 0.1401, d3.loss_iou: 0.3499, d4.loss_cls: 0.1739, d4.loss_bbox: 0.1403, d4.loss_iou: 0.3496, dn_loss_cls: 0.0170, dn_loss_bbox: 0.1816, dn_loss_iou: 0.2898, d0.dn_loss_cls: 0.0493, d0.dn_loss_bbox: 0.2919, d0.dn_loss_iou: 0.4166, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2079, d1.dn_loss_iou: 0.3229, d2.dn_loss_cls: 0.0204, d2.dn_loss_bbox: 0.1867, d2.dn_loss_iou: 0.2975, d3.dn_loss_cls: 0.0181, d3.dn_loss_bbox: 0.1830, d3.dn_loss_iou: 0.2924, d4.dn_loss_cls: 0.0174, d4.dn_loss_bbox: 0.1816, d4.dn_loss_iou: 0.2897, loss: 8.1464 2024-05-20 17:47:23,694 - mmdet - INFO - Epoch [17][950/3665] lr: 2.000e-04, eta: 1 day, 5:35:28, time: 1.440, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2156, interm_loss_bbox: 0.1662, interm_loss_iou: 0.3819, loss_cls: 0.1745, loss_bbox: 0.1424, loss_iou: 0.3439, d0.loss_cls: 0.2408, d0.loss_bbox: 0.1458, d0.loss_iou: 0.3488, d1.loss_cls: 0.2041, d1.loss_bbox: 0.1435, d1.loss_iou: 0.3454, d2.loss_cls: 0.1858, d2.loss_bbox: 0.1432, d2.loss_iou: 0.3455, d3.loss_cls: 0.1781, d3.loss_bbox: 0.1427, d3.loss_iou: 0.3451, d4.loss_cls: 0.1749, d4.loss_bbox: 0.1428, d4.loss_iou: 0.3442, dn_loss_cls: 0.0181, dn_loss_bbox: 0.2001, dn_loss_iou: 0.2927, d0.dn_loss_cls: 0.0518, d0.dn_loss_bbox: 0.3117, d0.dn_loss_iou: 0.4156, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2275, d1.dn_loss_iou: 0.3252, d2.dn_loss_cls: 0.0222, d2.dn_loss_bbox: 0.2058, d2.dn_loss_iou: 0.3007, d3.dn_loss_cls: 0.0196, d3.dn_loss_bbox: 0.2019, d3.dn_loss_iou: 0.2953, d4.dn_loss_cls: 0.0186, d4.dn_loss_bbox: 0.2001, d4.dn_loss_iou: 0.2926, loss: 8.2827 2024-05-20 17:48:37,560 - mmdet - INFO - Epoch [17][1000/3665] lr: 2.000e-04, eta: 1 day, 5:34:15, time: 1.477, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2149, interm_loss_bbox: 0.1665, interm_loss_iou: 0.3846, loss_cls: 0.1756, loss_bbox: 0.1440, loss_iou: 0.3467, d0.loss_cls: 0.2326, d0.loss_bbox: 0.1502, d0.loss_iou: 0.3549, d1.loss_cls: 0.2020, d1.loss_bbox: 0.1468, d1.loss_iou: 0.3502, d2.loss_cls: 0.1849, d2.loss_bbox: 0.1457, d2.loss_iou: 0.3484, d3.loss_cls: 0.1796, d3.loss_bbox: 0.1445, d3.loss_iou: 0.3460, d4.loss_cls: 0.1765, d4.loss_bbox: 0.1443, d4.loss_iou: 0.3468, dn_loss_cls: 0.0171, dn_loss_bbox: 0.1934, dn_loss_iou: 0.2923, d0.dn_loss_cls: 0.0503, d0.dn_loss_bbox: 0.3083, d0.dn_loss_iou: 0.4156, d1.dn_loss_cls: 0.0265, d1.dn_loss_bbox: 0.2217, d1.dn_loss_iou: 0.3253, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.1990, d2.dn_loss_iou: 0.3002, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.1948, d3.dn_loss_iou: 0.2948, d4.dn_loss_cls: 0.0175, d4.dn_loss_bbox: 0.1934, d4.dn_loss_iou: 0.2923, loss: 8.2675 2024-05-20 17:49:56,767 - mmdet - INFO - Epoch [17][1050/3665] lr: 2.000e-04, eta: 1 day, 5:33:08, time: 1.584, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2148, interm_loss_bbox: 0.1668, interm_loss_iou: 0.3751, loss_cls: 0.1744, loss_bbox: 0.1426, loss_iou: 0.3369, d0.loss_cls: 0.2330, d0.loss_bbox: 0.1481, d0.loss_iou: 0.3451, d1.loss_cls: 0.2007, d1.loss_bbox: 0.1451, d1.loss_iou: 0.3413, d2.loss_cls: 0.1844, d2.loss_bbox: 0.1430, d2.loss_iou: 0.3389, d3.loss_cls: 0.1801, d3.loss_bbox: 0.1413, d3.loss_iou: 0.3360, d4.loss_cls: 0.1761, d4.loss_bbox: 0.1420, d4.loss_iou: 0.3365, dn_loss_cls: 0.0171, dn_loss_bbox: 0.1974, dn_loss_iou: 0.2879, d0.dn_loss_cls: 0.0485, d0.dn_loss_bbox: 0.3104, d0.dn_loss_iou: 0.4081, d1.dn_loss_cls: 0.0258, d1.dn_loss_bbox: 0.2255, d1.dn_loss_iou: 0.3198, d2.dn_loss_cls: 0.0207, d2.dn_loss_bbox: 0.2033, d2.dn_loss_iou: 0.2956, d3.dn_loss_cls: 0.0182, d3.dn_loss_bbox: 0.1990, d3.dn_loss_iou: 0.2905, d4.dn_loss_cls: 0.0174, d4.dn_loss_bbox: 0.1974, d4.dn_loss_iou: 0.2877, loss: 8.1728 2024-05-20 17:51:08,076 - mmdet - INFO - Epoch [17][1100/3665] lr: 2.000e-04, eta: 1 day, 5:31:52, time: 1.426, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2126, interm_loss_bbox: 0.1605, interm_loss_iou: 0.3790, loss_cls: 0.1734, loss_bbox: 0.1352, loss_iou: 0.3377, d0.loss_cls: 0.2303, d0.loss_bbox: 0.1393, d0.loss_iou: 0.3444, d1.loss_cls: 0.1952, d1.loss_bbox: 0.1391, d1.loss_iou: 0.3439, d2.loss_cls: 0.1828, d2.loss_bbox: 0.1363, d2.loss_iou: 0.3393, d3.loss_cls: 0.1761, d3.loss_bbox: 0.1367, d3.loss_iou: 0.3398, d4.loss_cls: 0.1740, d4.loss_bbox: 0.1353, d4.loss_iou: 0.3385, dn_loss_cls: 0.0161, dn_loss_bbox: 0.1932, dn_loss_iou: 0.2897, d0.dn_loss_cls: 0.0488, d0.dn_loss_bbox: 0.3001, d0.dn_loss_iou: 0.4097, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2181, d1.dn_loss_iou: 0.3210, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1980, d2.dn_loss_iou: 0.2972, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1946, d3.dn_loss_iou: 0.2923, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1932, d4.dn_loss_iou: 0.2896, loss: 8.0908 2024-05-20 17:52:20,020 - mmdet - INFO - Epoch [17][1150/3665] lr: 2.000e-04, eta: 1 day, 5:30:36, time: 1.439, data_time: 0.021, memory: 41053, interm_loss_cls: 0.2155, interm_loss_bbox: 0.1611, interm_loss_iou: 0.3825, loss_cls: 0.1735, loss_bbox: 0.1401, loss_iou: 0.3464, d0.loss_cls: 0.2325, d0.loss_bbox: 0.1464, d0.loss_iou: 0.3565, d1.loss_cls: 0.2030, d1.loss_bbox: 0.1409, d1.loss_iou: 0.3487, d2.loss_cls: 0.1838, d2.loss_bbox: 0.1404, d2.loss_iou: 0.3464, d3.loss_cls: 0.1772, d3.loss_bbox: 0.1400, d3.loss_iou: 0.3465, d4.loss_cls: 0.1747, d4.loss_bbox: 0.1396, d4.loss_iou: 0.3461, dn_loss_cls: 0.0179, dn_loss_bbox: 0.1898, dn_loss_iou: 0.2930, d0.dn_loss_cls: 0.0517, d0.dn_loss_bbox: 0.3025, d0.dn_loss_iou: 0.4143, d1.dn_loss_cls: 0.0273, d1.dn_loss_bbox: 0.2186, d1.dn_loss_iou: 0.3264, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.1958, d2.dn_loss_iou: 0.3011, d3.dn_loss_cls: 0.0188, d3.dn_loss_bbox: 0.1913, d3.dn_loss_iou: 0.2956, d4.dn_loss_cls: 0.0182, d4.dn_loss_bbox: 0.1898, d4.dn_loss_iou: 0.2929, loss: 8.2083 2024-05-20 17:53:35,451 - mmdet - INFO - Epoch [17][1200/3665] lr: 2.000e-04, eta: 1 day, 5:29:25, time: 1.509, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2135, interm_loss_bbox: 0.1667, interm_loss_iou: 0.3677, loss_cls: 0.1722, loss_bbox: 0.1416, loss_iou: 0.3285, d0.loss_cls: 0.2331, d0.loss_bbox: 0.1480, d0.loss_iou: 0.3374, d1.loss_cls: 0.1972, d1.loss_bbox: 0.1448, d1.loss_iou: 0.3327, d2.loss_cls: 0.1817, d2.loss_bbox: 0.1428, d2.loss_iou: 0.3300, d3.loss_cls: 0.1761, d3.loss_bbox: 0.1417, d3.loss_iou: 0.3283, d4.loss_cls: 0.1735, d4.loss_bbox: 0.1414, d4.loss_iou: 0.3282, dn_loss_cls: 0.0180, dn_loss_bbox: 0.1987, dn_loss_iou: 0.2838, d0.dn_loss_cls: 0.0497, d0.dn_loss_bbox: 0.3176, d0.dn_loss_iou: 0.4074, d1.dn_loss_cls: 0.0264, d1.dn_loss_bbox: 0.2276, d1.dn_loss_iou: 0.3162, d2.dn_loss_cls: 0.0212, d2.dn_loss_bbox: 0.2047, d2.dn_loss_iou: 0.2914, d3.dn_loss_cls: 0.0185, d3.dn_loss_bbox: 0.2003, d3.dn_loss_iou: 0.2864, d4.dn_loss_cls: 0.0182, d4.dn_loss_bbox: 0.1986, d4.dn_loss_iou: 0.2837, loss: 8.0960 2024-05-20 17:54:50,664 - mmdet - INFO - Epoch [17][1250/3665] lr: 2.000e-04, eta: 1 day, 5:28:13, time: 1.504, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2179, interm_loss_bbox: 0.1651, interm_loss_iou: 0.3823, loss_cls: 0.1761, loss_bbox: 0.1454, loss_iou: 0.3485, d0.loss_cls: 0.2346, d0.loss_bbox: 0.1478, d0.loss_iou: 0.3527, d1.loss_cls: 0.1993, d1.loss_bbox: 0.1467, d1.loss_iou: 0.3528, d2.loss_cls: 0.1877, d2.loss_bbox: 0.1438, d2.loss_iou: 0.3483, d3.loss_cls: 0.1801, d3.loss_bbox: 0.1456, d3.loss_iou: 0.3490, d4.loss_cls: 0.1773, d4.loss_bbox: 0.1457, d4.loss_iou: 0.3492, dn_loss_cls: 0.0193, dn_loss_bbox: 0.2025, dn_loss_iou: 0.2913, d0.dn_loss_cls: 0.0520, d0.dn_loss_bbox: 0.3147, d0.dn_loss_iou: 0.4109, d1.dn_loss_cls: 0.0279, d1.dn_loss_bbox: 0.2300, d1.dn_loss_iou: 0.3229, d2.dn_loss_cls: 0.0229, d2.dn_loss_bbox: 0.2083, d2.dn_loss_iou: 0.2987, d3.dn_loss_cls: 0.0202, d3.dn_loss_bbox: 0.2042, d3.dn_loss_iou: 0.2940, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.2025, d4.dn_loss_iou: 0.2913, loss: 8.3291 2024-05-20 17:56:02,282 - mmdet - INFO - Epoch [17][1300/3665] lr: 2.000e-04, eta: 1 day, 5:26:57, time: 1.432, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2126, interm_loss_bbox: 0.1622, interm_loss_iou: 0.3885, loss_cls: 0.1733, loss_bbox: 0.1405, loss_iou: 0.3531, d0.loss_cls: 0.2331, d0.loss_bbox: 0.1442, d0.loss_iou: 0.3584, d1.loss_cls: 0.1990, d1.loss_bbox: 0.1421, d1.loss_iou: 0.3553, d2.loss_cls: 0.1833, d2.loss_bbox: 0.1412, d2.loss_iou: 0.3544, d3.loss_cls: 0.1776, d3.loss_bbox: 0.1401, d3.loss_iou: 0.3532, d4.loss_cls: 0.1745, d4.loss_bbox: 0.1406, d4.loss_iou: 0.3534, dn_loss_cls: 0.0167, dn_loss_bbox: 0.1919, dn_loss_iou: 0.2930, d0.dn_loss_cls: 0.0489, d0.dn_loss_bbox: 0.3056, d0.dn_loss_iou: 0.4164, d1.dn_loss_cls: 0.0259, d1.dn_loss_bbox: 0.2199, d1.dn_loss_iou: 0.3262, d2.dn_loss_cls: 0.0206, d2.dn_loss_bbox: 0.1977, d2.dn_loss_iou: 0.3010, d3.dn_loss_cls: 0.0180, d3.dn_loss_bbox: 0.1937, d3.dn_loss_iou: 0.2959, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1919, d4.dn_loss_iou: 0.2929, loss: 8.2540 2024-05-20 17:57:17,227 - mmdet - INFO - Epoch [17][1350/3665] lr: 2.000e-04, eta: 1 day, 5:25:45, time: 1.499, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2101, interm_loss_bbox: 0.1613, interm_loss_iou: 0.3762, loss_cls: 0.1707, loss_bbox: 0.1393, loss_iou: 0.3381, d0.loss_cls: 0.2307, d0.loss_bbox: 0.1436, d0.loss_iou: 0.3472, d1.loss_cls: 0.1964, d1.loss_bbox: 0.1426, d1.loss_iou: 0.3442, d2.loss_cls: 0.1812, d2.loss_bbox: 0.1391, d2.loss_iou: 0.3397, d3.loss_cls: 0.1745, d3.loss_bbox: 0.1388, d3.loss_iou: 0.3384, d4.loss_cls: 0.1723, d4.loss_bbox: 0.1386, d4.loss_iou: 0.3374, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1879, dn_loss_iou: 0.2827, d0.dn_loss_cls: 0.0491, d0.dn_loss_bbox: 0.2979, d0.dn_loss_iou: 0.4016, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2156, d1.dn_loss_iou: 0.3141, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.1932, d2.dn_loss_iou: 0.2898, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1893, d3.dn_loss_iou: 0.2850, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1879, d4.dn_loss_iou: 0.2826, loss: 8.0344 2024-05-20 17:58:33,104 - mmdet - INFO - Epoch [17][1400/3665] lr: 2.000e-04, eta: 1 day, 5:24:34, time: 1.518, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2104, interm_loss_bbox: 0.1581, interm_loss_iou: 0.3745, loss_cls: 0.1714, loss_bbox: 0.1361, loss_iou: 0.3371, d0.loss_cls: 0.2281, d0.loss_bbox: 0.1401, d0.loss_iou: 0.3445, d1.loss_cls: 0.1964, d1.loss_bbox: 0.1376, d1.loss_iou: 0.3418, d2.loss_cls: 0.1819, d2.loss_bbox: 0.1358, d2.loss_iou: 0.3383, d3.loss_cls: 0.1753, d3.loss_bbox: 0.1361, d3.loss_iou: 0.3376, d4.loss_cls: 0.1731, d4.loss_bbox: 0.1359, d4.loss_iou: 0.3366, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1850, dn_loss_iou: 0.2909, d0.dn_loss_cls: 0.0495, d0.dn_loss_bbox: 0.2960, d0.dn_loss_iou: 0.4114, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2122, d1.dn_loss_iou: 0.3233, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.1907, d2.dn_loss_iou: 0.2986, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1866, d3.dn_loss_iou: 0.2935, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1850, d4.dn_loss_iou: 0.2908, loss: 8.0365 2024-05-20 17:59:46,764 - mmdet - INFO - Epoch [17][1450/3665] lr: 2.000e-04, eta: 1 day, 5:23:20, time: 1.473, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2129, interm_loss_bbox: 0.1662, interm_loss_iou: 0.3798, loss_cls: 0.1770, loss_bbox: 0.1390, loss_iou: 0.3377, d0.loss_cls: 0.2306, d0.loss_bbox: 0.1460, d0.loss_iou: 0.3490, d1.loss_cls: 0.1984, d1.loss_bbox: 0.1438, d1.loss_iou: 0.3446, d2.loss_cls: 0.1853, d2.loss_bbox: 0.1412, d2.loss_iou: 0.3403, d3.loss_cls: 0.1788, d3.loss_bbox: 0.1402, d3.loss_iou: 0.3398, d4.loss_cls: 0.1770, d4.loss_bbox: 0.1396, d4.loss_iou: 0.3385, dn_loss_cls: 0.0171, dn_loss_bbox: 0.1930, dn_loss_iou: 0.2890, d0.dn_loss_cls: 0.0505, d0.dn_loss_bbox: 0.3099, d0.dn_loss_iou: 0.4135, d1.dn_loss_cls: 0.0266, d1.dn_loss_bbox: 0.2225, d1.dn_loss_iou: 0.3221, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.1997, d2.dn_loss_iou: 0.2969, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.1950, d3.dn_loss_iou: 0.2918, d4.dn_loss_cls: 0.0176, d4.dn_loss_bbox: 0.1930, d4.dn_loss_iou: 0.2888, loss: 8.1718 2024-05-20 18:00:58,318 - mmdet - INFO - Epoch [17][1500/3665] lr: 2.000e-04, eta: 1 day, 5:22:04, time: 1.431, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2162, interm_loss_bbox: 0.1635, interm_loss_iou: 0.3852, loss_cls: 0.1758, loss_bbox: 0.1413, loss_iou: 0.3486, d0.loss_cls: 0.2339, d0.loss_bbox: 0.1453, d0.loss_iou: 0.3554, d1.loss_cls: 0.2004, d1.loss_bbox: 0.1439, d1.loss_iou: 0.3523, d2.loss_cls: 0.1857, d2.loss_bbox: 0.1419, d2.loss_iou: 0.3493, d3.loss_cls: 0.1795, d3.loss_bbox: 0.1416, d3.loss_iou: 0.3489, d4.loss_cls: 0.1765, d4.loss_bbox: 0.1416, d4.loss_iou: 0.3491, dn_loss_cls: 0.0184, dn_loss_bbox: 0.1958, dn_loss_iou: 0.2962, d0.dn_loss_cls: 0.0511, d0.dn_loss_bbox: 0.3110, d0.dn_loss_iou: 0.4174, d1.dn_loss_cls: 0.0275, d1.dn_loss_bbox: 0.2249, d1.dn_loss_iou: 0.3297, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.2020, d2.dn_loss_iou: 0.3041, d3.dn_loss_cls: 0.0192, d3.dn_loss_bbox: 0.1975, d3.dn_loss_iou: 0.2989, d4.dn_loss_cls: 0.0185, d4.dn_loss_bbox: 0.1958, d4.dn_loss_iou: 0.2959, loss: 8.3012 2024-05-20 18:02:14,683 - mmdet - INFO - Epoch [17][1550/3665] lr: 2.000e-04, eta: 1 day, 5:20:54, time: 1.527, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2194, interm_loss_bbox: 0.1666, interm_loss_iou: 0.3906, loss_cls: 0.1772, loss_bbox: 0.1430, loss_iou: 0.3513, d0.loss_cls: 0.2410, d0.loss_bbox: 0.1494, d0.loss_iou: 0.3617, d1.loss_cls: 0.2083, d1.loss_bbox: 0.1450, d1.loss_iou: 0.3550, d2.loss_cls: 0.1887, d2.loss_bbox: 0.1431, d2.loss_iou: 0.3524, d3.loss_cls: 0.1807, d3.loss_bbox: 0.1436, d3.loss_iou: 0.3521, d4.loss_cls: 0.1781, d4.loss_bbox: 0.1436, d4.loss_iou: 0.3518, dn_loss_cls: 0.0177, dn_loss_bbox: 0.1965, dn_loss_iou: 0.2971, d0.dn_loss_cls: 0.0527, d0.dn_loss_bbox: 0.3161, d0.dn_loss_iou: 0.4259, d1.dn_loss_cls: 0.0276, d1.dn_loss_bbox: 0.2272, d1.dn_loss_iou: 0.3327, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.2034, d2.dn_loss_iou: 0.3059, d3.dn_loss_cls: 0.0188, d3.dn_loss_bbox: 0.1985, d3.dn_loss_iou: 0.3001, d4.dn_loss_cls: 0.0180, d4.dn_loss_bbox: 0.1964, d4.dn_loss_iou: 0.2970, loss: 8.3960 2024-05-20 18:03:29,756 - mmdet - INFO - Epoch [17][1600/3665] lr: 2.000e-04, eta: 1 day, 5:19:42, time: 1.501, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2121, interm_loss_bbox: 0.1662, interm_loss_iou: 0.3827, loss_cls: 0.1736, loss_bbox: 0.1414, loss_iou: 0.3421, d0.loss_cls: 0.2282, d0.loss_bbox: 0.1482, d0.loss_iou: 0.3543, d1.loss_cls: 0.1995, d1.loss_bbox: 0.1442, d1.loss_iou: 0.3472, d2.loss_cls: 0.1827, d2.loss_bbox: 0.1424, d2.loss_iou: 0.3445, d3.loss_cls: 0.1768, d3.loss_bbox: 0.1417, d3.loss_iou: 0.3433, d4.loss_cls: 0.1744, d4.loss_bbox: 0.1413, d4.loss_iou: 0.3422, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1998, dn_loss_iou: 0.2944, d0.dn_loss_cls: 0.0489, d0.dn_loss_bbox: 0.3135, d0.dn_loss_iou: 0.4176, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2279, d1.dn_loss_iou: 0.3281, d2.dn_loss_cls: 0.0204, d2.dn_loss_bbox: 0.2059, d2.dn_loss_iou: 0.3024, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.2016, d3.dn_loss_iou: 0.2970, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1998, d4.dn_loss_iou: 0.2942, loss: 8.2575 2024-05-20 18:04:46,847 - mmdet - INFO - Epoch [17][1650/3665] lr: 2.000e-04, eta: 1 day, 5:18:32, time: 1.542, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2130, interm_loss_bbox: 0.1657, interm_loss_iou: 0.3849, loss_cls: 0.1742, loss_bbox: 0.1389, loss_iou: 0.3432, d0.loss_cls: 0.2275, d0.loss_bbox: 0.1467, d0.loss_iou: 0.3535, d1.loss_cls: 0.1957, d1.loss_bbox: 0.1439, d1.loss_iou: 0.3505, d2.loss_cls: 0.1810, d2.loss_bbox: 0.1419, d2.loss_iou: 0.3470, d3.loss_cls: 0.1766, d3.loss_bbox: 0.1396, d3.loss_iou: 0.3444, d4.loss_cls: 0.1743, d4.loss_bbox: 0.1393, d4.loss_iou: 0.3440, dn_loss_cls: 0.0174, dn_loss_bbox: 0.1973, dn_loss_iou: 0.2947, d0.dn_loss_cls: 0.0498, d0.dn_loss_bbox: 0.3119, d0.dn_loss_iou: 0.4169, d1.dn_loss_cls: 0.0264, d1.dn_loss_bbox: 0.2263, d1.dn_loss_iou: 0.3274, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.2031, d2.dn_loss_iou: 0.3023, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.1991, d3.dn_loss_iou: 0.2973, d4.dn_loss_cls: 0.0175, d4.dn_loss_bbox: 0.1973, d4.dn_loss_iou: 0.2946, loss: 8.2443 2024-05-20 18:06:00,608 - mmdet - INFO - Epoch [17][1700/3665] lr: 2.000e-04, eta: 1 day, 5:17:19, time: 1.475, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2146, interm_loss_bbox: 0.1674, interm_loss_iou: 0.3928, loss_cls: 0.1759, loss_bbox: 0.1432, loss_iou: 0.3528, d0.loss_cls: 0.2324, d0.loss_bbox: 0.1474, d0.loss_iou: 0.3609, d1.loss_cls: 0.2002, d1.loss_bbox: 0.1466, d1.loss_iou: 0.3579, d2.loss_cls: 0.1854, d2.loss_bbox: 0.1449, d2.loss_iou: 0.3554, d3.loss_cls: 0.1793, d3.loss_bbox: 0.1439, d3.loss_iou: 0.3539, d4.loss_cls: 0.1771, d4.loss_bbox: 0.1435, d4.loss_iou: 0.3533, dn_loss_cls: 0.0189, dn_loss_bbox: 0.1988, dn_loss_iou: 0.2986, d0.dn_loss_cls: 0.0517, d0.dn_loss_bbox: 0.3121, d0.dn_loss_iou: 0.4245, d1.dn_loss_cls: 0.0279, d1.dn_loss_bbox: 0.2279, d1.dn_loss_iou: 0.3329, d2.dn_loss_cls: 0.0226, d2.dn_loss_bbox: 0.2041, d2.dn_loss_iou: 0.3071, d3.dn_loss_cls: 0.0200, d3.dn_loss_bbox: 0.2002, d3.dn_loss_iou: 0.3014, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.1988, d4.dn_loss_iou: 0.2985, loss: 8.3938 2024-05-20 18:07:17,103 - mmdet - INFO - Epoch [17][1750/3665] lr: 2.000e-04, eta: 1 day, 5:16:09, time: 1.530, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2142, interm_loss_bbox: 0.1648, interm_loss_iou: 0.3802, loss_cls: 0.1759, loss_bbox: 0.1398, loss_iou: 0.3397, d0.loss_cls: 0.2343, d0.loss_bbox: 0.1429, d0.loss_iou: 0.3466, d1.loss_cls: 0.1991, d1.loss_bbox: 0.1426, d1.loss_iou: 0.3444, d2.loss_cls: 0.1854, d2.loss_bbox: 0.1406, d2.loss_iou: 0.3415, d3.loss_cls: 0.1783, d3.loss_bbox: 0.1408, d3.loss_iou: 0.3414, d4.loss_cls: 0.1764, d4.loss_bbox: 0.1405, d4.loss_iou: 0.3397, dn_loss_cls: 0.0179, dn_loss_bbox: 0.1952, dn_loss_iou: 0.2875, d0.dn_loss_cls: 0.0499, d0.dn_loss_bbox: 0.3137, d0.dn_loss_iou: 0.4132, d1.dn_loss_cls: 0.0264, d1.dn_loss_bbox: 0.2241, d1.dn_loss_iou: 0.3194, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.2008, d2.dn_loss_iou: 0.2951, d3.dn_loss_cls: 0.0190, d3.dn_loss_bbox: 0.1970, d3.dn_loss_iou: 0.2901, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.1951, d4.dn_loss_iou: 0.2874, loss: 8.1810 2024-05-20 18:08:28,592 - mmdet - INFO - Epoch [17][1800/3665] lr: 2.000e-04, eta: 1 day, 5:14:53, time: 1.430, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2125, interm_loss_bbox: 0.1617, interm_loss_iou: 0.3845, loss_cls: 0.1734, loss_bbox: 0.1378, loss_iou: 0.3453, d0.loss_cls: 0.2296, d0.loss_bbox: 0.1418, d0.loss_iou: 0.3515, d1.loss_cls: 0.1965, d1.loss_bbox: 0.1419, d1.loss_iou: 0.3514, d2.loss_cls: 0.1834, d2.loss_bbox: 0.1397, d2.loss_iou: 0.3464, d3.loss_cls: 0.1767, d3.loss_bbox: 0.1386, d3.loss_iou: 0.3456, d4.loss_cls: 0.1742, d4.loss_bbox: 0.1380, d4.loss_iou: 0.3455, dn_loss_cls: 0.0173, dn_loss_bbox: 0.1950, dn_loss_iou: 0.2941, d0.dn_loss_cls: 0.0503, d0.dn_loss_bbox: 0.3066, d0.dn_loss_iou: 0.4132, d1.dn_loss_cls: 0.0266, d1.dn_loss_bbox: 0.2225, d1.dn_loss_iou: 0.3262, d2.dn_loss_cls: 0.0211, d2.dn_loss_bbox: 0.2002, d2.dn_loss_iou: 0.3015, d3.dn_loss_cls: 0.0185, d3.dn_loss_bbox: 0.1965, d3.dn_loss_iou: 0.2966, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1950, d4.dn_loss_iou: 0.2940, loss: 8.2086 2024-05-20 18:09:45,137 - mmdet - INFO - Epoch [17][1850/3665] lr: 2.000e-04, eta: 1 day, 5:13:42, time: 1.531, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2133, interm_loss_bbox: 0.1627, interm_loss_iou: 0.3750, loss_cls: 0.1715, loss_bbox: 0.1402, loss_iou: 0.3369, d0.loss_cls: 0.2293, d0.loss_bbox: 0.1427, d0.loss_iou: 0.3433, d1.loss_cls: 0.1941, d1.loss_bbox: 0.1423, d1.loss_iou: 0.3401, d2.loss_cls: 0.1810, d2.loss_bbox: 0.1406, d2.loss_iou: 0.3376, d3.loss_cls: 0.1749, d3.loss_bbox: 0.1405, d3.loss_iou: 0.3367, d4.loss_cls: 0.1725, d4.loss_bbox: 0.1400, d4.loss_iou: 0.3369, dn_loss_cls: 0.0171, dn_loss_bbox: 0.1885, dn_loss_iou: 0.2857, d0.dn_loss_cls: 0.0496, d0.dn_loss_bbox: 0.2974, d0.dn_loss_iou: 0.4054, d1.dn_loss_cls: 0.0265, d1.dn_loss_bbox: 0.2157, d1.dn_loss_iou: 0.3172, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.1939, d2.dn_loss_iou: 0.2927, d3.dn_loss_cls: 0.0182, d3.dn_loss_bbox: 0.1900, d3.dn_loss_iou: 0.2879, d4.dn_loss_cls: 0.0174, d4.dn_loss_bbox: 0.1885, d4.dn_loss_iou: 0.2857, loss: 8.0503 2024-05-20 18:10:58,874 - mmdet - INFO - Epoch [17][1900/3665] lr: 2.000e-04, eta: 1 day, 5:12:29, time: 1.475, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2131, interm_loss_bbox: 0.1670, interm_loss_iou: 0.3810, loss_cls: 0.1734, loss_bbox: 0.1433, loss_iou: 0.3443, d0.loss_cls: 0.2283, d0.loss_bbox: 0.1477, d0.loss_iou: 0.3501, d1.loss_cls: 0.1964, d1.loss_bbox: 0.1465, d1.loss_iou: 0.3484, d2.loss_cls: 0.1827, d2.loss_bbox: 0.1438, d2.loss_iou: 0.3458, d3.loss_cls: 0.1771, d3.loss_bbox: 0.1433, d3.loss_iou: 0.3450, d4.loss_cls: 0.1745, d4.loss_bbox: 0.1432, d4.loss_iou: 0.3444, dn_loss_cls: 0.0174, dn_loss_bbox: 0.1951, dn_loss_iou: 0.2932, d0.dn_loss_cls: 0.0500, d0.dn_loss_bbox: 0.3033, d0.dn_loss_iou: 0.4133, d1.dn_loss_cls: 0.0266, d1.dn_loss_bbox: 0.2212, d1.dn_loss_iou: 0.3253, d2.dn_loss_cls: 0.0212, d2.dn_loss_bbox: 0.2005, d2.dn_loss_iou: 0.3012, d3.dn_loss_cls: 0.0185, d3.dn_loss_bbox: 0.1968, d3.dn_loss_iou: 0.2958, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1951, d4.dn_loss_iou: 0.2931, loss: 8.2248 2024-05-20 18:12:12,613 - mmdet - INFO - Epoch [17][1950/3665] lr: 2.000e-04, eta: 1 day, 5:11:15, time: 1.475, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2167, interm_loss_bbox: 0.1660, interm_loss_iou: 0.3921, loss_cls: 0.1794, loss_bbox: 0.1380, loss_iou: 0.3466, d0.loss_cls: 0.2310, d0.loss_bbox: 0.1449, d0.loss_iou: 0.3577, d1.loss_cls: 0.2001, d1.loss_bbox: 0.1406, d1.loss_iou: 0.3523, d2.loss_cls: 0.1866, d2.loss_bbox: 0.1401, d2.loss_iou: 0.3505, d3.loss_cls: 0.1809, d3.loss_bbox: 0.1390, d3.loss_iou: 0.3492, d4.loss_cls: 0.1795, d4.loss_bbox: 0.1387, d4.loss_iou: 0.3475, dn_loss_cls: 0.0170, dn_loss_bbox: 0.1873, dn_loss_iou: 0.2886, d0.dn_loss_cls: 0.0500, d0.dn_loss_bbox: 0.3031, d0.dn_loss_iou: 0.4092, d1.dn_loss_cls: 0.0262, d1.dn_loss_bbox: 0.2162, d1.dn_loss_iou: 0.3211, d2.dn_loss_cls: 0.0207, d2.dn_loss_bbox: 0.1929, d2.dn_loss_iou: 0.2962, d3.dn_loss_cls: 0.0182, d3.dn_loss_bbox: 0.1888, d3.dn_loss_iou: 0.2913, d4.dn_loss_cls: 0.0173, d4.dn_loss_bbox: 0.1873, d4.dn_loss_iou: 0.2886, loss: 8.1976 2024-05-20 18:13:25,435 - mmdet - INFO - Epoch [17][2000/3665] lr: 2.000e-04, eta: 1 day, 5:10:01, time: 1.456, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2145, interm_loss_bbox: 0.1700, interm_loss_iou: 0.3745, loss_cls: 0.1765, loss_bbox: 0.1437, loss_iou: 0.3330, d0.loss_cls: 0.2303, d0.loss_bbox: 0.1479, d0.loss_iou: 0.3411, d1.loss_cls: 0.1980, d1.loss_bbox: 0.1475, d1.loss_iou: 0.3391, d2.loss_cls: 0.1857, d2.loss_bbox: 0.1442, d2.loss_iou: 0.3344, d3.loss_cls: 0.1796, d3.loss_bbox: 0.1437, d3.loss_iou: 0.3332, d4.loss_cls: 0.1773, d4.loss_bbox: 0.1438, d4.loss_iou: 0.3328, dn_loss_cls: 0.0177, dn_loss_bbox: 0.1968, dn_loss_iou: 0.2876, d0.dn_loss_cls: 0.0506, d0.dn_loss_bbox: 0.3085, d0.dn_loss_iou: 0.4075, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2244, d1.dn_loss_iou: 0.3202, d2.dn_loss_cls: 0.0213, d2.dn_loss_bbox: 0.2026, d2.dn_loss_iou: 0.2954, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.1985, d3.dn_loss_iou: 0.2903, d4.dn_loss_cls: 0.0180, d4.dn_loss_bbox: 0.1967, d4.dn_loss_iou: 0.2875, loss: 8.1598 2024-05-20 18:14:38,685 - mmdet - INFO - Epoch [17][2050/3665] lr: 2.000e-04, eta: 1 day, 5:08:47, time: 1.465, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2142, interm_loss_bbox: 0.1654, interm_loss_iou: 0.3735, loss_cls: 0.1756, loss_bbox: 0.1429, loss_iou: 0.3366, d0.loss_cls: 0.2313, d0.loss_bbox: 0.1463, d0.loss_iou: 0.3420, d1.loss_cls: 0.1967, d1.loss_bbox: 0.1458, d1.loss_iou: 0.3407, d2.loss_cls: 0.1856, d2.loss_bbox: 0.1432, d2.loss_iou: 0.3370, d3.loss_cls: 0.1795, d3.loss_bbox: 0.1424, d3.loss_iou: 0.3368, d4.loss_cls: 0.1769, d4.loss_bbox: 0.1428, d4.loss_iou: 0.3366, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1930, dn_loss_iou: 0.2842, d0.dn_loss_cls: 0.0483, d0.dn_loss_bbox: 0.3081, d0.dn_loss_iou: 0.4081, d1.dn_loss_cls: 0.0247, d1.dn_loss_bbox: 0.2215, d1.dn_loss_iou: 0.3167, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.1989, d2.dn_loss_iou: 0.2917, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1946, d3.dn_loss_iou: 0.2868, d4.dn_loss_cls: 0.0164, d4.dn_loss_bbox: 0.1930, d4.dn_loss_iou: 0.2841, loss: 8.1143 2024-05-20 18:15:53,605 - mmdet - INFO - Epoch [17][2100/3665] lr: 2.000e-04, eta: 1 day, 5:07:35, time: 1.498, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2149, interm_loss_bbox: 0.1663, interm_loss_iou: 0.3728, loss_cls: 0.1732, loss_bbox: 0.1447, loss_iou: 0.3382, d0.loss_cls: 0.2296, d0.loss_bbox: 0.1465, d0.loss_iou: 0.3409, d1.loss_cls: 0.1956, d1.loss_bbox: 0.1473, d1.loss_iou: 0.3406, d2.loss_cls: 0.1829, d2.loss_bbox: 0.1444, d2.loss_iou: 0.3391, d3.loss_cls: 0.1764, d3.loss_bbox: 0.1443, d3.loss_iou: 0.3391, d4.loss_cls: 0.1741, d4.loss_bbox: 0.1447, d4.loss_iou: 0.3389, dn_loss_cls: 0.0170, dn_loss_bbox: 0.1916, dn_loss_iou: 0.2881, d0.dn_loss_cls: 0.0488, d0.dn_loss_bbox: 0.3016, d0.dn_loss_iou: 0.4061, d1.dn_loss_cls: 0.0262, d1.dn_loss_bbox: 0.2199, d1.dn_loss_iou: 0.3208, d2.dn_loss_cls: 0.0208, d2.dn_loss_bbox: 0.1978, d2.dn_loss_iou: 0.2964, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.1934, d3.dn_loss_iou: 0.2910, d4.dn_loss_cls: 0.0174, d4.dn_loss_bbox: 0.1916, d4.dn_loss_iou: 0.2880, loss: 8.1293 2024-05-20 18:17:09,253 - mmdet - INFO - Epoch [17][2150/3665] lr: 2.000e-04, eta: 1 day, 5:06:23, time: 1.513, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2129, interm_loss_bbox: 0.1654, interm_loss_iou: 0.3912, loss_cls: 0.1744, loss_bbox: 0.1403, loss_iou: 0.3463, d0.loss_cls: 0.2291, d0.loss_bbox: 0.1441, d0.loss_iou: 0.3537, d1.loss_cls: 0.1956, d1.loss_bbox: 0.1440, d1.loss_iou: 0.3529, d2.loss_cls: 0.1832, d2.loss_bbox: 0.1411, d2.loss_iou: 0.3487, d3.loss_cls: 0.1774, d3.loss_bbox: 0.1406, d3.loss_iou: 0.3475, d4.loss_cls: 0.1752, d4.loss_bbox: 0.1401, d4.loss_iou: 0.3469, dn_loss_cls: 0.0164, dn_loss_bbox: 0.1837, dn_loss_iou: 0.2953, d0.dn_loss_cls: 0.0480, d0.dn_loss_bbox: 0.2899, d0.dn_loss_iou: 0.4132, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2094, d1.dn_loss_iou: 0.3266, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.1889, d2.dn_loss_iou: 0.3024, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1852, d3.dn_loss_iou: 0.2978, d4.dn_loss_cls: 0.0168, d4.dn_loss_bbox: 0.1837, d4.dn_loss_iou: 0.2951, loss: 8.1664 2024-05-20 18:18:24,434 - mmdet - INFO - Epoch [17][2200/3665] lr: 2.000e-04, eta: 1 day, 5:05:11, time: 1.504, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2143, interm_loss_bbox: 0.1628, interm_loss_iou: 0.3776, loss_cls: 0.1750, loss_bbox: 0.1385, loss_iou: 0.3375, d0.loss_cls: 0.2269, d0.loss_bbox: 0.1444, d0.loss_iou: 0.3469, d1.loss_cls: 0.1976, d1.loss_bbox: 0.1416, d1.loss_iou: 0.3422, d2.loss_cls: 0.1833, d2.loss_bbox: 0.1397, d2.loss_iou: 0.3399, d3.loss_cls: 0.1779, d3.loss_bbox: 0.1390, d3.loss_iou: 0.3381, d4.loss_cls: 0.1764, d4.loss_bbox: 0.1383, d4.loss_iou: 0.3371, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1995, dn_loss_iou: 0.2891, d0.dn_loss_cls: 0.0489, d0.dn_loss_bbox: 0.3156, d0.dn_loss_iou: 0.4134, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2300, d1.dn_loss_iou: 0.3225, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.2063, d2.dn_loss_iou: 0.2975, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.2013, d3.dn_loss_iou: 0.2917, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1995, d4.dn_loss_iou: 0.2890, loss: 8.1753 2024-05-20 18:19:35,907 - mmdet - INFO - Epoch [17][2250/3665] lr: 2.000e-04, eta: 1 day, 5:03:55, time: 1.429, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2106, interm_loss_bbox: 0.1639, interm_loss_iou: 0.3693, loss_cls: 0.1709, loss_bbox: 0.1389, loss_iou: 0.3293, d0.loss_cls: 0.2253, d0.loss_bbox: 0.1432, d0.loss_iou: 0.3377, d1.loss_cls: 0.1943, d1.loss_bbox: 0.1424, d1.loss_iou: 0.3341, d2.loss_cls: 0.1825, d2.loss_bbox: 0.1383, d2.loss_iou: 0.3299, d3.loss_cls: 0.1752, d3.loss_bbox: 0.1388, d3.loss_iou: 0.3298, d4.loss_cls: 0.1727, d4.loss_bbox: 0.1388, d4.loss_iou: 0.3287, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1902, dn_loss_iou: 0.2786, d0.dn_loss_cls: 0.0484, d0.dn_loss_bbox: 0.3093, d0.dn_loss_iou: 0.4036, d1.dn_loss_cls: 0.0256, d1.dn_loss_bbox: 0.2191, d1.dn_loss_iou: 0.3107, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.1965, d2.dn_loss_iou: 0.2862, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1922, d3.dn_loss_iou: 0.2813, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1902, d4.dn_loss_iou: 0.2785, loss: 7.9757 2024-05-20 18:20:54,603 - mmdet - INFO - Epoch [17][2300/3665] lr: 2.000e-04, eta: 1 day, 5:02:48, time: 1.574, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2134, interm_loss_bbox: 0.1680, interm_loss_iou: 0.3839, loss_cls: 0.1744, loss_bbox: 0.1420, loss_iou: 0.3411, d0.loss_cls: 0.2322, d0.loss_bbox: 0.1488, d0.loss_iou: 0.3524, d1.loss_cls: 0.1998, d1.loss_bbox: 0.1445, d1.loss_iou: 0.3444, d2.loss_cls: 0.1845, d2.loss_bbox: 0.1428, d2.loss_iou: 0.3422, d3.loss_cls: 0.1779, d3.loss_bbox: 0.1422, d3.loss_iou: 0.3408, d4.loss_cls: 0.1750, d4.loss_bbox: 0.1420, d4.loss_iou: 0.3414, dn_loss_cls: 0.0192, dn_loss_bbox: 0.1990, dn_loss_iou: 0.2915, d0.dn_loss_cls: 0.0515, d0.dn_loss_bbox: 0.3118, d0.dn_loss_iou: 0.4118, d1.dn_loss_cls: 0.0280, d1.dn_loss_bbox: 0.2274, d1.dn_loss_iou: 0.3232, d2.dn_loss_cls: 0.0225, d2.dn_loss_bbox: 0.2052, d2.dn_loss_iou: 0.2994, d3.dn_loss_cls: 0.0199, d3.dn_loss_bbox: 0.2006, d3.dn_loss_iou: 0.2940, d4.dn_loss_cls: 0.0192, d4.dn_loss_bbox: 0.1989, d4.dn_loss_iou: 0.2914, loss: 8.2484 2024-05-20 18:22:05,615 - mmdet - INFO - Epoch [17][2350/3665] lr: 2.000e-04, eta: 1 day, 5:01:31, time: 1.420, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2157, interm_loss_bbox: 0.1658, interm_loss_iou: 0.3865, loss_cls: 0.1750, loss_bbox: 0.1424, loss_iou: 0.3484, d0.loss_cls: 0.2330, d0.loss_bbox: 0.1485, d0.loss_iou: 0.3580, d1.loss_cls: 0.2024, d1.loss_bbox: 0.1435, d1.loss_iou: 0.3508, d2.loss_cls: 0.1862, d2.loss_bbox: 0.1421, d2.loss_iou: 0.3488, d3.loss_cls: 0.1783, d3.loss_bbox: 0.1422, d3.loss_iou: 0.3494, d4.loss_cls: 0.1755, d4.loss_bbox: 0.1424, d4.loss_iou: 0.3491, dn_loss_cls: 0.0183, dn_loss_bbox: 0.1974, dn_loss_iou: 0.2979, d0.dn_loss_cls: 0.0514, d0.dn_loss_bbox: 0.3077, d0.dn_loss_iou: 0.4177, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2245, d1.dn_loss_iou: 0.3304, d2.dn_loss_cls: 0.0218, d2.dn_loss_bbox: 0.2033, d2.dn_loss_iou: 0.3061, d3.dn_loss_cls: 0.0194, d3.dn_loss_bbox: 0.1990, d3.dn_loss_iou: 0.3007, d4.dn_loss_cls: 0.0186, d4.dn_loss_bbox: 0.1974, d4.dn_loss_iou: 0.2979, loss: 8.3211 2024-05-20 18:23:19,023 - mmdet - INFO - Epoch [17][2400/3665] lr: 2.000e-04, eta: 1 day, 5:00:17, time: 1.468, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2184, interm_loss_bbox: 0.1628, interm_loss_iou: 0.3862, loss_cls: 0.1789, loss_bbox: 0.1402, loss_iou: 0.3479, d0.loss_cls: 0.2350, d0.loss_bbox: 0.1442, d0.loss_iou: 0.3558, d1.loss_cls: 0.2024, d1.loss_bbox: 0.1434, d1.loss_iou: 0.3534, d2.loss_cls: 0.1882, d2.loss_bbox: 0.1406, d2.loss_iou: 0.3499, d3.loss_cls: 0.1816, d3.loss_bbox: 0.1412, d3.loss_iou: 0.3489, d4.loss_cls: 0.1791, d4.loss_bbox: 0.1408, d4.loss_iou: 0.3488, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1984, dn_loss_iou: 0.2930, d0.dn_loss_cls: 0.0496, d0.dn_loss_bbox: 0.3124, d0.dn_loss_iou: 0.4110, d1.dn_loss_cls: 0.0262, d1.dn_loss_bbox: 0.2272, d1.dn_loss_iou: 0.3243, d2.dn_loss_cls: 0.0207, d2.dn_loss_bbox: 0.2050, d2.dn_loss_iou: 0.3008, d3.dn_loss_cls: 0.0182, d3.dn_loss_bbox: 0.2000, d3.dn_loss_iou: 0.2955, d4.dn_loss_cls: 0.0173, d4.dn_loss_bbox: 0.1984, d4.dn_loss_iou: 0.2929, loss: 8.2955 2024-05-20 18:24:35,969 - mmdet - INFO - Epoch [17][2450/3665] lr: 2.000e-04, eta: 1 day, 4:59:07, time: 1.539, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2125, interm_loss_bbox: 0.1635, interm_loss_iou: 0.3699, loss_cls: 0.1735, loss_bbox: 0.1409, loss_iou: 0.3314, d0.loss_cls: 0.2267, d0.loss_bbox: 0.1469, d0.loss_iou: 0.3417, d1.loss_cls: 0.1951, d1.loss_bbox: 0.1442, d1.loss_iou: 0.3367, d2.loss_cls: 0.1807, d2.loss_bbox: 0.1426, d2.loss_iou: 0.3341, d3.loss_cls: 0.1760, d3.loss_bbox: 0.1416, d3.loss_iou: 0.3324, d4.loss_cls: 0.1731, d4.loss_bbox: 0.1413, d4.loss_iou: 0.3324, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1912, dn_loss_iou: 0.2872, d0.dn_loss_cls: 0.0487, d0.dn_loss_bbox: 0.3034, d0.dn_loss_iou: 0.4036, d1.dn_loss_cls: 0.0252, d1.dn_loss_bbox: 0.2185, d1.dn_loss_iou: 0.3182, d2.dn_loss_cls: 0.0198, d2.dn_loss_bbox: 0.1972, d2.dn_loss_iou: 0.2948, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1928, d3.dn_loss_iou: 0.2897, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1912, d4.dn_loss_iou: 0.2871, loss: 8.0549 2024-05-20 18:25:47,998 - mmdet - INFO - Epoch [17][2500/3665] lr: 2.000e-04, eta: 1 day, 4:57:52, time: 1.441, data_time: 0.020, memory: 41053, interm_loss_cls: 0.2123, interm_loss_bbox: 0.1690, interm_loss_iou: 0.3746, loss_cls: 0.1721, loss_bbox: 0.1409, loss_iou: 0.3343, d0.loss_cls: 0.2262, d0.loss_bbox: 0.1474, d0.loss_iou: 0.3446, d1.loss_cls: 0.1924, d1.loss_bbox: 0.1467, d1.loss_iou: 0.3408, d2.loss_cls: 0.1809, d2.loss_bbox: 0.1431, d2.loss_iou: 0.3366, d3.loss_cls: 0.1752, d3.loss_bbox: 0.1416, d3.loss_iou: 0.3349, d4.loss_cls: 0.1728, d4.loss_bbox: 0.1410, d4.loss_iou: 0.3347, dn_loss_cls: 0.0173, dn_loss_bbox: 0.1946, dn_loss_iou: 0.2872, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.3097, d0.dn_loss_iou: 0.4094, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2227, d1.dn_loss_iou: 0.3197, d2.dn_loss_cls: 0.0208, d2.dn_loss_bbox: 0.2007, d2.dn_loss_iou: 0.2948, d3.dn_loss_cls: 0.0182, d3.dn_loss_bbox: 0.1963, d3.dn_loss_iou: 0.2896, d4.dn_loss_cls: 0.0175, d4.dn_loss_bbox: 0.1946, d4.dn_loss_iou: 0.2871, loss: 8.1186 2024-05-20 18:27:01,781 - mmdet - INFO - Epoch [17][2550/3665] lr: 2.000e-04, eta: 1 day, 4:56:38, time: 1.476, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2129, interm_loss_bbox: 0.1616, interm_loss_iou: 0.3893, loss_cls: 0.1770, loss_bbox: 0.1373, loss_iou: 0.3515, d0.loss_cls: 0.2287, d0.loss_bbox: 0.1431, d0.loss_iou: 0.3588, d1.loss_cls: 0.1972, d1.loss_bbox: 0.1421, d1.loss_iou: 0.3579, d2.loss_cls: 0.1848, d2.loss_bbox: 0.1398, d2.loss_iou: 0.3552, d3.loss_cls: 0.1797, d3.loss_bbox: 0.1377, d3.loss_iou: 0.3525, d4.loss_cls: 0.1778, d4.loss_bbox: 0.1378, d4.loss_iou: 0.3516, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1939, dn_loss_iou: 0.3006, d0.dn_loss_cls: 0.0489, d0.dn_loss_bbox: 0.3023, d0.dn_loss_iou: 0.4185, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2219, d1.dn_loss_iou: 0.3327, d2.dn_loss_cls: 0.0204, d2.dn_loss_bbox: 0.1993, d2.dn_loss_iou: 0.3083, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1955, d3.dn_loss_iou: 0.3032, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1939, d4.dn_loss_iou: 0.3005, loss: 8.2914 2024-05-20 18:28:16,062 - mmdet - INFO - Epoch [17][2600/3665] lr: 2.000e-04, eta: 1 day, 4:55:25, time: 1.486, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2169, interm_loss_bbox: 0.1673, interm_loss_iou: 0.3848, loss_cls: 0.1793, loss_bbox: 0.1410, loss_iou: 0.3454, d0.loss_cls: 0.2316, d0.loss_bbox: 0.1471, d0.loss_iou: 0.3548, d1.loss_cls: 0.1990, d1.loss_bbox: 0.1464, d1.loss_iou: 0.3519, d2.loss_cls: 0.1879, d2.loss_bbox: 0.1432, d2.loss_iou: 0.3471, d3.loss_cls: 0.1824, d3.loss_bbox: 0.1419, d3.loss_iou: 0.3459, d4.loss_cls: 0.1808, d4.loss_bbox: 0.1413, d4.loss_iou: 0.3453, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1914, dn_loss_iou: 0.2901, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.3079, d0.dn_loss_iou: 0.4123, d1.dn_loss_cls: 0.0266, d1.dn_loss_bbox: 0.2214, d1.dn_loss_iou: 0.3228, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.1973, d2.dn_loss_iou: 0.2979, d3.dn_loss_cls: 0.0181, d3.dn_loss_bbox: 0.1932, d3.dn_loss_iou: 0.2929, d4.dn_loss_cls: 0.0173, d4.dn_loss_bbox: 0.1914, d4.dn_loss_iou: 0.2900, loss: 8.2407 2024-05-20 18:29:33,444 - mmdet - INFO - Epoch [17][2650/3665] lr: 2.000e-04, eta: 1 day, 4:54:16, time: 1.548, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2125, interm_loss_bbox: 0.1598, interm_loss_iou: 0.3782, loss_cls: 0.1734, loss_bbox: 0.1383, loss_iou: 0.3440, d0.loss_cls: 0.2259, d0.loss_bbox: 0.1430, d0.loss_iou: 0.3512, d1.loss_cls: 0.1927, d1.loss_bbox: 0.1425, d1.loss_iou: 0.3501, d2.loss_cls: 0.1822, d2.loss_bbox: 0.1396, d2.loss_iou: 0.3453, d3.loss_cls: 0.1761, d3.loss_bbox: 0.1391, d3.loss_iou: 0.3446, d4.loss_cls: 0.1749, d4.loss_bbox: 0.1378, d4.loss_iou: 0.3431, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1911, dn_loss_iou: 0.2920, d0.dn_loss_cls: 0.0493, d0.dn_loss_bbox: 0.3024, d0.dn_loss_iou: 0.4128, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2189, d1.dn_loss_iou: 0.3239, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1971, d2.dn_loss_iou: 0.2998, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1927, d3.dn_loss_iou: 0.2946, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1911, d4.dn_loss_iou: 0.2919, loss: 8.1478 2024-05-20 18:30:48,902 - mmdet - INFO - Epoch [17][2700/3665] lr: 2.000e-04, eta: 1 day, 4:53:04, time: 1.509, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2139, interm_loss_bbox: 0.1614, interm_loss_iou: 0.3815, loss_cls: 0.1743, loss_bbox: 0.1387, loss_iou: 0.3437, d0.loss_cls: 0.2294, d0.loss_bbox: 0.1434, d0.loss_iou: 0.3523, d1.loss_cls: 0.1952, d1.loss_bbox: 0.1419, d1.loss_iou: 0.3507, d2.loss_cls: 0.1831, d2.loss_bbox: 0.1392, d2.loss_iou: 0.3456, d3.loss_cls: 0.1780, d3.loss_bbox: 0.1389, d3.loss_iou: 0.3440, d4.loss_cls: 0.1752, d4.loss_bbox: 0.1390, d4.loss_iou: 0.3438, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1895, dn_loss_iou: 0.2823, d0.dn_loss_cls: 0.0502, d0.dn_loss_bbox: 0.3069, d0.dn_loss_iou: 0.4062, d1.dn_loss_cls: 0.0259, d1.dn_loss_bbox: 0.2176, d1.dn_loss_iou: 0.3144, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.1957, d2.dn_loss_iou: 0.2903, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1912, d3.dn_loss_iou: 0.2849, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1895, d4.dn_loss_iou: 0.2823, loss: 8.1118 2024-05-20 18:32:04,365 - mmdet - INFO - Epoch [17][2750/3665] lr: 2.000e-04, eta: 1 day, 4:51:53, time: 1.509, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2185, interm_loss_bbox: 0.1635, interm_loss_iou: 0.3818, loss_cls: 0.1766, loss_bbox: 0.1433, loss_iou: 0.3479, d0.loss_cls: 0.2301, d0.loss_bbox: 0.1474, d0.loss_iou: 0.3547, d1.loss_cls: 0.1953, d1.loss_bbox: 0.1482, d1.loss_iou: 0.3548, d2.loss_cls: 0.1851, d2.loss_bbox: 0.1448, d2.loss_iou: 0.3497, d3.loss_cls: 0.1788, d3.loss_bbox: 0.1442, d3.loss_iou: 0.3495, d4.loss_cls: 0.1769, d4.loss_bbox: 0.1437, d4.loss_iou: 0.3485, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1961, dn_loss_iou: 0.2968, d0.dn_loss_cls: 0.0494, d0.dn_loss_bbox: 0.3102, d0.dn_loss_iou: 0.4169, d1.dn_loss_cls: 0.0258, d1.dn_loss_bbox: 0.2252, d1.dn_loss_iou: 0.3293, d2.dn_loss_cls: 0.0204, d2.dn_loss_bbox: 0.2015, d2.dn_loss_iou: 0.3041, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1976, d3.dn_loss_iou: 0.2992, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1960, d4.dn_loss_iou: 0.2967, loss: 8.2997 2024-05-20 18:33:15,480 - mmdet - INFO - Epoch [17][2800/3665] lr: 2.000e-04, eta: 1 day, 4:50:36, time: 1.422, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2201, interm_loss_bbox: 0.1692, interm_loss_iou: 0.3826, loss_cls: 0.1787, loss_bbox: 0.1440, loss_iou: 0.3427, d0.loss_cls: 0.2325, d0.loss_bbox: 0.1497, d0.loss_iou: 0.3523, d1.loss_cls: 0.1983, d1.loss_bbox: 0.1487, d1.loss_iou: 0.3494, d2.loss_cls: 0.1874, d2.loss_bbox: 0.1461, d2.loss_iou: 0.3445, d3.loss_cls: 0.1812, d3.loss_bbox: 0.1450, d3.loss_iou: 0.3443, d4.loss_cls: 0.1792, d4.loss_bbox: 0.1447, d4.loss_iou: 0.3433, dn_loss_cls: 0.0166, dn_loss_bbox: 0.2054, dn_loss_iou: 0.2907, d0.dn_loss_cls: 0.0493, d0.dn_loss_bbox: 0.3244, d0.dn_loss_iou: 0.4147, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2357, d1.dn_loss_iou: 0.3241, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.2117, d2.dn_loss_iou: 0.2988, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.2070, d3.dn_loss_iou: 0.2933, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.2054, d4.dn_loss_iou: 0.2905, loss: 8.3327 2024-05-20 18:34:32,303 - mmdet - INFO - Epoch [17][2850/3665] lr: 2.000e-04, eta: 1 day, 4:49:26, time: 1.536, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2226, interm_loss_bbox: 0.1654, interm_loss_iou: 0.3933, loss_cls: 0.1814, loss_bbox: 0.1431, loss_iou: 0.3528, d0.loss_cls: 0.2363, d0.loss_bbox: 0.1490, d0.loss_iou: 0.3630, d1.loss_cls: 0.2022, d1.loss_bbox: 0.1469, d1.loss_iou: 0.3591, d2.loss_cls: 0.1903, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3556, d3.loss_cls: 0.1841, d3.loss_bbox: 0.1437, d3.loss_iou: 0.3548, d4.loss_cls: 0.1816, d4.loss_bbox: 0.1432, d4.loss_iou: 0.3539, dn_loss_cls: 0.0176, dn_loss_bbox: 0.2016, dn_loss_iou: 0.3047, d0.dn_loss_cls: 0.0512, d0.dn_loss_bbox: 0.3151, d0.dn_loss_iou: 0.4277, d1.dn_loss_cls: 0.0270, d1.dn_loss_bbox: 0.2307, d1.dn_loss_iou: 0.3386, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.2075, d2.dn_loss_iou: 0.3126, d3.dn_loss_cls: 0.0189, d3.dn_loss_bbox: 0.2032, d3.dn_loss_iou: 0.3074, d4.dn_loss_cls: 0.0179, d4.dn_loss_bbox: 0.2016, d4.dn_loss_iou: 0.3046, loss: 8.4765 2024-05-20 18:35:45,814 - mmdet - INFO - Epoch [17][2900/3665] lr: 2.000e-04, eta: 1 day, 4:48:13, time: 1.470, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2240, interm_loss_bbox: 0.1672, interm_loss_iou: 0.3873, loss_cls: 0.1847, loss_bbox: 0.1424, loss_iou: 0.3473, d0.loss_cls: 0.2400, d0.loss_bbox: 0.1503, d0.loss_iou: 0.3597, d1.loss_cls: 0.2081, d1.loss_bbox: 0.1466, d1.loss_iou: 0.3533, d2.loss_cls: 0.1949, d2.loss_bbox: 0.1438, d2.loss_iou: 0.3489, d3.loss_cls: 0.1882, d3.loss_bbox: 0.1429, d3.loss_iou: 0.3480, d4.loss_cls: 0.1857, d4.loss_bbox: 0.1421, d4.loss_iou: 0.3479, dn_loss_cls: 0.0174, dn_loss_bbox: 0.1977, dn_loss_iou: 0.2910, d0.dn_loss_cls: 0.0508, d0.dn_loss_bbox: 0.3135, d0.dn_loss_iou: 0.4128, d1.dn_loss_cls: 0.0270, d1.dn_loss_bbox: 0.2280, d1.dn_loss_iou: 0.3239, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.2043, d2.dn_loss_iou: 0.2993, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.1997, d3.dn_loss_iou: 0.2938, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.1977, d4.dn_loss_iou: 0.2909, loss: 8.3589 2024-05-20 18:36:57,058 - mmdet - INFO - Epoch [17][2950/3665] lr: 2.000e-04, eta: 1 day, 4:46:56, time: 1.425, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2151, interm_loss_bbox: 0.1658, interm_loss_iou: 0.3793, loss_cls: 0.1754, loss_bbox: 0.1445, loss_iou: 0.3423, d0.loss_cls: 0.2301, d0.loss_bbox: 0.1486, d0.loss_iou: 0.3508, d1.loss_cls: 0.1962, d1.loss_bbox: 0.1477, d1.loss_iou: 0.3480, d2.loss_cls: 0.1848, d2.loss_bbox: 0.1451, d2.loss_iou: 0.3439, d3.loss_cls: 0.1775, d3.loss_bbox: 0.1454, d3.loss_iou: 0.3439, d4.loss_cls: 0.1758, d4.loss_bbox: 0.1449, d4.loss_iou: 0.3426, dn_loss_cls: 0.0164, dn_loss_bbox: 0.1965, dn_loss_iou: 0.2943, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.3113, d0.dn_loss_iou: 0.4160, d1.dn_loss_cls: 0.0263, d1.dn_loss_bbox: 0.2252, d1.dn_loss_iou: 0.3277, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.2020, d2.dn_loss_iou: 0.3024, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1980, d3.dn_loss_iou: 0.2968, d4.dn_loss_cls: 0.0168, d4.dn_loss_bbox: 0.1964, d4.dn_loss_iou: 0.2942, loss: 8.2562 2024-05-20 18:38:12,495 - mmdet - INFO - Epoch [17][3000/3665] lr: 2.000e-04, eta: 1 day, 4:45:45, time: 1.508, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2086, interm_loss_bbox: 0.1629, interm_loss_iou: 0.3717, loss_cls: 0.1683, loss_bbox: 0.1390, loss_iou: 0.3341, d0.loss_cls: 0.2243, d0.loss_bbox: 0.1443, d0.loss_iou: 0.3449, d1.loss_cls: 0.1891, d1.loss_bbox: 0.1429, d1.loss_iou: 0.3407, d2.loss_cls: 0.1767, d2.loss_bbox: 0.1405, d2.loss_iou: 0.3377, d3.loss_cls: 0.1706, d3.loss_bbox: 0.1406, d3.loss_iou: 0.3365, d4.loss_cls: 0.1685, d4.loss_bbox: 0.1400, d4.loss_iou: 0.3351, dn_loss_cls: 0.0167, dn_loss_bbox: 0.1914, dn_loss_iou: 0.2852, d0.dn_loss_cls: 0.0488, d0.dn_loss_bbox: 0.3064, d0.dn_loss_iou: 0.4079, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2198, d1.dn_loss_iou: 0.3167, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.1977, d2.dn_loss_iou: 0.2929, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1934, d3.dn_loss_iou: 0.2878, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1914, d4.dn_loss_iou: 0.2851, loss: 8.0387 2024-05-20 18:39:26,780 - mmdet - INFO - Epoch [17][3050/3665] lr: 2.000e-04, eta: 1 day, 4:44:32, time: 1.486, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2139, interm_loss_bbox: 0.1598, interm_loss_iou: 0.3788, loss_cls: 0.1741, loss_bbox: 0.1379, loss_iou: 0.3430, d0.loss_cls: 0.2300, d0.loss_bbox: 0.1417, d0.loss_iou: 0.3505, d1.loss_cls: 0.1940, d1.loss_bbox: 0.1408, d1.loss_iou: 0.3495, d2.loss_cls: 0.1825, d2.loss_bbox: 0.1386, d2.loss_iou: 0.3448, d3.loss_cls: 0.1773, d3.loss_bbox: 0.1374, d3.loss_iou: 0.3438, d4.loss_cls: 0.1757, d4.loss_bbox: 0.1371, d4.loss_iou: 0.3424, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1863, dn_loss_iou: 0.2952, d0.dn_loss_cls: 0.0489, d0.dn_loss_bbox: 0.2930, d0.dn_loss_iou: 0.4147, d1.dn_loss_cls: 0.0256, d1.dn_loss_bbox: 0.2131, d1.dn_loss_iou: 0.3272, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.1916, d2.dn_loss_iou: 0.3027, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1879, d3.dn_loss_iou: 0.2975, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1863, d4.dn_loss_iou: 0.2951, loss: 8.1306 2024-05-20 18:40:40,249 - mmdet - INFO - Epoch [17][3100/3665] lr: 2.000e-04, eta: 1 day, 4:43:18, time: 1.469, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2144, interm_loss_bbox: 0.1648, interm_loss_iou: 0.3799, loss_cls: 0.1755, loss_bbox: 0.1396, loss_iou: 0.3388, d0.loss_cls: 0.2289, d0.loss_bbox: 0.1443, d0.loss_iou: 0.3502, d1.loss_cls: 0.1953, d1.loss_bbox: 0.1437, d1.loss_iou: 0.3468, d2.loss_cls: 0.1837, d2.loss_bbox: 0.1406, d2.loss_iou: 0.3417, d3.loss_cls: 0.1782, d3.loss_bbox: 0.1401, d3.loss_iou: 0.3399, d4.loss_cls: 0.1766, d4.loss_bbox: 0.1395, d4.loss_iou: 0.3387, dn_loss_cls: 0.0173, dn_loss_bbox: 0.1954, dn_loss_iou: 0.2900, d0.dn_loss_cls: 0.0488, d0.dn_loss_bbox: 0.3155, d0.dn_loss_iou: 0.4183, d1.dn_loss_cls: 0.0252, d1.dn_loss_bbox: 0.2260, d1.dn_loss_iou: 0.3236, d2.dn_loss_cls: 0.0204, d2.dn_loss_bbox: 0.2014, d2.dn_loss_iou: 0.2979, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1972, d3.dn_loss_iou: 0.2926, d4.dn_loss_cls: 0.0174, d4.dn_loss_bbox: 0.1954, d4.dn_loss_iou: 0.2899, loss: 8.1917 2024-05-20 18:41:51,993 - mmdet - INFO - Epoch [17][3150/3665] lr: 2.000e-04, eta: 1 day, 4:42:02, time: 1.435, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2133, interm_loss_bbox: 0.1655, interm_loss_iou: 0.3836, loss_cls: 0.1743, loss_bbox: 0.1409, loss_iou: 0.3438, d0.loss_cls: 0.2317, d0.loss_bbox: 0.1454, d0.loss_iou: 0.3518, d1.loss_cls: 0.1950, d1.loss_bbox: 0.1448, d1.loss_iou: 0.3511, d2.loss_cls: 0.1822, d2.loss_bbox: 0.1420, d2.loss_iou: 0.3470, d3.loss_cls: 0.1773, d3.loss_bbox: 0.1409, d3.loss_iou: 0.3449, d4.loss_cls: 0.1752, d4.loss_bbox: 0.1408, d4.loss_iou: 0.3437, dn_loss_cls: 0.0161, dn_loss_bbox: 0.1962, dn_loss_iou: 0.2915, d0.dn_loss_cls: 0.0483, d0.dn_loss_bbox: 0.3090, d0.dn_loss_iou: 0.4141, d1.dn_loss_cls: 0.0249, d1.dn_loss_bbox: 0.2250, d1.dn_loss_iou: 0.3244, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.2020, d2.dn_loss_iou: 0.2995, d3.dn_loss_cls: 0.0172, d3.dn_loss_bbox: 0.1980, d3.dn_loss_iou: 0.2942, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1962, d4.dn_loss_iou: 0.2915, loss: 8.2194 2024-05-20 18:43:07,635 - mmdet - INFO - Epoch [17][3200/3665] lr: 2.000e-04, eta: 1 day, 4:40:51, time: 1.513, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2126, interm_loss_bbox: 0.1677, interm_loss_iou: 0.3701, loss_cls: 0.1725, loss_bbox: 0.1420, loss_iou: 0.3277, d0.loss_cls: 0.2310, d0.loss_bbox: 0.1491, d0.loss_iou: 0.3404, d1.loss_cls: 0.1957, d1.loss_bbox: 0.1469, d1.loss_iou: 0.3348, d2.loss_cls: 0.1814, d2.loss_bbox: 0.1440, d2.loss_iou: 0.3318, d3.loss_cls: 0.1762, d3.loss_bbox: 0.1421, d3.loss_iou: 0.3283, d4.loss_cls: 0.1734, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3280, dn_loss_cls: 0.0174, dn_loss_bbox: 0.1970, dn_loss_iou: 0.2849, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.3141, d0.dn_loss_iou: 0.4102, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2260, d1.dn_loss_iou: 0.3192, d2.dn_loss_cls: 0.0212, d2.dn_loss_bbox: 0.2035, d2.dn_loss_iou: 0.2934, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.1987, d3.dn_loss_iou: 0.2877, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.1970, d4.dn_loss_iou: 0.2849, loss: 8.1079 2024-05-20 18:44:21,538 - mmdet - INFO - Epoch [17][3250/3665] lr: 2.000e-04, eta: 1 day, 4:39:37, time: 1.478, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2172, interm_loss_bbox: 0.1634, interm_loss_iou: 0.3792, loss_cls: 0.1756, loss_bbox: 0.1393, loss_iou: 0.3422, d0.loss_cls: 0.2330, d0.loss_bbox: 0.1450, d0.loss_iou: 0.3512, d1.loss_cls: 0.1980, d1.loss_bbox: 0.1437, d1.loss_iou: 0.3474, d2.loss_cls: 0.1855, d2.loss_bbox: 0.1397, d2.loss_iou: 0.3434, d3.loss_cls: 0.1794, d3.loss_bbox: 0.1393, d3.loss_iou: 0.3423, d4.loss_cls: 0.1769, d4.loss_bbox: 0.1394, d4.loss_iou: 0.3422, dn_loss_cls: 0.0173, dn_loss_bbox: 0.1899, dn_loss_iou: 0.2887, d0.dn_loss_cls: 0.0510, d0.dn_loss_bbox: 0.3036, d0.dn_loss_iou: 0.4066, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2201, d1.dn_loss_iou: 0.3218, d2.dn_loss_cls: 0.0212, d2.dn_loss_bbox: 0.1967, d2.dn_loss_iou: 0.2968, d3.dn_loss_cls: 0.0184, d3.dn_loss_bbox: 0.1917, d3.dn_loss_iou: 0.2916, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1899, d4.dn_loss_iou: 0.2888, loss: 8.1620 2024-05-20 18:45:40,582 - mmdet - INFO - Epoch [17][3300/3665] lr: 2.000e-04, eta: 1 day, 4:38:30, time: 1.581, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2149, interm_loss_bbox: 0.1659, interm_loss_iou: 0.3719, loss_cls: 0.1758, loss_bbox: 0.1402, loss_iou: 0.3334, d0.loss_cls: 0.2296, d0.loss_bbox: 0.1459, d0.loss_iou: 0.3409, d1.loss_cls: 0.1965, d1.loss_bbox: 0.1440, d1.loss_iou: 0.3393, d2.loss_cls: 0.1833, d2.loss_bbox: 0.1423, d2.loss_iou: 0.3361, d3.loss_cls: 0.1780, d3.loss_bbox: 0.1414, d3.loss_iou: 0.3351, d4.loss_cls: 0.1764, d4.loss_bbox: 0.1407, d4.loss_iou: 0.3337, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1935, dn_loss_iou: 0.2836, d0.dn_loss_cls: 0.0493, d0.dn_loss_bbox: 0.3097, d0.dn_loss_iou: 0.4031, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2233, d1.dn_loss_iou: 0.3158, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.2002, d2.dn_loss_iou: 0.2915, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1957, d3.dn_loss_iou: 0.2864, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1935, d4.dn_loss_iou: 0.2835, loss: 8.0915 2024-05-20 18:46:52,610 - mmdet - INFO - Epoch [17][3350/3665] lr: 2.000e-04, eta: 1 day, 4:37:14, time: 1.441, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2192, interm_loss_bbox: 0.1679, interm_loss_iou: 0.3853, loss_cls: 0.1785, loss_bbox: 0.1442, loss_iou: 0.3438, d0.loss_cls: 0.2310, d0.loss_bbox: 0.1500, d0.loss_iou: 0.3535, d1.loss_cls: 0.1987, d1.loss_bbox: 0.1473, d1.loss_iou: 0.3486, d2.loss_cls: 0.1850, d2.loss_bbox: 0.1469, d2.loss_iou: 0.3482, d3.loss_cls: 0.1808, d3.loss_bbox: 0.1449, d3.loss_iou: 0.3456, d4.loss_cls: 0.1793, d4.loss_bbox: 0.1442, d4.loss_iou: 0.3441, dn_loss_cls: 0.0172, dn_loss_bbox: 0.1986, dn_loss_iou: 0.2908, d0.dn_loss_cls: 0.0502, d0.dn_loss_bbox: 0.3120, d0.dn_loss_iou: 0.4135, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2282, d1.dn_loss_iou: 0.3238, d2.dn_loss_cls: 0.0208, d2.dn_loss_bbox: 0.2049, d2.dn_loss_iou: 0.2987, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.2003, d3.dn_loss_iou: 0.2935, d4.dn_loss_cls: 0.0175, d4.dn_loss_bbox: 0.1986, d4.dn_loss_iou: 0.2907, loss: 8.2910 2024-05-20 18:48:07,531 - mmdet - INFO - Epoch [17][3400/3665] lr: 2.000e-04, eta: 1 day, 4:36:02, time: 1.498, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2166, interm_loss_bbox: 0.1704, interm_loss_iou: 0.3827, loss_cls: 0.1723, loss_bbox: 0.1465, loss_iou: 0.3413, d0.loss_cls: 0.2294, d0.loss_bbox: 0.1498, d0.loss_iou: 0.3488, d1.loss_cls: 0.1936, d1.loss_bbox: 0.1487, d1.loss_iou: 0.3462, d2.loss_cls: 0.1812, d2.loss_bbox: 0.1468, d2.loss_iou: 0.3427, d3.loss_cls: 0.1750, d3.loss_bbox: 0.1466, d3.loss_iou: 0.3423, d4.loss_cls: 0.1732, d4.loss_bbox: 0.1461, d4.loss_iou: 0.3414, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1951, dn_loss_iou: 0.2835, d0.dn_loss_cls: 0.0490, d0.dn_loss_bbox: 0.3118, d0.dn_loss_iou: 0.4039, d1.dn_loss_cls: 0.0258, d1.dn_loss_bbox: 0.2238, d1.dn_loss_iou: 0.3162, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.2009, d2.dn_loss_iou: 0.2913, d3.dn_loss_cls: 0.0181, d3.dn_loss_bbox: 0.1967, d3.dn_loss_iou: 0.2860, d4.dn_loss_cls: 0.0172, d4.dn_loss_bbox: 0.1951, d4.dn_loss_iou: 0.2834, loss: 8.1768 2024-05-20 18:49:20,924 - mmdet - INFO - Epoch [17][3450/3665] lr: 2.000e-04, eta: 1 day, 4:34:48, time: 1.468, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2151, interm_loss_bbox: 0.1622, interm_loss_iou: 0.3779, loss_cls: 0.1749, loss_bbox: 0.1392, loss_iou: 0.3393, d0.loss_cls: 0.2310, d0.loss_bbox: 0.1447, d0.loss_iou: 0.3481, d1.loss_cls: 0.1960, d1.loss_bbox: 0.1430, d1.loss_iou: 0.3449, d2.loss_cls: 0.1832, d2.loss_bbox: 0.1412, d2.loss_iou: 0.3421, d3.loss_cls: 0.1773, d3.loss_bbox: 0.1402, d3.loss_iou: 0.3407, d4.loss_cls: 0.1758, d4.loss_bbox: 0.1392, d4.loss_iou: 0.3395, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1881, dn_loss_iou: 0.2837, d0.dn_loss_cls: 0.0500, d0.dn_loss_bbox: 0.3006, d0.dn_loss_iou: 0.4028, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2175, d1.dn_loss_iou: 0.3169, d2.dn_loss_cls: 0.0207, d2.dn_loss_bbox: 0.1948, d2.dn_loss_iou: 0.2918, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1899, d3.dn_loss_iou: 0.2866, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1881, d4.dn_loss_iou: 0.2837, loss: 8.0889 2024-05-20 18:50:34,892 - mmdet - INFO - Epoch [17][3500/3665] lr: 2.000e-04, eta: 1 day, 4:33:35, time: 1.479, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2152, interm_loss_bbox: 0.1680, interm_loss_iou: 0.3770, loss_cls: 0.1706, loss_bbox: 0.1452, loss_iou: 0.3393, d0.loss_cls: 0.2329, d0.loss_bbox: 0.1501, d0.loss_iou: 0.3483, d1.loss_cls: 0.1960, d1.loss_bbox: 0.1472, d1.loss_iou: 0.3439, d2.loss_cls: 0.1804, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3412, d3.loss_cls: 0.1754, d3.loss_bbox: 0.1448, d3.loss_iou: 0.3396, d4.loss_cls: 0.1719, d4.loss_bbox: 0.1454, d4.loss_iou: 0.3395, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1960, dn_loss_iou: 0.2881, d0.dn_loss_cls: 0.0490, d0.dn_loss_bbox: 0.3114, d0.dn_loss_iou: 0.4081, d1.dn_loss_cls: 0.0256, d1.dn_loss_bbox: 0.2245, d1.dn_loss_iou: 0.3193, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.2013, d2.dn_loss_iou: 0.2955, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1975, d3.dn_loss_iou: 0.2905, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1960, d4.dn_loss_iou: 0.2880, loss: 8.1801 2024-05-20 18:51:50,648 - mmdet - INFO - Epoch [17][3550/3665] lr: 2.000e-04, eta: 1 day, 4:32:23, time: 1.515, data_time: 0.026, memory: 41053, interm_loss_cls: 0.2133, interm_loss_bbox: 0.1660, interm_loss_iou: 0.3941, loss_cls: 0.1740, loss_bbox: 0.1421, loss_iou: 0.3598, d0.loss_cls: 0.2326, d0.loss_bbox: 0.1462, d0.loss_iou: 0.3645, d1.loss_cls: 0.1985, d1.loss_bbox: 0.1436, d1.loss_iou: 0.3611, d2.loss_cls: 0.1847, d2.loss_bbox: 0.1425, d2.loss_iou: 0.3606, d3.loss_cls: 0.1779, d3.loss_bbox: 0.1420, d3.loss_iou: 0.3594, d4.loss_cls: 0.1751, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3596, dn_loss_cls: 0.0178, dn_loss_bbox: 0.1896, dn_loss_iou: 0.2974, d0.dn_loss_cls: 0.0510, d0.dn_loss_bbox: 0.2977, d0.dn_loss_iou: 0.4163, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2170, d1.dn_loss_iou: 0.3293, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.1955, d2.dn_loss_iou: 0.3049, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.1914, d3.dn_loss_iou: 0.3001, d4.dn_loss_cls: 0.0180, d4.dn_loss_bbox: 0.1895, d4.dn_loss_iou: 0.2972, loss: 8.3194 2024-05-20 18:53:02,005 - mmdet - INFO - Epoch [17][3600/3665] lr: 2.000e-04, eta: 1 day, 4:31:07, time: 1.427, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2140, interm_loss_bbox: 0.1687, interm_loss_iou: 0.3787, loss_cls: 0.1742, loss_bbox: 0.1439, loss_iou: 0.3407, d0.loss_cls: 0.2291, d0.loss_bbox: 0.1513, d0.loss_iou: 0.3511, d1.loss_cls: 0.1959, d1.loss_bbox: 0.1476, d1.loss_iou: 0.3463, d2.loss_cls: 0.1829, d2.loss_bbox: 0.1450, d2.loss_iou: 0.3428, d3.loss_cls: 0.1776, d3.loss_bbox: 0.1441, d3.loss_iou: 0.3408, d4.loss_cls: 0.1751, d4.loss_bbox: 0.1441, d4.loss_iou: 0.3406, dn_loss_cls: 0.0171, dn_loss_bbox: 0.1954, dn_loss_iou: 0.2900, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.3051, d0.dn_loss_iou: 0.4103, d1.dn_loss_cls: 0.0264, d1.dn_loss_bbox: 0.2222, d1.dn_loss_iou: 0.3221, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.2009, d2.dn_loss_iou: 0.2974, d3.dn_loss_cls: 0.0184, d3.dn_loss_bbox: 0.1970, d3.dn_loss_iou: 0.2928, d4.dn_loss_cls: 0.0175, d4.dn_loss_bbox: 0.1954, d4.dn_loss_iou: 0.2898, loss: 8.2030 2024-05-20 18:54:18,276 - mmdet - INFO - Epoch [17][3650/3665] lr: 2.000e-04, eta: 1 day, 4:29:57, time: 1.526, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2215, interm_loss_bbox: 0.1654, interm_loss_iou: 0.3820, loss_cls: 0.1820, loss_bbox: 0.1424, loss_iou: 0.3457, d0.loss_cls: 0.2419, d0.loss_bbox: 0.1479, d0.loss_iou: 0.3518, d1.loss_cls: 0.2061, d1.loss_bbox: 0.1455, d1.loss_iou: 0.3498, d2.loss_cls: 0.1926, d2.loss_bbox: 0.1431, d2.loss_iou: 0.3471, d3.loss_cls: 0.1866, d3.loss_bbox: 0.1420, d3.loss_iou: 0.3460, d4.loss_cls: 0.1838, d4.loss_bbox: 0.1421, d4.loss_iou: 0.3454, dn_loss_cls: 0.0174, dn_loss_bbox: 0.1998, dn_loss_iou: 0.2920, d0.dn_loss_cls: 0.0504, d0.dn_loss_bbox: 0.3150, d0.dn_loss_iou: 0.4175, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2287, d1.dn_loss_iou: 0.3256, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.2061, d2.dn_loss_iou: 0.3001, d3.dn_loss_cls: 0.0188, d3.dn_loss_bbox: 0.2015, d3.dn_loss_iou: 0.2948, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.1997, d4.dn_loss_iou: 0.2919, loss: 8.3360 2024-05-20 18:54:43,603 - mmdet - INFO - Saving checkpoint at 17 epochs 2024-05-20 18:58:25,228 - mmdet - INFO - Evaluating bbox... 2024-05-20 19:00:18,671 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.558 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.745 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.609 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.389 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.596 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.755 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.619 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.800 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.903 2024-05-20 19:00:21,505 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-20 19:00:21,508 - mmdet - INFO - Epoch(val) [17][313] bbox_mAP: 0.5580, bbox_mAP_50: 0.7450, bbox_mAP_75: 0.6090, bbox_mAP_s: 0.3890, bbox_mAP_m: 0.5960, bbox_mAP_l: 0.7290, bbox_mAP_copypaste: 0.558 0.745 0.609 0.389 0.596 0.729 2024-05-20 19:01:41,184 - mmdet - INFO - Epoch [18][50/3665] lr: 2.000e-04, eta: 1 day, 4:28:03, time: 1.593, data_time: 0.146, memory: 41053, interm_loss_cls: 0.2141, interm_loss_bbox: 0.1733, interm_loss_iou: 0.3771, loss_cls: 0.1749, loss_bbox: 0.1454, loss_iou: 0.3343, d0.loss_cls: 0.2331, d0.loss_bbox: 0.1516, d0.loss_iou: 0.3426, d1.loss_cls: 0.1960, d1.loss_bbox: 0.1495, d1.loss_iou: 0.3412, d2.loss_cls: 0.1844, d2.loss_bbox: 0.1470, d2.loss_iou: 0.3370, d3.loss_cls: 0.1784, d3.loss_bbox: 0.1461, d3.loss_iou: 0.3356, d4.loss_cls: 0.1762, d4.loss_bbox: 0.1456, d4.loss_iou: 0.3347, dn_loss_cls: 0.0161, dn_loss_bbox: 0.2049, dn_loss_iou: 0.2839, d0.dn_loss_cls: 0.0493, d0.dn_loss_bbox: 0.3204, d0.dn_loss_iou: 0.4032, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2338, d1.dn_loss_iou: 0.3160, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.2108, d2.dn_loss_iou: 0.2916, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.2065, d3.dn_loss_iou: 0.2867, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.2049, d4.dn_loss_iou: 0.2839, loss: 8.2100 2024-05-20 19:02:54,550 - mmdet - INFO - Epoch [18][100/3665] lr: 2.000e-04, eta: 1 day, 4:26:49, time: 1.467, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2112, interm_loss_bbox: 0.1621, interm_loss_iou: 0.3691, loss_cls: 0.1698, loss_bbox: 0.1381, loss_iou: 0.3299, d0.loss_cls: 0.2279, d0.loss_bbox: 0.1416, d0.loss_iou: 0.3378, d1.loss_cls: 0.1921, d1.loss_bbox: 0.1398, d1.loss_iou: 0.3356, d2.loss_cls: 0.1790, d2.loss_bbox: 0.1398, d2.loss_iou: 0.3327, d3.loss_cls: 0.1721, d3.loss_bbox: 0.1389, d3.loss_iou: 0.3318, d4.loss_cls: 0.1707, d4.loss_bbox: 0.1384, d4.loss_iou: 0.3300, dn_loss_cls: 0.0159, dn_loss_bbox: 0.1929, dn_loss_iou: 0.2804, d0.dn_loss_cls: 0.0482, d0.dn_loss_bbox: 0.3083, d0.dn_loss_iou: 0.4021, d1.dn_loss_cls: 0.0251, d1.dn_loss_bbox: 0.2213, d1.dn_loss_iou: 0.3124, d2.dn_loss_cls: 0.0199, d2.dn_loss_bbox: 0.1990, d2.dn_loss_iou: 0.2879, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1945, d3.dn_loss_iou: 0.2829, d4.dn_loss_cls: 0.0164, d4.dn_loss_bbox: 0.1928, d4.dn_loss_iou: 0.2804, loss: 7.9861 2024-05-20 19:04:06,678 - mmdet - INFO - Epoch [18][150/3665] lr: 2.000e-04, eta: 1 day, 4:25:34, time: 1.442, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2140, interm_loss_bbox: 0.1646, interm_loss_iou: 0.3720, loss_cls: 0.1755, loss_bbox: 0.1408, loss_iou: 0.3313, d0.loss_cls: 0.2352, d0.loss_bbox: 0.1468, d0.loss_iou: 0.3416, d1.loss_cls: 0.1968, d1.loss_bbox: 0.1443, d1.loss_iou: 0.3379, d2.loss_cls: 0.1833, d2.loss_bbox: 0.1429, d2.loss_iou: 0.3351, d3.loss_cls: 0.1793, d3.loss_bbox: 0.1412, d3.loss_iou: 0.3315, d4.loss_cls: 0.1763, d4.loss_bbox: 0.1411, d4.loss_iou: 0.3312, dn_loss_cls: 0.0164, dn_loss_bbox: 0.2002, dn_loss_iou: 0.2917, d0.dn_loss_cls: 0.0496, d0.dn_loss_bbox: 0.3187, d0.dn_loss_iou: 0.4162, d1.dn_loss_cls: 0.0256, d1.dn_loss_bbox: 0.2313, d1.dn_loss_iou: 0.3261, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.2066, d2.dn_loss_iou: 0.3000, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.2021, d3.dn_loss_iou: 0.2946, d4.dn_loss_cls: 0.0168, d4.dn_loss_bbox: 0.2002, d4.dn_loss_iou: 0.2916, loss: 8.1882 2024-05-20 19:05:20,681 - mmdet - INFO - Epoch [18][200/3665] lr: 2.000e-04, eta: 1 day, 4:24:20, time: 1.481, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2137, interm_loss_bbox: 0.1673, interm_loss_iou: 0.3838, loss_cls: 0.1764, loss_bbox: 0.1385, loss_iou: 0.3394, d0.loss_cls: 0.2328, d0.loss_bbox: 0.1449, d0.loss_iou: 0.3508, d1.loss_cls: 0.1998, d1.loss_bbox: 0.1429, d1.loss_iou: 0.3451, d2.loss_cls: 0.1856, d2.loss_bbox: 0.1399, d2.loss_iou: 0.3422, d3.loss_cls: 0.1792, d3.loss_bbox: 0.1395, d3.loss_iou: 0.3406, d4.loss_cls: 0.1767, d4.loss_bbox: 0.1389, d4.loss_iou: 0.3402, dn_loss_cls: 0.0161, dn_loss_bbox: 0.1913, dn_loss_iou: 0.2933, d0.dn_loss_cls: 0.0488, d0.dn_loss_bbox: 0.3043, d0.dn_loss_iou: 0.4150, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2190, d1.dn_loss_iou: 0.3255, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.1971, d2.dn_loss_iou: 0.3010, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1929, d3.dn_loss_iou: 0.2958, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1913, d4.dn_loss_iou: 0.2931, loss: 8.1820 2024-05-20 19:06:32,968 - mmdet - INFO - Epoch [18][250/3665] lr: 2.000e-04, eta: 1 day, 4:23:05, time: 1.446, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2090, interm_loss_bbox: 0.1618, interm_loss_iou: 0.3741, loss_cls: 0.1702, loss_bbox: 0.1392, loss_iou: 0.3363, d0.loss_cls: 0.2290, d0.loss_bbox: 0.1442, d0.loss_iou: 0.3446, d1.loss_cls: 0.1934, d1.loss_bbox: 0.1430, d1.loss_iou: 0.3408, d2.loss_cls: 0.1783, d2.loss_bbox: 0.1417, d2.loss_iou: 0.3384, d3.loss_cls: 0.1736, d3.loss_bbox: 0.1394, d3.loss_iou: 0.3367, d4.loss_cls: 0.1711, d4.loss_bbox: 0.1398, d4.loss_iou: 0.3363, dn_loss_cls: 0.0167, dn_loss_bbox: 0.1866, dn_loss_iou: 0.2872, d0.dn_loss_cls: 0.0491, d0.dn_loss_bbox: 0.2954, d0.dn_loss_iou: 0.4060, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2141, d1.dn_loss_iou: 0.3187, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.1920, d2.dn_loss_iou: 0.2945, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1881, d3.dn_loss_iou: 0.2897, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1866, d4.dn_loss_iou: 0.2871, loss: 8.0337 2024-05-20 19:07:46,179 - mmdet - INFO - Epoch [18][300/3665] lr: 2.000e-04, eta: 1 day, 4:21:51, time: 1.464, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2073, interm_loss_bbox: 0.1638, interm_loss_iou: 0.3757, loss_cls: 0.1665, loss_bbox: 0.1399, loss_iou: 0.3375, d0.loss_cls: 0.2299, d0.loss_bbox: 0.1444, d0.loss_iou: 0.3470, d1.loss_cls: 0.1918, d1.loss_bbox: 0.1436, d1.loss_iou: 0.3447, d2.loss_cls: 0.1766, d2.loss_bbox: 0.1411, d2.loss_iou: 0.3397, d3.loss_cls: 0.1694, d3.loss_bbox: 0.1408, d3.loss_iou: 0.3389, d4.loss_cls: 0.1673, d4.loss_bbox: 0.1402, d4.loss_iou: 0.3378, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1894, dn_loss_iou: 0.2830, d0.dn_loss_cls: 0.0493, d0.dn_loss_bbox: 0.3037, d0.dn_loss_iou: 0.4041, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2182, d1.dn_loss_iou: 0.3151, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.1952, d2.dn_loss_iou: 0.2907, d3.dn_loss_cls: 0.0180, d3.dn_loss_bbox: 0.1911, d3.dn_loss_iou: 0.2858, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1894, d4.dn_loss_iou: 0.2829, loss: 8.0397 2024-05-20 19:09:00,901 - mmdet - INFO - Epoch [18][350/3665] lr: 2.000e-04, eta: 1 day, 4:20:39, time: 1.494, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2062, interm_loss_bbox: 0.1617, interm_loss_iou: 0.3727, loss_cls: 0.1675, loss_bbox: 0.1370, loss_iou: 0.3322, d0.loss_cls: 0.2275, d0.loss_bbox: 0.1459, d0.loss_iou: 0.3483, d1.loss_cls: 0.1944, d1.loss_bbox: 0.1412, d1.loss_iou: 0.3403, d2.loss_cls: 0.1785, d2.loss_bbox: 0.1381, d2.loss_iou: 0.3344, d3.loss_cls: 0.1721, d3.loss_bbox: 0.1368, d3.loss_iou: 0.3326, d4.loss_cls: 0.1691, d4.loss_bbox: 0.1371, d4.loss_iou: 0.3319, dn_loss_cls: 0.0164, dn_loss_bbox: 0.1840, dn_loss_iou: 0.2824, d0.dn_loss_cls: 0.0495, d0.dn_loss_bbox: 0.3041, d0.dn_loss_iou: 0.4117, d1.dn_loss_cls: 0.0259, d1.dn_loss_bbox: 0.2135, d1.dn_loss_iou: 0.3165, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.1904, d2.dn_loss_iou: 0.2904, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1857, d3.dn_loss_iou: 0.2851, d4.dn_loss_cls: 0.0168, d4.dn_loss_bbox: 0.1840, d4.dn_loss_iou: 0.2823, loss: 7.9825 2024-05-20 19:10:13,121 - mmdet - INFO - Epoch [18][400/3665] lr: 2.000e-04, eta: 1 day, 4:19:23, time: 1.444, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2108, interm_loss_bbox: 0.1639, interm_loss_iou: 0.3743, loss_cls: 0.1729, loss_bbox: 0.1406, loss_iou: 0.3380, d0.loss_cls: 0.2295, d0.loss_bbox: 0.1477, d0.loss_iou: 0.3487, d1.loss_cls: 0.1976, d1.loss_bbox: 0.1443, d1.loss_iou: 0.3426, d2.loss_cls: 0.1838, d2.loss_bbox: 0.1411, d2.loss_iou: 0.3389, d3.loss_cls: 0.1765, d3.loss_bbox: 0.1414, d3.loss_iou: 0.3388, d4.loss_cls: 0.1734, d4.loss_bbox: 0.1412, d4.loss_iou: 0.3388, dn_loss_cls: 0.0176, dn_loss_bbox: 0.1982, dn_loss_iou: 0.2873, d0.dn_loss_cls: 0.0495, d0.dn_loss_bbox: 0.3096, d0.dn_loss_iou: 0.4058, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2262, d1.dn_loss_iou: 0.3193, d2.dn_loss_cls: 0.0206, d2.dn_loss_bbox: 0.2039, d2.dn_loss_iou: 0.2949, d3.dn_loss_cls: 0.0182, d3.dn_loss_bbox: 0.1997, d3.dn_loss_iou: 0.2898, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1981, d4.dn_loss_iou: 0.2872, loss: 8.1545 2024-05-20 19:11:25,232 - mmdet - INFO - Epoch [18][450/3665] lr: 2.000e-04, eta: 1 day, 4:18:08, time: 1.442, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2077, interm_loss_bbox: 0.1675, interm_loss_iou: 0.3627, loss_cls: 0.1683, loss_bbox: 0.1420, loss_iou: 0.3231, d0.loss_cls: 0.2294, d0.loss_bbox: 0.1526, d0.loss_iou: 0.3377, d1.loss_cls: 0.1972, d1.loss_bbox: 0.1475, d1.loss_iou: 0.3305, d2.loss_cls: 0.1787, d2.loss_bbox: 0.1450, d2.loss_iou: 0.3274, d3.loss_cls: 0.1714, d3.loss_bbox: 0.1439, d3.loss_iou: 0.3255, d4.loss_cls: 0.1689, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3239, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1977, dn_loss_iou: 0.2810, d0.dn_loss_cls: 0.0491, d0.dn_loss_bbox: 0.3221, d0.dn_loss_iou: 0.4104, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2293, d1.dn_loss_iou: 0.3155, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.2047, d2.dn_loss_iou: 0.2899, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1998, d3.dn_loss_iou: 0.2839, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1977, d4.dn_loss_iou: 0.2809, loss: 8.0459 2024-05-20 19:12:37,170 - mmdet - INFO - Epoch [18][500/3665] lr: 2.000e-04, eta: 1 day, 4:16:53, time: 1.439, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2222, interm_loss_bbox: 0.1692, interm_loss_iou: 0.3784, loss_cls: 0.1812, loss_bbox: 0.1402, loss_iou: 0.3342, d0.loss_cls: 0.2540, d0.loss_bbox: 0.1543, d0.loss_iou: 0.3564, d1.loss_cls: 0.2382, d1.loss_bbox: 0.1444, d1.loss_iou: 0.3421, d2.loss_cls: 0.2040, d2.loss_bbox: 0.1427, d2.loss_iou: 0.3368, d3.loss_cls: 0.1877, d3.loss_bbox: 0.1410, d3.loss_iou: 0.3352, d4.loss_cls: 0.1835, d4.loss_bbox: 0.1398, d4.loss_iou: 0.3339, dn_loss_cls: 0.0190, dn_loss_bbox: 0.2079, dn_loss_iou: 0.2936, d0.dn_loss_cls: 0.0555, d0.dn_loss_bbox: 0.3362, d0.dn_loss_iou: 0.4318, d1.dn_loss_cls: 0.0300, d1.dn_loss_bbox: 0.2413, d1.dn_loss_iou: 0.3331, d2.dn_loss_cls: 0.0235, d2.dn_loss_bbox: 0.2145, d2.dn_loss_iou: 0.3029, d3.dn_loss_cls: 0.0205, d3.dn_loss_bbox: 0.2097, d3.dn_loss_iou: 0.2968, d4.dn_loss_cls: 0.0195, d4.dn_loss_bbox: 0.2079, d4.dn_loss_iou: 0.2935, loss: 8.4567 2024-05-20 19:13:51,135 - mmdet - INFO - Epoch [18][550/3665] lr: 2.000e-04, eta: 1 day, 4:15:39, time: 1.479, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2181, interm_loss_bbox: 0.1653, interm_loss_iou: 0.3812, loss_cls: 0.1753, loss_bbox: 0.1437, loss_iou: 0.3439, d0.loss_cls: 0.2429, d0.loss_bbox: 0.1503, d0.loss_iou: 0.3544, d1.loss_cls: 0.2251, d1.loss_bbox: 0.1447, d1.loss_iou: 0.3473, d2.loss_cls: 0.1926, d2.loss_bbox: 0.1445, d2.loss_iou: 0.3464, d3.loss_cls: 0.1809, d3.loss_bbox: 0.1437, d3.loss_iou: 0.3442, d4.loss_cls: 0.1767, d4.loss_bbox: 0.1437, d4.loss_iou: 0.3442, dn_loss_cls: 0.0178, dn_loss_bbox: 0.1915, dn_loss_iou: 0.2912, d0.dn_loss_cls: 0.0527, d0.dn_loss_bbox: 0.3128, d0.dn_loss_iou: 0.4201, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2234, d1.dn_loss_iou: 0.3267, d2.dn_loss_cls: 0.0219, d2.dn_loss_bbox: 0.1989, d2.dn_loss_iou: 0.3004, d3.dn_loss_cls: 0.0192, d3.dn_loss_bbox: 0.1937, d3.dn_loss_iou: 0.2941, d4.dn_loss_cls: 0.0182, d4.dn_loss_bbox: 0.1915, d4.dn_loss_iou: 0.2911, loss: 8.3023 2024-05-20 19:15:07,184 - mmdet - INFO - Epoch [18][600/3665] lr: 2.000e-04, eta: 1 day, 4:14:28, time: 1.521, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2172, interm_loss_bbox: 0.1625, interm_loss_iou: 0.3868, loss_cls: 0.1767, loss_bbox: 0.1409, loss_iou: 0.3466, d0.loss_cls: 0.2398, d0.loss_bbox: 0.1470, d0.loss_iou: 0.3583, d1.loss_cls: 0.2143, d1.loss_bbox: 0.1435, d1.loss_iou: 0.3541, d2.loss_cls: 0.1907, d2.loss_bbox: 0.1423, d2.loss_iou: 0.3497, d3.loss_cls: 0.1817, d3.loss_bbox: 0.1411, d3.loss_iou: 0.3482, d4.loss_cls: 0.1788, d4.loss_bbox: 0.1401, d4.loss_iou: 0.3467, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1961, dn_loss_iou: 0.2863, d0.dn_loss_cls: 0.0498, d0.dn_loss_bbox: 0.3103, d0.dn_loss_iou: 0.4083, d1.dn_loss_cls: 0.0263, d1.dn_loss_bbox: 0.2245, d1.dn_loss_iou: 0.3200, d2.dn_loss_cls: 0.0207, d2.dn_loss_bbox: 0.2020, d2.dn_loss_iou: 0.2944, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1979, d3.dn_loss_iou: 0.2893, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1961, d4.dn_loss_iou: 0.2862, loss: 8.2662 2024-05-20 19:16:20,648 - mmdet - INFO - Epoch [18][650/3665] lr: 2.000e-04, eta: 1 day, 4:13:15, time: 1.469, data_time: 0.023, memory: 41053, interm_loss_cls: 0.2168, interm_loss_bbox: 0.1663, interm_loss_iou: 0.3828, loss_cls: 0.1772, loss_bbox: 0.1434, loss_iou: 0.3450, d0.loss_cls: 0.2380, d0.loss_bbox: 0.1482, d0.loss_iou: 0.3545, d1.loss_cls: 0.2135, d1.loss_bbox: 0.1458, d1.loss_iou: 0.3496, d2.loss_cls: 0.1892, d2.loss_bbox: 0.1444, d2.loss_iou: 0.3470, d3.loss_cls: 0.1813, d3.loss_bbox: 0.1438, d3.loss_iou: 0.3456, d4.loss_cls: 0.1782, d4.loss_bbox: 0.1435, d4.loss_iou: 0.3449, dn_loss_cls: 0.0171, dn_loss_bbox: 0.2013, dn_loss_iou: 0.2936, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.3197, d0.dn_loss_iou: 0.4169, d1.dn_loss_cls: 0.0268, d1.dn_loss_bbox: 0.2308, d1.dn_loss_iou: 0.3280, d2.dn_loss_cls: 0.0213, d2.dn_loss_bbox: 0.2077, d2.dn_loss_iou: 0.3017, d3.dn_loss_cls: 0.0185, d3.dn_loss_bbox: 0.2033, d3.dn_loss_iou: 0.2966, d4.dn_loss_cls: 0.0175, d4.dn_loss_bbox: 0.2013, d4.dn_loss_iou: 0.2934, loss: 8.3453 2024-05-20 19:17:32,456 - mmdet - INFO - Epoch [18][700/3665] lr: 2.000e-04, eta: 1 day, 4:11:59, time: 1.436, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2104, interm_loss_bbox: 0.1689, interm_loss_iou: 0.3724, loss_cls: 0.1705, loss_bbox: 0.1421, loss_iou: 0.3315, d0.loss_cls: 0.2333, d0.loss_bbox: 0.1490, d0.loss_iou: 0.3429, d1.loss_cls: 0.2111, d1.loss_bbox: 0.1454, d1.loss_iou: 0.3372, d2.loss_cls: 0.1858, d2.loss_bbox: 0.1428, d2.loss_iou: 0.3330, d3.loss_cls: 0.1759, d3.loss_bbox: 0.1418, d3.loss_iou: 0.3319, d4.loss_cls: 0.1724, d4.loss_bbox: 0.1417, d4.loss_iou: 0.3312, dn_loss_cls: 0.0159, dn_loss_bbox: 0.1927, dn_loss_iou: 0.2806, d0.dn_loss_cls: 0.0494, d0.dn_loss_bbox: 0.3151, d0.dn_loss_iou: 0.4061, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2252, d1.dn_loss_iou: 0.3154, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.1993, d2.dn_loss_iou: 0.2890, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1946, d3.dn_loss_iou: 0.2832, d4.dn_loss_cls: 0.0163, d4.dn_loss_bbox: 0.1927, d4.dn_loss_iou: 0.2805, loss: 8.0908 2024-05-20 19:18:48,774 - mmdet - INFO - Epoch [18][750/3665] lr: 2.000e-04, eta: 1 day, 4:10:48, time: 1.526, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2186, interm_loss_bbox: 0.1659, interm_loss_iou: 0.3845, loss_cls: 0.1788, loss_bbox: 0.1403, loss_iou: 0.3435, d0.loss_cls: 0.2369, d0.loss_bbox: 0.1468, d0.loss_iou: 0.3544, d1.loss_cls: 0.2097, d1.loss_bbox: 0.1445, d1.loss_iou: 0.3491, d2.loss_cls: 0.1918, d2.loss_bbox: 0.1405, d2.loss_iou: 0.3443, d3.loss_cls: 0.1833, d3.loss_bbox: 0.1404, d3.loss_iou: 0.3444, d4.loss_cls: 0.1800, d4.loss_bbox: 0.1407, d4.loss_iou: 0.3436, dn_loss_cls: 0.0172, dn_loss_bbox: 0.2008, dn_loss_iou: 0.2988, d0.dn_loss_cls: 0.0509, d0.dn_loss_bbox: 0.3167, d0.dn_loss_iou: 0.4239, d1.dn_loss_cls: 0.0271, d1.dn_loss_bbox: 0.2295, d1.dn_loss_iou: 0.3326, d2.dn_loss_cls: 0.0215, d2.dn_loss_bbox: 0.2063, d2.dn_loss_iou: 0.3065, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.2022, d3.dn_loss_iou: 0.3015, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.2008, d4.dn_loss_iou: 0.2987, loss: 8.3535 2024-05-20 19:20:00,853 - mmdet - INFO - Epoch [18][800/3665] lr: 2.000e-04, eta: 1 day, 4:09:33, time: 1.442, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2132, interm_loss_bbox: 0.1595, interm_loss_iou: 0.3845, loss_cls: 0.1730, loss_bbox: 0.1387, loss_iou: 0.3477, d0.loss_cls: 0.2313, d0.loss_bbox: 0.1427, d0.loss_iou: 0.3542, d1.loss_cls: 0.2043, d1.loss_bbox: 0.1387, d1.loss_iou: 0.3483, d2.loss_cls: 0.1847, d2.loss_bbox: 0.1385, d2.loss_iou: 0.3478, d3.loss_cls: 0.1776, d3.loss_bbox: 0.1377, d3.loss_iou: 0.3467, d4.loss_cls: 0.1746, d4.loss_bbox: 0.1386, d4.loss_iou: 0.3472, dn_loss_cls: 0.0167, dn_loss_bbox: 0.1850, dn_loss_iou: 0.2870, d0.dn_loss_cls: 0.0500, d0.dn_loss_bbox: 0.2974, d0.dn_loss_iou: 0.4077, d1.dn_loss_cls: 0.0262, d1.dn_loss_bbox: 0.2141, d1.dn_loss_iou: 0.3195, d2.dn_loss_cls: 0.0206, d2.dn_loss_bbox: 0.1914, d2.dn_loss_iou: 0.2948, d3.dn_loss_cls: 0.0180, d3.dn_loss_bbox: 0.1870, d3.dn_loss_iou: 0.2897, d4.dn_loss_cls: 0.0172, d4.dn_loss_bbox: 0.1850, d4.dn_loss_iou: 0.2870, loss: 8.1241 2024-05-20 19:21:14,299 - mmdet - INFO - Epoch [18][850/3665] lr: 2.000e-04, eta: 1 day, 4:08:19, time: 1.469, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2148, interm_loss_bbox: 0.1631, interm_loss_iou: 0.3847, loss_cls: 0.1746, loss_bbox: 0.1399, loss_iou: 0.3467, d0.loss_cls: 0.2326, d0.loss_bbox: 0.1446, d0.loss_iou: 0.3535, d1.loss_cls: 0.2015, d1.loss_bbox: 0.1441, d1.loss_iou: 0.3511, d2.loss_cls: 0.1845, d2.loss_bbox: 0.1407, d2.loss_iou: 0.3486, d3.loss_cls: 0.1771, d3.loss_bbox: 0.1405, d3.loss_iou: 0.3481, d4.loss_cls: 0.1749, d4.loss_bbox: 0.1401, d4.loss_iou: 0.3469, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1884, dn_loss_iou: 0.2900, d0.dn_loss_cls: 0.0495, d0.dn_loss_bbox: 0.2973, d0.dn_loss_iou: 0.4099, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2144, d1.dn_loss_iou: 0.3225, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.1936, d2.dn_loss_iou: 0.2975, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1899, d3.dn_loss_iou: 0.2926, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1883, d4.dn_loss_iou: 0.2900, loss: 8.1748 2024-05-20 19:22:30,096 - mmdet - INFO - Epoch [18][900/3665] lr: 2.000e-04, eta: 1 day, 4:07:08, time: 1.516, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2187, interm_loss_bbox: 0.1592, interm_loss_iou: 0.3924, loss_cls: 0.1773, loss_bbox: 0.1383, loss_iou: 0.3577, d0.loss_cls: 0.2361, d0.loss_bbox: 0.1408, d0.loss_iou: 0.3615, d1.loss_cls: 0.2072, d1.loss_bbox: 0.1395, d1.loss_iou: 0.3594, d2.loss_cls: 0.1885, d2.loss_bbox: 0.1388, d2.loss_iou: 0.3588, d3.loss_cls: 0.1817, d3.loss_bbox: 0.1375, d3.loss_iou: 0.3575, d4.loss_cls: 0.1778, d4.loss_bbox: 0.1386, d4.loss_iou: 0.3583, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1886, dn_loss_iou: 0.2980, d0.dn_loss_cls: 0.0496, d0.dn_loss_bbox: 0.2973, d0.dn_loss_iou: 0.4199, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2148, d1.dn_loss_iou: 0.3300, d2.dn_loss_cls: 0.0206, d2.dn_loss_bbox: 0.1937, d2.dn_loss_iou: 0.3053, d3.dn_loss_cls: 0.0181, d3.dn_loss_bbox: 0.1901, d3.dn_loss_iou: 0.3004, d4.dn_loss_cls: 0.0172, d4.dn_loss_bbox: 0.1886, d4.dn_loss_iou: 0.2979, loss: 8.2990 2024-05-20 19:23:41,988 - mmdet - INFO - Epoch [18][950/3665] lr: 2.000e-04, eta: 1 day, 4:05:52, time: 1.438, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2148, interm_loss_bbox: 0.1618, interm_loss_iou: 0.3856, loss_cls: 0.1736, loss_bbox: 0.1430, loss_iou: 0.3481, d0.loss_cls: 0.2304, d0.loss_bbox: 0.1473, d0.loss_iou: 0.3579, d1.loss_cls: 0.2031, d1.loss_bbox: 0.1453, d1.loss_iou: 0.3536, d2.loss_cls: 0.1839, d2.loss_bbox: 0.1435, d2.loss_iou: 0.3503, d3.loss_cls: 0.1774, d3.loss_bbox: 0.1429, d3.loss_iou: 0.3494, d4.loss_cls: 0.1744, d4.loss_bbox: 0.1431, d4.loss_iou: 0.3482, dn_loss_cls: 0.0173, dn_loss_bbox: 0.1856, dn_loss_iou: 0.2899, d0.dn_loss_cls: 0.0498, d0.dn_loss_bbox: 0.2966, d0.dn_loss_iou: 0.4125, d1.dn_loss_cls: 0.0262, d1.dn_loss_bbox: 0.2144, d1.dn_loss_iou: 0.3232, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.1920, d2.dn_loss_iou: 0.2981, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.1875, d3.dn_loss_iou: 0.2927, d4.dn_loss_cls: 0.0175, d4.dn_loss_bbox: 0.1855, d4.dn_loss_iou: 0.2897, loss: 8.1956 2024-05-20 19:24:53,687 - mmdet - INFO - Epoch [18][1000/3665] lr: 2.000e-04, eta: 1 day, 4:04:36, time: 1.434, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2171, interm_loss_bbox: 0.1611, interm_loss_iou: 0.3762, loss_cls: 0.1760, loss_bbox: 0.1395, loss_iou: 0.3400, d0.loss_cls: 0.2333, d0.loss_bbox: 0.1463, d0.loss_iou: 0.3489, d1.loss_cls: 0.2047, d1.loss_bbox: 0.1431, d1.loss_iou: 0.3453, d2.loss_cls: 0.1863, d2.loss_bbox: 0.1405, d2.loss_iou: 0.3424, d3.loss_cls: 0.1801, d3.loss_bbox: 0.1395, d3.loss_iou: 0.3405, d4.loss_cls: 0.1774, d4.loss_bbox: 0.1387, d4.loss_iou: 0.3394, dn_loss_cls: 0.0171, dn_loss_bbox: 0.1888, dn_loss_iou: 0.2898, d0.dn_loss_cls: 0.0502, d0.dn_loss_bbox: 0.3044, d0.dn_loss_iou: 0.4121, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2186, d1.dn_loss_iou: 0.3238, d2.dn_loss_cls: 0.0213, d2.dn_loss_bbox: 0.1950, d2.dn_loss_iou: 0.2982, d3.dn_loss_cls: 0.0185, d3.dn_loss_bbox: 0.1905, d3.dn_loss_iou: 0.2927, d4.dn_loss_cls: 0.0174, d4.dn_loss_bbox: 0.1888, d4.dn_loss_iou: 0.2898, loss: 8.1600 2024-05-20 19:26:04,721 - mmdet - INFO - Epoch [18][1050/3665] lr: 2.000e-04, eta: 1 day, 4:03:20, time: 1.421, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2098, interm_loss_bbox: 0.1636, interm_loss_iou: 0.3788, loss_cls: 0.1707, loss_bbox: 0.1403, loss_iou: 0.3429, d0.loss_cls: 0.2272, d0.loss_bbox: 0.1454, d0.loss_iou: 0.3487, d1.loss_cls: 0.1973, d1.loss_bbox: 0.1438, d1.loss_iou: 0.3464, d2.loss_cls: 0.1813, d2.loss_bbox: 0.1416, d2.loss_iou: 0.3446, d3.loss_cls: 0.1747, d3.loss_bbox: 0.1405, d3.loss_iou: 0.3427, d4.loss_cls: 0.1731, d4.loss_bbox: 0.1395, d4.loss_iou: 0.3414, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1940, dn_loss_iou: 0.2853, d0.dn_loss_cls: 0.0481, d0.dn_loss_bbox: 0.3093, d0.dn_loss_iou: 0.4034, d1.dn_loss_cls: 0.0251, d1.dn_loss_bbox: 0.2212, d1.dn_loss_iou: 0.3165, d2.dn_loss_cls: 0.0198, d2.dn_loss_bbox: 0.1998, d2.dn_loss_iou: 0.2929, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1956, d3.dn_loss_iou: 0.2880, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1940, d4.dn_loss_iou: 0.2852, loss: 8.1216 2024-05-20 19:27:18,824 - mmdet - INFO - Epoch [18][1100/3665] lr: 2.000e-04, eta: 1 day, 4:02:07, time: 1.482, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2127, interm_loss_bbox: 0.1624, interm_loss_iou: 0.3770, loss_cls: 0.1743, loss_bbox: 0.1390, loss_iou: 0.3397, d0.loss_cls: 0.2324, d0.loss_bbox: 0.1437, d0.loss_iou: 0.3459, d1.loss_cls: 0.2011, d1.loss_bbox: 0.1425, d1.loss_iou: 0.3440, d2.loss_cls: 0.1851, d2.loss_bbox: 0.1392, d2.loss_iou: 0.3400, d3.loss_cls: 0.1780, d3.loss_bbox: 0.1389, d3.loss_iou: 0.3402, d4.loss_cls: 0.1755, d4.loss_bbox: 0.1390, d4.loss_iou: 0.3396, dn_loss_cls: 0.0172, dn_loss_bbox: 0.1916, dn_loss_iou: 0.2896, d0.dn_loss_cls: 0.0504, d0.dn_loss_bbox: 0.3108, d0.dn_loss_iou: 0.4181, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2224, d1.dn_loss_iou: 0.3239, d2.dn_loss_cls: 0.0212, d2.dn_loss_bbox: 0.1978, d2.dn_loss_iou: 0.2978, d3.dn_loss_cls: 0.0185, d3.dn_loss_bbox: 0.1931, d3.dn_loss_iou: 0.2922, d4.dn_loss_cls: 0.0175, d4.dn_loss_bbox: 0.1916, d4.dn_loss_iou: 0.2894, loss: 8.1601 2024-05-20 19:28:32,247 - mmdet - INFO - Epoch [18][1150/3665] lr: 2.000e-04, eta: 1 day, 4:00:53, time: 1.468, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2178, interm_loss_bbox: 0.1605, interm_loss_iou: 0.3946, loss_cls: 0.1783, loss_bbox: 0.1395, loss_iou: 0.3586, d0.loss_cls: 0.2360, d0.loss_bbox: 0.1433, d0.loss_iou: 0.3653, d1.loss_cls: 0.2044, d1.loss_bbox: 0.1422, d1.loss_iou: 0.3632, d2.loss_cls: 0.1879, d2.loss_bbox: 0.1405, d2.loss_iou: 0.3611, d3.loss_cls: 0.1823, d3.loss_bbox: 0.1400, d3.loss_iou: 0.3597, d4.loss_cls: 0.1795, d4.loss_bbox: 0.1396, d4.loss_iou: 0.3585, dn_loss_cls: 0.0175, dn_loss_bbox: 0.1863, dn_loss_iou: 0.2977, d0.dn_loss_cls: 0.0504, d0.dn_loss_bbox: 0.2982, d0.dn_loss_iou: 0.4182, d1.dn_loss_cls: 0.0270, d1.dn_loss_bbox: 0.2158, d1.dn_loss_iou: 0.3315, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.1926, d2.dn_loss_iou: 0.3057, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.1880, d3.dn_loss_iou: 0.3004, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.1863, d4.dn_loss_iou: 0.2976, loss: 8.3239 2024-05-20 19:29:49,369 - mmdet - INFO - Epoch [18][1200/3665] lr: 2.000e-04, eta: 1 day, 3:59:43, time: 1.542, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2149, interm_loss_bbox: 0.1618, interm_loss_iou: 0.3764, loss_cls: 0.1775, loss_bbox: 0.1396, loss_iou: 0.3393, d0.loss_cls: 0.2283, d0.loss_bbox: 0.1447, d0.loss_iou: 0.3492, d1.loss_cls: 0.2002, d1.loss_bbox: 0.1422, d1.loss_iou: 0.3441, d2.loss_cls: 0.1847, d2.loss_bbox: 0.1419, d2.loss_iou: 0.3431, d3.loss_cls: 0.1801, d3.loss_bbox: 0.1403, d3.loss_iou: 0.3406, d4.loss_cls: 0.1780, d4.loss_bbox: 0.1399, d4.loss_iou: 0.3398, dn_loss_cls: 0.0175, dn_loss_bbox: 0.1925, dn_loss_iou: 0.2915, d0.dn_loss_cls: 0.0498, d0.dn_loss_bbox: 0.3021, d0.dn_loss_iou: 0.4150, d1.dn_loss_cls: 0.0266, d1.dn_loss_bbox: 0.2193, d1.dn_loss_iou: 0.3245, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.1989, d2.dn_loss_iou: 0.2997, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.1941, d3.dn_loss_iou: 0.2941, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.1925, d4.dn_loss_iou: 0.2914, loss: 8.1738 2024-05-20 19:31:02,853 - mmdet - INFO - Epoch [18][1250/3665] lr: 2.000e-04, eta: 1 day, 3:58:29, time: 1.470, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2133, interm_loss_bbox: 0.1683, interm_loss_iou: 0.3799, loss_cls: 0.1765, loss_bbox: 0.1420, loss_iou: 0.3402, d0.loss_cls: 0.2314, d0.loss_bbox: 0.1472, d0.loss_iou: 0.3484, d1.loss_cls: 0.1994, d1.loss_bbox: 0.1465, d1.loss_iou: 0.3461, d2.loss_cls: 0.1858, d2.loss_bbox: 0.1432, d2.loss_iou: 0.3419, d3.loss_cls: 0.1794, d3.loss_bbox: 0.1430, d3.loss_iou: 0.3414, d4.loss_cls: 0.1773, d4.loss_bbox: 0.1423, d4.loss_iou: 0.3401, dn_loss_cls: 0.0165, dn_loss_bbox: 0.2028, dn_loss_iou: 0.2860, d0.dn_loss_cls: 0.0490, d0.dn_loss_bbox: 0.3227, d0.dn_loss_iou: 0.4084, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2329, d1.dn_loss_iou: 0.3191, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.2087, d2.dn_loss_iou: 0.2938, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.2045, d3.dn_loss_iou: 0.2887, d4.dn_loss_cls: 0.0168, d4.dn_loss_bbox: 0.2028, d4.dn_loss_iou: 0.2859, loss: 8.2353 2024-05-20 19:32:18,471 - mmdet - INFO - Epoch [18][1300/3665] lr: 2.000e-04, eta: 1 day, 3:57:18, time: 1.512, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2125, interm_loss_bbox: 0.1648, interm_loss_iou: 0.3673, loss_cls: 0.1741, loss_bbox: 0.1392, loss_iou: 0.3281, d0.loss_cls: 0.2295, d0.loss_bbox: 0.1472, d0.loss_iou: 0.3372, d1.loss_cls: 0.2011, d1.loss_bbox: 0.1427, d1.loss_iou: 0.3320, d2.loss_cls: 0.1844, d2.loss_bbox: 0.1399, d2.loss_iou: 0.3295, d3.loss_cls: 0.1781, d3.loss_bbox: 0.1386, d3.loss_iou: 0.3281, d4.loss_cls: 0.1754, d4.loss_bbox: 0.1385, d4.loss_iou: 0.3276, dn_loss_cls: 0.0172, dn_loss_bbox: 0.1979, dn_loss_iou: 0.2854, d0.dn_loss_cls: 0.0500, d0.dn_loss_bbox: 0.3111, d0.dn_loss_iou: 0.4062, d1.dn_loss_cls: 0.0263, d1.dn_loss_bbox: 0.2257, d1.dn_loss_iou: 0.3177, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.2038, d2.dn_loss_iou: 0.2928, d3.dn_loss_cls: 0.0184, d3.dn_loss_bbox: 0.1996, d3.dn_loss_iou: 0.2879, d4.dn_loss_cls: 0.0176, d4.dn_loss_bbox: 0.1978, d4.dn_loss_iou: 0.2853, loss: 8.0778 2024-05-20 19:33:29,879 - mmdet - INFO - Epoch [18][1350/3665] lr: 2.000e-04, eta: 1 day, 3:56:02, time: 1.428, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2146, interm_loss_bbox: 0.1674, interm_loss_iou: 0.3735, loss_cls: 0.1716, loss_bbox: 0.1420, loss_iou: 0.3371, d0.loss_cls: 0.2316, d0.loss_bbox: 0.1499, d0.loss_iou: 0.3456, d1.loss_cls: 0.2036, d1.loss_bbox: 0.1449, d1.loss_iou: 0.3382, d2.loss_cls: 0.1839, d2.loss_bbox: 0.1430, d2.loss_iou: 0.3380, d3.loss_cls: 0.1766, d3.loss_bbox: 0.1421, d3.loss_iou: 0.3372, d4.loss_cls: 0.1727, d4.loss_bbox: 0.1426, d4.loss_iou: 0.3373, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1952, dn_loss_iou: 0.2892, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.3085, d0.dn_loss_iou: 0.4099, d1.dn_loss_cls: 0.0256, d1.dn_loss_bbox: 0.2240, d1.dn_loss_iou: 0.3228, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.2014, d2.dn_loss_iou: 0.2971, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1969, d3.dn_loss_iou: 0.2917, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1952, d4.dn_loss_iou: 0.2891, loss: 8.1607 2024-05-20 19:34:44,603 - mmdet - INFO - Epoch [18][1400/3665] lr: 2.000e-04, eta: 1 day, 3:54:49, time: 1.495, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2177, interm_loss_bbox: 0.1667, interm_loss_iou: 0.3843, loss_cls: 0.1775, loss_bbox: 0.1405, loss_iou: 0.3426, d0.loss_cls: 0.2371, d0.loss_bbox: 0.1522, d0.loss_iou: 0.3584, d1.loss_cls: 0.2125, d1.loss_bbox: 0.1446, d1.loss_iou: 0.3494, d2.loss_cls: 0.1914, d2.loss_bbox: 0.1409, d2.loss_iou: 0.3447, d3.loss_cls: 0.1823, d3.loss_bbox: 0.1401, d3.loss_iou: 0.3436, d4.loss_cls: 0.1780, d4.loss_bbox: 0.1408, d4.loss_iou: 0.3435, dn_loss_cls: 0.0175, dn_loss_bbox: 0.1938, dn_loss_iou: 0.2907, d0.dn_loss_cls: 0.0512, d0.dn_loss_bbox: 0.3183, d0.dn_loss_iou: 0.4218, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2278, d1.dn_loss_iou: 0.3277, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.2010, d2.dn_loss_iou: 0.2994, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.1958, d3.dn_loss_iou: 0.2936, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.1938, d4.dn_loss_iou: 0.2905, loss: 8.2973 2024-05-20 19:36:00,071 - mmdet - INFO - Epoch [18][1450/3665] lr: 2.000e-04, eta: 1 day, 3:53:38, time: 1.509, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2195, interm_loss_bbox: 0.1608, interm_loss_iou: 0.3791, loss_cls: 0.1794, loss_bbox: 0.1371, loss_iou: 0.3423, d0.loss_cls: 0.2382, d0.loss_bbox: 0.1484, d0.loss_iou: 0.3555, d1.loss_cls: 0.2063, d1.loss_bbox: 0.1432, d1.loss_iou: 0.3505, d2.loss_cls: 0.1886, d2.loss_bbox: 0.1409, d2.loss_iou: 0.3467, d3.loss_cls: 0.1830, d3.loss_bbox: 0.1375, d3.loss_iou: 0.3433, d4.loss_cls: 0.1803, d4.loss_bbox: 0.1375, d4.loss_iou: 0.3423, dn_loss_cls: 0.0174, dn_loss_bbox: 0.1947, dn_loss_iou: 0.2864, d0.dn_loss_cls: 0.0512, d0.dn_loss_bbox: 0.3110, d0.dn_loss_iou: 0.4105, d1.dn_loss_cls: 0.0274, d1.dn_loss_bbox: 0.2245, d1.dn_loss_iou: 0.3213, d2.dn_loss_cls: 0.0216, d2.dn_loss_bbox: 0.2006, d2.dn_loss_iou: 0.2947, d3.dn_loss_cls: 0.0187, d3.dn_loss_bbox: 0.1965, d3.dn_loss_iou: 0.2894, d4.dn_loss_cls: 0.0178, d4.dn_loss_bbox: 0.1947, d4.dn_loss_iou: 0.2863, loss: 8.2251 2024-05-20 19:37:13,946 - mmdet - INFO - Epoch [18][1500/3665] lr: 2.000e-04, eta: 1 day, 3:52:24, time: 1.478, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2108, interm_loss_bbox: 0.1575, interm_loss_iou: 0.3741, loss_cls: 0.1700, loss_bbox: 0.1365, loss_iou: 0.3391, d0.loss_cls: 0.2283, d0.loss_bbox: 0.1451, d0.loss_iou: 0.3494, d1.loss_cls: 0.1971, d1.loss_bbox: 0.1418, d1.loss_iou: 0.3457, d2.loss_cls: 0.1826, d2.loss_bbox: 0.1372, d2.loss_iou: 0.3404, d3.loss_cls: 0.1741, d3.loss_bbox: 0.1362, d3.loss_iou: 0.3392, d4.loss_cls: 0.1711, d4.loss_bbox: 0.1366, d4.loss_iou: 0.3387, dn_loss_cls: 0.0177, dn_loss_bbox: 0.1871, dn_loss_iou: 0.2911, d0.dn_loss_cls: 0.0503, d0.dn_loss_bbox: 0.3000, d0.dn_loss_iou: 0.4166, d1.dn_loss_cls: 0.0266, d1.dn_loss_bbox: 0.2146, d1.dn_loss_iou: 0.3242, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.1928, d2.dn_loss_iou: 0.2991, d3.dn_loss_cls: 0.0186, d3.dn_loss_bbox: 0.1889, d3.dn_loss_iou: 0.2937, d4.dn_loss_cls: 0.0179, d4.dn_loss_bbox: 0.1871, d4.dn_loss_iou: 0.2910, loss: 8.0898 2024-05-20 19:38:29,095 - mmdet - INFO - Epoch [18][1550/3665] lr: 2.000e-04, eta: 1 day, 3:51:12, time: 1.503, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2090, interm_loss_bbox: 0.1642, interm_loss_iou: 0.3738, loss_cls: 0.1690, loss_bbox: 0.1412, loss_iou: 0.3350, d0.loss_cls: 0.2256, d0.loss_bbox: 0.1486, d0.loss_iou: 0.3452, d1.loss_cls: 0.1949, d1.loss_bbox: 0.1445, d1.loss_iou: 0.3402, d2.loss_cls: 0.1797, d2.loss_bbox: 0.1413, d2.loss_iou: 0.3367, d3.loss_cls: 0.1736, d3.loss_bbox: 0.1402, d3.loss_iou: 0.3352, d4.loss_cls: 0.1699, d4.loss_bbox: 0.1411, d4.loss_iou: 0.3354, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1882, dn_loss_iou: 0.2794, d0.dn_loss_cls: 0.0480, d0.dn_loss_bbox: 0.2944, d0.dn_loss_iou: 0.3978, d1.dn_loss_cls: 0.0249, d1.dn_loss_bbox: 0.2151, d1.dn_loss_iou: 0.3117, d2.dn_loss_cls: 0.0197, d2.dn_loss_bbox: 0.1936, d2.dn_loss_iou: 0.2870, d3.dn_loss_cls: 0.0172, d3.dn_loss_bbox: 0.1899, d3.dn_loss_iou: 0.2820, d4.dn_loss_cls: 0.0163, d4.dn_loss_bbox: 0.1882, d4.dn_loss_iou: 0.2794, loss: 7.9928 2024-05-20 19:39:42,911 - mmdet - INFO - Epoch [18][1600/3665] lr: 2.000e-04, eta: 1 day, 3:49:59, time: 1.476, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2071, interm_loss_bbox: 0.1656, interm_loss_iou: 0.3702, loss_cls: 0.1687, loss_bbox: 0.1407, loss_iou: 0.3316, d0.loss_cls: 0.2268, d0.loss_bbox: 0.1492, d0.loss_iou: 0.3433, d1.loss_cls: 0.1927, d1.loss_bbox: 0.1454, d1.loss_iou: 0.3385, d2.loss_cls: 0.1784, d2.loss_bbox: 0.1418, d2.loss_iou: 0.3339, d3.loss_cls: 0.1720, d3.loss_bbox: 0.1405, d3.loss_iou: 0.3327, d4.loss_cls: 0.1699, d4.loss_bbox: 0.1405, d4.loss_iou: 0.3313, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1922, dn_loss_iou: 0.2773, d0.dn_loss_cls: 0.0486, d0.dn_loss_bbox: 0.3090, d0.dn_loss_iou: 0.4013, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2221, d1.dn_loss_iou: 0.3117, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.1981, d2.dn_loss_iou: 0.2852, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1937, d3.dn_loss_iou: 0.2801, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1921, d4.dn_loss_iou: 0.2772, loss: 8.0049 2024-05-20 19:40:58,382 - mmdet - INFO - Epoch [18][1650/3665] lr: 2.000e-04, eta: 1 day, 3:48:47, time: 1.509, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2131, interm_loss_bbox: 0.1534, interm_loss_iou: 0.3839, loss_cls: 0.1743, loss_bbox: 0.1302, loss_iou: 0.3455, d0.loss_cls: 0.2289, d0.loss_bbox: 0.1385, d0.loss_iou: 0.3568, d1.loss_cls: 0.1979, d1.loss_bbox: 0.1347, d1.loss_iou: 0.3523, d2.loss_cls: 0.1842, d2.loss_bbox: 0.1314, d2.loss_iou: 0.3474, d3.loss_cls: 0.1783, d3.loss_bbox: 0.1304, d3.loss_iou: 0.3456, d4.loss_cls: 0.1755, d4.loss_bbox: 0.1303, d4.loss_iou: 0.3452, dn_loss_cls: 0.0159, dn_loss_bbox: 0.1785, dn_loss_iou: 0.2899, d0.dn_loss_cls: 0.0484, d0.dn_loss_bbox: 0.2888, d0.dn_loss_iou: 0.4121, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.2055, d1.dn_loss_iou: 0.3232, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.1842, d2.dn_loss_iou: 0.2978, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1802, d3.dn_loss_iou: 0.2926, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1785, d4.dn_loss_iou: 0.2898, loss: 8.0404 2024-05-20 19:42:13,139 - mmdet - INFO - Epoch [18][1700/3665] lr: 2.000e-04, eta: 1 day, 3:47:35, time: 1.495, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2141, interm_loss_bbox: 0.1613, interm_loss_iou: 0.3782, loss_cls: 0.1724, loss_bbox: 0.1365, loss_iou: 0.3375, d0.loss_cls: 0.2303, d0.loss_bbox: 0.1443, d0.loss_iou: 0.3481, d1.loss_cls: 0.1975, d1.loss_bbox: 0.1395, d1.loss_iou: 0.3423, d2.loss_cls: 0.1821, d2.loss_bbox: 0.1370, d2.loss_iou: 0.3395, d3.loss_cls: 0.1758, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3374, d4.loss_cls: 0.1733, d4.loss_bbox: 0.1367, d4.loss_iou: 0.3371, dn_loss_cls: 0.0171, dn_loss_bbox: 0.1873, dn_loss_iou: 0.2816, d0.dn_loss_cls: 0.0500, d0.dn_loss_bbox: 0.3025, d0.dn_loss_iou: 0.4058, d1.dn_loss_cls: 0.0265, d1.dn_loss_bbox: 0.2163, d1.dn_loss_iou: 0.3158, d2.dn_loss_cls: 0.0210, d2.dn_loss_bbox: 0.1929, d2.dn_loss_iou: 0.2895, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.1889, d3.dn_loss_iou: 0.2842, d4.dn_loss_cls: 0.0175, d4.dn_loss_bbox: 0.1873, d4.dn_loss_iou: 0.2815, loss: 8.0416 2024-05-20 19:43:27,276 - mmdet - INFO - Epoch [18][1750/3665] lr: 2.000e-04, eta: 1 day, 3:46:22, time: 1.483, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2069, interm_loss_bbox: 0.1636, interm_loss_iou: 0.3729, loss_cls: 0.1672, loss_bbox: 0.1397, loss_iou: 0.3351, d0.loss_cls: 0.2222, d0.loss_bbox: 0.1466, d0.loss_iou: 0.3453, d1.loss_cls: 0.1904, d1.loss_bbox: 0.1445, d1.loss_iou: 0.3404, d2.loss_cls: 0.1758, d2.loss_bbox: 0.1412, d2.loss_iou: 0.3360, d3.loss_cls: 0.1696, d3.loss_bbox: 0.1403, d3.loss_iou: 0.3358, d4.loss_cls: 0.1682, d4.loss_bbox: 0.1397, d4.loss_iou: 0.3348, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1932, dn_loss_iou: 0.2839, d0.dn_loss_cls: 0.0497, d0.dn_loss_bbox: 0.3077, d0.dn_loss_iou: 0.4051, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2231, d1.dn_loss_iou: 0.3171, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1994, d2.dn_loss_iou: 0.2918, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1949, d3.dn_loss_iou: 0.2866, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1931, d4.dn_loss_iou: 0.2837, loss: 8.0416 2024-05-20 19:44:43,282 - mmdet - INFO - Epoch [18][1800/3665] lr: 2.000e-04, eta: 1 day, 3:45:10, time: 1.520, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2086, interm_loss_bbox: 0.1649, interm_loss_iou: 0.3778, loss_cls: 0.1693, loss_bbox: 0.1422, loss_iou: 0.3397, d0.loss_cls: 0.2232, d0.loss_bbox: 0.1487, d0.loss_iou: 0.3493, d1.loss_cls: 0.1922, d1.loss_bbox: 0.1449, d1.loss_iou: 0.3446, d2.loss_cls: 0.1787, d2.loss_bbox: 0.1427, d2.loss_iou: 0.3417, d3.loss_cls: 0.1733, d3.loss_bbox: 0.1420, d3.loss_iou: 0.3404, d4.loss_cls: 0.1707, d4.loss_bbox: 0.1417, d4.loss_iou: 0.3395, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1880, dn_loss_iou: 0.2844, d0.dn_loss_cls: 0.0482, d0.dn_loss_bbox: 0.3027, d0.dn_loss_iou: 0.4064, d1.dn_loss_cls: 0.0246, d1.dn_loss_bbox: 0.2175, d1.dn_loss_iou: 0.3183, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.1948, d2.dn_loss_iou: 0.2929, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1901, d3.dn_loss_iou: 0.2873, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1880, d4.dn_loss_iou: 0.2842, loss: 8.0716 2024-05-20 19:45:59,313 - mmdet - INFO - Epoch [18][1850/3665] lr: 2.000e-04, eta: 1 day, 3:43:59, time: 1.521, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2146, interm_loss_bbox: 0.1601, interm_loss_iou: 0.3790, loss_cls: 0.1762, loss_bbox: 0.1380, loss_iou: 0.3420, d0.loss_cls: 0.2290, d0.loss_bbox: 0.1433, d0.loss_iou: 0.3501, d1.loss_cls: 0.1981, d1.loss_bbox: 0.1406, d1.loss_iou: 0.3461, d2.loss_cls: 0.1843, d2.loss_bbox: 0.1387, d2.loss_iou: 0.3441, d3.loss_cls: 0.1793, d3.loss_bbox: 0.1380, d3.loss_iou: 0.3428, d4.loss_cls: 0.1764, d4.loss_bbox: 0.1385, d4.loss_iou: 0.3428, dn_loss_cls: 0.0178, dn_loss_bbox: 0.1873, dn_loss_iou: 0.2876, d0.dn_loss_cls: 0.0500, d0.dn_loss_bbox: 0.2954, d0.dn_loss_iou: 0.4053, d1.dn_loss_cls: 0.0269, d1.dn_loss_bbox: 0.2155, d1.dn_loss_iou: 0.3197, d2.dn_loss_cls: 0.0214, d2.dn_loss_bbox: 0.1937, d2.dn_loss_iou: 0.2955, d3.dn_loss_cls: 0.0189, d3.dn_loss_bbox: 0.1889, d3.dn_loss_iou: 0.2901, d4.dn_loss_cls: 0.0182, d4.dn_loss_bbox: 0.1873, d4.dn_loss_iou: 0.2875, loss: 8.1089 2024-05-20 19:47:13,715 - mmdet - INFO - Epoch [18][1900/3665] lr: 2.000e-04, eta: 1 day, 3:42:46, time: 1.488, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2179, interm_loss_bbox: 0.1652, interm_loss_iou: 0.3867, loss_cls: 0.1777, loss_bbox: 0.1407, loss_iou: 0.3460, d0.loss_cls: 0.2329, d0.loss_bbox: 0.1476, d0.loss_iou: 0.3575, d1.loss_cls: 0.2049, d1.loss_bbox: 0.1443, d1.loss_iou: 0.3517, d2.loss_cls: 0.1891, d2.loss_bbox: 0.1410, d2.loss_iou: 0.3477, d3.loss_cls: 0.1810, d3.loss_bbox: 0.1412, d3.loss_iou: 0.3472, d4.loss_cls: 0.1784, d4.loss_bbox: 0.1412, d4.loss_iou: 0.3465, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1944, dn_loss_iou: 0.2929, d0.dn_loss_cls: 0.0503, d0.dn_loss_bbox: 0.3098, d0.dn_loss_iou: 0.4163, d1.dn_loss_cls: 0.0263, d1.dn_loss_bbox: 0.2242, d1.dn_loss_iou: 0.3272, d2.dn_loss_cls: 0.0206, d2.dn_loss_bbox: 0.2004, d2.dn_loss_iou: 0.3009, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1961, d3.dn_loss_iou: 0.2956, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1944, d4.dn_loss_iou: 0.2928, loss: 8.2800 2024-05-20 19:48:28,142 - mmdet - INFO - Epoch [18][1950/3665] lr: 2.000e-04, eta: 1 day, 3:41:34, time: 1.489, data_time: 0.020, memory: 41053, interm_loss_cls: 0.2159, interm_loss_bbox: 0.1611, interm_loss_iou: 0.3790, loss_cls: 0.1743, loss_bbox: 0.1385, loss_iou: 0.3413, d0.loss_cls: 0.2294, d0.loss_bbox: 0.1443, d0.loss_iou: 0.3495, d1.loss_cls: 0.1989, d1.loss_bbox: 0.1410, d1.loss_iou: 0.3451, d2.loss_cls: 0.1851, d2.loss_bbox: 0.1386, d2.loss_iou: 0.3421, d3.loss_cls: 0.1775, d3.loss_bbox: 0.1389, d3.loss_iou: 0.3421, d4.loss_cls: 0.1758, d4.loss_bbox: 0.1384, d4.loss_iou: 0.3410, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1960, dn_loss_iou: 0.2944, d0.dn_loss_cls: 0.0490, d0.dn_loss_bbox: 0.3067, d0.dn_loss_iou: 0.4141, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2225, d1.dn_loss_iou: 0.3264, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.2012, d2.dn_loss_iou: 0.3019, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1976, d3.dn_loss_iou: 0.2969, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1960, d4.dn_loss_iou: 0.2944, loss: 8.1915 2024-05-20 19:49:43,238 - mmdet - INFO - Epoch [18][2000/3665] lr: 2.000e-04, eta: 1 day, 3:40:22, time: 1.502, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2072, interm_loss_bbox: 0.1636, interm_loss_iou: 0.3746, loss_cls: 0.1677, loss_bbox: 0.1432, loss_iou: 0.3408, d0.loss_cls: 0.2230, d0.loss_bbox: 0.1477, d0.loss_iou: 0.3463, d1.loss_cls: 0.1899, d1.loss_bbox: 0.1458, d1.loss_iou: 0.3460, d2.loss_cls: 0.1765, d2.loss_bbox: 0.1435, d2.loss_iou: 0.3424, d3.loss_cls: 0.1712, d3.loss_bbox: 0.1425, d3.loss_iou: 0.3410, d4.loss_cls: 0.1690, d4.loss_bbox: 0.1428, d4.loss_iou: 0.3405, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1909, dn_loss_iou: 0.2843, d0.dn_loss_cls: 0.0474, d0.dn_loss_bbox: 0.2995, d0.dn_loss_iou: 0.4025, d1.dn_loss_cls: 0.0244, d1.dn_loss_bbox: 0.2176, d1.dn_loss_iou: 0.3156, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1961, d2.dn_loss_iou: 0.2917, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1922, d3.dn_loss_iou: 0.2868, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1909, d4.dn_loss_iou: 0.2842, loss: 8.0572 2024-05-20 19:50:57,148 - mmdet - INFO - Epoch [18][2050/3665] lr: 2.000e-04, eta: 1 day, 3:39:08, time: 1.478, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2105, interm_loss_bbox: 0.1590, interm_loss_iou: 0.3817, loss_cls: 0.1694, loss_bbox: 0.1387, loss_iou: 0.3467, d0.loss_cls: 0.2273, d0.loss_bbox: 0.1437, d0.loss_iou: 0.3539, d1.loss_cls: 0.1943, d1.loss_bbox: 0.1405, d1.loss_iou: 0.3508, d2.loss_cls: 0.1783, d2.loss_bbox: 0.1390, d2.loss_iou: 0.3483, d3.loss_cls: 0.1739, d3.loss_bbox: 0.1378, d3.loss_iou: 0.3451, d4.loss_cls: 0.1708, d4.loss_bbox: 0.1384, d4.loss_iou: 0.3465, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1892, dn_loss_iou: 0.2892, d0.dn_loss_cls: 0.0484, d0.dn_loss_bbox: 0.3014, d0.dn_loss_iou: 0.4142, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.2169, d1.dn_loss_iou: 0.3222, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1951, d2.dn_loss_iou: 0.2972, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1910, d3.dn_loss_iou: 0.2918, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1891, d4.dn_loss_iou: 0.2891, loss: 8.1216 2024-05-20 19:52:10,593 - mmdet - INFO - Epoch [18][2100/3665] lr: 2.000e-04, eta: 1 day, 3:37:54, time: 1.469, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2162, interm_loss_bbox: 0.1678, interm_loss_iou: 0.3843, loss_cls: 0.1761, loss_bbox: 0.1408, loss_iou: 0.3405, d0.loss_cls: 0.2321, d0.loss_bbox: 0.1483, d0.loss_iou: 0.3529, d1.loss_cls: 0.2002, d1.loss_bbox: 0.1452, d1.loss_iou: 0.3483, d2.loss_cls: 0.1863, d2.loss_bbox: 0.1421, d2.loss_iou: 0.3429, d3.loss_cls: 0.1791, d3.loss_bbox: 0.1413, d3.loss_iou: 0.3423, d4.loss_cls: 0.1771, d4.loss_bbox: 0.1410, d4.loss_iou: 0.3408, dn_loss_cls: 0.0164, dn_loss_bbox: 0.1973, dn_loss_iou: 0.2913, d0.dn_loss_cls: 0.0487, d0.dn_loss_bbox: 0.3082, d0.dn_loss_iou: 0.4131, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2245, d1.dn_loss_iou: 0.3241, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.2028, d2.dn_loss_iou: 0.2993, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1987, d3.dn_loss_iou: 0.2941, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1972, d4.dn_loss_iou: 0.2913, loss: 8.2325 2024-05-20 19:53:22,390 - mmdet - INFO - Epoch [18][2150/3665] lr: 2.000e-04, eta: 1 day, 3:36:39, time: 1.436, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2156, interm_loss_bbox: 0.1638, interm_loss_iou: 0.3898, loss_cls: 0.1714, loss_bbox: 0.1424, loss_iou: 0.3559, d0.loss_cls: 0.2295, d0.loss_bbox: 0.1488, d0.loss_iou: 0.3632, d1.loss_cls: 0.1973, d1.loss_bbox: 0.1438, d1.loss_iou: 0.3592, d2.loss_cls: 0.1815, d2.loss_bbox: 0.1426, d2.loss_iou: 0.3569, d3.loss_cls: 0.1747, d3.loss_bbox: 0.1428, d3.loss_iou: 0.3560, d4.loss_cls: 0.1724, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3557, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1872, dn_loss_iou: 0.2927, d0.dn_loss_cls: 0.0495, d0.dn_loss_bbox: 0.2970, d0.dn_loss_iou: 0.4150, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2147, d1.dn_loss_iou: 0.3254, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.1928, d2.dn_loss_iou: 0.3005, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1887, d3.dn_loss_iou: 0.2952, d4.dn_loss_cls: 0.0172, d4.dn_loss_bbox: 0.1872, d4.dn_loss_iou: 0.2926, loss: 8.2422 2024-05-20 19:54:38,606 - mmdet - INFO - Epoch [18][2200/3665] lr: 2.000e-04, eta: 1 day, 3:35:28, time: 1.524, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2099, interm_loss_bbox: 0.1649, interm_loss_iou: 0.3787, loss_cls: 0.1729, loss_bbox: 0.1405, loss_iou: 0.3373, d0.loss_cls: 0.2260, d0.loss_bbox: 0.1487, d0.loss_iou: 0.3502, d1.loss_cls: 0.1933, d1.loss_bbox: 0.1445, d1.loss_iou: 0.3460, d2.loss_cls: 0.1825, d2.loss_bbox: 0.1408, d2.loss_iou: 0.3403, d3.loss_cls: 0.1756, d3.loss_bbox: 0.1411, d3.loss_iou: 0.3394, d4.loss_cls: 0.1740, d4.loss_bbox: 0.1405, d4.loss_iou: 0.3375, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1932, dn_loss_iou: 0.2883, d0.dn_loss_cls: 0.0504, d0.dn_loss_bbox: 0.3067, d0.dn_loss_iou: 0.4082, d1.dn_loss_cls: 0.0256, d1.dn_loss_bbox: 0.2224, d1.dn_loss_iou: 0.3207, d2.dn_loss_cls: 0.0199, d2.dn_loss_bbox: 0.1994, d2.dn_loss_iou: 0.2963, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1950, d3.dn_loss_iou: 0.2911, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1932, d4.dn_loss_iou: 0.2882, loss: 8.1334 2024-05-20 19:55:53,879 - mmdet - INFO - Epoch [18][2250/3665] lr: 2.000e-04, eta: 1 day, 3:34:16, time: 1.505, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2123, interm_loss_bbox: 0.1659, interm_loss_iou: 0.3799, loss_cls: 0.1734, loss_bbox: 0.1375, loss_iou: 0.3367, d0.loss_cls: 0.2271, d0.loss_bbox: 0.1467, d0.loss_iou: 0.3506, d1.loss_cls: 0.1952, d1.loss_bbox: 0.1424, d1.loss_iou: 0.3441, d2.loss_cls: 0.1816, d2.loss_bbox: 0.1403, d2.loss_iou: 0.3408, d3.loss_cls: 0.1756, d3.loss_bbox: 0.1390, d3.loss_iou: 0.3396, d4.loss_cls: 0.1735, d4.loss_bbox: 0.1384, d4.loss_iou: 0.3376, dn_loss_cls: 0.0159, dn_loss_bbox: 0.1863, dn_loss_iou: 0.2833, d0.dn_loss_cls: 0.0487, d0.dn_loss_bbox: 0.2975, d0.dn_loss_iou: 0.4038, d1.dn_loss_cls: 0.0249, d1.dn_loss_bbox: 0.2141, d1.dn_loss_iou: 0.3156, d2.dn_loss_cls: 0.0197, d2.dn_loss_bbox: 0.1926, d2.dn_loss_iou: 0.2913, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1880, d3.dn_loss_iou: 0.2864, d4.dn_loss_cls: 0.0163, d4.dn_loss_bbox: 0.1863, d4.dn_loss_iou: 0.2832, loss: 8.0494 2024-05-20 19:57:09,541 - mmdet - INFO - Epoch [18][2300/3665] lr: 2.000e-04, eta: 1 day, 3:33:04, time: 1.513, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2084, interm_loss_bbox: 0.1642, interm_loss_iou: 0.3799, loss_cls: 0.1694, loss_bbox: 0.1410, loss_iou: 0.3409, d0.loss_cls: 0.2223, d0.loss_bbox: 0.1496, d0.loss_iou: 0.3533, d1.loss_cls: 0.1913, d1.loss_bbox: 0.1453, d1.loss_iou: 0.3479, d2.loss_cls: 0.1789, d2.loss_bbox: 0.1420, d2.loss_iou: 0.3430, d3.loss_cls: 0.1714, d3.loss_bbox: 0.1427, d3.loss_iou: 0.3434, d4.loss_cls: 0.1693, d4.loss_bbox: 0.1420, d4.loss_iou: 0.3422, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1901, dn_loss_iou: 0.2909, d0.dn_loss_cls: 0.0492, d0.dn_loss_bbox: 0.2962, d0.dn_loss_iou: 0.4066, d1.dn_loss_cls: 0.0259, d1.dn_loss_bbox: 0.2173, d1.dn_loss_iou: 0.3221, d2.dn_loss_cls: 0.0206, d2.dn_loss_bbox: 0.1956, d2.dn_loss_iou: 0.2983, d3.dn_loss_cls: 0.0181, d3.dn_loss_bbox: 0.1916, d3.dn_loss_iou: 0.2934, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1901, d4.dn_loss_iou: 0.2909, loss: 8.1193 2024-05-20 19:58:23,576 - mmdet - INFO - Epoch [18][2350/3665] lr: 2.000e-04, eta: 1 day, 3:31:51, time: 1.480, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2110, interm_loss_bbox: 0.1619, interm_loss_iou: 0.3890, loss_cls: 0.1739, loss_bbox: 0.1383, loss_iou: 0.3502, d0.loss_cls: 0.2255, d0.loss_bbox: 0.1446, d0.loss_iou: 0.3601, d1.loss_cls: 0.1944, d1.loss_bbox: 0.1417, d1.loss_iou: 0.3565, d2.loss_cls: 0.1822, d2.loss_bbox: 0.1391, d2.loss_iou: 0.3519, d3.loss_cls: 0.1772, d3.loss_bbox: 0.1387, d3.loss_iou: 0.3509, d4.loss_cls: 0.1745, d4.loss_bbox: 0.1385, d4.loss_iou: 0.3504, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1830, dn_loss_iou: 0.2880, d0.dn_loss_cls: 0.0482, d0.dn_loss_bbox: 0.2973, d0.dn_loss_iou: 0.4122, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2121, d1.dn_loss_iou: 0.3214, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.1897, d2.dn_loss_iou: 0.2960, d3.dn_loss_cls: 0.0174, d3.dn_loss_bbox: 0.1849, d3.dn_loss_iou: 0.2905, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1830, d4.dn_loss_iou: 0.2879, loss: 8.1403 2024-05-20 19:59:40,292 - mmdet - INFO - Epoch [18][2400/3665] lr: 2.000e-04, eta: 1 day, 3:30:41, time: 1.535, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2105, interm_loss_bbox: 0.1617, interm_loss_iou: 0.3707, loss_cls: 0.1752, loss_bbox: 0.1385, loss_iou: 0.3321, d0.loss_cls: 0.2273, d0.loss_bbox: 0.1451, d0.loss_iou: 0.3429, d1.loss_cls: 0.1971, d1.loss_bbox: 0.1413, d1.loss_iou: 0.3366, d2.loss_cls: 0.1839, d2.loss_bbox: 0.1394, d2.loss_iou: 0.3340, d3.loss_cls: 0.1778, d3.loss_bbox: 0.1394, d3.loss_iou: 0.3333, d4.loss_cls: 0.1761, d4.loss_bbox: 0.1385, d4.loss_iou: 0.3319, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1925, dn_loss_iou: 0.2868, d0.dn_loss_cls: 0.0480, d0.dn_loss_bbox: 0.3021, d0.dn_loss_iou: 0.4022, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2210, d1.dn_loss_iou: 0.3191, d2.dn_loss_cls: 0.0199, d2.dn_loss_bbox: 0.1987, d2.dn_loss_iou: 0.2945, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1940, d3.dn_loss_iou: 0.2894, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1925, d4.dn_loss_iou: 0.2867, loss: 8.0562 2024-05-20 20:00:53,920 - mmdet - INFO - Epoch [18][2450/3665] lr: 2.000e-04, eta: 1 day, 3:29:27, time: 1.473, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2099, interm_loss_bbox: 0.1673, interm_loss_iou: 0.3786, loss_cls: 0.1678, loss_bbox: 0.1469, loss_iou: 0.3430, d0.loss_cls: 0.2231, d0.loss_bbox: 0.1504, d0.loss_iou: 0.3513, d1.loss_cls: 0.1922, d1.loss_bbox: 0.1485, d1.loss_iou: 0.3465, d2.loss_cls: 0.1791, d2.loss_bbox: 0.1463, d2.loss_iou: 0.3431, d3.loss_cls: 0.1716, d3.loss_bbox: 0.1473, d3.loss_iou: 0.3435, d4.loss_cls: 0.1694, d4.loss_bbox: 0.1467, d4.loss_iou: 0.3428, dn_loss_cls: 0.0159, dn_loss_bbox: 0.1977, dn_loss_iou: 0.2911, d0.dn_loss_cls: 0.0479, d0.dn_loss_bbox: 0.3091, d0.dn_loss_iou: 0.4089, d1.dn_loss_cls: 0.0252, d1.dn_loss_bbox: 0.2255, d1.dn_loss_iou: 0.3230, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.2040, d2.dn_loss_iou: 0.2992, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1994, d3.dn_loss_iou: 0.2937, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1976, d4.dn_loss_iou: 0.2910, loss: 8.1971 2024-05-20 20:02:07,547 - mmdet - INFO - Epoch [18][2500/3665] lr: 2.000e-04, eta: 1 day, 3:28:13, time: 1.472, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2116, interm_loss_bbox: 0.1621, interm_loss_iou: 0.3726, loss_cls: 0.1720, loss_bbox: 0.1390, loss_iou: 0.3370, d0.loss_cls: 0.2258, d0.loss_bbox: 0.1454, d0.loss_iou: 0.3453, d1.loss_cls: 0.1942, d1.loss_bbox: 0.1426, d1.loss_iou: 0.3410, d2.loss_cls: 0.1817, d2.loss_bbox: 0.1398, d2.loss_iou: 0.3374, d3.loss_cls: 0.1768, d3.loss_bbox: 0.1383, d3.loss_iou: 0.3362, d4.loss_cls: 0.1731, d4.loss_bbox: 0.1394, d4.loss_iou: 0.3369, dn_loss_cls: 0.0167, dn_loss_bbox: 0.1855, dn_loss_iou: 0.2829, d0.dn_loss_cls: 0.0485, d0.dn_loss_bbox: 0.2928, d0.dn_loss_iou: 0.4017, d1.dn_loss_cls: 0.0256, d1.dn_loss_bbox: 0.2121, d1.dn_loss_iou: 0.3145, d2.dn_loss_cls: 0.0204, d2.dn_loss_bbox: 0.1910, d2.dn_loss_iou: 0.2903, d3.dn_loss_cls: 0.0180, d3.dn_loss_bbox: 0.1869, d3.dn_loss_iou: 0.2854, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1854, d4.dn_loss_iou: 0.2828, loss: 8.0059 2024-05-20 20:03:21,708 - mmdet - INFO - Epoch [18][2550/3665] lr: 2.000e-04, eta: 1 day, 3:27:00, time: 1.484, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2052, interm_loss_bbox: 0.1651, interm_loss_iou: 0.3717, loss_cls: 0.1678, loss_bbox: 0.1410, loss_iou: 0.3329, d0.loss_cls: 0.2166, d0.loss_bbox: 0.1467, d0.loss_iou: 0.3422, d1.loss_cls: 0.1874, d1.loss_bbox: 0.1447, d1.loss_iou: 0.3382, d2.loss_cls: 0.1762, d2.loss_bbox: 0.1416, d2.loss_iou: 0.3351, d3.loss_cls: 0.1702, d3.loss_bbox: 0.1412, d3.loss_iou: 0.3331, d4.loss_cls: 0.1683, d4.loss_bbox: 0.1410, d4.loss_iou: 0.3327, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1904, dn_loss_iou: 0.2820, d0.dn_loss_cls: 0.0468, d0.dn_loss_bbox: 0.2990, d0.dn_loss_iou: 0.4011, d1.dn_loss_cls: 0.0240, d1.dn_loss_bbox: 0.2167, d1.dn_loss_iou: 0.3129, d2.dn_loss_cls: 0.0188, d2.dn_loss_bbox: 0.1955, d2.dn_loss_iou: 0.2893, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1918, d3.dn_loss_iou: 0.2844, d4.dn_loss_cls: 0.0157, d4.dn_loss_bbox: 0.1903, d4.dn_loss_iou: 0.2820, loss: 7.9713 2024-05-20 20:04:35,102 - mmdet - INFO - Epoch [18][2600/3665] lr: 2.000e-04, eta: 1 day, 3:25:46, time: 1.468, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2088, interm_loss_bbox: 0.1663, interm_loss_iou: 0.3737, loss_cls: 0.1706, loss_bbox: 0.1423, loss_iou: 0.3340, d0.loss_cls: 0.2219, d0.loss_bbox: 0.1478, d0.loss_iou: 0.3437, d1.loss_cls: 0.1906, d1.loss_bbox: 0.1454, d1.loss_iou: 0.3399, d2.loss_cls: 0.1799, d2.loss_bbox: 0.1426, d2.loss_iou: 0.3355, d3.loss_cls: 0.1744, d3.loss_bbox: 0.1420, d3.loss_iou: 0.3339, d4.loss_cls: 0.1715, d4.loss_bbox: 0.1424, d4.loss_iou: 0.3345, dn_loss_cls: 0.0164, dn_loss_bbox: 0.1948, dn_loss_iou: 0.2862, d0.dn_loss_cls: 0.0490, d0.dn_loss_bbox: 0.3083, d0.dn_loss_iou: 0.4087, d1.dn_loss_cls: 0.0256, d1.dn_loss_bbox: 0.2223, d1.dn_loss_iou: 0.3193, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.2009, d2.dn_loss_iou: 0.2938, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1967, d3.dn_loss_iou: 0.2887, d4.dn_loss_cls: 0.0168, d4.dn_loss_bbox: 0.1948, d4.dn_loss_iou: 0.2861, loss: 8.0881 2024-05-20 20:05:51,331 - mmdet - INFO - Epoch [18][2650/3665] lr: 2.000e-04, eta: 1 day, 3:24:35, time: 1.525, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2101, interm_loss_bbox: 0.1624, interm_loss_iou: 0.3717, loss_cls: 0.1728, loss_bbox: 0.1385, loss_iou: 0.3324, d0.loss_cls: 0.2247, d0.loss_bbox: 0.1441, d0.loss_iou: 0.3422, d1.loss_cls: 0.1925, d1.loss_bbox: 0.1422, d1.loss_iou: 0.3391, d2.loss_cls: 0.1809, d2.loss_bbox: 0.1409, d2.loss_iou: 0.3350, d3.loss_cls: 0.1757, d3.loss_bbox: 0.1397, d3.loss_iou: 0.3333, d4.loss_cls: 0.1734, d4.loss_bbox: 0.1389, d4.loss_iou: 0.3327, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1981, dn_loss_iou: 0.2899, d0.dn_loss_cls: 0.0500, d0.dn_loss_bbox: 0.3084, d0.dn_loss_iou: 0.4107, d1.dn_loss_cls: 0.0262, d1.dn_loss_bbox: 0.2255, d1.dn_loss_iou: 0.3220, d2.dn_loss_cls: 0.0208, d2.dn_loss_bbox: 0.2039, d2.dn_loss_iou: 0.2979, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.1996, d3.dn_loss_iou: 0.2927, d4.dn_loss_cls: 0.0174, d4.dn_loss_bbox: 0.1980, d4.dn_loss_iou: 0.2899, loss: 8.1091 2024-05-20 20:07:02,962 - mmdet - INFO - Epoch [18][2700/3665] lr: 2.000e-04, eta: 1 day, 3:23:19, time: 1.433, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2110, interm_loss_bbox: 0.1635, interm_loss_iou: 0.3668, loss_cls: 0.1712, loss_bbox: 0.1402, loss_iou: 0.3313, d0.loss_cls: 0.2245, d0.loss_bbox: 0.1458, d0.loss_iou: 0.3411, d1.loss_cls: 0.1918, d1.loss_bbox: 0.1439, d1.loss_iou: 0.3371, d2.loss_cls: 0.1793, d2.loss_bbox: 0.1403, d2.loss_iou: 0.3331, d3.loss_cls: 0.1743, d3.loss_bbox: 0.1397, d3.loss_iou: 0.3318, d4.loss_cls: 0.1724, d4.loss_bbox: 0.1405, d4.loss_iou: 0.3315, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1919, dn_loss_iou: 0.2833, d0.dn_loss_cls: 0.0492, d0.dn_loss_bbox: 0.3100, d0.dn_loss_iou: 0.4076, d1.dn_loss_cls: 0.0258, d1.dn_loss_bbox: 0.2220, d1.dn_loss_iou: 0.3166, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.1984, d2.dn_loss_iou: 0.2915, d3.dn_loss_cls: 0.0174, d3.dn_loss_bbox: 0.1937, d3.dn_loss_iou: 0.2860, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1919, d4.dn_loss_iou: 0.2832, loss: 8.0323 2024-05-20 20:08:15,352 - mmdet - INFO - Epoch [18][2750/3665] lr: 2.000e-04, eta: 1 day, 3:22:04, time: 1.448, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2096, interm_loss_bbox: 0.1640, interm_loss_iou: 0.3755, loss_cls: 0.1728, loss_bbox: 0.1404, loss_iou: 0.3355, d0.loss_cls: 0.2267, d0.loss_bbox: 0.1451, d0.loss_iou: 0.3446, d1.loss_cls: 0.1928, d1.loss_bbox: 0.1438, d1.loss_iou: 0.3413, d2.loss_cls: 0.1825, d2.loss_bbox: 0.1404, d2.loss_iou: 0.3366, d3.loss_cls: 0.1759, d3.loss_bbox: 0.1399, d3.loss_iou: 0.3360, d4.loss_cls: 0.1731, d4.loss_bbox: 0.1407, d4.loss_iou: 0.3357, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1857, dn_loss_iou: 0.2787, d0.dn_loss_cls: 0.0486, d0.dn_loss_bbox: 0.2960, d0.dn_loss_iou: 0.3968, d1.dn_loss_cls: 0.0249, d1.dn_loss_bbox: 0.2137, d1.dn_loss_iou: 0.3109, d2.dn_loss_cls: 0.0197, d2.dn_loss_bbox: 0.1915, d2.dn_loss_iou: 0.2864, d3.dn_loss_cls: 0.0172, d3.dn_loss_bbox: 0.1872, d3.dn_loss_iou: 0.2814, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1857, d4.dn_loss_iou: 0.2786, loss: 7.9887 2024-05-20 20:09:33,011 - mmdet - INFO - Epoch [18][2800/3665] lr: 2.000e-04, eta: 1 day, 3:20:55, time: 1.553, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2039, interm_loss_bbox: 0.1617, interm_loss_iou: 0.3744, loss_cls: 0.1662, loss_bbox: 0.1379, loss_iou: 0.3372, d0.loss_cls: 0.2183, d0.loss_bbox: 0.1427, d0.loss_iou: 0.3467, d1.loss_cls: 0.1871, d1.loss_bbox: 0.1413, d1.loss_iou: 0.3439, d2.loss_cls: 0.1757, d2.loss_bbox: 0.1378, d2.loss_iou: 0.3385, d3.loss_cls: 0.1694, d3.loss_bbox: 0.1381, d3.loss_iou: 0.3376, d4.loss_cls: 0.1674, d4.loss_bbox: 0.1374, d4.loss_iou: 0.3371, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1873, dn_loss_iou: 0.2824, d0.dn_loss_cls: 0.0469, d0.dn_loss_bbox: 0.2952, d0.dn_loss_iou: 0.4026, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2141, d1.dn_loss_iou: 0.3145, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.1928, d2.dn_loss_iou: 0.2899, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1889, d3.dn_loss_iou: 0.2850, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1872, d4.dn_loss_iou: 0.2823, loss: 7.9620 2024-05-20 20:10:50,492 - mmdet - INFO - Epoch [18][2850/3665] lr: 2.000e-04, eta: 1 day, 3:19:45, time: 1.550, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2081, interm_loss_bbox: 0.1635, interm_loss_iou: 0.3784, loss_cls: 0.1707, loss_bbox: 0.1386, loss_iou: 0.3377, d0.loss_cls: 0.2227, d0.loss_bbox: 0.1443, d0.loss_iou: 0.3481, d1.loss_cls: 0.1915, d1.loss_bbox: 0.1413, d1.loss_iou: 0.3437, d2.loss_cls: 0.1789, d2.loss_bbox: 0.1395, d2.loss_iou: 0.3404, d3.loss_cls: 0.1732, d3.loss_bbox: 0.1395, d3.loss_iou: 0.3387, d4.loss_cls: 0.1712, d4.loss_bbox: 0.1392, d4.loss_iou: 0.3381, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1935, dn_loss_iou: 0.2834, d0.dn_loss_cls: 0.0486, d0.dn_loss_bbox: 0.3053, d0.dn_loss_iou: 0.4023, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2212, d1.dn_loss_iou: 0.3156, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.1998, d2.dn_loss_iou: 0.2910, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1953, d3.dn_loss_iou: 0.2859, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1935, d4.dn_loss_iou: 0.2834, loss: 8.0633 2024-05-20 20:12:03,372 - mmdet - INFO - Epoch [18][2900/3665] lr: 2.000e-04, eta: 1 day, 3:18:31, time: 1.457, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2089, interm_loss_bbox: 0.1707, interm_loss_iou: 0.3763, loss_cls: 0.1719, loss_bbox: 0.1464, loss_iou: 0.3387, d0.loss_cls: 0.2233, d0.loss_bbox: 0.1502, d0.loss_iou: 0.3453, d1.loss_cls: 0.1924, d1.loss_bbox: 0.1490, d1.loss_iou: 0.3432, d2.loss_cls: 0.1818, d2.loss_bbox: 0.1455, d2.loss_iou: 0.3392, d3.loss_cls: 0.1764, d3.loss_bbox: 0.1457, d3.loss_iou: 0.3382, d4.loss_cls: 0.1734, d4.loss_bbox: 0.1461, d4.loss_iou: 0.3385, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1942, dn_loss_iou: 0.2885, d0.dn_loss_cls: 0.0490, d0.dn_loss_bbox: 0.3060, d0.dn_loss_iou: 0.4112, d1.dn_loss_cls: 0.0259, d1.dn_loss_bbox: 0.2218, d1.dn_loss_iou: 0.3215, d2.dn_loss_cls: 0.0204, d2.dn_loss_bbox: 0.2000, d2.dn_loss_iou: 0.2965, d3.dn_loss_cls: 0.0180, d3.dn_loss_bbox: 0.1955, d3.dn_loss_iou: 0.2912, d4.dn_loss_cls: 0.0173, d4.dn_loss_bbox: 0.1941, d4.dn_loss_iou: 0.2884, loss: 8.1576 2024-05-20 20:13:19,357 - mmdet - INFO - Epoch [18][2950/3665] lr: 2.000e-04, eta: 1 day, 3:17:19, time: 1.520, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2087, interm_loss_bbox: 0.1690, interm_loss_iou: 0.3834, loss_cls: 0.1709, loss_bbox: 0.1430, loss_iou: 0.3449, d0.loss_cls: 0.2215, d0.loss_bbox: 0.1502, d0.loss_iou: 0.3552, d1.loss_cls: 0.1899, d1.loss_bbox: 0.1489, d1.loss_iou: 0.3537, d2.loss_cls: 0.1791, d2.loss_bbox: 0.1442, d2.loss_iou: 0.3482, d3.loss_cls: 0.1744, d3.loss_bbox: 0.1437, d3.loss_iou: 0.3457, d4.loss_cls: 0.1718, d4.loss_bbox: 0.1436, d4.loss_iou: 0.3454, dn_loss_cls: 0.0161, dn_loss_bbox: 0.1907, dn_loss_iou: 0.2853, d0.dn_loss_cls: 0.0482, d0.dn_loss_bbox: 0.2996, d0.dn_loss_iou: 0.4034, d1.dn_loss_cls: 0.0246, d1.dn_loss_bbox: 0.2165, d1.dn_loss_iou: 0.3162, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.1957, d2.dn_loss_iou: 0.2926, d3.dn_loss_cls: 0.0172, d3.dn_loss_bbox: 0.1923, d3.dn_loss_iou: 0.2880, d4.dn_loss_cls: 0.0164, d4.dn_loss_bbox: 0.1907, d4.dn_loss_iou: 0.2853, loss: 8.1338 2024-05-20 20:14:35,149 - mmdet - INFO - Epoch [18][3000/3665] lr: 2.000e-04, eta: 1 day, 3:16:08, time: 1.515, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2056, interm_loss_bbox: 0.1691, interm_loss_iou: 0.3761, loss_cls: 0.1670, loss_bbox: 0.1443, loss_iou: 0.3365, d0.loss_cls: 0.2219, d0.loss_bbox: 0.1494, d0.loss_iou: 0.3448, d1.loss_cls: 0.1901, d1.loss_bbox: 0.1468, d1.loss_iou: 0.3408, d2.loss_cls: 0.1751, d2.loss_bbox: 0.1471, d2.loss_iou: 0.3393, d3.loss_cls: 0.1697, d3.loss_bbox: 0.1453, d3.loss_iou: 0.3379, d4.loss_cls: 0.1676, d4.loss_bbox: 0.1447, d4.loss_iou: 0.3368, dn_loss_cls: 0.0159, dn_loss_bbox: 0.2005, dn_loss_iou: 0.2801, d0.dn_loss_cls: 0.0484, d0.dn_loss_bbox: 0.3213, d0.dn_loss_iou: 0.4043, d1.dn_loss_cls: 0.0250, d1.dn_loss_bbox: 0.2299, d1.dn_loss_iou: 0.3130, d2.dn_loss_cls: 0.0197, d2.dn_loss_bbox: 0.2068, d2.dn_loss_iou: 0.2882, d3.dn_loss_cls: 0.0172, d3.dn_loss_bbox: 0.2026, d3.dn_loss_iou: 0.2830, d4.dn_loss_cls: 0.0163, d4.dn_loss_bbox: 0.2005, d4.dn_loss_iou: 0.2800, loss: 8.1086 2024-05-20 20:15:51,082 - mmdet - INFO - Epoch [18][3050/3665] lr: 2.000e-04, eta: 1 day, 3:14:57, time: 1.519, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2111, interm_loss_bbox: 0.1682, interm_loss_iou: 0.3855, loss_cls: 0.1729, loss_bbox: 0.1445, loss_iou: 0.3477, d0.loss_cls: 0.2263, d0.loss_bbox: 0.1511, d0.loss_iou: 0.3568, d1.loss_cls: 0.1958, d1.loss_bbox: 0.1480, d1.loss_iou: 0.3527, d2.loss_cls: 0.1824, d2.loss_bbox: 0.1452, d2.loss_iou: 0.3492, d3.loss_cls: 0.1762, d3.loss_bbox: 0.1447, d3.loss_iou: 0.3486, d4.loss_cls: 0.1740, d4.loss_bbox: 0.1445, d4.loss_iou: 0.3472, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1900, dn_loss_iou: 0.2867, d0.dn_loss_cls: 0.0486, d0.dn_loss_bbox: 0.3052, d0.dn_loss_iou: 0.4108, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2183, d1.dn_loss_iou: 0.3197, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.1959, d2.dn_loss_iou: 0.2944, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1916, d3.dn_loss_iou: 0.2891, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1900, d4.dn_loss_iou: 0.2865, loss: 8.1954 2024-05-20 20:17:02,066 - mmdet - INFO - Epoch [18][3100/3665] lr: 2.000e-04, eta: 1 day, 3:13:40, time: 1.420, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2110, interm_loss_bbox: 0.1655, interm_loss_iou: 0.3865, loss_cls: 0.1724, loss_bbox: 0.1419, loss_iou: 0.3448, d0.loss_cls: 0.2260, d0.loss_bbox: 0.1465, d0.loss_iou: 0.3541, d1.loss_cls: 0.1943, d1.loss_bbox: 0.1444, d1.loss_iou: 0.3506, d2.loss_cls: 0.1814, d2.loss_bbox: 0.1420, d2.loss_iou: 0.3458, d3.loss_cls: 0.1752, d3.loss_bbox: 0.1420, d3.loss_iou: 0.3461, d4.loss_cls: 0.1726, d4.loss_bbox: 0.1420, d4.loss_iou: 0.3455, dn_loss_cls: 0.0154, dn_loss_bbox: 0.1935, dn_loss_iou: 0.2889, d0.dn_loss_cls: 0.0472, d0.dn_loss_bbox: 0.3059, d0.dn_loss_iou: 0.4141, d1.dn_loss_cls: 0.0244, d1.dn_loss_bbox: 0.2214, d1.dn_loss_iou: 0.3214, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.1993, d2.dn_loss_iou: 0.2964, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1952, d3.dn_loss_iou: 0.2914, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1934, d4.dn_loss_iou: 0.2888, loss: 8.1791 2024-05-20 20:18:15,894 - mmdet - INFO - Epoch [18][3150/3665] lr: 2.000e-04, eta: 1 day, 3:12:27, time: 1.477, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2165, interm_loss_bbox: 0.1648, interm_loss_iou: 0.3816, loss_cls: 0.1745, loss_bbox: 0.1423, loss_iou: 0.3451, d0.loss_cls: 0.2279, d0.loss_bbox: 0.1470, d0.loss_iou: 0.3537, d1.loss_cls: 0.1952, d1.loss_bbox: 0.1460, d1.loss_iou: 0.3497, d2.loss_cls: 0.1829, d2.loss_bbox: 0.1431, d2.loss_iou: 0.3462, d3.loss_cls: 0.1774, d3.loss_bbox: 0.1424, d3.loss_iou: 0.3457, d4.loss_cls: 0.1756, d4.loss_bbox: 0.1420, d4.loss_iou: 0.3449, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1891, dn_loss_iou: 0.2877, d0.dn_loss_cls: 0.0493, d0.dn_loss_bbox: 0.3014, d0.dn_loss_iou: 0.4103, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2164, d1.dn_loss_iou: 0.3195, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.1944, d2.dn_loss_iou: 0.2952, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1906, d3.dn_loss_iou: 0.2902, d4.dn_loss_cls: 0.0163, d4.dn_loss_bbox: 0.1891, d4.dn_loss_iou: 0.2876, loss: 8.1596 2024-05-20 20:19:31,826 - mmdet - INFO - Epoch [18][3200/3665] lr: 2.000e-04, eta: 1 day, 3:11:15, time: 1.519, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2143, interm_loss_bbox: 0.1574, interm_loss_iou: 0.3839, loss_cls: 0.1718, loss_bbox: 0.1352, loss_iou: 0.3500, d0.loss_cls: 0.2277, d0.loss_bbox: 0.1402, d0.loss_iou: 0.3554, d1.loss_cls: 0.1933, d1.loss_bbox: 0.1392, d1.loss_iou: 0.3547, d2.loss_cls: 0.1814, d2.loss_bbox: 0.1357, d2.loss_iou: 0.3500, d3.loss_cls: 0.1748, d3.loss_bbox: 0.1358, d3.loss_iou: 0.3501, d4.loss_cls: 0.1728, d4.loss_bbox: 0.1353, d4.loss_iou: 0.3497, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1847, dn_loss_iou: 0.2893, d0.dn_loss_cls: 0.0494, d0.dn_loss_bbox: 0.2965, d0.dn_loss_iou: 0.4125, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2102, d1.dn_loss_iou: 0.3212, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.1898, d2.dn_loss_iou: 0.2965, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1861, d3.dn_loss_iou: 0.2915, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1847, d4.dn_loss_iou: 0.2892, loss: 8.1089 2024-05-20 20:20:43,272 - mmdet - INFO - Epoch [18][3250/3665] lr: 2.000e-04, eta: 1 day, 3:09:59, time: 1.429, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2110, interm_loss_bbox: 0.1641, interm_loss_iou: 0.3659, loss_cls: 0.1715, loss_bbox: 0.1391, loss_iou: 0.3291, d0.loss_cls: 0.2285, d0.loss_bbox: 0.1453, d0.loss_iou: 0.3381, d1.loss_cls: 0.1924, d1.loss_bbox: 0.1438, d1.loss_iou: 0.3355, d2.loss_cls: 0.1800, d2.loss_bbox: 0.1405, d2.loss_iou: 0.3316, d3.loss_cls: 0.1748, d3.loss_bbox: 0.1395, d3.loss_iou: 0.3301, d4.loss_cls: 0.1723, d4.loss_bbox: 0.1396, d4.loss_iou: 0.3296, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1906, dn_loss_iou: 0.2796, d0.dn_loss_cls: 0.0498, d0.dn_loss_bbox: 0.3078, d0.dn_loss_iou: 0.4037, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2204, d1.dn_loss_iou: 0.3130, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1971, d2.dn_loss_iou: 0.2878, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1922, d3.dn_loss_iou: 0.2821, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1905, d4.dn_loss_iou: 0.2796, loss: 7.9928 2024-05-20 20:21:54,941 - mmdet - INFO - Epoch [18][3300/3665] lr: 2.000e-04, eta: 1 day, 3:08:44, time: 1.433, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2113, interm_loss_bbox: 0.1611, interm_loss_iou: 0.3851, loss_cls: 0.1722, loss_bbox: 0.1386, loss_iou: 0.3499, d0.loss_cls: 0.2279, d0.loss_bbox: 0.1445, d0.loss_iou: 0.3573, d1.loss_cls: 0.1940, d1.loss_bbox: 0.1419, d1.loss_iou: 0.3540, d2.loss_cls: 0.1791, d2.loss_bbox: 0.1407, d2.loss_iou: 0.3522, d3.loss_cls: 0.1752, d3.loss_bbox: 0.1386, d3.loss_iou: 0.3505, d4.loss_cls: 0.1731, d4.loss_bbox: 0.1385, d4.loss_iou: 0.3500, dn_loss_cls: 0.0161, dn_loss_bbox: 0.1912, dn_loss_iou: 0.2850, d0.dn_loss_cls: 0.0502, d0.dn_loss_bbox: 0.3026, d0.dn_loss_iou: 0.4067, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2194, d1.dn_loss_iou: 0.3176, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.1970, d2.dn_loss_iou: 0.2930, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1928, d3.dn_loss_iou: 0.2877, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1911, d4.dn_loss_iou: 0.2849, loss: 8.1515 2024-05-20 20:23:10,458 - mmdet - INFO - Epoch [18][3350/3665] lr: 2.000e-04, eta: 1 day, 3:07:32, time: 1.510, data_time: 0.023, memory: 41053, interm_loss_cls: 0.2198, interm_loss_bbox: 0.1649, interm_loss_iou: 0.3790, loss_cls: 0.1821, loss_bbox: 0.1418, loss_iou: 0.3431, d0.loss_cls: 0.2363, d0.loss_bbox: 0.1478, d0.loss_iou: 0.3512, d1.loss_cls: 0.2048, d1.loss_bbox: 0.1457, d1.loss_iou: 0.3484, d2.loss_cls: 0.1917, d2.loss_bbox: 0.1425, d2.loss_iou: 0.3442, d3.loss_cls: 0.1858, d3.loss_bbox: 0.1412, d3.loss_iou: 0.3429, d4.loss_cls: 0.1827, d4.loss_bbox: 0.1415, d4.loss_iou: 0.3430, dn_loss_cls: 0.0172, dn_loss_bbox: 0.1952, dn_loss_iou: 0.2890, d0.dn_loss_cls: 0.0495, d0.dn_loss_bbox: 0.3070, d0.dn_loss_iou: 0.4089, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2235, d1.dn_loss_iou: 0.3213, d2.dn_loss_cls: 0.0208, d2.dn_loss_bbox: 0.2010, d2.dn_loss_iou: 0.2965, d3.dn_loss_cls: 0.0182, d3.dn_loss_bbox: 0.1967, d3.dn_loss_iou: 0.2914, d4.dn_loss_cls: 0.0176, d4.dn_loss_bbox: 0.1952, d4.dn_loss_iou: 0.2890, loss: 8.2441 2024-05-20 20:24:28,585 - mmdet - INFO - Epoch [18][3400/3665] lr: 2.000e-04, eta: 1 day, 3:06:23, time: 1.563, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2129, interm_loss_bbox: 0.1587, interm_loss_iou: 0.3778, loss_cls: 0.1731, loss_bbox: 0.1397, loss_iou: 0.3456, d0.loss_cls: 0.2269, d0.loss_bbox: 0.1420, d0.loss_iou: 0.3493, d1.loss_cls: 0.1960, d1.loss_bbox: 0.1403, d1.loss_iou: 0.3463, d2.loss_cls: 0.1806, d2.loss_bbox: 0.1409, d2.loss_iou: 0.3479, d3.loss_cls: 0.1751, d3.loss_bbox: 0.1405, d3.loss_iou: 0.3466, d4.loss_cls: 0.1736, d4.loss_bbox: 0.1397, d4.loss_iou: 0.3455, dn_loss_cls: 0.0170, dn_loss_bbox: 0.1869, dn_loss_iou: 0.2892, d0.dn_loss_cls: 0.0491, d0.dn_loss_bbox: 0.2970, d0.dn_loss_iou: 0.4081, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2137, d1.dn_loss_iou: 0.3203, d2.dn_loss_cls: 0.0208, d2.dn_loss_bbox: 0.1928, d2.dn_loss_iou: 0.2968, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.1884, d3.dn_loss_iou: 0.2916, d4.dn_loss_cls: 0.0173, d4.dn_loss_bbox: 0.1869, d4.dn_loss_iou: 0.2891, loss: 8.1082 2024-05-20 20:25:43,882 - mmdet - INFO - Epoch [18][3450/3665] lr: 2.000e-04, eta: 1 day, 3:05:11, time: 1.506, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2153, interm_loss_bbox: 0.1601, interm_loss_iou: 0.3774, loss_cls: 0.1763, loss_bbox: 0.1380, loss_iou: 0.3403, d0.loss_cls: 0.2273, d0.loss_bbox: 0.1448, d0.loss_iou: 0.3527, d1.loss_cls: 0.1976, d1.loss_bbox: 0.1414, d1.loss_iou: 0.3460, d2.loss_cls: 0.1860, d2.loss_bbox: 0.1382, d2.loss_iou: 0.3420, d3.loss_cls: 0.1796, d3.loss_bbox: 0.1383, d3.loss_iou: 0.3413, d4.loss_cls: 0.1771, d4.loss_bbox: 0.1384, d4.loss_iou: 0.3403, dn_loss_cls: 0.0171, dn_loss_bbox: 0.1899, dn_loss_iou: 0.2908, d0.dn_loss_cls: 0.0493, d0.dn_loss_bbox: 0.3009, d0.dn_loss_iou: 0.4115, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2170, d1.dn_loss_iou: 0.3234, d2.dn_loss_cls: 0.0206, d2.dn_loss_bbox: 0.1954, d2.dn_loss_iou: 0.2985, d3.dn_loss_cls: 0.0181, d3.dn_loss_bbox: 0.1914, d3.dn_loss_iou: 0.2934, d4.dn_loss_cls: 0.0173, d4.dn_loss_bbox: 0.1899, d4.dn_loss_iou: 0.2906, loss: 8.1395 2024-05-20 20:26:57,235 - mmdet - INFO - Epoch [18][3500/3665] lr: 2.000e-04, eta: 1 day, 3:03:57, time: 1.467, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2064, interm_loss_bbox: 0.1659, interm_loss_iou: 0.3845, loss_cls: 0.1719, loss_bbox: 0.1378, loss_iou: 0.3428, d0.loss_cls: 0.2365, d0.loss_bbox: 0.1446, d0.loss_iou: 0.3531, d1.loss_cls: 0.1962, d1.loss_bbox: 0.1421, d1.loss_iou: 0.3484, d2.loss_cls: 0.1815, d2.loss_bbox: 0.1390, d2.loss_iou: 0.3450, d3.loss_cls: 0.1745, d3.loss_bbox: 0.1384, d3.loss_iou: 0.3441, d4.loss_cls: 0.1730, d4.loss_bbox: 0.1378, d4.loss_iou: 0.3425, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1874, dn_loss_iou: 0.2814, d0.dn_loss_cls: 0.0511, d0.dn_loss_bbox: 0.3045, d0.dn_loss_iou: 0.4036, d1.dn_loss_cls: 0.0258, d1.dn_loss_bbox: 0.2157, d1.dn_loss_iou: 0.3134, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.1933, d2.dn_loss_iou: 0.2889, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1890, d3.dn_loss_iou: 0.2839, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1874, d4.dn_loss_iou: 0.2813, loss: 8.0841 2024-05-20 20:28:14,230 - mmdet - INFO - Epoch [18][3550/3665] lr: 2.000e-04, eta: 1 day, 3:02:46, time: 1.540, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2131, interm_loss_bbox: 0.1672, interm_loss_iou: 0.3776, loss_cls: 0.1757, loss_bbox: 0.1390, loss_iou: 0.3329, d0.loss_cls: 0.2391, d0.loss_bbox: 0.1465, d0.loss_iou: 0.3435, d1.loss_cls: 0.2022, d1.loss_bbox: 0.1414, d1.loss_iou: 0.3380, d2.loss_cls: 0.1862, d2.loss_bbox: 0.1395, d2.loss_iou: 0.3347, d3.loss_cls: 0.1790, d3.loss_bbox: 0.1397, d3.loss_iou: 0.3344, d4.loss_cls: 0.1768, d4.loss_bbox: 0.1392, d4.loss_iou: 0.3333, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1947, dn_loss_iou: 0.2866, d0.dn_loss_cls: 0.0502, d0.dn_loss_bbox: 0.3105, d0.dn_loss_iou: 0.4107, d1.dn_loss_cls: 0.0258, d1.dn_loss_bbox: 0.2238, d1.dn_loss_iou: 0.3200, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.2013, d2.dn_loss_iou: 0.2949, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1966, d3.dn_loss_iou: 0.2893, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1947, d4.dn_loss_iou: 0.2865, loss: 8.1358 2024-05-20 20:29:27,537 - mmdet - INFO - Epoch [18][3600/3665] lr: 2.000e-04, eta: 1 day, 3:01:32, time: 1.466, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2094, interm_loss_bbox: 0.1672, interm_loss_iou: 0.3819, loss_cls: 0.1697, loss_bbox: 0.1415, loss_iou: 0.3408, d0.loss_cls: 0.2321, d0.loss_bbox: 0.1486, d0.loss_iou: 0.3522, d1.loss_cls: 0.1997, d1.loss_bbox: 0.1469, d1.loss_iou: 0.3488, d2.loss_cls: 0.1800, d2.loss_bbox: 0.1429, d2.loss_iou: 0.3429, d3.loss_cls: 0.1721, d3.loss_bbox: 0.1425, d3.loss_iou: 0.3422, d4.loss_cls: 0.1699, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3413, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1957, dn_loss_iou: 0.2890, d0.dn_loss_cls: 0.0495, d0.dn_loss_bbox: 0.3209, d0.dn_loss_iou: 0.4216, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2278, d1.dn_loss_iou: 0.3248, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.2029, d2.dn_loss_iou: 0.2977, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1977, d3.dn_loss_iou: 0.2920, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1957, d4.dn_loss_iou: 0.2890, loss: 8.2165 2024-05-20 20:30:43,547 - mmdet - INFO - Epoch [18][3650/3665] lr: 2.000e-04, eta: 1 day, 3:00:21, time: 1.520, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2126, interm_loss_bbox: 0.1639, interm_loss_iou: 0.3764, loss_cls: 0.1735, loss_bbox: 0.1397, loss_iou: 0.3400, d0.loss_cls: 0.2310, d0.loss_bbox: 0.1460, d0.loss_iou: 0.3484, d1.loss_cls: 0.1964, d1.loss_bbox: 0.1449, d1.loss_iou: 0.3463, d2.loss_cls: 0.1822, d2.loss_bbox: 0.1420, d2.loss_iou: 0.3424, d3.loss_cls: 0.1776, d3.loss_bbox: 0.1392, d3.loss_iou: 0.3397, d4.loss_cls: 0.1742, d4.loss_bbox: 0.1395, d4.loss_iou: 0.3404, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1945, dn_loss_iou: 0.2814, d0.dn_loss_cls: 0.0494, d0.dn_loss_bbox: 0.3136, d0.dn_loss_iou: 0.4057, d1.dn_loss_cls: 0.0259, d1.dn_loss_bbox: 0.2247, d1.dn_loss_iou: 0.3161, d2.dn_loss_cls: 0.0204, d2.dn_loss_bbox: 0.2007, d2.dn_loss_iou: 0.2895, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1963, d3.dn_loss_iou: 0.2841, d4.dn_loss_cls: 0.0168, d4.dn_loss_bbox: 0.1945, d4.dn_loss_iou: 0.2813, loss: 8.1254 2024-05-20 20:31:08,965 - mmdet - INFO - Saving checkpoint at 18 epochs 2024-05-20 20:34:42,566 - mmdet - INFO - Evaluating bbox... 2024-05-20 20:36:33,358 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.560 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.747 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.612 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.381 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.596 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.730 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.755 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.604 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.797 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.908 2024-05-20 20:36:35,407 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-20 20:36:35,410 - mmdet - INFO - Epoch(val) [18][313] bbox_mAP: 0.5600, bbox_mAP_50: 0.7470, bbox_mAP_75: 0.6120, bbox_mAP_s: 0.3810, bbox_mAP_m: 0.5960, bbox_mAP_l: 0.7300, bbox_mAP_copypaste: 0.560 0.747 0.612 0.381 0.596 0.730 2024-05-20 20:38:06,166 - mmdet - INFO - Epoch [19][50/3665] lr: 2.000e-04, eta: 1 day, 2:58:40, time: 1.815, data_time: 0.087, memory: 41053, interm_loss_cls: 0.2091, interm_loss_bbox: 0.1661, interm_loss_iou: 0.3739, loss_cls: 0.1689, loss_bbox: 0.1426, loss_iou: 0.3366, d0.loss_cls: 0.2264, d0.loss_bbox: 0.1462, d0.loss_iou: 0.3444, d1.loss_cls: 0.1907, d1.loss_bbox: 0.1462, d1.loss_iou: 0.3409, d2.loss_cls: 0.1778, d2.loss_bbox: 0.1441, d2.loss_iou: 0.3387, d3.loss_cls: 0.1726, d3.loss_bbox: 0.1424, d3.loss_iou: 0.3367, d4.loss_cls: 0.1699, d4.loss_bbox: 0.1427, d4.loss_iou: 0.3366, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1891, dn_loss_iou: 0.2800, d0.dn_loss_cls: 0.0487, d0.dn_loss_bbox: 0.2991, d0.dn_loss_iou: 0.3962, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2172, d1.dn_loss_iou: 0.3122, d2.dn_loss_cls: 0.0199, d2.dn_loss_bbox: 0.1955, d2.dn_loss_iou: 0.2878, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1911, d3.dn_loss_iou: 0.2825, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1890, d4.dn_loss_iou: 0.2799, loss: 8.0175 2024-05-20 20:39:23,123 - mmdet - INFO - Epoch [19][100/3665] lr: 2.000e-04, eta: 1 day, 2:57:30, time: 1.539, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2111, interm_loss_bbox: 0.1624, interm_loss_iou: 0.3705, loss_cls: 0.1714, loss_bbox: 0.1375, loss_iou: 0.3321, d0.loss_cls: 0.2279, d0.loss_bbox: 0.1428, d0.loss_iou: 0.3419, d1.loss_cls: 0.1951, d1.loss_bbox: 0.1395, d1.loss_iou: 0.3367, d2.loss_cls: 0.1814, d2.loss_bbox: 0.1386, d2.loss_iou: 0.3333, d3.loss_cls: 0.1750, d3.loss_bbox: 0.1377, d3.loss_iou: 0.3329, d4.loss_cls: 0.1724, d4.loss_bbox: 0.1379, d4.loss_iou: 0.3324, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1878, dn_loss_iou: 0.2805, d0.dn_loss_cls: 0.0479, d0.dn_loss_bbox: 0.2961, d0.dn_loss_iou: 0.4008, d1.dn_loss_cls: 0.0246, d1.dn_loss_bbox: 0.2158, d1.dn_loss_iou: 0.3133, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1936, d2.dn_loss_iou: 0.2884, d3.dn_loss_cls: 0.0165, d3.dn_loss_bbox: 0.1894, d3.dn_loss_iou: 0.2829, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1878, d4.dn_loss_iou: 0.2804, loss: 7.9666 2024-05-20 20:40:36,871 - mmdet - INFO - Epoch [19][150/3665] lr: 2.000e-04, eta: 1 day, 2:56:16, time: 1.475, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2083, interm_loss_bbox: 0.1593, interm_loss_iou: 0.3784, loss_cls: 0.1698, loss_bbox: 0.1384, loss_iou: 0.3419, d0.loss_cls: 0.2234, d0.loss_bbox: 0.1437, d0.loss_iou: 0.3516, d1.loss_cls: 0.1913, d1.loss_bbox: 0.1432, d1.loss_iou: 0.3492, d2.loss_cls: 0.1784, d2.loss_bbox: 0.1405, d2.loss_iou: 0.3448, d3.loss_cls: 0.1737, d3.loss_bbox: 0.1389, d3.loss_iou: 0.3429, d4.loss_cls: 0.1708, d4.loss_bbox: 0.1386, d4.loss_iou: 0.3423, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1857, dn_loss_iou: 0.2843, d0.dn_loss_cls: 0.0475, d0.dn_loss_bbox: 0.2924, d0.dn_loss_iou: 0.4036, d1.dn_loss_cls: 0.0250, d1.dn_loss_bbox: 0.2130, d1.dn_loss_iou: 0.3163, d2.dn_loss_cls: 0.0198, d2.dn_loss_bbox: 0.1908, d2.dn_loss_iou: 0.2920, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1870, d3.dn_loss_iou: 0.2869, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1856, d4.dn_loss_iou: 0.2842, loss: 8.0340 2024-05-20 20:41:48,241 - mmdet - INFO - Epoch [19][200/3665] lr: 2.000e-04, eta: 1 day, 2:55:00, time: 1.427, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2103, interm_loss_bbox: 0.1658, interm_loss_iou: 0.3694, loss_cls: 0.1703, loss_bbox: 0.1423, loss_iou: 0.3337, d0.loss_cls: 0.2275, d0.loss_bbox: 0.1466, d0.loss_iou: 0.3399, d1.loss_cls: 0.1922, d1.loss_bbox: 0.1456, d1.loss_iou: 0.3384, d2.loss_cls: 0.1790, d2.loss_bbox: 0.1437, d2.loss_iou: 0.3359, d3.loss_cls: 0.1736, d3.loss_bbox: 0.1425, d3.loss_iou: 0.3342, d4.loss_cls: 0.1713, d4.loss_bbox: 0.1421, d4.loss_iou: 0.3337, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1879, dn_loss_iou: 0.2821, d0.dn_loss_cls: 0.0486, d0.dn_loss_bbox: 0.2985, d0.dn_loss_iou: 0.4003, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2154, d1.dn_loss_iou: 0.3138, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.1947, d2.dn_loss_iou: 0.2898, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1897, d3.dn_loss_iou: 0.2848, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1878, d4.dn_loss_iou: 0.2820, loss: 8.0101 2024-05-20 20:42:59,995 - mmdet - INFO - Epoch [19][250/3665] lr: 2.000e-04, eta: 1 day, 2:53:45, time: 1.435, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2078, interm_loss_bbox: 0.1597, interm_loss_iou: 0.3800, loss_cls: 0.1706, loss_bbox: 0.1365, loss_iou: 0.3424, d0.loss_cls: 0.2254, d0.loss_bbox: 0.1406, d0.loss_iou: 0.3498, d1.loss_cls: 0.1899, d1.loss_bbox: 0.1407, d1.loss_iou: 0.3488, d2.loss_cls: 0.1788, d2.loss_bbox: 0.1382, d2.loss_iou: 0.3453, d3.loss_cls: 0.1740, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3437, d4.loss_cls: 0.1717, d4.loss_bbox: 0.1366, d4.loss_iou: 0.3426, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1898, dn_loss_iou: 0.2891, d0.dn_loss_cls: 0.0490, d0.dn_loss_bbox: 0.2993, d0.dn_loss_iou: 0.4125, d1.dn_loss_cls: 0.0252, d1.dn_loss_bbox: 0.2163, d1.dn_loss_iou: 0.3216, d2.dn_loss_cls: 0.0199, d2.dn_loss_bbox: 0.1949, d2.dn_loss_iou: 0.2966, d3.dn_loss_cls: 0.0174, d3.dn_loss_bbox: 0.1911, d3.dn_loss_iou: 0.2915, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1897, d4.dn_loss_iou: 0.2891, loss: 8.0856 2024-05-20 20:44:14,296 - mmdet - INFO - Epoch [19][300/3665] lr: 2.000e-04, eta: 1 day, 2:52:32, time: 1.486, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2042, interm_loss_bbox: 0.1594, interm_loss_iou: 0.3700, loss_cls: 0.1629, loss_bbox: 0.1368, loss_iou: 0.3345, d0.loss_cls: 0.2196, d0.loss_bbox: 0.1420, d0.loss_iou: 0.3435, d1.loss_cls: 0.1829, d1.loss_bbox: 0.1425, d1.loss_iou: 0.3436, d2.loss_cls: 0.1714, d2.loss_bbox: 0.1383, d2.loss_iou: 0.3373, d3.loss_cls: 0.1665, d3.loss_bbox: 0.1368, d3.loss_iou: 0.3351, d4.loss_cls: 0.1637, d4.loss_bbox: 0.1368, d4.loss_iou: 0.3341, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1838, dn_loss_iou: 0.2798, d0.dn_loss_cls: 0.0454, d0.dn_loss_bbox: 0.2956, d0.dn_loss_iou: 0.4009, d1.dn_loss_cls: 0.0231, d1.dn_loss_bbox: 0.2110, d1.dn_loss_iou: 0.3119, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1895, d2.dn_loss_iou: 0.2873, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1855, d3.dn_loss_iou: 0.2824, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1838, d4.dn_loss_iou: 0.2796, loss: 7.8840 2024-05-20 20:45:25,991 - mmdet - INFO - Epoch [19][350/3665] lr: 2.000e-04, eta: 1 day, 2:51:16, time: 1.434, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2064, interm_loss_bbox: 0.1598, interm_loss_iou: 0.3705, loss_cls: 0.1669, loss_bbox: 0.1367, loss_iou: 0.3332, d0.loss_cls: 0.2232, d0.loss_bbox: 0.1407, d0.loss_iou: 0.3407, d1.loss_cls: 0.1885, d1.loss_bbox: 0.1400, d1.loss_iou: 0.3394, d2.loss_cls: 0.1762, d2.loss_bbox: 0.1375, d2.loss_iou: 0.3351, d3.loss_cls: 0.1699, d3.loss_bbox: 0.1370, d3.loss_iou: 0.3338, d4.loss_cls: 0.1676, d4.loss_bbox: 0.1368, d4.loss_iou: 0.3335, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1821, dn_loss_iou: 0.2754, d0.dn_loss_cls: 0.0470, d0.dn_loss_bbox: 0.2893, d0.dn_loss_iou: 0.3927, d1.dn_loss_cls: 0.0243, d1.dn_loss_bbox: 0.2077, d1.dn_loss_iou: 0.3058, d2.dn_loss_cls: 0.0188, d2.dn_loss_bbox: 0.1874, d2.dn_loss_iou: 0.2825, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1836, d3.dn_loss_iou: 0.2778, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1820, d4.dn_loss_iou: 0.2753, loss: 7.8519 2024-05-20 20:46:38,081 - mmdet - INFO - Epoch [19][400/3665] lr: 2.000e-04, eta: 1 day, 2:50:01, time: 1.442, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1999, interm_loss_bbox: 0.1619, interm_loss_iou: 0.3637, loss_cls: 0.1614, loss_bbox: 0.1385, loss_iou: 0.3243, d0.loss_cls: 0.2153, d0.loss_bbox: 0.1438, d0.loss_iou: 0.3344, d1.loss_cls: 0.1815, d1.loss_bbox: 0.1429, d1.loss_iou: 0.3321, d2.loss_cls: 0.1697, d2.loss_bbox: 0.1396, d2.loss_iou: 0.3267, d3.loss_cls: 0.1644, d3.loss_bbox: 0.1393, d3.loss_iou: 0.3256, d4.loss_cls: 0.1622, d4.loss_bbox: 0.1386, d4.loss_iou: 0.3250, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1864, dn_loss_iou: 0.2689, d0.dn_loss_cls: 0.0473, d0.dn_loss_bbox: 0.3034, d0.dn_loss_iou: 0.3903, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.2150, d1.dn_loss_iou: 0.3002, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1930, d2.dn_loss_iou: 0.2766, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1882, d3.dn_loss_iou: 0.2715, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1864, d4.dn_loss_iou: 0.2689, loss: 7.7757 2024-05-20 20:47:51,548 - mmdet - INFO - Epoch [19][450/3665] lr: 2.000e-04, eta: 1 day, 2:48:47, time: 1.469, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2062, interm_loss_bbox: 0.1633, interm_loss_iou: 0.3835, loss_cls: 0.1705, loss_bbox: 0.1349, loss_iou: 0.3386, d0.loss_cls: 0.2243, d0.loss_bbox: 0.1412, d0.loss_iou: 0.3481, d1.loss_cls: 0.1907, d1.loss_bbox: 0.1384, d1.loss_iou: 0.3434, d2.loss_cls: 0.1780, d2.loss_bbox: 0.1362, d2.loss_iou: 0.3403, d3.loss_cls: 0.1739, d3.loss_bbox: 0.1352, d3.loss_iou: 0.3390, d4.loss_cls: 0.1712, d4.loss_bbox: 0.1350, d4.loss_iou: 0.3386, dn_loss_cls: 0.0159, dn_loss_bbox: 0.1865, dn_loss_iou: 0.2797, d0.dn_loss_cls: 0.0467, d0.dn_loss_bbox: 0.2966, d0.dn_loss_iou: 0.3967, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.2133, d1.dn_loss_iou: 0.3105, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1922, d2.dn_loss_iou: 0.2873, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1882, d3.dn_loss_iou: 0.2822, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1865, d4.dn_loss_iou: 0.2796, loss: 7.9690 2024-05-20 20:49:04,350 - mmdet - INFO - Epoch [19][500/3665] lr: 2.000e-04, eta: 1 day, 2:47:33, time: 1.456, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2057, interm_loss_bbox: 0.1659, interm_loss_iou: 0.3783, loss_cls: 0.1679, loss_bbox: 0.1403, loss_iou: 0.3383, d0.loss_cls: 0.2237, d0.loss_bbox: 0.1466, d0.loss_iou: 0.3468, d1.loss_cls: 0.1882, d1.loss_bbox: 0.1452, d1.loss_iou: 0.3438, d2.loss_cls: 0.1761, d2.loss_bbox: 0.1418, d2.loss_iou: 0.3401, d3.loss_cls: 0.1710, d3.loss_bbox: 0.1411, d3.loss_iou: 0.3391, d4.loss_cls: 0.1689, d4.loss_bbox: 0.1402, d4.loss_iou: 0.3383, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1877, dn_loss_iou: 0.2840, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2980, d0.dn_loss_iou: 0.4033, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2156, d1.dn_loss_iou: 0.3155, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1937, d2.dn_loss_iou: 0.2917, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1894, d3.dn_loss_iou: 0.2863, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1877, d4.dn_loss_iou: 0.2839, loss: 8.0183 2024-05-20 20:50:16,186 - mmdet - INFO - Epoch [19][550/3665] lr: 2.000e-04, eta: 1 day, 2:46:17, time: 1.437, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2068, interm_loss_bbox: 0.1595, interm_loss_iou: 0.3737, loss_cls: 0.1661, loss_bbox: 0.1342, loss_iou: 0.3368, d0.loss_cls: 0.2219, d0.loss_bbox: 0.1397, d0.loss_iou: 0.3436, d1.loss_cls: 0.1869, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3412, d2.loss_cls: 0.1766, d2.loss_bbox: 0.1340, d2.loss_iou: 0.3363, d3.loss_cls: 0.1692, d3.loss_bbox: 0.1346, d3.loss_iou: 0.3370, d4.loss_cls: 0.1668, d4.loss_bbox: 0.1346, d4.loss_iou: 0.3368, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1859, dn_loss_iou: 0.2818, d0.dn_loss_cls: 0.0483, d0.dn_loss_bbox: 0.3002, d0.dn_loss_iou: 0.4037, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.2145, d1.dn_loss_iou: 0.3138, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1919, d2.dn_loss_iou: 0.2892, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1877, d3.dn_loss_iou: 0.2843, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1859, d4.dn_loss_iou: 0.2817, loss: 7.9348 2024-05-20 20:51:32,639 - mmdet - INFO - Epoch [19][600/3665] lr: 2.000e-04, eta: 1 day, 2:45:06, time: 1.529, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2065, interm_loss_bbox: 0.1599, interm_loss_iou: 0.3738, loss_cls: 0.1670, loss_bbox: 0.1363, loss_iou: 0.3378, d0.loss_cls: 0.2235, d0.loss_bbox: 0.1401, d0.loss_iou: 0.3422, d1.loss_cls: 0.1878, d1.loss_bbox: 0.1401, d1.loss_iou: 0.3421, d2.loss_cls: 0.1753, d2.loss_bbox: 0.1381, d2.loss_iou: 0.3386, d3.loss_cls: 0.1704, d3.loss_bbox: 0.1370, d3.loss_iou: 0.3377, d4.loss_cls: 0.1678, d4.loss_bbox: 0.1367, d4.loss_iou: 0.3382, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1836, dn_loss_iou: 0.2837, d0.dn_loss_cls: 0.0476, d0.dn_loss_bbox: 0.2943, d0.dn_loss_iou: 0.4046, d1.dn_loss_cls: 0.0244, d1.dn_loss_bbox: 0.2111, d1.dn_loss_iou: 0.3161, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1894, d2.dn_loss_iou: 0.2918, d3.dn_loss_cls: 0.0165, d3.dn_loss_bbox: 0.1853, d3.dn_loss_iou: 0.2862, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1835, d4.dn_loss_iou: 0.2836, loss: 7.9484 2024-05-20 20:52:46,411 - mmdet - INFO - Epoch [19][650/3665] lr: 2.000e-04, eta: 1 day, 2:43:53, time: 1.475, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2086, interm_loss_bbox: 0.1673, interm_loss_iou: 0.3745, loss_cls: 0.1719, loss_bbox: 0.1429, loss_iou: 0.3338, d0.loss_cls: 0.2257, d0.loss_bbox: 0.1489, d0.loss_iou: 0.3443, d1.loss_cls: 0.1918, d1.loss_bbox: 0.1465, d1.loss_iou: 0.3406, d2.loss_cls: 0.1802, d2.loss_bbox: 0.1436, d2.loss_iou: 0.3359, d3.loss_cls: 0.1757, d3.loss_bbox: 0.1424, d3.loss_iou: 0.3339, d4.loss_cls: 0.1731, d4.loss_bbox: 0.1428, d4.loss_iou: 0.3331, dn_loss_cls: 0.0155, dn_loss_bbox: 0.1825, dn_loss_iou: 0.2792, d0.dn_loss_cls: 0.0470, d0.dn_loss_bbox: 0.2890, d0.dn_loss_iou: 0.3968, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.2075, d1.dn_loss_iou: 0.3097, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1880, d2.dn_loss_iou: 0.2868, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1839, d3.dn_loss_iou: 0.2817, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1825, d4.dn_loss_iou: 0.2791, loss: 7.9624 2024-05-20 20:54:01,775 - mmdet - INFO - Epoch [19][700/3665] lr: 2.000e-04, eta: 1 day, 2:42:41, time: 1.507, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2104, interm_loss_bbox: 0.1602, interm_loss_iou: 0.3803, loss_cls: 0.1696, loss_bbox: 0.1372, loss_iou: 0.3413, d0.loss_cls: 0.2234, d0.loss_bbox: 0.1422, d0.loss_iou: 0.3510, d1.loss_cls: 0.1897, d1.loss_bbox: 0.1401, d1.loss_iou: 0.3488, d2.loss_cls: 0.1800, d2.loss_bbox: 0.1367, d2.loss_iou: 0.3419, d3.loss_cls: 0.1735, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3414, d4.loss_cls: 0.1710, d4.loss_bbox: 0.1371, d4.loss_iou: 0.3411, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1887, dn_loss_iou: 0.2843, d0.dn_loss_cls: 0.0485, d0.dn_loss_bbox: 0.2976, d0.dn_loss_iou: 0.4029, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2153, d1.dn_loss_iou: 0.3162, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1939, d2.dn_loss_iou: 0.2916, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1904, d3.dn_loss_iou: 0.2868, d4.dn_loss_cls: 0.0168, d4.dn_loss_bbox: 0.1886, d4.dn_loss_iou: 0.2842, loss: 8.0389 2024-05-20 20:55:15,256 - mmdet - INFO - Epoch [19][750/3665] lr: 2.000e-04, eta: 1 day, 2:41:27, time: 1.470, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2006, interm_loss_bbox: 0.1627, interm_loss_iou: 0.3734, loss_cls: 0.1620, loss_bbox: 0.1407, loss_iou: 0.3360, d0.loss_cls: 0.2157, d0.loss_bbox: 0.1456, d0.loss_iou: 0.3434, d1.loss_cls: 0.1815, d1.loss_bbox: 0.1440, d1.loss_iou: 0.3404, d2.loss_cls: 0.1700, d2.loss_bbox: 0.1415, d2.loss_iou: 0.3370, d3.loss_cls: 0.1653, d3.loss_bbox: 0.1408, d3.loss_iou: 0.3363, d4.loss_cls: 0.1634, d4.loss_bbox: 0.1399, d4.loss_iou: 0.3364, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1826, dn_loss_iou: 0.2765, d0.dn_loss_cls: 0.0469, d0.dn_loss_bbox: 0.2939, d0.dn_loss_iou: 0.3985, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2087, d1.dn_loss_iou: 0.3082, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1879, d2.dn_loss_iou: 0.2842, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1840, d3.dn_loss_iou: 0.2791, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1826, d4.dn_loss_iou: 0.2764, loss: 7.8734 2024-05-20 20:56:29,181 - mmdet - INFO - Epoch [19][800/3665] lr: 2.000e-04, eta: 1 day, 2:40:13, time: 1.478, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2046, interm_loss_bbox: 0.1673, interm_loss_iou: 0.3740, loss_cls: 0.1646, loss_bbox: 0.1425, loss_iou: 0.3359, d0.loss_cls: 0.2196, d0.loss_bbox: 0.1474, d0.loss_iou: 0.3437, d1.loss_cls: 0.1849, d1.loss_bbox: 0.1460, d1.loss_iou: 0.3410, d2.loss_cls: 0.1746, d2.loss_bbox: 0.1423, d2.loss_iou: 0.3365, d3.loss_cls: 0.1679, d3.loss_bbox: 0.1431, d3.loss_iou: 0.3369, d4.loss_cls: 0.1659, d4.loss_bbox: 0.1424, d4.loss_iou: 0.3360, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1923, dn_loss_iou: 0.2777, d0.dn_loss_cls: 0.0476, d0.dn_loss_bbox: 0.3104, d0.dn_loss_iou: 0.4031, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2211, d1.dn_loss_iou: 0.3101, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1985, d2.dn_loss_iou: 0.2852, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1941, d3.dn_loss_iou: 0.2800, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1922, d4.dn_loss_iou: 0.2776, loss: 7.9965 2024-05-20 20:57:43,091 - mmdet - INFO - Epoch [19][850/3665] lr: 2.000e-04, eta: 1 day, 2:39:00, time: 1.478, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2092, interm_loss_bbox: 0.1615, interm_loss_iou: 0.3796, loss_cls: 0.1706, loss_bbox: 0.1408, loss_iou: 0.3454, d0.loss_cls: 0.2252, d0.loss_bbox: 0.1443, d0.loss_iou: 0.3515, d1.loss_cls: 0.1906, d1.loss_bbox: 0.1439, d1.loss_iou: 0.3495, d2.loss_cls: 0.1783, d2.loss_bbox: 0.1427, d2.loss_iou: 0.3472, d3.loss_cls: 0.1727, d3.loss_bbox: 0.1420, d3.loss_iou: 0.3469, d4.loss_cls: 0.1708, d4.loss_bbox: 0.1415, d4.loss_iou: 0.3460, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1934, dn_loss_iou: 0.2858, d0.dn_loss_cls: 0.0474, d0.dn_loss_bbox: 0.3046, d0.dn_loss_iou: 0.4068, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.2221, d1.dn_loss_iou: 0.3190, d2.dn_loss_cls: 0.0198, d2.dn_loss_bbox: 0.1991, d2.dn_loss_iou: 0.2938, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1952, d3.dn_loss_iou: 0.2886, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1933, d4.dn_loss_iou: 0.2857, loss: 8.1285 2024-05-20 20:58:55,360 - mmdet - INFO - Epoch [19][900/3665] lr: 2.000e-04, eta: 1 day, 2:37:45, time: 1.445, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2046, interm_loss_bbox: 0.1567, interm_loss_iou: 0.3649, loss_cls: 0.1653, loss_bbox: 0.1337, loss_iou: 0.3250, d0.loss_cls: 0.2205, d0.loss_bbox: 0.1365, d0.loss_iou: 0.3299, d1.loss_cls: 0.1855, d1.loss_bbox: 0.1361, d1.loss_iou: 0.3279, d2.loss_cls: 0.1737, d2.loss_bbox: 0.1338, d2.loss_iou: 0.3264, d3.loss_cls: 0.1690, d3.loss_bbox: 0.1335, d3.loss_iou: 0.3250, d4.loss_cls: 0.1663, d4.loss_bbox: 0.1338, d4.loss_iou: 0.3249, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1825, dn_loss_iou: 0.2697, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2902, d0.dn_loss_iou: 0.3861, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.2081, d1.dn_loss_iou: 0.2985, d2.dn_loss_cls: 0.0176, d2.dn_loss_bbox: 0.1877, d2.dn_loss_iou: 0.2768, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1842, d3.dn_loss_iou: 0.2721, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1824, d4.dn_loss_iou: 0.2696, loss: 7.7107 2024-05-20 21:00:06,679 - mmdet - INFO - Epoch [19][950/3665] lr: 2.000e-04, eta: 1 day, 2:36:29, time: 1.426, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2137, interm_loss_bbox: 0.1636, interm_loss_iou: 0.3783, loss_cls: 0.1735, loss_bbox: 0.1409, loss_iou: 0.3421, d0.loss_cls: 0.2313, d0.loss_bbox: 0.1457, d0.loss_iou: 0.3473, d1.loss_cls: 0.1952, d1.loss_bbox: 0.1453, d1.loss_iou: 0.3476, d2.loss_cls: 0.1831, d2.loss_bbox: 0.1423, d2.loss_iou: 0.3443, d3.loss_cls: 0.1778, d3.loss_bbox: 0.1408, d3.loss_iou: 0.3420, d4.loss_cls: 0.1745, d4.loss_bbox: 0.1411, d4.loss_iou: 0.3422, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1865, dn_loss_iou: 0.2835, d0.dn_loss_cls: 0.0479, d0.dn_loss_bbox: 0.3007, d0.dn_loss_iou: 0.4040, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.2158, d1.dn_loss_iou: 0.3164, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.1925, d2.dn_loss_iou: 0.2911, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1880, d3.dn_loss_iou: 0.2860, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1865, d4.dn_loss_iou: 0.2834, loss: 8.0882 2024-05-20 21:01:20,509 - mmdet - INFO - Epoch [19][1000/3665] lr: 2.000e-04, eta: 1 day, 2:35:16, time: 1.477, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2055, interm_loss_bbox: 0.1588, interm_loss_iou: 0.3834, loss_cls: 0.1680, loss_bbox: 0.1359, loss_iou: 0.3439, d0.loss_cls: 0.2217, d0.loss_bbox: 0.1403, d0.loss_iou: 0.3522, d1.loss_cls: 0.1853, d1.loss_bbox: 0.1399, d1.loss_iou: 0.3514, d2.loss_cls: 0.1759, d2.loss_bbox: 0.1374, d2.loss_iou: 0.3456, d3.loss_cls: 0.1711, d3.loss_bbox: 0.1365, d3.loss_iou: 0.3444, d4.loss_cls: 0.1693, d4.loss_bbox: 0.1359, d4.loss_iou: 0.3435, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1810, dn_loss_iou: 0.2786, d0.dn_loss_cls: 0.0468, d0.dn_loss_bbox: 0.2963, d0.dn_loss_iou: 0.3999, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.2099, d1.dn_loss_iou: 0.3113, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1867, d2.dn_loss_iou: 0.2862, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1827, d3.dn_loss_iou: 0.2811, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1809, d4.dn_loss_iou: 0.2785, loss: 7.9548 2024-05-20 21:02:31,929 - mmdet - INFO - Epoch [19][1050/3665] lr: 2.000e-04, eta: 1 day, 2:34:00, time: 1.428, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2090, interm_loss_bbox: 0.1615, interm_loss_iou: 0.3791, loss_cls: 0.1711, loss_bbox: 0.1395, loss_iou: 0.3421, d0.loss_cls: 0.2267, d0.loss_bbox: 0.1419, d0.loss_iou: 0.3463, d1.loss_cls: 0.1899, d1.loss_bbox: 0.1420, d1.loss_iou: 0.3470, d2.loss_cls: 0.1793, d2.loss_bbox: 0.1405, d2.loss_iou: 0.3436, d3.loss_cls: 0.1728, d3.loss_bbox: 0.1407, d3.loss_iou: 0.3439, d4.loss_cls: 0.1718, d4.loss_bbox: 0.1398, d4.loss_iou: 0.3424, dn_loss_cls: 0.0167, dn_loss_bbox: 0.1849, dn_loss_iou: 0.2834, d0.dn_loss_cls: 0.0487, d0.dn_loss_bbox: 0.2926, d0.dn_loss_iou: 0.4013, d1.dn_loss_cls: 0.0258, d1.dn_loss_bbox: 0.2108, d1.dn_loss_iou: 0.3145, d2.dn_loss_cls: 0.0204, d2.dn_loss_bbox: 0.1903, d2.dn_loss_iou: 0.2908, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1864, d3.dn_loss_iou: 0.2860, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1848, d4.dn_loss_iou: 0.2834, loss: 8.0267 2024-05-20 21:03:45,200 - mmdet - INFO - Epoch [19][1100/3665] lr: 2.000e-04, eta: 1 day, 2:32:46, time: 1.465, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2088, interm_loss_bbox: 0.1645, interm_loss_iou: 0.3759, loss_cls: 0.1671, loss_bbox: 0.1376, loss_iou: 0.3342, d0.loss_cls: 0.2284, d0.loss_bbox: 0.1438, d0.loss_iou: 0.3426, d1.loss_cls: 0.1910, d1.loss_bbox: 0.1419, d1.loss_iou: 0.3419, d2.loss_cls: 0.1769, d2.loss_bbox: 0.1384, d2.loss_iou: 0.3367, d3.loss_cls: 0.1710, d3.loss_bbox: 0.1377, d3.loss_iou: 0.3355, d4.loss_cls: 0.1688, d4.loss_bbox: 0.1373, d4.loss_iou: 0.3341, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1915, dn_loss_iou: 0.2826, d0.dn_loss_cls: 0.0500, d0.dn_loss_bbox: 0.3158, d0.dn_loss_iou: 0.4121, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2214, d1.dn_loss_iou: 0.3166, d2.dn_loss_cls: 0.0204, d2.dn_loss_bbox: 0.1982, d2.dn_loss_iou: 0.2904, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1931, d3.dn_loss_iou: 0.2851, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1914, d4.dn_loss_iou: 0.2824, loss: 8.0417 2024-05-20 21:04:58,602 - mmdet - INFO - Epoch [19][1150/3665] lr: 2.000e-04, eta: 1 day, 2:31:32, time: 1.468, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2064, interm_loss_bbox: 0.1578, interm_loss_iou: 0.3833, loss_cls: 0.1696, loss_bbox: 0.1336, loss_iou: 0.3458, d0.loss_cls: 0.2223, d0.loss_bbox: 0.1385, d0.loss_iou: 0.3529, d1.loss_cls: 0.1858, d1.loss_bbox: 0.1382, d1.loss_iou: 0.3534, d2.loss_cls: 0.1750, d2.loss_bbox: 0.1359, d2.loss_iou: 0.3496, d3.loss_cls: 0.1721, d3.loss_bbox: 0.1336, d3.loss_iou: 0.3463, d4.loss_cls: 0.1707, d4.loss_bbox: 0.1335, d4.loss_iou: 0.3456, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1825, dn_loss_iou: 0.2864, d0.dn_loss_cls: 0.0474, d0.dn_loss_bbox: 0.2952, d0.dn_loss_iou: 0.4102, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.2100, d1.dn_loss_iou: 0.3183, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1887, d2.dn_loss_iou: 0.2939, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1842, d3.dn_loss_iou: 0.2888, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1825, d4.dn_loss_iou: 0.2863, loss: 8.0170 2024-05-20 21:06:14,059 - mmdet - INFO - Epoch [19][1200/3665] lr: 2.000e-04, eta: 1 day, 2:30:20, time: 1.509, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2117, interm_loss_bbox: 0.1628, interm_loss_iou: 0.3793, loss_cls: 0.1724, loss_bbox: 0.1399, loss_iou: 0.3410, d0.loss_cls: 0.2264, d0.loss_bbox: 0.1441, d0.loss_iou: 0.3486, d1.loss_cls: 0.1910, d1.loss_bbox: 0.1437, d1.loss_iou: 0.3478, d2.loss_cls: 0.1800, d2.loss_bbox: 0.1414, d2.loss_iou: 0.3426, d3.loss_cls: 0.1743, d3.loss_bbox: 0.1412, d3.loss_iou: 0.3429, d4.loss_cls: 0.1733, d4.loss_bbox: 0.1400, d4.loss_iou: 0.3409, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1915, dn_loss_iou: 0.2851, d0.dn_loss_cls: 0.0487, d0.dn_loss_bbox: 0.3080, d0.dn_loss_iou: 0.4108, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2205, d1.dn_loss_iou: 0.3180, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1981, d2.dn_loss_iou: 0.2932, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1931, d3.dn_loss_iou: 0.2878, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1914, d4.dn_loss_iou: 0.2849, loss: 8.1127 2024-05-20 21:07:29,930 - mmdet - INFO - Epoch [19][1250/3665] lr: 2.000e-04, eta: 1 day, 2:29:08, time: 1.517, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2053, interm_loss_bbox: 0.1655, interm_loss_iou: 0.3767, loss_cls: 0.1681, loss_bbox: 0.1413, loss_iou: 0.3357, d0.loss_cls: 0.2221, d0.loss_bbox: 0.1462, d0.loss_iou: 0.3447, d1.loss_cls: 0.1907, d1.loss_bbox: 0.1437, d1.loss_iou: 0.3406, d2.loss_cls: 0.1777, d2.loss_bbox: 0.1417, d2.loss_iou: 0.3367, d3.loss_cls: 0.1728, d3.loss_bbox: 0.1407, d3.loss_iou: 0.3347, d4.loss_cls: 0.1699, d4.loss_bbox: 0.1408, d4.loss_iou: 0.3349, dn_loss_cls: 0.0164, dn_loss_bbox: 0.1926, dn_loss_iou: 0.2852, d0.dn_loss_cls: 0.0482, d0.dn_loss_bbox: 0.3043, d0.dn_loss_iou: 0.4085, d1.dn_loss_cls: 0.0249, d1.dn_loss_bbox: 0.2199, d1.dn_loss_iou: 0.3179, d2.dn_loss_cls: 0.0197, d2.dn_loss_bbox: 0.1983, d2.dn_loss_iou: 0.2931, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1942, d3.dn_loss_iou: 0.2879, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1926, d4.dn_loss_iou: 0.2851, loss: 8.0536 2024-05-20 21:08:49,380 - mmdet - INFO - Epoch [19][1300/3665] lr: 2.000e-04, eta: 1 day, 2:28:00, time: 1.589, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2095, interm_loss_bbox: 0.1599, interm_loss_iou: 0.3783, loss_cls: 0.1709, loss_bbox: 0.1361, loss_iou: 0.3418, d0.loss_cls: 0.2272, d0.loss_bbox: 0.1406, d0.loss_iou: 0.3478, d1.loss_cls: 0.1943, d1.loss_bbox: 0.1377, d1.loss_iou: 0.3450, d2.loss_cls: 0.1800, d2.loss_bbox: 0.1362, d2.loss_iou: 0.3429, d3.loss_cls: 0.1753, d3.loss_bbox: 0.1354, d3.loss_iou: 0.3415, d4.loss_cls: 0.1725, d4.loss_bbox: 0.1356, d4.loss_iou: 0.3412, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1775, dn_loss_iou: 0.2826, d0.dn_loss_cls: 0.0468, d0.dn_loss_bbox: 0.2882, d0.dn_loss_iou: 0.4036, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.2049, d1.dn_loss_iou: 0.3141, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.1833, d2.dn_loss_iou: 0.2901, d3.dn_loss_cls: 0.0166, d3.dn_loss_bbox: 0.1790, d3.dn_loss_iou: 0.2850, d4.dn_loss_cls: 0.0158, d4.dn_loss_bbox: 0.1775, d4.dn_loss_iou: 0.2825, loss: 7.9563 2024-05-20 21:10:05,599 - mmdet - INFO - Epoch [19][1350/3665] lr: 2.000e-04, eta: 1 day, 2:26:49, time: 1.524, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2071, interm_loss_bbox: 0.1594, interm_loss_iou: 0.3681, loss_cls: 0.1691, loss_bbox: 0.1367, loss_iou: 0.3325, d0.loss_cls: 0.2216, d0.loss_bbox: 0.1422, d0.loss_iou: 0.3403, d1.loss_cls: 0.1922, d1.loss_bbox: 0.1389, d1.loss_iou: 0.3361, d2.loss_cls: 0.1777, d2.loss_bbox: 0.1376, d2.loss_iou: 0.3354, d3.loss_cls: 0.1715, d3.loss_bbox: 0.1379, d3.loss_iou: 0.3337, d4.loss_cls: 0.1697, d4.loss_bbox: 0.1369, d4.loss_iou: 0.3327, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1878, dn_loss_iou: 0.2833, d0.dn_loss_cls: 0.0485, d0.dn_loss_bbox: 0.2975, d0.dn_loss_iou: 0.4015, d1.dn_loss_cls: 0.0251, d1.dn_loss_bbox: 0.2139, d1.dn_loss_iou: 0.3141, d2.dn_loss_cls: 0.0199, d2.dn_loss_bbox: 0.1936, d2.dn_loss_iou: 0.2908, d3.dn_loss_cls: 0.0174, d3.dn_loss_bbox: 0.1894, d3.dn_loss_iou: 0.2858, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1878, d4.dn_loss_iou: 0.2832, loss: 7.9492 2024-05-20 21:11:19,257 - mmdet - INFO - Epoch [19][1400/3665] lr: 2.000e-04, eta: 1 day, 2:25:35, time: 1.474, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2134, interm_loss_bbox: 0.1667, interm_loss_iou: 0.3762, loss_cls: 0.1745, loss_bbox: 0.1433, loss_iou: 0.3406, d0.loss_cls: 0.2272, d0.loss_bbox: 0.1481, d0.loss_iou: 0.3486, d1.loss_cls: 0.1966, d1.loss_bbox: 0.1460, d1.loss_iou: 0.3454, d2.loss_cls: 0.1830, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3437, d3.loss_cls: 0.1775, d3.loss_bbox: 0.1442, d3.loss_iou: 0.3415, d4.loss_cls: 0.1754, d4.loss_bbox: 0.1434, d4.loss_iou: 0.3410, dn_loss_cls: 0.0170, dn_loss_bbox: 0.1951, dn_loss_iou: 0.2907, d0.dn_loss_cls: 0.0489, d0.dn_loss_bbox: 0.3077, d0.dn_loss_iou: 0.4101, d1.dn_loss_cls: 0.0256, d1.dn_loss_bbox: 0.2232, d1.dn_loss_iou: 0.3231, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.2011, d2.dn_loss_iou: 0.2987, d3.dn_loss_cls: 0.0180, d3.dn_loss_bbox: 0.1966, d3.dn_loss_iou: 0.2932, d4.dn_loss_cls: 0.0172, d4.dn_loss_bbox: 0.1951, d4.dn_loss_iou: 0.2905, loss: 8.1935 2024-05-20 21:12:31,187 - mmdet - INFO - Epoch [19][1450/3665] lr: 2.000e-04, eta: 1 day, 2:24:20, time: 1.438, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2119, interm_loss_bbox: 0.1643, interm_loss_iou: 0.3790, loss_cls: 0.1724, loss_bbox: 0.1417, loss_iou: 0.3415, d0.loss_cls: 0.2282, d0.loss_bbox: 0.1460, d0.loss_iou: 0.3512, d1.loss_cls: 0.2001, d1.loss_bbox: 0.1431, d1.loss_iou: 0.3459, d2.loss_cls: 0.1836, d2.loss_bbox: 0.1416, d2.loss_iou: 0.3422, d3.loss_cls: 0.1765, d3.loss_bbox: 0.1410, d3.loss_iou: 0.3413, d4.loss_cls: 0.1744, d4.loss_bbox: 0.1410, d4.loss_iou: 0.3405, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1970, dn_loss_iou: 0.2876, d0.dn_loss_cls: 0.0485, d0.dn_loss_bbox: 0.3142, d0.dn_loss_iou: 0.4105, d1.dn_loss_cls: 0.0251, d1.dn_loss_bbox: 0.2272, d1.dn_loss_iou: 0.3207, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.2036, d2.dn_loss_iou: 0.2958, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1988, d3.dn_loss_iou: 0.2905, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1970, d4.dn_loss_iou: 0.2876, loss: 8.1797 2024-05-20 21:13:42,538 - mmdet - INFO - Epoch [19][1500/3665] lr: 2.000e-04, eta: 1 day, 2:23:04, time: 1.427, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2089, interm_loss_bbox: 0.1591, interm_loss_iou: 0.3832, loss_cls: 0.1711, loss_bbox: 0.1373, loss_iou: 0.3480, d0.loss_cls: 0.2230, d0.loss_bbox: 0.1422, d0.loss_iou: 0.3557, d1.loss_cls: 0.1923, d1.loss_bbox: 0.1405, d1.loss_iou: 0.3541, d2.loss_cls: 0.1795, d2.loss_bbox: 0.1383, d2.loss_iou: 0.3499, d3.loss_cls: 0.1741, d3.loss_bbox: 0.1375, d3.loss_iou: 0.3484, d4.loss_cls: 0.1717, d4.loss_bbox: 0.1375, d4.loss_iou: 0.3483, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1829, dn_loss_iou: 0.2916, d0.dn_loss_cls: 0.0475, d0.dn_loss_bbox: 0.2898, d0.dn_loss_iou: 0.4081, d1.dn_loss_cls: 0.0246, d1.dn_loss_bbox: 0.2092, d1.dn_loss_iou: 0.3230, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.1885, d2.dn_loss_iou: 0.2994, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1845, d3.dn_loss_iou: 0.2942, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1829, d4.dn_loss_iou: 0.2915, loss: 8.0861 2024-05-20 21:14:58,413 - mmdet - INFO - Epoch [19][1550/3665] lr: 2.000e-04, eta: 1 day, 2:21:53, time: 1.518, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2100, interm_loss_bbox: 0.1576, interm_loss_iou: 0.3757, loss_cls: 0.1731, loss_bbox: 0.1365, loss_iou: 0.3395, d0.loss_cls: 0.2260, d0.loss_bbox: 0.1398, d0.loss_iou: 0.3457, d1.loss_cls: 0.1951, d1.loss_bbox: 0.1386, d1.loss_iou: 0.3432, d2.loss_cls: 0.1817, d2.loss_bbox: 0.1373, d2.loss_iou: 0.3408, d3.loss_cls: 0.1763, d3.loss_bbox: 0.1363, d3.loss_iou: 0.3401, d4.loss_cls: 0.1734, d4.loss_bbox: 0.1371, d4.loss_iou: 0.3400, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1882, dn_loss_iou: 0.2817, d0.dn_loss_cls: 0.0492, d0.dn_loss_bbox: 0.3021, d0.dn_loss_iou: 0.4005, d1.dn_loss_cls: 0.0256, d1.dn_loss_bbox: 0.2169, d1.dn_loss_iou: 0.3140, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.1942, d2.dn_loss_iou: 0.2895, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1899, d3.dn_loss_iou: 0.2844, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1882, d4.dn_loss_iou: 0.2817, loss: 8.0217 2024-05-20 21:16:12,436 - mmdet - INFO - Epoch [19][1600/3665] lr: 2.000e-04, eta: 1 day, 2:20:39, time: 1.480, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2105, interm_loss_bbox: 0.1604, interm_loss_iou: 0.3679, loss_cls: 0.1719, loss_bbox: 0.1373, loss_iou: 0.3306, d0.loss_cls: 0.2231, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3383, d1.loss_cls: 0.1915, d1.loss_bbox: 0.1409, d1.loss_iou: 0.3368, d2.loss_cls: 0.1806, d2.loss_bbox: 0.1377, d2.loss_iou: 0.3316, d3.loss_cls: 0.1755, d3.loss_bbox: 0.1376, d3.loss_iou: 0.3307, d4.loss_cls: 0.1736, d4.loss_bbox: 0.1367, d4.loss_iou: 0.3303, dn_loss_cls: 0.0169, dn_loss_bbox: 0.1869, dn_loss_iou: 0.2833, d0.dn_loss_cls: 0.0490, d0.dn_loss_bbox: 0.2943, d0.dn_loss_iou: 0.4012, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2140, d1.dn_loss_iou: 0.3151, d2.dn_loss_cls: 0.0206, d2.dn_loss_bbox: 0.1919, d2.dn_loss_iou: 0.2904, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1883, d3.dn_loss_iou: 0.2858, d4.dn_loss_cls: 0.0172, d4.dn_loss_bbox: 0.1869, d4.dn_loss_iou: 0.2832, loss: 7.9537 2024-05-20 21:17:23,836 - mmdet - INFO - Epoch [19][1650/3665] lr: 2.000e-04, eta: 1 day, 2:19:23, time: 1.428, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2049, interm_loss_bbox: 0.1614, interm_loss_iou: 0.3703, loss_cls: 0.1678, loss_bbox: 0.1353, loss_iou: 0.3316, d0.loss_cls: 0.2187, d0.loss_bbox: 0.1409, d0.loss_iou: 0.3405, d1.loss_cls: 0.1866, d1.loss_bbox: 0.1401, d1.loss_iou: 0.3393, d2.loss_cls: 0.1766, d2.loss_bbox: 0.1369, d2.loss_iou: 0.3342, d3.loss_cls: 0.1709, d3.loss_bbox: 0.1361, d3.loss_iou: 0.3330, d4.loss_cls: 0.1691, d4.loss_bbox: 0.1357, d4.loss_iou: 0.3316, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1880, dn_loss_iou: 0.2815, d0.dn_loss_cls: 0.0476, d0.dn_loss_bbox: 0.2912, d0.dn_loss_iou: 0.3948, d1.dn_loss_cls: 0.0243, d1.dn_loss_bbox: 0.2137, d1.dn_loss_iou: 0.3125, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1930, d2.dn_loss_iou: 0.2889, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1894, d3.dn_loss_iou: 0.2841, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1879, d4.dn_loss_iou: 0.2815, loss: 7.9073 2024-05-20 21:18:40,156 - mmdet - INFO - Epoch [19][1700/3665] lr: 2.000e-04, eta: 1 day, 2:18:12, time: 1.526, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2056, interm_loss_bbox: 0.1584, interm_loss_iou: 0.3694, loss_cls: 0.1677, loss_bbox: 0.1361, loss_iou: 0.3345, d0.loss_cls: 0.2181, d0.loss_bbox: 0.1415, d0.loss_iou: 0.3418, d1.loss_cls: 0.1868, d1.loss_bbox: 0.1393, d1.loss_iou: 0.3395, d2.loss_cls: 0.1751, d2.loss_bbox: 0.1374, d2.loss_iou: 0.3369, d3.loss_cls: 0.1704, d3.loss_bbox: 0.1368, d3.loss_iou: 0.3354, d4.loss_cls: 0.1682, d4.loss_bbox: 0.1364, d4.loss_iou: 0.3350, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1886, dn_loss_iou: 0.2792, d0.dn_loss_cls: 0.0471, d0.dn_loss_bbox: 0.2995, d0.dn_loss_iou: 0.3975, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.2161, d1.dn_loss_iou: 0.3112, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1946, d2.dn_loss_iou: 0.2870, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1901, d3.dn_loss_iou: 0.2817, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1886, d4.dn_loss_iou: 0.2791, loss: 7.9193 2024-05-20 21:19:53,747 - mmdet - INFO - Epoch [19][1750/3665] lr: 2.000e-04, eta: 1 day, 2:16:58, time: 1.472, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2110, interm_loss_bbox: 0.1625, interm_loss_iou: 0.3726, loss_cls: 0.1708, loss_bbox: 0.1371, loss_iou: 0.3358, d0.loss_cls: 0.2248, d0.loss_bbox: 0.1431, d0.loss_iou: 0.3435, d1.loss_cls: 0.1907, d1.loss_bbox: 0.1422, d1.loss_iou: 0.3418, d2.loss_cls: 0.1795, d2.loss_bbox: 0.1381, d2.loss_iou: 0.3376, d3.loss_cls: 0.1750, d3.loss_bbox: 0.1372, d3.loss_iou: 0.3354, d4.loss_cls: 0.1714, d4.loss_bbox: 0.1371, d4.loss_iou: 0.3362, dn_loss_cls: 0.0155, dn_loss_bbox: 0.1856, dn_loss_iou: 0.2782, d0.dn_loss_cls: 0.0478, d0.dn_loss_bbox: 0.2962, d0.dn_loss_iou: 0.3963, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2135, d1.dn_loss_iou: 0.3098, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.1917, d2.dn_loss_iou: 0.2858, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1876, d3.dn_loss_iou: 0.2810, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1856, d4.dn_loss_iou: 0.2781, loss: 7.9526 2024-05-20 21:21:09,495 - mmdet - INFO - Epoch [19][1800/3665] lr: 2.000e-04, eta: 1 day, 2:15:47, time: 1.515, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2171, interm_loss_bbox: 0.1631, interm_loss_iou: 0.3794, loss_cls: 0.1788, loss_bbox: 0.1394, loss_iou: 0.3421, d0.loss_cls: 0.2314, d0.loss_bbox: 0.1442, d0.loss_iou: 0.3495, d1.loss_cls: 0.1970, d1.loss_bbox: 0.1444, d1.loss_iou: 0.3494, d2.loss_cls: 0.1869, d2.loss_bbox: 0.1413, d2.loss_iou: 0.3446, d3.loss_cls: 0.1823, d3.loss_bbox: 0.1395, d3.loss_iou: 0.3419, d4.loss_cls: 0.1796, d4.loss_bbox: 0.1394, d4.loss_iou: 0.3419, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1961, dn_loss_iou: 0.2843, d0.dn_loss_cls: 0.0497, d0.dn_loss_bbox: 0.3066, d0.dn_loss_iou: 0.4016, d1.dn_loss_cls: 0.0263, d1.dn_loss_bbox: 0.2230, d1.dn_loss_iou: 0.3156, d2.dn_loss_cls: 0.0207, d2.dn_loss_bbox: 0.2014, d2.dn_loss_iou: 0.2919, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1974, d3.dn_loss_iou: 0.2867, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1961, d4.dn_loss_iou: 0.2842, loss: 8.1664 2024-05-20 21:22:31,810 - mmdet - INFO - Epoch [19][1850/3665] lr: 2.000e-04, eta: 1 day, 2:14:39, time: 1.608, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2015, interm_loss_bbox: 0.1593, interm_loss_iou: 0.3670, loss_cls: 0.1652, loss_bbox: 0.1342, loss_iou: 0.3278, d0.loss_cls: 0.2160, d0.loss_bbox: 0.1401, d0.loss_iou: 0.3379, d1.loss_cls: 0.1845, d1.loss_bbox: 0.1382, d1.loss_iou: 0.3338, d2.loss_cls: 0.1732, d2.loss_bbox: 0.1349, d2.loss_iou: 0.3308, d3.loss_cls: 0.1686, d3.loss_bbox: 0.1338, d3.loss_iou: 0.3286, d4.loss_cls: 0.1664, d4.loss_bbox: 0.1332, d4.loss_iou: 0.3279, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1824, dn_loss_iou: 0.2774, d0.dn_loss_cls: 0.0472, d0.dn_loss_bbox: 0.2907, d0.dn_loss_iou: 0.3979, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2085, d1.dn_loss_iou: 0.3088, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1880, d2.dn_loss_iou: 0.2850, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1840, d3.dn_loss_iou: 0.2799, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1823, d4.dn_loss_iou: 0.2773, loss: 7.8043 2024-05-20 21:23:46,932 - mmdet - INFO - Epoch [19][1900/3665] lr: 2.000e-04, eta: 1 day, 2:13:29, time: 1.540, data_time: 0.053, memory: 41053, interm_loss_cls: 0.2148, interm_loss_bbox: 0.1645, interm_loss_iou: 0.3759, loss_cls: 0.1740, loss_bbox: 0.1406, loss_iou: 0.3388, d0.loss_cls: 0.2275, d0.loss_bbox: 0.1483, d0.loss_iou: 0.3501, d1.loss_cls: 0.1947, d1.loss_bbox: 0.1458, d1.loss_iou: 0.3456, d2.loss_cls: 0.1815, d2.loss_bbox: 0.1424, d2.loss_iou: 0.3411, d3.loss_cls: 0.1761, d3.loss_bbox: 0.1417, d3.loss_iou: 0.3406, d4.loss_cls: 0.1745, d4.loss_bbox: 0.1416, d4.loss_iou: 0.3395, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1971, dn_loss_iou: 0.2875, d0.dn_loss_cls: 0.0484, d0.dn_loss_bbox: 0.3112, d0.dn_loss_iou: 0.4117, d1.dn_loss_cls: 0.0251, d1.dn_loss_bbox: 0.2255, d1.dn_loss_iou: 0.3202, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.2031, d2.dn_loss_iou: 0.2956, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1988, d3.dn_loss_iou: 0.2902, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1971, d4.dn_loss_iou: 0.2874, loss: 8.1671 2024-05-20 21:25:00,564 - mmdet - INFO - Epoch [19][1950/3665] lr: 2.000e-04, eta: 1 day, 2:12:15, time: 1.473, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2090, interm_loss_bbox: 0.1616, interm_loss_iou: 0.3747, loss_cls: 0.1691, loss_bbox: 0.1396, loss_iou: 0.3378, d0.loss_cls: 0.2203, d0.loss_bbox: 0.1459, d0.loss_iou: 0.3461, d1.loss_cls: 0.1863, d1.loss_bbox: 0.1447, d1.loss_iou: 0.3453, d2.loss_cls: 0.1763, d2.loss_bbox: 0.1413, d2.loss_iou: 0.3405, d3.loss_cls: 0.1721, d3.loss_bbox: 0.1398, d3.loss_iou: 0.3387, d4.loss_cls: 0.1701, d4.loss_bbox: 0.1395, d4.loss_iou: 0.3381, dn_loss_cls: 0.0154, dn_loss_bbox: 0.1947, dn_loss_iou: 0.2867, d0.dn_loss_cls: 0.0473, d0.dn_loss_bbox: 0.3075, d0.dn_loss_iou: 0.4050, d1.dn_loss_cls: 0.0244, d1.dn_loss_bbox: 0.2226, d1.dn_loss_iou: 0.3183, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.2008, d2.dn_loss_iou: 0.2947, d3.dn_loss_cls: 0.0166, d3.dn_loss_bbox: 0.1966, d3.dn_loss_iou: 0.2893, d4.dn_loss_cls: 0.0157, d4.dn_loss_bbox: 0.1947, d4.dn_loss_iou: 0.2866, loss: 8.0733 2024-05-20 21:26:12,879 - mmdet - INFO - Epoch [19][2000/3665] lr: 2.000e-04, eta: 1 day, 2:11:00, time: 1.446, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2136, interm_loss_bbox: 0.1638, interm_loss_iou: 0.3788, loss_cls: 0.1757, loss_bbox: 0.1398, loss_iou: 0.3412, d0.loss_cls: 0.2312, d0.loss_bbox: 0.1427, d0.loss_iou: 0.3468, d1.loss_cls: 0.1957, d1.loss_bbox: 0.1433, d1.loss_iou: 0.3466, d2.loss_cls: 0.1838, d2.loss_bbox: 0.1409, d2.loss_iou: 0.3427, d3.loss_cls: 0.1787, d3.loss_bbox: 0.1402, d3.loss_iou: 0.3422, d4.loss_cls: 0.1761, d4.loss_bbox: 0.1405, d4.loss_iou: 0.3418, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1907, dn_loss_iou: 0.2851, d0.dn_loss_cls: 0.0483, d0.dn_loss_bbox: 0.3043, d0.dn_loss_iou: 0.4051, d1.dn_loss_cls: 0.0249, d1.dn_loss_bbox: 0.2195, d1.dn_loss_iou: 0.3176, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.1962, d2.dn_loss_iou: 0.2927, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1923, d3.dn_loss_iou: 0.2875, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1907, d4.dn_loss_iou: 0.2850, loss: 8.1138 2024-05-20 21:27:24,401 - mmdet - INFO - Epoch [19][2050/3665] lr: 2.000e-04, eta: 1 day, 2:09:45, time: 1.430, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2094, interm_loss_bbox: 0.1592, interm_loss_iou: 0.3731, loss_cls: 0.1709, loss_bbox: 0.1345, loss_iou: 0.3353, d0.loss_cls: 0.2245, d0.loss_bbox: 0.1390, d0.loss_iou: 0.3408, d1.loss_cls: 0.1917, d1.loss_bbox: 0.1376, d1.loss_iou: 0.3391, d2.loss_cls: 0.1793, d2.loss_bbox: 0.1364, d2.loss_iou: 0.3374, d3.loss_cls: 0.1733, d3.loss_bbox: 0.1353, d3.loss_iou: 0.3358, d4.loss_cls: 0.1715, d4.loss_bbox: 0.1349, d4.loss_iou: 0.3352, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1895, dn_loss_iou: 0.2834, d0.dn_loss_cls: 0.0475, d0.dn_loss_bbox: 0.3035, d0.dn_loss_iou: 0.4053, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2173, d1.dn_loss_iou: 0.3160, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.1956, d2.dn_loss_iou: 0.2914, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1911, d3.dn_loss_iou: 0.2859, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1894, d4.dn_loss_iou: 0.2833, loss: 7.9862 2024-05-20 21:28:37,792 - mmdet - INFO - Epoch [19][2100/3665] lr: 2.000e-04, eta: 1 day, 2:08:31, time: 1.468, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2086, interm_loss_bbox: 0.1542, interm_loss_iou: 0.3760, loss_cls: 0.1671, loss_bbox: 0.1351, loss_iou: 0.3403, d0.loss_cls: 0.2205, d0.loss_bbox: 0.1386, d0.loss_iou: 0.3463, d1.loss_cls: 0.1865, d1.loss_bbox: 0.1374, d1.loss_iou: 0.3452, d2.loss_cls: 0.1745, d2.loss_bbox: 0.1362, d2.loss_iou: 0.3435, d3.loss_cls: 0.1701, d3.loss_bbox: 0.1354, d3.loss_iou: 0.3410, d4.loss_cls: 0.1679, d4.loss_bbox: 0.1350, d4.loss_iou: 0.3402, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1802, dn_loss_iou: 0.2753, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2884, d0.dn_loss_iou: 0.3934, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.2058, d1.dn_loss_iou: 0.3061, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1855, d2.dn_loss_iou: 0.2826, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1818, d3.dn_loss_iou: 0.2777, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1802, d4.dn_loss_iou: 0.2753, loss: 7.8664 2024-05-20 21:29:52,784 - mmdet - INFO - Epoch [19][2150/3665] lr: 2.000e-04, eta: 1 day, 2:07:18, time: 1.500, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2070, interm_loss_bbox: 0.1653, interm_loss_iou: 0.3771, loss_cls: 0.1689, loss_bbox: 0.1412, loss_iou: 0.3393, d0.loss_cls: 0.2206, d0.loss_bbox: 0.1450, d0.loss_iou: 0.3464, d1.loss_cls: 0.1874, d1.loss_bbox: 0.1440, d1.loss_iou: 0.3441, d2.loss_cls: 0.1768, d2.loss_bbox: 0.1421, d2.loss_iou: 0.3409, d3.loss_cls: 0.1710, d3.loss_bbox: 0.1421, d3.loss_iou: 0.3405, d4.loss_cls: 0.1691, d4.loss_bbox: 0.1422, d4.loss_iou: 0.3401, dn_loss_cls: 0.0178, dn_loss_bbox: 0.1841, dn_loss_iou: 0.2782, d0.dn_loss_cls: 0.0476, d0.dn_loss_bbox: 0.2924, d0.dn_loss_iou: 0.3957, d1.dn_loss_cls: 0.0251, d1.dn_loss_bbox: 0.2104, d1.dn_loss_iou: 0.3099, d2.dn_loss_cls: 0.0199, d2.dn_loss_bbox: 0.1899, d2.dn_loss_iou: 0.2855, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1856, d3.dn_loss_iou: 0.2805, d4.dn_loss_cls: 0.0174, d4.dn_loss_bbox: 0.1841, d4.dn_loss_iou: 0.2781, loss: 7.9706 2024-05-20 21:31:04,497 - mmdet - INFO - Epoch [19][2200/3665] lr: 2.000e-04, eta: 1 day, 2:06:03, time: 1.434, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2081, interm_loss_bbox: 0.1662, interm_loss_iou: 0.3807, loss_cls: 0.1710, loss_bbox: 0.1379, loss_iou: 0.3388, d0.loss_cls: 0.2224, d0.loss_bbox: 0.1441, d0.loss_iou: 0.3474, d1.loss_cls: 0.1887, d1.loss_bbox: 0.1435, d1.loss_iou: 0.3462, d2.loss_cls: 0.1781, d2.loss_bbox: 0.1402, d2.loss_iou: 0.3415, d3.loss_cls: 0.1731, d3.loss_bbox: 0.1390, d3.loss_iou: 0.3398, d4.loss_cls: 0.1719, d4.loss_bbox: 0.1376, d4.loss_iou: 0.3391, dn_loss_cls: 0.0164, dn_loss_bbox: 0.1852, dn_loss_iou: 0.2826, d0.dn_loss_cls: 0.0486, d0.dn_loss_bbox: 0.3001, d0.dn_loss_iou: 0.4031, d1.dn_loss_cls: 0.0256, d1.dn_loss_bbox: 0.2134, d1.dn_loss_iou: 0.3151, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1914, d2.dn_loss_iou: 0.2904, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1869, d3.dn_loss_iou: 0.2853, d4.dn_loss_cls: 0.0168, d4.dn_loss_bbox: 0.1852, d4.dn_loss_iou: 0.2825, loss: 8.0214 2024-05-20 21:32:20,523 - mmdet - INFO - Epoch [19][2250/3665] lr: 2.000e-04, eta: 1 day, 2:04:51, time: 1.521, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2107, interm_loss_bbox: 0.1575, interm_loss_iou: 0.3623, loss_cls: 0.1694, loss_bbox: 0.1369, loss_iou: 0.3279, d0.loss_cls: 0.2244, d0.loss_bbox: 0.1393, d0.loss_iou: 0.3326, d1.loss_cls: 0.1882, d1.loss_bbox: 0.1393, d1.loss_iou: 0.3330, d2.loss_cls: 0.1785, d2.loss_bbox: 0.1372, d2.loss_iou: 0.3288, d3.loss_cls: 0.1731, d3.loss_bbox: 0.1374, d3.loss_iou: 0.3278, d4.loss_cls: 0.1710, d4.loss_bbox: 0.1366, d4.loss_iou: 0.3273, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1866, dn_loss_iou: 0.2797, d0.dn_loss_cls: 0.0469, d0.dn_loss_bbox: 0.2981, d0.dn_loss_iou: 0.3973, d1.dn_loss_cls: 0.0249, d1.dn_loss_bbox: 0.2140, d1.dn_loss_iou: 0.3112, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1923, d2.dn_loss_iou: 0.2873, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1881, d3.dn_loss_iou: 0.2823, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1865, d4.dn_loss_iou: 0.2796, loss: 7.8840 2024-05-20 21:33:32,210 - mmdet - INFO - Epoch [19][2300/3665] lr: 2.000e-04, eta: 1 day, 2:03:36, time: 1.433, data_time: 0.023, memory: 41053, interm_loss_cls: 0.2054, interm_loss_bbox: 0.1597, interm_loss_iou: 0.3714, loss_cls: 0.1662, loss_bbox: 0.1383, loss_iou: 0.3342, d0.loss_cls: 0.2188, d0.loss_bbox: 0.1410, d0.loss_iou: 0.3412, d1.loss_cls: 0.1865, d1.loss_bbox: 0.1414, d1.loss_iou: 0.3406, d2.loss_cls: 0.1744, d2.loss_bbox: 0.1391, d2.loss_iou: 0.3363, d3.loss_cls: 0.1697, d3.loss_bbox: 0.1387, d3.loss_iou: 0.3355, d4.loss_cls: 0.1669, d4.loss_bbox: 0.1386, d4.loss_iou: 0.3346, dn_loss_cls: 0.0154, dn_loss_bbox: 0.1857, dn_loss_iou: 0.2806, d0.dn_loss_cls: 0.0465, d0.dn_loss_bbox: 0.2909, d0.dn_loss_iou: 0.3988, d1.dn_loss_cls: 0.0237, d1.dn_loss_bbox: 0.2121, d1.dn_loss_iou: 0.3126, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1909, d2.dn_loss_iou: 0.2880, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1871, d3.dn_loss_iou: 0.2830, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1856, d4.dn_loss_iou: 0.2806, loss: 7.9105 2024-05-20 21:34:47,640 - mmdet - INFO - Epoch [19][2350/3665] lr: 2.000e-04, eta: 1 day, 2:02:24, time: 1.509, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2085, interm_loss_bbox: 0.1569, interm_loss_iou: 0.3808, loss_cls: 0.1733, loss_bbox: 0.1336, loss_iou: 0.3425, d0.loss_cls: 0.2238, d0.loss_bbox: 0.1394, d0.loss_iou: 0.3521, d1.loss_cls: 0.1913, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3482, d2.loss_cls: 0.1810, d2.loss_bbox: 0.1346, d2.loss_iou: 0.3445, d3.loss_cls: 0.1756, d3.loss_bbox: 0.1340, d3.loss_iou: 0.3439, d4.loss_cls: 0.1736, d4.loss_bbox: 0.1340, d4.loss_iou: 0.3432, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1831, dn_loss_iou: 0.2919, d0.dn_loss_cls: 0.0481, d0.dn_loss_bbox: 0.2899, d0.dn_loss_iou: 0.4116, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2092, d1.dn_loss_iou: 0.3232, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.1891, d2.dn_loss_iou: 0.2996, d3.dn_loss_cls: 0.0174, d3.dn_loss_bbox: 0.1845, d3.dn_loss_iou: 0.2946, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1830, d4.dn_loss_iou: 0.2919, loss: 8.0479 2024-05-20 21:36:05,639 - mmdet - INFO - Epoch [19][2400/3665] lr: 2.000e-04, eta: 1 day, 2:01:14, time: 1.560, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2102, interm_loss_bbox: 0.1686, interm_loss_iou: 0.3817, loss_cls: 0.1720, loss_bbox: 0.1432, loss_iou: 0.3398, d0.loss_cls: 0.2258, d0.loss_bbox: 0.1462, d0.loss_iou: 0.3464, d1.loss_cls: 0.1922, d1.loss_bbox: 0.1459, d1.loss_iou: 0.3435, d2.loss_cls: 0.1807, d2.loss_bbox: 0.1434, d2.loss_iou: 0.3405, d3.loss_cls: 0.1749, d3.loss_bbox: 0.1437, d3.loss_iou: 0.3407, d4.loss_cls: 0.1725, d4.loss_bbox: 0.1436, d4.loss_iou: 0.3406, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1905, dn_loss_iou: 0.2815, d0.dn_loss_cls: 0.0480, d0.dn_loss_bbox: 0.3012, d0.dn_loss_iou: 0.4007, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2184, d1.dn_loss_iou: 0.3132, d2.dn_loss_cls: 0.0204, d2.dn_loss_bbox: 0.1964, d2.dn_loss_iou: 0.2888, d3.dn_loss_cls: 0.0180, d3.dn_loss_bbox: 0.1920, d3.dn_loss_iou: 0.2840, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1905, d4.dn_loss_iou: 0.2814, loss: 8.0806 2024-05-20 21:37:26,666 - mmdet - INFO - Epoch [19][2450/3665] lr: 2.000e-04, eta: 1 day, 2:00:07, time: 1.620, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2072, interm_loss_bbox: 0.1617, interm_loss_iou: 0.3799, loss_cls: 0.1702, loss_bbox: 0.1388, loss_iou: 0.3426, d0.loss_cls: 0.2225, d0.loss_bbox: 0.1441, d0.loss_iou: 0.3508, d1.loss_cls: 0.1881, d1.loss_bbox: 0.1420, d1.loss_iou: 0.3475, d2.loss_cls: 0.1786, d2.loss_bbox: 0.1399, d2.loss_iou: 0.3447, d3.loss_cls: 0.1734, d3.loss_bbox: 0.1395, d3.loss_iou: 0.3432, d4.loss_cls: 0.1711, d4.loss_bbox: 0.1390, d4.loss_iou: 0.3426, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1914, dn_loss_iou: 0.2890, d0.dn_loss_cls: 0.0476, d0.dn_loss_bbox: 0.2990, d0.dn_loss_iou: 0.4045, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.2194, d1.dn_loss_iou: 0.3209, d2.dn_loss_cls: 0.0199, d2.dn_loss_bbox: 0.1976, d2.dn_loss_iou: 0.2971, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1933, d3.dn_loss_iou: 0.2918, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1914, d4.dn_loss_iou: 0.2890, loss: 8.0952 2024-05-20 21:38:37,806 - mmdet - INFO - Epoch [19][2500/3665] lr: 2.000e-04, eta: 1 day, 1:58:51, time: 1.423, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2089, interm_loss_bbox: 0.1619, interm_loss_iou: 0.3746, loss_cls: 0.1742, loss_bbox: 0.1356, loss_iou: 0.3351, d0.loss_cls: 0.2232, d0.loss_bbox: 0.1427, d0.loss_iou: 0.3453, d1.loss_cls: 0.1921, d1.loss_bbox: 0.1396, d1.loss_iou: 0.3413, d2.loss_cls: 0.1816, d2.loss_bbox: 0.1364, d2.loss_iou: 0.3375, d3.loss_cls: 0.1768, d3.loss_bbox: 0.1358, d3.loss_iou: 0.3356, d4.loss_cls: 0.1747, d4.loss_bbox: 0.1357, d4.loss_iou: 0.3360, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1917, dn_loss_iou: 0.2836, d0.dn_loss_cls: 0.0477, d0.dn_loss_bbox: 0.3054, d0.dn_loss_iou: 0.4050, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2198, d1.dn_loss_iou: 0.3154, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1977, d2.dn_loss_iou: 0.2913, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1933, d3.dn_loss_iou: 0.2862, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1916, d4.dn_loss_iou: 0.2834, loss: 8.0336 2024-05-20 21:39:50,877 - mmdet - INFO - Epoch [19][2550/3665] lr: 2.000e-04, eta: 1 day, 1:57:37, time: 1.461, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2103, interm_loss_bbox: 0.1661, interm_loss_iou: 0.3739, loss_cls: 0.1715, loss_bbox: 0.1429, loss_iou: 0.3360, d0.loss_cls: 0.2255, d0.loss_bbox: 0.1472, d0.loss_iou: 0.3428, d1.loss_cls: 0.1915, d1.loss_bbox: 0.1464, d1.loss_iou: 0.3429, d2.loss_cls: 0.1797, d2.loss_bbox: 0.1442, d2.loss_iou: 0.3389, d3.loss_cls: 0.1753, d3.loss_bbox: 0.1432, d3.loss_iou: 0.3365, d4.loss_cls: 0.1724, d4.loss_bbox: 0.1428, d4.loss_iou: 0.3360, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1899, dn_loss_iou: 0.2854, d0.dn_loss_cls: 0.0477, d0.dn_loss_bbox: 0.3002, d0.dn_loss_iou: 0.4063, d1.dn_loss_cls: 0.0247, d1.dn_loss_bbox: 0.2174, d1.dn_loss_iou: 0.3182, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1957, d2.dn_loss_iou: 0.2934, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1915, d3.dn_loss_iou: 0.2882, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1899, d4.dn_loss_iou: 0.2854, loss: 8.0681 2024-05-20 21:41:02,449 - mmdet - INFO - Epoch [19][2600/3665] lr: 2.000e-04, eta: 1 day, 1:56:21, time: 1.431, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2089, interm_loss_bbox: 0.1672, interm_loss_iou: 0.3769, loss_cls: 0.1717, loss_bbox: 0.1428, loss_iou: 0.3373, d0.loss_cls: 0.2231, d0.loss_bbox: 0.1477, d0.loss_iou: 0.3471, d1.loss_cls: 0.1906, d1.loss_bbox: 0.1470, d1.loss_iou: 0.3440, d2.loss_cls: 0.1785, d2.loss_bbox: 0.1459, d2.loss_iou: 0.3413, d3.loss_cls: 0.1739, d3.loss_bbox: 0.1438, d3.loss_iou: 0.3392, d4.loss_cls: 0.1721, d4.loss_bbox: 0.1431, d4.loss_iou: 0.3377, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1935, dn_loss_iou: 0.2852, d0.dn_loss_cls: 0.0491, d0.dn_loss_bbox: 0.3115, d0.dn_loss_iou: 0.4070, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2226, d1.dn_loss_iou: 0.3179, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.1996, d2.dn_loss_iou: 0.2932, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1951, d3.dn_loss_iou: 0.2876, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1935, d4.dn_loss_iou: 0.2851, loss: 8.1163 2024-05-20 21:42:16,719 - mmdet - INFO - Epoch [19][2650/3665] lr: 2.000e-04, eta: 1 day, 1:55:08, time: 1.485, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2068, interm_loss_bbox: 0.1625, interm_loss_iou: 0.3649, loss_cls: 0.1671, loss_bbox: 0.1396, loss_iou: 0.3261, d0.loss_cls: 0.2209, d0.loss_bbox: 0.1432, d0.loss_iou: 0.3355, d1.loss_cls: 0.1876, d1.loss_bbox: 0.1432, d1.loss_iou: 0.3319, d2.loss_cls: 0.1758, d2.loss_bbox: 0.1410, d2.loss_iou: 0.3281, d3.loss_cls: 0.1707, d3.loss_bbox: 0.1404, d3.loss_iou: 0.3270, d4.loss_cls: 0.1684, d4.loss_bbox: 0.1395, d4.loss_iou: 0.3263, dn_loss_cls: 0.0161, dn_loss_bbox: 0.1894, dn_loss_iou: 0.2758, d0.dn_loss_cls: 0.0481, d0.dn_loss_bbox: 0.3059, d0.dn_loss_iou: 0.3995, d1.dn_loss_cls: 0.0252, d1.dn_loss_bbox: 0.2177, d1.dn_loss_iou: 0.3084, d2.dn_loss_cls: 0.0197, d2.dn_loss_bbox: 0.1951, d2.dn_loss_iou: 0.2837, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1909, d3.dn_loss_iou: 0.2785, d4.dn_loss_cls: 0.0164, d4.dn_loss_bbox: 0.1893, d4.dn_loss_iou: 0.2757, loss: 7.8994 2024-05-20 21:43:32,388 - mmdet - INFO - Epoch [19][2700/3665] lr: 2.000e-04, eta: 1 day, 1:53:56, time: 1.513, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2088, interm_loss_bbox: 0.1610, interm_loss_iou: 0.3784, loss_cls: 0.1711, loss_bbox: 0.1386, loss_iou: 0.3413, d0.loss_cls: 0.2224, d0.loss_bbox: 0.1412, d0.loss_iou: 0.3475, d1.loss_cls: 0.1915, d1.loss_bbox: 0.1402, d1.loss_iou: 0.3458, d2.loss_cls: 0.1797, d2.loss_bbox: 0.1390, d2.loss_iou: 0.3437, d3.loss_cls: 0.1747, d3.loss_bbox: 0.1385, d3.loss_iou: 0.3415, d4.loss_cls: 0.1721, d4.loss_bbox: 0.1390, d4.loss_iou: 0.3408, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1872, dn_loss_iou: 0.2836, d0.dn_loss_cls: 0.0485, d0.dn_loss_bbox: 0.2967, d0.dn_loss_iou: 0.4011, d1.dn_loss_cls: 0.0258, d1.dn_loss_bbox: 0.2149, d1.dn_loss_iou: 0.3148, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.1935, d2.dn_loss_iou: 0.2911, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1890, d3.dn_loss_iou: 0.2862, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1871, d4.dn_loss_iou: 0.2834, loss: 8.0318 2024-05-20 21:44:43,847 - mmdet - INFO - Epoch [19][2750/3665] lr: 2.000e-04, eta: 1 day, 1:52:41, time: 1.429, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2056, interm_loss_bbox: 0.1602, interm_loss_iou: 0.3711, loss_cls: 0.1678, loss_bbox: 0.1371, loss_iou: 0.3318, d0.loss_cls: 0.2181, d0.loss_bbox: 0.1403, d0.loss_iou: 0.3407, d1.loss_cls: 0.1866, d1.loss_bbox: 0.1403, d1.loss_iou: 0.3396, d2.loss_cls: 0.1757, d2.loss_bbox: 0.1376, d2.loss_iou: 0.3354, d3.loss_cls: 0.1712, d3.loss_bbox: 0.1372, d3.loss_iou: 0.3327, d4.loss_cls: 0.1693, d4.loss_bbox: 0.1365, d4.loss_iou: 0.3316, dn_loss_cls: 0.0164, dn_loss_bbox: 0.1858, dn_loss_iou: 0.2752, d0.dn_loss_cls: 0.0476, d0.dn_loss_bbox: 0.2978, d0.dn_loss_iou: 0.3935, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2150, d1.dn_loss_iou: 0.3066, d2.dn_loss_cls: 0.0197, d2.dn_loss_bbox: 0.1917, d2.dn_loss_iou: 0.2824, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1874, d3.dn_loss_iou: 0.2777, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1858, d4.dn_loss_iou: 0.2750, loss: 7.8824 2024-05-20 21:45:57,998 - mmdet - INFO - Epoch [19][2800/3665] lr: 2.000e-04, eta: 1 day, 1:51:27, time: 1.483, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2068, interm_loss_bbox: 0.1608, interm_loss_iou: 0.3821, loss_cls: 0.1711, loss_bbox: 0.1365, loss_iou: 0.3405, d0.loss_cls: 0.2190, d0.loss_bbox: 0.1411, d0.loss_iou: 0.3487, d1.loss_cls: 0.1876, d1.loss_bbox: 0.1411, d1.loss_iou: 0.3470, d2.loss_cls: 0.1789, d2.loss_bbox: 0.1376, d2.loss_iou: 0.3415, d3.loss_cls: 0.1744, d3.loss_bbox: 0.1372, d3.loss_iou: 0.3407, d4.loss_cls: 0.1723, d4.loss_bbox: 0.1367, d4.loss_iou: 0.3406, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1857, dn_loss_iou: 0.2856, d0.dn_loss_cls: 0.0471, d0.dn_loss_bbox: 0.2928, d0.dn_loss_iou: 0.4025, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.2116, d1.dn_loss_iou: 0.3165, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1912, d2.dn_loss_iou: 0.2927, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1873, d3.dn_loss_iou: 0.2879, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1856, d4.dn_loss_iou: 0.2854, loss: 8.0055 2024-05-20 21:47:11,685 - mmdet - INFO - Epoch [19][2850/3665] lr: 2.000e-04, eta: 1 day, 1:50:14, time: 1.474, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2048, interm_loss_bbox: 0.1627, interm_loss_iou: 0.3662, loss_cls: 0.1681, loss_bbox: 0.1389, loss_iou: 0.3303, d0.loss_cls: 0.2183, d0.loss_bbox: 0.1451, d0.loss_iou: 0.3373, d1.loss_cls: 0.1859, d1.loss_bbox: 0.1437, d1.loss_iou: 0.3370, d2.loss_cls: 0.1757, d2.loss_bbox: 0.1414, d2.loss_iou: 0.3326, d3.loss_cls: 0.1711, d3.loss_bbox: 0.1400, d3.loss_iou: 0.3307, d4.loss_cls: 0.1686, d4.loss_bbox: 0.1395, d4.loss_iou: 0.3307, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1884, dn_loss_iou: 0.2796, d0.dn_loss_cls: 0.0474, d0.dn_loss_bbox: 0.3021, d0.dn_loss_iou: 0.3995, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2161, d1.dn_loss_iou: 0.3115, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1941, d2.dn_loss_iou: 0.2869, d3.dn_loss_cls: 0.0165, d3.dn_loss_bbox: 0.1900, d3.dn_loss_iou: 0.2820, d4.dn_loss_cls: 0.0157, d4.dn_loss_bbox: 0.1883, d4.dn_loss_iou: 0.2795, loss: 7.9242 2024-05-20 21:48:28,303 - mmdet - INFO - Epoch [19][2900/3665] lr: 2.000e-04, eta: 1 day, 1:49:03, time: 1.532, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2087, interm_loss_bbox: 0.1628, interm_loss_iou: 0.3742, loss_cls: 0.1708, loss_bbox: 0.1407, loss_iou: 0.3394, d0.loss_cls: 0.2214, d0.loss_bbox: 0.1451, d0.loss_iou: 0.3459, d1.loss_cls: 0.1892, d1.loss_bbox: 0.1439, d1.loss_iou: 0.3444, d2.loss_cls: 0.1777, d2.loss_bbox: 0.1423, d2.loss_iou: 0.3427, d3.loss_cls: 0.1744, d3.loss_bbox: 0.1402, d3.loss_iou: 0.3388, d4.loss_cls: 0.1728, d4.loss_bbox: 0.1398, d4.loss_iou: 0.3382, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1901, dn_loss_iou: 0.2865, d0.dn_loss_cls: 0.0477, d0.dn_loss_bbox: 0.3035, d0.dn_loss_iou: 0.4114, d1.dn_loss_cls: 0.0249, d1.dn_loss_bbox: 0.2170, d1.dn_loss_iou: 0.3196, d2.dn_loss_cls: 0.0198, d2.dn_loss_bbox: 0.1957, d2.dn_loss_iou: 0.2943, d3.dn_loss_cls: 0.0172, d3.dn_loss_bbox: 0.1916, d3.dn_loss_iou: 0.2893, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1901, d4.dn_loss_iou: 0.2865, loss: 8.0713 2024-05-20 21:49:42,306 - mmdet - INFO - Epoch [19][2950/3665] lr: 2.000e-04, eta: 1 day, 1:47:49, time: 1.480, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2154, interm_loss_bbox: 0.1628, interm_loss_iou: 0.3732, loss_cls: 0.1773, loss_bbox: 0.1383, loss_iou: 0.3335, d0.loss_cls: 0.2256, d0.loss_bbox: 0.1448, d0.loss_iou: 0.3439, d1.loss_cls: 0.1958, d1.loss_bbox: 0.1422, d1.loss_iou: 0.3407, d2.loss_cls: 0.1858, d2.loss_bbox: 0.1390, d2.loss_iou: 0.3355, d3.loss_cls: 0.1813, d3.loss_bbox: 0.1376, d3.loss_iou: 0.3331, d4.loss_cls: 0.1792, d4.loss_bbox: 0.1376, d4.loss_iou: 0.3327, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1839, dn_loss_iou: 0.2832, d0.dn_loss_cls: 0.0475, d0.dn_loss_bbox: 0.2941, d0.dn_loss_iou: 0.4049, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.2116, d1.dn_loss_iou: 0.3154, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1904, d2.dn_loss_iou: 0.2914, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1857, d3.dn_loss_iou: 0.2860, d4.dn_loss_cls: 0.0163, d4.dn_loss_bbox: 0.1839, d4.dn_loss_iou: 0.2831, loss: 8.0106 2024-05-20 21:50:59,452 - mmdet - INFO - Epoch [19][3000/3665] lr: 2.000e-04, eta: 1 day, 1:46:39, time: 1.543, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2087, interm_loss_bbox: 0.1619, interm_loss_iou: 0.3759, loss_cls: 0.1719, loss_bbox: 0.1385, loss_iou: 0.3368, d0.loss_cls: 0.2224, d0.loss_bbox: 0.1437, d0.loss_iou: 0.3447, d1.loss_cls: 0.1898, d1.loss_bbox: 0.1420, d1.loss_iou: 0.3426, d2.loss_cls: 0.1792, d2.loss_bbox: 0.1397, d2.loss_iou: 0.3384, d3.loss_cls: 0.1748, d3.loss_bbox: 0.1387, d3.loss_iou: 0.3367, d4.loss_cls: 0.1723, d4.loss_bbox: 0.1393, d4.loss_iou: 0.3372, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1864, dn_loss_iou: 0.2846, d0.dn_loss_cls: 0.0485, d0.dn_loss_bbox: 0.2991, d0.dn_loss_iou: 0.4067, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2146, d1.dn_loss_iou: 0.3171, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.1924, d2.dn_loss_iou: 0.2922, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1880, d3.dn_loss_iou: 0.2871, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1863, d4.dn_loss_iou: 0.2845, loss: 8.0178 2024-05-20 21:52:19,082 - mmdet - INFO - Epoch [19][3050/3665] lr: 2.000e-04, eta: 1 day, 1:45:30, time: 1.593, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2122, interm_loss_bbox: 0.1635, interm_loss_iou: 0.3803, loss_cls: 0.1746, loss_bbox: 0.1403, loss_iou: 0.3460, d0.loss_cls: 0.2244, d0.loss_bbox: 0.1447, d0.loss_iou: 0.3509, d1.loss_cls: 0.1921, d1.loss_bbox: 0.1441, d1.loss_iou: 0.3509, d2.loss_cls: 0.1831, d2.loss_bbox: 0.1410, d2.loss_iou: 0.3473, d3.loss_cls: 0.1778, d3.loss_bbox: 0.1408, d3.loss_iou: 0.3465, d4.loss_cls: 0.1762, d4.loss_bbox: 0.1399, d4.loss_iou: 0.3450, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1878, dn_loss_iou: 0.2808, d0.dn_loss_cls: 0.0481, d0.dn_loss_bbox: 0.2975, d0.dn_loss_iou: 0.3951, d1.dn_loss_cls: 0.0252, d1.dn_loss_bbox: 0.2159, d1.dn_loss_iou: 0.3119, d2.dn_loss_cls: 0.0199, d2.dn_loss_bbox: 0.1938, d2.dn_loss_iou: 0.2885, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1894, d3.dn_loss_iou: 0.2836, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1878, d4.dn_loss_iou: 0.2807, loss: 8.0781 2024-05-20 21:53:30,603 - mmdet - INFO - Epoch [19][3100/3665] lr: 2.000e-04, eta: 1 day, 1:44:15, time: 1.430, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2094, interm_loss_bbox: 0.1662, interm_loss_iou: 0.3762, loss_cls: 0.1722, loss_bbox: 0.1427, loss_iou: 0.3381, d0.loss_cls: 0.2206, d0.loss_bbox: 0.1465, d0.loss_iou: 0.3458, d1.loss_cls: 0.1905, d1.loss_bbox: 0.1460, d1.loss_iou: 0.3448, d2.loss_cls: 0.1813, d2.loss_bbox: 0.1431, d2.loss_iou: 0.3385, d3.loss_cls: 0.1768, d3.loss_bbox: 0.1419, d3.loss_iou: 0.3371, d4.loss_cls: 0.1735, d4.loss_bbox: 0.1425, d4.loss_iou: 0.3385, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1919, dn_loss_iou: 0.2848, d0.dn_loss_cls: 0.0481, d0.dn_loss_bbox: 0.3033, d0.dn_loss_iou: 0.4030, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2190, d1.dn_loss_iou: 0.3161, d2.dn_loss_cls: 0.0198, d2.dn_loss_bbox: 0.1977, d2.dn_loss_iou: 0.2921, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1935, d3.dn_loss_iou: 0.2872, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1919, d4.dn_loss_iou: 0.2846, loss: 8.0793 2024-05-20 21:54:42,319 - mmdet - INFO - Epoch [19][3150/3665] lr: 2.000e-04, eta: 1 day, 1:42:59, time: 1.434, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2122, interm_loss_bbox: 0.1597, interm_loss_iou: 0.3858, loss_cls: 0.1760, loss_bbox: 0.1352, loss_iou: 0.3481, d0.loss_cls: 0.2243, d0.loss_bbox: 0.1408, d0.loss_iou: 0.3560, d1.loss_cls: 0.1924, d1.loss_bbox: 0.1411, d1.loss_iou: 0.3560, d2.loss_cls: 0.1846, d2.loss_bbox: 0.1363, d2.loss_iou: 0.3498, d3.loss_cls: 0.1795, d3.loss_bbox: 0.1352, d3.loss_iou: 0.3486, d4.loss_cls: 0.1768, d4.loss_bbox: 0.1352, d4.loss_iou: 0.3486, dn_loss_cls: 0.0179, dn_loss_bbox: 0.1863, dn_loss_iou: 0.2841, d0.dn_loss_cls: 0.0481, d0.dn_loss_bbox: 0.2959, d0.dn_loss_iou: 0.4053, d1.dn_loss_cls: 0.0252, d1.dn_loss_bbox: 0.2140, d1.dn_loss_iou: 0.3170, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.1916, d2.dn_loss_iou: 0.2919, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.1879, d3.dn_loss_iou: 0.2866, d4.dn_loss_cls: 0.0179, d4.dn_loss_bbox: 0.1863, d4.dn_loss_iou: 0.2840, loss: 8.1006 2024-05-20 21:55:54,098 - mmdet - INFO - Epoch [19][3200/3665] lr: 2.000e-04, eta: 1 day, 1:41:44, time: 1.436, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2119, interm_loss_bbox: 0.1637, interm_loss_iou: 0.3797, loss_cls: 0.1740, loss_bbox: 0.1404, loss_iou: 0.3395, d0.loss_cls: 0.2248, d0.loss_bbox: 0.1459, d0.loss_iou: 0.3482, d1.loss_cls: 0.1917, d1.loss_bbox: 0.1451, d1.loss_iou: 0.3475, d2.loss_cls: 0.1827, d2.loss_bbox: 0.1403, d2.loss_iou: 0.3405, d3.loss_cls: 0.1759, d3.loss_bbox: 0.1410, d3.loss_iou: 0.3411, d4.loss_cls: 0.1740, d4.loss_bbox: 0.1411, d4.loss_iou: 0.3397, dn_loss_cls: 0.0155, dn_loss_bbox: 0.1893, dn_loss_iou: 0.2859, d0.dn_loss_cls: 0.0479, d0.dn_loss_bbox: 0.3023, d0.dn_loss_iou: 0.4076, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.2187, d1.dn_loss_iou: 0.3192, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1958, d2.dn_loss_iou: 0.2940, d3.dn_loss_cls: 0.0166, d3.dn_loss_bbox: 0.1912, d3.dn_loss_iou: 0.2887, d4.dn_loss_cls: 0.0158, d4.dn_loss_bbox: 0.1893, d4.dn_loss_iou: 0.2858, loss: 8.0964 2024-05-20 21:57:10,711 - mmdet - INFO - Epoch [19][3250/3665] lr: 2.000e-04, eta: 1 day, 1:40:33, time: 1.532, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2096, interm_loss_bbox: 0.1610, interm_loss_iou: 0.3773, loss_cls: 0.1700, loss_bbox: 0.1356, loss_iou: 0.3382, d0.loss_cls: 0.2207, d0.loss_bbox: 0.1411, d0.loss_iou: 0.3460, d1.loss_cls: 0.1886, d1.loss_bbox: 0.1402, d1.loss_iou: 0.3434, d2.loss_cls: 0.1780, d2.loss_bbox: 0.1374, d2.loss_iou: 0.3402, d3.loss_cls: 0.1733, d3.loss_bbox: 0.1352, d3.loss_iou: 0.3386, d4.loss_cls: 0.1706, d4.loss_bbox: 0.1356, d4.loss_iou: 0.3384, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1852, dn_loss_iou: 0.2752, d0.dn_loss_cls: 0.0470, d0.dn_loss_bbox: 0.2920, d0.dn_loss_iou: 0.3932, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.2112, d1.dn_loss_iou: 0.3061, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1903, d2.dn_loss_iou: 0.2823, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1866, d3.dn_loss_iou: 0.2776, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1851, d4.dn_loss_iou: 0.2750, loss: 7.9150 2024-05-20 21:58:22,413 - mmdet - INFO - Epoch [19][3300/3665] lr: 2.000e-04, eta: 1 day, 1:39:17, time: 1.434, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2041, interm_loss_bbox: 0.1577, interm_loss_iou: 0.3732, loss_cls: 0.1667, loss_bbox: 0.1349, loss_iou: 0.3342, d0.loss_cls: 0.2146, d0.loss_bbox: 0.1389, d0.loss_iou: 0.3422, d1.loss_cls: 0.1859, d1.loss_bbox: 0.1369, d1.loss_iou: 0.3378, d2.loss_cls: 0.1747, d2.loss_bbox: 0.1356, d2.loss_iou: 0.3358, d3.loss_cls: 0.1705, d3.loss_bbox: 0.1340, d3.loss_iou: 0.3339, d4.loss_cls: 0.1682, d4.loss_bbox: 0.1345, d4.loss_iou: 0.3340, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1793, dn_loss_iou: 0.2769, d0.dn_loss_cls: 0.0474, d0.dn_loss_bbox: 0.2874, d0.dn_loss_iou: 0.3955, d1.dn_loss_cls: 0.0249, d1.dn_loss_bbox: 0.2058, d1.dn_loss_iou: 0.3082, d2.dn_loss_cls: 0.0199, d2.dn_loss_bbox: 0.1851, d2.dn_loss_iou: 0.2847, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1809, d3.dn_loss_iou: 0.2795, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1792, d4.dn_loss_iou: 0.2767, loss: 7.8304 2024-05-20 21:59:36,158 - mmdet - INFO - Epoch [19][3350/3665] lr: 2.000e-04, eta: 1 day, 1:38:04, time: 1.475, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2052, interm_loss_bbox: 0.1652, interm_loss_iou: 0.3725, loss_cls: 0.1699, loss_bbox: 0.1392, loss_iou: 0.3319, d0.loss_cls: 0.2180, d0.loss_bbox: 0.1442, d0.loss_iou: 0.3417, d1.loss_cls: 0.1871, d1.loss_bbox: 0.1432, d1.loss_iou: 0.3385, d2.loss_cls: 0.1780, d2.loss_bbox: 0.1408, d2.loss_iou: 0.3336, d3.loss_cls: 0.1732, d3.loss_bbox: 0.1396, d3.loss_iou: 0.3319, d4.loss_cls: 0.1709, d4.loss_bbox: 0.1389, d4.loss_iou: 0.3317, dn_loss_cls: 0.0148, dn_loss_bbox: 0.1860, dn_loss_iou: 0.2807, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2918, d0.dn_loss_iou: 0.3961, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2106, d1.dn_loss_iou: 0.3105, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1915, d2.dn_loss_iou: 0.2878, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1873, d3.dn_loss_iou: 0.2830, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1859, d4.dn_loss_iou: 0.2805, loss: 7.9197 2024-05-20 22:00:49,531 - mmdet - INFO - Epoch [19][3400/3665] lr: 2.000e-04, eta: 1 day, 1:36:50, time: 1.467, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2112, interm_loss_bbox: 0.1628, interm_loss_iou: 0.3855, loss_cls: 0.1746, loss_bbox: 0.1384, loss_iou: 0.3456, d0.loss_cls: 0.2229, d0.loss_bbox: 0.1441, d0.loss_iou: 0.3541, d1.loss_cls: 0.1915, d1.loss_bbox: 0.1425, d1.loss_iou: 0.3516, d2.loss_cls: 0.1813, d2.loss_bbox: 0.1400, d2.loss_iou: 0.3483, d3.loss_cls: 0.1778, d3.loss_bbox: 0.1381, d3.loss_iou: 0.3459, d4.loss_cls: 0.1753, d4.loss_bbox: 0.1384, d4.loss_iou: 0.3459, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1916, dn_loss_iou: 0.2913, d0.dn_loss_cls: 0.0481, d0.dn_loss_bbox: 0.3034, d0.dn_loss_iou: 0.4156, d1.dn_loss_cls: 0.0250, d1.dn_loss_bbox: 0.2187, d1.dn_loss_iou: 0.3242, d2.dn_loss_cls: 0.0198, d2.dn_loss_bbox: 0.1970, d2.dn_loss_iou: 0.2993, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1933, d3.dn_loss_iou: 0.2942, d4.dn_loss_cls: 0.0168, d4.dn_loss_bbox: 0.1915, d4.dn_loss_iou: 0.2912, loss: 8.1711 2024-05-20 22:02:05,021 - mmdet - INFO - Epoch [19][3450/3665] lr: 2.000e-04, eta: 1 day, 1:35:38, time: 1.510, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2058, interm_loss_bbox: 0.1614, interm_loss_iou: 0.3708, loss_cls: 0.1696, loss_bbox: 0.1383, loss_iou: 0.3339, d0.loss_cls: 0.2168, d0.loss_bbox: 0.1434, d0.loss_iou: 0.3419, d1.loss_cls: 0.1856, d1.loss_bbox: 0.1425, d1.loss_iou: 0.3397, d2.loss_cls: 0.1762, d2.loss_bbox: 0.1404, d2.loss_iou: 0.3354, d3.loss_cls: 0.1725, d3.loss_bbox: 0.1388, d3.loss_iou: 0.3339, d4.loss_cls: 0.1705, d4.loss_bbox: 0.1380, d4.loss_iou: 0.3344, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1895, dn_loss_iou: 0.2792, d0.dn_loss_cls: 0.0475, d0.dn_loss_bbox: 0.2961, d0.dn_loss_iou: 0.3963, d1.dn_loss_cls: 0.0246, d1.dn_loss_bbox: 0.2153, d1.dn_loss_iou: 0.3106, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.1948, d2.dn_loss_iou: 0.2864, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1910, d3.dn_loss_iou: 0.2817, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1895, d4.dn_loss_iou: 0.2791, loss: 7.9401 2024-05-20 22:03:21,015 - mmdet - INFO - Epoch [19][3500/3665] lr: 2.000e-04, eta: 1 day, 1:34:26, time: 1.520, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2081, interm_loss_bbox: 0.1596, interm_loss_iou: 0.3726, loss_cls: 0.1723, loss_bbox: 0.1358, loss_iou: 0.3337, d0.loss_cls: 0.2204, d0.loss_bbox: 0.1407, d0.loss_iou: 0.3428, d1.loss_cls: 0.1872, d1.loss_bbox: 0.1412, d1.loss_iou: 0.3422, d2.loss_cls: 0.1798, d2.loss_bbox: 0.1369, d2.loss_iou: 0.3363, d3.loss_cls: 0.1745, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3347, d4.loss_cls: 0.1726, d4.loss_bbox: 0.1364, d4.loss_iou: 0.3343, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1852, dn_loss_iou: 0.2793, d0.dn_loss_cls: 0.0471, d0.dn_loss_bbox: 0.2917, d0.dn_loss_iou: 0.3988, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2102, d1.dn_loss_iou: 0.3099, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1901, d2.dn_loss_iou: 0.2864, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1866, d3.dn_loss_iou: 0.2817, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1852, d4.dn_loss_iou: 0.2792, loss: 7.9197 2024-05-20 22:04:34,728 - mmdet - INFO - Epoch [19][3550/3665] lr: 2.000e-04, eta: 1 day, 1:33:12, time: 1.474, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2042, interm_loss_bbox: 0.1641, interm_loss_iou: 0.3731, loss_cls: 0.1661, loss_bbox: 0.1414, loss_iou: 0.3346, d0.loss_cls: 0.2168, d0.loss_bbox: 0.1432, d0.loss_iou: 0.3410, d1.loss_cls: 0.1841, d1.loss_bbox: 0.1433, d1.loss_iou: 0.3399, d2.loss_cls: 0.1748, d2.loss_bbox: 0.1408, d2.loss_iou: 0.3352, d3.loss_cls: 0.1691, d3.loss_bbox: 0.1415, d3.loss_iou: 0.3354, d4.loss_cls: 0.1667, d4.loss_bbox: 0.1414, d4.loss_iou: 0.3348, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1906, dn_loss_iou: 0.2804, d0.dn_loss_cls: 0.0475, d0.dn_loss_bbox: 0.3045, d0.dn_loss_iou: 0.4016, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.2195, d1.dn_loss_iou: 0.3133, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.1962, d2.dn_loss_iou: 0.2878, d3.dn_loss_cls: 0.0166, d3.dn_loss_bbox: 0.1920, d3.dn_loss_iou: 0.2828, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1905, d4.dn_loss_iou: 0.2804, loss: 7.9703 2024-05-20 22:05:53,552 - mmdet - INFO - Epoch [19][3600/3665] lr: 2.000e-04, eta: 1 day, 1:32:03, time: 1.576, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2057, interm_loss_bbox: 0.1640, interm_loss_iou: 0.3753, loss_cls: 0.1692, loss_bbox: 0.1410, loss_iou: 0.3389, d0.loss_cls: 0.2200, d0.loss_bbox: 0.1442, d0.loss_iou: 0.3444, d1.loss_cls: 0.1889, d1.loss_bbox: 0.1431, d1.loss_iou: 0.3429, d2.loss_cls: 0.1792, d2.loss_bbox: 0.1405, d2.loss_iou: 0.3396, d3.loss_cls: 0.1729, d3.loss_bbox: 0.1411, d3.loss_iou: 0.3396, d4.loss_cls: 0.1706, d4.loss_bbox: 0.1408, d4.loss_iou: 0.3386, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1918, dn_loss_iou: 0.2814, d0.dn_loss_cls: 0.0472, d0.dn_loss_bbox: 0.3012, d0.dn_loss_iou: 0.4002, d1.dn_loss_cls: 0.0249, d1.dn_loss_bbox: 0.2189, d1.dn_loss_iou: 0.3133, d2.dn_loss_cls: 0.0197, d2.dn_loss_bbox: 0.1971, d2.dn_loss_iou: 0.2886, d3.dn_loss_cls: 0.0174, d3.dn_loss_bbox: 0.1932, d3.dn_loss_iou: 0.2837, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1917, d4.dn_loss_iou: 0.2812, loss: 8.0247 2024-05-20 22:07:09,589 - mmdet - INFO - Epoch [19][3650/3665] lr: 2.000e-04, eta: 1 day, 1:30:52, time: 1.521, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2085, interm_loss_bbox: 0.1652, interm_loss_iou: 0.3876, loss_cls: 0.1704, loss_bbox: 0.1415, loss_iou: 0.3492, d0.loss_cls: 0.2245, d0.loss_bbox: 0.1462, d0.loss_iou: 0.3562, d1.loss_cls: 0.1897, d1.loss_bbox: 0.1455, d1.loss_iou: 0.3538, d2.loss_cls: 0.1787, d2.loss_bbox: 0.1423, d2.loss_iou: 0.3510, d3.loss_cls: 0.1736, d3.loss_bbox: 0.1418, d3.loss_iou: 0.3492, d4.loss_cls: 0.1710, d4.loss_bbox: 0.1419, d4.loss_iou: 0.3494, dn_loss_cls: 0.0164, dn_loss_bbox: 0.1946, dn_loss_iou: 0.2928, d0.dn_loss_cls: 0.0496, d0.dn_loss_bbox: 0.3088, d0.dn_loss_iou: 0.4160, d1.dn_loss_cls: 0.0256, d1.dn_loss_bbox: 0.2222, d1.dn_loss_iou: 0.3261, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.2006, d2.dn_loss_iou: 0.3011, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1962, d3.dn_loss_iou: 0.2954, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1946, d4.dn_loss_iou: 0.2928, loss: 8.2246 2024-05-20 22:07:35,073 - mmdet - INFO - Saving checkpoint at 19 epochs 2024-05-20 22:10:46,503 - mmdet - INFO - Evaluating bbox... 2024-05-20 22:12:37,580 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.563 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.749 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.614 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.406 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.597 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.761 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.761 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.617 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.801 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.908 2024-05-20 22:12:39,938 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-20 22:12:39,940 - mmdet - INFO - Epoch(val) [19][313] bbox_mAP: 0.5630, bbox_mAP_50: 0.7490, bbox_mAP_75: 0.6140, bbox_mAP_s: 0.4060, bbox_mAP_m: 0.5970, bbox_mAP_l: 0.7290, bbox_mAP_copypaste: 0.563 0.749 0.614 0.406 0.597 0.729 2024-05-20 22:14:04,383 - mmdet - INFO - Epoch [20][50/3665] lr: 2.000e-04, eta: 1 day, 1:29:06, time: 1.688, data_time: 0.086, memory: 41053, interm_loss_cls: 0.2014, interm_loss_bbox: 0.1570, interm_loss_iou: 0.3641, loss_cls: 0.1627, loss_bbox: 0.1329, loss_iou: 0.3254, d0.loss_cls: 0.2150, d0.loss_bbox: 0.1400, d0.loss_iou: 0.3358, d1.loss_cls: 0.1827, d1.loss_bbox: 0.1384, d1.loss_iou: 0.3339, d2.loss_cls: 0.1705, d2.loss_bbox: 0.1345, d2.loss_iou: 0.3283, d3.loss_cls: 0.1651, d3.loss_bbox: 0.1333, d3.loss_iou: 0.3266, d4.loss_cls: 0.1638, d4.loss_bbox: 0.1329, d4.loss_iou: 0.3251, dn_loss_cls: 0.0155, dn_loss_bbox: 0.1875, dn_loss_iou: 0.2844, d0.dn_loss_cls: 0.0483, d0.dn_loss_bbox: 0.2989, d0.dn_loss_iou: 0.4040, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2155, d1.dn_loss_iou: 0.3160, d2.dn_loss_cls: 0.0197, d2.dn_loss_bbox: 0.1935, d2.dn_loss_iou: 0.2918, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1891, d3.dn_loss_iou: 0.2870, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1875, d4.dn_loss_iou: 0.2843, loss: 7.8508 2024-05-20 22:15:18,385 - mmdet - INFO - Epoch [20][100/3665] lr: 2.000e-04, eta: 1 day, 1:27:52, time: 1.480, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2058, interm_loss_bbox: 0.1599, interm_loss_iou: 0.3674, loss_cls: 0.1648, loss_bbox: 0.1378, loss_iou: 0.3335, d0.loss_cls: 0.2178, d0.loss_bbox: 0.1421, d0.loss_iou: 0.3392, d1.loss_cls: 0.1861, d1.loss_bbox: 0.1403, d1.loss_iou: 0.3374, d2.loss_cls: 0.1734, d2.loss_bbox: 0.1385, d2.loss_iou: 0.3352, d3.loss_cls: 0.1676, d3.loss_bbox: 0.1389, d3.loss_iou: 0.3346, d4.loss_cls: 0.1654, d4.loss_bbox: 0.1385, d4.loss_iou: 0.3340, dn_loss_cls: 0.0154, dn_loss_bbox: 0.1826, dn_loss_iou: 0.2727, d0.dn_loss_cls: 0.0469, d0.dn_loss_bbox: 0.2918, d0.dn_loss_iou: 0.3923, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.2085, d1.dn_loss_iou: 0.3042, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1878, d2.dn_loss_iou: 0.2801, d3.dn_loss_cls: 0.0165, d3.dn_loss_bbox: 0.1842, d3.dn_loss_iou: 0.2752, d4.dn_loss_cls: 0.0157, d4.dn_loss_bbox: 0.1826, d4.dn_loss_iou: 0.2726, loss: 7.8301 2024-05-20 22:16:29,697 - mmdet - INFO - Epoch [20][150/3665] lr: 2.000e-04, eta: 1 day, 1:26:37, time: 1.426, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1996, interm_loss_bbox: 0.1590, interm_loss_iou: 0.3744, loss_cls: 0.1619, loss_bbox: 0.1340, loss_iou: 0.3328, d0.loss_cls: 0.2133, d0.loss_bbox: 0.1413, d0.loss_iou: 0.3441, d1.loss_cls: 0.1797, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3405, d2.loss_cls: 0.1700, d2.loss_bbox: 0.1343, d2.loss_iou: 0.3351, d3.loss_cls: 0.1648, d3.loss_bbox: 0.1341, d3.loss_iou: 0.3333, d4.loss_cls: 0.1629, d4.loss_bbox: 0.1339, d4.loss_iou: 0.3328, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1783, dn_loss_iou: 0.2760, d0.dn_loss_cls: 0.0458, d0.dn_loss_bbox: 0.2853, d0.dn_loss_iou: 0.3932, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2036, d1.dn_loss_iou: 0.3064, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1834, d2.dn_loss_iou: 0.2830, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1796, d3.dn_loss_iou: 0.2781, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1783, d4.dn_loss_iou: 0.2759, loss: 7.7717 2024-05-20 22:17:41,548 - mmdet - INFO - Epoch [20][200/3665] lr: 2.000e-04, eta: 1 day, 1:25:21, time: 1.437, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2052, interm_loss_bbox: 0.1575, interm_loss_iou: 0.3739, loss_cls: 0.1658, loss_bbox: 0.1358, loss_iou: 0.3409, d0.loss_cls: 0.2185, d0.loss_bbox: 0.1399, d0.loss_iou: 0.3481, d1.loss_cls: 0.1837, d1.loss_bbox: 0.1388, d1.loss_iou: 0.3467, d2.loss_cls: 0.1725, d2.loss_bbox: 0.1376, d2.loss_iou: 0.3442, d3.loss_cls: 0.1686, d3.loss_bbox: 0.1360, d3.loss_iou: 0.3414, d4.loss_cls: 0.1665, d4.loss_bbox: 0.1363, d4.loss_iou: 0.3406, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1830, dn_loss_iou: 0.2836, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2891, d0.dn_loss_iou: 0.4012, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.2079, d1.dn_loss_iou: 0.3147, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1882, d2.dn_loss_iou: 0.2908, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1846, d3.dn_loss_iou: 0.2861, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1830, d4.dn_loss_iou: 0.2835, loss: 7.9295 2024-05-20 22:18:58,029 - mmdet - INFO - Epoch [20][250/3665] lr: 2.000e-04, eta: 1 day, 1:24:10, time: 1.530, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2097, interm_loss_bbox: 0.1607, interm_loss_iou: 0.3830, loss_cls: 0.1702, loss_bbox: 0.1362, loss_iou: 0.3429, d0.loss_cls: 0.2226, d0.loss_bbox: 0.1413, d0.loss_iou: 0.3514, d1.loss_cls: 0.1880, d1.loss_bbox: 0.1402, d1.loss_iou: 0.3495, d2.loss_cls: 0.1789, d2.loss_bbox: 0.1365, d2.loss_iou: 0.3442, d3.loss_cls: 0.1724, d3.loss_bbox: 0.1377, d3.loss_iou: 0.3453, d4.loss_cls: 0.1716, d4.loss_bbox: 0.1363, d4.loss_iou: 0.3429, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1817, dn_loss_iou: 0.2772, d0.dn_loss_cls: 0.0469, d0.dn_loss_bbox: 0.2958, d0.dn_loss_iou: 0.3998, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2094, d1.dn_loss_iou: 0.3082, d2.dn_loss_cls: 0.0188, d2.dn_loss_bbox: 0.1878, d2.dn_loss_iou: 0.2846, d3.dn_loss_cls: 0.0165, d3.dn_loss_bbox: 0.1832, d3.dn_loss_iou: 0.2794, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1817, d4.dn_loss_iou: 0.2772, loss: 7.9648 2024-05-20 22:20:11,862 - mmdet - INFO - Epoch [20][300/3665] lr: 2.000e-04, eta: 1 day, 1:22:56, time: 1.477, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2069, interm_loss_bbox: 0.1624, interm_loss_iou: 0.3747, loss_cls: 0.1694, loss_bbox: 0.1349, loss_iou: 0.3311, d0.loss_cls: 0.2233, d0.loss_bbox: 0.1399, d0.loss_iou: 0.3386, d1.loss_cls: 0.1908, d1.loss_bbox: 0.1380, d1.loss_iou: 0.3355, d2.loss_cls: 0.1788, d2.loss_bbox: 0.1363, d2.loss_iou: 0.3330, d3.loss_cls: 0.1731, d3.loss_bbox: 0.1354, d3.loss_iou: 0.3316, d4.loss_cls: 0.1700, d4.loss_bbox: 0.1356, d4.loss_iou: 0.3314, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1869, dn_loss_iou: 0.2765, d0.dn_loss_cls: 0.0467, d0.dn_loss_bbox: 0.2964, d0.dn_loss_iou: 0.3947, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.2145, d1.dn_loss_iou: 0.3084, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1924, d2.dn_loss_iou: 0.2843, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1884, d3.dn_loss_iou: 0.2790, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1868, d4.dn_loss_iou: 0.2763, loss: 7.8917 2024-05-20 22:21:23,890 - mmdet - INFO - Epoch [20][350/3665] lr: 2.000e-04, eta: 1 day, 1:21:41, time: 1.441, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2014, interm_loss_bbox: 0.1589, interm_loss_iou: 0.3750, loss_cls: 0.1628, loss_bbox: 0.1363, loss_iou: 0.3360, d0.loss_cls: 0.2148, d0.loss_bbox: 0.1410, d0.loss_iou: 0.3449, d1.loss_cls: 0.1816, d1.loss_bbox: 0.1402, d1.loss_iou: 0.3432, d2.loss_cls: 0.1711, d2.loss_bbox: 0.1369, d2.loss_iou: 0.3375, d3.loss_cls: 0.1663, d3.loss_bbox: 0.1359, d3.loss_iou: 0.3362, d4.loss_cls: 0.1639, d4.loss_bbox: 0.1360, d4.loss_iou: 0.3360, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1806, dn_loss_iou: 0.2724, d0.dn_loss_cls: 0.0458, d0.dn_loss_bbox: 0.2911, d0.dn_loss_iou: 0.3928, d1.dn_loss_cls: 0.0237, d1.dn_loss_bbox: 0.2070, d1.dn_loss_iou: 0.3033, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1860, d2.dn_loss_iou: 0.2797, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1819, d3.dn_loss_iou: 0.2745, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1806, d4.dn_loss_iou: 0.2723, loss: 7.8129 2024-05-20 22:22:36,970 - mmdet - INFO - Epoch [20][400/3665] lr: 2.000e-04, eta: 1 day, 1:20:27, time: 1.461, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2094, interm_loss_bbox: 0.1586, interm_loss_iou: 0.3781, loss_cls: 0.1707, loss_bbox: 0.1372, loss_iou: 0.3399, d0.loss_cls: 0.2233, d0.loss_bbox: 0.1419, d0.loss_iou: 0.3490, d1.loss_cls: 0.1879, d1.loss_bbox: 0.1420, d1.loss_iou: 0.3473, d2.loss_cls: 0.1794, d2.loss_bbox: 0.1384, d2.loss_iou: 0.3419, d3.loss_cls: 0.1735, d3.loss_bbox: 0.1379, d3.loss_iou: 0.3408, d4.loss_cls: 0.1711, d4.loss_bbox: 0.1372, d4.loss_iou: 0.3402, dn_loss_cls: 0.0155, dn_loss_bbox: 0.1869, dn_loss_iou: 0.2804, d0.dn_loss_cls: 0.0478, d0.dn_loss_bbox: 0.2987, d0.dn_loss_iou: 0.4010, d1.dn_loss_cls: 0.0243, d1.dn_loss_bbox: 0.2138, d1.dn_loss_iou: 0.3126, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1926, d2.dn_loss_iou: 0.2883, d3.dn_loss_cls: 0.0166, d3.dn_loss_bbox: 0.1887, d3.dn_loss_iou: 0.2833, d4.dn_loss_cls: 0.0157, d4.dn_loss_bbox: 0.1869, d4.dn_loss_iou: 0.2803, loss: 7.9983 2024-05-20 22:23:48,326 - mmdet - INFO - Epoch [20][450/3665] lr: 2.000e-04, eta: 1 day, 1:19:11, time: 1.427, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2105, interm_loss_bbox: 0.1586, interm_loss_iou: 0.3812, loss_cls: 0.1711, loss_bbox: 0.1360, loss_iou: 0.3408, d0.loss_cls: 0.2210, d0.loss_bbox: 0.1422, d0.loss_iou: 0.3507, d1.loss_cls: 0.1887, d1.loss_bbox: 0.1403, d1.loss_iou: 0.3477, d2.loss_cls: 0.1784, d2.loss_bbox: 0.1378, d2.loss_iou: 0.3438, d3.loss_cls: 0.1743, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3418, d4.loss_cls: 0.1721, d4.loss_bbox: 0.1360, d4.loss_iou: 0.3408, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1923, dn_loss_iou: 0.2830, d0.dn_loss_cls: 0.0480, d0.dn_loss_bbox: 0.3048, d0.dn_loss_iou: 0.4044, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.2194, d1.dn_loss_iou: 0.3151, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.1982, d2.dn_loss_iou: 0.2908, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1938, d3.dn_loss_iou: 0.2855, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1923, d4.dn_loss_iou: 0.2829, loss: 8.0540 2024-05-20 22:25:00,442 - mmdet - INFO - Epoch [20][500/3665] lr: 2.000e-04, eta: 1 day, 1:17:56, time: 1.442, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2123, interm_loss_bbox: 0.1602, interm_loss_iou: 0.3714, loss_cls: 0.1716, loss_bbox: 0.1377, loss_iou: 0.3351, d0.loss_cls: 0.2238, d0.loss_bbox: 0.1436, d0.loss_iou: 0.3429, d1.loss_cls: 0.1918, d1.loss_bbox: 0.1410, d1.loss_iou: 0.3410, d2.loss_cls: 0.1811, d2.loss_bbox: 0.1389, d2.loss_iou: 0.3376, d3.loss_cls: 0.1758, d3.loss_bbox: 0.1377, d3.loss_iou: 0.3358, d4.loss_cls: 0.1732, d4.loss_bbox: 0.1375, d4.loss_iou: 0.3346, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1895, dn_loss_iou: 0.2816, d0.dn_loss_cls: 0.0472, d0.dn_loss_bbox: 0.3016, d0.dn_loss_iou: 0.4046, d1.dn_loss_cls: 0.0250, d1.dn_loss_bbox: 0.2169, d1.dn_loss_iou: 0.3142, d2.dn_loss_cls: 0.0197, d2.dn_loss_bbox: 0.1953, d2.dn_loss_iou: 0.2891, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1912, d3.dn_loss_iou: 0.2841, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1894, d4.dn_loss_iou: 0.2815, loss: 8.0054 2024-05-20 22:26:12,494 - mmdet - INFO - Epoch [20][550/3665] lr: 2.000e-04, eta: 1 day, 1:16:41, time: 1.441, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2100, interm_loss_bbox: 0.1640, interm_loss_iou: 0.3857, loss_cls: 0.1701, loss_bbox: 0.1383, loss_iou: 0.3439, d0.loss_cls: 0.2249, d0.loss_bbox: 0.1434, d0.loss_iou: 0.3509, d1.loss_cls: 0.1916, d1.loss_bbox: 0.1423, d1.loss_iou: 0.3502, d2.loss_cls: 0.1791, d2.loss_bbox: 0.1390, d2.loss_iou: 0.3458, d3.loss_cls: 0.1733, d3.loss_bbox: 0.1378, d3.loss_iou: 0.3446, d4.loss_cls: 0.1711, d4.loss_bbox: 0.1384, d4.loss_iou: 0.3439, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1838, dn_loss_iou: 0.2848, d0.dn_loss_cls: 0.0471, d0.dn_loss_bbox: 0.2934, d0.dn_loss_iou: 0.4065, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2113, d1.dn_loss_iou: 0.3174, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1895, d2.dn_loss_iou: 0.2927, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1855, d3.dn_loss_iou: 0.2874, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1837, d4.dn_loss_iou: 0.2847, loss: 8.0460 2024-05-20 22:27:30,299 - mmdet - INFO - Epoch [20][600/3665] lr: 2.000e-04, eta: 1 day, 1:15:31, time: 1.556, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2078, interm_loss_bbox: 0.1611, interm_loss_iou: 0.3684, loss_cls: 0.1673, loss_bbox: 0.1369, loss_iou: 0.3309, d0.loss_cls: 0.2230, d0.loss_bbox: 0.1407, d0.loss_iou: 0.3364, d1.loss_cls: 0.1870, d1.loss_bbox: 0.1397, d1.loss_iou: 0.3360, d2.loss_cls: 0.1758, d2.loss_bbox: 0.1378, d2.loss_iou: 0.3318, d3.loss_cls: 0.1703, d3.loss_bbox: 0.1374, d3.loss_iou: 0.3315, d4.loss_cls: 0.1676, d4.loss_bbox: 0.1377, d4.loss_iou: 0.3313, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1849, dn_loss_iou: 0.2789, d0.dn_loss_cls: 0.0471, d0.dn_loss_bbox: 0.2958, d0.dn_loss_iou: 0.3946, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2129, d1.dn_loss_iou: 0.3106, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1908, d2.dn_loss_iou: 0.2863, d3.dn_loss_cls: 0.0165, d3.dn_loss_bbox: 0.1864, d3.dn_loss_iou: 0.2814, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1848, d4.dn_loss_iou: 0.2787, loss: 7.8804 2024-05-20 22:28:45,481 - mmdet - INFO - Epoch [20][650/3665] lr: 2.000e-04, eta: 1 day, 1:14:19, time: 1.504, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2052, interm_loss_bbox: 0.1593, interm_loss_iou: 0.3695, loss_cls: 0.1655, loss_bbox: 0.1354, loss_iou: 0.3309, d0.loss_cls: 0.2173, d0.loss_bbox: 0.1403, d0.loss_iou: 0.3380, d1.loss_cls: 0.1841, d1.loss_bbox: 0.1393, d1.loss_iou: 0.3364, d2.loss_cls: 0.1731, d2.loss_bbox: 0.1367, d2.loss_iou: 0.3332, d3.loss_cls: 0.1682, d3.loss_bbox: 0.1353, d3.loss_iou: 0.3317, d4.loss_cls: 0.1660, d4.loss_bbox: 0.1352, d4.loss_iou: 0.3310, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1816, dn_loss_iou: 0.2823, d0.dn_loss_cls: 0.0478, d0.dn_loss_bbox: 0.2942, d0.dn_loss_iou: 0.4047, d1.dn_loss_cls: 0.0247, d1.dn_loss_bbox: 0.2098, d1.dn_loss_iou: 0.3147, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.1883, d2.dn_loss_iou: 0.2901, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1834, d3.dn_loss_iou: 0.2848, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1816, d4.dn_loss_iou: 0.2822, loss: 7.8677 2024-05-20 22:29:57,414 - mmdet - INFO - Epoch [20][700/3665] lr: 2.000e-04, eta: 1 day, 1:13:04, time: 1.439, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2032, interm_loss_bbox: 0.1593, interm_loss_iou: 0.3663, loss_cls: 0.1652, loss_bbox: 0.1357, loss_iou: 0.3303, d0.loss_cls: 0.2163, d0.loss_bbox: 0.1417, d0.loss_iou: 0.3394, d1.loss_cls: 0.1824, d1.loss_bbox: 0.1414, d1.loss_iou: 0.3360, d2.loss_cls: 0.1724, d2.loss_bbox: 0.1380, d2.loss_iou: 0.3317, d3.loss_cls: 0.1677, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3311, d4.loss_cls: 0.1659, d4.loss_bbox: 0.1360, d4.loss_iou: 0.3302, dn_loss_cls: 0.0161, dn_loss_bbox: 0.1922, dn_loss_iou: 0.2791, d0.dn_loss_cls: 0.0492, d0.dn_loss_bbox: 0.3090, d0.dn_loss_iou: 0.4004, d1.dn_loss_cls: 0.0249, d1.dn_loss_bbox: 0.2202, d1.dn_loss_iou: 0.3109, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1976, d2.dn_loss_iou: 0.2868, d3.dn_loss_cls: 0.0172, d3.dn_loss_bbox: 0.1938, d3.dn_loss_iou: 0.2816, d4.dn_loss_cls: 0.0164, d4.dn_loss_bbox: 0.1922, d4.dn_loss_iou: 0.2790, loss: 7.9131 2024-05-20 22:31:10,771 - mmdet - INFO - Epoch [20][750/3665] lr: 2.000e-04, eta: 1 day, 1:11:50, time: 1.467, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2058, interm_loss_bbox: 0.1635, interm_loss_iou: 0.3743, loss_cls: 0.1685, loss_bbox: 0.1398, loss_iou: 0.3372, d0.loss_cls: 0.2196, d0.loss_bbox: 0.1452, d0.loss_iou: 0.3448, d1.loss_cls: 0.1860, d1.loss_bbox: 0.1444, d1.loss_iou: 0.3438, d2.loss_cls: 0.1759, d2.loss_bbox: 0.1416, d2.loss_iou: 0.3393, d3.loss_cls: 0.1710, d3.loss_bbox: 0.1405, d3.loss_iou: 0.3385, d4.loss_cls: 0.1696, d4.loss_bbox: 0.1398, d4.loss_iou: 0.3373, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1820, dn_loss_iou: 0.2769, d0.dn_loss_cls: 0.0452, d0.dn_loss_bbox: 0.2941, d0.dn_loss_iou: 0.3976, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.2084, d1.dn_loss_iou: 0.3080, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1875, d2.dn_loss_iou: 0.2845, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1835, d3.dn_loss_iou: 0.2796, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1820, d4.dn_loss_iou: 0.2768, loss: 7.9186 2024-05-20 22:32:26,553 - mmdet - INFO - Epoch [20][800/3665] lr: 2.000e-04, eta: 1 day, 1:10:38, time: 1.516, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2092, interm_loss_bbox: 0.1616, interm_loss_iou: 0.3685, loss_cls: 0.1679, loss_bbox: 0.1390, loss_iou: 0.3341, d0.loss_cls: 0.2195, d0.loss_bbox: 0.1431, d0.loss_iou: 0.3402, d1.loss_cls: 0.1859, d1.loss_bbox: 0.1431, d1.loss_iou: 0.3388, d2.loss_cls: 0.1757, d2.loss_bbox: 0.1399, d2.loss_iou: 0.3354, d3.loss_cls: 0.1709, d3.loss_bbox: 0.1391, d3.loss_iou: 0.3353, d4.loss_cls: 0.1689, d4.loss_bbox: 0.1391, d4.loss_iou: 0.3343, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1896, dn_loss_iou: 0.2740, d0.dn_loss_cls: 0.0466, d0.dn_loss_bbox: 0.2960, d0.dn_loss_iou: 0.3867, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2158, d1.dn_loss_iou: 0.3038, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1944, d2.dn_loss_iou: 0.2810, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1910, d3.dn_loss_iou: 0.2763, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1895, d4.dn_loss_iou: 0.2739, loss: 7.8954 2024-05-20 22:33:38,028 - mmdet - INFO - Epoch [20][850/3665] lr: 2.000e-04, eta: 1 day, 1:09:22, time: 1.430, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2094, interm_loss_bbox: 0.1574, interm_loss_iou: 0.3795, loss_cls: 0.1689, loss_bbox: 0.1347, loss_iou: 0.3394, d0.loss_cls: 0.2221, d0.loss_bbox: 0.1380, d0.loss_iou: 0.3477, d1.loss_cls: 0.1886, d1.loss_bbox: 0.1366, d1.loss_iou: 0.3435, d2.loss_cls: 0.1763, d2.loss_bbox: 0.1357, d2.loss_iou: 0.3419, d3.loss_cls: 0.1712, d3.loss_bbox: 0.1357, d3.loss_iou: 0.3408, d4.loss_cls: 0.1703, d4.loss_bbox: 0.1345, d4.loss_iou: 0.3392, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1841, dn_loss_iou: 0.2810, d0.dn_loss_cls: 0.0482, d0.dn_loss_bbox: 0.2960, d0.dn_loss_iou: 0.4038, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.2116, d1.dn_loss_iou: 0.3132, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1903, d2.dn_loss_iou: 0.2891, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1859, d3.dn_loss_iou: 0.2836, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1840, d4.dn_loss_iou: 0.2809, loss: 7.9556 2024-05-20 22:34:56,653 - mmdet - INFO - Epoch [20][900/3665] lr: 2.000e-04, eta: 1 day, 1:08:13, time: 1.572, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2029, interm_loss_bbox: 0.1564, interm_loss_iou: 0.3707, loss_cls: 0.1661, loss_bbox: 0.1330, loss_iou: 0.3314, d0.loss_cls: 0.2185, d0.loss_bbox: 0.1378, d0.loss_iou: 0.3398, d1.loss_cls: 0.1841, d1.loss_bbox: 0.1373, d1.loss_iou: 0.3372, d2.loss_cls: 0.1740, d2.loss_bbox: 0.1341, d2.loss_iou: 0.3332, d3.loss_cls: 0.1682, d3.loss_bbox: 0.1342, d3.loss_iou: 0.3334, d4.loss_cls: 0.1670, d4.loss_bbox: 0.1333, d4.loss_iou: 0.3315, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1816, dn_loss_iou: 0.2780, d0.dn_loss_cls: 0.0470, d0.dn_loss_bbox: 0.2868, d0.dn_loss_iou: 0.3953, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2071, d1.dn_loss_iou: 0.3087, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1869, d2.dn_loss_iou: 0.2854, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1829, d3.dn_loss_iou: 0.2805, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1815, d4.dn_loss_iou: 0.2780, loss: 7.8160 2024-05-20 22:36:08,566 - mmdet - INFO - Epoch [20][950/3665] lr: 2.000e-04, eta: 1 day, 1:06:58, time: 1.438, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2083, interm_loss_bbox: 0.1584, interm_loss_iou: 0.3713, loss_cls: 0.1678, loss_bbox: 0.1357, loss_iou: 0.3327, d0.loss_cls: 0.2217, d0.loss_bbox: 0.1394, d0.loss_iou: 0.3393, d1.loss_cls: 0.1876, d1.loss_bbox: 0.1403, d1.loss_iou: 0.3367, d2.loss_cls: 0.1759, d2.loss_bbox: 0.1370, d2.loss_iou: 0.3346, d3.loss_cls: 0.1698, d3.loss_bbox: 0.1371, d3.loss_iou: 0.3352, d4.loss_cls: 0.1681, d4.loss_bbox: 0.1366, d4.loss_iou: 0.3336, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1896, dn_loss_iou: 0.2788, d0.dn_loss_cls: 0.0473, d0.dn_loss_bbox: 0.2988, d0.dn_loss_iou: 0.3964, d1.dn_loss_cls: 0.0246, d1.dn_loss_bbox: 0.2186, d1.dn_loss_iou: 0.3117, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1958, d2.dn_loss_iou: 0.2866, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1916, d3.dn_loss_iou: 0.2814, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1896, d4.dn_loss_iou: 0.2787, loss: 7.9246 2024-05-20 22:37:22,308 - mmdet - INFO - Epoch [20][1000/3665] lr: 2.000e-04, eta: 1 day, 1:05:44, time: 1.475, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2057, interm_loss_bbox: 0.1605, interm_loss_iou: 0.3646, loss_cls: 0.1677, loss_bbox: 0.1357, loss_iou: 0.3246, d0.loss_cls: 0.2203, d0.loss_bbox: 0.1386, d0.loss_iou: 0.3304, d1.loss_cls: 0.1856, d1.loss_bbox: 0.1390, d1.loss_iou: 0.3296, d2.loss_cls: 0.1749, d2.loss_bbox: 0.1372, d2.loss_iou: 0.3276, d3.loss_cls: 0.1700, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3273, d4.loss_cls: 0.1685, d4.loss_bbox: 0.1362, d4.loss_iou: 0.3255, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1833, dn_loss_iou: 0.2744, d0.dn_loss_cls: 0.0467, d0.dn_loss_bbox: 0.2950, d0.dn_loss_iou: 0.3958, d1.dn_loss_cls: 0.0244, d1.dn_loss_bbox: 0.2097, d1.dn_loss_iou: 0.3054, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1889, d2.dn_loss_iou: 0.2820, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1849, d3.dn_loss_iou: 0.2768, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1832, d4.dn_loss_iou: 0.2743, loss: 7.7989 2024-05-20 22:38:33,660 - mmdet - INFO - Epoch [20][1050/3665] lr: 2.000e-04, eta: 1 day, 1:04:28, time: 1.427, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2041, interm_loss_bbox: 0.1627, interm_loss_iou: 0.3808, loss_cls: 0.1654, loss_bbox: 0.1377, loss_iou: 0.3390, d0.loss_cls: 0.2167, d0.loss_bbox: 0.1435, d0.loss_iou: 0.3477, d1.loss_cls: 0.1835, d1.loss_bbox: 0.1415, d1.loss_iou: 0.3443, d2.loss_cls: 0.1720, d2.loss_bbox: 0.1394, d2.loss_iou: 0.3414, d3.loss_cls: 0.1681, d3.loss_bbox: 0.1386, d3.loss_iou: 0.3399, d4.loss_cls: 0.1668, d4.loss_bbox: 0.1375, d4.loss_iou: 0.3387, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1836, dn_loss_iou: 0.2853, d0.dn_loss_cls: 0.0466, d0.dn_loss_bbox: 0.2926, d0.dn_loss_iou: 0.4110, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2103, d1.dn_loss_iou: 0.3185, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1895, d2.dn_loss_iou: 0.2930, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1855, d3.dn_loss_iou: 0.2879, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1836, d4.dn_loss_iou: 0.2852, loss: 7.9682 2024-05-20 22:39:45,130 - mmdet - INFO - Epoch [20][1100/3665] lr: 2.000e-04, eta: 1 day, 1:03:13, time: 1.429, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2034, interm_loss_bbox: 0.1604, interm_loss_iou: 0.3767, loss_cls: 0.1671, loss_bbox: 0.1353, loss_iou: 0.3371, d0.loss_cls: 0.2161, d0.loss_bbox: 0.1429, d0.loss_iou: 0.3465, d1.loss_cls: 0.1826, d1.loss_bbox: 0.1407, d1.loss_iou: 0.3443, d2.loss_cls: 0.1744, d2.loss_bbox: 0.1361, d2.loss_iou: 0.3388, d3.loss_cls: 0.1682, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3394, d4.loss_cls: 0.1676, d4.loss_bbox: 0.1359, d4.loss_iou: 0.3373, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1796, dn_loss_iou: 0.2836, d0.dn_loss_cls: 0.0461, d0.dn_loss_bbox: 0.2885, d0.dn_loss_iou: 0.4018, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.2076, d1.dn_loss_iou: 0.3151, d2.dn_loss_cls: 0.0188, d2.dn_loss_bbox: 0.1860, d2.dn_loss_iou: 0.2911, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1812, d3.dn_loss_iou: 0.2860, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1795, d4.dn_loss_iou: 0.2835, loss: 7.9070 2024-05-20 22:41:03,389 - mmdet - INFO - Epoch [20][1150/3665] lr: 2.000e-04, eta: 1 day, 1:02:03, time: 1.565, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2042, interm_loss_bbox: 0.1600, interm_loss_iou: 0.3723, loss_cls: 0.1642, loss_bbox: 0.1344, loss_iou: 0.3314, d0.loss_cls: 0.2165, d0.loss_bbox: 0.1390, d0.loss_iou: 0.3402, d1.loss_cls: 0.1830, d1.loss_bbox: 0.1384, d1.loss_iou: 0.3389, d2.loss_cls: 0.1731, d2.loss_bbox: 0.1341, d2.loss_iou: 0.3345, d3.loss_cls: 0.1675, d3.loss_bbox: 0.1341, d3.loss_iou: 0.3334, d4.loss_cls: 0.1657, d4.loss_bbox: 0.1339, d4.loss_iou: 0.3315, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1767, dn_loss_iou: 0.2695, d0.dn_loss_cls: 0.0468, d0.dn_loss_bbox: 0.2895, d0.dn_loss_iou: 0.3881, d1.dn_loss_cls: 0.0243, d1.dn_loss_bbox: 0.2040, d1.dn_loss_iou: 0.3010, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1826, d2.dn_loss_iou: 0.2769, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1784, d3.dn_loss_iou: 0.2720, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1767, d4.dn_loss_iou: 0.2694, loss: 7.7516 2024-05-20 22:42:17,524 - mmdet - INFO - Epoch [20][1200/3665] lr: 2.000e-04, eta: 1 day, 1:00:50, time: 1.483, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2034, interm_loss_bbox: 0.1573, interm_loss_iou: 0.3691, loss_cls: 0.1624, loss_bbox: 0.1348, loss_iou: 0.3329, d0.loss_cls: 0.2157, d0.loss_bbox: 0.1388, d0.loss_iou: 0.3388, d1.loss_cls: 0.1823, d1.loss_bbox: 0.1370, d1.loss_iou: 0.3363, d2.loss_cls: 0.1700, d2.loss_bbox: 0.1356, d2.loss_iou: 0.3343, d3.loss_cls: 0.1651, d3.loss_bbox: 0.1356, d3.loss_iou: 0.3338, d4.loss_cls: 0.1633, d4.loss_bbox: 0.1349, d4.loss_iou: 0.3332, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1826, dn_loss_iou: 0.2808, d0.dn_loss_cls: 0.0458, d0.dn_loss_bbox: 0.2919, d0.dn_loss_iou: 0.3998, d1.dn_loss_cls: 0.0230, d1.dn_loss_bbox: 0.2103, d1.dn_loss_iou: 0.3125, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1888, d2.dn_loss_iou: 0.2885, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1844, d3.dn_loss_iou: 0.2833, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1826, d4.dn_loss_iou: 0.2807, loss: 7.8326 2024-05-20 22:43:31,683 - mmdet - INFO - Epoch [20][1250/3665] lr: 2.000e-04, eta: 1 day, 0:59:36, time: 1.483, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2065, interm_loss_bbox: 0.1664, interm_loss_iou: 0.3771, loss_cls: 0.1674, loss_bbox: 0.1394, loss_iou: 0.3359, d0.loss_cls: 0.2224, d0.loss_bbox: 0.1481, d0.loss_iou: 0.3477, d1.loss_cls: 0.1870, d1.loss_bbox: 0.1447, d1.loss_iou: 0.3424, d2.loss_cls: 0.1756, d2.loss_bbox: 0.1409, d2.loss_iou: 0.3394, d3.loss_cls: 0.1712, d3.loss_bbox: 0.1395, d3.loss_iou: 0.3370, d4.loss_cls: 0.1691, d4.loss_bbox: 0.1389, d4.loss_iou: 0.3356, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1909, dn_loss_iou: 0.2796, d0.dn_loss_cls: 0.0481, d0.dn_loss_bbox: 0.3089, d0.dn_loss_iou: 0.4048, d1.dn_loss_cls: 0.0246, d1.dn_loss_bbox: 0.2195, d1.dn_loss_iou: 0.3126, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1969, d2.dn_loss_iou: 0.2880, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1924, d3.dn_loss_iou: 0.2824, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1909, d4.dn_loss_iou: 0.2795, loss: 8.0192 2024-05-20 22:44:43,354 - mmdet - INFO - Epoch [20][1300/3665] lr: 2.000e-04, eta: 1 day, 0:58:21, time: 1.434, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2064, interm_loss_bbox: 0.1573, interm_loss_iou: 0.3719, loss_cls: 0.1649, loss_bbox: 0.1346, loss_iou: 0.3360, d0.loss_cls: 0.2191, d0.loss_bbox: 0.1410, d0.loss_iou: 0.3453, d1.loss_cls: 0.1839, d1.loss_bbox: 0.1390, d1.loss_iou: 0.3419, d2.loss_cls: 0.1726, d2.loss_bbox: 0.1362, d2.loss_iou: 0.3385, d3.loss_cls: 0.1680, d3.loss_bbox: 0.1349, d3.loss_iou: 0.3361, d4.loss_cls: 0.1661, d4.loss_bbox: 0.1347, d4.loss_iou: 0.3357, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1797, dn_loss_iou: 0.2774, d0.dn_loss_cls: 0.0473, d0.dn_loss_bbox: 0.3030, d0.dn_loss_iou: 0.4039, d1.dn_loss_cls: 0.0237, d1.dn_loss_bbox: 0.2115, d1.dn_loss_iou: 0.3104, d2.dn_loss_cls: 0.0184, d2.dn_loss_bbox: 0.1867, d2.dn_loss_iou: 0.2854, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1818, d3.dn_loss_iou: 0.2802, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1796, d4.dn_loss_iou: 0.2773, loss: 7.8757 2024-05-20 22:46:02,132 - mmdet - INFO - Epoch [20][1350/3665] lr: 2.000e-04, eta: 1 day, 0:57:12, time: 1.576, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2092, interm_loss_bbox: 0.1629, interm_loss_iou: 0.3724, loss_cls: 0.1705, loss_bbox: 0.1393, loss_iou: 0.3364, d0.loss_cls: 0.2203, d0.loss_bbox: 0.1457, d0.loss_iou: 0.3467, d1.loss_cls: 0.1882, d1.loss_bbox: 0.1434, d1.loss_iou: 0.3416, d2.loss_cls: 0.1788, d2.loss_bbox: 0.1400, d2.loss_iou: 0.3372, d3.loss_cls: 0.1736, d3.loss_bbox: 0.1390, d3.loss_iou: 0.3359, d4.loss_cls: 0.1710, d4.loss_bbox: 0.1396, d4.loss_iou: 0.3364, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1950, dn_loss_iou: 0.2760, d0.dn_loss_cls: 0.0482, d0.dn_loss_bbox: 0.3120, d0.dn_loss_iou: 0.3981, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.2230, d1.dn_loss_iou: 0.3081, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.2008, d2.dn_loss_iou: 0.2837, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1967, d3.dn_loss_iou: 0.2787, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1950, d4.dn_loss_iou: 0.2759, loss: 8.0122 2024-05-20 22:47:13,942 - mmdet - INFO - Epoch [20][1400/3665] lr: 2.000e-04, eta: 1 day, 0:55:56, time: 1.436, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2070, interm_loss_bbox: 0.1598, interm_loss_iou: 0.3660, loss_cls: 0.1724, loss_bbox: 0.1343, loss_iou: 0.3259, d0.loss_cls: 0.2229, d0.loss_bbox: 0.1407, d0.loss_iou: 0.3353, d1.loss_cls: 0.1926, d1.loss_bbox: 0.1374, d1.loss_iou: 0.3306, d2.loss_cls: 0.1789, d2.loss_bbox: 0.1360, d2.loss_iou: 0.3280, d3.loss_cls: 0.1743, d3.loss_bbox: 0.1350, d3.loss_iou: 0.3264, d4.loss_cls: 0.1727, d4.loss_bbox: 0.1346, d4.loss_iou: 0.3261, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1838, dn_loss_iou: 0.2735, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2922, d0.dn_loss_iou: 0.3908, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.2101, d1.dn_loss_iou: 0.3035, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1895, d2.dn_loss_iou: 0.2808, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1856, d3.dn_loss_iou: 0.2761, d4.dn_loss_cls: 0.0158, d4.dn_loss_bbox: 0.1838, d4.dn_loss_iou: 0.2734, loss: 7.8161 2024-05-20 22:48:26,126 - mmdet - INFO - Epoch [20][1450/3665] lr: 2.000e-04, eta: 1 day, 0:54:41, time: 1.444, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2117, interm_loss_bbox: 0.1585, interm_loss_iou: 0.3884, loss_cls: 0.1745, loss_bbox: 0.1342, loss_iou: 0.3504, d0.loss_cls: 0.2261, d0.loss_bbox: 0.1427, d0.loss_iou: 0.3604, d1.loss_cls: 0.1951, d1.loss_bbox: 0.1389, d1.loss_iou: 0.3555, d2.loss_cls: 0.1835, d2.loss_bbox: 0.1357, d2.loss_iou: 0.3526, d3.loss_cls: 0.1773, d3.loss_bbox: 0.1348, d3.loss_iou: 0.3517, d4.loss_cls: 0.1755, d4.loss_bbox: 0.1341, d4.loss_iou: 0.3508, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1807, dn_loss_iou: 0.2861, d0.dn_loss_cls: 0.0489, d0.dn_loss_bbox: 0.2880, d0.dn_loss_iou: 0.4059, d1.dn_loss_cls: 0.0259, d1.dn_loss_bbox: 0.2061, d1.dn_loss_iou: 0.3180, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.1857, d2.dn_loss_iou: 0.2938, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1818, d3.dn_loss_iou: 0.2885, d4.dn_loss_cls: 0.0168, d4.dn_loss_bbox: 0.1806, d4.dn_loss_iou: 0.2860, loss: 8.0801 2024-05-20 22:49:44,915 - mmdet - INFO - Epoch [20][1500/3665] lr: 2.000e-04, eta: 1 day, 0:53:32, time: 1.576, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2102, interm_loss_bbox: 0.1645, interm_loss_iou: 0.3806, loss_cls: 0.1721, loss_bbox: 0.1400, loss_iou: 0.3433, d0.loss_cls: 0.2328, d0.loss_bbox: 0.1512, d0.loss_iou: 0.3560, d1.loss_cls: 0.1977, d1.loss_bbox: 0.1439, d1.loss_iou: 0.3492, d2.loss_cls: 0.1818, d2.loss_bbox: 0.1411, d2.loss_iou: 0.3462, d3.loss_cls: 0.1746, d3.loss_bbox: 0.1407, d3.loss_iou: 0.3451, d4.loss_cls: 0.1737, d4.loss_bbox: 0.1395, d4.loss_iou: 0.3429, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1868, dn_loss_iou: 0.2819, d0.dn_loss_cls: 0.0504, d0.dn_loss_bbox: 0.2995, d0.dn_loss_iou: 0.4029, d1.dn_loss_cls: 0.0258, d1.dn_loss_bbox: 0.2139, d1.dn_loss_iou: 0.3145, d2.dn_loss_cls: 0.0204, d2.dn_loss_bbox: 0.1925, d2.dn_loss_iou: 0.2895, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1883, d3.dn_loss_iou: 0.2845, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1868, d4.dn_loss_iou: 0.2818, loss: 8.0969 2024-05-20 22:50:56,278 - mmdet - INFO - Epoch [20][1550/3665] lr: 2.000e-04, eta: 1 day, 0:52:16, time: 1.427, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2038, interm_loss_bbox: 0.1636, interm_loss_iou: 0.3709, loss_cls: 0.1652, loss_bbox: 0.1393, loss_iou: 0.3326, d0.loss_cls: 0.2187, d0.loss_bbox: 0.1470, d0.loss_iou: 0.3442, d1.loss_cls: 0.1909, d1.loss_bbox: 0.1424, d1.loss_iou: 0.3377, d2.loss_cls: 0.1747, d2.loss_bbox: 0.1400, d2.loss_iou: 0.3340, d3.loss_cls: 0.1683, d3.loss_bbox: 0.1394, d3.loss_iou: 0.3329, d4.loss_cls: 0.1670, d4.loss_bbox: 0.1386, d4.loss_iou: 0.3319, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1870, dn_loss_iou: 0.2762, d0.dn_loss_cls: 0.0465, d0.dn_loss_bbox: 0.2955, d0.dn_loss_iou: 0.3970, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2135, d1.dn_loss_iou: 0.3080, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1926, d2.dn_loss_iou: 0.2836, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1886, d3.dn_loss_iou: 0.2788, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1869, d4.dn_loss_iou: 0.2761, loss: 7.9008 2024-05-20 22:52:11,739 - mmdet - INFO - Epoch [20][1600/3665] lr: 2.000e-04, eta: 1 day, 0:51:04, time: 1.509, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2053, interm_loss_bbox: 0.1574, interm_loss_iou: 0.3727, loss_cls: 0.1644, loss_bbox: 0.1374, loss_iou: 0.3393, d0.loss_cls: 0.2236, d0.loss_bbox: 0.1411, d0.loss_iou: 0.3440, d1.loss_cls: 0.1901, d1.loss_bbox: 0.1405, d1.loss_iou: 0.3439, d2.loss_cls: 0.1755, d2.loss_bbox: 0.1372, d2.loss_iou: 0.3395, d3.loss_cls: 0.1681, d3.loss_bbox: 0.1376, d3.loss_iou: 0.3402, d4.loss_cls: 0.1658, d4.loss_bbox: 0.1373, d4.loss_iou: 0.3389, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1765, dn_loss_iou: 0.2793, d0.dn_loss_cls: 0.0487, d0.dn_loss_bbox: 0.2821, d0.dn_loss_iou: 0.3962, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2039, d1.dn_loss_iou: 0.3118, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1825, d2.dn_loss_iou: 0.2870, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1781, d3.dn_loss_iou: 0.2820, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1765, d4.dn_loss_iou: 0.2792, loss: 7.8806 2024-05-20 22:53:25,839 - mmdet - INFO - Epoch [20][1650/3665] lr: 2.000e-04, eta: 1 day, 0:49:51, time: 1.482, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2063, interm_loss_bbox: 0.1599, interm_loss_iou: 0.3706, loss_cls: 0.1669, loss_bbox: 0.1378, loss_iou: 0.3351, d0.loss_cls: 0.2211, d0.loss_bbox: 0.1424, d0.loss_iou: 0.3427, d1.loss_cls: 0.1890, d1.loss_bbox: 0.1413, d1.loss_iou: 0.3401, d2.loss_cls: 0.1765, d2.loss_bbox: 0.1381, d2.loss_iou: 0.3370, d3.loss_cls: 0.1710, d3.loss_bbox: 0.1372, d3.loss_iou: 0.3349, d4.loss_cls: 0.1684, d4.loss_bbox: 0.1373, d4.loss_iou: 0.3348, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1867, dn_loss_iou: 0.2775, d0.dn_loss_cls: 0.0469, d0.dn_loss_bbox: 0.2984, d0.dn_loss_iou: 0.3973, d1.dn_loss_cls: 0.0243, d1.dn_loss_bbox: 0.2140, d1.dn_loss_iou: 0.3098, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1922, d2.dn_loss_iou: 0.2850, d3.dn_loss_cls: 0.0165, d3.dn_loss_bbox: 0.1884, d3.dn_loss_iou: 0.2800, d4.dn_loss_cls: 0.0157, d4.dn_loss_bbox: 0.1867, d4.dn_loss_iou: 0.2773, loss: 7.9195 2024-05-20 22:54:44,364 - mmdet - INFO - Epoch [20][1700/3665] lr: 2.000e-04, eta: 1 day, 0:48:41, time: 1.570, data_time: 0.019, memory: 41053, interm_loss_cls: 0.2056, interm_loss_bbox: 0.1586, interm_loss_iou: 0.3760, loss_cls: 0.1653, loss_bbox: 0.1410, loss_iou: 0.3441, d0.loss_cls: 0.2203, d0.loss_bbox: 0.1439, d0.loss_iou: 0.3498, d1.loss_cls: 0.1881, d1.loss_bbox: 0.1412, d1.loss_iou: 0.3472, d2.loss_cls: 0.1747, d2.loss_bbox: 0.1414, d2.loss_iou: 0.3455, d3.loss_cls: 0.1705, d3.loss_bbox: 0.1398, d3.loss_iou: 0.3424, d4.loss_cls: 0.1675, d4.loss_bbox: 0.1396, d4.loss_iou: 0.3430, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1805, dn_loss_iou: 0.2843, d0.dn_loss_cls: 0.0474, d0.dn_loss_bbox: 0.2869, d0.dn_loss_iou: 0.4044, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.2068, d1.dn_loss_iou: 0.3159, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1862, d2.dn_loss_iou: 0.2918, d3.dn_loss_cls: 0.0166, d3.dn_loss_bbox: 0.1821, d3.dn_loss_iou: 0.2867, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1805, d4.dn_loss_iou: 0.2842, loss: 7.9736 2024-05-20 22:55:59,042 - mmdet - INFO - Epoch [20][1750/3665] lr: 2.000e-04, eta: 1 day, 0:47:28, time: 1.494, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2020, interm_loss_bbox: 0.1632, interm_loss_iou: 0.3701, loss_cls: 0.1638, loss_bbox: 0.1396, loss_iou: 0.3306, d0.loss_cls: 0.2177, d0.loss_bbox: 0.1455, d0.loss_iou: 0.3417, d1.loss_cls: 0.1839, d1.loss_bbox: 0.1430, d1.loss_iou: 0.3365, d2.loss_cls: 0.1715, d2.loss_bbox: 0.1416, d2.loss_iou: 0.3331, d3.loss_cls: 0.1659, d3.loss_bbox: 0.1405, d3.loss_iou: 0.3321, d4.loss_cls: 0.1651, d4.loss_bbox: 0.1395, d4.loss_iou: 0.3303, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1857, dn_loss_iou: 0.2763, d0.dn_loss_cls: 0.0469, d0.dn_loss_bbox: 0.2966, d0.dn_loss_iou: 0.3953, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.2142, d1.dn_loss_iou: 0.3087, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1915, d2.dn_loss_iou: 0.2837, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1869, d3.dn_loss_iou: 0.2786, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1856, d4.dn_loss_iou: 0.2763, loss: 7.8738 2024-05-20 22:57:10,324 - mmdet - INFO - Epoch [20][1800/3665] lr: 2.000e-04, eta: 1 day, 0:46:13, time: 1.426, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2083, interm_loss_bbox: 0.1640, interm_loss_iou: 0.3821, loss_cls: 0.1712, loss_bbox: 0.1405, loss_iou: 0.3438, d0.loss_cls: 0.2244, d0.loss_bbox: 0.1455, d0.loss_iou: 0.3508, d1.loss_cls: 0.1922, d1.loss_bbox: 0.1432, d1.loss_iou: 0.3502, d2.loss_cls: 0.1791, d2.loss_bbox: 0.1422, d2.loss_iou: 0.3466, d3.loss_cls: 0.1750, d3.loss_bbox: 0.1402, d3.loss_iou: 0.3443, d4.loss_cls: 0.1727, d4.loss_bbox: 0.1401, d4.loss_iou: 0.3439, dn_loss_cls: 0.0161, dn_loss_bbox: 0.1840, dn_loss_iou: 0.2842, d0.dn_loss_cls: 0.0483, d0.dn_loss_bbox: 0.2933, d0.dn_loss_iou: 0.4035, d1.dn_loss_cls: 0.0250, d1.dn_loss_bbox: 0.2097, d1.dn_loss_iou: 0.3159, d2.dn_loss_cls: 0.0198, d2.dn_loss_bbox: 0.1898, d2.dn_loss_iou: 0.2919, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1858, d3.dn_loss_iou: 0.2866, d4.dn_loss_cls: 0.0164, d4.dn_loss_bbox: 0.1840, d4.dn_loss_iou: 0.2842, loss: 8.0560 2024-05-20 22:58:24,741 - mmdet - INFO - Epoch [20][1850/3665] lr: 2.000e-04, eta: 1 day, 0:45:00, time: 1.488, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2100, interm_loss_bbox: 0.1589, interm_loss_iou: 0.3590, loss_cls: 0.1679, loss_bbox: 0.1349, loss_iou: 0.3202, d0.loss_cls: 0.2208, d0.loss_bbox: 0.1418, d0.loss_iou: 0.3318, d1.loss_cls: 0.1892, d1.loss_bbox: 0.1387, d1.loss_iou: 0.3255, d2.loss_cls: 0.1778, d2.loss_bbox: 0.1351, d2.loss_iou: 0.3213, d3.loss_cls: 0.1707, d3.loss_bbox: 0.1351, d3.loss_iou: 0.3211, d4.loss_cls: 0.1688, d4.loss_bbox: 0.1349, d4.loss_iou: 0.3204, dn_loss_cls: 0.0167, dn_loss_bbox: 0.1895, dn_loss_iou: 0.2771, d0.dn_loss_cls: 0.0487, d0.dn_loss_bbox: 0.3044, d0.dn_loss_iou: 0.4001, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2193, d1.dn_loss_iou: 0.3111, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1961, d2.dn_loss_iou: 0.2856, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1914, d3.dn_loss_iou: 0.2798, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1894, d4.dn_loss_iou: 0.2770, loss: 7.8506 2024-05-20 22:59:42,454 - mmdet - INFO - Epoch [20][1900/3665] lr: 2.000e-04, eta: 1 day, 0:43:49, time: 1.554, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2105, interm_loss_bbox: 0.1593, interm_loss_iou: 0.3636, loss_cls: 0.1724, loss_bbox: 0.1373, loss_iou: 0.3271, d0.loss_cls: 0.2245, d0.loss_bbox: 0.1413, d0.loss_iou: 0.3334, d1.loss_cls: 0.1917, d1.loss_bbox: 0.1412, d1.loss_iou: 0.3342, d2.loss_cls: 0.1809, d2.loss_bbox: 0.1386, d2.loss_iou: 0.3291, d3.loss_cls: 0.1763, d3.loss_bbox: 0.1375, d3.loss_iou: 0.3272, d4.loss_cls: 0.1738, d4.loss_bbox: 0.1370, d4.loss_iou: 0.3267, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1941, dn_loss_iou: 0.2846, d0.dn_loss_cls: 0.0496, d0.dn_loss_bbox: 0.3077, d0.dn_loss_iou: 0.4050, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2215, d1.dn_loss_iou: 0.3167, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1997, d2.dn_loss_iou: 0.2924, d3.dn_loss_cls: 0.0174, d3.dn_loss_bbox: 0.1956, d3.dn_loss_iou: 0.2873, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1940, d4.dn_loss_iou: 0.2846, loss: 7.9919 2024-05-20 23:00:56,343 - mmdet - INFO - Epoch [20][1950/3665] lr: 2.000e-04, eta: 1 day, 0:42:36, time: 1.477, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2152, interm_loss_bbox: 0.1633, interm_loss_iou: 0.3811, loss_cls: 0.1751, loss_bbox: 0.1398, loss_iou: 0.3428, d0.loss_cls: 0.2272, d0.loss_bbox: 0.1457, d0.loss_iou: 0.3515, d1.loss_cls: 0.1967, d1.loss_bbox: 0.1426, d1.loss_iou: 0.3477, d2.loss_cls: 0.1830, d2.loss_bbox: 0.1412, d2.loss_iou: 0.3446, d3.loss_cls: 0.1788, d3.loss_bbox: 0.1396, d3.loss_iou: 0.3426, d4.loss_cls: 0.1767, d4.loss_bbox: 0.1393, d4.loss_iou: 0.3420, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1900, dn_loss_iou: 0.2837, d0.dn_loss_cls: 0.0489, d0.dn_loss_bbox: 0.3056, d0.dn_loss_iou: 0.4077, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2173, d1.dn_loss_iou: 0.3168, d2.dn_loss_cls: 0.0197, d2.dn_loss_bbox: 0.1953, d2.dn_loss_iou: 0.2913, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1914, d3.dn_loss_iou: 0.2862, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1899, d4.dn_loss_iou: 0.2836, loss: 8.1192 2024-05-20 23:02:07,990 - mmdet - INFO - Epoch [20][2000/3665] lr: 2.000e-04, eta: 1 day, 0:41:20, time: 1.433, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2073, interm_loss_bbox: 0.1616, interm_loss_iou: 0.3665, loss_cls: 0.1673, loss_bbox: 0.1380, loss_iou: 0.3303, d0.loss_cls: 0.2180, d0.loss_bbox: 0.1438, d0.loss_iou: 0.3370, d1.loss_cls: 0.1859, d1.loss_bbox: 0.1415, d1.loss_iou: 0.3357, d2.loss_cls: 0.1755, d2.loss_bbox: 0.1386, d2.loss_iou: 0.3314, d3.loss_cls: 0.1706, d3.loss_bbox: 0.1382, d3.loss_iou: 0.3301, d4.loss_cls: 0.1683, d4.loss_bbox: 0.1383, d4.loss_iou: 0.3303, dn_loss_cls: 0.0154, dn_loss_bbox: 0.1916, dn_loss_iou: 0.2763, d0.dn_loss_cls: 0.0467, d0.dn_loss_bbox: 0.3005, d0.dn_loss_iou: 0.3947, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.2188, d1.dn_loss_iou: 0.3088, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1971, d2.dn_loss_iou: 0.2837, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1932, d3.dn_loss_iou: 0.2788, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1915, d4.dn_loss_iou: 0.2763, loss: 7.9020 2024-05-20 23:03:19,387 - mmdet - INFO - Epoch [20][2050/3665] lr: 2.000e-04, eta: 1 day, 0:40:05, time: 1.428, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2089, interm_loss_bbox: 0.1575, interm_loss_iou: 0.3673, loss_cls: 0.1677, loss_bbox: 0.1365, loss_iou: 0.3307, d0.loss_cls: 0.2205, d0.loss_bbox: 0.1425, d0.loss_iou: 0.3400, d1.loss_cls: 0.1866, d1.loss_bbox: 0.1400, d1.loss_iou: 0.3371, d2.loss_cls: 0.1766, d2.loss_bbox: 0.1375, d2.loss_iou: 0.3338, d3.loss_cls: 0.1705, d3.loss_bbox: 0.1373, d3.loss_iou: 0.3319, d4.loss_cls: 0.1688, d4.loss_bbox: 0.1368, d4.loss_iou: 0.3307, dn_loss_cls: 0.0155, dn_loss_bbox: 0.1855, dn_loss_iou: 0.2782, d0.dn_loss_cls: 0.0471, d0.dn_loss_bbox: 0.2972, d0.dn_loss_iou: 0.3962, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.2136, d1.dn_loss_iou: 0.3103, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1915, d2.dn_loss_iou: 0.2859, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1872, d3.dn_loss_iou: 0.2809, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1854, d4.dn_loss_iou: 0.2781, loss: 7.8866 2024-05-20 23:04:38,033 - mmdet - INFO - Epoch [20][2100/3665] lr: 2.000e-04, eta: 1 day, 0:38:55, time: 1.573, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2119, interm_loss_bbox: 0.1621, interm_loss_iou: 0.3754, loss_cls: 0.1714, loss_bbox: 0.1395, loss_iou: 0.3382, d0.loss_cls: 0.2352, d0.loss_bbox: 0.1476, d0.loss_iou: 0.3518, d1.loss_cls: 0.1974, d1.loss_bbox: 0.1426, d1.loss_iou: 0.3446, d2.loss_cls: 0.1812, d2.loss_bbox: 0.1414, d2.loss_iou: 0.3398, d3.loss_cls: 0.1751, d3.loss_bbox: 0.1403, d3.loss_iou: 0.3385, d4.loss_cls: 0.1723, d4.loss_bbox: 0.1398, d4.loss_iou: 0.3380, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1895, dn_loss_iou: 0.2891, d0.dn_loss_cls: 0.0491, d0.dn_loss_bbox: 0.3077, d0.dn_loss_iou: 0.4176, d1.dn_loss_cls: 0.0252, d1.dn_loss_bbox: 0.2189, d1.dn_loss_iou: 0.3236, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.1961, d2.dn_loss_iou: 0.2974, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1913, d3.dn_loss_iou: 0.2918, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1895, d4.dn_loss_iou: 0.2890, loss: 8.1284 2024-05-20 23:05:53,220 - mmdet - INFO - Epoch [20][2150/3665] lr: 2.000e-04, eta: 1 day, 0:37:43, time: 1.504, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2044, interm_loss_bbox: 0.1611, interm_loss_iou: 0.3805, loss_cls: 0.1677, loss_bbox: 0.1397, loss_iou: 0.3437, d0.loss_cls: 0.2209, d0.loss_bbox: 0.1454, d0.loss_iou: 0.3538, d1.loss_cls: 0.1900, d1.loss_bbox: 0.1427, d1.loss_iou: 0.3492, d2.loss_cls: 0.1777, d2.loss_bbox: 0.1400, d2.loss_iou: 0.3442, d3.loss_cls: 0.1708, d3.loss_bbox: 0.1397, d3.loss_iou: 0.3442, d4.loss_cls: 0.1692, d4.loss_bbox: 0.1396, d4.loss_iou: 0.3434, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1874, dn_loss_iou: 0.2878, d0.dn_loss_cls: 0.0470, d0.dn_loss_bbox: 0.2956, d0.dn_loss_iou: 0.4053, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.2139, d1.dn_loss_iou: 0.3199, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.1928, d2.dn_loss_iou: 0.2950, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1891, d3.dn_loss_iou: 0.2902, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1874, d4.dn_loss_iou: 0.2876, loss: 8.0584 2024-05-20 23:07:06,780 - mmdet - INFO - Epoch [20][2200/3665] lr: 2.000e-04, eta: 1 day, 0:36:29, time: 1.471, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2069, interm_loss_bbox: 0.1582, interm_loss_iou: 0.3699, loss_cls: 0.1691, loss_bbox: 0.1363, loss_iou: 0.3322, d0.loss_cls: 0.2199, d0.loss_bbox: 0.1410, d0.loss_iou: 0.3429, d1.loss_cls: 0.1876, d1.loss_bbox: 0.1402, d1.loss_iou: 0.3392, d2.loss_cls: 0.1766, d2.loss_bbox: 0.1377, d2.loss_iou: 0.3343, d3.loss_cls: 0.1724, d3.loss_bbox: 0.1364, d3.loss_iou: 0.3326, d4.loss_cls: 0.1703, d4.loss_bbox: 0.1359, d4.loss_iou: 0.3315, dn_loss_cls: 0.0161, dn_loss_bbox: 0.1808, dn_loss_iou: 0.2822, d0.dn_loss_cls: 0.0481, d0.dn_loss_bbox: 0.2912, d0.dn_loss_iou: 0.4010, d1.dn_loss_cls: 0.0249, d1.dn_loss_bbox: 0.2093, d1.dn_loss_iou: 0.3148, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1875, d2.dn_loss_iou: 0.2902, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1826, d3.dn_loss_iou: 0.2847, d4.dn_loss_cls: 0.0164, d4.dn_loss_bbox: 0.1808, d4.dn_loss_iou: 0.2821, loss: 7.9007 2024-05-20 23:08:24,026 - mmdet - INFO - Epoch [20][2250/3665] lr: 2.000e-04, eta: 1 day, 0:35:18, time: 1.545, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2026, interm_loss_bbox: 0.1584, interm_loss_iou: 0.3691, loss_cls: 0.1641, loss_bbox: 0.1367, loss_iou: 0.3342, d0.loss_cls: 0.2181, d0.loss_bbox: 0.1408, d0.loss_iou: 0.3412, d1.loss_cls: 0.1820, d1.loss_bbox: 0.1416, d1.loss_iou: 0.3421, d2.loss_cls: 0.1718, d2.loss_bbox: 0.1387, d2.loss_iou: 0.3368, d3.loss_cls: 0.1672, d3.loss_bbox: 0.1373, d3.loss_iou: 0.3356, d4.loss_cls: 0.1655, d4.loss_bbox: 0.1369, d4.loss_iou: 0.3341, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1802, dn_loss_iou: 0.2759, d0.dn_loss_cls: 0.0461, d0.dn_loss_bbox: 0.2916, d0.dn_loss_iou: 0.3978, d1.dn_loss_cls: 0.0237, d1.dn_loss_bbox: 0.2067, d1.dn_loss_iou: 0.3071, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1855, d2.dn_loss_iou: 0.2831, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1816, d3.dn_loss_iou: 0.2782, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1802, d4.dn_loss_iou: 0.2758, loss: 7.8327 2024-05-20 23:09:39,588 - mmdet - INFO - Epoch [20][2300/3665] lr: 2.000e-04, eta: 1 day, 0:34:06, time: 1.511, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2100, interm_loss_bbox: 0.1626, interm_loss_iou: 0.3804, loss_cls: 0.1717, loss_bbox: 0.1395, loss_iou: 0.3406, d0.loss_cls: 0.2221, d0.loss_bbox: 0.1459, d0.loss_iou: 0.3517, d1.loss_cls: 0.1913, d1.loss_bbox: 0.1426, d1.loss_iou: 0.3467, d2.loss_cls: 0.1799, d2.loss_bbox: 0.1408, d2.loss_iou: 0.3434, d3.loss_cls: 0.1756, d3.loss_bbox: 0.1394, d3.loss_iou: 0.3407, d4.loss_cls: 0.1729, d4.loss_bbox: 0.1391, d4.loss_iou: 0.3405, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1895, dn_loss_iou: 0.2845, d0.dn_loss_cls: 0.0474, d0.dn_loss_bbox: 0.3038, d0.dn_loss_iou: 0.4069, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.2185, d1.dn_loss_iou: 0.3173, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1959, d2.dn_loss_iou: 0.2921, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1912, d3.dn_loss_iou: 0.2870, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1894, d4.dn_loss_iou: 0.2845, loss: 8.0745 2024-05-20 23:10:51,362 - mmdet - INFO - Epoch [20][2350/3665] lr: 2.000e-04, eta: 1 day, 0:32:51, time: 1.436, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2028, interm_loss_bbox: 0.1635, interm_loss_iou: 0.3657, loss_cls: 0.1637, loss_bbox: 0.1385, loss_iou: 0.3249, d0.loss_cls: 0.2147, d0.loss_bbox: 0.1444, d0.loss_iou: 0.3341, d1.loss_cls: 0.1829, d1.loss_bbox: 0.1419, d1.loss_iou: 0.3303, d2.loss_cls: 0.1731, d2.loss_bbox: 0.1394, d2.loss_iou: 0.3265, d3.loss_cls: 0.1662, d3.loss_bbox: 0.1393, d3.loss_iou: 0.3265, d4.loss_cls: 0.1651, d4.loss_bbox: 0.1385, d4.loss_iou: 0.3247, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1877, dn_loss_iou: 0.2789, d0.dn_loss_cls: 0.0467, d0.dn_loss_bbox: 0.2948, d0.dn_loss_iou: 0.3970, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.2142, d1.dn_loss_iou: 0.3101, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1933, d2.dn_loss_iou: 0.2864, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1894, d3.dn_loss_iou: 0.2815, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1876, d4.dn_loss_iou: 0.2787, loss: 7.8424 2024-05-20 23:12:02,966 - mmdet - INFO - Epoch [20][2400/3665] lr: 2.000e-04, eta: 1 day, 0:31:35, time: 1.432, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1973, interm_loss_bbox: 0.1619, interm_loss_iou: 0.3775, loss_cls: 0.1586, loss_bbox: 0.1400, loss_iou: 0.3426, d0.loss_cls: 0.2095, d0.loss_bbox: 0.1444, d0.loss_iou: 0.3500, d1.loss_cls: 0.1782, d1.loss_bbox: 0.1420, d1.loss_iou: 0.3459, d2.loss_cls: 0.1667, d2.loss_bbox: 0.1408, d2.loss_iou: 0.3443, d3.loss_cls: 0.1611, d3.loss_bbox: 0.1413, d3.loss_iou: 0.3437, d4.loss_cls: 0.1592, d4.loss_bbox: 0.1402, d4.loss_iou: 0.3430, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1849, dn_loss_iou: 0.2734, d0.dn_loss_cls: 0.0463, d0.dn_loss_bbox: 0.2965, d0.dn_loss_iou: 0.3917, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2109, d1.dn_loss_iou: 0.3049, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1904, d2.dn_loss_iou: 0.2807, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1864, d3.dn_loss_iou: 0.2760, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1848, d4.dn_loss_iou: 0.2733, loss: 7.8748 2024-05-20 23:13:22,433 - mmdet - INFO - Epoch [20][2450/3665] lr: 2.000e-04, eta: 1 day, 0:30:26, time: 1.589, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2145, interm_loss_bbox: 0.1636, interm_loss_iou: 0.3797, loss_cls: 0.1747, loss_bbox: 0.1420, loss_iou: 0.3428, d0.loss_cls: 0.2262, d0.loss_bbox: 0.1475, d0.loss_iou: 0.3520, d1.loss_cls: 0.1950, d1.loss_bbox: 0.1455, d1.loss_iou: 0.3478, d2.loss_cls: 0.1822, d2.loss_bbox: 0.1441, d2.loss_iou: 0.3450, d3.loss_cls: 0.1782, d3.loss_bbox: 0.1420, d3.loss_iou: 0.3430, d4.loss_cls: 0.1760, d4.loss_bbox: 0.1417, d4.loss_iou: 0.3427, dn_loss_cls: 0.0174, dn_loss_bbox: 0.1895, dn_loss_iou: 0.2855, d0.dn_loss_cls: 0.0495, d0.dn_loss_bbox: 0.3014, d0.dn_loss_iou: 0.4044, d1.dn_loss_cls: 0.0261, d1.dn_loss_bbox: 0.2174, d1.dn_loss_iou: 0.3184, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.1947, d2.dn_loss_iou: 0.2930, d3.dn_loss_cls: 0.0185, d3.dn_loss_bbox: 0.1910, d3.dn_loss_iou: 0.2881, d4.dn_loss_cls: 0.0177, d4.dn_loss_bbox: 0.1895, d4.dn_loss_iou: 0.2854, loss: 8.1346 2024-05-20 23:14:33,524 - mmdet - INFO - Epoch [20][2500/3665] lr: 2.000e-04, eta: 1 day, 0:29:10, time: 1.422, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2064, interm_loss_bbox: 0.1630, interm_loss_iou: 0.3763, loss_cls: 0.1686, loss_bbox: 0.1395, loss_iou: 0.3371, d0.loss_cls: 0.2210, d0.loss_bbox: 0.1445, d0.loss_iou: 0.3446, d1.loss_cls: 0.1858, d1.loss_bbox: 0.1436, d1.loss_iou: 0.3427, d2.loss_cls: 0.1763, d2.loss_bbox: 0.1406, d2.loss_iou: 0.3389, d3.loss_cls: 0.1711, d3.loss_bbox: 0.1396, d3.loss_iou: 0.3382, d4.loss_cls: 0.1693, d4.loss_bbox: 0.1398, d4.loss_iou: 0.3371, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1887, dn_loss_iou: 0.2787, d0.dn_loss_cls: 0.0483, d0.dn_loss_bbox: 0.3027, d0.dn_loss_iou: 0.4007, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2180, d1.dn_loss_iou: 0.3122, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1948, d2.dn_loss_iou: 0.2866, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1904, d3.dn_loss_iou: 0.2816, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1887, d4.dn_loss_iou: 0.2786, loss: 7.9911 2024-05-20 23:15:47,095 - mmdet - INFO - Epoch [20][2550/3665] lr: 2.000e-04, eta: 1 day, 0:27:57, time: 1.471, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2032, interm_loss_bbox: 0.1565, interm_loss_iou: 0.3642, loss_cls: 0.1643, loss_bbox: 0.1334, loss_iou: 0.3281, d0.loss_cls: 0.2142, d0.loss_bbox: 0.1381, d0.loss_iou: 0.3355, d1.loss_cls: 0.1806, d1.loss_bbox: 0.1373, d1.loss_iou: 0.3350, d2.loss_cls: 0.1707, d2.loss_bbox: 0.1349, d2.loss_iou: 0.3324, d3.loss_cls: 0.1666, d3.loss_bbox: 0.1347, d3.loss_iou: 0.3301, d4.loss_cls: 0.1644, d4.loss_bbox: 0.1339, d4.loss_iou: 0.3290, dn_loss_cls: 0.0154, dn_loss_bbox: 0.1794, dn_loss_iou: 0.2781, d0.dn_loss_cls: 0.0482, d0.dn_loss_bbox: 0.2857, d0.dn_loss_iou: 0.3956, d1.dn_loss_cls: 0.0246, d1.dn_loss_bbox: 0.2051, d1.dn_loss_iou: 0.3090, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1849, d2.dn_loss_iou: 0.2857, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1809, d3.dn_loss_iou: 0.2807, d4.dn_loss_cls: 0.0157, d4.dn_loss_bbox: 0.1794, d4.dn_loss_iou: 0.2781, loss: 7.7700 2024-05-20 23:16:58,695 - mmdet - INFO - Epoch [20][2600/3665] lr: 2.000e-04, eta: 1 day, 0:26:41, time: 1.432, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2137, interm_loss_bbox: 0.1701, interm_loss_iou: 0.3781, loss_cls: 0.1726, loss_bbox: 0.1455, loss_iou: 0.3402, d0.loss_cls: 0.2355, d0.loss_bbox: 0.1546, d0.loss_iou: 0.3561, d1.loss_cls: 0.1973, d1.loss_bbox: 0.1509, d1.loss_iou: 0.3487, d2.loss_cls: 0.1827, d2.loss_bbox: 0.1475, d2.loss_iou: 0.3435, d3.loss_cls: 0.1758, d3.loss_bbox: 0.1467, d3.loss_iou: 0.3419, d4.loss_cls: 0.1737, d4.loss_bbox: 0.1456, d4.loss_iou: 0.3402, dn_loss_cls: 0.0165, dn_loss_bbox: 0.2039, dn_loss_iou: 0.2841, d0.dn_loss_cls: 0.0495, d0.dn_loss_bbox: 0.3252, d0.dn_loss_iou: 0.4143, d1.dn_loss_cls: 0.0259, d1.dn_loss_bbox: 0.2340, d1.dn_loss_iou: 0.3188, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.2102, d2.dn_loss_iou: 0.2924, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.2058, d3.dn_loss_iou: 0.2870, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.2039, d4.dn_loss_iou: 0.2840, loss: 8.2714 2024-05-20 23:18:16,850 - mmdet - INFO - Epoch [20][2650/3665] lr: 2.000e-04, eta: 1 day, 0:25:31, time: 1.563, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2091, interm_loss_bbox: 0.1627, interm_loss_iou: 0.3845, loss_cls: 0.1704, loss_bbox: 0.1386, loss_iou: 0.3454, d0.loss_cls: 0.2236, d0.loss_bbox: 0.1486, d0.loss_iou: 0.3607, d1.loss_cls: 0.1914, d1.loss_bbox: 0.1444, d1.loss_iou: 0.3555, d2.loss_cls: 0.1785, d2.loss_bbox: 0.1405, d2.loss_iou: 0.3484, d3.loss_cls: 0.1744, d3.loss_bbox: 0.1388, d3.loss_iou: 0.3454, d4.loss_cls: 0.1717, d4.loss_bbox: 0.1385, d4.loss_iou: 0.3452, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1934, dn_loss_iou: 0.2881, d0.dn_loss_cls: 0.0494, d0.dn_loss_bbox: 0.3112, d0.dn_loss_iou: 0.4159, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2232, d1.dn_loss_iou: 0.3231, d2.dn_loss_cls: 0.0204, d2.dn_loss_bbox: 0.1999, d2.dn_loss_iou: 0.2961, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1952, d3.dn_loss_iou: 0.2907, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1933, d4.dn_loss_iou: 0.2880, loss: 8.1818 2024-05-20 23:19:32,273 - mmdet - INFO - Epoch [20][2700/3665] lr: 2.000e-04, eta: 1 day, 0:24:19, time: 1.508, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2064, interm_loss_bbox: 0.1609, interm_loss_iou: 0.3722, loss_cls: 0.1693, loss_bbox: 0.1410, loss_iou: 0.3366, d0.loss_cls: 0.2189, d0.loss_bbox: 0.1472, d0.loss_iou: 0.3496, d1.loss_cls: 0.1887, d1.loss_bbox: 0.1444, d1.loss_iou: 0.3434, d2.loss_cls: 0.1773, d2.loss_bbox: 0.1414, d2.loss_iou: 0.3381, d3.loss_cls: 0.1723, d3.loss_bbox: 0.1414, d3.loss_iou: 0.3369, d4.loss_cls: 0.1696, d4.loss_bbox: 0.1414, d4.loss_iou: 0.3370, dn_loss_cls: 0.0159, dn_loss_bbox: 0.1878, dn_loss_iou: 0.2817, d0.dn_loss_cls: 0.0479, d0.dn_loss_bbox: 0.3017, d0.dn_loss_iou: 0.4078, d1.dn_loss_cls: 0.0251, d1.dn_loss_bbox: 0.2165, d1.dn_loss_iou: 0.3155, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1944, d2.dn_loss_iou: 0.2901, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1900, d3.dn_loss_iou: 0.2848, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1878, d4.dn_loss_iou: 0.2817, loss: 8.0156 2024-05-20 23:20:46,155 - mmdet - INFO - Epoch [20][2750/3665] lr: 2.000e-04, eta: 1 day, 0:23:05, time: 1.478, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2104, interm_loss_bbox: 0.1632, interm_loss_iou: 0.3745, loss_cls: 0.1697, loss_bbox: 0.1414, loss_iou: 0.3393, d0.loss_cls: 0.2231, d0.loss_bbox: 0.1478, d0.loss_iou: 0.3487, d1.loss_cls: 0.1905, d1.loss_bbox: 0.1448, d1.loss_iou: 0.3437, d2.loss_cls: 0.1786, d2.loss_bbox: 0.1416, d2.loss_iou: 0.3395, d3.loss_cls: 0.1733, d3.loss_bbox: 0.1409, d3.loss_iou: 0.3390, d4.loss_cls: 0.1713, d4.loss_bbox: 0.1408, d4.loss_iou: 0.3388, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1910, dn_loss_iou: 0.2826, d0.dn_loss_cls: 0.0484, d0.dn_loss_bbox: 0.3061, d0.dn_loss_iou: 0.4047, d1.dn_loss_cls: 0.0252, d1.dn_loss_bbox: 0.2199, d1.dn_loss_iou: 0.3155, d2.dn_loss_cls: 0.0197, d2.dn_loss_bbox: 0.1970, d2.dn_loss_iou: 0.2905, d3.dn_loss_cls: 0.0174, d3.dn_loss_bbox: 0.1927, d3.dn_loss_iou: 0.2853, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1910, d4.dn_loss_iou: 0.2826, loss: 8.0636 2024-05-20 23:22:04,047 - mmdet - INFO - Epoch [20][2800/3665] lr: 2.000e-04, eta: 1 day, 0:21:55, time: 1.558, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2077, interm_loss_bbox: 0.1619, interm_loss_iou: 0.3656, loss_cls: 0.1682, loss_bbox: 0.1409, loss_iou: 0.3322, d0.loss_cls: 0.2217, d0.loss_bbox: 0.1467, d0.loss_iou: 0.3423, d1.loss_cls: 0.1879, d1.loss_bbox: 0.1454, d1.loss_iou: 0.3384, d2.loss_cls: 0.1766, d2.loss_bbox: 0.1419, d2.loss_iou: 0.3336, d3.loss_cls: 0.1702, d3.loss_bbox: 0.1422, d3.loss_iou: 0.3341, d4.loss_cls: 0.1684, d4.loss_bbox: 0.1413, d4.loss_iou: 0.3329, dn_loss_cls: 0.0151, dn_loss_bbox: 0.2001, dn_loss_iou: 0.2805, d0.dn_loss_cls: 0.0474, d0.dn_loss_bbox: 0.3159, d0.dn_loss_iou: 0.4039, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.2304, d1.dn_loss_iou: 0.3145, d2.dn_loss_cls: 0.0188, d2.dn_loss_bbox: 0.2070, d2.dn_loss_iou: 0.2888, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.2020, d3.dn_loss_iou: 0.2834, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.2000, d4.dn_loss_iou: 0.2804, loss: 8.0443 2024-05-20 23:23:19,645 - mmdet - INFO - Epoch [20][2850/3665] lr: 2.000e-04, eta: 1 day, 0:20:43, time: 1.512, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2029, interm_loss_bbox: 0.1612, interm_loss_iou: 0.3654, loss_cls: 0.1661, loss_bbox: 0.1384, loss_iou: 0.3312, d0.loss_cls: 0.2159, d0.loss_bbox: 0.1456, d0.loss_iou: 0.3419, d1.loss_cls: 0.1834, d1.loss_bbox: 0.1427, d1.loss_iou: 0.3367, d2.loss_cls: 0.1735, d2.loss_bbox: 0.1401, d2.loss_iou: 0.3332, d3.loss_cls: 0.1675, d3.loss_bbox: 0.1401, d3.loss_iou: 0.3332, d4.loss_cls: 0.1665, d4.loss_bbox: 0.1388, d4.loss_iou: 0.3315, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1843, dn_loss_iou: 0.2736, d0.dn_loss_cls: 0.0460, d0.dn_loss_bbox: 0.2943, d0.dn_loss_iou: 0.3930, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2094, d1.dn_loss_iou: 0.3041, d2.dn_loss_cls: 0.0184, d2.dn_loss_bbox: 0.1896, d2.dn_loss_iou: 0.2809, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1858, d3.dn_loss_iou: 0.2762, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1842, d4.dn_loss_iou: 0.2735, loss: 7.8379 2024-05-20 23:24:31,310 - mmdet - INFO - Epoch [20][2900/3665] lr: 2.000e-04, eta: 1 day, 0:19:28, time: 1.433, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2096, interm_loss_bbox: 0.1567, interm_loss_iou: 0.3752, loss_cls: 0.1724, loss_bbox: 0.1345, loss_iou: 0.3383, d0.loss_cls: 0.2210, d0.loss_bbox: 0.1409, d0.loss_iou: 0.3496, d1.loss_cls: 0.1907, d1.loss_bbox: 0.1376, d1.loss_iou: 0.3437, d2.loss_cls: 0.1787, d2.loss_bbox: 0.1364, d2.loss_iou: 0.3407, d3.loss_cls: 0.1750, d3.loss_bbox: 0.1350, d3.loss_iou: 0.3392, d4.loss_cls: 0.1733, d4.loss_bbox: 0.1344, d4.loss_iou: 0.3387, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1810, dn_loss_iou: 0.2749, d0.dn_loss_cls: 0.0468, d0.dn_loss_bbox: 0.2907, d0.dn_loss_iou: 0.3964, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2079, d1.dn_loss_iou: 0.3069, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1868, d2.dn_loss_iou: 0.2825, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1825, d3.dn_loss_iou: 0.2774, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1810, d4.dn_loss_iou: 0.2748, loss: 7.9005 2024-05-20 23:25:42,494 - mmdet - INFO - Epoch [20][2950/3665] lr: 2.000e-04, eta: 1 day, 0:18:12, time: 1.424, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2104, interm_loss_bbox: 0.1557, interm_loss_iou: 0.3756, loss_cls: 0.1742, loss_bbox: 0.1346, loss_iou: 0.3350, d0.loss_cls: 0.2234, d0.loss_bbox: 0.1427, d0.loss_iou: 0.3498, d1.loss_cls: 0.1920, d1.loss_bbox: 0.1385, d1.loss_iou: 0.3443, d2.loss_cls: 0.1809, d2.loss_bbox: 0.1365, d2.loss_iou: 0.3391, d3.loss_cls: 0.1776, d3.loss_bbox: 0.1344, d3.loss_iou: 0.3356, d4.loss_cls: 0.1757, d4.loss_bbox: 0.1340, d4.loss_iou: 0.3352, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1898, dn_loss_iou: 0.2859, d0.dn_loss_cls: 0.0488, d0.dn_loss_bbox: 0.3005, d0.dn_loss_iou: 0.4060, d1.dn_loss_cls: 0.0251, d1.dn_loss_bbox: 0.2175, d1.dn_loss_iou: 0.3187, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.1955, d2.dn_loss_iou: 0.2936, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1913, d3.dn_loss_iou: 0.2884, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1897, d4.dn_loss_iou: 0.2857, loss: 8.0301 2024-05-20 23:27:00,230 - mmdet - INFO - Epoch [20][3000/3665] lr: 2.000e-04, eta: 1 day, 0:17:01, time: 1.555, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2106, interm_loss_bbox: 0.1604, interm_loss_iou: 0.3701, loss_cls: 0.1688, loss_bbox: 0.1370, loss_iou: 0.3346, d0.loss_cls: 0.2227, d0.loss_bbox: 0.1449, d0.loss_iou: 0.3461, d1.loss_cls: 0.1921, d1.loss_bbox: 0.1394, d1.loss_iou: 0.3401, d2.loss_cls: 0.1776, d2.loss_bbox: 0.1381, d2.loss_iou: 0.3366, d3.loss_cls: 0.1723, d3.loss_bbox: 0.1374, d3.loss_iou: 0.3353, d4.loss_cls: 0.1694, d4.loss_bbox: 0.1377, d4.loss_iou: 0.3353, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1859, dn_loss_iou: 0.2835, d0.dn_loss_cls: 0.0488, d0.dn_loss_bbox: 0.3000, d0.dn_loss_iou: 0.4072, d1.dn_loss_cls: 0.0258, d1.dn_loss_bbox: 0.2142, d1.dn_loss_iou: 0.3158, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.1918, d2.dn_loss_iou: 0.2910, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1875, d3.dn_loss_iou: 0.2858, d4.dn_loss_cls: 0.0170, d4.dn_loss_bbox: 0.1859, d4.dn_loss_iou: 0.2833, loss: 7.9850 2024-05-20 23:28:13,966 - mmdet - INFO - Epoch [20][3050/3665] lr: 2.000e-04, eta: 1 day, 0:15:48, time: 1.475, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2086, interm_loss_bbox: 0.1556, interm_loss_iou: 0.3761, loss_cls: 0.1682, loss_bbox: 0.1351, loss_iou: 0.3423, d0.loss_cls: 0.2198, d0.loss_bbox: 0.1407, d0.loss_iou: 0.3509, d1.loss_cls: 0.1874, d1.loss_bbox: 0.1388, d1.loss_iou: 0.3473, d2.loss_cls: 0.1758, d2.loss_bbox: 0.1374, d2.loss_iou: 0.3445, d3.loss_cls: 0.1712, d3.loss_bbox: 0.1353, d3.loss_iou: 0.3427, d4.loss_cls: 0.1691, d4.loss_bbox: 0.1346, d4.loss_iou: 0.3428, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1766, dn_loss_iou: 0.2760, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2872, d0.dn_loss_iou: 0.3969, d1.dn_loss_cls: 0.0231, d1.dn_loss_bbox: 0.2045, d1.dn_loss_iou: 0.3089, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1826, d2.dn_loss_iou: 0.2838, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1786, d3.dn_loss_iou: 0.2786, d4.dn_loss_cls: 0.0145, d4.dn_loss_bbox: 0.1766, d4.dn_loss_iou: 0.2760, loss: 7.8819 2024-05-20 23:29:28,240 - mmdet - INFO - Epoch [20][3100/3665] lr: 2.000e-04, eta: 1 day, 0:14:35, time: 1.485, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2036, interm_loss_bbox: 0.1594, interm_loss_iou: 0.3651, loss_cls: 0.1654, loss_bbox: 0.1384, loss_iou: 0.3285, d0.loss_cls: 0.2149, d0.loss_bbox: 0.1437, d0.loss_iou: 0.3384, d1.loss_cls: 0.1839, d1.loss_bbox: 0.1402, d1.loss_iou: 0.3344, d2.loss_cls: 0.1729, d2.loss_bbox: 0.1392, d2.loss_iou: 0.3306, d3.loss_cls: 0.1680, d3.loss_bbox: 0.1385, d3.loss_iou: 0.3295, d4.loss_cls: 0.1664, d4.loss_bbox: 0.1383, d4.loss_iou: 0.3283, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1812, dn_loss_iou: 0.2727, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2910, d0.dn_loss_iou: 0.3904, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2089, d1.dn_loss_iou: 0.3051, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1877, d2.dn_loss_iou: 0.2806, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1830, d3.dn_loss_iou: 0.2750, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1811, d4.dn_loss_iou: 0.2727, loss: 7.7895 2024-05-20 23:30:40,446 - mmdet - INFO - Epoch [20][3150/3665] lr: 2.000e-04, eta: 1 day, 0:13:20, time: 1.444, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2158, interm_loss_bbox: 0.1621, interm_loss_iou: 0.3765, loss_cls: 0.1734, loss_bbox: 0.1392, loss_iou: 0.3382, d0.loss_cls: 0.2341, d0.loss_bbox: 0.1467, d0.loss_iou: 0.3495, d1.loss_cls: 0.1967, d1.loss_bbox: 0.1428, d1.loss_iou: 0.3440, d2.loss_cls: 0.1822, d2.loss_bbox: 0.1404, d2.loss_iou: 0.3418, d3.loss_cls: 0.1773, d3.loss_bbox: 0.1388, d3.loss_iou: 0.3396, d4.loss_cls: 0.1743, d4.loss_bbox: 0.1390, d4.loss_iou: 0.3386, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1918, dn_loss_iou: 0.2836, d0.dn_loss_cls: 0.0516, d0.dn_loss_bbox: 0.3088, d0.dn_loss_iou: 0.4085, d1.dn_loss_cls: 0.0263, d1.dn_loss_bbox: 0.2213, d1.dn_loss_iou: 0.3174, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.1981, d2.dn_loss_iou: 0.2919, d3.dn_loss_cls: 0.0178, d3.dn_loss_bbox: 0.1934, d3.dn_loss_iou: 0.2864, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1917, d4.dn_loss_iou: 0.2834, loss: 8.1162 2024-05-20 23:31:54,495 - mmdet - INFO - Epoch [20][3200/3665] lr: 2.000e-04, eta: 1 day, 0:12:06, time: 1.481, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2025, interm_loss_bbox: 0.1584, interm_loss_iou: 0.3688, loss_cls: 0.1659, loss_bbox: 0.1362, loss_iou: 0.3332, d0.loss_cls: 0.2160, d0.loss_bbox: 0.1424, d0.loss_iou: 0.3429, d1.loss_cls: 0.1839, d1.loss_bbox: 0.1394, d1.loss_iou: 0.3385, d2.loss_cls: 0.1737, d2.loss_bbox: 0.1364, d2.loss_iou: 0.3350, d3.loss_cls: 0.1692, d3.loss_bbox: 0.1360, d3.loss_iou: 0.3337, d4.loss_cls: 0.1659, d4.loss_bbox: 0.1369, d4.loss_iou: 0.3341, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1781, dn_loss_iou: 0.2801, d0.dn_loss_cls: 0.0471, d0.dn_loss_bbox: 0.2848, d0.dn_loss_iou: 0.3994, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2042, d1.dn_loss_iou: 0.3119, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1834, d2.dn_loss_iou: 0.2875, d3.dn_loss_cls: 0.0166, d3.dn_loss_bbox: 0.1795, d3.dn_loss_iou: 0.2825, d4.dn_loss_cls: 0.0158, d4.dn_loss_bbox: 0.1781, d4.dn_loss_iou: 0.2799, loss: 7.8362 2024-05-20 23:33:12,917 - mmdet - INFO - Epoch [20][3250/3665] lr: 2.000e-04, eta: 1 day, 0:10:56, time: 1.568, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2085, interm_loss_bbox: 0.1568, interm_loss_iou: 0.3716, loss_cls: 0.1709, loss_bbox: 0.1373, loss_iou: 0.3370, d0.loss_cls: 0.2217, d0.loss_bbox: 0.1431, d0.loss_iou: 0.3470, d1.loss_cls: 0.1890, d1.loss_bbox: 0.1412, d1.loss_iou: 0.3437, d2.loss_cls: 0.1786, d2.loss_bbox: 0.1383, d2.loss_iou: 0.3396, d3.loss_cls: 0.1730, d3.loss_bbox: 0.1386, d3.loss_iou: 0.3386, d4.loss_cls: 0.1713, d4.loss_bbox: 0.1378, d4.loss_iou: 0.3377, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1866, dn_loss_iou: 0.2826, d0.dn_loss_cls: 0.0479, d0.dn_loss_bbox: 0.2967, d0.dn_loss_iou: 0.4002, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.2143, d1.dn_loss_iou: 0.3148, d2.dn_loss_cls: 0.0188, d2.dn_loss_bbox: 0.1929, d2.dn_loss_iou: 0.2905, d3.dn_loss_cls: 0.0165, d3.dn_loss_bbox: 0.1883, d3.dn_loss_iou: 0.2853, d4.dn_loss_cls: 0.0157, d4.dn_loss_bbox: 0.1865, d4.dn_loss_iou: 0.2826, loss: 7.9810 2024-05-20 23:34:28,609 - mmdet - INFO - Epoch [20][3300/3665] lr: 2.000e-04, eta: 1 day, 0:09:44, time: 1.514, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2062, interm_loss_bbox: 0.1579, interm_loss_iou: 0.3725, loss_cls: 0.1671, loss_bbox: 0.1350, loss_iou: 0.3335, d0.loss_cls: 0.2164, d0.loss_bbox: 0.1407, d0.loss_iou: 0.3441, d1.loss_cls: 0.1855, d1.loss_bbox: 0.1369, d1.loss_iou: 0.3387, d2.loss_cls: 0.1745, d2.loss_bbox: 0.1349, d2.loss_iou: 0.3350, d3.loss_cls: 0.1694, d3.loss_bbox: 0.1351, d3.loss_iou: 0.3339, d4.loss_cls: 0.1678, d4.loss_bbox: 0.1349, d4.loss_iou: 0.3331, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1807, dn_loss_iou: 0.2745, d0.dn_loss_cls: 0.0452, d0.dn_loss_bbox: 0.2917, d0.dn_loss_iou: 0.3973, d1.dn_loss_cls: 0.0230, d1.dn_loss_bbox: 0.2083, d1.dn_loss_iou: 0.3071, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1866, d2.dn_loss_iou: 0.2822, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1824, d3.dn_loss_iou: 0.2770, d4.dn_loss_cls: 0.0145, d4.dn_loss_bbox: 0.1807, d4.dn_loss_iou: 0.2744, loss: 7.8263 2024-05-20 23:35:48,173 - mmdet - INFO - Epoch [20][3350/3665] lr: 2.000e-04, eta: 1 day, 0:08:35, time: 1.591, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2053, interm_loss_bbox: 0.1596, interm_loss_iou: 0.3712, loss_cls: 0.1667, loss_bbox: 0.1364, loss_iou: 0.3349, d0.loss_cls: 0.2194, d0.loss_bbox: 0.1413, d0.loss_iou: 0.3420, d1.loss_cls: 0.1858, d1.loss_bbox: 0.1394, d1.loss_iou: 0.3403, d2.loss_cls: 0.1746, d2.loss_bbox: 0.1372, d2.loss_iou: 0.3370, d3.loss_cls: 0.1690, d3.loss_bbox: 0.1368, d3.loss_iou: 0.3366, d4.loss_cls: 0.1675, d4.loss_bbox: 0.1364, d4.loss_iou: 0.3349, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1851, dn_loss_iou: 0.2770, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2938, d0.dn_loss_iou: 0.3981, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2116, d1.dn_loss_iou: 0.3086, d2.dn_loss_cls: 0.0184, d2.dn_loss_bbox: 0.1907, d2.dn_loss_iou: 0.2846, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1865, d3.dn_loss_iou: 0.2795, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1850, d4.dn_loss_iou: 0.2769, loss: 7.8837 2024-05-20 23:37:04,080 - mmdet - INFO - Epoch [20][3400/3665] lr: 2.000e-04, eta: 1 day, 0:07:23, time: 1.518, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2095, interm_loss_bbox: 0.1606, interm_loss_iou: 0.3740, loss_cls: 0.1722, loss_bbox: 0.1370, loss_iou: 0.3350, d0.loss_cls: 0.2269, d0.loss_bbox: 0.1430, d0.loss_iou: 0.3459, d1.loss_cls: 0.1935, d1.loss_bbox: 0.1408, d1.loss_iou: 0.3414, d2.loss_cls: 0.1816, d2.loss_bbox: 0.1386, d2.loss_iou: 0.3371, d3.loss_cls: 0.1755, d3.loss_bbox: 0.1382, d3.loss_iou: 0.3361, d4.loss_cls: 0.1729, d4.loss_bbox: 0.1376, d4.loss_iou: 0.3355, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1896, dn_loss_iou: 0.2847, d0.dn_loss_cls: 0.0481, d0.dn_loss_bbox: 0.3031, d0.dn_loss_iou: 0.4052, d1.dn_loss_cls: 0.0251, d1.dn_loss_bbox: 0.2183, d1.dn_loss_iou: 0.3158, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.1957, d2.dn_loss_iou: 0.2920, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1912, d3.dn_loss_iou: 0.2871, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1896, d4.dn_loss_iou: 0.2846, loss: 8.0314 2024-05-20 23:38:15,670 - mmdet - INFO - Epoch [20][3450/3665] lr: 2.000e-04, eta: 1 day, 0:06:08, time: 1.432, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2036, interm_loss_bbox: 0.1599, interm_loss_iou: 0.3723, loss_cls: 0.1628, loss_bbox: 0.1399, loss_iou: 0.3364, d0.loss_cls: 0.2180, d0.loss_bbox: 0.1444, d0.loss_iou: 0.3465, d1.loss_cls: 0.1831, d1.loss_bbox: 0.1410, d1.loss_iou: 0.3402, d2.loss_cls: 0.1711, d2.loss_bbox: 0.1405, d2.loss_iou: 0.3385, d3.loss_cls: 0.1663, d3.loss_bbox: 0.1398, d3.loss_iou: 0.3369, d4.loss_cls: 0.1643, d4.loss_bbox: 0.1397, d4.loss_iou: 0.3359, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1819, dn_loss_iou: 0.2810, d0.dn_loss_cls: 0.0458, d0.dn_loss_bbox: 0.2943, d0.dn_loss_iou: 0.4016, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.2096, d1.dn_loss_iou: 0.3128, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1878, d2.dn_loss_iou: 0.2889, d3.dn_loss_cls: 0.0165, d3.dn_loss_bbox: 0.1836, d3.dn_loss_iou: 0.2836, d4.dn_loss_cls: 0.0157, d4.dn_loss_bbox: 0.1819, d4.dn_loss_iou: 0.2810, loss: 7.9055 2024-05-20 23:39:27,326 - mmdet - INFO - Epoch [20][3500/3665] lr: 2.000e-04, eta: 1 day, 0:04:52, time: 1.433, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2010, interm_loss_bbox: 0.1608, interm_loss_iou: 0.3563, loss_cls: 0.1624, loss_bbox: 0.1379, loss_iou: 0.3193, d0.loss_cls: 0.2151, d0.loss_bbox: 0.1435, d0.loss_iou: 0.3262, d1.loss_cls: 0.1793, d1.loss_bbox: 0.1421, d1.loss_iou: 0.3251, d2.loss_cls: 0.1707, d2.loss_bbox: 0.1396, d2.loss_iou: 0.3208, d3.loss_cls: 0.1651, d3.loss_bbox: 0.1387, d3.loss_iou: 0.3200, d4.loss_cls: 0.1637, d4.loss_bbox: 0.1379, d4.loss_iou: 0.3191, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1856, dn_loss_iou: 0.2672, d0.dn_loss_cls: 0.0464, d0.dn_loss_bbox: 0.2946, d0.dn_loss_iou: 0.3828, d1.dn_loss_cls: 0.0234, d1.dn_loss_bbox: 0.2116, d1.dn_loss_iou: 0.2976, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1909, d2.dn_loss_iou: 0.2743, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1869, d3.dn_loss_iou: 0.2696, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1855, d4.dn_loss_iou: 0.2671, loss: 7.6927 2024-05-20 23:40:44,031 - mmdet - INFO - Epoch [20][3550/3665] lr: 2.000e-04, eta: 1 day, 0:03:41, time: 1.534, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2122, interm_loss_bbox: 0.1615, interm_loss_iou: 0.3737, loss_cls: 0.1720, loss_bbox: 0.1409, loss_iou: 0.3404, d0.loss_cls: 0.2263, d0.loss_bbox: 0.1444, d0.loss_iou: 0.3464, d1.loss_cls: 0.1917, d1.loss_bbox: 0.1433, d1.loss_iou: 0.3454, d2.loss_cls: 0.1815, d2.loss_bbox: 0.1409, d2.loss_iou: 0.3415, d3.loss_cls: 0.1755, d3.loss_bbox: 0.1405, d3.loss_iou: 0.3407, d4.loss_cls: 0.1726, d4.loss_bbox: 0.1409, d4.loss_iou: 0.3405, dn_loss_cls: 0.0164, dn_loss_bbox: 0.1937, dn_loss_iou: 0.2839, d0.dn_loss_cls: 0.0493, d0.dn_loss_bbox: 0.3017, d0.dn_loss_iou: 0.4025, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2204, d1.dn_loss_iou: 0.3158, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.1993, d2.dn_loss_iou: 0.2917, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1952, d3.dn_loss_iou: 0.2865, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1937, d4.dn_loss_iou: 0.2838, loss: 8.0866 2024-05-20 23:41:55,461 - mmdet - INFO - Epoch [20][3600/3665] lr: 2.000e-04, eta: 1 day, 0:02:26, time: 1.428, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1999, interm_loss_bbox: 0.1607, interm_loss_iou: 0.3704, loss_cls: 0.1605, loss_bbox: 0.1386, loss_iou: 0.3317, d0.loss_cls: 0.2136, d0.loss_bbox: 0.1430, d0.loss_iou: 0.3409, d1.loss_cls: 0.1793, d1.loss_bbox: 0.1418, d1.loss_iou: 0.3375, d2.loss_cls: 0.1686, d2.loss_bbox: 0.1390, d2.loss_iou: 0.3330, d3.loss_cls: 0.1627, d3.loss_bbox: 0.1391, d3.loss_iou: 0.3324, d4.loss_cls: 0.1609, d4.loss_bbox: 0.1389, d4.loss_iou: 0.3323, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1849, dn_loss_iou: 0.2759, d0.dn_loss_cls: 0.0465, d0.dn_loss_bbox: 0.2944, d0.dn_loss_iou: 0.3949, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2133, d1.dn_loss_iou: 0.3083, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1905, d2.dn_loss_iou: 0.2837, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1865, d3.dn_loss_iou: 0.2784, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1849, d4.dn_loss_iou: 0.2758, loss: 7.8289 2024-05-20 23:43:09,218 - mmdet - INFO - Epoch [20][3650/3665] lr: 2.000e-04, eta: 1 day, 0:01:12, time: 1.475, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2082, interm_loss_bbox: 0.1580, interm_loss_iou: 0.3771, loss_cls: 0.1715, loss_bbox: 0.1374, loss_iou: 0.3416, d0.loss_cls: 0.2208, d0.loss_bbox: 0.1427, d0.loss_iou: 0.3519, d1.loss_cls: 0.1885, d1.loss_bbox: 0.1401, d1.loss_iou: 0.3469, d2.loss_cls: 0.1796, d2.loss_bbox: 0.1374, d2.loss_iou: 0.3433, d3.loss_cls: 0.1750, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3417, d4.loss_cls: 0.1724, d4.loss_bbox: 0.1374, d4.loss_iou: 0.3417, dn_loss_cls: 0.0177, dn_loss_bbox: 0.1859, dn_loss_iou: 0.2835, d0.dn_loss_cls: 0.0487, d0.dn_loss_bbox: 0.2955, d0.dn_loss_iou: 0.4037, d1.dn_loss_cls: 0.0260, d1.dn_loss_bbox: 0.2125, d1.dn_loss_iou: 0.3149, d2.dn_loss_cls: 0.0209, d2.dn_loss_bbox: 0.1919, d2.dn_loss_iou: 0.2912, d3.dn_loss_cls: 0.0188, d3.dn_loss_bbox: 0.1878, d3.dn_loss_iou: 0.2860, d4.dn_loss_cls: 0.0179, d4.dn_loss_bbox: 0.1859, d4.dn_loss_iou: 0.2834, loss: 8.0224 2024-05-20 23:43:34,780 - mmdet - INFO - Saving checkpoint at 20 epochs 2024-05-20 23:47:11,831 - mmdet - INFO - Evaluating bbox... 2024-05-20 23:49:04,259 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.562 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.751 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.613 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.385 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.596 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.725 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.759 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.762 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.762 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.619 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.804 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.903 2024-05-20 23:49:06,600 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-20 23:49:06,602 - mmdet - INFO - Epoch(val) [20][313] bbox_mAP: 0.5620, bbox_mAP_50: 0.7510, bbox_mAP_75: 0.6130, bbox_mAP_s: 0.3850, bbox_mAP_m: 0.5960, bbox_mAP_l: 0.7250, bbox_mAP_copypaste: 0.562 0.751 0.613 0.385 0.596 0.725 2024-05-20 23:50:33,279 - mmdet - INFO - Epoch [21][50/3665] lr: 2.000e-04, eta: 23:59:29, time: 1.733, data_time: 0.091, memory: 41053, interm_loss_cls: 0.2020, interm_loss_bbox: 0.1619, interm_loss_iou: 0.3607, loss_cls: 0.1624, loss_bbox: 0.1390, loss_iou: 0.3221, d0.loss_cls: 0.2133, d0.loss_bbox: 0.1450, d0.loss_iou: 0.3331, d1.loss_cls: 0.1818, d1.loss_bbox: 0.1427, d1.loss_iou: 0.3278, d2.loss_cls: 0.1702, d2.loss_bbox: 0.1394, d2.loss_iou: 0.3245, d3.loss_cls: 0.1646, d3.loss_bbox: 0.1398, d3.loss_iou: 0.3232, d4.loss_cls: 0.1632, d4.loss_bbox: 0.1391, d4.loss_iou: 0.3222, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1868, dn_loss_iou: 0.2726, d0.dn_loss_cls: 0.0469, d0.dn_loss_bbox: 0.3021, d0.dn_loss_iou: 0.3922, d1.dn_loss_cls: 0.0237, d1.dn_loss_bbox: 0.2145, d1.dn_loss_iou: 0.3043, d2.dn_loss_cls: 0.0184, d2.dn_loss_bbox: 0.1925, d2.dn_loss_iou: 0.2798, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1883, d3.dn_loss_iou: 0.2750, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1867, d4.dn_loss_iou: 0.2725, loss: 7.7807 2024-05-20 23:51:50,342 - mmdet - INFO - Epoch [21][100/3665] lr: 2.000e-04, eta: 23:58:18, time: 1.541, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2024, interm_loss_bbox: 0.1606, interm_loss_iou: 0.3691, loss_cls: 0.1636, loss_bbox: 0.1390, loss_iou: 0.3324, d0.loss_cls: 0.2197, d0.loss_bbox: 0.1432, d0.loss_iou: 0.3392, d1.loss_cls: 0.1837, d1.loss_bbox: 0.1418, d1.loss_iou: 0.3364, d2.loss_cls: 0.1710, d2.loss_bbox: 0.1407, d2.loss_iou: 0.3353, d3.loss_cls: 0.1662, d3.loss_bbox: 0.1397, d3.loss_iou: 0.3334, d4.loss_cls: 0.1644, d4.loss_bbox: 0.1392, d4.loss_iou: 0.3324, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1796, dn_loss_iou: 0.2655, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2948, d0.dn_loss_iou: 0.3844, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.2078, d1.dn_loss_iou: 0.2970, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1860, d2.dn_loss_iou: 0.2730, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1814, d3.dn_loss_iou: 0.2681, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1796, d4.dn_loss_iou: 0.2655, loss: 7.7706 2024-05-20 23:53:01,540 - mmdet - INFO - Epoch [21][150/3665] lr: 2.000e-04, eta: 23:57:02, time: 1.424, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1964, interm_loss_bbox: 0.1555, interm_loss_iou: 0.3632, loss_cls: 0.1598, loss_bbox: 0.1339, loss_iou: 0.3268, d0.loss_cls: 0.2152, d0.loss_bbox: 0.1396, d0.loss_iou: 0.3369, d1.loss_cls: 0.1789, d1.loss_bbox: 0.1398, d1.loss_iou: 0.3346, d2.loss_cls: 0.1674, d2.loss_bbox: 0.1362, d2.loss_iou: 0.3297, d3.loss_cls: 0.1616, d3.loss_bbox: 0.1356, d3.loss_iou: 0.3285, d4.loss_cls: 0.1606, d4.loss_bbox: 0.1343, d4.loss_iou: 0.3269, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1717, dn_loss_iou: 0.2694, d0.dn_loss_cls: 0.0466, d0.dn_loss_bbox: 0.2825, d0.dn_loss_iou: 0.3918, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.1972, d1.dn_loss_iou: 0.3008, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1770, d2.dn_loss_iou: 0.2768, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1733, d3.dn_loss_iou: 0.2720, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1717, d4.dn_loss_iou: 0.2693, loss: 7.6485 2024-05-20 23:54:15,843 - mmdet - INFO - Epoch [21][200/3665] lr: 2.000e-04, eta: 23:55:49, time: 1.486, data_time: 0.020, memory: 41053, interm_loss_cls: 0.2056, interm_loss_bbox: 0.1587, interm_loss_iou: 0.3763, loss_cls: 0.1691, loss_bbox: 0.1335, loss_iou: 0.3393, d0.loss_cls: 0.2199, d0.loss_bbox: 0.1412, d0.loss_iou: 0.3500, d1.loss_cls: 0.1880, d1.loss_bbox: 0.1396, d1.loss_iou: 0.3460, d2.loss_cls: 0.1764, d2.loss_bbox: 0.1361, d2.loss_iou: 0.3431, d3.loss_cls: 0.1718, d3.loss_bbox: 0.1348, d3.loss_iou: 0.3410, d4.loss_cls: 0.1700, d4.loss_bbox: 0.1336, d4.loss_iou: 0.3392, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1792, dn_loss_iou: 0.2820, d0.dn_loss_cls: 0.0463, d0.dn_loss_bbox: 0.2869, d0.dn_loss_iou: 0.4003, d1.dn_loss_cls: 0.0240, d1.dn_loss_bbox: 0.2057, d1.dn_loss_iou: 0.3132, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1851, d2.dn_loss_iou: 0.2893, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1808, d3.dn_loss_iou: 0.2845, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1792, d4.dn_loss_iou: 0.2819, loss: 7.9166 2024-05-20 23:55:28,025 - mmdet - INFO - Epoch [21][250/3665] lr: 2.000e-04, eta: 23:54:34, time: 1.444, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2048, interm_loss_bbox: 0.1598, interm_loss_iou: 0.3737, loss_cls: 0.1654, loss_bbox: 0.1356, loss_iou: 0.3328, d0.loss_cls: 0.2201, d0.loss_bbox: 0.1411, d0.loss_iou: 0.3437, d1.loss_cls: 0.1881, d1.loss_bbox: 0.1385, d1.loss_iou: 0.3380, d2.loss_cls: 0.1753, d2.loss_bbox: 0.1368, d2.loss_iou: 0.3354, d3.loss_cls: 0.1685, d3.loss_bbox: 0.1362, d3.loss_iou: 0.3344, d4.loss_cls: 0.1676, d4.loss_bbox: 0.1350, d4.loss_iou: 0.3321, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1815, dn_loss_iou: 0.2807, d0.dn_loss_cls: 0.0478, d0.dn_loss_bbox: 0.2836, d0.dn_loss_iou: 0.3990, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.2075, d1.dn_loss_iou: 0.3131, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1871, d2.dn_loss_iou: 0.2884, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1831, d3.dn_loss_iou: 0.2834, d4.dn_loss_cls: 0.0157, d4.dn_loss_bbox: 0.1814, d4.dn_loss_iou: 0.2807, loss: 7.8717 2024-05-20 23:56:39,769 - mmdet - INFO - Epoch [21][300/3665] lr: 2.000e-04, eta: 23:53:19, time: 1.435, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2027, interm_loss_bbox: 0.1538, interm_loss_iou: 0.3674, loss_cls: 0.1648, loss_bbox: 0.1308, loss_iou: 0.3276, d0.loss_cls: 0.2135, d0.loss_bbox: 0.1366, d0.loss_iou: 0.3389, d1.loss_cls: 0.1817, d1.loss_bbox: 0.1342, d1.loss_iou: 0.3332, d2.loss_cls: 0.1731, d2.loss_bbox: 0.1313, d2.loss_iou: 0.3285, d3.loss_cls: 0.1676, d3.loss_bbox: 0.1310, d3.loss_iou: 0.3283, d4.loss_cls: 0.1652, d4.loss_bbox: 0.1311, d4.loss_iou: 0.3285, dn_loss_cls: 0.0162, dn_loss_bbox: 0.1828, dn_loss_iou: 0.2743, d0.dn_loss_cls: 0.0482, d0.dn_loss_bbox: 0.2883, d0.dn_loss_iou: 0.3911, d1.dn_loss_cls: 0.0254, d1.dn_loss_bbox: 0.2075, d1.dn_loss_iou: 0.3042, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1878, d2.dn_loss_iou: 0.2813, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1841, d3.dn_loss_iou: 0.2766, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1827, d4.dn_loss_iou: 0.2743, loss: 7.7490 2024-05-20 23:57:53,704 - mmdet - INFO - Epoch [21][350/3665] lr: 2.000e-04, eta: 23:52:05, time: 1.478, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2001, interm_loss_bbox: 0.1550, interm_loss_iou: 0.3652, loss_cls: 0.1615, loss_bbox: 0.1335, loss_iou: 0.3287, d0.loss_cls: 0.2135, d0.loss_bbox: 0.1362, d0.loss_iou: 0.3356, d1.loss_cls: 0.1792, d1.loss_bbox: 0.1358, d1.loss_iou: 0.3327, d2.loss_cls: 0.1680, d2.loss_bbox: 0.1349, d2.loss_iou: 0.3312, d3.loss_cls: 0.1652, d3.loss_bbox: 0.1329, d3.loss_iou: 0.3284, d4.loss_cls: 0.1622, d4.loss_bbox: 0.1335, d4.loss_iou: 0.3288, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1745, dn_loss_iou: 0.2718, d0.dn_loss_cls: 0.0447, d0.dn_loss_bbox: 0.2788, d0.dn_loss_iou: 0.3848, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.1993, d1.dn_loss_iou: 0.3014, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1801, d2.dn_loss_iou: 0.2786, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1761, d3.dn_loss_iou: 0.2741, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1745, d4.dn_loss_iou: 0.2717, loss: 7.6560 2024-05-20 23:59:05,881 - mmdet - INFO - Epoch [21][400/3665] lr: 2.000e-04, eta: 23:50:50, time: 1.444, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2055, interm_loss_bbox: 0.1608, interm_loss_iou: 0.3781, loss_cls: 0.1681, loss_bbox: 0.1379, loss_iou: 0.3378, d0.loss_cls: 0.2200, d0.loss_bbox: 0.1415, d0.loss_iou: 0.3479, d1.loss_cls: 0.1874, d1.loss_bbox: 0.1411, d1.loss_iou: 0.3447, d2.loss_cls: 0.1766, d2.loss_bbox: 0.1380, d2.loss_iou: 0.3406, d3.loss_cls: 0.1722, d3.loss_bbox: 0.1375, d3.loss_iou: 0.3382, d4.loss_cls: 0.1686, d4.loss_bbox: 0.1382, d4.loss_iou: 0.3383, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1820, dn_loss_iou: 0.2824, d0.dn_loss_cls: 0.0485, d0.dn_loss_bbox: 0.2925, d0.dn_loss_iou: 0.4056, d1.dn_loss_cls: 0.0251, d1.dn_loss_bbox: 0.2097, d1.dn_loss_iou: 0.3159, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1879, d2.dn_loss_iou: 0.2904, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1839, d3.dn_loss_iou: 0.2853, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1819, d4.dn_loss_iou: 0.2823, loss: 7.9608 2024-05-21 00:00:19,818 - mmdet - INFO - Epoch [21][450/3665] lr: 2.000e-04, eta: 23:49:37, time: 1.479, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2040, interm_loss_bbox: 0.1585, interm_loss_iou: 0.3705, loss_cls: 0.1696, loss_bbox: 0.1337, loss_iou: 0.3316, d0.loss_cls: 0.2206, d0.loss_bbox: 0.1387, d0.loss_iou: 0.3414, d1.loss_cls: 0.1886, d1.loss_bbox: 0.1362, d1.loss_iou: 0.3375, d2.loss_cls: 0.1774, d2.loss_bbox: 0.1348, d2.loss_iou: 0.3342, d3.loss_cls: 0.1730, d3.loss_bbox: 0.1338, d3.loss_iou: 0.3322, d4.loss_cls: 0.1708, d4.loss_bbox: 0.1333, d4.loss_iou: 0.3313, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1780, dn_loss_iou: 0.2785, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2841, d0.dn_loss_iou: 0.3998, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2041, d1.dn_loss_iou: 0.3107, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1838, d2.dn_loss_iou: 0.2861, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1796, d3.dn_loss_iou: 0.2809, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1779, d4.dn_loss_iou: 0.2783, loss: 7.8254 2024-05-21 00:01:33,811 - mmdet - INFO - Epoch [21][500/3665] lr: 2.000e-04, eta: 23:48:23, time: 1.480, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2023, interm_loss_bbox: 0.1631, interm_loss_iou: 0.3638, loss_cls: 0.1650, loss_bbox: 0.1392, loss_iou: 0.3259, d0.loss_cls: 0.2163, d0.loss_bbox: 0.1443, d0.loss_iou: 0.3343, d1.loss_cls: 0.1848, d1.loss_bbox: 0.1416, d1.loss_iou: 0.3315, d2.loss_cls: 0.1722, d2.loss_bbox: 0.1410, d2.loss_iou: 0.3288, d3.loss_cls: 0.1684, d3.loss_bbox: 0.1390, d3.loss_iou: 0.3268, d4.loss_cls: 0.1655, d4.loss_bbox: 0.1396, d4.loss_iou: 0.3268, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1910, dn_loss_iou: 0.2733, d0.dn_loss_cls: 0.0464, d0.dn_loss_bbox: 0.2968, d0.dn_loss_iou: 0.3864, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.2161, d1.dn_loss_iou: 0.3032, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1958, d2.dn_loss_iou: 0.2800, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1925, d3.dn_loss_iou: 0.2756, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1909, d4.dn_loss_iou: 0.2732, loss: 7.8304 2024-05-21 00:02:45,386 - mmdet - INFO - Epoch [21][550/3665] lr: 2.000e-04, eta: 23:47:08, time: 1.431, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2023, interm_loss_bbox: 0.1616, interm_loss_iou: 0.3652, loss_cls: 0.1652, loss_bbox: 0.1364, loss_iou: 0.3269, d0.loss_cls: 0.2135, d0.loss_bbox: 0.1423, d0.loss_iou: 0.3370, d1.loss_cls: 0.1840, d1.loss_bbox: 0.1396, d1.loss_iou: 0.3324, d2.loss_cls: 0.1736, d2.loss_bbox: 0.1375, d2.loss_iou: 0.3284, d3.loss_cls: 0.1683, d3.loss_bbox: 0.1370, d3.loss_iou: 0.3282, d4.loss_cls: 0.1666, d4.loss_bbox: 0.1365, d4.loss_iou: 0.3269, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1864, dn_loss_iou: 0.2766, d0.dn_loss_cls: 0.0465, d0.dn_loss_bbox: 0.2955, d0.dn_loss_iou: 0.3919, d1.dn_loss_cls: 0.0240, d1.dn_loss_bbox: 0.2146, d1.dn_loss_iou: 0.3075, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1924, d2.dn_loss_iou: 0.2842, d3.dn_loss_cls: 0.0166, d3.dn_loss_bbox: 0.1880, d3.dn_loss_iou: 0.2790, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1864, d4.dn_loss_iou: 0.2764, loss: 7.8259 2024-05-21 00:03:57,017 - mmdet - INFO - Epoch [21][600/3665] lr: 2.000e-04, eta: 23:45:52, time: 1.433, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2024, interm_loss_bbox: 0.1512, interm_loss_iou: 0.3769, loss_cls: 0.1653, loss_bbox: 0.1316, loss_iou: 0.3404, d0.loss_cls: 0.2191, d0.loss_bbox: 0.1340, d0.loss_iou: 0.3490, d1.loss_cls: 0.1841, d1.loss_bbox: 0.1346, d1.loss_iou: 0.3469, d2.loss_cls: 0.1737, d2.loss_bbox: 0.1323, d2.loss_iou: 0.3424, d3.loss_cls: 0.1679, d3.loss_bbox: 0.1319, d3.loss_iou: 0.3415, d4.loss_cls: 0.1656, d4.loss_bbox: 0.1319, d4.loss_iou: 0.3406, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1754, dn_loss_iou: 0.2786, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2798, d0.dn_loss_iou: 0.3958, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.2018, d1.dn_loss_iou: 0.3097, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1809, d2.dn_loss_iou: 0.2859, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1770, d3.dn_loss_iou: 0.2812, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1754, d4.dn_loss_iou: 0.2785, loss: 7.8183 2024-05-21 00:05:15,289 - mmdet - INFO - Epoch [21][650/3665] lr: 2.000e-04, eta: 23:44:42, time: 1.565, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2038, interm_loss_bbox: 0.1539, interm_loss_iou: 0.3716, loss_cls: 0.1640, loss_bbox: 0.1337, loss_iou: 0.3364, d0.loss_cls: 0.2240, d0.loss_bbox: 0.1379, d0.loss_iou: 0.3454, d1.loss_cls: 0.1871, d1.loss_bbox: 0.1367, d1.loss_iou: 0.3423, d2.loss_cls: 0.1733, d2.loss_bbox: 0.1349, d2.loss_iou: 0.3391, d3.loss_cls: 0.1676, d3.loss_bbox: 0.1338, d3.loss_iou: 0.3376, d4.loss_cls: 0.1651, d4.loss_bbox: 0.1338, d4.loss_iou: 0.3367, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1805, dn_loss_iou: 0.2761, d0.dn_loss_cls: 0.0464, d0.dn_loss_bbox: 0.2947, d0.dn_loss_iou: 0.3989, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2092, d1.dn_loss_iou: 0.3084, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1868, d2.dn_loss_iou: 0.2837, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1823, d3.dn_loss_iou: 0.2787, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1805, d4.dn_loss_iou: 0.2760, loss: 7.8454 2024-05-21 00:06:27,719 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 00:06:27,719 - mmdet - INFO - Epoch [21][700/3665] lr: 2.000e-04, eta: 23:43:28, time: 1.449, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1979, interm_loss_bbox: 0.1572, interm_loss_iou: 0.3771, loss_cls: 0.1638, loss_bbox: 0.1332, loss_iou: 0.3357, d0.loss_cls: 0.2144, d0.loss_bbox: 0.1396, d0.loss_iou: 0.3495, d1.loss_cls: 0.1815, d1.loss_bbox: 0.1366, d1.loss_iou: 0.3436, d2.loss_cls: 0.1726, d2.loss_bbox: 0.1329, d2.loss_iou: 0.3370, d3.loss_cls: 0.1667, d3.loss_bbox: 0.1331, d3.loss_iou: 0.3373, d4.loss_cls: 0.1644, d4.loss_bbox: 0.1333, d4.loss_iou: 0.3362, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1802, dn_loss_iou: 0.2834, d0.dn_loss_cls: 0.0472, d0.dn_loss_bbox: 0.2853, d0.dn_loss_iou: 0.4003, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.2067, d1.dn_loss_iou: 0.3155, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1861, d2.dn_loss_iou: 0.2911, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1819, d3.dn_loss_iou: 0.2861, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1801, d4.dn_loss_iou: 0.2833, loss: 7.8626 2024-05-21 00:07:39,632 - mmdet - INFO - Epoch [21][750/3665] lr: 2.000e-04, eta: 23:42:13, time: 1.438, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2005, interm_loss_bbox: 0.1587, interm_loss_iou: 0.3762, loss_cls: 0.1643, loss_bbox: 0.1361, loss_iou: 0.3369, d0.loss_cls: 0.2146, d0.loss_bbox: 0.1402, d0.loss_iou: 0.3467, d1.loss_cls: 0.1827, d1.loss_bbox: 0.1389, d1.loss_iou: 0.3430, d2.loss_cls: 0.1722, d2.loss_bbox: 0.1372, d2.loss_iou: 0.3394, d3.loss_cls: 0.1672, d3.loss_bbox: 0.1368, d3.loss_iou: 0.3378, d4.loss_cls: 0.1652, d4.loss_bbox: 0.1362, d4.loss_iou: 0.3373, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1784, dn_loss_iou: 0.2757, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2856, d0.dn_loss_iou: 0.3965, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.2037, d1.dn_loss_iou: 0.3067, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1836, d2.dn_loss_iou: 0.2830, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1798, d3.dn_loss_iou: 0.2781, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1783, d4.dn_loss_iou: 0.2757, loss: 7.8251 2024-05-21 00:08:55,226 - mmdet - INFO - Epoch [21][800/3665] lr: 2.000e-04, eta: 23:41:00, time: 1.512, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2024, interm_loss_bbox: 0.1601, interm_loss_iou: 0.3701, loss_cls: 0.1641, loss_bbox: 0.1377, loss_iou: 0.3319, d0.loss_cls: 0.2172, d0.loss_bbox: 0.1432, d0.loss_iou: 0.3424, d1.loss_cls: 0.1839, d1.loss_bbox: 0.1401, d1.loss_iou: 0.3374, d2.loss_cls: 0.1735, d2.loss_bbox: 0.1378, d2.loss_iou: 0.3336, d3.loss_cls: 0.1679, d3.loss_bbox: 0.1378, d3.loss_iou: 0.3324, d4.loss_cls: 0.1650, d4.loss_bbox: 0.1381, d4.loss_iou: 0.3322, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1772, dn_loss_iou: 0.2757, d0.dn_loss_cls: 0.0465, d0.dn_loss_bbox: 0.2881, d0.dn_loss_iou: 0.3968, d1.dn_loss_cls: 0.0237, d1.dn_loss_bbox: 0.2057, d1.dn_loss_iou: 0.3091, d2.dn_loss_cls: 0.0188, d2.dn_loss_bbox: 0.1831, d2.dn_loss_iou: 0.2836, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1789, d3.dn_loss_iou: 0.2784, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1772, d4.dn_loss_iou: 0.2756, loss: 7.8142 2024-05-21 00:10:06,495 - mmdet - INFO - Epoch [21][850/3665] lr: 2.000e-04, eta: 23:39:45, time: 1.425, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2073, interm_loss_bbox: 0.1594, interm_loss_iou: 0.3720, loss_cls: 0.1684, loss_bbox: 0.1380, loss_iou: 0.3385, d0.loss_cls: 0.2226, d0.loss_bbox: 0.1424, d0.loss_iou: 0.3460, d1.loss_cls: 0.1899, d1.loss_bbox: 0.1398, d1.loss_iou: 0.3408, d2.loss_cls: 0.1774, d2.loss_bbox: 0.1383, d2.loss_iou: 0.3385, d3.loss_cls: 0.1714, d3.loss_bbox: 0.1382, d3.loss_iou: 0.3387, d4.loss_cls: 0.1691, d4.loss_bbox: 0.1382, d4.loss_iou: 0.3386, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1839, dn_loss_iou: 0.2769, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2928, d0.dn_loss_iou: 0.3952, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2104, d1.dn_loss_iou: 0.3087, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1900, d2.dn_loss_iou: 0.2844, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1856, d3.dn_loss_iou: 0.2796, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1839, d4.dn_loss_iou: 0.2768, loss: 7.9152 2024-05-21 00:11:18,062 - mmdet - INFO - Epoch [21][900/3665] lr: 2.000e-04, eta: 23:38:29, time: 1.431, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2041, interm_loss_bbox: 0.1608, interm_loss_iou: 0.3714, loss_cls: 0.1643, loss_bbox: 0.1398, loss_iou: 0.3347, d0.loss_cls: 0.2178, d0.loss_bbox: 0.1435, d0.loss_iou: 0.3437, d1.loss_cls: 0.1849, d1.loss_bbox: 0.1420, d1.loss_iou: 0.3393, d2.loss_cls: 0.1738, d2.loss_bbox: 0.1400, d2.loss_iou: 0.3354, d3.loss_cls: 0.1685, d3.loss_bbox: 0.1395, d3.loss_iou: 0.3341, d4.loss_cls: 0.1660, d4.loss_bbox: 0.1394, d4.loss_iou: 0.3339, dn_loss_cls: 0.0154, dn_loss_bbox: 0.1931, dn_loss_iou: 0.2793, d0.dn_loss_cls: 0.0487, d0.dn_loss_bbox: 0.3128, d0.dn_loss_iou: 0.4054, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.2245, d1.dn_loss_iou: 0.3134, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1997, d2.dn_loss_iou: 0.2873, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1949, d3.dn_loss_iou: 0.2820, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1930, d4.dn_loss_iou: 0.2792, loss: 7.9823 2024-05-21 00:12:32,267 - mmdet - INFO - Epoch [21][950/3665] lr: 2.000e-04, eta: 23:37:16, time: 1.484, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2043, interm_loss_bbox: 0.1577, interm_loss_iou: 0.3728, loss_cls: 0.1636, loss_bbox: 0.1378, loss_iou: 0.3390, d0.loss_cls: 0.2162, d0.loss_bbox: 0.1407, d0.loss_iou: 0.3452, d1.loss_cls: 0.1835, d1.loss_bbox: 0.1398, d1.loss_iou: 0.3427, d2.loss_cls: 0.1710, d2.loss_bbox: 0.1389, d2.loss_iou: 0.3410, d3.loss_cls: 0.1675, d3.loss_bbox: 0.1371, d3.loss_iou: 0.3387, d4.loss_cls: 0.1647, d4.loss_bbox: 0.1375, d4.loss_iou: 0.3388, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1810, dn_loss_iou: 0.2764, d0.dn_loss_cls: 0.0460, d0.dn_loss_bbox: 0.2889, d0.dn_loss_iou: 0.3958, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.2077, d1.dn_loss_iou: 0.3078, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1861, d2.dn_loss_iou: 0.2838, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1824, d3.dn_loss_iou: 0.2788, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1809, d4.dn_loss_iou: 0.2763, loss: 7.8572 2024-05-21 00:13:45,690 - mmdet - INFO - Epoch [21][1000/3665] lr: 2.000e-04, eta: 23:36:02, time: 1.468, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2021, interm_loss_bbox: 0.1563, interm_loss_iou: 0.3650, loss_cls: 0.1625, loss_bbox: 0.1338, loss_iou: 0.3284, d0.loss_cls: 0.2157, d0.loss_bbox: 0.1385, d0.loss_iou: 0.3355, d1.loss_cls: 0.1836, d1.loss_bbox: 0.1357, d1.loss_iou: 0.3328, d2.loss_cls: 0.1715, d2.loss_bbox: 0.1347, d2.loss_iou: 0.3306, d3.loss_cls: 0.1659, d3.loss_bbox: 0.1342, d3.loss_iou: 0.3293, d4.loss_cls: 0.1640, d4.loss_bbox: 0.1337, d4.loss_iou: 0.3284, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1791, dn_loss_iou: 0.2721, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2883, d0.dn_loss_iou: 0.3902, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2055, d1.dn_loss_iou: 0.3028, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1847, d2.dn_loss_iou: 0.2794, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1807, d3.dn_loss_iou: 0.2747, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1790, d4.dn_loss_iou: 0.2721, loss: 7.7228 2024-05-21 00:14:57,406 - mmdet - INFO - Epoch [21][1050/3665] lr: 2.000e-04, eta: 23:34:47, time: 1.434, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2068, interm_loss_bbox: 0.1612, interm_loss_iou: 0.3654, loss_cls: 0.1672, loss_bbox: 0.1377, loss_iou: 0.3267, d0.loss_cls: 0.2223, d0.loss_bbox: 0.1449, d0.loss_iou: 0.3378, d1.loss_cls: 0.1893, d1.loss_bbox: 0.1417, d1.loss_iou: 0.3339, d2.loss_cls: 0.1755, d2.loss_bbox: 0.1399, d2.loss_iou: 0.3292, d3.loss_cls: 0.1705, d3.loss_bbox: 0.1384, d3.loss_iou: 0.3280, d4.loss_cls: 0.1684, d4.loss_bbox: 0.1378, d4.loss_iou: 0.3270, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1892, dn_loss_iou: 0.2788, d0.dn_loss_cls: 0.0485, d0.dn_loss_bbox: 0.3003, d0.dn_loss_iou: 0.3982, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2181, d1.dn_loss_iou: 0.3118, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1955, d2.dn_loss_iou: 0.2868, d3.dn_loss_cls: 0.0172, d3.dn_loss_bbox: 0.1909, d3.dn_loss_iou: 0.2814, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1891, d4.dn_loss_iou: 0.2786, loss: 7.9119 2024-05-21 00:16:10,359 - mmdet - INFO - Epoch [21][1100/3665] lr: 2.000e-04, eta: 23:33:33, time: 1.459, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2053, interm_loss_bbox: 0.1604, interm_loss_iou: 0.3793, loss_cls: 0.1689, loss_bbox: 0.1363, loss_iou: 0.3394, d0.loss_cls: 0.2220, d0.loss_bbox: 0.1438, d0.loss_iou: 0.3514, d1.loss_cls: 0.1892, d1.loss_bbox: 0.1411, d1.loss_iou: 0.3459, d2.loss_cls: 0.1773, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3406, d3.loss_cls: 0.1712, d3.loss_bbox: 0.1370, d3.loss_iou: 0.3407, d4.loss_cls: 0.1692, d4.loss_bbox: 0.1368, d4.loss_iou: 0.3404, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1884, dn_loss_iou: 0.2763, d0.dn_loss_cls: 0.0474, d0.dn_loss_bbox: 0.3004, d0.dn_loss_iou: 0.3977, d1.dn_loss_cls: 0.0244, d1.dn_loss_bbox: 0.2175, d1.dn_loss_iou: 0.3093, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1953, d2.dn_loss_iou: 0.2845, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1904, d3.dn_loss_iou: 0.2791, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1884, d4.dn_loss_iou: 0.2762, loss: 7.9746 2024-05-21 00:17:25,741 - mmdet - INFO - Epoch [21][1150/3665] lr: 2.000e-04, eta: 23:32:20, time: 1.507, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2065, interm_loss_bbox: 0.1554, interm_loss_iou: 0.3692, loss_cls: 0.1697, loss_bbox: 0.1308, loss_iou: 0.3326, d0.loss_cls: 0.2248, d0.loss_bbox: 0.1387, d0.loss_iou: 0.3413, d1.loss_cls: 0.1899, d1.loss_bbox: 0.1353, d1.loss_iou: 0.3387, d2.loss_cls: 0.1793, d2.loss_bbox: 0.1316, d2.loss_iou: 0.3332, d3.loss_cls: 0.1724, d3.loss_bbox: 0.1313, d3.loss_iou: 0.3335, d4.loss_cls: 0.1705, d4.loss_bbox: 0.1308, d4.loss_iou: 0.3325, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1823, dn_loss_iou: 0.2843, d0.dn_loss_cls: 0.0483, d0.dn_loss_bbox: 0.2901, d0.dn_loss_iou: 0.4033, d1.dn_loss_cls: 0.0252, d1.dn_loss_bbox: 0.2100, d1.dn_loss_iou: 0.3165, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1881, d2.dn_loss_iou: 0.2917, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1839, d3.dn_loss_iou: 0.2870, d4.dn_loss_cls: 0.0164, d4.dn_loss_bbox: 0.1823, d4.dn_loss_iou: 0.2841, loss: 7.8942 2024-05-21 00:18:45,561 - mmdet - INFO - Epoch [21][1200/3665] lr: 2.000e-04, eta: 23:31:11, time: 1.597, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2070, interm_loss_bbox: 0.1554, interm_loss_iou: 0.3732, loss_cls: 0.1688, loss_bbox: 0.1329, loss_iou: 0.3364, d0.loss_cls: 0.2239, d0.loss_bbox: 0.1388, d0.loss_iou: 0.3444, d1.loss_cls: 0.1886, d1.loss_bbox: 0.1358, d1.loss_iou: 0.3419, d2.loss_cls: 0.1773, d2.loss_bbox: 0.1336, d2.loss_iou: 0.3367, d3.loss_cls: 0.1716, d3.loss_bbox: 0.1337, d3.loss_iou: 0.3366, d4.loss_cls: 0.1693, d4.loss_bbox: 0.1334, d4.loss_iou: 0.3367, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1885, dn_loss_iou: 0.2811, d0.dn_loss_cls: 0.0471, d0.dn_loss_bbox: 0.3002, d0.dn_loss_iou: 0.4035, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.2162, d1.dn_loss_iou: 0.3142, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1952, d2.dn_loss_iou: 0.2893, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1904, d3.dn_loss_iou: 0.2842, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1884, d4.dn_loss_iou: 0.2811, loss: 7.9441 2024-05-21 00:19:57,753 - mmdet - INFO - Epoch [21][1250/3665] lr: 2.000e-04, eta: 23:29:56, time: 1.444, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2052, interm_loss_bbox: 0.1599, interm_loss_iou: 0.3725, loss_cls: 0.1690, loss_bbox: 0.1368, loss_iou: 0.3322, d0.loss_cls: 0.2206, d0.loss_bbox: 0.1402, d0.loss_iou: 0.3405, d1.loss_cls: 0.1864, d1.loss_bbox: 0.1391, d1.loss_iou: 0.3379, d2.loss_cls: 0.1753, d2.loss_bbox: 0.1379, d2.loss_iou: 0.3350, d3.loss_cls: 0.1705, d3.loss_bbox: 0.1374, d3.loss_iou: 0.3339, d4.loss_cls: 0.1697, d4.loss_bbox: 0.1364, d4.loss_iou: 0.3325, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1863, dn_loss_iou: 0.2794, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2934, d0.dn_loss_iou: 0.3979, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2132, d1.dn_loss_iou: 0.3112, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1921, d2.dn_loss_iou: 0.2869, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1878, d3.dn_loss_iou: 0.2819, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1862, d4.dn_loss_iou: 0.2794, loss: 7.8966 2024-05-21 00:21:11,247 - mmdet - INFO - Epoch [21][1300/3665] lr: 2.000e-04, eta: 23:28:42, time: 1.470, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2025, interm_loss_bbox: 0.1583, interm_loss_iou: 0.3746, loss_cls: 0.1666, loss_bbox: 0.1347, loss_iou: 0.3381, d0.loss_cls: 0.2173, d0.loss_bbox: 0.1392, d0.loss_iou: 0.3450, d1.loss_cls: 0.1845, d1.loss_bbox: 0.1384, d1.loss_iou: 0.3426, d2.loss_cls: 0.1740, d2.loss_bbox: 0.1356, d2.loss_iou: 0.3401, d3.loss_cls: 0.1702, d3.loss_bbox: 0.1342, d3.loss_iou: 0.3386, d4.loss_cls: 0.1679, d4.loss_bbox: 0.1344, d4.loss_iou: 0.3377, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1847, dn_loss_iou: 0.2731, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2896, d0.dn_loss_iou: 0.3904, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2107, d1.dn_loss_iou: 0.3035, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1897, d2.dn_loss_iou: 0.2801, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1862, d3.dn_loss_iou: 0.2756, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1847, d4.dn_loss_iou: 0.2731, loss: 7.8486 2024-05-21 00:22:26,543 - mmdet - INFO - Epoch [21][1350/3665] lr: 2.000e-04, eta: 23:27:30, time: 1.507, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2006, interm_loss_bbox: 0.1588, interm_loss_iou: 0.3605, loss_cls: 0.1647, loss_bbox: 0.1353, loss_iou: 0.3235, d0.loss_cls: 0.2174, d0.loss_bbox: 0.1396, d0.loss_iou: 0.3310, d1.loss_cls: 0.1828, d1.loss_bbox: 0.1393, d1.loss_iou: 0.3300, d2.loss_cls: 0.1718, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3270, d3.loss_cls: 0.1670, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3255, d4.loss_cls: 0.1659, d4.loss_bbox: 0.1353, d4.loss_iou: 0.3233, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1798, dn_loss_iou: 0.2697, d0.dn_loss_cls: 0.0444, d0.dn_loss_bbox: 0.2810, d0.dn_loss_iou: 0.3827, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.2041, d1.dn_loss_iou: 0.2987, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1845, d2.dn_loss_iou: 0.2765, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1810, d3.dn_loss_iou: 0.2721, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1797, d4.dn_loss_iou: 0.2696, loss: 7.6836 2024-05-21 00:23:37,687 - mmdet - INFO - Epoch [21][1400/3665] lr: 2.000e-04, eta: 23:26:14, time: 1.423, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2049, interm_loss_bbox: 0.1650, interm_loss_iou: 0.3717, loss_cls: 0.1664, loss_bbox: 0.1395, loss_iou: 0.3310, d0.loss_cls: 0.2203, d0.loss_bbox: 0.1453, d0.loss_iou: 0.3409, d1.loss_cls: 0.1877, d1.loss_bbox: 0.1422, d1.loss_iou: 0.3372, d2.loss_cls: 0.1753, d2.loss_bbox: 0.1409, d2.loss_iou: 0.3334, d3.loss_cls: 0.1695, d3.loss_bbox: 0.1406, d3.loss_iou: 0.3320, d4.loss_cls: 0.1667, d4.loss_bbox: 0.1400, d4.loss_iou: 0.3316, dn_loss_cls: 0.0161, dn_loss_bbox: 0.1942, dn_loss_iou: 0.2779, d0.dn_loss_cls: 0.0475, d0.dn_loss_bbox: 0.3051, d0.dn_loss_iou: 0.3952, d1.dn_loss_cls: 0.0250, d1.dn_loss_bbox: 0.2211, d1.dn_loss_iou: 0.3091, d2.dn_loss_cls: 0.0197, d2.dn_loss_bbox: 0.2001, d2.dn_loss_iou: 0.2857, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1959, d3.dn_loss_iou: 0.2806, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1942, d4.dn_loss_iou: 0.2779, loss: 7.9612 2024-05-21 00:24:49,697 - mmdet - INFO - Epoch [21][1450/3665] lr: 2.000e-04, eta: 23:24:59, time: 1.440, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2004, interm_loss_bbox: 0.1558, interm_loss_iou: 0.3663, loss_cls: 0.1622, loss_bbox: 0.1344, loss_iou: 0.3307, d0.loss_cls: 0.2146, d0.loss_bbox: 0.1391, d0.loss_iou: 0.3376, d1.loss_cls: 0.1814, d1.loss_bbox: 0.1374, d1.loss_iou: 0.3363, d2.loss_cls: 0.1703, d2.loss_bbox: 0.1351, d2.loss_iou: 0.3316, d3.loss_cls: 0.1652, d3.loss_bbox: 0.1348, d3.loss_iou: 0.3315, d4.loss_cls: 0.1631, d4.loss_bbox: 0.1344, d4.loss_iou: 0.3309, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1712, dn_loss_iou: 0.2755, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2789, d0.dn_loss_iou: 0.3954, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.1974, d1.dn_loss_iou: 0.3067, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1770, d2.dn_loss_iou: 0.2829, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1728, d3.dn_loss_iou: 0.2779, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1712, d4.dn_loss_iou: 0.2753, loss: 7.7063 2024-05-21 00:26:00,903 - mmdet - INFO - Epoch [21][1500/3665] lr: 2.000e-04, eta: 23:23:44, time: 1.424, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2015, interm_loss_bbox: 0.1653, interm_loss_iou: 0.3698, loss_cls: 0.1620, loss_bbox: 0.1421, loss_iou: 0.3345, d0.loss_cls: 0.2166, d0.loss_bbox: 0.1469, d0.loss_iou: 0.3423, d1.loss_cls: 0.1841, d1.loss_bbox: 0.1431, d1.loss_iou: 0.3373, d2.loss_cls: 0.1718, d2.loss_bbox: 0.1418, d2.loss_iou: 0.3349, d3.loss_cls: 0.1650, d3.loss_bbox: 0.1428, d3.loss_iou: 0.3356, d4.loss_cls: 0.1623, d4.loss_bbox: 0.1430, d4.loss_iou: 0.3353, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1846, dn_loss_iou: 0.2784, d0.dn_loss_cls: 0.0463, d0.dn_loss_bbox: 0.2983, d0.dn_loss_iou: 0.4009, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.2115, d1.dn_loss_iou: 0.3104, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1903, d2.dn_loss_iou: 0.2859, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1863, d3.dn_loss_iou: 0.2808, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1845, d4.dn_loss_iou: 0.2783, loss: 7.9006 2024-05-21 00:27:19,130 - mmdet - INFO - Epoch [21][1550/3665] lr: 2.000e-04, eta: 23:22:33, time: 1.564, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2096, interm_loss_bbox: 0.1628, interm_loss_iou: 0.3818, loss_cls: 0.1722, loss_bbox: 0.1371, loss_iou: 0.3403, d0.loss_cls: 0.2257, d0.loss_bbox: 0.1448, d0.loss_iou: 0.3515, d1.loss_cls: 0.1944, d1.loss_bbox: 0.1396, d1.loss_iou: 0.3461, d2.loss_cls: 0.1802, d2.loss_bbox: 0.1400, d2.loss_iou: 0.3436, d3.loss_cls: 0.1754, d3.loss_bbox: 0.1380, d3.loss_iou: 0.3417, d4.loss_cls: 0.1729, d4.loss_bbox: 0.1376, d4.loss_iou: 0.3404, dn_loss_cls: 0.0159, dn_loss_bbox: 0.1864, dn_loss_iou: 0.2815, d0.dn_loss_cls: 0.0483, d0.dn_loss_bbox: 0.2983, d0.dn_loss_iou: 0.4006, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.2146, d1.dn_loss_iou: 0.3135, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1925, d2.dn_loss_iou: 0.2894, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1883, d3.dn_loss_iou: 0.2843, d4.dn_loss_cls: 0.0163, d4.dn_loss_bbox: 0.1864, d4.dn_loss_iou: 0.2814, loss: 8.0348 2024-05-21 00:28:35,330 - mmdet - INFO - Epoch [21][1600/3665] lr: 2.000e-04, eta: 23:21:22, time: 1.524, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1982, interm_loss_bbox: 0.1575, interm_loss_iou: 0.3703, loss_cls: 0.1637, loss_bbox: 0.1344, loss_iou: 0.3288, d0.loss_cls: 0.2130, d0.loss_bbox: 0.1409, d0.loss_iou: 0.3415, d1.loss_cls: 0.1844, d1.loss_bbox: 0.1384, d1.loss_iou: 0.3372, d2.loss_cls: 0.1727, d2.loss_bbox: 0.1360, d2.loss_iou: 0.3307, d3.loss_cls: 0.1659, d3.loss_bbox: 0.1355, d3.loss_iou: 0.3300, d4.loss_cls: 0.1647, d4.loss_bbox: 0.1345, d4.loss_iou: 0.3288, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1779, dn_loss_iou: 0.2730, d0.dn_loss_cls: 0.0461, d0.dn_loss_bbox: 0.2872, d0.dn_loss_iou: 0.3931, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.2051, d1.dn_loss_iou: 0.3052, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1835, d2.dn_loss_iou: 0.2803, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1793, d3.dn_loss_iou: 0.2753, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1778, d4.dn_loss_iou: 0.2729, loss: 7.7505 2024-05-21 00:29:48,954 - mmdet - INFO - Epoch [21][1650/3665] lr: 2.000e-04, eta: 23:20:08, time: 1.473, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2044, interm_loss_bbox: 0.1548, interm_loss_iou: 0.3725, loss_cls: 0.1683, loss_bbox: 0.1311, loss_iou: 0.3348, d0.loss_cls: 0.2207, d0.loss_bbox: 0.1372, d0.loss_iou: 0.3446, d1.loss_cls: 0.1890, d1.loss_bbox: 0.1358, d1.loss_iou: 0.3409, d2.loss_cls: 0.1765, d2.loss_bbox: 0.1329, d2.loss_iou: 0.3365, d3.loss_cls: 0.1715, d3.loss_bbox: 0.1311, d3.loss_iou: 0.3348, d4.loss_cls: 0.1692, d4.loss_bbox: 0.1309, d4.loss_iou: 0.3347, dn_loss_cls: 0.0154, dn_loss_bbox: 0.1836, dn_loss_iou: 0.2822, d0.dn_loss_cls: 0.0474, d0.dn_loss_bbox: 0.2958, d0.dn_loss_iou: 0.4046, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2112, d1.dn_loss_iou: 0.3150, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1894, d2.dn_loss_iou: 0.2897, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1853, d3.dn_loss_iou: 0.2848, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1836, d4.dn_loss_iou: 0.2821, loss: 7.8974 2024-05-21 00:31:04,468 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 00:31:04,468 - mmdet - INFO - Epoch [21][1700/3665] lr: 2.000e-04, eta: 23:18:56, time: 1.510, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2040, interm_loss_bbox: 0.1623, interm_loss_iou: 0.3697, loss_cls: 0.1657, loss_bbox: 0.1386, loss_iou: 0.3316, d0.loss_cls: 0.2180, d0.loss_bbox: 0.1429, d0.loss_iou: 0.3399, d1.loss_cls: 0.1866, d1.loss_bbox: 0.1411, d1.loss_iou: 0.3344, d2.loss_cls: 0.1746, d2.loss_bbox: 0.1383, d2.loss_iou: 0.3321, d3.loss_cls: 0.1692, d3.loss_bbox: 0.1385, d3.loss_iou: 0.3317, d4.loss_cls: 0.1669, d4.loss_bbox: 0.1384, d4.loss_iou: 0.3310, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1785, dn_loss_iou: 0.2729, d0.dn_loss_cls: 0.0463, d0.dn_loss_bbox: 0.2892, d0.dn_loss_iou: 0.3931, d1.dn_loss_cls: 0.0234, d1.dn_loss_bbox: 0.2045, d1.dn_loss_iou: 0.3038, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1844, d2.dn_loss_iou: 0.2803, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1803, d3.dn_loss_iou: 0.2753, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1784, d4.dn_loss_iou: 0.2728, loss: 7.8027 2024-05-21 00:32:23,507 - mmdet - INFO - Epoch [21][1750/3665] lr: 2.000e-04, eta: 23:17:46, time: 1.581, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2032, interm_loss_bbox: 0.1548, interm_loss_iou: 0.3682, loss_cls: 0.1703, loss_bbox: 0.1312, loss_iou: 0.3300, d0.loss_cls: 0.2172, d0.loss_bbox: 0.1378, d0.loss_iou: 0.3408, d1.loss_cls: 0.1884, d1.loss_bbox: 0.1353, d1.loss_iou: 0.3360, d2.loss_cls: 0.1761, d2.loss_bbox: 0.1340, d2.loss_iou: 0.3351, d3.loss_cls: 0.1721, d3.loss_bbox: 0.1321, d3.loss_iou: 0.3324, d4.loss_cls: 0.1712, d4.loss_bbox: 0.1308, d4.loss_iou: 0.3301, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1773, dn_loss_iou: 0.2767, d0.dn_loss_cls: 0.0463, d0.dn_loss_bbox: 0.2846, d0.dn_loss_iou: 0.3957, d1.dn_loss_cls: 0.0240, d1.dn_loss_bbox: 0.2037, d1.dn_loss_iou: 0.3077, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1829, d2.dn_loss_iou: 0.2840, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1788, d3.dn_loss_iou: 0.2790, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1772, d4.dn_loss_iou: 0.2765, loss: 7.7867 2024-05-21 00:33:39,787 - mmdet - INFO - Epoch [21][1800/3665] lr: 2.000e-04, eta: 23:16:34, time: 1.526, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2028, interm_loss_bbox: 0.1548, interm_loss_iou: 0.3624, loss_cls: 0.1666, loss_bbox: 0.1312, loss_iou: 0.3240, d0.loss_cls: 0.2296, d0.loss_bbox: 0.1387, d0.loss_iou: 0.3358, d1.loss_cls: 0.1941, d1.loss_bbox: 0.1367, d1.loss_iou: 0.3291, d2.loss_cls: 0.1767, d2.loss_bbox: 0.1335, d2.loss_iou: 0.3263, d3.loss_cls: 0.1700, d3.loss_bbox: 0.1328, d3.loss_iou: 0.3252, d4.loss_cls: 0.1678, d4.loss_bbox: 0.1319, d4.loss_iou: 0.3240, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1779, dn_loss_iou: 0.2759, d0.dn_loss_cls: 0.0477, d0.dn_loss_bbox: 0.2918, d0.dn_loss_iou: 0.4020, d1.dn_loss_cls: 0.0248, d1.dn_loss_bbox: 0.2058, d1.dn_loss_iou: 0.3096, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1847, d2.dn_loss_iou: 0.2840, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1798, d3.dn_loss_iou: 0.2786, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1779, d4.dn_loss_iou: 0.2758, loss: 7.7780 2024-05-21 00:34:51,813 - mmdet - INFO - Epoch [21][1850/3665] lr: 2.000e-04, eta: 23:15:19, time: 1.440, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2076, interm_loss_bbox: 0.1580, interm_loss_iou: 0.3714, loss_cls: 0.1688, loss_bbox: 0.1341, loss_iou: 0.3322, d0.loss_cls: 0.2248, d0.loss_bbox: 0.1396, d0.loss_iou: 0.3404, d1.loss_cls: 0.1912, d1.loss_bbox: 0.1387, d1.loss_iou: 0.3392, d2.loss_cls: 0.1770, d2.loss_bbox: 0.1363, d2.loss_iou: 0.3362, d3.loss_cls: 0.1721, d3.loss_bbox: 0.1348, d3.loss_iou: 0.3330, d4.loss_cls: 0.1699, d4.loss_bbox: 0.1343, d4.loss_iou: 0.3323, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1789, dn_loss_iou: 0.2757, d0.dn_loss_cls: 0.0464, d0.dn_loss_bbox: 0.2818, d0.dn_loss_iou: 0.3948, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.2030, d1.dn_loss_iou: 0.3065, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1840, d2.dn_loss_iou: 0.2829, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1804, d3.dn_loss_iou: 0.2782, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1789, d4.dn_loss_iou: 0.2756, loss: 7.8287 2024-05-21 00:36:09,250 - mmdet - INFO - Epoch [21][1900/3665] lr: 2.000e-04, eta: 23:14:08, time: 1.549, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2024, interm_loss_bbox: 0.1591, interm_loss_iou: 0.3724, loss_cls: 0.1631, loss_bbox: 0.1371, loss_iou: 0.3356, d0.loss_cls: 0.2195, d0.loss_bbox: 0.1410, d0.loss_iou: 0.3444, d1.loss_cls: 0.1848, d1.loss_bbox: 0.1399, d1.loss_iou: 0.3411, d2.loss_cls: 0.1727, d2.loss_bbox: 0.1372, d2.loss_iou: 0.3360, d3.loss_cls: 0.1664, d3.loss_bbox: 0.1374, d3.loss_iou: 0.3361, d4.loss_cls: 0.1643, d4.loss_bbox: 0.1372, d4.loss_iou: 0.3355, dn_loss_cls: 0.0161, dn_loss_bbox: 0.1797, dn_loss_iou: 0.2834, d0.dn_loss_cls: 0.0476, d0.dn_loss_bbox: 0.2902, d0.dn_loss_iou: 0.4056, d1.dn_loss_cls: 0.0247, d1.dn_loss_bbox: 0.2064, d1.dn_loss_iou: 0.3155, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1852, d2.dn_loss_iou: 0.2910, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1814, d3.dn_loss_iou: 0.2862, d4.dn_loss_cls: 0.0164, d4.dn_loss_bbox: 0.1797, d4.dn_loss_iou: 0.2833, loss: 7.8922 2024-05-21 00:37:21,267 - mmdet - INFO - Epoch [21][1950/3665] lr: 2.000e-04, eta: 23:12:53, time: 1.440, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2045, interm_loss_bbox: 0.1604, interm_loss_iou: 0.3655, loss_cls: 0.1654, loss_bbox: 0.1359, loss_iou: 0.3295, d0.loss_cls: 0.2187, d0.loss_bbox: 0.1419, d0.loss_iou: 0.3377, d1.loss_cls: 0.1881, d1.loss_bbox: 0.1395, d1.loss_iou: 0.3343, d2.loss_cls: 0.1754, d2.loss_bbox: 0.1363, d2.loss_iou: 0.3312, d3.loss_cls: 0.1696, d3.loss_bbox: 0.1354, d3.loss_iou: 0.3292, d4.loss_cls: 0.1663, d4.loss_bbox: 0.1363, d4.loss_iou: 0.3295, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1852, dn_loss_iou: 0.2790, d0.dn_loss_cls: 0.0475, d0.dn_loss_bbox: 0.2945, d0.dn_loss_iou: 0.3991, d1.dn_loss_cls: 0.0249, d1.dn_loss_bbox: 0.2132, d1.dn_loss_iou: 0.3120, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.1911, d2.dn_loss_iou: 0.2871, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1867, d3.dn_loss_iou: 0.2817, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1851, d4.dn_loss_iou: 0.2790, loss: 7.8651 2024-05-21 00:38:32,527 - mmdet - INFO - Epoch [21][2000/3665] lr: 2.000e-04, eta: 23:11:38, time: 1.425, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2058, interm_loss_bbox: 0.1622, interm_loss_iou: 0.3748, loss_cls: 0.1685, loss_bbox: 0.1397, loss_iou: 0.3389, d0.loss_cls: 0.2206, d0.loss_bbox: 0.1443, d0.loss_iou: 0.3470, d1.loss_cls: 0.1884, d1.loss_bbox: 0.1428, d1.loss_iou: 0.3453, d2.loss_cls: 0.1769, d2.loss_bbox: 0.1407, d2.loss_iou: 0.3412, d3.loss_cls: 0.1722, d3.loss_bbox: 0.1403, d3.loss_iou: 0.3396, d4.loss_cls: 0.1694, d4.loss_bbox: 0.1399, d4.loss_iou: 0.3392, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1835, dn_loss_iou: 0.2791, d0.dn_loss_cls: 0.0471, d0.dn_loss_bbox: 0.2932, d0.dn_loss_iou: 0.3961, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.2095, d1.dn_loss_iou: 0.3108, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1889, d2.dn_loss_iou: 0.2867, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1849, d3.dn_loss_iou: 0.2814, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1835, d4.dn_loss_iou: 0.2789, loss: 7.9489 2024-05-21 00:39:43,736 - mmdet - INFO - Epoch [21][2050/3665] lr: 2.000e-04, eta: 23:10:22, time: 1.424, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2131, interm_loss_bbox: 0.1645, interm_loss_iou: 0.3631, loss_cls: 0.1708, loss_bbox: 0.1404, loss_iou: 0.3269, d0.loss_cls: 0.2320, d0.loss_bbox: 0.1502, d0.loss_iou: 0.3410, d1.loss_cls: 0.1979, d1.loss_bbox: 0.1438, d1.loss_iou: 0.3317, d2.loss_cls: 0.1806, d2.loss_bbox: 0.1424, d2.loss_iou: 0.3296, d3.loss_cls: 0.1743, d3.loss_bbox: 0.1407, d3.loss_iou: 0.3270, d4.loss_cls: 0.1710, d4.loss_bbox: 0.1408, d4.loss_iou: 0.3273, dn_loss_cls: 0.0164, dn_loss_bbox: 0.1834, dn_loss_iou: 0.2751, d0.dn_loss_cls: 0.0498, d0.dn_loss_bbox: 0.2999, d0.dn_loss_iou: 0.4002, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2111, d1.dn_loss_iou: 0.3080, d2.dn_loss_cls: 0.0201, d2.dn_loss_bbox: 0.1892, d2.dn_loss_iou: 0.2830, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1849, d3.dn_loss_iou: 0.2778, d4.dn_loss_cls: 0.0168, d4.dn_loss_bbox: 0.1833, d4.dn_loss_iou: 0.2750, loss: 7.9266 2024-05-21 00:40:58,992 - mmdet - INFO - Epoch [21][2100/3665] lr: 2.000e-04, eta: 23:09:10, time: 1.505, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2086, interm_loss_bbox: 0.1543, interm_loss_iou: 0.3708, loss_cls: 0.1674, loss_bbox: 0.1355, loss_iou: 0.3379, d0.loss_cls: 0.2240, d0.loss_bbox: 0.1399, d0.loss_iou: 0.3469, d1.loss_cls: 0.1899, d1.loss_bbox: 0.1379, d1.loss_iou: 0.3419, d2.loss_cls: 0.1781, d2.loss_bbox: 0.1352, d2.loss_iou: 0.3378, d3.loss_cls: 0.1715, d3.loss_bbox: 0.1351, d3.loss_iou: 0.3379, d4.loss_cls: 0.1688, d4.loss_bbox: 0.1351, d4.loss_iou: 0.3378, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1760, dn_loss_iou: 0.2786, d0.dn_loss_cls: 0.0480, d0.dn_loss_bbox: 0.2874, d0.dn_loss_iou: 0.4013, d1.dn_loss_cls: 0.0251, d1.dn_loss_bbox: 0.2035, d1.dn_loss_iou: 0.3121, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.1816, d2.dn_loss_iou: 0.2861, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1777, d3.dn_loss_iou: 0.2813, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1759, d4.dn_loss_iou: 0.2785, loss: 7.8750 2024-05-21 00:42:14,102 - mmdet - INFO - Epoch [21][2150/3665] lr: 2.000e-04, eta: 23:07:57, time: 1.502, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2052, interm_loss_bbox: 0.1597, interm_loss_iou: 0.3673, loss_cls: 0.1662, loss_bbox: 0.1389, loss_iou: 0.3321, d0.loss_cls: 0.2203, d0.loss_bbox: 0.1440, d0.loss_iou: 0.3417, d1.loss_cls: 0.1875, d1.loss_bbox: 0.1415, d1.loss_iou: 0.3378, d2.loss_cls: 0.1748, d2.loss_bbox: 0.1400, d2.loss_iou: 0.3350, d3.loss_cls: 0.1694, d3.loss_bbox: 0.1392, d3.loss_iou: 0.3336, d4.loss_cls: 0.1673, d4.loss_bbox: 0.1386, d4.loss_iou: 0.3325, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1832, dn_loss_iou: 0.2726, d0.dn_loss_cls: 0.0466, d0.dn_loss_bbox: 0.2959, d0.dn_loss_iou: 0.3935, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.2113, d1.dn_loss_iou: 0.3052, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1891, d2.dn_loss_iou: 0.2804, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1848, d3.dn_loss_iou: 0.2752, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1832, d4.dn_loss_iou: 0.2725, loss: 7.8536 2024-05-21 00:43:28,031 - mmdet - INFO - Epoch [21][2200/3665] lr: 2.000e-04, eta: 23:06:43, time: 1.479, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2033, interm_loss_bbox: 0.1602, interm_loss_iou: 0.3782, loss_cls: 0.1654, loss_bbox: 0.1365, loss_iou: 0.3412, d0.loss_cls: 0.2206, d0.loss_bbox: 0.1431, d0.loss_iou: 0.3531, d1.loss_cls: 0.1867, d1.loss_bbox: 0.1402, d1.loss_iou: 0.3473, d2.loss_cls: 0.1741, d2.loss_bbox: 0.1378, d2.loss_iou: 0.3437, d3.loss_cls: 0.1689, d3.loss_bbox: 0.1364, d3.loss_iou: 0.3418, d4.loss_cls: 0.1666, d4.loss_bbox: 0.1370, d4.loss_iou: 0.3414, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1840, dn_loss_iou: 0.2823, d0.dn_loss_cls: 0.0472, d0.dn_loss_bbox: 0.2929, d0.dn_loss_iou: 0.4031, d1.dn_loss_cls: 0.0244, d1.dn_loss_bbox: 0.2118, d1.dn_loss_iou: 0.3144, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1902, d2.dn_loss_iou: 0.2902, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1857, d3.dn_loss_iou: 0.2850, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1839, d4.dn_loss_iou: 0.2822, loss: 7.9667 2024-05-21 00:44:46,927 - mmdet - INFO - Epoch [21][2250/3665] lr: 2.000e-04, eta: 23:05:34, time: 1.578, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2096, interm_loss_bbox: 0.1659, interm_loss_iou: 0.3706, loss_cls: 0.1717, loss_bbox: 0.1388, loss_iou: 0.3316, d0.loss_cls: 0.2301, d0.loss_bbox: 0.1468, d0.loss_iou: 0.3423, d1.loss_cls: 0.1939, d1.loss_bbox: 0.1431, d1.loss_iou: 0.3370, d2.loss_cls: 0.1808, d2.loss_bbox: 0.1402, d2.loss_iou: 0.3330, d3.loss_cls: 0.1752, d3.loss_bbox: 0.1400, d3.loss_iou: 0.3318, d4.loss_cls: 0.1723, d4.loss_bbox: 0.1398, d4.loss_iou: 0.3323, dn_loss_cls: 0.0161, dn_loss_bbox: 0.1917, dn_loss_iou: 0.2795, d0.dn_loss_cls: 0.0475, d0.dn_loss_bbox: 0.3091, d0.dn_loss_iou: 0.4051, d1.dn_loss_cls: 0.0247, d1.dn_loss_bbox: 0.2210, d1.dn_loss_iou: 0.3128, d2.dn_loss_cls: 0.0195, d2.dn_loss_bbox: 0.1976, d2.dn_loss_iou: 0.2873, d3.dn_loss_cls: 0.0172, d3.dn_loss_bbox: 0.1933, d3.dn_loss_iou: 0.2821, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1917, d4.dn_loss_iou: 0.2794, loss: 8.0189 2024-05-21 00:46:00,976 - mmdet - INFO - Epoch [21][2300/3665] lr: 2.000e-04, eta: 23:04:20, time: 1.481, data_time: 0.020, memory: 41053, interm_loss_cls: 0.2063, interm_loss_bbox: 0.1563, interm_loss_iou: 0.3841, loss_cls: 0.1685, loss_bbox: 0.1368, loss_iou: 0.3500, d0.loss_cls: 0.2222, d0.loss_bbox: 0.1406, d0.loss_iou: 0.3600, d1.loss_cls: 0.1878, d1.loss_bbox: 0.1391, d1.loss_iou: 0.3559, d2.loss_cls: 0.1766, d2.loss_bbox: 0.1377, d2.loss_iou: 0.3515, d3.loss_cls: 0.1716, d3.loss_bbox: 0.1367, d3.loss_iou: 0.3505, d4.loss_cls: 0.1696, d4.loss_bbox: 0.1367, d4.loss_iou: 0.3498, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1744, dn_loss_iou: 0.2840, d0.dn_loss_cls: 0.0466, d0.dn_loss_bbox: 0.2785, d0.dn_loss_iou: 0.4034, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2001, d1.dn_loss_iou: 0.3164, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1801, d2.dn_loss_iou: 0.2919, d3.dn_loss_cls: 0.0165, d3.dn_loss_bbox: 0.1759, d3.dn_loss_iou: 0.2866, d4.dn_loss_cls: 0.0158, d4.dn_loss_bbox: 0.1743, d4.dn_loss_iou: 0.2840, loss: 7.9752 2024-05-21 00:47:19,483 - mmdet - INFO - Epoch [21][2350/3665] lr: 2.000e-04, eta: 23:03:10, time: 1.570, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2036, interm_loss_bbox: 0.1603, interm_loss_iou: 0.3649, loss_cls: 0.1646, loss_bbox: 0.1373, loss_iou: 0.3299, d0.loss_cls: 0.2150, d0.loss_bbox: 0.1446, d0.loss_iou: 0.3392, d1.loss_cls: 0.1844, d1.loss_bbox: 0.1408, d1.loss_iou: 0.3345, d2.loss_cls: 0.1712, d2.loss_bbox: 0.1389, d2.loss_iou: 0.3327, d3.loss_cls: 0.1673, d3.loss_bbox: 0.1381, d3.loss_iou: 0.3303, d4.loss_cls: 0.1656, d4.loss_bbox: 0.1374, d4.loss_iou: 0.3299, dn_loss_cls: 0.0143, dn_loss_bbox: 0.1834, dn_loss_iou: 0.2745, d0.dn_loss_cls: 0.0460, d0.dn_loss_bbox: 0.2926, d0.dn_loss_iou: 0.3947, d1.dn_loss_cls: 0.0231, d1.dn_loss_bbox: 0.2111, d1.dn_loss_iou: 0.3074, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1893, d2.dn_loss_iou: 0.2824, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1853, d3.dn_loss_iou: 0.2771, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1833, d4.dn_loss_iou: 0.2744, loss: 7.8175 2024-05-21 00:48:31,254 - mmdet - INFO - Epoch [21][2400/3665] lr: 2.000e-04, eta: 23:01:55, time: 1.436, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2045, interm_loss_bbox: 0.1626, interm_loss_iou: 0.3688, loss_cls: 0.1672, loss_bbox: 0.1423, loss_iou: 0.3336, d0.loss_cls: 0.2175, d0.loss_bbox: 0.1462, d0.loss_iou: 0.3414, d1.loss_cls: 0.1858, d1.loss_bbox: 0.1456, d1.loss_iou: 0.3382, d2.loss_cls: 0.1736, d2.loss_bbox: 0.1447, d2.loss_iou: 0.3363, d3.loss_cls: 0.1694, d3.loss_bbox: 0.1432, d3.loss_iou: 0.3351, d4.loss_cls: 0.1688, d4.loss_bbox: 0.1421, d4.loss_iou: 0.3335, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1830, dn_loss_iou: 0.2757, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2884, d0.dn_loss_iou: 0.3916, d1.dn_loss_cls: 0.0234, d1.dn_loss_bbox: 0.2084, d1.dn_loss_iou: 0.3062, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1878, d2.dn_loss_iou: 0.2828, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1844, d3.dn_loss_iou: 0.2782, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1829, d4.dn_loss_iou: 0.2756, loss: 7.8783 2024-05-21 00:49:47,230 - mmdet - INFO - Epoch [21][2450/3665] lr: 2.000e-04, eta: 23:00:43, time: 1.519, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2053, interm_loss_bbox: 0.1598, interm_loss_iou: 0.3744, loss_cls: 0.1687, loss_bbox: 0.1379, loss_iou: 0.3356, d0.loss_cls: 0.2183, d0.loss_bbox: 0.1435, d0.loss_iou: 0.3445, d1.loss_cls: 0.1863, d1.loss_bbox: 0.1415, d1.loss_iou: 0.3403, d2.loss_cls: 0.1761, d2.loss_bbox: 0.1394, d2.loss_iou: 0.3376, d3.loss_cls: 0.1713, d3.loss_bbox: 0.1382, d3.loss_iou: 0.3364, d4.loss_cls: 0.1704, d4.loss_bbox: 0.1373, d4.loss_iou: 0.3348, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1893, dn_loss_iou: 0.2759, d0.dn_loss_cls: 0.0461, d0.dn_loss_bbox: 0.2972, d0.dn_loss_iou: 0.3954, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.2167, d1.dn_loss_iou: 0.3088, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1949, d2.dn_loss_iou: 0.2839, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1907, d3.dn_loss_iou: 0.2783, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1893, d4.dn_loss_iou: 0.2759, loss: 7.9284 2024-05-21 00:51:00,691 - mmdet - INFO - Epoch [21][2500/3665] lr: 2.000e-04, eta: 22:59:29, time: 1.469, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2007, interm_loss_bbox: 0.1615, interm_loss_iou: 0.3662, loss_cls: 0.1624, loss_bbox: 0.1387, loss_iou: 0.3281, d0.loss_cls: 0.2140, d0.loss_bbox: 0.1437, d0.loss_iou: 0.3371, d1.loss_cls: 0.1805, d1.loss_bbox: 0.1418, d1.loss_iou: 0.3347, d2.loss_cls: 0.1705, d2.loss_bbox: 0.1398, d2.loss_iou: 0.3304, d3.loss_cls: 0.1643, d3.loss_bbox: 0.1393, d3.loss_iou: 0.3299, d4.loss_cls: 0.1629, d4.loss_bbox: 0.1389, d4.loss_iou: 0.3281, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1861, dn_loss_iou: 0.2727, d0.dn_loss_cls: 0.0468, d0.dn_loss_bbox: 0.3004, d0.dn_loss_iou: 0.3925, d1.dn_loss_cls: 0.0243, d1.dn_loss_bbox: 0.2137, d1.dn_loss_iou: 0.3043, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1918, d2.dn_loss_iou: 0.2800, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1878, d3.dn_loss_iou: 0.2751, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1860, d4.dn_loss_iou: 0.2725, loss: 7.8124 2024-05-21 00:52:12,138 - mmdet - INFO - Epoch [21][2550/3665] lr: 2.000e-04, eta: 22:58:13, time: 1.429, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2070, interm_loss_bbox: 0.1577, interm_loss_iou: 0.3795, loss_cls: 0.1709, loss_bbox: 0.1339, loss_iou: 0.3394, d0.loss_cls: 0.2210, d0.loss_bbox: 0.1401, d0.loss_iou: 0.3498, d1.loss_cls: 0.1876, d1.loss_bbox: 0.1382, d1.loss_iou: 0.3475, d2.loss_cls: 0.1797, d2.loss_bbox: 0.1340, d2.loss_iou: 0.3407, d3.loss_cls: 0.1732, d3.loss_bbox: 0.1341, d3.loss_iou: 0.3416, d4.loss_cls: 0.1714, d4.loss_bbox: 0.1340, d4.loss_iou: 0.3404, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1857, dn_loss_iou: 0.2781, d0.dn_loss_cls: 0.0475, d0.dn_loss_bbox: 0.3005, d0.dn_loss_iou: 0.4004, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2150, d1.dn_loss_iou: 0.3110, d2.dn_loss_cls: 0.0184, d2.dn_loss_bbox: 0.1918, d2.dn_loss_iou: 0.2858, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1874, d3.dn_loss_iou: 0.2807, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1856, d4.dn_loss_iou: 0.2780, loss: 7.9577 2024-05-21 00:53:23,770 - mmdet - INFO - Epoch [21][2600/3665] lr: 2.000e-04, eta: 22:56:58, time: 1.433, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2036, interm_loss_bbox: 0.1666, interm_loss_iou: 0.3693, loss_cls: 0.1674, loss_bbox: 0.1415, loss_iou: 0.3300, d0.loss_cls: 0.2182, d0.loss_bbox: 0.1465, d0.loss_iou: 0.3393, d1.loss_cls: 0.1849, d1.loss_bbox: 0.1448, d1.loss_iou: 0.3360, d2.loss_cls: 0.1749, d2.loss_bbox: 0.1427, d2.loss_iou: 0.3316, d3.loss_cls: 0.1699, d3.loss_bbox: 0.1420, d3.loss_iou: 0.3313, d4.loss_cls: 0.1680, d4.loss_bbox: 0.1420, d4.loss_iou: 0.3302, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1810, dn_loss_iou: 0.2753, d0.dn_loss_cls: 0.0465, d0.dn_loss_bbox: 0.2935, d0.dn_loss_iou: 0.3975, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2079, d1.dn_loss_iou: 0.3071, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1866, d2.dn_loss_iou: 0.2828, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1825, d3.dn_loss_iou: 0.2777, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1809, d4.dn_loss_iou: 0.2752, loss: 7.8616 2024-05-21 00:54:39,674 - mmdet - INFO - Epoch [21][2650/3665] lr: 2.000e-04, eta: 22:55:46, time: 1.518, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2098, interm_loss_bbox: 0.1616, interm_loss_iou: 0.3872, loss_cls: 0.1703, loss_bbox: 0.1376, loss_iou: 0.3486, d0.loss_cls: 0.2202, d0.loss_bbox: 0.1424, d0.loss_iou: 0.3573, d1.loss_cls: 0.1913, d1.loss_bbox: 0.1397, d1.loss_iou: 0.3530, d2.loss_cls: 0.1793, d2.loss_bbox: 0.1381, d2.loss_iou: 0.3491, d3.loss_cls: 0.1740, d3.loss_bbox: 0.1377, d3.loss_iou: 0.3485, d4.loss_cls: 0.1715, d4.loss_bbox: 0.1379, d4.loss_iou: 0.3481, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1827, dn_loss_iou: 0.2825, d0.dn_loss_cls: 0.0464, d0.dn_loss_bbox: 0.2903, d0.dn_loss_iou: 0.4003, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2096, d1.dn_loss_iou: 0.3145, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1875, d2.dn_loss_iou: 0.2900, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1841, d3.dn_loss_iou: 0.2852, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1826, d4.dn_loss_iou: 0.2824, loss: 8.0311 2024-05-21 00:55:51,314 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 00:55:51,314 - mmdet - INFO - Epoch [21][2700/3665] lr: 2.000e-04, eta: 22:54:31, time: 1.433, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2074, interm_loss_bbox: 0.1576, interm_loss_iou: 0.3682, loss_cls: 0.1696, loss_bbox: 0.1360, loss_iou: 0.3316, d0.loss_cls: 0.2175, d0.loss_bbox: 0.1400, d0.loss_iou: 0.3415, d1.loss_cls: 0.1875, d1.loss_bbox: 0.1388, d1.loss_iou: 0.3376, d2.loss_cls: 0.1763, d2.loss_bbox: 0.1372, d2.loss_iou: 0.3360, d3.loss_cls: 0.1719, d3.loss_bbox: 0.1359, d3.loss_iou: 0.3334, d4.loss_cls: 0.1707, d4.loss_bbox: 0.1357, d4.loss_iou: 0.3319, dn_loss_cls: 0.0148, dn_loss_bbox: 0.1800, dn_loss_iou: 0.2773, d0.dn_loss_cls: 0.0466, d0.dn_loss_bbox: 0.2873, d0.dn_loss_iou: 0.3954, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.2068, d1.dn_loss_iou: 0.3085, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1860, d2.dn_loss_iou: 0.2851, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1815, d3.dn_loss_iou: 0.2798, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1800, d4.dn_loss_iou: 0.2772, loss: 7.8410 2024-05-21 00:57:07,201 - mmdet - INFO - Epoch [21][2750/3665] lr: 2.000e-04, eta: 22:53:19, time: 1.518, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2055, interm_loss_bbox: 0.1626, interm_loss_iou: 0.3780, loss_cls: 0.1690, loss_bbox: 0.1382, loss_iou: 0.3398, d0.loss_cls: 0.2185, d0.loss_bbox: 0.1440, d0.loss_iou: 0.3487, d1.loss_cls: 0.1899, d1.loss_bbox: 0.1411, d1.loss_iou: 0.3437, d2.loss_cls: 0.1763, d2.loss_bbox: 0.1389, d2.loss_iou: 0.3418, d3.loss_cls: 0.1721, d3.loss_bbox: 0.1379, d3.loss_iou: 0.3400, d4.loss_cls: 0.1701, d4.loss_bbox: 0.1380, d4.loss_iou: 0.3398, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1885, dn_loss_iou: 0.2815, d0.dn_loss_cls: 0.0465, d0.dn_loss_bbox: 0.2985, d0.dn_loss_iou: 0.4000, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2171, d1.dn_loss_iou: 0.3139, d2.dn_loss_cls: 0.0184, d2.dn_loss_bbox: 0.1950, d2.dn_loss_iou: 0.2897, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1905, d3.dn_loss_iou: 0.2842, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1885, d4.dn_loss_iou: 0.2814, loss: 7.9978 2024-05-21 00:58:24,720 - mmdet - INFO - Epoch [21][2800/3665] lr: 2.000e-04, eta: 22:52:08, time: 1.551, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2135, interm_loss_bbox: 0.1599, interm_loss_iou: 0.3716, loss_cls: 0.1671, loss_bbox: 0.1361, loss_iou: 0.3354, d0.loss_cls: 0.2323, d0.loss_bbox: 0.1447, d0.loss_iou: 0.3489, d1.loss_cls: 0.2049, d1.loss_bbox: 0.1392, d1.loss_iou: 0.3402, d2.loss_cls: 0.1796, d2.loss_bbox: 0.1385, d2.loss_iou: 0.3391, d3.loss_cls: 0.1712, d3.loss_bbox: 0.1370, d3.loss_iou: 0.3365, d4.loss_cls: 0.1683, d4.loss_bbox: 0.1361, d4.loss_iou: 0.3351, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1872, dn_loss_iou: 0.2776, d0.dn_loss_cls: 0.0487, d0.dn_loss_bbox: 0.3017, d0.dn_loss_iou: 0.4050, d1.dn_loss_cls: 0.0250, d1.dn_loss_bbox: 0.2162, d1.dn_loss_iou: 0.3129, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.1938, d2.dn_loss_iou: 0.2865, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1893, d3.dn_loss_iou: 0.2807, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1871, d4.dn_loss_iou: 0.2775, loss: 7.9908 2024-05-21 00:59:41,549 - mmdet - INFO - Epoch [21][2850/3665] lr: 2.000e-04, eta: 22:50:56, time: 1.537, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2043, interm_loss_bbox: 0.1568, interm_loss_iou: 0.3766, loss_cls: 0.1634, loss_bbox: 0.1341, loss_iou: 0.3402, d0.loss_cls: 0.2207, d0.loss_bbox: 0.1405, d0.loss_iou: 0.3515, d1.loss_cls: 0.1877, d1.loss_bbox: 0.1387, d1.loss_iou: 0.3486, d2.loss_cls: 0.1728, d2.loss_bbox: 0.1360, d2.loss_iou: 0.3426, d3.loss_cls: 0.1675, d3.loss_bbox: 0.1346, d3.loss_iou: 0.3406, d4.loss_cls: 0.1652, d4.loss_bbox: 0.1337, d4.loss_iou: 0.3396, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1808, dn_loss_iou: 0.2817, d0.dn_loss_cls: 0.0478, d0.dn_loss_bbox: 0.2913, d0.dn_loss_iou: 0.4061, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2085, d1.dn_loss_iou: 0.3150, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1868, d2.dn_loss_iou: 0.2895, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1823, d3.dn_loss_iou: 0.2842, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1807, d4.dn_loss_iou: 0.2816, loss: 7.9225 2024-05-21 01:00:59,369 - mmdet - INFO - Epoch [21][2900/3665] lr: 2.000e-04, eta: 22:49:46, time: 1.556, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2010, interm_loss_bbox: 0.1547, interm_loss_iou: 0.3749, loss_cls: 0.1643, loss_bbox: 0.1314, loss_iou: 0.3398, d0.loss_cls: 0.2163, d0.loss_bbox: 0.1384, d0.loss_iou: 0.3488, d1.loss_cls: 0.1855, d1.loss_bbox: 0.1355, d1.loss_iou: 0.3446, d2.loss_cls: 0.1730, d2.loss_bbox: 0.1329, d2.loss_iou: 0.3412, d3.loss_cls: 0.1671, d3.loss_bbox: 0.1326, d3.loss_iou: 0.3404, d4.loss_cls: 0.1652, d4.loss_bbox: 0.1323, d4.loss_iou: 0.3399, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1780, dn_loss_iou: 0.2813, d0.dn_loss_cls: 0.0481, d0.dn_loss_bbox: 0.2880, d0.dn_loss_iou: 0.4026, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.2045, d1.dn_loss_iou: 0.3139, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1833, d2.dn_loss_iou: 0.2889, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1794, d3.dn_loss_iou: 0.2837, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1780, d4.dn_loss_iou: 0.2812, loss: 7.8601 2024-05-21 01:02:11,382 - mmdet - INFO - Epoch [21][2950/3665] lr: 2.000e-04, eta: 22:48:31, time: 1.440, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2015, interm_loss_bbox: 0.1594, interm_loss_iou: 0.3560, loss_cls: 0.1632, loss_bbox: 0.1353, loss_iou: 0.3178, d0.loss_cls: 0.2164, d0.loss_bbox: 0.1406, d0.loss_iou: 0.3274, d1.loss_cls: 0.1843, d1.loss_bbox: 0.1390, d1.loss_iou: 0.3238, d2.loss_cls: 0.1724, d2.loss_bbox: 0.1358, d2.loss_iou: 0.3200, d3.loss_cls: 0.1671, d3.loss_bbox: 0.1350, d3.loss_iou: 0.3178, d4.loss_cls: 0.1640, d4.loss_bbox: 0.1354, d4.loss_iou: 0.3182, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1791, dn_loss_iou: 0.2654, d0.dn_loss_cls: 0.0467, d0.dn_loss_bbox: 0.2878, d0.dn_loss_iou: 0.3845, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.2057, d1.dn_loss_iou: 0.2965, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1850, d2.dn_loss_iou: 0.2731, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1807, d3.dn_loss_iou: 0.2678, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1791, d4.dn_loss_iou: 0.2653, loss: 7.6337 2024-05-21 01:03:26,820 - mmdet - INFO - Epoch [21][3000/3665] lr: 2.000e-04, eta: 22:47:18, time: 1.509, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2028, interm_loss_bbox: 0.1569, interm_loss_iou: 0.3718, loss_cls: 0.1659, loss_bbox: 0.1338, loss_iou: 0.3331, d0.loss_cls: 0.2178, d0.loss_bbox: 0.1405, d0.loss_iou: 0.3449, d1.loss_cls: 0.1883, d1.loss_bbox: 0.1364, d1.loss_iou: 0.3381, d2.loss_cls: 0.1768, d2.loss_bbox: 0.1330, d2.loss_iou: 0.3333, d3.loss_cls: 0.1704, d3.loss_bbox: 0.1331, d3.loss_iou: 0.3323, d4.loss_cls: 0.1674, d4.loss_bbox: 0.1337, d4.loss_iou: 0.3326, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1832, dn_loss_iou: 0.2807, d0.dn_loss_cls: 0.0471, d0.dn_loss_bbox: 0.2852, d0.dn_loss_iou: 0.3988, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.2085, d1.dn_loss_iou: 0.3116, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1887, d2.dn_loss_iou: 0.2879, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1848, d3.dn_loss_iou: 0.2832, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1831, d4.dn_loss_iou: 0.2805, loss: 7.8562 2024-05-21 01:04:38,751 - mmdet - INFO - Epoch [21][3050/3665] lr: 2.000e-04, eta: 22:46:03, time: 1.439, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2056, interm_loss_bbox: 0.1598, interm_loss_iou: 0.3715, loss_cls: 0.1664, loss_bbox: 0.1348, loss_iou: 0.3338, d0.loss_cls: 0.2218, d0.loss_bbox: 0.1415, d0.loss_iou: 0.3429, d1.loss_cls: 0.1895, d1.loss_bbox: 0.1389, d1.loss_iou: 0.3403, d2.loss_cls: 0.1767, d2.loss_bbox: 0.1357, d2.loss_iou: 0.3347, d3.loss_cls: 0.1702, d3.loss_bbox: 0.1356, d3.loss_iou: 0.3345, d4.loss_cls: 0.1670, d4.loss_bbox: 0.1353, d4.loss_iou: 0.3338, dn_loss_cls: 0.0148, dn_loss_bbox: 0.1847, dn_loss_iou: 0.2745, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2963, d0.dn_loss_iou: 0.3938, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2129, d1.dn_loss_iou: 0.3058, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1908, d2.dn_loss_iou: 0.2823, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1861, d3.dn_loss_iou: 0.2771, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1846, d4.dn_loss_iou: 0.2745, loss: 7.8665 2024-05-21 01:05:52,920 - mmdet - INFO - Epoch [21][3100/3665] lr: 2.000e-04, eta: 22:44:50, time: 1.483, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2079, interm_loss_bbox: 0.1594, interm_loss_iou: 0.3694, loss_cls: 0.1690, loss_bbox: 0.1373, loss_iou: 0.3362, d0.loss_cls: 0.2220, d0.loss_bbox: 0.1428, d0.loss_iou: 0.3429, d1.loss_cls: 0.1909, d1.loss_bbox: 0.1402, d1.loss_iou: 0.3395, d2.loss_cls: 0.1781, d2.loss_bbox: 0.1385, d2.loss_iou: 0.3366, d3.loss_cls: 0.1726, d3.loss_bbox: 0.1371, d3.loss_iou: 0.3362, d4.loss_cls: 0.1703, d4.loss_bbox: 0.1370, d4.loss_iou: 0.3359, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1839, dn_loss_iou: 0.2720, d0.dn_loss_cls: 0.0475, d0.dn_loss_bbox: 0.2936, d0.dn_loss_iou: 0.3920, d1.dn_loss_cls: 0.0244, d1.dn_loss_bbox: 0.2105, d1.dn_loss_iou: 0.3037, d2.dn_loss_cls: 0.0188, d2.dn_loss_bbox: 0.1895, d2.dn_loss_iou: 0.2797, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1854, d3.dn_loss_iou: 0.2747, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1838, d4.dn_loss_iou: 0.2719, loss: 7.8783 2024-05-21 01:07:04,934 - mmdet - INFO - Epoch [21][3150/3665] lr: 2.000e-04, eta: 22:43:35, time: 1.440, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2016, interm_loss_bbox: 0.1609, interm_loss_iou: 0.3688, loss_cls: 0.1663, loss_bbox: 0.1374, loss_iou: 0.3301, d0.loss_cls: 0.2159, d0.loss_bbox: 0.1417, d0.loss_iou: 0.3392, d1.loss_cls: 0.1855, d1.loss_bbox: 0.1409, d1.loss_iou: 0.3359, d2.loss_cls: 0.1741, d2.loss_bbox: 0.1379, d2.loss_iou: 0.3314, d3.loss_cls: 0.1688, d3.loss_bbox: 0.1378, d3.loss_iou: 0.3314, d4.loss_cls: 0.1675, d4.loss_bbox: 0.1373, d4.loss_iou: 0.3300, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1903, dn_loss_iou: 0.2716, d0.dn_loss_cls: 0.0461, d0.dn_loss_bbox: 0.3025, d0.dn_loss_iou: 0.3916, d1.dn_loss_cls: 0.0240, d1.dn_loss_bbox: 0.2167, d1.dn_loss_iou: 0.3021, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1957, d2.dn_loss_iou: 0.2791, d3.dn_loss_cls: 0.0166, d3.dn_loss_bbox: 0.1919, d3.dn_loss_iou: 0.2742, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1903, d4.dn_loss_iou: 0.2715, loss: 7.8552 2024-05-21 01:08:19,215 - mmdet - INFO - Epoch [21][3200/3665] lr: 2.000e-04, eta: 22:42:21, time: 1.486, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2014, interm_loss_bbox: 0.1602, interm_loss_iou: 0.3729, loss_cls: 0.1643, loss_bbox: 0.1357, loss_iou: 0.3339, d0.loss_cls: 0.2200, d0.loss_bbox: 0.1406, d0.loss_iou: 0.3408, d1.loss_cls: 0.1843, d1.loss_bbox: 0.1409, d1.loss_iou: 0.3401, d2.loss_cls: 0.1728, d2.loss_bbox: 0.1372, d2.loss_iou: 0.3358, d3.loss_cls: 0.1667, d3.loss_bbox: 0.1362, d3.loss_iou: 0.3352, d4.loss_cls: 0.1649, d4.loss_bbox: 0.1361, d4.loss_iou: 0.3339, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1808, dn_loss_iou: 0.2769, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2904, d0.dn_loss_iou: 0.3986, d1.dn_loss_cls: 0.0234, d1.dn_loss_bbox: 0.2079, d1.dn_loss_iou: 0.3094, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1868, d2.dn_loss_iou: 0.2850, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1826, d3.dn_loss_iou: 0.2798, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1807, d4.dn_loss_iou: 0.2768, loss: 7.8419 2024-05-21 01:09:32,599 - mmdet - INFO - Epoch [21][3250/3665] lr: 2.000e-04, eta: 22:41:08, time: 1.468, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2067, interm_loss_bbox: 0.1565, interm_loss_iou: 0.3642, loss_cls: 0.1663, loss_bbox: 0.1340, loss_iou: 0.3285, d0.loss_cls: 0.2210, d0.loss_bbox: 0.1409, d0.loss_iou: 0.3391, d1.loss_cls: 0.1891, d1.loss_bbox: 0.1379, d1.loss_iou: 0.3333, d2.loss_cls: 0.1756, d2.loss_bbox: 0.1355, d2.loss_iou: 0.3305, d3.loss_cls: 0.1694, d3.loss_bbox: 0.1347, d3.loss_iou: 0.3301, d4.loss_cls: 0.1679, d4.loss_bbox: 0.1336, d4.loss_iou: 0.3285, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1840, dn_loss_iou: 0.2751, d0.dn_loss_cls: 0.0478, d0.dn_loss_bbox: 0.2915, d0.dn_loss_iou: 0.3929, d1.dn_loss_cls: 0.0247, d1.dn_loss_bbox: 0.2112, d1.dn_loss_iou: 0.3075, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.1898, d2.dn_loss_iou: 0.2829, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1858, d3.dn_loss_iou: 0.2777, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1840, d4.dn_loss_iou: 0.2750, loss: 7.8216 2024-05-21 01:10:46,051 - mmdet - INFO - Epoch [21][3300/3665] lr: 2.000e-04, eta: 22:39:54, time: 1.469, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2042, interm_loss_bbox: 0.1628, interm_loss_iou: 0.3689, loss_cls: 0.1662, loss_bbox: 0.1385, loss_iou: 0.3303, d0.loss_cls: 0.2166, d0.loss_bbox: 0.1471, d0.loss_iou: 0.3426, d1.loss_cls: 0.1857, d1.loss_bbox: 0.1443, d1.loss_iou: 0.3381, d2.loss_cls: 0.1732, d2.loss_bbox: 0.1414, d2.loss_iou: 0.3338, d3.loss_cls: 0.1690, d3.loss_bbox: 0.1399, d3.loss_iou: 0.3316, d4.loss_cls: 0.1674, d4.loss_bbox: 0.1381, d4.loss_iou: 0.3302, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1860, dn_loss_iou: 0.2774, d0.dn_loss_cls: 0.0474, d0.dn_loss_bbox: 0.2952, d0.dn_loss_iou: 0.3968, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2134, d1.dn_loss_iou: 0.3098, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1919, d2.dn_loss_iou: 0.2852, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1872, d3.dn_loss_iou: 0.2798, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1859, d4.dn_loss_iou: 0.2773, loss: 7.8920 2024-05-21 01:12:01,437 - mmdet - INFO - Epoch [21][3350/3665] lr: 2.000e-04, eta: 22:38:41, time: 1.508, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2098, interm_loss_bbox: 0.1635, interm_loss_iou: 0.3644, loss_cls: 0.1700, loss_bbox: 0.1418, loss_iou: 0.3272, d0.loss_cls: 0.2246, d0.loss_bbox: 0.1470, d0.loss_iou: 0.3394, d1.loss_cls: 0.1930, d1.loss_bbox: 0.1448, d1.loss_iou: 0.3318, d2.loss_cls: 0.1806, d2.loss_bbox: 0.1421, d2.loss_iou: 0.3279, d3.loss_cls: 0.1735, d3.loss_bbox: 0.1425, d3.loss_iou: 0.3284, d4.loss_cls: 0.1712, d4.loss_bbox: 0.1420, d4.loss_iou: 0.3273, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1916, dn_loss_iou: 0.2839, d0.dn_loss_cls: 0.0481, d0.dn_loss_bbox: 0.3022, d0.dn_loss_iou: 0.4063, d1.dn_loss_cls: 0.0250, d1.dn_loss_bbox: 0.2185, d1.dn_loss_iou: 0.3169, d2.dn_loss_cls: 0.0198, d2.dn_loss_bbox: 0.1979, d2.dn_loss_iou: 0.2920, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1931, d3.dn_loss_iou: 0.2865, d4.dn_loss_cls: 0.0163, d4.dn_loss_bbox: 0.1916, d4.dn_loss_iou: 0.2838, loss: 7.9997 2024-05-21 01:13:20,309 - mmdet - INFO - Epoch [21][3400/3665] lr: 2.000e-04, eta: 22:37:31, time: 1.578, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2044, interm_loss_bbox: 0.1582, interm_loss_iou: 0.3596, loss_cls: 0.1673, loss_bbox: 0.1374, loss_iou: 0.3251, d0.loss_cls: 0.2190, d0.loss_bbox: 0.1438, d0.loss_iou: 0.3362, d1.loss_cls: 0.1882, d1.loss_bbox: 0.1412, d1.loss_iou: 0.3318, d2.loss_cls: 0.1757, d2.loss_bbox: 0.1384, d2.loss_iou: 0.3281, d3.loss_cls: 0.1700, d3.loss_bbox: 0.1383, d3.loss_iou: 0.3266, d4.loss_cls: 0.1679, d4.loss_bbox: 0.1376, d4.loss_iou: 0.3257, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1866, dn_loss_iou: 0.2771, d0.dn_loss_cls: 0.0472, d0.dn_loss_bbox: 0.2981, d0.dn_loss_iou: 0.3972, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2152, d1.dn_loss_iou: 0.3099, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1931, d2.dn_loss_iou: 0.2853, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1886, d3.dn_loss_iou: 0.2799, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1865, d4.dn_loss_iou: 0.2770, loss: 7.8542 2024-05-21 01:14:42,319 - mmdet - INFO - Epoch [21][3450/3665] lr: 2.000e-04, eta: 22:36:23, time: 1.640, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2026, interm_loss_bbox: 0.1586, interm_loss_iou: 0.3713, loss_cls: 0.1685, loss_bbox: 0.1380, loss_iou: 0.3353, d0.loss_cls: 0.2203, d0.loss_bbox: 0.1417, d0.loss_iou: 0.3434, d1.loss_cls: 0.1883, d1.loss_bbox: 0.1413, d1.loss_iou: 0.3405, d2.loss_cls: 0.1767, d2.loss_bbox: 0.1384, d2.loss_iou: 0.3374, d3.loss_cls: 0.1716, d3.loss_bbox: 0.1383, d3.loss_iou: 0.3363, d4.loss_cls: 0.1695, d4.loss_bbox: 0.1383, d4.loss_iou: 0.3350, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1823, dn_loss_iou: 0.2762, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2921, d0.dn_loss_iou: 0.3958, d1.dn_loss_cls: 0.0231, d1.dn_loss_bbox: 0.2097, d1.dn_loss_iou: 0.3084, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1882, d2.dn_loss_iou: 0.2839, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1842, d3.dn_loss_iou: 0.2789, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1822, d4.dn_loss_iou: 0.2762, loss: 7.8815 2024-05-21 01:15:54,205 - mmdet - INFO - Epoch [21][3500/3665] lr: 2.000e-04, eta: 22:35:08, time: 1.438, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1998, interm_loss_bbox: 0.1585, interm_loss_iou: 0.3691, loss_cls: 0.1621, loss_bbox: 0.1363, loss_iou: 0.3339, d0.loss_cls: 0.2142, d0.loss_bbox: 0.1435, d0.loss_iou: 0.3451, d1.loss_cls: 0.1818, d1.loss_bbox: 0.1409, d1.loss_iou: 0.3394, d2.loss_cls: 0.1695, d2.loss_bbox: 0.1372, d2.loss_iou: 0.3355, d3.loss_cls: 0.1644, d3.loss_bbox: 0.1370, d3.loss_iou: 0.3340, d4.loss_cls: 0.1623, d4.loss_bbox: 0.1367, d4.loss_iou: 0.3341, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1831, dn_loss_iou: 0.2732, d0.dn_loss_cls: 0.0454, d0.dn_loss_bbox: 0.2975, d0.dn_loss_iou: 0.3944, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2107, d1.dn_loss_iou: 0.3050, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1891, d2.dn_loss_iou: 0.2811, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1850, d3.dn_loss_iou: 0.2758, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1831, d4.dn_loss_iou: 0.2732, loss: 7.8178 2024-05-21 01:17:07,470 - mmdet - INFO - Epoch [21][3550/3665] lr: 2.000e-04, eta: 22:33:54, time: 1.465, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2075, interm_loss_bbox: 0.1613, interm_loss_iou: 0.3707, loss_cls: 0.1706, loss_bbox: 0.1378, loss_iou: 0.3337, d0.loss_cls: 0.2218, d0.loss_bbox: 0.1448, d0.loss_iou: 0.3441, d1.loss_cls: 0.1900, d1.loss_bbox: 0.1424, d1.loss_iou: 0.3392, d2.loss_cls: 0.1790, d2.loss_bbox: 0.1398, d2.loss_iou: 0.3365, d3.loss_cls: 0.1740, d3.loss_bbox: 0.1382, d3.loss_iou: 0.3346, d4.loss_cls: 0.1719, d4.loss_bbox: 0.1375, d4.loss_iou: 0.3335, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1890, dn_loss_iou: 0.2840, d0.dn_loss_cls: 0.0474, d0.dn_loss_bbox: 0.2982, d0.dn_loss_iou: 0.4026, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2163, d1.dn_loss_iou: 0.3163, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1952, d2.dn_loss_iou: 0.2919, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1908, d3.dn_loss_iou: 0.2868, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1889, d4.dn_loss_iou: 0.2838, loss: 7.9901 2024-05-21 01:18:20,794 - mmdet - INFO - Epoch [21][3600/3665] lr: 2.000e-04, eta: 22:32:40, time: 1.466, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1982, interm_loss_bbox: 0.1567, interm_loss_iou: 0.3673, loss_cls: 0.1608, loss_bbox: 0.1336, loss_iou: 0.3281, d0.loss_cls: 0.2128, d0.loss_bbox: 0.1397, d0.loss_iou: 0.3383, d1.loss_cls: 0.1813, d1.loss_bbox: 0.1370, d1.loss_iou: 0.3331, d2.loss_cls: 0.1681, d2.loss_bbox: 0.1356, d2.loss_iou: 0.3312, d3.loss_cls: 0.1631, d3.loss_bbox: 0.1347, d3.loss_iou: 0.3298, d4.loss_cls: 0.1614, d4.loss_bbox: 0.1337, d4.loss_iou: 0.3285, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1827, dn_loss_iou: 0.2702, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2945, d0.dn_loss_iou: 0.3886, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2110, d1.dn_loss_iou: 0.3025, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1892, d2.dn_loss_iou: 0.2783, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1845, d3.dn_loss_iou: 0.2728, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1826, d4.dn_loss_iou: 0.2701, loss: 7.7332 2024-05-21 01:19:34,172 - mmdet - INFO - Epoch [21][3650/3665] lr: 2.000e-04, eta: 22:31:26, time: 1.468, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2073, interm_loss_bbox: 0.1574, interm_loss_iou: 0.3756, loss_cls: 0.1673, loss_bbox: 0.1349, loss_iou: 0.3388, d0.loss_cls: 0.2222, d0.loss_bbox: 0.1392, d0.loss_iou: 0.3454, d1.loss_cls: 0.1888, d1.loss_bbox: 0.1374, d1.loss_iou: 0.3433, d2.loss_cls: 0.1770, d2.loss_bbox: 0.1355, d2.loss_iou: 0.3396, d3.loss_cls: 0.1707, d3.loss_bbox: 0.1354, d3.loss_iou: 0.3389, d4.loss_cls: 0.1683, d4.loss_bbox: 0.1349, d4.loss_iou: 0.3385, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1831, dn_loss_iou: 0.2780, d0.dn_loss_cls: 0.0464, d0.dn_loss_bbox: 0.2970, d0.dn_loss_iou: 0.4008, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2110, d1.dn_loss_iou: 0.3111, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1891, d2.dn_loss_iou: 0.2859, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1848, d3.dn_loss_iou: 0.2807, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1831, d4.dn_loss_iou: 0.2778, loss: 7.9124 2024-05-21 01:19:59,204 - mmdet - INFO - Saving checkpoint at 21 epochs 2024-05-21 01:23:35,625 - mmdet - INFO - Evaluating bbox... 2024-05-21 01:25:25,523 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.564 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.752 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.617 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.391 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.602 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.757 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.617 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.801 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.907 2024-05-21 01:25:27,654 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 01:25:27,657 - mmdet - INFO - Epoch(val) [21][313] bbox_mAP: 0.5640, bbox_mAP_50: 0.7520, bbox_mAP_75: 0.6170, bbox_mAP_s: 0.3910, bbox_mAP_m: 0.6020, bbox_mAP_l: 0.7270, bbox_mAP_copypaste: 0.564 0.752 0.617 0.391 0.602 0.727 2024-05-21 01:26:54,082 - mmdet - INFO - Epoch [22][50/3665] lr: 2.000e-04, eta: 22:29:44, time: 1.728, data_time: 0.180, memory: 41053, interm_loss_cls: 0.1979, interm_loss_bbox: 0.1568, interm_loss_iou: 0.3694, loss_cls: 0.1613, loss_bbox: 0.1321, loss_iou: 0.3316, d0.loss_cls: 0.2112, d0.loss_bbox: 0.1391, d0.loss_iou: 0.3422, d1.loss_cls: 0.1786, d1.loss_bbox: 0.1382, d1.loss_iou: 0.3390, d2.loss_cls: 0.1686, d2.loss_bbox: 0.1345, d2.loss_iou: 0.3346, d3.loss_cls: 0.1644, d3.loss_bbox: 0.1330, d3.loss_iou: 0.3325, d4.loss_cls: 0.1622, d4.loss_bbox: 0.1327, d4.loss_iou: 0.3319, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1807, dn_loss_iou: 0.2777, d0.dn_loss_cls: 0.0451, d0.dn_loss_bbox: 0.2892, d0.dn_loss_iou: 0.3970, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.2085, d1.dn_loss_iou: 0.3106, d2.dn_loss_cls: 0.0176, d2.dn_loss_bbox: 0.1865, d2.dn_loss_iou: 0.2858, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1825, d3.dn_loss_iou: 0.2808, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1807, d4.dn_loss_iou: 0.2776, loss: 7.7787 2024-05-21 01:28:06,486 - mmdet - INFO - Epoch [22][100/3665] lr: 2.000e-04, eta: 22:28:29, time: 1.448, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2016, interm_loss_bbox: 0.1583, interm_loss_iou: 0.3551, loss_cls: 0.1608, loss_bbox: 0.1372, loss_iou: 0.3215, d0.loss_cls: 0.2134, d0.loss_bbox: 0.1431, d0.loss_iou: 0.3319, d1.loss_cls: 0.1806, d1.loss_bbox: 0.1409, d1.loss_iou: 0.3263, d2.loss_cls: 0.1679, d2.loss_bbox: 0.1388, d2.loss_iou: 0.3238, d3.loss_cls: 0.1643, d3.loss_bbox: 0.1372, d3.loss_iou: 0.3220, d4.loss_cls: 0.1619, d4.loss_bbox: 0.1370, d4.loss_iou: 0.3215, dn_loss_cls: 0.0155, dn_loss_bbox: 0.1818, dn_loss_iou: 0.2647, d0.dn_loss_cls: 0.0467, d0.dn_loss_bbox: 0.2918, d0.dn_loss_iou: 0.3813, d1.dn_loss_cls: 0.0240, d1.dn_loss_bbox: 0.2098, d1.dn_loss_iou: 0.2955, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.1884, d2.dn_loss_iou: 0.2724, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1837, d3.dn_loss_iou: 0.2673, d4.dn_loss_cls: 0.0158, d4.dn_loss_bbox: 0.1818, d4.dn_loss_iou: 0.2646, loss: 7.6659 2024-05-21 01:29:20,124 - mmdet - INFO - Epoch [22][150/3665] lr: 2.000e-04, eta: 22:27:15, time: 1.473, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2008, interm_loss_bbox: 0.1540, interm_loss_iou: 0.3607, loss_cls: 0.1636, loss_bbox: 0.1321, loss_iou: 0.3253, d0.loss_cls: 0.2150, d0.loss_bbox: 0.1389, d0.loss_iou: 0.3337, d1.loss_cls: 0.1830, d1.loss_bbox: 0.1361, d1.loss_iou: 0.3311, d2.loss_cls: 0.1704, d2.loss_bbox: 0.1343, d2.loss_iou: 0.3276, d3.loss_cls: 0.1657, d3.loss_bbox: 0.1330, d3.loss_iou: 0.3261, d4.loss_cls: 0.1643, d4.loss_bbox: 0.1320, d4.loss_iou: 0.3252, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1755, dn_loss_iou: 0.2753, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2794, d0.dn_loss_iou: 0.3940, d1.dn_loss_cls: 0.0231, d1.dn_loss_bbox: 0.2007, d1.dn_loss_iou: 0.3064, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1805, d2.dn_loss_iou: 0.2829, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1768, d3.dn_loss_iou: 0.2778, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1755, d4.dn_loss_iou: 0.2752, loss: 7.6847 2024-05-21 01:30:31,945 - mmdet - INFO - Epoch [22][200/3665] lr: 2.000e-04, eta: 22:26:00, time: 1.437, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1913, interm_loss_bbox: 0.1537, interm_loss_iou: 0.3719, loss_cls: 0.1551, loss_bbox: 0.1300, loss_iou: 0.3360, d0.loss_cls: 0.2052, d0.loss_bbox: 0.1357, d0.loss_iou: 0.3418, d1.loss_cls: 0.1717, d1.loss_bbox: 0.1341, d1.loss_iou: 0.3402, d2.loss_cls: 0.1611, d2.loss_bbox: 0.1321, d2.loss_iou: 0.3383, d3.loss_cls: 0.1574, d3.loss_bbox: 0.1309, d3.loss_iou: 0.3367, d4.loss_cls: 0.1561, d4.loss_bbox: 0.1302, d4.loss_iou: 0.3357, dn_loss_cls: 0.0135, dn_loss_bbox: 0.1765, dn_loss_iou: 0.2703, d0.dn_loss_cls: 0.0440, d0.dn_loss_bbox: 0.2793, d0.dn_loss_iou: 0.3860, d1.dn_loss_cls: 0.0217, d1.dn_loss_bbox: 0.2002, d1.dn_loss_iou: 0.2999, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1811, d2.dn_loss_iou: 0.2771, d3.dn_loss_cls: 0.0146, d3.dn_loss_bbox: 0.1777, d3.dn_loss_iou: 0.2727, d4.dn_loss_cls: 0.0138, d4.dn_loss_bbox: 0.1764, d4.dn_loss_iou: 0.2702, loss: 7.6368 2024-05-21 01:31:43,810 - mmdet - INFO - Epoch [22][250/3665] lr: 2.000e-04, eta: 22:24:45, time: 1.437, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1973, interm_loss_bbox: 0.1596, interm_loss_iou: 0.3535, loss_cls: 0.1593, loss_bbox: 0.1353, loss_iou: 0.3167, d0.loss_cls: 0.2114, d0.loss_bbox: 0.1411, d0.loss_iou: 0.3246, d1.loss_cls: 0.1779, d1.loss_bbox: 0.1399, d1.loss_iou: 0.3220, d2.loss_cls: 0.1671, d2.loss_bbox: 0.1372, d2.loss_iou: 0.3186, d3.loss_cls: 0.1625, d3.loss_bbox: 0.1357, d3.loss_iou: 0.3172, d4.loss_cls: 0.1603, d4.loss_bbox: 0.1354, d4.loss_iou: 0.3167, dn_loss_cls: 0.0143, dn_loss_bbox: 0.1839, dn_loss_iou: 0.2685, d0.dn_loss_cls: 0.0444, d0.dn_loss_bbox: 0.2961, d0.dn_loss_iou: 0.3891, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.2118, d1.dn_loss_iou: 0.3001, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1900, d2.dn_loss_iou: 0.2760, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1856, d3.dn_loss_iou: 0.2711, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1838, d4.dn_loss_iou: 0.2684, loss: 7.6423 2024-05-21 01:32:55,715 - mmdet - INFO - Epoch [22][300/3665] lr: 2.000e-04, eta: 22:23:30, time: 1.438, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1979, interm_loss_bbox: 0.1554, interm_loss_iou: 0.3580, loss_cls: 0.1610, loss_bbox: 0.1331, loss_iou: 0.3232, d0.loss_cls: 0.2102, d0.loss_bbox: 0.1380, d0.loss_iou: 0.3316, d1.loss_cls: 0.1775, d1.loss_bbox: 0.1378, d1.loss_iou: 0.3300, d2.loss_cls: 0.1692, d2.loss_bbox: 0.1344, d2.loss_iou: 0.3247, d3.loss_cls: 0.1644, d3.loss_bbox: 0.1331, d3.loss_iou: 0.3233, d4.loss_cls: 0.1621, d4.loss_bbox: 0.1331, d4.loss_iou: 0.3229, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1778, dn_loss_iou: 0.2695, d0.dn_loss_cls: 0.0449, d0.dn_loss_bbox: 0.2901, d0.dn_loss_iou: 0.3935, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.2049, d1.dn_loss_iou: 0.3019, d2.dn_loss_cls: 0.0176, d2.dn_loss_bbox: 0.1831, d2.dn_loss_iou: 0.2768, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1792, d3.dn_loss_iou: 0.2720, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1778, d4.dn_loss_iou: 0.2694, loss: 7.6452 2024-05-21 01:34:09,337 - mmdet - INFO - Epoch [22][350/3665] lr: 2.000e-04, eta: 22:22:16, time: 1.472, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1989, interm_loss_bbox: 0.1550, interm_loss_iou: 0.3652, loss_cls: 0.1593, loss_bbox: 0.1338, loss_iou: 0.3300, d0.loss_cls: 0.2096, d0.loss_bbox: 0.1386, d0.loss_iou: 0.3374, d1.loss_cls: 0.1773, d1.loss_bbox: 0.1370, d1.loss_iou: 0.3353, d2.loss_cls: 0.1687, d2.loss_bbox: 0.1343, d2.loss_iou: 0.3305, d3.loss_cls: 0.1627, d3.loss_bbox: 0.1340, d3.loss_iou: 0.3311, d4.loss_cls: 0.1612, d4.loss_bbox: 0.1334, d4.loss_iou: 0.3299, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1820, dn_loss_iou: 0.2743, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2923, d0.dn_loss_iou: 0.3939, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.2089, d1.dn_loss_iou: 0.3062, d2.dn_loss_cls: 0.0177, d2.dn_loss_bbox: 0.1876, d2.dn_loss_iou: 0.2821, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1837, d3.dn_loss_iou: 0.2769, d4.dn_loss_cls: 0.0145, d4.dn_loss_bbox: 0.1819, d4.dn_loss_iou: 0.2742, loss: 7.7371 2024-05-21 01:35:20,541 - mmdet - INFO - Epoch [22][400/3665] lr: 2.000e-04, eta: 22:21:01, time: 1.425, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2026, interm_loss_bbox: 0.1587, interm_loss_iou: 0.3725, loss_cls: 0.1642, loss_bbox: 0.1371, loss_iou: 0.3363, d0.loss_cls: 0.2162, d0.loss_bbox: 0.1398, d0.loss_iou: 0.3425, d1.loss_cls: 0.1827, d1.loss_bbox: 0.1402, d1.loss_iou: 0.3406, d2.loss_cls: 0.1710, d2.loss_bbox: 0.1393, d2.loss_iou: 0.3395, d3.loss_cls: 0.1666, d3.loss_bbox: 0.1378, d3.loss_iou: 0.3376, d4.loss_cls: 0.1652, d4.loss_bbox: 0.1369, d4.loss_iou: 0.3363, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1785, dn_loss_iou: 0.2727, d0.dn_loss_cls: 0.0458, d0.dn_loss_bbox: 0.2847, d0.dn_loss_iou: 0.3893, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2036, d1.dn_loss_iou: 0.3030, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1835, d2.dn_loss_iou: 0.2797, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1799, d3.dn_loss_iou: 0.2751, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1784, d4.dn_loss_iou: 0.2726, loss: 7.7971 2024-05-21 01:36:32,270 - mmdet - INFO - Epoch [22][450/3665] lr: 2.000e-04, eta: 22:19:46, time: 1.434, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1992, interm_loss_bbox: 0.1574, interm_loss_iou: 0.3755, loss_cls: 0.1632, loss_bbox: 0.1323, loss_iou: 0.3337, d0.loss_cls: 0.2106, d0.loss_bbox: 0.1367, d0.loss_iou: 0.3426, d1.loss_cls: 0.1799, d1.loss_bbox: 0.1374, d1.loss_iou: 0.3412, d2.loss_cls: 0.1702, d2.loss_bbox: 0.1343, d2.loss_iou: 0.3370, d3.loss_cls: 0.1654, d3.loss_bbox: 0.1332, d3.loss_iou: 0.3354, d4.loss_cls: 0.1638, d4.loss_bbox: 0.1327, d4.loss_iou: 0.3340, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1810, dn_loss_iou: 0.2790, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2889, d0.dn_loss_iou: 0.3992, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2076, d1.dn_loss_iou: 0.3109, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1867, d2.dn_loss_iou: 0.2869, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1826, d3.dn_loss_iou: 0.2817, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1810, d4.dn_loss_iou: 0.2790, loss: 7.8124 2024-05-21 01:37:44,740 - mmdet - INFO - Epoch [22][500/3665] lr: 2.000e-04, eta: 22:18:31, time: 1.449, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2026, interm_loss_bbox: 0.1617, interm_loss_iou: 0.3762, loss_cls: 0.1657, loss_bbox: 0.1379, loss_iou: 0.3351, d0.loss_cls: 0.2165, d0.loss_bbox: 0.1411, d0.loss_iou: 0.3430, d1.loss_cls: 0.1838, d1.loss_bbox: 0.1406, d1.loss_iou: 0.3407, d2.loss_cls: 0.1731, d2.loss_bbox: 0.1386, d2.loss_iou: 0.3366, d3.loss_cls: 0.1682, d3.loss_bbox: 0.1383, d3.loss_iou: 0.3357, d4.loss_cls: 0.1668, d4.loss_bbox: 0.1379, d4.loss_iou: 0.3346, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1845, dn_loss_iou: 0.2792, d0.dn_loss_cls: 0.0464, d0.dn_loss_bbox: 0.2895, d0.dn_loss_iou: 0.3965, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.2101, d1.dn_loss_iou: 0.3105, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1901, d2.dn_loss_iou: 0.2870, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1862, d3.dn_loss_iou: 0.2818, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1845, d4.dn_loss_iou: 0.2791, loss: 7.8871 2024-05-21 01:38:56,424 - mmdet - INFO - Epoch [22][550/3665] lr: 2.000e-04, eta: 22:17:16, time: 1.434, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1987, interm_loss_bbox: 0.1592, interm_loss_iou: 0.3663, loss_cls: 0.1603, loss_bbox: 0.1378, loss_iou: 0.3312, d0.loss_cls: 0.2105, d0.loss_bbox: 0.1419, d0.loss_iou: 0.3379, d1.loss_cls: 0.1798, d1.loss_bbox: 0.1392, d1.loss_iou: 0.3352, d2.loss_cls: 0.1691, d2.loss_bbox: 0.1378, d2.loss_iou: 0.3319, d3.loss_cls: 0.1643, d3.loss_bbox: 0.1372, d3.loss_iou: 0.3316, d4.loss_cls: 0.1618, d4.loss_bbox: 0.1375, d4.loss_iou: 0.3312, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1842, dn_loss_iou: 0.2775, d0.dn_loss_cls: 0.0454, d0.dn_loss_bbox: 0.2955, d0.dn_loss_iou: 0.3983, d1.dn_loss_cls: 0.0231, d1.dn_loss_bbox: 0.2106, d1.dn_loss_iou: 0.3092, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1894, d2.dn_loss_iou: 0.2849, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1856, d3.dn_loss_iou: 0.2800, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1841, d4.dn_loss_iou: 0.2773, loss: 7.8090 2024-05-21 01:40:08,556 - mmdet - INFO - Epoch [22][600/3665] lr: 2.000e-04, eta: 22:16:01, time: 1.443, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2014, interm_loss_bbox: 0.1578, interm_loss_iou: 0.3724, loss_cls: 0.1652, loss_bbox: 0.1342, loss_iou: 0.3342, d0.loss_cls: 0.2124, d0.loss_bbox: 0.1403, d0.loss_iou: 0.3437, d1.loss_cls: 0.1813, d1.loss_bbox: 0.1387, d1.loss_iou: 0.3418, d2.loss_cls: 0.1712, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3373, d3.loss_cls: 0.1668, d3.loss_bbox: 0.1352, d3.loss_iou: 0.3362, d4.loss_cls: 0.1665, d4.loss_bbox: 0.1340, d4.loss_iou: 0.3340, dn_loss_cls: 0.0132, dn_loss_bbox: 0.1841, dn_loss_iou: 0.2792, d0.dn_loss_cls: 0.0444, d0.dn_loss_bbox: 0.2925, d0.dn_loss_iou: 0.3989, d1.dn_loss_cls: 0.0219, d1.dn_loss_bbox: 0.2114, d1.dn_loss_iou: 0.3111, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1897, d2.dn_loss_iou: 0.2866, d3.dn_loss_cls: 0.0143, d3.dn_loss_bbox: 0.1857, d3.dn_loss_iou: 0.2817, d4.dn_loss_cls: 0.0136, d4.dn_loss_bbox: 0.1841, d4.dn_loss_iou: 0.2791, loss: 7.8500 2024-05-21 01:41:19,950 - mmdet - INFO - Epoch [22][650/3665] lr: 2.000e-04, eta: 22:14:46, time: 1.427, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2066, interm_loss_bbox: 0.1561, interm_loss_iou: 0.3635, loss_cls: 0.1682, loss_bbox: 0.1326, loss_iou: 0.3275, d0.loss_cls: 0.2172, d0.loss_bbox: 0.1385, d0.loss_iou: 0.3355, d1.loss_cls: 0.1855, d1.loss_bbox: 0.1361, d1.loss_iou: 0.3335, d2.loss_cls: 0.1753, d2.loss_bbox: 0.1349, d2.loss_iou: 0.3292, d3.loss_cls: 0.1711, d3.loss_bbox: 0.1327, d3.loss_iou: 0.3278, d4.loss_cls: 0.1691, d4.loss_bbox: 0.1324, d4.loss_iou: 0.3270, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1797, dn_loss_iou: 0.2727, d0.dn_loss_cls: 0.0464, d0.dn_loss_bbox: 0.2849, d0.dn_loss_iou: 0.3871, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.2048, d1.dn_loss_iou: 0.3023, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1845, d2.dn_loss_iou: 0.2795, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1813, d3.dn_loss_iou: 0.2750, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1796, d4.dn_loss_iou: 0.2725, loss: 7.7403 2024-05-21 01:42:33,507 - mmdet - INFO - Epoch [22][700/3665] lr: 2.000e-04, eta: 22:13:32, time: 1.472, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1978, interm_loss_bbox: 0.1586, interm_loss_iou: 0.3598, loss_cls: 0.1611, loss_bbox: 0.1373, loss_iou: 0.3244, d0.loss_cls: 0.2116, d0.loss_bbox: 0.1405, d0.loss_iou: 0.3309, d1.loss_cls: 0.1775, d1.loss_bbox: 0.1404, d1.loss_iou: 0.3307, d2.loss_cls: 0.1681, d2.loss_bbox: 0.1389, d2.loss_iou: 0.3261, d3.loss_cls: 0.1645, d3.loss_bbox: 0.1377, d3.loss_iou: 0.3239, d4.loss_cls: 0.1624, d4.loss_bbox: 0.1369, d4.loss_iou: 0.3239, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1805, dn_loss_iou: 0.2655, d0.dn_loss_cls: 0.0452, d0.dn_loss_bbox: 0.2925, d0.dn_loss_iou: 0.3814, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.2077, d1.dn_loss_iou: 0.2966, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1862, d2.dn_loss_iou: 0.2729, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1822, d3.dn_loss_iou: 0.2681, d4.dn_loss_cls: 0.0142, d4.dn_loss_bbox: 0.1804, d4.dn_loss_iou: 0.2654, loss: 7.6603 2024-05-21 01:43:46,715 - mmdet - INFO - Epoch [22][750/3665] lr: 2.000e-04, eta: 22:12:18, time: 1.464, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2074, interm_loss_bbox: 0.1595, interm_loss_iou: 0.3750, loss_cls: 0.1691, loss_bbox: 0.1376, loss_iou: 0.3364, d0.loss_cls: 0.2226, d0.loss_bbox: 0.1426, d0.loss_iou: 0.3480, d1.loss_cls: 0.1913, d1.loss_bbox: 0.1411, d1.loss_iou: 0.3411, d2.loss_cls: 0.1779, d2.loss_bbox: 0.1393, d2.loss_iou: 0.3376, d3.loss_cls: 0.1722, d3.loss_bbox: 0.1384, d3.loss_iou: 0.3370, d4.loss_cls: 0.1703, d4.loss_bbox: 0.1376, d4.loss_iou: 0.3362, dn_loss_cls: 0.0164, dn_loss_bbox: 0.1917, dn_loss_iou: 0.2819, d0.dn_loss_cls: 0.0485, d0.dn_loss_bbox: 0.2991, d0.dn_loss_iou: 0.3990, d1.dn_loss_cls: 0.0252, d1.dn_loss_bbox: 0.2189, d1.dn_loss_iou: 0.3139, d2.dn_loss_cls: 0.0199, d2.dn_loss_bbox: 0.1976, d2.dn_loss_iou: 0.2895, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1933, d3.dn_loss_iou: 0.2844, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1917, d4.dn_loss_iou: 0.2816, loss: 8.0050 2024-05-21 01:44:58,236 - mmdet - INFO - Epoch [22][800/3665] lr: 2.000e-04, eta: 22:11:03, time: 1.430, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1975, interm_loss_bbox: 0.1549, interm_loss_iou: 0.3640, loss_cls: 0.1602, loss_bbox: 0.1315, loss_iou: 0.3245, d0.loss_cls: 0.2082, d0.loss_bbox: 0.1366, d0.loss_iou: 0.3349, d1.loss_cls: 0.1774, d1.loss_bbox: 0.1357, d1.loss_iou: 0.3323, d2.loss_cls: 0.1686, d2.loss_bbox: 0.1328, d2.loss_iou: 0.3271, d3.loss_cls: 0.1638, d3.loss_bbox: 0.1313, d3.loss_iou: 0.3255, d4.loss_cls: 0.1611, d4.loss_bbox: 0.1316, d4.loss_iou: 0.3251, dn_loss_cls: 0.0133, dn_loss_bbox: 0.1720, dn_loss_iou: 0.2651, d0.dn_loss_cls: 0.0435, d0.dn_loss_bbox: 0.2795, d0.dn_loss_iou: 0.3814, d1.dn_loss_cls: 0.0214, d1.dn_loss_bbox: 0.1973, d1.dn_loss_iou: 0.2960, d2.dn_loss_cls: 0.0166, d2.dn_loss_bbox: 0.1774, d2.dn_loss_iou: 0.2724, d3.dn_loss_cls: 0.0143, d3.dn_loss_bbox: 0.1735, d3.dn_loss_iou: 0.2675, d4.dn_loss_cls: 0.0137, d4.dn_loss_bbox: 0.1720, d4.dn_loss_iou: 0.2650, loss: 7.5665 2024-05-21 01:46:09,121 - mmdet - INFO - Epoch [22][850/3665] lr: 2.000e-04, eta: 22:09:47, time: 1.417, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2006, interm_loss_bbox: 0.1550, interm_loss_iou: 0.3715, loss_cls: 0.1648, loss_bbox: 0.1321, loss_iou: 0.3340, d0.loss_cls: 0.2127, d0.loss_bbox: 0.1377, d0.loss_iou: 0.3440, d1.loss_cls: 0.1808, d1.loss_bbox: 0.1366, d1.loss_iou: 0.3418, d2.loss_cls: 0.1719, d2.loss_bbox: 0.1347, d2.loss_iou: 0.3368, d3.loss_cls: 0.1668, d3.loss_bbox: 0.1331, d3.loss_iou: 0.3360, d4.loss_cls: 0.1651, d4.loss_bbox: 0.1327, d4.loss_iou: 0.3345, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1758, dn_loss_iou: 0.2773, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2814, d0.dn_loss_iou: 0.3948, d1.dn_loss_cls: 0.0234, d1.dn_loss_bbox: 0.2024, d1.dn_loss_iou: 0.3091, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1813, d2.dn_loss_iou: 0.2847, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1773, d3.dn_loss_iou: 0.2798, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1757, d4.dn_loss_iou: 0.2771, loss: 7.7726 2024-05-21 01:47:20,935 - mmdet - INFO - Epoch [22][900/3665] lr: 2.000e-04, eta: 22:08:32, time: 1.437, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2040, interm_loss_bbox: 0.1557, interm_loss_iou: 0.3690, loss_cls: 0.1665, loss_bbox: 0.1352, loss_iou: 0.3339, d0.loss_cls: 0.2147, d0.loss_bbox: 0.1399, d0.loss_iou: 0.3449, d1.loss_cls: 0.1842, d1.loss_bbox: 0.1368, d1.loss_iou: 0.3391, d2.loss_cls: 0.1752, d2.loss_bbox: 0.1353, d2.loss_iou: 0.3350, d3.loss_cls: 0.1683, d3.loss_bbox: 0.1358, d3.loss_iou: 0.3359, d4.loss_cls: 0.1671, d4.loss_bbox: 0.1355, d4.loss_iou: 0.3341, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1786, dn_loss_iou: 0.2794, d0.dn_loss_cls: 0.0469, d0.dn_loss_bbox: 0.2862, d0.dn_loss_iou: 0.3988, d1.dn_loss_cls: 0.0240, d1.dn_loss_bbox: 0.2058, d1.dn_loss_iou: 0.3119, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1840, d2.dn_loss_iou: 0.2872, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1801, d3.dn_loss_iou: 0.2820, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1786, d4.dn_loss_iou: 0.2793, loss: 7.8344 2024-05-21 01:48:37,739 - mmdet - INFO - Epoch [22][950/3665] lr: 2.000e-04, eta: 22:07:20, time: 1.536, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2031, interm_loss_bbox: 0.1602, interm_loss_iou: 0.3670, loss_cls: 0.1676, loss_bbox: 0.1352, loss_iou: 0.3279, d0.loss_cls: 0.2142, d0.loss_bbox: 0.1425, d0.loss_iou: 0.3388, d1.loss_cls: 0.1827, d1.loss_bbox: 0.1402, d1.loss_iou: 0.3354, d2.loss_cls: 0.1739, d2.loss_bbox: 0.1375, d2.loss_iou: 0.3306, d3.loss_cls: 0.1702, d3.loss_bbox: 0.1360, d3.loss_iou: 0.3291, d4.loss_cls: 0.1681, d4.loss_bbox: 0.1355, d4.loss_iou: 0.3280, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1784, dn_loss_iou: 0.2735, d0.dn_loss_cls: 0.0466, d0.dn_loss_bbox: 0.2891, d0.dn_loss_iou: 0.3944, d1.dn_loss_cls: 0.0240, d1.dn_loss_bbox: 0.2061, d1.dn_loss_iou: 0.3065, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1845, d2.dn_loss_iou: 0.2814, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1802, d3.dn_loss_iou: 0.2762, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1784, d4.dn_loss_iou: 0.2734, loss: 7.7819 2024-05-21 01:49:49,214 - mmdet - INFO - Epoch [22][1000/3665] lr: 2.000e-04, eta: 22:06:05, time: 1.429, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2015, interm_loss_bbox: 0.1595, interm_loss_iou: 0.3629, loss_cls: 0.1647, loss_bbox: 0.1343, loss_iou: 0.3241, d0.loss_cls: 0.2134, d0.loss_bbox: 0.1426, d0.loss_iou: 0.3368, d1.loss_cls: 0.1794, d1.loss_bbox: 0.1406, d1.loss_iou: 0.3330, d2.loss_cls: 0.1701, d2.loss_bbox: 0.1369, d2.loss_iou: 0.3278, d3.loss_cls: 0.1673, d3.loss_bbox: 0.1348, d3.loss_iou: 0.3249, d4.loss_cls: 0.1651, d4.loss_bbox: 0.1344, d4.loss_iou: 0.3249, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1798, dn_loss_iou: 0.2717, d0.dn_loss_cls: 0.0458, d0.dn_loss_bbox: 0.2847, d0.dn_loss_iou: 0.3875, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.2063, d1.dn_loss_iou: 0.3018, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1862, d2.dn_loss_iou: 0.2792, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1815, d3.dn_loss_iou: 0.2743, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1798, d4.dn_loss_iou: 0.2716, loss: 7.7154 2024-05-21 01:51:03,449 - mmdet - INFO - Epoch [22][1050/3665] lr: 2.000e-04, eta: 22:04:52, time: 1.485, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2004, interm_loss_bbox: 0.1565, interm_loss_iou: 0.3564, loss_cls: 0.1654, loss_bbox: 0.1341, loss_iou: 0.3188, d0.loss_cls: 0.2131, d0.loss_bbox: 0.1394, d0.loss_iou: 0.3268, d1.loss_cls: 0.1825, d1.loss_bbox: 0.1381, d1.loss_iou: 0.3238, d2.loss_cls: 0.1724, d2.loss_bbox: 0.1362, d2.loss_iou: 0.3210, d3.loss_cls: 0.1689, d3.loss_bbox: 0.1342, d3.loss_iou: 0.3191, d4.loss_cls: 0.1667, d4.loss_bbox: 0.1339, d4.loss_iou: 0.3184, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1792, dn_loss_iou: 0.2687, d0.dn_loss_cls: 0.0452, d0.dn_loss_bbox: 0.2873, d0.dn_loss_iou: 0.3836, d1.dn_loss_cls: 0.0230, d1.dn_loss_bbox: 0.2052, d1.dn_loss_iou: 0.2988, d2.dn_loss_cls: 0.0177, d2.dn_loss_bbox: 0.1848, d2.dn_loss_iou: 0.2756, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1809, d3.dn_loss_iou: 0.2711, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1791, d4.dn_loss_iou: 0.2685, loss: 7.6391 2024-05-21 01:52:14,833 - mmdet - INFO - Epoch [22][1100/3665] lr: 2.000e-04, eta: 22:03:36, time: 1.428, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1998, interm_loss_bbox: 0.1566, interm_loss_iou: 0.3726, loss_cls: 0.1637, loss_bbox: 0.1314, loss_iou: 0.3313, d0.loss_cls: 0.2119, d0.loss_bbox: 0.1368, d0.loss_iou: 0.3409, d1.loss_cls: 0.1815, d1.loss_bbox: 0.1359, d1.loss_iou: 0.3384, d2.loss_cls: 0.1706, d2.loss_bbox: 0.1333, d2.loss_iou: 0.3339, d3.loss_cls: 0.1663, d3.loss_bbox: 0.1318, d3.loss_iou: 0.3325, d4.loss_cls: 0.1647, d4.loss_bbox: 0.1311, d4.loss_iou: 0.3314, dn_loss_cls: 0.0148, dn_loss_bbox: 0.1745, dn_loss_iou: 0.2725, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2777, d0.dn_loss_iou: 0.3884, d1.dn_loss_cls: 0.0234, d1.dn_loss_bbox: 0.2004, d1.dn_loss_iou: 0.3033, d2.dn_loss_cls: 0.0184, d2.dn_loss_bbox: 0.1802, d2.dn_loss_iou: 0.2800, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1761, d3.dn_loss_iou: 0.2751, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1745, d4.dn_loss_iou: 0.2725, loss: 7.7054 2024-05-21 01:53:29,040 - mmdet - INFO - Epoch [22][1150/3665] lr: 2.000e-04, eta: 22:02:23, time: 1.484, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2060, interm_loss_bbox: 0.1588, interm_loss_iou: 0.3755, loss_cls: 0.1701, loss_bbox: 0.1389, loss_iou: 0.3429, d0.loss_cls: 0.2169, d0.loss_bbox: 0.1423, d0.loss_iou: 0.3484, d1.loss_cls: 0.1847, d1.loss_bbox: 0.1424, d1.loss_iou: 0.3481, d2.loss_cls: 0.1760, d2.loss_bbox: 0.1401, d2.loss_iou: 0.3455, d3.loss_cls: 0.1716, d3.loss_bbox: 0.1395, d3.loss_iou: 0.3446, d4.loss_cls: 0.1705, d4.loss_bbox: 0.1392, d4.loss_iou: 0.3431, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1853, dn_loss_iou: 0.2827, d0.dn_loss_cls: 0.0465, d0.dn_loss_bbox: 0.2886, d0.dn_loss_iou: 0.4002, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2107, d1.dn_loss_iou: 0.3142, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1905, d2.dn_loss_iou: 0.2901, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1867, d3.dn_loss_iou: 0.2852, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1853, d4.dn_loss_iou: 0.2825, loss: 7.9828 2024-05-21 01:54:44,659 - mmdet - INFO - Epoch [22][1200/3665] lr: 2.000e-04, eta: 22:01:11, time: 1.512, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2008, interm_loss_bbox: 0.1587, interm_loss_iou: 0.3716, loss_cls: 0.1612, loss_bbox: 0.1370, loss_iou: 0.3373, d0.loss_cls: 0.2091, d0.loss_bbox: 0.1412, d0.loss_iou: 0.3432, d1.loss_cls: 0.1760, d1.loss_bbox: 0.1407, d1.loss_iou: 0.3443, d2.loss_cls: 0.1673, d2.loss_bbox: 0.1388, d2.loss_iou: 0.3404, d3.loss_cls: 0.1636, d3.loss_bbox: 0.1376, d3.loss_iou: 0.3386, d4.loss_cls: 0.1622, d4.loss_bbox: 0.1368, d4.loss_iou: 0.3372, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1814, dn_loss_iou: 0.2709, d0.dn_loss_cls: 0.0437, d0.dn_loss_bbox: 0.2861, d0.dn_loss_iou: 0.3856, d1.dn_loss_cls: 0.0220, d1.dn_loss_bbox: 0.2064, d1.dn_loss_iou: 0.3009, d2.dn_loss_cls: 0.0170, d2.dn_loss_bbox: 0.1865, d2.dn_loss_iou: 0.2783, d3.dn_loss_cls: 0.0148, d3.dn_loss_bbox: 0.1828, d3.dn_loss_iou: 0.2734, d4.dn_loss_cls: 0.0140, d4.dn_loss_bbox: 0.1813, d4.dn_loss_iou: 0.2709, loss: 7.7735 2024-05-21 01:55:56,598 - mmdet - INFO - Epoch [22][1250/3665] lr: 2.000e-04, eta: 21:59:56, time: 1.439, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1973, interm_loss_bbox: 0.1560, interm_loss_iou: 0.3705, loss_cls: 0.1640, loss_bbox: 0.1297, loss_iou: 0.3290, d0.loss_cls: 0.2127, d0.loss_bbox: 0.1346, d0.loss_iou: 0.3386, d1.loss_cls: 0.1793, d1.loss_bbox: 0.1344, d1.loss_iou: 0.3372, d2.loss_cls: 0.1696, d2.loss_bbox: 0.1325, d2.loss_iou: 0.3341, d3.loss_cls: 0.1658, d3.loss_bbox: 0.1312, d3.loss_iou: 0.3323, d4.loss_cls: 0.1648, d4.loss_bbox: 0.1301, d4.loss_iou: 0.3300, dn_loss_cls: 0.0164, dn_loss_bbox: 0.1759, dn_loss_iou: 0.2728, d0.dn_loss_cls: 0.0470, d0.dn_loss_bbox: 0.2832, d0.dn_loss_iou: 0.3917, d1.dn_loss_cls: 0.0244, d1.dn_loss_bbox: 0.2012, d1.dn_loss_iou: 0.3036, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.1811, d2.dn_loss_iou: 0.2801, d3.dn_loss_cls: 0.0174, d3.dn_loss_bbox: 0.1773, d3.dn_loss_iou: 0.2753, d4.dn_loss_cls: 0.0165, d4.dn_loss_bbox: 0.1758, d4.dn_loss_iou: 0.2726, loss: 7.7053 2024-05-21 01:57:11,030 - mmdet - INFO - Epoch [22][1300/3665] lr: 2.000e-04, eta: 21:58:43, time: 1.489, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1985, interm_loss_bbox: 0.1568, interm_loss_iou: 0.3688, loss_cls: 0.1623, loss_bbox: 0.1326, loss_iou: 0.3276, d0.loss_cls: 0.2135, d0.loss_bbox: 0.1376, d0.loss_iou: 0.3364, d1.loss_cls: 0.1815, d1.loss_bbox: 0.1343, d1.loss_iou: 0.3322, d2.loss_cls: 0.1708, d2.loss_bbox: 0.1332, d2.loss_iou: 0.3289, d3.loss_cls: 0.1659, d3.loss_bbox: 0.1327, d3.loss_iou: 0.3277, d4.loss_cls: 0.1635, d4.loss_bbox: 0.1325, d4.loss_iou: 0.3274, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1753, dn_loss_iou: 0.2691, d0.dn_loss_cls: 0.0443, d0.dn_loss_bbox: 0.2811, d0.dn_loss_iou: 0.3850, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.2017, d1.dn_loss_iou: 0.3000, d2.dn_loss_cls: 0.0176, d2.dn_loss_bbox: 0.1809, d2.dn_loss_iou: 0.2766, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1770, d3.dn_loss_iou: 0.2717, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1753, d4.dn_loss_iou: 0.2690, loss: 7.6573 2024-05-21 01:58:26,869 - mmdet - INFO - Epoch [22][1350/3665] lr: 2.000e-04, eta: 21:57:30, time: 1.516, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2031, interm_loss_bbox: 0.1603, interm_loss_iou: 0.3627, loss_cls: 0.1650, loss_bbox: 0.1369, loss_iou: 0.3259, d0.loss_cls: 0.2183, d0.loss_bbox: 0.1436, d0.loss_iou: 0.3364, d1.loss_cls: 0.1846, d1.loss_bbox: 0.1418, d1.loss_iou: 0.3325, d2.loss_cls: 0.1741, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3270, d3.loss_cls: 0.1683, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3262, d4.loss_cls: 0.1664, d4.loss_bbox: 0.1365, d4.loss_iou: 0.3254, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1890, dn_loss_iou: 0.2774, d0.dn_loss_cls: 0.0466, d0.dn_loss_bbox: 0.3005, d0.dn_loss_iou: 0.3979, d1.dn_loss_cls: 0.0237, d1.dn_loss_bbox: 0.2177, d1.dn_loss_iou: 0.3101, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1951, d2.dn_loss_iou: 0.2851, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1907, d3.dn_loss_iou: 0.2801, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1889, d4.dn_loss_iou: 0.2772, loss: 7.8543 2024-05-21 01:59:38,925 - mmdet - INFO - Epoch [22][1400/3665] lr: 2.000e-04, eta: 21:56:16, time: 1.441, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2032, interm_loss_bbox: 0.1577, interm_loss_iou: 0.3687, loss_cls: 0.1652, loss_bbox: 0.1364, loss_iou: 0.3308, d0.loss_cls: 0.2212, d0.loss_bbox: 0.1398, d0.loss_iou: 0.3400, d1.loss_cls: 0.1868, d1.loss_bbox: 0.1379, d1.loss_iou: 0.3369, d2.loss_cls: 0.1745, d2.loss_bbox: 0.1362, d2.loss_iou: 0.3325, d3.loss_cls: 0.1678, d3.loss_bbox: 0.1369, d3.loss_iou: 0.3321, d4.loss_cls: 0.1662, d4.loss_bbox: 0.1362, d4.loss_iou: 0.3309, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1798, dn_loss_iou: 0.2694, d0.dn_loss_cls: 0.0469, d0.dn_loss_bbox: 0.2900, d0.dn_loss_iou: 0.3857, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.2070, d1.dn_loss_iou: 0.3003, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1855, d2.dn_loss_iou: 0.2769, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1814, d3.dn_loss_iou: 0.2720, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1797, d4.dn_loss_iou: 0.2693, loss: 7.7706 2024-05-21 02:00:54,555 - mmdet - INFO - Epoch [22][1450/3665] lr: 2.000e-04, eta: 21:55:03, time: 1.512, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2002, interm_loss_bbox: 0.1584, interm_loss_iou: 0.3724, loss_cls: 0.1649, loss_bbox: 0.1335, loss_iou: 0.3317, d0.loss_cls: 0.2178, d0.loss_bbox: 0.1409, d0.loss_iou: 0.3444, d1.loss_cls: 0.1906, d1.loss_bbox: 0.1374, d1.loss_iou: 0.3381, d2.loss_cls: 0.1733, d2.loss_bbox: 0.1351, d2.loss_iou: 0.3349, d3.loss_cls: 0.1674, d3.loss_bbox: 0.1349, d3.loss_iou: 0.3334, d4.loss_cls: 0.1662, d4.loss_bbox: 0.1337, d4.loss_iou: 0.3316, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1762, dn_loss_iou: 0.2745, d0.dn_loss_cls: 0.0463, d0.dn_loss_bbox: 0.2870, d0.dn_loss_iou: 0.3968, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2041, d1.dn_loss_iou: 0.3067, d2.dn_loss_cls: 0.0184, d2.dn_loss_bbox: 0.1823, d2.dn_loss_iou: 0.2824, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1779, d3.dn_loss_iou: 0.2772, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1761, d4.dn_loss_iou: 0.2744, loss: 7.7911 2024-05-21 02:02:09,641 - mmdet - INFO - Epoch [22][1500/3665] lr: 2.000e-04, eta: 21:53:50, time: 1.502, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2051, interm_loss_bbox: 0.1606, interm_loss_iou: 0.3683, loss_cls: 0.1699, loss_bbox: 0.1361, loss_iou: 0.3301, d0.loss_cls: 0.2257, d0.loss_bbox: 0.1416, d0.loss_iou: 0.3376, d1.loss_cls: 0.1955, d1.loss_bbox: 0.1394, d1.loss_iou: 0.3357, d2.loss_cls: 0.1796, d2.loss_bbox: 0.1368, d2.loss_iou: 0.3321, d3.loss_cls: 0.1724, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3312, d4.loss_cls: 0.1707, d4.loss_bbox: 0.1363, d4.loss_iou: 0.3301, dn_loss_cls: 0.0166, dn_loss_bbox: 0.1871, dn_loss_iou: 0.2787, d0.dn_loss_cls: 0.0487, d0.dn_loss_bbox: 0.2952, d0.dn_loss_iou: 0.3959, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2162, d1.dn_loss_iou: 0.3123, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.1934, d2.dn_loss_iou: 0.2867, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1889, d3.dn_loss_iou: 0.2813, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1870, d4.dn_loss_iou: 0.2786, loss: 7.9180 2024-05-21 02:03:24,901 - mmdet - INFO - Epoch [22][1550/3665] lr: 2.000e-04, eta: 21:52:38, time: 1.505, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2064, interm_loss_bbox: 0.1575, interm_loss_iou: 0.3674, loss_cls: 0.1647, loss_bbox: 0.1367, loss_iou: 0.3350, d0.loss_cls: 0.2211, d0.loss_bbox: 0.1407, d0.loss_iou: 0.3414, d1.loss_cls: 0.1871, d1.loss_bbox: 0.1398, d1.loss_iou: 0.3402, d2.loss_cls: 0.1749, d2.loss_bbox: 0.1376, d2.loss_iou: 0.3360, d3.loss_cls: 0.1694, d3.loss_bbox: 0.1368, d3.loss_iou: 0.3355, d4.loss_cls: 0.1659, d4.loss_bbox: 0.1369, d4.loss_iou: 0.3354, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1865, dn_loss_iou: 0.2814, d0.dn_loss_cls: 0.0478, d0.dn_loss_bbox: 0.2958, d0.dn_loss_iou: 0.3997, d1.dn_loss_cls: 0.0251, d1.dn_loss_bbox: 0.2165, d1.dn_loss_iou: 0.3144, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1928, d2.dn_loss_iou: 0.2895, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1882, d3.dn_loss_iou: 0.2841, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1864, d4.dn_loss_iou: 0.2813, loss: 7.9246 2024-05-21 02:04:42,277 - mmdet - INFO - Epoch [22][1600/3665] lr: 2.000e-04, eta: 21:51:27, time: 1.548, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2045, interm_loss_bbox: 0.1608, interm_loss_iou: 0.3681, loss_cls: 0.1644, loss_bbox: 0.1397, loss_iou: 0.3318, d0.loss_cls: 0.2189, d0.loss_bbox: 0.1448, d0.loss_iou: 0.3413, d1.loss_cls: 0.1850, d1.loss_bbox: 0.1422, d1.loss_iou: 0.3368, d2.loss_cls: 0.1743, d2.loss_bbox: 0.1400, d2.loss_iou: 0.3332, d3.loss_cls: 0.1689, d3.loss_bbox: 0.1395, d3.loss_iou: 0.3320, d4.loss_cls: 0.1657, d4.loss_bbox: 0.1398, d4.loss_iou: 0.3316, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1953, dn_loss_iou: 0.2792, d0.dn_loss_cls: 0.0482, d0.dn_loss_bbox: 0.3111, d0.dn_loss_iou: 0.4001, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2251, d1.dn_loss_iou: 0.3117, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.2017, d2.dn_loss_iou: 0.2872, d3.dn_loss_cls: 0.0174, d3.dn_loss_bbox: 0.1973, d3.dn_loss_iou: 0.2820, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1952, d4.dn_loss_iou: 0.2792, loss: 7.9724 2024-05-21 02:05:56,549 - mmdet - INFO - Epoch [22][1650/3665] lr: 2.000e-04, eta: 21:50:13, time: 1.486, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2061, interm_loss_bbox: 0.1571, interm_loss_iou: 0.3752, loss_cls: 0.1622, loss_bbox: 0.1368, loss_iou: 0.3394, d0.loss_cls: 0.2174, d0.loss_bbox: 0.1405, d0.loss_iou: 0.3466, d1.loss_cls: 0.1816, d1.loss_bbox: 0.1405, d1.loss_iou: 0.3467, d2.loss_cls: 0.1698, d2.loss_bbox: 0.1396, d2.loss_iou: 0.3441, d3.loss_cls: 0.1654, d3.loss_bbox: 0.1378, d3.loss_iou: 0.3416, d4.loss_cls: 0.1632, d4.loss_bbox: 0.1371, d4.loss_iou: 0.3396, dn_loss_cls: 0.0154, dn_loss_bbox: 0.1791, dn_loss_iou: 0.2741, d0.dn_loss_cls: 0.0465, d0.dn_loss_bbox: 0.2933, d0.dn_loss_iou: 0.3950, d1.dn_loss_cls: 0.0243, d1.dn_loss_bbox: 0.2065, d1.dn_loss_iou: 0.3060, d2.dn_loss_cls: 0.0188, d2.dn_loss_bbox: 0.1850, d2.dn_loss_iou: 0.2817, d3.dn_loss_cls: 0.0166, d3.dn_loss_bbox: 0.1808, d3.dn_loss_iou: 0.2769, d4.dn_loss_cls: 0.0158, d4.dn_loss_bbox: 0.1791, d4.dn_loss_iou: 0.2741, loss: 7.8570 2024-05-21 02:07:09,589 - mmdet - INFO - Epoch [22][1700/3665] lr: 2.000e-04, eta: 21:48:59, time: 1.461, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2005, interm_loss_bbox: 0.1626, interm_loss_iou: 0.3588, loss_cls: 0.1628, loss_bbox: 0.1395, loss_iou: 0.3229, d0.loss_cls: 0.2162, d0.loss_bbox: 0.1433, d0.loss_iou: 0.3295, d1.loss_cls: 0.1819, d1.loss_bbox: 0.1442, d1.loss_iou: 0.3301, d2.loss_cls: 0.1695, d2.loss_bbox: 0.1419, d2.loss_iou: 0.3263, d3.loss_cls: 0.1649, d3.loss_bbox: 0.1409, d3.loss_iou: 0.3251, d4.loss_cls: 0.1633, d4.loss_bbox: 0.1399, d4.loss_iou: 0.3238, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1847, dn_loss_iou: 0.2640, d0.dn_loss_cls: 0.0451, d0.dn_loss_bbox: 0.2911, d0.dn_loss_iou: 0.3777, d1.dn_loss_cls: 0.0226, d1.dn_loss_bbox: 0.2099, d1.dn_loss_iou: 0.2932, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1898, d2.dn_loss_iou: 0.2706, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1863, d3.dn_loss_iou: 0.2662, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1847, d4.dn_loss_iou: 0.2639, loss: 7.7013 2024-05-21 02:08:23,719 - mmdet - INFO - Epoch [22][1750/3665] lr: 2.000e-04, eta: 21:47:46, time: 1.483, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1961, interm_loss_bbox: 0.1608, interm_loss_iou: 0.3669, loss_cls: 0.1590, loss_bbox: 0.1367, loss_iou: 0.3283, d0.loss_cls: 0.2103, d0.loss_bbox: 0.1403, d0.loss_iou: 0.3338, d1.loss_cls: 0.1760, d1.loss_bbox: 0.1411, d1.loss_iou: 0.3344, d2.loss_cls: 0.1659, d2.loss_bbox: 0.1391, d2.loss_iou: 0.3310, d3.loss_cls: 0.1615, d3.loss_bbox: 0.1376, d3.loss_iou: 0.3298, d4.loss_cls: 0.1603, d4.loss_bbox: 0.1367, d4.loss_iou: 0.3284, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1739, dn_loss_iou: 0.2669, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2811, d0.dn_loss_iou: 0.3842, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.1991, d1.dn_loss_iou: 0.2971, d2.dn_loss_cls: 0.0176, d2.dn_loss_bbox: 0.1796, d2.dn_loss_iou: 0.2745, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1756, d3.dn_loss_iou: 0.2696, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1739, d4.dn_loss_iou: 0.2668, loss: 7.6460 2024-05-21 02:09:36,877 - mmdet - INFO - Epoch [22][1800/3665] lr: 2.000e-04, eta: 21:46:31, time: 1.463, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2030, interm_loss_bbox: 0.1572, interm_loss_iou: 0.3742, loss_cls: 0.1666, loss_bbox: 0.1343, loss_iou: 0.3385, d0.loss_cls: 0.2138, d0.loss_bbox: 0.1389, d0.loss_iou: 0.3460, d1.loss_cls: 0.1835, d1.loss_bbox: 0.1378, d1.loss_iou: 0.3446, d2.loss_cls: 0.1722, d2.loss_bbox: 0.1357, d2.loss_iou: 0.3427, d3.loss_cls: 0.1678, d3.loss_bbox: 0.1352, d3.loss_iou: 0.3410, d4.loss_cls: 0.1672, d4.loss_bbox: 0.1343, d4.loss_iou: 0.3391, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1819, dn_loss_iou: 0.2803, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2851, d0.dn_loss_iou: 0.3960, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2079, d1.dn_loss_iou: 0.3119, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1871, d2.dn_loss_iou: 0.2878, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1835, d3.dn_loss_iou: 0.2828, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1819, d4.dn_loss_iou: 0.2802, loss: 7.8755 2024-05-21 02:10:52,423 - mmdet - INFO - Epoch [22][1850/3665] lr: 2.000e-04, eta: 21:45:19, time: 1.511, data_time: 0.024, memory: 41053, interm_loss_cls: 0.2029, interm_loss_bbox: 0.1580, interm_loss_iou: 0.3731, loss_cls: 0.1652, loss_bbox: 0.1345, loss_iou: 0.3346, d0.loss_cls: 0.2141, d0.loss_bbox: 0.1412, d0.loss_iou: 0.3447, d1.loss_cls: 0.1847, d1.loss_bbox: 0.1388, d1.loss_iou: 0.3413, d2.loss_cls: 0.1732, d2.loss_bbox: 0.1358, d2.loss_iou: 0.3374, d3.loss_cls: 0.1678, d3.loss_bbox: 0.1355, d3.loss_iou: 0.3366, d4.loss_cls: 0.1657, d4.loss_bbox: 0.1350, d4.loss_iou: 0.3352, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1841, dn_loss_iou: 0.2829, d0.dn_loss_cls: 0.0463, d0.dn_loss_bbox: 0.2905, d0.dn_loss_iou: 0.4024, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.2105, d1.dn_loss_iou: 0.3149, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1898, d2.dn_loss_iou: 0.2905, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1859, d3.dn_loss_iou: 0.2856, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1840, d4.dn_loss_iou: 0.2828, loss: 7.8942 2024-05-21 02:12:06,177 - mmdet - INFO - Epoch [22][1900/3665] lr: 2.000e-04, eta: 21:44:05, time: 1.475, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2039, interm_loss_bbox: 0.1588, interm_loss_iou: 0.3712, loss_cls: 0.1670, loss_bbox: 0.1364, loss_iou: 0.3350, d0.loss_cls: 0.2183, d0.loss_bbox: 0.1432, d0.loss_iou: 0.3458, d1.loss_cls: 0.1871, d1.loss_bbox: 0.1407, d1.loss_iou: 0.3408, d2.loss_cls: 0.1755, d2.loss_bbox: 0.1370, d2.loss_iou: 0.3365, d3.loss_cls: 0.1703, d3.loss_bbox: 0.1359, d3.loss_iou: 0.3350, d4.loss_cls: 0.1677, d4.loss_bbox: 0.1364, d4.loss_iou: 0.3351, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1799, dn_loss_iou: 0.2690, d0.dn_loss_cls: 0.0465, d0.dn_loss_bbox: 0.2878, d0.dn_loss_iou: 0.3846, d1.dn_loss_cls: 0.0243, d1.dn_loss_bbox: 0.2062, d1.dn_loss_iou: 0.3004, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1858, d2.dn_loss_iou: 0.2767, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1816, d3.dn_loss_iou: 0.2715, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1799, d4.dn_loss_iou: 0.2689, loss: 7.8065 2024-05-21 02:13:19,850 - mmdet - INFO - Epoch [22][1950/3665] lr: 2.000e-04, eta: 21:42:52, time: 1.473, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2036, interm_loss_bbox: 0.1581, interm_loss_iou: 0.3709, loss_cls: 0.1650, loss_bbox: 0.1367, loss_iou: 0.3358, d0.loss_cls: 0.2156, d0.loss_bbox: 0.1405, d0.loss_iou: 0.3438, d1.loss_cls: 0.1853, d1.loss_bbox: 0.1388, d1.loss_iou: 0.3396, d2.loss_cls: 0.1739, d2.loss_bbox: 0.1375, d2.loss_iou: 0.3372, d3.loss_cls: 0.1689, d3.loss_bbox: 0.1361, d3.loss_iou: 0.3361, d4.loss_cls: 0.1667, d4.loss_bbox: 0.1362, d4.loss_iou: 0.3356, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1779, dn_loss_iou: 0.2755, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2867, d0.dn_loss_iou: 0.3935, d1.dn_loss_cls: 0.0231, d1.dn_loss_bbox: 0.2044, d1.dn_loss_iou: 0.3067, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1835, d2.dn_loss_iou: 0.2831, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1793, d3.dn_loss_iou: 0.2780, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1778, d4.dn_loss_iou: 0.2753, loss: 7.8151 2024-05-21 02:14:32,698 - mmdet - INFO - Epoch [22][2000/3665] lr: 2.000e-04, eta: 21:41:37, time: 1.457, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2015, interm_loss_bbox: 0.1607, interm_loss_iou: 0.3679, loss_cls: 0.1636, loss_bbox: 0.1384, loss_iou: 0.3340, d0.loss_cls: 0.2141, d0.loss_bbox: 0.1427, d0.loss_iou: 0.3391, d1.loss_cls: 0.1815, d1.loss_bbox: 0.1417, d1.loss_iou: 0.3379, d2.loss_cls: 0.1705, d2.loss_bbox: 0.1396, d2.loss_iou: 0.3360, d3.loss_cls: 0.1669, d3.loss_bbox: 0.1387, d3.loss_iou: 0.3347, d4.loss_cls: 0.1651, d4.loss_bbox: 0.1383, d4.loss_iou: 0.3338, dn_loss_cls: 0.0183, dn_loss_bbox: 0.1865, dn_loss_iou: 0.2726, d0.dn_loss_cls: 0.0458, d0.dn_loss_bbox: 0.2935, d0.dn_loss_iou: 0.3889, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.2126, d1.dn_loss_iou: 0.3038, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.1919, d2.dn_loss_iou: 0.2802, d3.dn_loss_cls: 0.0179, d3.dn_loss_bbox: 0.1881, d3.dn_loss_iou: 0.2750, d4.dn_loss_cls: 0.0181, d4.dn_loss_bbox: 0.1865, d4.dn_loss_iou: 0.2725, loss: 7.8421 2024-05-21 02:15:50,232 - mmdet - INFO - Epoch [22][2050/3665] lr: 2.000e-04, eta: 21:40:26, time: 1.551, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2065, interm_loss_bbox: 0.1601, interm_loss_iou: 0.3645, loss_cls: 0.1661, loss_bbox: 0.1385, loss_iou: 0.3283, d0.loss_cls: 0.2193, d0.loss_bbox: 0.1420, d0.loss_iou: 0.3350, d1.loss_cls: 0.1859, d1.loss_bbox: 0.1419, d1.loss_iou: 0.3331, d2.loss_cls: 0.1750, d2.loss_bbox: 0.1396, d2.loss_iou: 0.3288, d3.loss_cls: 0.1697, d3.loss_bbox: 0.1389, d3.loss_iou: 0.3285, d4.loss_cls: 0.1666, d4.loss_bbox: 0.1386, d4.loss_iou: 0.3285, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1880, dn_loss_iou: 0.2724, d0.dn_loss_cls: 0.0471, d0.dn_loss_bbox: 0.2980, d0.dn_loss_iou: 0.3905, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2167, d1.dn_loss_iou: 0.3046, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1940, d2.dn_loss_iou: 0.2799, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1898, d3.dn_loss_iou: 0.2749, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1880, d4.dn_loss_iou: 0.2723, loss: 7.8417 2024-05-21 02:17:06,201 - mmdet - INFO - Epoch [22][2100/3665] lr: 2.000e-04, eta: 21:39:14, time: 1.519, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2031, interm_loss_bbox: 0.1565, interm_loss_iou: 0.3734, loss_cls: 0.1649, loss_bbox: 0.1363, loss_iou: 0.3380, d0.loss_cls: 0.2160, d0.loss_bbox: 0.1406, d0.loss_iou: 0.3472, d1.loss_cls: 0.1861, d1.loss_bbox: 0.1393, d1.loss_iou: 0.3416, d2.loss_cls: 0.1731, d2.loss_bbox: 0.1378, d2.loss_iou: 0.3405, d3.loss_cls: 0.1686, d3.loss_bbox: 0.1361, d3.loss_iou: 0.3385, d4.loss_cls: 0.1662, d4.loss_bbox: 0.1364, d4.loss_iou: 0.3382, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1820, dn_loss_iou: 0.2801, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2931, d0.dn_loss_iou: 0.3992, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2091, d1.dn_loss_iou: 0.3114, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1874, d2.dn_loss_iou: 0.2872, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1835, d3.dn_loss_iou: 0.2825, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1819, d4.dn_loss_iou: 0.2800, loss: 7.8887 2024-05-21 02:18:20,118 - mmdet - INFO - Epoch [22][2150/3665] lr: 2.000e-04, eta: 21:38:00, time: 1.479, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2052, interm_loss_bbox: 0.1573, interm_loss_iou: 0.3619, loss_cls: 0.1673, loss_bbox: 0.1362, loss_iou: 0.3277, d0.loss_cls: 0.2188, d0.loss_bbox: 0.1394, d0.loss_iou: 0.3333, d1.loss_cls: 0.1868, d1.loss_bbox: 0.1394, d1.loss_iou: 0.3316, d2.loss_cls: 0.1755, d2.loss_bbox: 0.1372, d2.loss_iou: 0.3300, d3.loss_cls: 0.1695, d3.loss_bbox: 0.1371, d3.loss_iou: 0.3290, d4.loss_cls: 0.1673, d4.loss_bbox: 0.1368, d4.loss_iou: 0.3286, dn_loss_cls: 0.0154, dn_loss_bbox: 0.1824, dn_loss_iou: 0.2781, d0.dn_loss_cls: 0.0465, d0.dn_loss_bbox: 0.2893, d0.dn_loss_iou: 0.3977, d1.dn_loss_cls: 0.0237, d1.dn_loss_bbox: 0.2080, d1.dn_loss_iou: 0.3097, d2.dn_loss_cls: 0.0188, d2.dn_loss_bbox: 0.1876, d2.dn_loss_iou: 0.2856, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1840, d3.dn_loss_iou: 0.2807, d4.dn_loss_cls: 0.0157, d4.dn_loss_bbox: 0.1824, d4.dn_loss_iou: 0.2781, loss: 7.8160 2024-05-21 02:19:34,590 - mmdet - INFO - Epoch [22][2200/3665] lr: 2.000e-04, eta: 21:36:47, time: 1.489, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1986, interm_loss_bbox: 0.1513, interm_loss_iou: 0.3694, loss_cls: 0.1626, loss_bbox: 0.1284, loss_iou: 0.3319, d0.loss_cls: 0.2139, d0.loss_bbox: 0.1336, d0.loss_iou: 0.3409, d1.loss_cls: 0.1816, d1.loss_bbox: 0.1322, d1.loss_iou: 0.3382, d2.loss_cls: 0.1703, d2.loss_bbox: 0.1294, d2.loss_iou: 0.3348, d3.loss_cls: 0.1654, d3.loss_bbox: 0.1287, d3.loss_iou: 0.3331, d4.loss_cls: 0.1633, d4.loss_bbox: 0.1281, d4.loss_iou: 0.3322, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1648, dn_loss_iou: 0.2725, d0.dn_loss_cls: 0.0454, d0.dn_loss_bbox: 0.2681, d0.dn_loss_iou: 0.3897, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.1908, d1.dn_loss_iou: 0.3028, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1703, d2.dn_loss_iou: 0.2795, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1664, d3.dn_loss_iou: 0.2750, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1648, d4.dn_loss_iou: 0.2724, loss: 7.6158 2024-05-21 02:20:50,912 - mmdet - INFO - Epoch [22][2250/3665] lr: 2.000e-04, eta: 21:35:35, time: 1.526, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2014, interm_loss_bbox: 0.1574, interm_loss_iou: 0.3620, loss_cls: 0.1656, loss_bbox: 0.1350, loss_iou: 0.3258, d0.loss_cls: 0.2157, d0.loss_bbox: 0.1405, d0.loss_iou: 0.3340, d1.loss_cls: 0.1829, d1.loss_bbox: 0.1389, d1.loss_iou: 0.3308, d2.loss_cls: 0.1721, d2.loss_bbox: 0.1372, d2.loss_iou: 0.3288, d3.loss_cls: 0.1675, d3.loss_bbox: 0.1362, d3.loss_iou: 0.3276, d4.loss_cls: 0.1664, d4.loss_bbox: 0.1353, d4.loss_iou: 0.3262, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1841, dn_loss_iou: 0.2708, d0.dn_loss_cls: 0.0447, d0.dn_loss_bbox: 0.2939, d0.dn_loss_iou: 0.3859, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.2103, d1.dn_loss_iou: 0.3014, d2.dn_loss_cls: 0.0176, d2.dn_loss_bbox: 0.1890, d2.dn_loss_iou: 0.2777, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1854, d3.dn_loss_iou: 0.2731, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1840, d4.dn_loss_iou: 0.2708, loss: 7.7430 2024-05-21 02:22:04,240 - mmdet - INFO - Epoch [22][2300/3665] lr: 2.000e-04, eta: 21:34:21, time: 1.467, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2068, interm_loss_bbox: 0.1583, interm_loss_iou: 0.3714, loss_cls: 0.1682, loss_bbox: 0.1384, loss_iou: 0.3358, d0.loss_cls: 0.2195, d0.loss_bbox: 0.1427, d0.loss_iou: 0.3468, d1.loss_cls: 0.1865, d1.loss_bbox: 0.1419, d1.loss_iou: 0.3429, d2.loss_cls: 0.1762, d2.loss_bbox: 0.1389, d2.loss_iou: 0.3380, d3.loss_cls: 0.1708, d3.loss_bbox: 0.1391, d3.loss_iou: 0.3373, d4.loss_cls: 0.1693, d4.loss_bbox: 0.1380, d4.loss_iou: 0.3356, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1807, dn_loss_iou: 0.2782, d0.dn_loss_cls: 0.0480, d0.dn_loss_bbox: 0.2863, d0.dn_loss_iou: 0.3974, d1.dn_loss_cls: 0.0246, d1.dn_loss_bbox: 0.2058, d1.dn_loss_iou: 0.3088, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.1857, d2.dn_loss_iou: 0.2853, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1821, d3.dn_loss_iou: 0.2805, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1806, d4.dn_loss_iou: 0.2780, loss: 7.8921 2024-05-21 02:23:15,499 - mmdet - INFO - Epoch [22][2350/3665] lr: 2.000e-04, eta: 21:33:06, time: 1.425, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2058, interm_loss_bbox: 0.1574, interm_loss_iou: 0.3755, loss_cls: 0.1709, loss_bbox: 0.1327, loss_iou: 0.3392, d0.loss_cls: 0.2167, d0.loss_bbox: 0.1413, d0.loss_iou: 0.3485, d1.loss_cls: 0.1877, d1.loss_bbox: 0.1374, d1.loss_iou: 0.3443, d2.loss_cls: 0.1765, d2.loss_bbox: 0.1363, d2.loss_iou: 0.3420, d3.loss_cls: 0.1728, d3.loss_bbox: 0.1343, d3.loss_iou: 0.3401, d4.loss_cls: 0.1720, d4.loss_bbox: 0.1331, d4.loss_iou: 0.3390, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1803, dn_loss_iou: 0.2780, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2869, d0.dn_loss_iou: 0.3969, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2071, d1.dn_loss_iou: 0.3092, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1859, d2.dn_loss_iou: 0.2853, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1819, d3.dn_loss_iou: 0.2803, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1802, d4.dn_loss_iou: 0.2779, loss: 7.8869 2024-05-21 02:24:30,381 - mmdet - INFO - Epoch [22][2400/3665] lr: 2.000e-04, eta: 21:31:53, time: 1.498, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1974, interm_loss_bbox: 0.1571, interm_loss_iou: 0.3692, loss_cls: 0.1645, loss_bbox: 0.1353, loss_iou: 0.3323, d0.loss_cls: 0.2105, d0.loss_bbox: 0.1402, d0.loss_iou: 0.3400, d1.loss_cls: 0.1819, d1.loss_bbox: 0.1394, d1.loss_iou: 0.3377, d2.loss_cls: 0.1724, d2.loss_bbox: 0.1364, d2.loss_iou: 0.3331, d3.loss_cls: 0.1682, d3.loss_bbox: 0.1350, d3.loss_iou: 0.3320, d4.loss_cls: 0.1650, d4.loss_bbox: 0.1354, d4.loss_iou: 0.3321, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1750, dn_loss_iou: 0.2757, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2774, d0.dn_loss_iou: 0.3880, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.1995, d1.dn_loss_iou: 0.3066, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1803, d2.dn_loss_iou: 0.2835, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1766, d3.dn_loss_iou: 0.2784, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1749, d4.dn_loss_iou: 0.2756, loss: 7.7398 2024-05-21 02:25:45,884 - mmdet - INFO - Epoch [22][2450/3665] lr: 2.000e-04, eta: 21:30:40, time: 1.510, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2004, interm_loss_bbox: 0.1601, interm_loss_iou: 0.3596, loss_cls: 0.1624, loss_bbox: 0.1380, loss_iou: 0.3227, d0.loss_cls: 0.2138, d0.loss_bbox: 0.1427, d0.loss_iou: 0.3315, d1.loss_cls: 0.1808, d1.loss_bbox: 0.1415, d1.loss_iou: 0.3285, d2.loss_cls: 0.1705, d2.loss_bbox: 0.1391, d2.loss_iou: 0.3244, d3.loss_cls: 0.1653, d3.loss_bbox: 0.1388, d3.loss_iou: 0.3238, d4.loss_cls: 0.1630, d4.loss_bbox: 0.1383, d4.loss_iou: 0.3234, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1786, dn_loss_iou: 0.2687, d0.dn_loss_cls: 0.0446, d0.dn_loss_bbox: 0.2907, d0.dn_loss_iou: 0.3865, d1.dn_loss_cls: 0.0224, d1.dn_loss_bbox: 0.2058, d1.dn_loss_iou: 0.2998, d2.dn_loss_cls: 0.0171, d2.dn_loss_bbox: 0.1853, d2.dn_loss_iou: 0.2766, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1807, d3.dn_loss_iou: 0.2715, d4.dn_loss_cls: 0.0142, d4.dn_loss_bbox: 0.1785, d4.dn_loss_iou: 0.2686, loss: 7.6870 2024-05-21 02:26:59,718 - mmdet - INFO - Epoch [22][2500/3665] lr: 2.000e-04, eta: 21:29:27, time: 1.477, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1967, interm_loss_bbox: 0.1544, interm_loss_iou: 0.3658, loss_cls: 0.1606, loss_bbox: 0.1317, loss_iou: 0.3259, d0.loss_cls: 0.2108, d0.loss_bbox: 0.1359, d0.loss_iou: 0.3346, d1.loss_cls: 0.1774, d1.loss_bbox: 0.1363, d1.loss_iou: 0.3320, d2.loss_cls: 0.1689, d2.loss_bbox: 0.1336, d2.loss_iou: 0.3270, d3.loss_cls: 0.1631, d3.loss_bbox: 0.1327, d3.loss_iou: 0.3270, d4.loss_cls: 0.1611, d4.loss_bbox: 0.1324, d4.loss_iou: 0.3263, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1752, dn_loss_iou: 0.2706, d0.dn_loss_cls: 0.0455, d0.dn_loss_bbox: 0.2815, d0.dn_loss_iou: 0.3916, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.2002, d1.dn_loss_iou: 0.3021, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1805, d2.dn_loss_iou: 0.2781, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1765, d3.dn_loss_iou: 0.2731, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1752, d4.dn_loss_iou: 0.2705, loss: 7.6415 2024-05-21 02:28:10,601 - mmdet - INFO - Epoch [22][2550/3665] lr: 2.000e-04, eta: 21:28:11, time: 1.418, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2018, interm_loss_bbox: 0.1544, interm_loss_iou: 0.3671, loss_cls: 0.1638, loss_bbox: 0.1314, loss_iou: 0.3303, d0.loss_cls: 0.2150, d0.loss_bbox: 0.1358, d0.loss_iou: 0.3364, d1.loss_cls: 0.1833, d1.loss_bbox: 0.1351, d1.loss_iou: 0.3339, d2.loss_cls: 0.1733, d2.loss_bbox: 0.1324, d2.loss_iou: 0.3307, d3.loss_cls: 0.1679, d3.loss_bbox: 0.1316, d3.loss_iou: 0.3300, d4.loss_cls: 0.1650, d4.loss_bbox: 0.1318, d4.loss_iou: 0.3300, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1748, dn_loss_iou: 0.2730, d0.dn_loss_cls: 0.0449, d0.dn_loss_bbox: 0.2831, d0.dn_loss_iou: 0.3927, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.2029, d1.dn_loss_iou: 0.3056, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1809, d2.dn_loss_iou: 0.2809, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1765, d3.dn_loss_iou: 0.2755, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1748, d4.dn_loss_iou: 0.2729, loss: 7.7030 2024-05-21 02:29:27,718 - mmdet - INFO - Epoch [22][2600/3665] lr: 2.000e-04, eta: 21:27:00, time: 1.542, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2011, interm_loss_bbox: 0.1576, interm_loss_iou: 0.3604, loss_cls: 0.1648, loss_bbox: 0.1367, loss_iou: 0.3268, d0.loss_cls: 0.2164, d0.loss_bbox: 0.1409, d0.loss_iou: 0.3344, d1.loss_cls: 0.1838, d1.loss_bbox: 0.1398, d1.loss_iou: 0.3304, d2.loss_cls: 0.1728, d2.loss_bbox: 0.1376, d2.loss_iou: 0.3272, d3.loss_cls: 0.1675, d3.loss_bbox: 0.1380, d3.loss_iou: 0.3274, d4.loss_cls: 0.1650, d4.loss_bbox: 0.1378, d4.loss_iou: 0.3272, dn_loss_cls: 0.0139, dn_loss_bbox: 0.1793, dn_loss_iou: 0.2704, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2879, d0.dn_loss_iou: 0.3906, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.2048, d1.dn_loss_iou: 0.3018, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1848, d2.dn_loss_iou: 0.2778, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1808, d3.dn_loss_iou: 0.2730, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1792, d4.dn_loss_iou: 0.2702, loss: 7.7236 2024-05-21 02:30:44,379 - mmdet - INFO - Epoch [22][2650/3665] lr: 2.000e-04, eta: 21:25:48, time: 1.533, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2036, interm_loss_bbox: 0.1542, interm_loss_iou: 0.3730, loss_cls: 0.1666, loss_bbox: 0.1346, loss_iou: 0.3385, d0.loss_cls: 0.2190, d0.loss_bbox: 0.1389, d0.loss_iou: 0.3459, d1.loss_cls: 0.1879, d1.loss_bbox: 0.1377, d1.loss_iou: 0.3440, d2.loss_cls: 0.1753, d2.loss_bbox: 0.1361, d2.loss_iou: 0.3409, d3.loss_cls: 0.1698, d3.loss_bbox: 0.1352, d3.loss_iou: 0.3396, d4.loss_cls: 0.1679, d4.loss_bbox: 0.1346, d4.loss_iou: 0.3384, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1800, dn_loss_iou: 0.2805, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2827, d0.dn_loss_iou: 0.3988, d1.dn_loss_cls: 0.0237, d1.dn_loss_bbox: 0.2069, d1.dn_loss_iou: 0.3128, d2.dn_loss_cls: 0.0184, d2.dn_loss_bbox: 0.1859, d2.dn_loss_iou: 0.2882, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1816, d3.dn_loss_iou: 0.2831, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1799, d4.dn_loss_iou: 0.2804, loss: 7.8777 2024-05-21 02:31:57,527 - mmdet - INFO - Epoch [22][2700/3665] lr: 2.000e-04, eta: 21:24:34, time: 1.463, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2007, interm_loss_bbox: 0.1569, interm_loss_iou: 0.3640, loss_cls: 0.1647, loss_bbox: 0.1338, loss_iou: 0.3271, d0.loss_cls: 0.2145, d0.loss_bbox: 0.1409, d0.loss_iou: 0.3387, d1.loss_cls: 0.1861, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3323, d2.loss_cls: 0.1735, d2.loss_bbox: 0.1350, d2.loss_iou: 0.3289, d3.loss_cls: 0.1670, d3.loss_bbox: 0.1350, d3.loss_iou: 0.3287, d4.loss_cls: 0.1651, d4.loss_bbox: 0.1342, d4.loss_iou: 0.3275, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1770, dn_loss_iou: 0.2735, d0.dn_loss_cls: 0.0460, d0.dn_loss_bbox: 0.2815, d0.dn_loss_iou: 0.3893, d1.dn_loss_cls: 0.0231, d1.dn_loss_bbox: 0.2024, d1.dn_loss_iou: 0.3043, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1826, d2.dn_loss_iou: 0.2808, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1787, d3.dn_loss_iou: 0.2760, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1770, d4.dn_loss_iou: 0.2734, loss: 7.7203 2024-05-21 02:33:13,696 - mmdet - INFO - Epoch [22][2750/3665] lr: 2.000e-04, eta: 21:23:22, time: 1.523, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1999, interm_loss_bbox: 0.1583, interm_loss_iou: 0.3584, loss_cls: 0.1630, loss_bbox: 0.1339, loss_iou: 0.3226, d0.loss_cls: 0.2139, d0.loss_bbox: 0.1412, d0.loss_iou: 0.3305, d1.loss_cls: 0.1816, d1.loss_bbox: 0.1386, d1.loss_iou: 0.3282, d2.loss_cls: 0.1708, d2.loss_bbox: 0.1363, d2.loss_iou: 0.3252, d3.loss_cls: 0.1662, d3.loss_bbox: 0.1341, d3.loss_iou: 0.3231, d4.loss_cls: 0.1637, d4.loss_bbox: 0.1342, d4.loss_iou: 0.3227, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1803, dn_loss_iou: 0.2645, d0.dn_loss_cls: 0.0460, d0.dn_loss_bbox: 0.2902, d0.dn_loss_iou: 0.3807, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.2078, d1.dn_loss_iou: 0.2960, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1863, d2.dn_loss_iou: 0.2719, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1822, d3.dn_loss_iou: 0.2671, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1802, d4.dn_loss_iou: 0.2644, loss: 7.6510 2024-05-21 02:34:27,028 - mmdet - INFO - Epoch [22][2800/3665] lr: 2.000e-04, eta: 21:22:08, time: 1.467, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2003, interm_loss_bbox: 0.1605, interm_loss_iou: 0.3728, loss_cls: 0.1663, loss_bbox: 0.1354, loss_iou: 0.3314, d0.loss_cls: 0.2137, d0.loss_bbox: 0.1422, d0.loss_iou: 0.3423, d1.loss_cls: 0.1827, d1.loss_bbox: 0.1408, d1.loss_iou: 0.3393, d2.loss_cls: 0.1734, d2.loss_bbox: 0.1373, d2.loss_iou: 0.3336, d3.loss_cls: 0.1693, d3.loss_bbox: 0.1359, d3.loss_iou: 0.3318, d4.loss_cls: 0.1672, d4.loss_bbox: 0.1357, d4.loss_iou: 0.3312, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1846, dn_loss_iou: 0.2761, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2930, d0.dn_loss_iou: 0.3956, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2107, d1.dn_loss_iou: 0.3076, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1902, d2.dn_loss_iou: 0.2837, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1863, d3.dn_loss_iou: 0.2788, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1846, d4.dn_loss_iou: 0.2760, loss: 7.8435 2024-05-21 02:35:42,970 - mmdet - INFO - Epoch [22][2850/3665] lr: 2.000e-04, eta: 21:20:55, time: 1.519, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1975, interm_loss_bbox: 0.1578, interm_loss_iou: 0.3602, loss_cls: 0.1640, loss_bbox: 0.1329, loss_iou: 0.3226, d0.loss_cls: 0.2102, d0.loss_bbox: 0.1400, d0.loss_iou: 0.3333, d1.loss_cls: 0.1795, d1.loss_bbox: 0.1391, d1.loss_iou: 0.3317, d2.loss_cls: 0.1711, d2.loss_bbox: 0.1345, d2.loss_iou: 0.3252, d3.loss_cls: 0.1666, d3.loss_bbox: 0.1329, d3.loss_iou: 0.3231, d4.loss_cls: 0.1644, d4.loss_bbox: 0.1333, d4.loss_iou: 0.3231, dn_loss_cls: 0.0148, dn_loss_bbox: 0.1828, dn_loss_iou: 0.2676, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2929, d0.dn_loss_iou: 0.3842, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.2101, d1.dn_loss_iou: 0.2983, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1885, d2.dn_loss_iou: 0.2748, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1842, d3.dn_loss_iou: 0.2700, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1828, d4.dn_loss_iou: 0.2675, loss: 7.6798 2024-05-21 02:36:54,941 - mmdet - INFO - Epoch [22][2900/3665] lr: 2.000e-04, eta: 21:19:41, time: 1.439, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1989, interm_loss_bbox: 0.1556, interm_loss_iou: 0.3575, loss_cls: 0.1595, loss_bbox: 0.1333, loss_iou: 0.3220, d0.loss_cls: 0.2137, d0.loss_bbox: 0.1382, d0.loss_iou: 0.3297, d1.loss_cls: 0.1803, d1.loss_bbox: 0.1370, d1.loss_iou: 0.3273, d2.loss_cls: 0.1689, d2.loss_bbox: 0.1343, d2.loss_iou: 0.3232, d3.loss_cls: 0.1630, d3.loss_bbox: 0.1336, d3.loss_iou: 0.3225, d4.loss_cls: 0.1609, d4.loss_bbox: 0.1334, d4.loss_iou: 0.3219, dn_loss_cls: 0.0136, dn_loss_bbox: 0.1755, dn_loss_iou: 0.2663, d0.dn_loss_cls: 0.0442, d0.dn_loss_bbox: 0.2800, d0.dn_loss_iou: 0.3816, d1.dn_loss_cls: 0.0218, d1.dn_loss_bbox: 0.1989, d1.dn_loss_iou: 0.2954, d2.dn_loss_cls: 0.0169, d2.dn_loss_bbox: 0.1798, d2.dn_loss_iou: 0.2730, d3.dn_loss_cls: 0.0147, d3.dn_loss_bbox: 0.1769, d3.dn_loss_iou: 0.2687, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1755, d4.dn_loss_iou: 0.2662, loss: 7.5779 2024-05-21 02:38:08,058 - mmdet - INFO - Epoch [22][2950/3665] lr: 2.000e-04, eta: 21:18:26, time: 1.462, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2021, interm_loss_bbox: 0.1607, interm_loss_iou: 0.3782, loss_cls: 0.1653, loss_bbox: 0.1373, loss_iou: 0.3381, d0.loss_cls: 0.2147, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3468, d1.loss_cls: 0.1837, d1.loss_bbox: 0.1399, d1.loss_iou: 0.3432, d2.loss_cls: 0.1727, d2.loss_bbox: 0.1383, d2.loss_iou: 0.3400, d3.loss_cls: 0.1675, d3.loss_bbox: 0.1384, d3.loss_iou: 0.3395, d4.loss_cls: 0.1653, d4.loss_bbox: 0.1375, d4.loss_iou: 0.3385, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1820, dn_loss_iou: 0.2771, d0.dn_loss_cls: 0.0469, d0.dn_loss_bbox: 0.2913, d0.dn_loss_iou: 0.3970, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.2093, d1.dn_loss_iou: 0.3088, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1878, d2.dn_loss_iou: 0.2850, d3.dn_loss_cls: 0.0165, d3.dn_loss_bbox: 0.1837, d3.dn_loss_iou: 0.2797, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1819, d4.dn_loss_iou: 0.2770, loss: 7.8875 2024-05-21 02:39:26,499 - mmdet - INFO - Epoch [22][3000/3665] lr: 2.000e-04, eta: 21:17:16, time: 1.569, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1972, interm_loss_bbox: 0.1554, interm_loss_iou: 0.3596, loss_cls: 0.1606, loss_bbox: 0.1324, loss_iou: 0.3236, d0.loss_cls: 0.2083, d0.loss_bbox: 0.1383, d0.loss_iou: 0.3328, d1.loss_cls: 0.1779, d1.loss_bbox: 0.1366, d1.loss_iou: 0.3285, d2.loss_cls: 0.1684, d2.loss_bbox: 0.1334, d2.loss_iou: 0.3254, d3.loss_cls: 0.1635, d3.loss_bbox: 0.1325, d3.loss_iou: 0.3245, d4.loss_cls: 0.1614, d4.loss_bbox: 0.1325, d4.loss_iou: 0.3240, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1724, dn_loss_iou: 0.2655, d0.dn_loss_cls: 0.0448, d0.dn_loss_bbox: 0.2755, d0.dn_loss_iou: 0.3807, d1.dn_loss_cls: 0.0224, d1.dn_loss_bbox: 0.1972, d1.dn_loss_iou: 0.2952, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1778, d2.dn_loss_iou: 0.2727, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1739, d3.dn_loss_iou: 0.2678, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1724, d4.dn_loss_iou: 0.2655, loss: 7.5614 2024-05-21 02:40:40,082 - mmdet - INFO - Epoch [22][3050/3665] lr: 2.000e-04, eta: 21:16:02, time: 1.472, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2007, interm_loss_bbox: 0.1573, interm_loss_iou: 0.3683, loss_cls: 0.1624, loss_bbox: 0.1354, loss_iou: 0.3311, d0.loss_cls: 0.2161, d0.loss_bbox: 0.1422, d0.loss_iou: 0.3406, d1.loss_cls: 0.1821, d1.loss_bbox: 0.1400, d1.loss_iou: 0.3372, d2.loss_cls: 0.1715, d2.loss_bbox: 0.1361, d2.loss_iou: 0.3329, d3.loss_cls: 0.1653, d3.loss_bbox: 0.1362, d3.loss_iou: 0.3328, d4.loss_cls: 0.1636, d4.loss_bbox: 0.1353, d4.loss_iou: 0.3309, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1792, dn_loss_iou: 0.2733, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2860, d0.dn_loss_iou: 0.3908, d1.dn_loss_cls: 0.0234, d1.dn_loss_bbox: 0.2061, d1.dn_loss_iou: 0.3051, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1850, d2.dn_loss_iou: 0.2807, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1809, d3.dn_loss_iou: 0.2757, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1792, d4.dn_loss_iou: 0.2732, loss: 7.7672 2024-05-21 02:41:51,827 - mmdet - INFO - Epoch [22][3100/3665] lr: 2.000e-04, eta: 21:14:47, time: 1.435, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2015, interm_loss_bbox: 0.1619, interm_loss_iou: 0.3678, loss_cls: 0.1669, loss_bbox: 0.1360, loss_iou: 0.3273, d0.loss_cls: 0.2159, d0.loss_bbox: 0.1431, d0.loss_iou: 0.3370, d1.loss_cls: 0.1849, d1.loss_bbox: 0.1410, d1.loss_iou: 0.3337, d2.loss_cls: 0.1750, d2.loss_bbox: 0.1375, d2.loss_iou: 0.3299, d3.loss_cls: 0.1694, d3.loss_bbox: 0.1371, d3.loss_iou: 0.3284, d4.loss_cls: 0.1678, d4.loss_bbox: 0.1366, d4.loss_iou: 0.3275, dn_loss_cls: 0.0143, dn_loss_bbox: 0.1846, dn_loss_iou: 0.2727, d0.dn_loss_cls: 0.0455, d0.dn_loss_bbox: 0.2929, d0.dn_loss_iou: 0.3899, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.2117, d1.dn_loss_iou: 0.3039, d2.dn_loss_cls: 0.0176, d2.dn_loss_bbox: 0.1902, d2.dn_loss_iou: 0.2801, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1862, d3.dn_loss_iou: 0.2754, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1845, d4.dn_loss_iou: 0.2727, loss: 7.8011 2024-05-21 02:43:08,866 - mmdet - INFO - Epoch [22][3150/3665] lr: 2.000e-04, eta: 21:13:35, time: 1.541, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2020, interm_loss_bbox: 0.1570, interm_loss_iou: 0.3722, loss_cls: 0.1638, loss_bbox: 0.1357, loss_iou: 0.3370, d0.loss_cls: 0.2138, d0.loss_bbox: 0.1417, d0.loss_iou: 0.3454, d1.loss_cls: 0.1816, d1.loss_bbox: 0.1397, d1.loss_iou: 0.3426, d2.loss_cls: 0.1698, d2.loss_bbox: 0.1383, d2.loss_iou: 0.3400, d3.loss_cls: 0.1666, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3380, d4.loss_cls: 0.1652, d4.loss_bbox: 0.1356, d4.loss_iou: 0.3363, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1802, dn_loss_iou: 0.2813, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2829, d0.dn_loss_iou: 0.3970, d1.dn_loss_cls: 0.0240, d1.dn_loss_bbox: 0.2057, d1.dn_loss_iou: 0.3124, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1852, d2.dn_loss_iou: 0.2885, d3.dn_loss_cls: 0.0166, d3.dn_loss_bbox: 0.1816, d3.dn_loss_iou: 0.2838, d4.dn_loss_cls: 0.0157, d4.dn_loss_bbox: 0.1801, d4.dn_loss_iou: 0.2812, loss: 7.8556 2024-05-21 02:44:23,036 - mmdet - INFO - Epoch [22][3200/3665] lr: 2.000e-04, eta: 21:12:22, time: 1.483, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2037, interm_loss_bbox: 0.1581, interm_loss_iou: 0.3803, loss_cls: 0.1667, loss_bbox: 0.1372, loss_iou: 0.3414, d0.loss_cls: 0.2172, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3499, d1.loss_cls: 0.1856, d1.loss_bbox: 0.1401, d1.loss_iou: 0.3468, d2.loss_cls: 0.1741, d2.loss_bbox: 0.1387, d2.loss_iou: 0.3440, d3.loss_cls: 0.1693, d3.loss_bbox: 0.1378, d3.loss_iou: 0.3428, d4.loss_cls: 0.1674, d4.loss_bbox: 0.1370, d4.loss_iou: 0.3413, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1791, dn_loss_iou: 0.2828, d0.dn_loss_cls: 0.0468, d0.dn_loss_bbox: 0.2813, d0.dn_loss_iou: 0.4015, d1.dn_loss_cls: 0.0244, d1.dn_loss_bbox: 0.2055, d1.dn_loss_iou: 0.3151, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1843, d2.dn_loss_iou: 0.2904, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1807, d3.dn_loss_iou: 0.2854, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1791, d4.dn_loss_iou: 0.2828, loss: 7.9256 2024-05-21 02:45:37,976 - mmdet - INFO - Epoch [22][3250/3665] lr: 2.000e-04, eta: 21:11:09, time: 1.499, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1975, interm_loss_bbox: 0.1576, interm_loss_iou: 0.3657, loss_cls: 0.1619, loss_bbox: 0.1354, loss_iou: 0.3296, d0.loss_cls: 0.2105, d0.loss_bbox: 0.1410, d0.loss_iou: 0.3387, d1.loss_cls: 0.1783, d1.loss_bbox: 0.1387, d1.loss_iou: 0.3361, d2.loss_cls: 0.1687, d2.loss_bbox: 0.1359, d2.loss_iou: 0.3322, d3.loss_cls: 0.1635, d3.loss_bbox: 0.1367, d3.loss_iou: 0.3318, d4.loss_cls: 0.1624, d4.loss_bbox: 0.1355, d4.loss_iou: 0.3300, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1773, dn_loss_iou: 0.2680, d0.dn_loss_cls: 0.0454, d0.dn_loss_bbox: 0.2856, d0.dn_loss_iou: 0.3826, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.2035, d1.dn_loss_iou: 0.2986, d2.dn_loss_cls: 0.0177, d2.dn_loss_bbox: 0.1828, d2.dn_loss_iou: 0.2753, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1790, d3.dn_loss_iou: 0.2705, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1772, d4.dn_loss_iou: 0.2679, loss: 7.6867 2024-05-21 02:46:53,451 - mmdet - INFO - Epoch [22][3300/3665] lr: 2.000e-04, eta: 21:09:56, time: 1.509, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2028, interm_loss_bbox: 0.1570, interm_loss_iou: 0.3696, loss_cls: 0.1682, loss_bbox: 0.1347, loss_iou: 0.3312, d0.loss_cls: 0.2182, d0.loss_bbox: 0.1391, d0.loss_iou: 0.3404, d1.loss_cls: 0.1848, d1.loss_bbox: 0.1386, d1.loss_iou: 0.3376, d2.loss_cls: 0.1766, d2.loss_bbox: 0.1352, d2.loss_iou: 0.3318, d3.loss_cls: 0.1719, d3.loss_bbox: 0.1348, d3.loss_iou: 0.3312, d4.loss_cls: 0.1695, d4.loss_bbox: 0.1345, d4.loss_iou: 0.3309, dn_loss_cls: 0.0143, dn_loss_bbox: 0.1816, dn_loss_iou: 0.2771, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2830, d0.dn_loss_iou: 0.3911, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.2065, d1.dn_loss_iou: 0.3078, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1871, d2.dn_loss_iou: 0.2846, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1832, d3.dn_loss_iou: 0.2796, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1816, d4.dn_loss_iou: 0.2771, loss: 7.8086 2024-05-21 02:48:04,901 - mmdet - INFO - Epoch [22][3350/3665] lr: 2.000e-04, eta: 21:08:41, time: 1.429, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2037, interm_loss_bbox: 0.1595, interm_loss_iou: 0.3705, loss_cls: 0.1675, loss_bbox: 0.1361, loss_iou: 0.3336, d0.loss_cls: 0.2235, d0.loss_bbox: 0.1409, d0.loss_iou: 0.3433, d1.loss_cls: 0.1871, d1.loss_bbox: 0.1395, d1.loss_iou: 0.3403, d2.loss_cls: 0.1750, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3373, d3.loss_cls: 0.1698, d3.loss_bbox: 0.1368, d3.loss_iou: 0.3358, d4.loss_cls: 0.1682, d4.loss_bbox: 0.1363, d4.loss_iou: 0.3340, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1802, dn_loss_iou: 0.2769, d0.dn_loss_cls: 0.0472, d0.dn_loss_bbox: 0.2911, d0.dn_loss_iou: 0.4008, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.2087, d1.dn_loss_iou: 0.3104, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1865, d2.dn_loss_iou: 0.2852, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1820, d3.dn_loss_iou: 0.2796, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1802, d4.dn_loss_iou: 0.2768, loss: 7.8699 2024-05-21 02:49:24,723 - mmdet - INFO - Epoch [22][3400/3665] lr: 2.000e-04, eta: 21:07:31, time: 1.596, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2045, interm_loss_bbox: 0.1589, interm_loss_iou: 0.3644, loss_cls: 0.1671, loss_bbox: 0.1334, loss_iou: 0.3222, d0.loss_cls: 0.2224, d0.loss_bbox: 0.1391, d0.loss_iou: 0.3319, d1.loss_cls: 0.1858, d1.loss_bbox: 0.1378, d1.loss_iou: 0.3297, d2.loss_cls: 0.1745, d2.loss_bbox: 0.1356, d2.loss_iou: 0.3261, d3.loss_cls: 0.1692, d3.loss_bbox: 0.1339, d3.loss_iou: 0.3247, d4.loss_cls: 0.1669, d4.loss_bbox: 0.1342, d4.loss_iou: 0.3237, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1886, dn_loss_iou: 0.2718, d0.dn_loss_cls: 0.0468, d0.dn_loss_bbox: 0.2985, d0.dn_loss_iou: 0.3900, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.2166, d1.dn_loss_iou: 0.3034, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1945, d2.dn_loss_iou: 0.2793, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1903, d3.dn_loss_iou: 0.2744, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1886, d4.dn_loss_iou: 0.2717, loss: 7.7899 2024-05-21 02:50:36,385 - mmdet - INFO - Epoch [22][3450/3665] lr: 2.000e-04, eta: 21:06:16, time: 1.433, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2020, interm_loss_bbox: 0.1594, interm_loss_iou: 0.3706, loss_cls: 0.1657, loss_bbox: 0.1375, loss_iou: 0.3330, d0.loss_cls: 0.2148, d0.loss_bbox: 0.1436, d0.loss_iou: 0.3430, d1.loss_cls: 0.1823, d1.loss_bbox: 0.1418, d1.loss_iou: 0.3397, d2.loss_cls: 0.1735, d2.loss_bbox: 0.1396, d2.loss_iou: 0.3354, d3.loss_cls: 0.1688, d3.loss_bbox: 0.1380, d3.loss_iou: 0.3333, d4.loss_cls: 0.1671, d4.loss_bbox: 0.1373, d4.loss_iou: 0.3323, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1812, dn_loss_iou: 0.2770, d0.dn_loss_cls: 0.0476, d0.dn_loss_bbox: 0.2943, d0.dn_loss_iou: 0.3990, d1.dn_loss_cls: 0.0237, d1.dn_loss_bbox: 0.2089, d1.dn_loss_iou: 0.3089, d2.dn_loss_cls: 0.0184, d2.dn_loss_bbox: 0.1870, d2.dn_loss_iou: 0.2844, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1828, d3.dn_loss_iou: 0.2795, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1811, d4.dn_loss_iou: 0.2769, loss: 7.8556 2024-05-21 02:51:49,864 - mmdet - INFO - Epoch [22][3500/3665] lr: 2.000e-04, eta: 21:05:02, time: 1.469, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2031, interm_loss_bbox: 0.1593, interm_loss_iou: 0.3673, loss_cls: 0.1650, loss_bbox: 0.1386, loss_iou: 0.3296, d0.loss_cls: 0.2185, d0.loss_bbox: 0.1410, d0.loss_iou: 0.3372, d1.loss_cls: 0.1838, d1.loss_bbox: 0.1424, d1.loss_iou: 0.3358, d2.loss_cls: 0.1721, d2.loss_bbox: 0.1402, d2.loss_iou: 0.3325, d3.loss_cls: 0.1682, d3.loss_bbox: 0.1389, d3.loss_iou: 0.3304, d4.loss_cls: 0.1659, d4.loss_bbox: 0.1388, d4.loss_iou: 0.3299, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1849, dn_loss_iou: 0.2788, d0.dn_loss_cls: 0.0485, d0.dn_loss_bbox: 0.2958, d0.dn_loss_iou: 0.3991, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2133, d1.dn_loss_iou: 0.3123, d2.dn_loss_cls: 0.0198, d2.dn_loss_bbox: 0.1905, d2.dn_loss_iou: 0.2869, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1864, d3.dn_loss_iou: 0.2815, d4.dn_loss_cls: 0.0168, d4.dn_loss_bbox: 0.1849, d4.dn_loss_iou: 0.2787, loss: 7.8758 2024-05-21 02:53:04,578 - mmdet - INFO - Epoch [22][3550/3665] lr: 2.000e-04, eta: 21:03:49, time: 1.494, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2029, interm_loss_bbox: 0.1597, interm_loss_iou: 0.3713, loss_cls: 0.1670, loss_bbox: 0.1360, loss_iou: 0.3341, d0.loss_cls: 0.2183, d0.loss_bbox: 0.1402, d0.loss_iou: 0.3414, d1.loss_cls: 0.1875, d1.loss_bbox: 0.1381, d1.loss_iou: 0.3374, d2.loss_cls: 0.1771, d2.loss_bbox: 0.1355, d2.loss_iou: 0.3350, d3.loss_cls: 0.1713, d3.loss_bbox: 0.1359, d3.loss_iou: 0.3342, d4.loss_cls: 0.1678, d4.loss_bbox: 0.1363, d4.loss_iou: 0.3346, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1859, dn_loss_iou: 0.2759, d0.dn_loss_cls: 0.0458, d0.dn_loss_bbox: 0.2934, d0.dn_loss_iou: 0.3952, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2113, d1.dn_loss_iou: 0.3073, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1911, d2.dn_loss_iou: 0.2834, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1873, d3.dn_loss_iou: 0.2785, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1859, d4.dn_loss_iou: 0.2757, loss: 7.8658 2024-05-21 02:54:19,988 - mmdet - INFO - Epoch [22][3600/3665] lr: 2.000e-04, eta: 21:02:37, time: 1.508, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2025, interm_loss_bbox: 0.1545, interm_loss_iou: 0.3646, loss_cls: 0.1658, loss_bbox: 0.1337, loss_iou: 0.3286, d0.loss_cls: 0.2162, d0.loss_bbox: 0.1368, d0.loss_iou: 0.3351, d1.loss_cls: 0.1833, d1.loss_bbox: 0.1366, d1.loss_iou: 0.3343, d2.loss_cls: 0.1719, d2.loss_bbox: 0.1351, d2.loss_iou: 0.3322, d3.loss_cls: 0.1678, d3.loss_bbox: 0.1347, d3.loss_iou: 0.3303, d4.loss_cls: 0.1660, d4.loss_bbox: 0.1343, d4.loss_iou: 0.3296, dn_loss_cls: 0.0151, dn_loss_bbox: 0.1773, dn_loss_iou: 0.2744, d0.dn_loss_cls: 0.0458, d0.dn_loss_bbox: 0.2860, d0.dn_loss_iou: 0.3943, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2054, d1.dn_loss_iou: 0.3071, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1840, d2.dn_loss_iou: 0.2827, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1791, d3.dn_loss_iou: 0.2771, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1772, d4.dn_loss_iou: 0.2742, loss: 7.7466 2024-05-21 02:55:31,138 - mmdet - INFO - Epoch [22][3650/3665] lr: 2.000e-04, eta: 21:01:21, time: 1.423, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2016, interm_loss_bbox: 0.1595, interm_loss_iou: 0.3652, loss_cls: 0.1660, loss_bbox: 0.1360, loss_iou: 0.3280, d0.loss_cls: 0.2138, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3355, d1.loss_cls: 0.1833, d1.loss_bbox: 0.1407, d1.loss_iou: 0.3335, d2.loss_cls: 0.1723, d2.loss_bbox: 0.1382, d2.loss_iou: 0.3305, d3.loss_cls: 0.1680, d3.loss_bbox: 0.1372, d3.loss_iou: 0.3290, d4.loss_cls: 0.1664, d4.loss_bbox: 0.1367, d4.loss_iou: 0.3284, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1894, dn_loss_iou: 0.2747, d0.dn_loss_cls: 0.0461, d0.dn_loss_bbox: 0.3018, d0.dn_loss_iou: 0.3935, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.2177, d1.dn_loss_iou: 0.3071, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1951, d2.dn_loss_iou: 0.2824, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1911, d3.dn_loss_iou: 0.2774, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1893, d4.dn_loss_iou: 0.2746, loss: 7.8398 2024-05-21 02:55:58,136 - mmdet - INFO - Saving checkpoint at 22 epochs 2024-05-21 02:59:40,246 - mmdet - INFO - Evaluating bbox... 2024-05-21 03:01:27,343 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.562 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.750 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.615 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.385 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.601 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.731 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.761 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.761 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.624 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.800 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.908 2024-05-21 03:01:29,644 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 03:01:29,647 - mmdet - INFO - Epoch(val) [22][313] bbox_mAP: 0.5620, bbox_mAP_50: 0.7500, bbox_mAP_75: 0.6150, bbox_mAP_s: 0.3850, bbox_mAP_m: 0.6010, bbox_mAP_l: 0.7310, bbox_mAP_copypaste: 0.562 0.750 0.615 0.385 0.601 0.731 2024-05-21 03:02:56,501 - mmdet - INFO - Epoch [23][50/3665] lr: 2.000e-04, eta: 20:59:40, time: 1.736, data_time: 0.119, memory: 41053, interm_loss_cls: 0.2036, interm_loss_bbox: 0.1524, interm_loss_iou: 0.3676, loss_cls: 0.1658, loss_bbox: 0.1325, loss_iou: 0.3332, d0.loss_cls: 0.2156, d0.loss_bbox: 0.1357, d0.loss_iou: 0.3387, d1.loss_cls: 0.1834, d1.loss_bbox: 0.1348, d1.loss_iou: 0.3361, d2.loss_cls: 0.1734, d2.loss_bbox: 0.1333, d2.loss_iou: 0.3340, d3.loss_cls: 0.1687, d3.loss_bbox: 0.1328, d3.loss_iou: 0.3332, d4.loss_cls: 0.1669, d4.loss_bbox: 0.1321, d4.loss_iou: 0.3327, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1702, dn_loss_iou: 0.2753, d0.dn_loss_cls: 0.0447, d0.dn_loss_bbox: 0.2719, d0.dn_loss_iou: 0.3947, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.1954, d1.dn_loss_iou: 0.3074, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1753, d2.dn_loss_iou: 0.2828, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1717, d3.dn_loss_iou: 0.2778, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1701, d4.dn_loss_iou: 0.2753, loss: 7.7067 2024-05-21 03:04:10,460 - mmdet - INFO - Epoch [23][100/3665] lr: 2.000e-04, eta: 20:58:26, time: 1.479, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1990, interm_loss_bbox: 0.1552, interm_loss_iou: 0.3582, loss_cls: 0.1607, loss_bbox: 0.1344, loss_iou: 0.3240, d0.loss_cls: 0.2155, d0.loss_bbox: 0.1375, d0.loss_iou: 0.3312, d1.loss_cls: 0.1791, d1.loss_bbox: 0.1378, d1.loss_iou: 0.3297, d2.loss_cls: 0.1697, d2.loss_bbox: 0.1352, d2.loss_iou: 0.3244, d3.loss_cls: 0.1638, d3.loss_bbox: 0.1351, d3.loss_iou: 0.3242, d4.loss_cls: 0.1615, d4.loss_bbox: 0.1347, d4.loss_iou: 0.3237, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1838, dn_loss_iou: 0.2695, d0.dn_loss_cls: 0.0467, d0.dn_loss_bbox: 0.2914, d0.dn_loss_iou: 0.3859, d1.dn_loss_cls: 0.0231, d1.dn_loss_bbox: 0.2106, d1.dn_loss_iou: 0.3007, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1897, d2.dn_loss_iou: 0.2772, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1854, d3.dn_loss_iou: 0.2721, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1838, d4.dn_loss_iou: 0.2694, loss: 7.6857 2024-05-21 03:05:24,602 - mmdet - INFO - Epoch [23][150/3665] lr: 2.000e-04, eta: 20:57:13, time: 1.483, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1922, interm_loss_bbox: 0.1554, interm_loss_iou: 0.3569, loss_cls: 0.1558, loss_bbox: 0.1343, loss_iou: 0.3211, d0.loss_cls: 0.2078, d0.loss_bbox: 0.1374, d0.loss_iou: 0.3289, d1.loss_cls: 0.1760, d1.loss_bbox: 0.1380, d1.loss_iou: 0.3274, d2.loss_cls: 0.1645, d2.loss_bbox: 0.1350, d2.loss_iou: 0.3218, d3.loss_cls: 0.1580, d3.loss_bbox: 0.1355, d3.loss_iou: 0.3220, d4.loss_cls: 0.1570, d4.loss_bbox: 0.1344, d4.loss_iou: 0.3211, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1767, dn_loss_iou: 0.2685, d0.dn_loss_cls: 0.0469, d0.dn_loss_bbox: 0.2877, d0.dn_loss_iou: 0.3900, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.2050, d1.dn_loss_iou: 0.3017, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1828, d2.dn_loss_iou: 0.2762, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1784, d3.dn_loss_iou: 0.2712, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1766, d4.dn_loss_iou: 0.2684, loss: 7.5970 2024-05-21 03:06:37,862 - mmdet - INFO - Epoch [23][200/3665] lr: 2.000e-04, eta: 20:55:59, time: 1.465, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1977, interm_loss_bbox: 0.1593, interm_loss_iou: 0.3629, loss_cls: 0.1613, loss_bbox: 0.1364, loss_iou: 0.3274, d0.loss_cls: 0.2106, d0.loss_bbox: 0.1420, d0.loss_iou: 0.3363, d1.loss_cls: 0.1797, d1.loss_bbox: 0.1399, d1.loss_iou: 0.3328, d2.loss_cls: 0.1695, d2.loss_bbox: 0.1370, d2.loss_iou: 0.3279, d3.loss_cls: 0.1655, d3.loss_bbox: 0.1357, d3.loss_iou: 0.3267, d4.loss_cls: 0.1626, d4.loss_bbox: 0.1359, d4.loss_iou: 0.3270, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1818, dn_loss_iou: 0.2754, d0.dn_loss_cls: 0.0454, d0.dn_loss_bbox: 0.2921, d0.dn_loss_iou: 0.3966, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.2093, d1.dn_loss_iou: 0.3079, d2.dn_loss_cls: 0.0177, d2.dn_loss_bbox: 0.1874, d2.dn_loss_iou: 0.2831, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1835, d3.dn_loss_iou: 0.2779, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1818, d4.dn_loss_iou: 0.2753, loss: 7.7567 2024-05-21 03:07:52,024 - mmdet - INFO - Epoch [23][250/3665] lr: 2.000e-04, eta: 20:54:45, time: 1.483, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1935, interm_loss_bbox: 0.1566, interm_loss_iou: 0.3611, loss_cls: 0.1566, loss_bbox: 0.1319, loss_iou: 0.3199, d0.loss_cls: 0.2063, d0.loss_bbox: 0.1379, d0.loss_iou: 0.3306, d1.loss_cls: 0.1755, d1.loss_bbox: 0.1358, d1.loss_iou: 0.3267, d2.loss_cls: 0.1636, d2.loss_bbox: 0.1336, d2.loss_iou: 0.3227, d3.loss_cls: 0.1594, d3.loss_bbox: 0.1330, d3.loss_iou: 0.3211, d4.loss_cls: 0.1577, d4.loss_bbox: 0.1318, d4.loss_iou: 0.3196, dn_loss_cls: 0.0124, dn_loss_bbox: 0.1673, dn_loss_iou: 0.2629, d0.dn_loss_cls: 0.0433, d0.dn_loss_bbox: 0.2749, d0.dn_loss_iou: 0.3812, d1.dn_loss_cls: 0.0209, d1.dn_loss_bbox: 0.1942, d1.dn_loss_iou: 0.2941, d2.dn_loss_cls: 0.0159, d2.dn_loss_bbox: 0.1731, d2.dn_loss_iou: 0.2704, d3.dn_loss_cls: 0.0136, d3.dn_loss_bbox: 0.1690, d3.dn_loss_iou: 0.2655, d4.dn_loss_cls: 0.0128, d4.dn_loss_bbox: 0.1673, d4.dn_loss_iou: 0.2628, loss: 7.4764 2024-05-21 03:09:03,358 - mmdet - INFO - Epoch [23][300/3665] lr: 2.000e-04, eta: 20:53:30, time: 1.427, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2000, interm_loss_bbox: 0.1523, interm_loss_iou: 0.3671, loss_cls: 0.1609, loss_bbox: 0.1323, loss_iou: 0.3319, d0.loss_cls: 0.2115, d0.loss_bbox: 0.1363, d0.loss_iou: 0.3388, d1.loss_cls: 0.1801, d1.loss_bbox: 0.1349, d1.loss_iou: 0.3367, d2.loss_cls: 0.1676, d2.loss_bbox: 0.1339, d2.loss_iou: 0.3353, d3.loss_cls: 0.1635, d3.loss_bbox: 0.1324, d3.loss_iou: 0.3334, d4.loss_cls: 0.1616, d4.loss_bbox: 0.1319, d4.loss_iou: 0.3321, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1736, dn_loss_iou: 0.2695, d0.dn_loss_cls: 0.0452, d0.dn_loss_bbox: 0.2834, d0.dn_loss_iou: 0.3885, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.2014, d1.dn_loss_iou: 0.3014, d2.dn_loss_cls: 0.0172, d2.dn_loss_bbox: 0.1801, d2.dn_loss_iou: 0.2772, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1755, d3.dn_loss_iou: 0.2720, d4.dn_loss_cls: 0.0142, d4.dn_loss_bbox: 0.1736, d4.dn_loss_iou: 0.2694, loss: 7.6681 2024-05-21 03:10:17,667 - mmdet - INFO - Epoch [23][350/3665] lr: 2.000e-04, eta: 20:52:17, time: 1.486, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1970, interm_loss_bbox: 0.1592, interm_loss_iou: 0.3610, loss_cls: 0.1594, loss_bbox: 0.1363, loss_iou: 0.3247, d0.loss_cls: 0.2092, d0.loss_bbox: 0.1415, d0.loss_iou: 0.3346, d1.loss_cls: 0.1770, d1.loss_bbox: 0.1406, d1.loss_iou: 0.3307, d2.loss_cls: 0.1664, d2.loss_bbox: 0.1382, d2.loss_iou: 0.3275, d3.loss_cls: 0.1621, d3.loss_bbox: 0.1373, d3.loss_iou: 0.3262, d4.loss_cls: 0.1605, d4.loss_bbox: 0.1367, d4.loss_iou: 0.3250, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1788, dn_loss_iou: 0.2667, d0.dn_loss_cls: 0.0454, d0.dn_loss_bbox: 0.2852, d0.dn_loss_iou: 0.3802, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2045, d1.dn_loss_iou: 0.2963, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1841, d2.dn_loss_iou: 0.2737, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1803, d3.dn_loss_iou: 0.2692, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1787, d4.dn_loss_iou: 0.2664, loss: 7.6478 2024-05-21 03:11:32,110 - mmdet - INFO - Epoch [23][400/3665] lr: 2.000e-04, eta: 20:51:03, time: 1.489, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1943, interm_loss_bbox: 0.1582, interm_loss_iou: 0.3670, loss_cls: 0.1589, loss_bbox: 0.1340, loss_iou: 0.3284, d0.loss_cls: 0.2059, d0.loss_bbox: 0.1405, d0.loss_iou: 0.3373, d1.loss_cls: 0.1734, d1.loss_bbox: 0.1397, d1.loss_iou: 0.3354, d2.loss_cls: 0.1638, d2.loss_bbox: 0.1373, d2.loss_iou: 0.3321, d3.loss_cls: 0.1614, d3.loss_bbox: 0.1348, d3.loss_iou: 0.3290, d4.loss_cls: 0.1594, d4.loss_bbox: 0.1345, d4.loss_iou: 0.3288, dn_loss_cls: 0.0136, dn_loss_bbox: 0.1747, dn_loss_iou: 0.2701, d0.dn_loss_cls: 0.0444, d0.dn_loss_bbox: 0.2811, d0.dn_loss_iou: 0.3864, d1.dn_loss_cls: 0.0221, d1.dn_loss_bbox: 0.2007, d1.dn_loss_iou: 0.3012, d2.dn_loss_cls: 0.0171, d2.dn_loss_bbox: 0.1804, d2.dn_loss_iou: 0.2776, d3.dn_loss_cls: 0.0147, d3.dn_loss_bbox: 0.1762, d3.dn_loss_iou: 0.2724, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1746, d4.dn_loss_iou: 0.2700, loss: 7.6454 2024-05-21 03:12:43,624 - mmdet - INFO - Epoch [23][450/3665] lr: 2.000e-04, eta: 20:49:48, time: 1.430, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1980, interm_loss_bbox: 0.1511, interm_loss_iou: 0.3705, loss_cls: 0.1611, loss_bbox: 0.1310, loss_iou: 0.3342, d0.loss_cls: 0.2089, d0.loss_bbox: 0.1361, d0.loss_iou: 0.3434, d1.loss_cls: 0.1766, d1.loss_bbox: 0.1351, d1.loss_iou: 0.3408, d2.loss_cls: 0.1684, d2.loss_bbox: 0.1319, d2.loss_iou: 0.3359, d3.loss_cls: 0.1646, d3.loss_bbox: 0.1300, d3.loss_iou: 0.3347, d4.loss_cls: 0.1622, d4.loss_bbox: 0.1303, d4.loss_iou: 0.3340, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1656, dn_loss_iou: 0.2695, d0.dn_loss_cls: 0.0435, d0.dn_loss_bbox: 0.2665, d0.dn_loss_iou: 0.3829, d1.dn_loss_cls: 0.0221, d1.dn_loss_bbox: 0.1908, d1.dn_loss_iou: 0.3000, d2.dn_loss_cls: 0.0170, d2.dn_loss_bbox: 0.1708, d2.dn_loss_iou: 0.2767, d3.dn_loss_cls: 0.0148, d3.dn_loss_bbox: 0.1671, d3.dn_loss_iou: 0.2720, d4.dn_loss_cls: 0.0141, d4.dn_loss_bbox: 0.1656, d4.dn_loss_iou: 0.2695, loss: 7.6011 2024-05-21 03:13:55,099 - mmdet - INFO - Epoch [23][500/3665] lr: 2.000e-04, eta: 20:48:33, time: 1.429, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1988, interm_loss_bbox: 0.1628, interm_loss_iou: 0.3648, loss_cls: 0.1611, loss_bbox: 0.1385, loss_iou: 0.3238, d0.loss_cls: 0.2104, d0.loss_bbox: 0.1444, d0.loss_iou: 0.3322, d1.loss_cls: 0.1783, d1.loss_bbox: 0.1430, d1.loss_iou: 0.3306, d2.loss_cls: 0.1679, d2.loss_bbox: 0.1403, d2.loss_iou: 0.3255, d3.loss_cls: 0.1639, d3.loss_bbox: 0.1387, d3.loss_iou: 0.3246, d4.loss_cls: 0.1625, d4.loss_bbox: 0.1379, d4.loss_iou: 0.3234, dn_loss_cls: 0.0137, dn_loss_bbox: 0.1809, dn_loss_iou: 0.2622, d0.dn_loss_cls: 0.0444, d0.dn_loss_bbox: 0.2880, d0.dn_loss_iou: 0.3758, d1.dn_loss_cls: 0.0221, d1.dn_loss_bbox: 0.2069, d1.dn_loss_iou: 0.2927, d2.dn_loss_cls: 0.0171, d2.dn_loss_bbox: 0.1860, d2.dn_loss_iou: 0.2693, d3.dn_loss_cls: 0.0148, d3.dn_loss_bbox: 0.1823, d3.dn_loss_iou: 0.2645, d4.dn_loss_cls: 0.0141, d4.dn_loss_bbox: 0.1808, d4.dn_loss_iou: 0.2621, loss: 7.6511 2024-05-21 03:15:07,074 - mmdet - INFO - Epoch [23][550/3665] lr: 2.000e-04, eta: 20:47:18, time: 1.440, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1971, interm_loss_bbox: 0.1562, interm_loss_iou: 0.3583, loss_cls: 0.1580, loss_bbox: 0.1336, loss_iou: 0.3212, d0.loss_cls: 0.2102, d0.loss_bbox: 0.1381, d0.loss_iou: 0.3278, d1.loss_cls: 0.1747, d1.loss_bbox: 0.1374, d1.loss_iou: 0.3271, d2.loss_cls: 0.1661, d2.loss_bbox: 0.1346, d2.loss_iou: 0.3226, d3.loss_cls: 0.1607, d3.loss_bbox: 0.1340, d3.loss_iou: 0.3215, d4.loss_cls: 0.1581, d4.loss_bbox: 0.1337, d4.loss_iou: 0.3212, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1750, dn_loss_iou: 0.2632, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2849, d0.dn_loss_iou: 0.3814, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.2018, d1.dn_loss_iou: 0.2945, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1809, d2.dn_loss_iou: 0.2710, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1766, d3.dn_loss_iou: 0.2658, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1749, d4.dn_loss_iou: 0.2631, loss: 7.5543 2024-05-21 03:16:24,321 - mmdet - INFO - Epoch [23][600/3665] lr: 2.000e-04, eta: 20:46:07, time: 1.545, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1985, interm_loss_bbox: 0.1537, interm_loss_iou: 0.3736, loss_cls: 0.1570, loss_bbox: 0.1342, loss_iou: 0.3409, d0.loss_cls: 0.2098, d0.loss_bbox: 0.1369, d0.loss_iou: 0.3472, d1.loss_cls: 0.1773, d1.loss_bbox: 0.1357, d1.loss_iou: 0.3441, d2.loss_cls: 0.1656, d2.loss_bbox: 0.1345, d2.loss_iou: 0.3423, d3.loss_cls: 0.1604, d3.loss_bbox: 0.1344, d3.loss_iou: 0.3411, d4.loss_cls: 0.1579, d4.loss_bbox: 0.1341, d4.loss_iou: 0.3407, dn_loss_cls: 0.0135, dn_loss_bbox: 0.1741, dn_loss_iou: 0.2763, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2779, d0.dn_loss_iou: 0.3933, d1.dn_loss_cls: 0.0224, d1.dn_loss_bbox: 0.1996, d1.dn_loss_iou: 0.3073, d2.dn_loss_cls: 0.0172, d2.dn_loss_bbox: 0.1798, d2.dn_loss_iou: 0.2840, d3.dn_loss_cls: 0.0147, d3.dn_loss_bbox: 0.1757, d3.dn_loss_iou: 0.2789, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1741, d4.dn_loss_iou: 0.2762, loss: 7.7438 2024-05-21 03:17:39,515 - mmdet - INFO - Epoch [23][650/3665] lr: 2.000e-04, eta: 20:44:54, time: 1.504, data_time: 0.018, memory: 41053, interm_loss_cls: 0.2005, interm_loss_bbox: 0.1534, interm_loss_iou: 0.3694, loss_cls: 0.1642, loss_bbox: 0.1306, loss_iou: 0.3327, d0.loss_cls: 0.2151, d0.loss_bbox: 0.1355, d0.loss_iou: 0.3397, d1.loss_cls: 0.1839, d1.loss_bbox: 0.1341, d1.loss_iou: 0.3378, d2.loss_cls: 0.1720, d2.loss_bbox: 0.1321, d2.loss_iou: 0.3353, d3.loss_cls: 0.1672, d3.loss_bbox: 0.1312, d3.loss_iou: 0.3338, d4.loss_cls: 0.1649, d4.loss_bbox: 0.1310, d4.loss_iou: 0.3332, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1741, dn_loss_iou: 0.2691, d0.dn_loss_cls: 0.0442, d0.dn_loss_bbox: 0.2744, d0.dn_loss_iou: 0.3822, d1.dn_loss_cls: 0.0222, d1.dn_loss_bbox: 0.1989, d1.dn_loss_iou: 0.2999, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1797, d2.dn_loss_iou: 0.2765, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1757, d3.dn_loss_iou: 0.2716, d4.dn_loss_cls: 0.0141, d4.dn_loss_bbox: 0.1740, d4.dn_loss_iou: 0.2690, loss: 7.6691 2024-05-21 03:18:53,379 - mmdet - INFO - Epoch [23][700/3665] lr: 2.000e-04, eta: 20:43:40, time: 1.477, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1983, interm_loss_bbox: 0.1571, interm_loss_iou: 0.3642, loss_cls: 0.1610, loss_bbox: 0.1345, loss_iou: 0.3262, d0.loss_cls: 0.2146, d0.loss_bbox: 0.1383, d0.loss_iou: 0.3334, d1.loss_cls: 0.1809, d1.loss_bbox: 0.1371, d1.loss_iou: 0.3295, d2.loss_cls: 0.1696, d2.loss_bbox: 0.1348, d2.loss_iou: 0.3273, d3.loss_cls: 0.1640, d3.loss_bbox: 0.1345, d3.loss_iou: 0.3272, d4.loss_cls: 0.1628, d4.loss_bbox: 0.1339, d4.loss_iou: 0.3262, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1766, dn_loss_iou: 0.2632, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2892, d0.dn_loss_iou: 0.3849, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.2035, d1.dn_loss_iou: 0.2955, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1832, d2.dn_loss_iou: 0.2715, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1785, d3.dn_loss_iou: 0.2660, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1765, d4.dn_loss_iou: 0.2631, loss: 7.6377 2024-05-21 03:20:07,467 - mmdet - INFO - Epoch [23][750/3665] lr: 2.000e-04, eta: 20:42:27, time: 1.482, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1939, interm_loss_bbox: 0.1574, interm_loss_iou: 0.3545, loss_cls: 0.1540, loss_bbox: 0.1378, loss_iou: 0.3190, d0.loss_cls: 0.2075, d0.loss_bbox: 0.1403, d0.loss_iou: 0.3251, d1.loss_cls: 0.1743, d1.loss_bbox: 0.1401, d1.loss_iou: 0.3229, d2.loss_cls: 0.1639, d2.loss_bbox: 0.1375, d2.loss_iou: 0.3195, d3.loss_cls: 0.1581, d3.loss_bbox: 0.1369, d3.loss_iou: 0.3191, d4.loss_cls: 0.1559, d4.loss_bbox: 0.1371, d4.loss_iou: 0.3184, dn_loss_cls: 0.0129, dn_loss_bbox: 0.1806, dn_loss_iou: 0.2660, d0.dn_loss_cls: 0.0442, d0.dn_loss_bbox: 0.2889, d0.dn_loss_iou: 0.3851, d1.dn_loss_cls: 0.0217, d1.dn_loss_bbox: 0.2074, d1.dn_loss_iou: 0.2979, d2.dn_loss_cls: 0.0166, d2.dn_loss_bbox: 0.1859, d2.dn_loss_iou: 0.2733, d3.dn_loss_cls: 0.0140, d3.dn_loss_bbox: 0.1821, d3.dn_loss_iou: 0.2685, d4.dn_loss_cls: 0.0133, d4.dn_loss_bbox: 0.1805, d4.dn_loss_iou: 0.2659, loss: 7.5779 2024-05-21 03:21:20,454 - mmdet - INFO - Epoch [23][800/3665] lr: 2.000e-04, eta: 20:41:13, time: 1.460, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1978, interm_loss_bbox: 0.1629, interm_loss_iou: 0.3646, loss_cls: 0.1575, loss_bbox: 0.1419, loss_iou: 0.3278, d0.loss_cls: 0.2113, d0.loss_bbox: 0.1457, d0.loss_iou: 0.3352, d1.loss_cls: 0.1764, d1.loss_bbox: 0.1456, d1.loss_iou: 0.3341, d2.loss_cls: 0.1655, d2.loss_bbox: 0.1426, d2.loss_iou: 0.3294, d3.loss_cls: 0.1603, d3.loss_bbox: 0.1425, d3.loss_iou: 0.3284, d4.loss_cls: 0.1577, d4.loss_bbox: 0.1423, d4.loss_iou: 0.3283, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1852, dn_loss_iou: 0.2694, d0.dn_loss_cls: 0.0454, d0.dn_loss_bbox: 0.3008, d0.dn_loss_iou: 0.3905, d1.dn_loss_cls: 0.0224, d1.dn_loss_bbox: 0.2116, d1.dn_loss_iou: 0.3000, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1906, d2.dn_loss_iou: 0.2764, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1866, d3.dn_loss_iou: 0.2717, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1852, d4.dn_loss_iou: 0.2693, loss: 7.7642 2024-05-21 03:22:32,099 - mmdet - INFO - Epoch [23][850/3665] lr: 2.000e-04, eta: 20:39:58, time: 1.433, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2000, interm_loss_bbox: 0.1576, interm_loss_iou: 0.3666, loss_cls: 0.1643, loss_bbox: 0.1362, loss_iou: 0.3313, d0.loss_cls: 0.2117, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3410, d1.loss_cls: 0.1810, d1.loss_bbox: 0.1404, d1.loss_iou: 0.3390, d2.loss_cls: 0.1721, d2.loss_bbox: 0.1370, d2.loss_iou: 0.3333, d3.loss_cls: 0.1681, d3.loss_bbox: 0.1360, d3.loss_iou: 0.3311, d4.loss_cls: 0.1651, d4.loss_bbox: 0.1363, d4.loss_iou: 0.3318, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1841, dn_loss_iou: 0.2751, d0.dn_loss_cls: 0.0455, d0.dn_loss_bbox: 0.2897, d0.dn_loss_iou: 0.3936, d1.dn_loss_cls: 0.0230, d1.dn_loss_bbox: 0.2094, d1.dn_loss_iou: 0.3065, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1894, d2.dn_loss_iou: 0.2825, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1858, d3.dn_loss_iou: 0.2778, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1840, d4.dn_loss_iou: 0.2750, loss: 7.8068 2024-05-21 03:23:45,800 - mmdet - INFO - Epoch [23][900/3665] lr: 2.000e-04, eta: 20:38:44, time: 1.474, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1950, interm_loss_bbox: 0.1562, interm_loss_iou: 0.3606, loss_cls: 0.1574, loss_bbox: 0.1328, loss_iou: 0.3231, d0.loss_cls: 0.2085, d0.loss_bbox: 0.1377, d0.loss_iou: 0.3316, d1.loss_cls: 0.1748, d1.loss_bbox: 0.1365, d1.loss_iou: 0.3289, d2.loss_cls: 0.1663, d2.loss_bbox: 0.1332, d2.loss_iou: 0.3246, d3.loss_cls: 0.1622, d3.loss_bbox: 0.1318, d3.loss_iou: 0.3228, d4.loss_cls: 0.1591, d4.loss_bbox: 0.1325, d4.loss_iou: 0.3231, dn_loss_cls: 0.0139, dn_loss_bbox: 0.1775, dn_loss_iou: 0.2668, d0.dn_loss_cls: 0.0448, d0.dn_loss_bbox: 0.2884, d0.dn_loss_iou: 0.3854, d1.dn_loss_cls: 0.0224, d1.dn_loss_bbox: 0.2047, d1.dn_loss_iou: 0.2976, d2.dn_loss_cls: 0.0172, d2.dn_loss_bbox: 0.1833, d2.dn_loss_iou: 0.2743, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1794, d3.dn_loss_iou: 0.2693, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1775, d4.dn_loss_iou: 0.2666, loss: 7.5971 2024-05-21 03:24:57,551 - mmdet - INFO - Epoch [23][950/3665] lr: 2.000e-04, eta: 20:37:29, time: 1.435, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1989, interm_loss_bbox: 0.1522, interm_loss_iou: 0.3654, loss_cls: 0.1604, loss_bbox: 0.1323, loss_iou: 0.3339, d0.loss_cls: 0.2128, d0.loss_bbox: 0.1347, d0.loss_iou: 0.3388, d1.loss_cls: 0.1776, d1.loss_bbox: 0.1352, d1.loss_iou: 0.3400, d2.loss_cls: 0.1691, d2.loss_bbox: 0.1325, d2.loss_iou: 0.3348, d3.loss_cls: 0.1639, d3.loss_bbox: 0.1326, d3.loss_iou: 0.3337, d4.loss_cls: 0.1619, d4.loss_bbox: 0.1320, d4.loss_iou: 0.3334, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1728, dn_loss_iou: 0.2702, d0.dn_loss_cls: 0.0446, d0.dn_loss_bbox: 0.2776, d0.dn_loss_iou: 0.3868, d1.dn_loss_cls: 0.0224, d1.dn_loss_bbox: 0.1981, d1.dn_loss_iou: 0.3010, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1783, d2.dn_loss_iou: 0.2779, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1743, d3.dn_loss_iou: 0.2728, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1728, d4.dn_loss_iou: 0.2701, loss: 7.6568 2024-05-21 03:26:11,592 - mmdet - INFO - Epoch [23][1000/3665] lr: 2.000e-04, eta: 20:36:16, time: 1.481, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1999, interm_loss_bbox: 0.1580, interm_loss_iou: 0.3664, loss_cls: 0.1620, loss_bbox: 0.1361, loss_iou: 0.3296, d0.loss_cls: 0.2131, d0.loss_bbox: 0.1401, d0.loss_iou: 0.3352, d1.loss_cls: 0.1785, d1.loss_bbox: 0.1398, d1.loss_iou: 0.3361, d2.loss_cls: 0.1690, d2.loss_bbox: 0.1379, d2.loss_iou: 0.3320, d3.loss_cls: 0.1646, d3.loss_bbox: 0.1362, d3.loss_iou: 0.3303, d4.loss_cls: 0.1629, d4.loss_bbox: 0.1360, d4.loss_iou: 0.3294, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1752, dn_loss_iou: 0.2677, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2853, d0.dn_loss_iou: 0.3894, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.2026, d1.dn_loss_iou: 0.3001, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1811, d2.dn_loss_iou: 0.2757, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1771, d3.dn_loss_iou: 0.2705, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1752, d4.dn_loss_iou: 0.2675, loss: 7.6902 2024-05-21 03:27:23,213 - mmdet - INFO - Epoch [23][1050/3665] lr: 2.000e-04, eta: 20:35:01, time: 1.432, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2027, interm_loss_bbox: 0.1605, interm_loss_iou: 0.3699, loss_cls: 0.1655, loss_bbox: 0.1386, loss_iou: 0.3339, d0.loss_cls: 0.2168, d0.loss_bbox: 0.1412, d0.loss_iou: 0.3393, d1.loss_cls: 0.1831, d1.loss_bbox: 0.1412, d1.loss_iou: 0.3400, d2.loss_cls: 0.1727, d2.loss_bbox: 0.1403, d2.loss_iou: 0.3362, d3.loss_cls: 0.1683, d3.loss_bbox: 0.1387, d3.loss_iou: 0.3346, d4.loss_cls: 0.1665, d4.loss_bbox: 0.1386, d4.loss_iou: 0.3340, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1809, dn_loss_iou: 0.2748, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2861, d0.dn_loss_iou: 0.3919, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2060, d1.dn_loss_iou: 0.3055, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1862, d2.dn_loss_iou: 0.2822, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1823, d3.dn_loss_iou: 0.2772, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1809, d4.dn_loss_iou: 0.2747, loss: 7.8246 2024-05-21 03:28:37,055 - mmdet - INFO - Epoch [23][1100/3665] lr: 2.000e-04, eta: 20:33:47, time: 1.477, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1974, interm_loss_bbox: 0.1538, interm_loss_iou: 0.3751, loss_cls: 0.1598, loss_bbox: 0.1339, loss_iou: 0.3400, d0.loss_cls: 0.2095, d0.loss_bbox: 0.1362, d0.loss_iou: 0.3451, d1.loss_cls: 0.1783, d1.loss_bbox: 0.1355, d1.loss_iou: 0.3432, d2.loss_cls: 0.1676, d2.loss_bbox: 0.1342, d2.loss_iou: 0.3409, d3.loss_cls: 0.1621, d3.loss_bbox: 0.1345, d3.loss_iou: 0.3417, d4.loss_cls: 0.1607, d4.loss_bbox: 0.1339, d4.loss_iou: 0.3399, dn_loss_cls: 0.0143, dn_loss_bbox: 0.1722, dn_loss_iou: 0.2741, d0.dn_loss_cls: 0.0436, d0.dn_loss_bbox: 0.2727, d0.dn_loss_iou: 0.3891, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.1969, d1.dn_loss_iou: 0.3045, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1775, d2.dn_loss_iou: 0.2813, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1738, d3.dn_loss_iou: 0.2766, d4.dn_loss_cls: 0.0145, d4.dn_loss_bbox: 0.1721, d4.dn_loss_iou: 0.2740, loss: 7.7156 2024-05-21 03:29:59,976 - mmdet - INFO - Epoch [23][1150/3665] lr: 2.000e-04, eta: 20:32:39, time: 1.658, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1977, interm_loss_bbox: 0.1595, interm_loss_iou: 0.3605, loss_cls: 0.1623, loss_bbox: 0.1366, loss_iou: 0.3254, d0.loss_cls: 0.2116, d0.loss_bbox: 0.1402, d0.loss_iou: 0.3310, d1.loss_cls: 0.1804, d1.loss_bbox: 0.1385, d1.loss_iou: 0.3283, d2.loss_cls: 0.1691, d2.loss_bbox: 0.1387, d2.loss_iou: 0.3275, d3.loss_cls: 0.1649, d3.loss_bbox: 0.1373, d3.loss_iou: 0.3268, d4.loss_cls: 0.1621, d4.loss_bbox: 0.1377, d4.loss_iou: 0.3266, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1837, dn_loss_iou: 0.2705, d0.dn_loss_cls: 0.0454, d0.dn_loss_bbox: 0.2875, d0.dn_loss_iou: 0.3863, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.2070, d1.dn_loss_iou: 0.3003, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1885, d2.dn_loss_iou: 0.2772, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1849, d3.dn_loss_iou: 0.2726, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1836, d4.dn_loss_iou: 0.2704, loss: 7.7081 2024-05-21 03:31:12,048 - mmdet - INFO - Epoch [23][1200/3665] lr: 2.000e-04, eta: 20:31:24, time: 1.441, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1972, interm_loss_bbox: 0.1597, interm_loss_iou: 0.3628, loss_cls: 0.1572, loss_bbox: 0.1360, loss_iou: 0.3255, d0.loss_cls: 0.2101, d0.loss_bbox: 0.1391, d0.loss_iou: 0.3308, d1.loss_cls: 0.1755, d1.loss_bbox: 0.1391, d1.loss_iou: 0.3316, d2.loss_cls: 0.1649, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3274, d3.loss_cls: 0.1595, d3.loss_bbox: 0.1362, d3.loss_iou: 0.3274, d4.loss_cls: 0.1582, d4.loss_bbox: 0.1360, d4.loss_iou: 0.3251, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1784, dn_loss_iou: 0.2673, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2847, d0.dn_loss_iou: 0.3819, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.2044, d1.dn_loss_iou: 0.2977, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1844, d2.dn_loss_iou: 0.2745, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1805, d3.dn_loss_iou: 0.2698, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1784, d4.dn_loss_iou: 0.2672, loss: 7.6340 2024-05-21 03:32:27,565 - mmdet - INFO - Epoch [23][1250/3665] lr: 2.000e-04, eta: 20:30:11, time: 1.511, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2031, interm_loss_bbox: 0.1596, interm_loss_iou: 0.3660, loss_cls: 0.1640, loss_bbox: 0.1378, loss_iou: 0.3303, d0.loss_cls: 0.2139, d0.loss_bbox: 0.1422, d0.loss_iou: 0.3358, d1.loss_cls: 0.1808, d1.loss_bbox: 0.1415, d1.loss_iou: 0.3366, d2.loss_cls: 0.1720, d2.loss_bbox: 0.1392, d2.loss_iou: 0.3312, d3.loss_cls: 0.1663, d3.loss_bbox: 0.1385, d3.loss_iou: 0.3318, d4.loss_cls: 0.1647, d4.loss_bbox: 0.1379, d4.loss_iou: 0.3304, dn_loss_cls: 0.0143, dn_loss_bbox: 0.1772, dn_loss_iou: 0.2703, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2844, d0.dn_loss_iou: 0.3892, d1.dn_loss_cls: 0.0226, d1.dn_loss_bbox: 0.2031, d1.dn_loss_iou: 0.3015, d2.dn_loss_cls: 0.0177, d2.dn_loss_bbox: 0.1828, d2.dn_loss_iou: 0.2776, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1788, d3.dn_loss_iou: 0.2728, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1771, d4.dn_loss_iou: 0.2702, loss: 7.7390 2024-05-21 03:33:43,129 - mmdet - INFO - Epoch [23][1300/3665] lr: 2.000e-04, eta: 20:28:59, time: 1.511, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1973, interm_loss_bbox: 0.1534, interm_loss_iou: 0.3725, loss_cls: 0.1636, loss_bbox: 0.1304, loss_iou: 0.3331, d0.loss_cls: 0.2105, d0.loss_bbox: 0.1353, d0.loss_iou: 0.3407, d1.loss_cls: 0.1782, d1.loss_bbox: 0.1352, d1.loss_iou: 0.3404, d2.loss_cls: 0.1710, d2.loss_bbox: 0.1318, d2.loss_iou: 0.3345, d3.loss_cls: 0.1664, d3.loss_bbox: 0.1310, d3.loss_iou: 0.3333, d4.loss_cls: 0.1645, d4.loss_bbox: 0.1305, d4.loss_iou: 0.3329, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1689, dn_loss_iou: 0.2683, d0.dn_loss_cls: 0.0447, d0.dn_loss_bbox: 0.2733, d0.dn_loss_iou: 0.3868, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.1948, d1.dn_loss_iou: 0.3004, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1748, d2.dn_loss_iou: 0.2760, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1708, d3.dn_loss_iou: 0.2709, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1689, d4.dn_loss_iou: 0.2683, loss: 7.6368 2024-05-21 03:34:58,338 - mmdet - INFO - Epoch [23][1350/3665] lr: 2.000e-04, eta: 20:27:46, time: 1.504, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1965, interm_loss_bbox: 0.1563, interm_loss_iou: 0.3629, loss_cls: 0.1555, loss_bbox: 0.1359, loss_iou: 0.3290, d0.loss_cls: 0.2072, d0.loss_bbox: 0.1390, d0.loss_iou: 0.3348, d1.loss_cls: 0.1731, d1.loss_bbox: 0.1388, d1.loss_iou: 0.3335, d2.loss_cls: 0.1638, d2.loss_bbox: 0.1362, d2.loss_iou: 0.3297, d3.loss_cls: 0.1594, d3.loss_bbox: 0.1352, d3.loss_iou: 0.3289, d4.loss_cls: 0.1567, d4.loss_bbox: 0.1353, d4.loss_iou: 0.3286, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1748, dn_loss_iou: 0.2702, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2855, d0.dn_loss_iou: 0.3921, d1.dn_loss_cls: 0.0230, d1.dn_loss_bbox: 0.2021, d1.dn_loss_iou: 0.3026, d2.dn_loss_cls: 0.0177, d2.dn_loss_bbox: 0.1804, d2.dn_loss_iou: 0.2777, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1765, d3.dn_loss_iou: 0.2729, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1748, d4.dn_loss_iou: 0.2700, loss: 7.6467 2024-05-21 03:36:12,361 - mmdet - INFO - Epoch [23][1400/3665] lr: 2.000e-04, eta: 20:26:32, time: 1.480, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2028, interm_loss_bbox: 0.1596, interm_loss_iou: 0.3760, loss_cls: 0.1653, loss_bbox: 0.1371, loss_iou: 0.3391, d0.loss_cls: 0.2148, d0.loss_bbox: 0.1421, d0.loss_iou: 0.3469, d1.loss_cls: 0.1796, d1.loss_bbox: 0.1429, d1.loss_iou: 0.3472, d2.loss_cls: 0.1710, d2.loss_bbox: 0.1393, d2.loss_iou: 0.3422, d3.loss_cls: 0.1681, d3.loss_bbox: 0.1375, d3.loss_iou: 0.3400, d4.loss_cls: 0.1664, d4.loss_bbox: 0.1369, d4.loss_iou: 0.3387, dn_loss_cls: 0.0134, dn_loss_bbox: 0.1827, dn_loss_iou: 0.2693, d0.dn_loss_cls: 0.0434, d0.dn_loss_bbox: 0.2927, d0.dn_loss_iou: 0.3868, d1.dn_loss_cls: 0.0219, d1.dn_loss_bbox: 0.2101, d1.dn_loss_iou: 0.3000, d2.dn_loss_cls: 0.0168, d2.dn_loss_bbox: 0.1889, d2.dn_loss_iou: 0.2770, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1844, d3.dn_loss_iou: 0.2718, d4.dn_loss_cls: 0.0138, d4.dn_loss_bbox: 0.1826, d4.dn_loss_iou: 0.2692, loss: 7.8329 2024-05-21 03:37:25,775 - mmdet - INFO - Epoch [23][1450/3665] lr: 2.000e-04, eta: 20:25:19, time: 1.468, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2072, interm_loss_bbox: 0.1584, interm_loss_iou: 0.3750, loss_cls: 0.1698, loss_bbox: 0.1360, loss_iou: 0.3395, d0.loss_cls: 0.2209, d0.loss_bbox: 0.1382, d0.loss_iou: 0.3434, d1.loss_cls: 0.1871, d1.loss_bbox: 0.1400, d1.loss_iou: 0.3453, d2.loss_cls: 0.1771, d2.loss_bbox: 0.1377, d2.loss_iou: 0.3413, d3.loss_cls: 0.1733, d3.loss_bbox: 0.1361, d3.loss_iou: 0.3398, d4.loss_cls: 0.1707, d4.loss_bbox: 0.1364, d4.loss_iou: 0.3398, dn_loss_cls: 0.0154, dn_loss_bbox: 0.1770, dn_loss_iou: 0.2776, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2842, d0.dn_loss_iou: 0.3973, d1.dn_loss_cls: 0.0240, d1.dn_loss_bbox: 0.2026, d1.dn_loss_iou: 0.3090, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1823, d2.dn_loss_iou: 0.2853, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1785, d3.dn_loss_iou: 0.2800, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1770, d4.dn_loss_iou: 0.2774, loss: 7.8774 2024-05-21 03:38:39,361 - mmdet - INFO - Epoch [23][1500/3665] lr: 2.000e-04, eta: 20:24:05, time: 1.472, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2053, interm_loss_bbox: 0.1541, interm_loss_iou: 0.3754, loss_cls: 0.1681, loss_bbox: 0.1331, loss_iou: 0.3397, d0.loss_cls: 0.2233, d0.loss_bbox: 0.1382, d0.loss_iou: 0.3452, d1.loss_cls: 0.1878, d1.loss_bbox: 0.1382, d1.loss_iou: 0.3468, d2.loss_cls: 0.1752, d2.loss_bbox: 0.1354, d2.loss_iou: 0.3434, d3.loss_cls: 0.1724, d3.loss_bbox: 0.1334, d3.loss_iou: 0.3396, d4.loss_cls: 0.1693, d4.loss_bbox: 0.1333, d4.loss_iou: 0.3396, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1741, dn_loss_iou: 0.2747, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2777, d0.dn_loss_iou: 0.3921, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.2011, d1.dn_loss_iou: 0.3068, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1801, d2.dn_loss_iou: 0.2826, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1759, d3.dn_loss_iou: 0.2776, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1741, d4.dn_loss_iou: 0.2747, loss: 7.8163 2024-05-21 03:39:51,345 - mmdet - INFO - Epoch [23][1550/3665] lr: 2.000e-04, eta: 20:22:50, time: 1.440, data_time: 0.014, memory: 41053, interm_loss_cls: 0.2048, interm_loss_bbox: 0.1582, interm_loss_iou: 0.3744, loss_cls: 0.1680, loss_bbox: 0.1347, loss_iou: 0.3340, d0.loss_cls: 0.2182, d0.loss_bbox: 0.1402, d0.loss_iou: 0.3431, d1.loss_cls: 0.1845, d1.loss_bbox: 0.1405, d1.loss_iou: 0.3420, d2.loss_cls: 0.1753, d2.loss_bbox: 0.1366, d2.loss_iou: 0.3369, d3.loss_cls: 0.1705, d3.loss_bbox: 0.1355, d3.loss_iou: 0.3355, d4.loss_cls: 0.1686, d4.loss_bbox: 0.1349, d4.loss_iou: 0.3345, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1776, dn_loss_iou: 0.2728, d0.dn_loss_cls: 0.0458, d0.dn_loss_bbox: 0.2813, d0.dn_loss_iou: 0.3912, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.2040, d1.dn_loss_iou: 0.3050, d2.dn_loss_cls: 0.0188, d2.dn_loss_bbox: 0.1831, d2.dn_loss_iou: 0.2803, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1791, d3.dn_loss_iou: 0.2753, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1776, d4.dn_loss_iou: 0.2727, loss: 7.8064 2024-05-21 03:41:05,248 - mmdet - INFO - Epoch [23][1600/3665] lr: 2.000e-04, eta: 20:21:36, time: 1.478, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1980, interm_loss_bbox: 0.1535, interm_loss_iou: 0.3683, loss_cls: 0.1603, loss_bbox: 0.1343, loss_iou: 0.3344, d0.loss_cls: 0.2096, d0.loss_bbox: 0.1385, d0.loss_iou: 0.3406, d1.loss_cls: 0.1773, d1.loss_bbox: 0.1380, d1.loss_iou: 0.3408, d2.loss_cls: 0.1680, d2.loss_bbox: 0.1349, d2.loss_iou: 0.3358, d3.loss_cls: 0.1634, d3.loss_bbox: 0.1344, d3.loss_iou: 0.3350, d4.loss_cls: 0.1617, d4.loss_bbox: 0.1340, d4.loss_iou: 0.3338, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1815, dn_loss_iou: 0.2719, d0.dn_loss_cls: 0.0449, d0.dn_loss_bbox: 0.2918, d0.dn_loss_iou: 0.3909, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.2081, d1.dn_loss_iou: 0.3031, d2.dn_loss_cls: 0.0177, d2.dn_loss_bbox: 0.1870, d2.dn_loss_iou: 0.2790, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1829, d3.dn_loss_iou: 0.2743, d4.dn_loss_cls: 0.0145, d4.dn_loss_bbox: 0.1815, d4.dn_loss_iou: 0.2717, loss: 7.7477 2024-05-21 03:42:17,131 - mmdet - INFO - Epoch [23][1650/3665] lr: 2.000e-04, eta: 20:20:22, time: 1.438, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1991, interm_loss_bbox: 0.1577, interm_loss_iou: 0.3670, loss_cls: 0.1621, loss_bbox: 0.1349, loss_iou: 0.3301, d0.loss_cls: 0.2146, d0.loss_bbox: 0.1399, d0.loss_iou: 0.3390, d1.loss_cls: 0.1865, d1.loss_bbox: 0.1384, d1.loss_iou: 0.3359, d2.loss_cls: 0.1722, d2.loss_bbox: 0.1355, d2.loss_iou: 0.3316, d3.loss_cls: 0.1660, d3.loss_bbox: 0.1347, d3.loss_iou: 0.3308, d4.loss_cls: 0.1636, d4.loss_bbox: 0.1343, d4.loss_iou: 0.3297, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1754, dn_loss_iou: 0.2735, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2868, d0.dn_loss_iou: 0.4001, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.2028, d1.dn_loss_iou: 0.3070, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1817, d2.dn_loss_iou: 0.2817, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1772, d3.dn_loss_iou: 0.2762, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1753, d4.dn_loss_iou: 0.2734, loss: 7.7463 2024-05-21 03:43:40,014 - mmdet - INFO - Epoch [23][1700/3665] lr: 2.000e-04, eta: 20:19:13, time: 1.658, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2025, interm_loss_bbox: 0.1602, interm_loss_iou: 0.3666, loss_cls: 0.1641, loss_bbox: 0.1360, loss_iou: 0.3280, d0.loss_cls: 0.2144, d0.loss_bbox: 0.1411, d0.loss_iou: 0.3360, d1.loss_cls: 0.1876, d1.loss_bbox: 0.1379, d1.loss_iou: 0.3321, d2.loss_cls: 0.1731, d2.loss_bbox: 0.1367, d2.loss_iou: 0.3302, d3.loss_cls: 0.1678, d3.loss_bbox: 0.1357, d3.loss_iou: 0.3291, d4.loss_cls: 0.1655, d4.loss_bbox: 0.1359, d4.loss_iou: 0.3277, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1809, dn_loss_iou: 0.2727, d0.dn_loss_cls: 0.0466, d0.dn_loss_bbox: 0.2929, d0.dn_loss_iou: 0.3954, d1.dn_loss_cls: 0.0247, d1.dn_loss_bbox: 0.2090, d1.dn_loss_iou: 0.3057, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1869, d2.dn_loss_iou: 0.2805, d3.dn_loss_cls: 0.0170, d3.dn_loss_bbox: 0.1826, d3.dn_loss_iou: 0.2755, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1809, d4.dn_loss_iou: 0.2727, loss: 7.7831 2024-05-21 03:44:53,519 - mmdet - INFO - Epoch [23][1750/3665] lr: 2.000e-04, eta: 20:17:59, time: 1.470, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2027, interm_loss_bbox: 0.1518, interm_loss_iou: 0.3660, loss_cls: 0.1663, loss_bbox: 0.1296, loss_iou: 0.3275, d0.loss_cls: 0.2220, d0.loss_bbox: 0.1331, d0.loss_iou: 0.3366, d1.loss_cls: 0.1909, d1.loss_bbox: 0.1332, d1.loss_iou: 0.3340, d2.loss_cls: 0.1741, d2.loss_bbox: 0.1315, d2.loss_iou: 0.3302, d3.loss_cls: 0.1696, d3.loss_bbox: 0.1295, d3.loss_iou: 0.3277, d4.loss_cls: 0.1672, d4.loss_bbox: 0.1296, d4.loss_iou: 0.3271, dn_loss_cls: 0.0179, dn_loss_bbox: 0.1807, dn_loss_iou: 0.2753, d0.dn_loss_cls: 0.0476, d0.dn_loss_bbox: 0.2885, d0.dn_loss_iou: 0.3946, d1.dn_loss_cls: 0.0256, d1.dn_loss_bbox: 0.2076, d1.dn_loss_iou: 0.3088, d2.dn_loss_cls: 0.0205, d2.dn_loss_bbox: 0.1860, d2.dn_loss_iou: 0.2833, d3.dn_loss_cls: 0.0188, d3.dn_loss_bbox: 0.1821, d3.dn_loss_iou: 0.2779, d4.dn_loss_cls: 0.0183, d4.dn_loss_bbox: 0.1806, d4.dn_loss_iou: 0.2750, loss: 7.7695 2024-05-21 03:46:04,705 - mmdet - INFO - Epoch [23][1800/3665] lr: 2.000e-04, eta: 20:16:44, time: 1.424, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2042, interm_loss_bbox: 0.1604, interm_loss_iou: 0.3638, loss_cls: 0.1668, loss_bbox: 0.1392, loss_iou: 0.3314, d0.loss_cls: 0.2189, d0.loss_bbox: 0.1432, d0.loss_iou: 0.3369, d1.loss_cls: 0.1872, d1.loss_bbox: 0.1424, d1.loss_iou: 0.3357, d2.loss_cls: 0.1750, d2.loss_bbox: 0.1405, d2.loss_iou: 0.3333, d3.loss_cls: 0.1697, d3.loss_bbox: 0.1399, d3.loss_iou: 0.3324, d4.loss_cls: 0.1676, d4.loss_bbox: 0.1396, d4.loss_iou: 0.3317, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1940, dn_loss_iou: 0.2790, d0.dn_loss_cls: 0.0464, d0.dn_loss_bbox: 0.3103, d0.dn_loss_iou: 0.4017, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2249, d1.dn_loss_iou: 0.3128, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.2008, d2.dn_loss_iou: 0.2872, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1961, d3.dn_loss_iou: 0.2819, d4.dn_loss_cls: 0.0169, d4.dn_loss_bbox: 0.1940, d4.dn_loss_iou: 0.2790, loss: 7.9623 2024-05-21 03:47:22,736 - mmdet - INFO - Epoch [23][1850/3665] lr: 2.000e-04, eta: 20:15:33, time: 1.561, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2046, interm_loss_bbox: 0.1540, interm_loss_iou: 0.3773, loss_cls: 0.1643, loss_bbox: 0.1333, loss_iou: 0.3444, d0.loss_cls: 0.2154, d0.loss_bbox: 0.1375, d0.loss_iou: 0.3523, d1.loss_cls: 0.1850, d1.loss_bbox: 0.1364, d1.loss_iou: 0.3491, d2.loss_cls: 0.1733, d2.loss_bbox: 0.1345, d2.loss_iou: 0.3461, d3.loss_cls: 0.1682, d3.loss_bbox: 0.1340, d3.loss_iou: 0.3448, d4.loss_cls: 0.1650, d4.loss_bbox: 0.1335, d4.loss_iou: 0.3445, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1753, dn_loss_iou: 0.2805, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2844, d0.dn_loss_iou: 0.4017, d1.dn_loss_cls: 0.0226, d1.dn_loss_bbox: 0.2026, d1.dn_loss_iou: 0.3133, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1812, d2.dn_loss_iou: 0.2883, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1770, d3.dn_loss_iou: 0.2832, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1753, d4.dn_loss_iou: 0.2803, loss: 7.8698 2024-05-21 03:48:38,060 - mmdet - INFO - Epoch [23][1900/3665] lr: 2.000e-04, eta: 20:14:20, time: 1.506, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2069, interm_loss_bbox: 0.1543, interm_loss_iou: 0.3771, loss_cls: 0.1701, loss_bbox: 0.1324, loss_iou: 0.3424, d0.loss_cls: 0.2209, d0.loss_bbox: 0.1369, d0.loss_iou: 0.3490, d1.loss_cls: 0.1889, d1.loss_bbox: 0.1364, d1.loss_iou: 0.3479, d2.loss_cls: 0.1778, d2.loss_bbox: 0.1344, d2.loss_iou: 0.3444, d3.loss_cls: 0.1738, d3.loss_bbox: 0.1324, d3.loss_iou: 0.3429, d4.loss_cls: 0.1718, d4.loss_bbox: 0.1322, d4.loss_iou: 0.3420, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1794, dn_loss_iou: 0.2807, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2859, d0.dn_loss_iou: 0.3978, d1.dn_loss_cls: 0.0231, d1.dn_loss_bbox: 0.2069, d1.dn_loss_iou: 0.3135, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1850, d2.dn_loss_iou: 0.2883, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1811, d3.dn_loss_iou: 0.2832, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1793, d4.dn_loss_iou: 0.2806, loss: 7.9070 2024-05-21 03:49:53,595 - mmdet - INFO - Epoch [23][1950/3665] lr: 2.000e-04, eta: 20:13:08, time: 1.511, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1973, interm_loss_bbox: 0.1512, interm_loss_iou: 0.3723, loss_cls: 0.1611, loss_bbox: 0.1306, loss_iou: 0.3375, d0.loss_cls: 0.2125, d0.loss_bbox: 0.1333, d0.loss_iou: 0.3431, d1.loss_cls: 0.1797, d1.loss_bbox: 0.1343, d1.loss_iou: 0.3438, d2.loss_cls: 0.1685, d2.loss_bbox: 0.1321, d2.loss_iou: 0.3399, d3.loss_cls: 0.1637, d3.loss_bbox: 0.1310, d3.loss_iou: 0.3391, d4.loss_cls: 0.1622, d4.loss_bbox: 0.1304, d4.loss_iou: 0.3375, dn_loss_cls: 0.0137, dn_loss_bbox: 0.1699, dn_loss_iou: 0.2738, d0.dn_loss_cls: 0.0442, d0.dn_loss_bbox: 0.2694, d0.dn_loss_iou: 0.3872, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.1948, d1.dn_loss_iou: 0.3049, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1750, d2.dn_loss_iou: 0.2810, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1715, d3.dn_loss_iou: 0.2763, d4.dn_loss_cls: 0.0141, d4.dn_loss_bbox: 0.1699, d4.dn_loss_iou: 0.2737, loss: 7.6752 2024-05-21 03:51:05,487 - mmdet - INFO - Epoch [23][2000/3665] lr: 2.000e-04, eta: 20:11:53, time: 1.438, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1988, interm_loss_bbox: 0.1572, interm_loss_iou: 0.3711, loss_cls: 0.1622, loss_bbox: 0.1351, loss_iou: 0.3367, d0.loss_cls: 0.2103, d0.loss_bbox: 0.1419, d0.loss_iou: 0.3459, d1.loss_cls: 0.1807, d1.loss_bbox: 0.1403, d1.loss_iou: 0.3433, d2.loss_cls: 0.1696, d2.loss_bbox: 0.1369, d2.loss_iou: 0.3392, d3.loss_cls: 0.1650, d3.loss_bbox: 0.1358, d3.loss_iou: 0.3386, d4.loss_cls: 0.1637, d4.loss_bbox: 0.1344, d4.loss_iou: 0.3364, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1839, dn_loss_iou: 0.2766, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2903, d0.dn_loss_iou: 0.3947, d1.dn_loss_cls: 0.0230, d1.dn_loss_bbox: 0.2099, d1.dn_loss_iou: 0.3089, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1888, d2.dn_loss_iou: 0.2842, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1854, d3.dn_loss_iou: 0.2792, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1839, d4.dn_loss_iou: 0.2765, loss: 7.8379 2024-05-21 03:52:20,482 - mmdet - INFO - Epoch [23][2050/3665] lr: 2.000e-04, eta: 20:10:40, time: 1.500, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2022, interm_loss_bbox: 0.1603, interm_loss_iou: 0.3639, loss_cls: 0.1633, loss_bbox: 0.1374, loss_iou: 0.3291, d0.loss_cls: 0.2144, d0.loss_bbox: 0.1433, d0.loss_iou: 0.3368, d1.loss_cls: 0.1802, d1.loss_bbox: 0.1429, d1.loss_iou: 0.3361, d2.loss_cls: 0.1701, d2.loss_bbox: 0.1395, d2.loss_iou: 0.3316, d3.loss_cls: 0.1655, d3.loss_bbox: 0.1384, d3.loss_iou: 0.3306, d4.loss_cls: 0.1647, d4.loss_bbox: 0.1374, d4.loss_iou: 0.3289, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1887, dn_loss_iou: 0.2694, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2986, d0.dn_loss_iou: 0.3843, d1.dn_loss_cls: 0.0231, d1.dn_loss_bbox: 0.2156, d1.dn_loss_iou: 0.2996, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1946, d2.dn_loss_iou: 0.2768, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1903, d3.dn_loss_iou: 0.2719, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1886, d4.dn_loss_iou: 0.2693, loss: 7.7958 2024-05-21 03:53:32,566 - mmdet - INFO - Epoch [23][2100/3665] lr: 2.000e-04, eta: 20:09:25, time: 1.441, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2008, interm_loss_bbox: 0.1653, interm_loss_iou: 0.3633, loss_cls: 0.1656, loss_bbox: 0.1396, loss_iou: 0.3218, d0.loss_cls: 0.2120, d0.loss_bbox: 0.1452, d0.loss_iou: 0.3315, d1.loss_cls: 0.1807, d1.loss_bbox: 0.1452, d1.loss_iou: 0.3294, d2.loss_cls: 0.1718, d2.loss_bbox: 0.1416, d2.loss_iou: 0.3259, d3.loss_cls: 0.1673, d3.loss_bbox: 0.1404, d3.loss_iou: 0.3236, d4.loss_cls: 0.1660, d4.loss_bbox: 0.1396, d4.loss_iou: 0.3223, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1874, dn_loss_iou: 0.2765, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2990, d0.dn_loss_iou: 0.3983, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2150, d1.dn_loss_iou: 0.3091, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1933, d2.dn_loss_iou: 0.2843, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1891, d3.dn_loss_iou: 0.2791, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1873, d4.dn_loss_iou: 0.2764, loss: 7.8252 2024-05-21 03:54:45,301 - mmdet - INFO - Epoch [23][2150/3665] lr: 2.000e-04, eta: 20:08:11, time: 1.455, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2014, interm_loss_bbox: 0.1568, interm_loss_iou: 0.3726, loss_cls: 0.1636, loss_bbox: 0.1360, loss_iou: 0.3371, d0.loss_cls: 0.2143, d0.loss_bbox: 0.1385, d0.loss_iou: 0.3424, d1.loss_cls: 0.1832, d1.loss_bbox: 0.1374, d1.loss_iou: 0.3420, d2.loss_cls: 0.1712, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3391, d3.loss_cls: 0.1660, d3.loss_bbox: 0.1362, d3.loss_iou: 0.3379, d4.loss_cls: 0.1643, d4.loss_bbox: 0.1360, d4.loss_iou: 0.3378, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1757, dn_loss_iou: 0.2763, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2800, d0.dn_loss_iou: 0.3951, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2009, d1.dn_loss_iou: 0.3077, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1809, d2.dn_loss_iou: 0.2835, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1772, d3.dn_loss_iou: 0.2787, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1757, d4.dn_loss_iou: 0.2762, loss: 7.7905 2024-05-21 03:56:01,477 - mmdet - INFO - Epoch [23][2200/3665] lr: 2.000e-04, eta: 20:06:58, time: 1.524, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1954, interm_loss_bbox: 0.1551, interm_loss_iou: 0.3653, loss_cls: 0.1577, loss_bbox: 0.1341, loss_iou: 0.3319, d0.loss_cls: 0.2096, d0.loss_bbox: 0.1354, d0.loss_iou: 0.3348, d1.loss_cls: 0.1774, d1.loss_bbox: 0.1354, d1.loss_iou: 0.3348, d2.loss_cls: 0.1661, d2.loss_bbox: 0.1341, d2.loss_iou: 0.3328, d3.loss_cls: 0.1614, d3.loss_bbox: 0.1334, d3.loss_iou: 0.3322, d4.loss_cls: 0.1587, d4.loss_bbox: 0.1339, d4.loss_iou: 0.3317, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1764, dn_loss_iou: 0.2672, d0.dn_loss_cls: 0.0442, d0.dn_loss_bbox: 0.2783, d0.dn_loss_iou: 0.3831, d1.dn_loss_cls: 0.0224, d1.dn_loss_bbox: 0.2016, d1.dn_loss_iou: 0.2971, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1819, d2.dn_loss_iou: 0.2741, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1780, d3.dn_loss_iou: 0.2697, d4.dn_loss_cls: 0.0145, d4.dn_loss_bbox: 0.1763, d4.dn_loss_iou: 0.2671, loss: 7.6297 2024-05-21 03:57:19,631 - mmdet - INFO - Epoch [23][2250/3665] lr: 2.000e-04, eta: 20:05:47, time: 1.563, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1976, interm_loss_bbox: 0.1587, interm_loss_iou: 0.3623, loss_cls: 0.1605, loss_bbox: 0.1338, loss_iou: 0.3243, d0.loss_cls: 0.2124, d0.loss_bbox: 0.1375, d0.loss_iou: 0.3308, d1.loss_cls: 0.1808, d1.loss_bbox: 0.1359, d1.loss_iou: 0.3292, d2.loss_cls: 0.1707, d2.loss_bbox: 0.1329, d2.loss_iou: 0.3239, d3.loss_cls: 0.1641, d3.loss_bbox: 0.1333, d3.loss_iou: 0.3240, d4.loss_cls: 0.1612, d4.loss_bbox: 0.1336, d4.loss_iou: 0.3245, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1797, dn_loss_iou: 0.2679, d0.dn_loss_cls: 0.0465, d0.dn_loss_bbox: 0.2935, d0.dn_loss_iou: 0.3882, d1.dn_loss_cls: 0.0237, d1.dn_loss_bbox: 0.2082, d1.dn_loss_iou: 0.3002, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1858, d2.dn_loss_iou: 0.2755, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1816, d3.dn_loss_iou: 0.2705, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1797, d4.dn_loss_iou: 0.2678, loss: 7.6656 2024-05-21 03:58:33,093 - mmdet - INFO - Epoch [23][2300/3665] lr: 2.000e-04, eta: 20:04:33, time: 1.469, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2015, interm_loss_bbox: 0.1556, interm_loss_iou: 0.3641, loss_cls: 0.1611, loss_bbox: 0.1354, loss_iou: 0.3303, d0.loss_cls: 0.2166, d0.loss_bbox: 0.1384, d0.loss_iou: 0.3352, d1.loss_cls: 0.1825, d1.loss_bbox: 0.1373, d1.loss_iou: 0.3331, d2.loss_cls: 0.1697, d2.loss_bbox: 0.1351, d2.loss_iou: 0.3311, d3.loss_cls: 0.1644, d3.loss_bbox: 0.1354, d3.loss_iou: 0.3305, d4.loss_cls: 0.1622, d4.loss_bbox: 0.1351, d4.loss_iou: 0.3299, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1810, dn_loss_iou: 0.2734, d0.dn_loss_cls: 0.0451, d0.dn_loss_bbox: 0.2825, d0.dn_loss_iou: 0.3882, d1.dn_loss_cls: 0.0226, d1.dn_loss_bbox: 0.2062, d1.dn_loss_iou: 0.3044, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1863, d2.dn_loss_iou: 0.2808, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1825, d3.dn_loss_iou: 0.2760, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1810, d4.dn_loss_iou: 0.2734, loss: 7.7285 2024-05-21 03:59:47,582 - mmdet - INFO - Epoch [23][2350/3665] lr: 2.000e-04, eta: 20:03:20, time: 1.490, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1984, interm_loss_bbox: 0.1541, interm_loss_iou: 0.3740, loss_cls: 0.1646, loss_bbox: 0.1312, loss_iou: 0.3362, d0.loss_cls: 0.2143, d0.loss_bbox: 0.1357, d0.loss_iou: 0.3431, d1.loss_cls: 0.1848, d1.loss_bbox: 0.1351, d1.loss_iou: 0.3412, d2.loss_cls: 0.1734, d2.loss_bbox: 0.1315, d2.loss_iou: 0.3374, d3.loss_cls: 0.1679, d3.loss_bbox: 0.1315, d3.loss_iou: 0.3365, d4.loss_cls: 0.1655, d4.loss_bbox: 0.1316, d4.loss_iou: 0.3366, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1788, dn_loss_iou: 0.2772, d0.dn_loss_cls: 0.0452, d0.dn_loss_bbox: 0.2821, d0.dn_loss_iou: 0.3943, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.2032, d1.dn_loss_iou: 0.3090, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1839, d2.dn_loss_iou: 0.2851, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1802, d3.dn_loss_iou: 0.2796, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1788, d4.dn_loss_iou: 0.2771, loss: 7.7857 2024-05-21 04:01:01,267 - mmdet - INFO - Epoch [23][2400/3665] lr: 2.000e-04, eta: 20:02:06, time: 1.474, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2057, interm_loss_bbox: 0.1596, interm_loss_iou: 0.3769, loss_cls: 0.1679, loss_bbox: 0.1372, loss_iou: 0.3394, d0.loss_cls: 0.2202, d0.loss_bbox: 0.1421, d0.loss_iou: 0.3471, d1.loss_cls: 0.1877, d1.loss_bbox: 0.1417, d1.loss_iou: 0.3455, d2.loss_cls: 0.1746, d2.loss_bbox: 0.1401, d2.loss_iou: 0.3438, d3.loss_cls: 0.1708, d3.loss_bbox: 0.1377, d3.loss_iou: 0.3411, d4.loss_cls: 0.1689, d4.loss_bbox: 0.1374, d4.loss_iou: 0.3397, dn_loss_cls: 0.0158, dn_loss_bbox: 0.1824, dn_loss_iou: 0.2871, d0.dn_loss_cls: 0.0472, d0.dn_loss_bbox: 0.2898, d0.dn_loss_iou: 0.4061, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2088, d1.dn_loss_iou: 0.3196, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.1882, d2.dn_loss_iou: 0.2948, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1842, d3.dn_loss_iou: 0.2900, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1824, d4.dn_loss_iou: 0.2868, loss: 7.9849 2024-05-21 04:02:16,820 - mmdet - INFO - Epoch [23][2450/3665] lr: 2.000e-04, eta: 20:00:54, time: 1.511, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1997, interm_loss_bbox: 0.1537, interm_loss_iou: 0.3723, loss_cls: 0.1636, loss_bbox: 0.1329, loss_iou: 0.3373, d0.loss_cls: 0.2120, d0.loss_bbox: 0.1374, d0.loss_iou: 0.3464, d1.loss_cls: 0.1830, d1.loss_bbox: 0.1360, d1.loss_iou: 0.3420, d2.loss_cls: 0.1707, d2.loss_bbox: 0.1350, d2.loss_iou: 0.3408, d3.loss_cls: 0.1656, d3.loss_bbox: 0.1345, d3.loss_iou: 0.3393, d4.loss_cls: 0.1651, d4.loss_bbox: 0.1329, d4.loss_iou: 0.3371, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1816, dn_loss_iou: 0.2704, d0.dn_loss_cls: 0.0454, d0.dn_loss_bbox: 0.2863, d0.dn_loss_iou: 0.3838, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2067, d1.dn_loss_iou: 0.3004, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1868, d2.dn_loss_iou: 0.2775, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1831, d3.dn_loss_iou: 0.2727, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1815, d4.dn_loss_iou: 0.2703, loss: 7.7718 2024-05-21 04:03:33,920 - mmdet - INFO - Epoch [23][2500/3665] lr: 2.000e-04, eta: 19:59:42, time: 1.542, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1982, interm_loss_bbox: 0.1578, interm_loss_iou: 0.3653, loss_cls: 0.1625, loss_bbox: 0.1357, loss_iou: 0.3296, d0.loss_cls: 0.2086, d0.loss_bbox: 0.1425, d0.loss_iou: 0.3413, d1.loss_cls: 0.1802, d1.loss_bbox: 0.1405, d1.loss_iou: 0.3365, d2.loss_cls: 0.1705, d2.loss_bbox: 0.1366, d2.loss_iou: 0.3317, d3.loss_cls: 0.1658, d3.loss_bbox: 0.1355, d3.loss_iou: 0.3303, d4.loss_cls: 0.1635, d4.loss_bbox: 0.1355, d4.loss_iou: 0.3293, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1873, dn_loss_iou: 0.2730, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2986, d0.dn_loss_iou: 0.3937, d1.dn_loss_cls: 0.0226, d1.dn_loss_bbox: 0.2155, d1.dn_loss_iou: 0.3058, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1935, d2.dn_loss_iou: 0.2811, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1892, d3.dn_loss_iou: 0.2756, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1872, d4.dn_loss_iou: 0.2728, loss: 7.7995 2024-05-21 04:04:47,192 - mmdet - INFO - Epoch [23][2550/3665] lr: 2.000e-04, eta: 19:58:28, time: 1.466, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2026, interm_loss_bbox: 0.1619, interm_loss_iou: 0.3698, loss_cls: 0.1649, loss_bbox: 0.1400, loss_iou: 0.3313, d0.loss_cls: 0.2167, d0.loss_bbox: 0.1477, d0.loss_iou: 0.3441, d1.loss_cls: 0.1878, d1.loss_bbox: 0.1437, d1.loss_iou: 0.3367, d2.loss_cls: 0.1728, d2.loss_bbox: 0.1418, d2.loss_iou: 0.3336, d3.loss_cls: 0.1683, d3.loss_bbox: 0.1403, d3.loss_iou: 0.3317, d4.loss_cls: 0.1657, d4.loss_bbox: 0.1404, d4.loss_iou: 0.3313, dn_loss_cls: 0.0137, dn_loss_bbox: 0.1839, dn_loss_iou: 0.2718, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2969, d0.dn_loss_iou: 0.3950, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.2108, d1.dn_loss_iou: 0.3032, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1895, d2.dn_loss_iou: 0.2793, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1852, d3.dn_loss_iou: 0.2742, d4.dn_loss_cls: 0.0140, d4.dn_loss_bbox: 0.1839, d4.dn_loss_iou: 0.2717, loss: 7.8462 2024-05-21 04:06:00,282 - mmdet - INFO - Epoch [23][2600/3665] lr: 2.000e-04, eta: 19:57:14, time: 1.462, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2019, interm_loss_bbox: 0.1597, interm_loss_iou: 0.3803, loss_cls: 0.1677, loss_bbox: 0.1355, loss_iou: 0.3409, d0.loss_cls: 0.2163, d0.loss_bbox: 0.1416, d0.loss_iou: 0.3500, d1.loss_cls: 0.1869, d1.loss_bbox: 0.1392, d1.loss_iou: 0.3462, d2.loss_cls: 0.1752, d2.loss_bbox: 0.1368, d2.loss_iou: 0.3437, d3.loss_cls: 0.1697, d3.loss_bbox: 0.1363, d3.loss_iou: 0.3430, d4.loss_cls: 0.1678, d4.loss_bbox: 0.1357, d4.loss_iou: 0.3418, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1790, dn_loss_iou: 0.2786, d0.dn_loss_cls: 0.0466, d0.dn_loss_bbox: 0.2887, d0.dn_loss_iou: 0.4034, d1.dn_loss_cls: 0.0237, d1.dn_loss_bbox: 0.2056, d1.dn_loss_iou: 0.3117, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1850, d2.dn_loss_iou: 0.2866, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1807, d3.dn_loss_iou: 0.2813, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1790, d4.dn_loss_iou: 0.2784, loss: 7.9078 2024-05-21 04:07:14,030 - mmdet - INFO - Epoch [23][2650/3665] lr: 2.000e-04, eta: 19:56:00, time: 1.475, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1994, interm_loss_bbox: 0.1536, interm_loss_iou: 0.3703, loss_cls: 0.1624, loss_bbox: 0.1330, loss_iou: 0.3360, d0.loss_cls: 0.2114, d0.loss_bbox: 0.1379, d0.loss_iou: 0.3436, d1.loss_cls: 0.1804, d1.loss_bbox: 0.1359, d1.loss_iou: 0.3406, d2.loss_cls: 0.1710, d2.loss_bbox: 0.1328, d2.loss_iou: 0.3361, d3.loss_cls: 0.1652, d3.loss_bbox: 0.1333, d3.loss_iou: 0.3366, d4.loss_cls: 0.1635, d4.loss_bbox: 0.1326, d4.loss_iou: 0.3359, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1820, dn_loss_iou: 0.2707, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2838, d0.dn_loss_iou: 0.3846, d1.dn_loss_cls: 0.0230, d1.dn_loss_bbox: 0.2067, d1.dn_loss_iou: 0.3009, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1871, d2.dn_loss_iou: 0.2778, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1833, d3.dn_loss_iou: 0.2730, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1820, d4.dn_loss_iou: 0.2706, loss: 7.7459 2024-05-21 04:08:25,711 - mmdet - INFO - Epoch [23][2700/3665] lr: 2.000e-04, eta: 19:54:45, time: 1.434, data_time: 0.020, memory: 41053, interm_loss_cls: 0.1992, interm_loss_bbox: 0.1533, interm_loss_iou: 0.3644, loss_cls: 0.1633, loss_bbox: 0.1307, loss_iou: 0.3263, d0.loss_cls: 0.2125, d0.loss_bbox: 0.1355, d0.loss_iou: 0.3354, d1.loss_cls: 0.1815, d1.loss_bbox: 0.1340, d1.loss_iou: 0.3325, d2.loss_cls: 0.1723, d2.loss_bbox: 0.1306, d2.loss_iou: 0.3273, d3.loss_cls: 0.1668, d3.loss_bbox: 0.1306, d3.loss_iou: 0.3267, d4.loss_cls: 0.1646, d4.loss_bbox: 0.1306, d4.loss_iou: 0.3258, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1742, dn_loss_iou: 0.2688, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2808, d0.dn_loss_iou: 0.3898, d1.dn_loss_cls: 0.0237, d1.dn_loss_bbox: 0.1995, d1.dn_loss_iou: 0.2999, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1796, d2.dn_loss_iou: 0.2762, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1759, d3.dn_loss_iou: 0.2714, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1742, d4.dn_loss_iou: 0.2688, loss: 7.6372 2024-05-21 04:09:38,956 - mmdet - INFO - Epoch [23][2750/3665] lr: 2.000e-04, eta: 19:53:31, time: 1.465, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1987, interm_loss_bbox: 0.1589, interm_loss_iou: 0.3662, loss_cls: 0.1616, loss_bbox: 0.1363, loss_iou: 0.3329, d0.loss_cls: 0.2130, d0.loss_bbox: 0.1407, d0.loss_iou: 0.3389, d1.loss_cls: 0.1818, d1.loss_bbox: 0.1393, d1.loss_iou: 0.3382, d2.loss_cls: 0.1702, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3341, d3.loss_cls: 0.1648, d3.loss_bbox: 0.1367, d3.loss_iou: 0.3329, d4.loss_cls: 0.1629, d4.loss_bbox: 0.1363, d4.loss_iou: 0.3328, dn_loss_cls: 0.0137, dn_loss_bbox: 0.1802, dn_loss_iou: 0.2767, d0.dn_loss_cls: 0.0443, d0.dn_loss_bbox: 0.2914, d0.dn_loss_iou: 0.3969, d1.dn_loss_cls: 0.0221, d1.dn_loss_bbox: 0.2079, d1.dn_loss_iou: 0.3097, d2.dn_loss_cls: 0.0171, d2.dn_loss_bbox: 0.1863, d2.dn_loss_iou: 0.2848, d3.dn_loss_cls: 0.0148, d3.dn_loss_bbox: 0.1819, d3.dn_loss_iou: 0.2793, d4.dn_loss_cls: 0.0140, d4.dn_loss_bbox: 0.1801, d4.dn_loss_iou: 0.2766, loss: 7.7921 2024-05-21 04:10:59,157 - mmdet - INFO - Epoch [23][2800/3665] lr: 2.000e-04, eta: 19:52:21, time: 1.604, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1960, interm_loss_bbox: 0.1634, interm_loss_iou: 0.3697, loss_cls: 0.1623, loss_bbox: 0.1364, loss_iou: 0.3272, d0.loss_cls: 0.2099, d0.loss_bbox: 0.1435, d0.loss_iou: 0.3385, d1.loss_cls: 0.1787, d1.loss_bbox: 0.1407, d1.loss_iou: 0.3352, d2.loss_cls: 0.1696, d2.loss_bbox: 0.1385, d2.loss_iou: 0.3300, d3.loss_cls: 0.1658, d3.loss_bbox: 0.1372, d3.loss_iou: 0.3284, d4.loss_cls: 0.1629, d4.loss_bbox: 0.1371, d4.loss_iou: 0.3277, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1759, dn_loss_iou: 0.2708, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2838, d0.dn_loss_iou: 0.3915, d1.dn_loss_cls: 0.0231, d1.dn_loss_bbox: 0.2011, d1.dn_loss_iou: 0.3026, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1813, d2.dn_loss_iou: 0.2781, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1773, d3.dn_loss_iou: 0.2732, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1758, d4.dn_loss_iou: 0.2706, loss: 7.7122 2024-05-21 04:12:11,766 - mmdet - INFO - Epoch [23][2850/3665] lr: 2.000e-04, eta: 19:51:07, time: 1.452, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1933, interm_loss_bbox: 0.1608, interm_loss_iou: 0.3564, loss_cls: 0.1561, loss_bbox: 0.1374, loss_iou: 0.3174, d0.loss_cls: 0.2051, d0.loss_bbox: 0.1430, d0.loss_iou: 0.3263, d1.loss_cls: 0.1723, d1.loss_bbox: 0.1416, d1.loss_iou: 0.3247, d2.loss_cls: 0.1636, d2.loss_bbox: 0.1382, d2.loss_iou: 0.3193, d3.loss_cls: 0.1590, d3.loss_bbox: 0.1382, d3.loss_iou: 0.3185, d4.loss_cls: 0.1571, d4.loss_bbox: 0.1375, d4.loss_iou: 0.3174, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1845, dn_loss_iou: 0.2663, d0.dn_loss_cls: 0.0446, d0.dn_loss_bbox: 0.2932, d0.dn_loss_iou: 0.3895, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.2116, d1.dn_loss_iou: 0.2990, d2.dn_loss_cls: 0.0177, d2.dn_loss_bbox: 0.1902, d2.dn_loss_iou: 0.2740, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1863, d3.dn_loss_iou: 0.2690, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1845, d4.dn_loss_iou: 0.2662, loss: 7.6273 2024-05-21 04:13:24,948 - mmdet - INFO - Epoch [23][2900/3665] lr: 2.000e-04, eta: 19:49:53, time: 1.464, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2021, interm_loss_bbox: 0.1527, interm_loss_iou: 0.3695, loss_cls: 0.1676, loss_bbox: 0.1325, loss_iou: 0.3347, d0.loss_cls: 0.2180, d0.loss_bbox: 0.1365, d0.loss_iou: 0.3436, d1.loss_cls: 0.1872, d1.loss_bbox: 0.1368, d1.loss_iou: 0.3417, d2.loss_cls: 0.1746, d2.loss_bbox: 0.1344, d2.loss_iou: 0.3385, d3.loss_cls: 0.1704, d3.loss_bbox: 0.1332, d3.loss_iou: 0.3361, d4.loss_cls: 0.1684, d4.loss_bbox: 0.1329, d4.loss_iou: 0.3353, dn_loss_cls: 0.0160, dn_loss_bbox: 0.1777, dn_loss_iou: 0.2759, d0.dn_loss_cls: 0.0461, d0.dn_loss_bbox: 0.2797, d0.dn_loss_iou: 0.3941, d1.dn_loss_cls: 0.0240, d1.dn_loss_bbox: 0.2032, d1.dn_loss_iou: 0.3077, d2.dn_loss_cls: 0.0188, d2.dn_loss_bbox: 0.1826, d2.dn_loss_iou: 0.2832, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1790, d3.dn_loss_iou: 0.2783, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1776, d4.dn_loss_iou: 0.2757, loss: 7.7992 2024-05-21 04:14:40,291 - mmdet - INFO - Epoch [23][2950/3665] lr: 2.000e-04, eta: 19:48:40, time: 1.507, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2039, interm_loss_bbox: 0.1512, interm_loss_iou: 0.3623, loss_cls: 0.1651, loss_bbox: 0.1304, loss_iou: 0.3268, d0.loss_cls: 0.2191, d0.loss_bbox: 0.1358, d0.loss_iou: 0.3342, d1.loss_cls: 0.1852, d1.loss_bbox: 0.1356, d1.loss_iou: 0.3347, d2.loss_cls: 0.1744, d2.loss_bbox: 0.1314, d2.loss_iou: 0.3287, d3.loss_cls: 0.1691, d3.loss_bbox: 0.1308, d3.loss_iou: 0.3275, d4.loss_cls: 0.1666, d4.loss_bbox: 0.1301, d4.loss_iou: 0.3262, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1786, dn_loss_iou: 0.2738, d0.dn_loss_cls: 0.0467, d0.dn_loss_bbox: 0.2902, d0.dn_loss_iou: 0.3961, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.2066, d1.dn_loss_iou: 0.3069, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1843, d2.dn_loss_iou: 0.2822, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1802, d3.dn_loss_iou: 0.2766, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1785, d4.dn_loss_iou: 0.2737, loss: 7.7314 2024-05-21 04:15:56,080 - mmdet - INFO - Epoch [23][3000/3665] lr: 2.000e-04, eta: 19:47:27, time: 1.516, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1997, interm_loss_bbox: 0.1549, interm_loss_iou: 0.3749, loss_cls: 0.1636, loss_bbox: 0.1328, loss_iou: 0.3398, d0.loss_cls: 0.2126, d0.loss_bbox: 0.1404, d0.loss_iou: 0.3500, d1.loss_cls: 0.1807, d1.loss_bbox: 0.1388, d1.loss_iou: 0.3483, d2.loss_cls: 0.1709, d2.loss_bbox: 0.1351, d2.loss_iou: 0.3421, d3.loss_cls: 0.1663, d3.loss_bbox: 0.1333, d3.loss_iou: 0.3411, d4.loss_cls: 0.1652, d4.loss_bbox: 0.1327, d4.loss_iou: 0.3394, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1756, dn_loss_iou: 0.2700, d0.dn_loss_cls: 0.0455, d0.dn_loss_bbox: 0.2809, d0.dn_loss_iou: 0.3870, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2013, d1.dn_loss_iou: 0.3007, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1813, d2.dn_loss_iou: 0.2773, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1772, d3.dn_loss_iou: 0.2725, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1756, d4.dn_loss_iou: 0.2700, loss: 7.7653 2024-05-21 04:17:12,422 - mmdet - INFO - Epoch [23][3050/3665] lr: 2.000e-04, eta: 19:46:15, time: 1.527, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1978, interm_loss_bbox: 0.1642, interm_loss_iou: 0.3638, loss_cls: 0.1634, loss_bbox: 0.1387, loss_iou: 0.3241, d0.loss_cls: 0.2157, d0.loss_bbox: 0.1458, d0.loss_iou: 0.3364, d1.loss_cls: 0.1834, d1.loss_bbox: 0.1442, d1.loss_iou: 0.3320, d2.loss_cls: 0.1731, d2.loss_bbox: 0.1394, d2.loss_iou: 0.3261, d3.loss_cls: 0.1673, d3.loss_bbox: 0.1391, d3.loss_iou: 0.3252, d4.loss_cls: 0.1647, d4.loss_bbox: 0.1384, d4.loss_iou: 0.3247, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1913, dn_loss_iou: 0.2727, d0.dn_loss_cls: 0.0466, d0.dn_loss_bbox: 0.3063, d0.dn_loss_iou: 0.3926, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.2186, d1.dn_loss_iou: 0.3041, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1967, d2.dn_loss_iou: 0.2802, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1929, d3.dn_loss_iou: 0.2751, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1912, d4.dn_loss_iou: 0.2726, loss: 7.8378 2024-05-21 04:18:26,029 - mmdet - INFO - Epoch [23][3100/3665] lr: 2.000e-04, eta: 19:45:01, time: 1.472, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2064, interm_loss_bbox: 0.1573, interm_loss_iou: 0.3730, loss_cls: 0.1704, loss_bbox: 0.1319, loss_iou: 0.3334, d0.loss_cls: 0.2220, d0.loss_bbox: 0.1382, d0.loss_iou: 0.3434, d1.loss_cls: 0.1896, d1.loss_bbox: 0.1362, d1.loss_iou: 0.3394, d2.loss_cls: 0.1788, d2.loss_bbox: 0.1327, d2.loss_iou: 0.3352, d3.loss_cls: 0.1733, d3.loss_bbox: 0.1322, d3.loss_iou: 0.3348, d4.loss_cls: 0.1710, d4.loss_bbox: 0.1324, d4.loss_iou: 0.3340, dn_loss_cls: 0.0159, dn_loss_bbox: 0.1830, dn_loss_iou: 0.2742, d0.dn_loss_cls: 0.0482, d0.dn_loss_bbox: 0.2933, d0.dn_loss_iou: 0.3950, d1.dn_loss_cls: 0.0247, d1.dn_loss_bbox: 0.2107, d1.dn_loss_iou: 0.3065, d2.dn_loss_cls: 0.0194, d2.dn_loss_bbox: 0.1891, d2.dn_loss_iou: 0.2820, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1847, d3.dn_loss_iou: 0.2768, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1830, d4.dn_loss_iou: 0.2741, loss: 7.8597 2024-05-21 04:19:41,942 - mmdet - INFO - Epoch [23][3150/3665] lr: 2.000e-04, eta: 19:43:49, time: 1.518, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1970, interm_loss_bbox: 0.1565, interm_loss_iou: 0.3661, loss_cls: 0.1626, loss_bbox: 0.1336, loss_iou: 0.3281, d0.loss_cls: 0.2108, d0.loss_bbox: 0.1396, d0.loss_iou: 0.3372, d1.loss_cls: 0.1825, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3346, d2.loss_cls: 0.1704, d2.loss_bbox: 0.1353, d2.loss_iou: 0.3312, d3.loss_cls: 0.1658, d3.loss_bbox: 0.1339, d3.loss_iou: 0.3292, d4.loss_cls: 0.1633, d4.loss_bbox: 0.1337, d4.loss_iou: 0.3283, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1783, dn_loss_iou: 0.2720, d0.dn_loss_cls: 0.0449, d0.dn_loss_bbox: 0.2823, d0.dn_loss_iou: 0.3860, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.2028, d1.dn_loss_iou: 0.3018, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1834, d2.dn_loss_iou: 0.2795, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1796, d3.dn_loss_iou: 0.2744, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1782, d4.dn_loss_iou: 0.2719, loss: 7.6957 2024-05-21 04:20:54,616 - mmdet - INFO - Epoch [23][3200/3665] lr: 2.000e-04, eta: 19:42:34, time: 1.454, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1969, interm_loss_bbox: 0.1590, interm_loss_iou: 0.3601, loss_cls: 0.1609, loss_bbox: 0.1339, loss_iou: 0.3189, d0.loss_cls: 0.2121, d0.loss_bbox: 0.1420, d0.loss_iou: 0.3322, d1.loss_cls: 0.1814, d1.loss_bbox: 0.1397, d1.loss_iou: 0.3271, d2.loss_cls: 0.1688, d2.loss_bbox: 0.1366, d2.loss_iou: 0.3226, d3.loss_cls: 0.1634, d3.loss_bbox: 0.1346, d3.loss_iou: 0.3202, d4.loss_cls: 0.1616, d4.loss_bbox: 0.1340, d4.loss_iou: 0.3185, dn_loss_cls: 0.0137, dn_loss_bbox: 0.1811, dn_loss_iou: 0.2699, d0.dn_loss_cls: 0.0449, d0.dn_loss_bbox: 0.2925, d0.dn_loss_iou: 0.3897, d1.dn_loss_cls: 0.0224, d1.dn_loss_bbox: 0.2078, d1.dn_loss_iou: 0.3017, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1871, d2.dn_loss_iou: 0.2778, d3.dn_loss_cls: 0.0148, d3.dn_loss_bbox: 0.1827, d3.dn_loss_iou: 0.2726, d4.dn_loss_cls: 0.0140, d4.dn_loss_bbox: 0.1810, d4.dn_loss_iou: 0.2698, loss: 7.6652 2024-05-21 04:22:09,042 - mmdet - INFO - Epoch [23][3250/3665] lr: 2.000e-04, eta: 19:41:21, time: 1.488, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2036, interm_loss_bbox: 0.1611, interm_loss_iou: 0.3656, loss_cls: 0.1668, loss_bbox: 0.1364, loss_iou: 0.3252, d0.loss_cls: 0.2183, d0.loss_bbox: 0.1420, d0.loss_iou: 0.3339, d1.loss_cls: 0.1868, d1.loss_bbox: 0.1414, d1.loss_iou: 0.3317, d2.loss_cls: 0.1757, d2.loss_bbox: 0.1377, d2.loss_iou: 0.3264, d3.loss_cls: 0.1691, d3.loss_bbox: 0.1378, d3.loss_iou: 0.3269, d4.loss_cls: 0.1683, d4.loss_bbox: 0.1363, d4.loss_iou: 0.3245, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1906, dn_loss_iou: 0.2714, d0.dn_loss_cls: 0.0440, d0.dn_loss_bbox: 0.3006, d0.dn_loss_iou: 0.3892, d1.dn_loss_cls: 0.0218, d1.dn_loss_bbox: 0.2169, d1.dn_loss_iou: 0.3029, d2.dn_loss_cls: 0.0169, d2.dn_loss_bbox: 0.1957, d2.dn_loss_iou: 0.2789, d3.dn_loss_cls: 0.0147, d3.dn_loss_bbox: 0.1920, d3.dn_loss_iou: 0.2740, d4.dn_loss_cls: 0.0140, d4.dn_loss_bbox: 0.1906, d4.dn_loss_iou: 0.2713, loss: 7.8147 2024-05-21 04:23:22,690 - mmdet - INFO - Epoch [23][3300/3665] lr: 2.000e-04, eta: 19:40:07, time: 1.473, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2059, interm_loss_bbox: 0.1589, interm_loss_iou: 0.3755, loss_cls: 0.1675, loss_bbox: 0.1372, loss_iou: 0.3399, d0.loss_cls: 0.2260, d0.loss_bbox: 0.1409, d0.loss_iou: 0.3465, d1.loss_cls: 0.1892, d1.loss_bbox: 0.1405, d1.loss_iou: 0.3463, d2.loss_cls: 0.1761, d2.loss_bbox: 0.1391, d2.loss_iou: 0.3424, d3.loss_cls: 0.1712, d3.loss_bbox: 0.1379, d3.loss_iou: 0.3405, d4.loss_cls: 0.1689, d4.loss_bbox: 0.1371, d4.loss_iou: 0.3398, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1831, dn_loss_iou: 0.2768, d0.dn_loss_cls: 0.0473, d0.dn_loss_bbox: 0.2939, d0.dn_loss_iou: 0.3992, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2104, d1.dn_loss_iou: 0.3090, d2.dn_loss_cls: 0.0191, d2.dn_loss_bbox: 0.1894, d2.dn_loss_iou: 0.2846, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1851, d3.dn_loss_iou: 0.2796, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1831, d4.dn_loss_iou: 0.2766, loss: 7.9375 2024-05-21 04:24:40,015 - mmdet - INFO - Epoch [23][3350/3665] lr: 2.000e-04, eta: 19:38:56, time: 1.547, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1988, interm_loss_bbox: 0.1610, interm_loss_iou: 0.3639, loss_cls: 0.1631, loss_bbox: 0.1374, loss_iou: 0.3264, d0.loss_cls: 0.2179, d0.loss_bbox: 0.1412, d0.loss_iou: 0.3337, d1.loss_cls: 0.1827, d1.loss_bbox: 0.1405, d1.loss_iou: 0.3325, d2.loss_cls: 0.1705, d2.loss_bbox: 0.1386, d2.loss_iou: 0.3292, d3.loss_cls: 0.1653, d3.loss_bbox: 0.1384, d3.loss_iou: 0.3285, d4.loss_cls: 0.1644, d4.loss_bbox: 0.1371, d4.loss_iou: 0.3262, dn_loss_cls: 0.0137, dn_loss_bbox: 0.1808, dn_loss_iou: 0.2713, d0.dn_loss_cls: 0.0463, d0.dn_loss_bbox: 0.2934, d0.dn_loss_iou: 0.3921, d1.dn_loss_cls: 0.0231, d1.dn_loss_bbox: 0.2085, d1.dn_loss_iou: 0.3040, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1865, d2.dn_loss_iou: 0.2789, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1824, d3.dn_loss_iou: 0.2739, d4.dn_loss_cls: 0.0141, d4.dn_loss_bbox: 0.1807, d4.dn_loss_iou: 0.2711, loss: 7.7505 2024-05-21 04:25:52,766 - mmdet - INFO - Epoch [23][3400/3665] lr: 2.000e-04, eta: 19:37:41, time: 1.455, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1975, interm_loss_bbox: 0.1583, interm_loss_iou: 0.3688, loss_cls: 0.1623, loss_bbox: 0.1333, loss_iou: 0.3286, d0.loss_cls: 0.2150, d0.loss_bbox: 0.1396, d0.loss_iou: 0.3398, d1.loss_cls: 0.1823, d1.loss_bbox: 0.1365, d1.loss_iou: 0.3343, d2.loss_cls: 0.1707, d2.loss_bbox: 0.1346, d2.loss_iou: 0.3310, d3.loss_cls: 0.1655, d3.loss_bbox: 0.1340, d3.loss_iou: 0.3297, d4.loss_cls: 0.1625, d4.loss_bbox: 0.1338, d4.loss_iou: 0.3293, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1821, dn_loss_iou: 0.2737, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2920, d0.dn_loss_iou: 0.3919, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.2096, d1.dn_loss_iou: 0.3058, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1883, d2.dn_loss_iou: 0.2817, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1840, d3.dn_loss_iou: 0.2766, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1820, d4.dn_loss_iou: 0.2736, loss: 7.7600 2024-05-21 04:27:04,769 - mmdet - INFO - Epoch [23][3450/3665] lr: 2.000e-04, eta: 19:36:27, time: 1.440, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1982, interm_loss_bbox: 0.1522, interm_loss_iou: 0.3577, loss_cls: 0.1601, loss_bbox: 0.1308, loss_iou: 0.3229, d0.loss_cls: 0.2145, d0.loss_bbox: 0.1346, d0.loss_iou: 0.3299, d1.loss_cls: 0.1781, d1.loss_bbox: 0.1349, d1.loss_iou: 0.3282, d2.loss_cls: 0.1670, d2.loss_bbox: 0.1320, d2.loss_iou: 0.3255, d3.loss_cls: 0.1626, d3.loss_bbox: 0.1312, d3.loss_iou: 0.3235, d4.loss_cls: 0.1609, d4.loss_bbox: 0.1310, d4.loss_iou: 0.3228, dn_loss_cls: 0.0136, dn_loss_bbox: 0.1707, dn_loss_iou: 0.2681, d0.dn_loss_cls: 0.0449, d0.dn_loss_bbox: 0.2752, d0.dn_loss_iou: 0.3862, d1.dn_loss_cls: 0.0224, d1.dn_loss_bbox: 0.1953, d1.dn_loss_iou: 0.2985, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1762, d2.dn_loss_iou: 0.2754, d3.dn_loss_cls: 0.0148, d3.dn_loss_bbox: 0.1723, d3.dn_loss_iou: 0.2708, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1707, d4.dn_loss_iou: 0.2680, loss: 7.5533 2024-05-21 04:28:22,112 - mmdet - INFO - Epoch [23][3500/3665] lr: 2.000e-04, eta: 19:35:15, time: 1.547, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1975, interm_loss_bbox: 0.1588, interm_loss_iou: 0.3638, loss_cls: 0.1621, loss_bbox: 0.1361, loss_iou: 0.3289, d0.loss_cls: 0.2127, d0.loss_bbox: 0.1407, d0.loss_iou: 0.3352, d1.loss_cls: 0.1801, d1.loss_bbox: 0.1389, d1.loss_iou: 0.3317, d2.loss_cls: 0.1701, d2.loss_bbox: 0.1374, d2.loss_iou: 0.3296, d3.loss_cls: 0.1646, d3.loss_bbox: 0.1367, d3.loss_iou: 0.3293, d4.loss_cls: 0.1630, d4.loss_bbox: 0.1363, d4.loss_iou: 0.3287, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1765, dn_loss_iou: 0.2726, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2805, d0.dn_loss_iou: 0.3908, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2021, d1.dn_loss_iou: 0.3040, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1821, d2.dn_loss_iou: 0.2805, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1781, d3.dn_loss_iou: 0.2751, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1764, d4.dn_loss_iou: 0.2724, loss: 7.7045 2024-05-21 04:29:36,020 - mmdet - INFO - Epoch [23][3550/3665] lr: 2.000e-04, eta: 19:34:01, time: 1.478, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2029, interm_loss_bbox: 0.1586, interm_loss_iou: 0.3585, loss_cls: 0.1632, loss_bbox: 0.1398, loss_iou: 0.3249, d0.loss_cls: 0.2176, d0.loss_bbox: 0.1398, d0.loss_iou: 0.3273, d1.loss_cls: 0.1831, d1.loss_bbox: 0.1408, d1.loss_iou: 0.3270, d2.loss_cls: 0.1720, d2.loss_bbox: 0.1393, d2.loss_iou: 0.3252, d3.loss_cls: 0.1666, d3.loss_bbox: 0.1395, d3.loss_iou: 0.3252, d4.loss_cls: 0.1643, d4.loss_bbox: 0.1399, d4.loss_iou: 0.3250, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1846, dn_loss_iou: 0.2665, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2949, d0.dn_loss_iou: 0.3846, d1.dn_loss_cls: 0.0231, d1.dn_loss_bbox: 0.2111, d1.dn_loss_iou: 0.2974, d2.dn_loss_cls: 0.0177, d2.dn_loss_bbox: 0.1900, d2.dn_loss_iou: 0.2737, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1860, d3.dn_loss_iou: 0.2689, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1846, d4.dn_loss_iou: 0.2662, loss: 7.7203 2024-05-21 04:30:51,831 - mmdet - INFO - Epoch [23][3600/3665] lr: 2.000e-04, eta: 19:32:49, time: 1.516, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1984, interm_loss_bbox: 0.1564, interm_loss_iou: 0.3588, loss_cls: 0.1610, loss_bbox: 0.1333, loss_iou: 0.3202, d0.loss_cls: 0.2133, d0.loss_bbox: 0.1389, d0.loss_iou: 0.3288, d1.loss_cls: 0.1810, d1.loss_bbox: 0.1374, d1.loss_iou: 0.3258, d2.loss_cls: 0.1701, d2.loss_bbox: 0.1347, d2.loss_iou: 0.3217, d3.loss_cls: 0.1646, d3.loss_bbox: 0.1338, d3.loss_iou: 0.3207, d4.loss_cls: 0.1626, d4.loss_bbox: 0.1332, d4.loss_iou: 0.3198, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1848, dn_loss_iou: 0.2677, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2962, d0.dn_loss_iou: 0.3856, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2134, d1.dn_loss_iou: 0.2995, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1914, d2.dn_loss_iou: 0.2756, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1866, d3.dn_loss_iou: 0.2704, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1848, d4.dn_loss_iou: 0.2675, loss: 7.6690 2024-05-21 04:32:05,006 - mmdet - INFO - Epoch [23][3650/3665] lr: 2.000e-04, eta: 19:31:35, time: 1.463, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1959, interm_loss_bbox: 0.1622, interm_loss_iou: 0.3591, loss_cls: 0.1638, loss_bbox: 0.1386, loss_iou: 0.3200, d0.loss_cls: 0.2115, d0.loss_bbox: 0.1439, d0.loss_iou: 0.3320, d1.loss_cls: 0.1791, d1.loss_bbox: 0.1439, d1.loss_iou: 0.3278, d2.loss_cls: 0.1715, d2.loss_bbox: 0.1396, d2.loss_iou: 0.3213, d3.loss_cls: 0.1657, d3.loss_bbox: 0.1400, d3.loss_iou: 0.3209, d4.loss_cls: 0.1644, d4.loss_bbox: 0.1391, d4.loss_iou: 0.3202, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1819, dn_loss_iou: 0.2662, d0.dn_loss_cls: 0.0455, d0.dn_loss_bbox: 0.2926, d0.dn_loss_iou: 0.3832, d1.dn_loss_cls: 0.0230, d1.dn_loss_bbox: 0.2078, d1.dn_loss_iou: 0.2974, d2.dn_loss_cls: 0.0177, d2.dn_loss_bbox: 0.1876, d2.dn_loss_iou: 0.2738, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1836, d3.dn_loss_iou: 0.2689, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1818, d4.dn_loss_iou: 0.2661, loss: 7.6815 2024-05-21 04:32:32,127 - mmdet - INFO - Saving checkpoint at 23 epochs 2024-05-21 04:36:20,609 - mmdet - INFO - Evaluating bbox... 2024-05-21 04:38:12,669 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.562 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.751 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.613 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.396 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.601 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.755 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.621 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.795 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.900 2024-05-21 04:38:14,549 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 04:38:14,552 - mmdet - INFO - Epoch(val) [23][313] bbox_mAP: 0.5620, bbox_mAP_50: 0.7510, bbox_mAP_75: 0.6130, bbox_mAP_s: 0.3960, bbox_mAP_m: 0.6010, bbox_mAP_l: 0.7220, bbox_mAP_copypaste: 0.562 0.751 0.613 0.396 0.601 0.722 2024-05-21 04:39:40,693 - mmdet - INFO - Epoch [24][50/3665] lr: 2.000e-04, eta: 19:29:53, time: 1.722, data_time: 0.119, memory: 41053, interm_loss_cls: 0.1914, interm_loss_bbox: 0.1607, interm_loss_iou: 0.3662, loss_cls: 0.1554, loss_bbox: 0.1361, loss_iou: 0.3262, d0.loss_cls: 0.2055, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3363, d1.loss_cls: 0.1735, d1.loss_bbox: 0.1392, d1.loss_iou: 0.3318, d2.loss_cls: 0.1635, d2.loss_bbox: 0.1365, d2.loss_iou: 0.3277, d3.loss_cls: 0.1581, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3272, d4.loss_cls: 0.1563, d4.loss_bbox: 0.1358, d4.loss_iou: 0.3261, dn_loss_cls: 0.0132, dn_loss_bbox: 0.1774, dn_loss_iou: 0.2673, d0.dn_loss_cls: 0.0439, d0.dn_loss_bbox: 0.2797, d0.dn_loss_iou: 0.3797, d1.dn_loss_cls: 0.0219, d1.dn_loss_bbox: 0.2021, d1.dn_loss_iou: 0.2975, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1828, d2.dn_loss_iou: 0.2744, d3.dn_loss_cls: 0.0143, d3.dn_loss_bbox: 0.1792, d3.dn_loss_iou: 0.2697, d4.dn_loss_cls: 0.0135, d4.dn_loss_bbox: 0.1773, d4.dn_loss_iou: 0.2672, loss: 7.6096 2024-05-21 04:40:54,176 - mmdet - INFO - Epoch [24][100/3665] lr: 2.000e-04, eta: 19:28:39, time: 1.469, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1947, interm_loss_bbox: 0.1509, interm_loss_iou: 0.3685, loss_cls: 0.1611, loss_bbox: 0.1278, loss_iou: 0.3307, d0.loss_cls: 0.2092, d0.loss_bbox: 0.1327, d0.loss_iou: 0.3403, d1.loss_cls: 0.1777, d1.loss_bbox: 0.1309, d1.loss_iou: 0.3364, d2.loss_cls: 0.1681, d2.loss_bbox: 0.1291, d2.loss_iou: 0.3333, d3.loss_cls: 0.1640, d3.loss_bbox: 0.1280, d3.loss_iou: 0.3316, d4.loss_cls: 0.1621, d4.loss_bbox: 0.1278, d4.loss_iou: 0.3307, dn_loss_cls: 0.0137, dn_loss_bbox: 0.1700, dn_loss_iou: 0.2707, d0.dn_loss_cls: 0.0446, d0.dn_loss_bbox: 0.2740, d0.dn_loss_iou: 0.3874, d1.dn_loss_cls: 0.0222, d1.dn_loss_bbox: 0.1952, d1.dn_loss_iou: 0.3020, d2.dn_loss_cls: 0.0172, d2.dn_loss_bbox: 0.1750, d2.dn_loss_iou: 0.2780, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1713, d3.dn_loss_iou: 0.2731, d4.dn_loss_cls: 0.0140, d4.dn_loss_bbox: 0.1699, d4.dn_loss_iou: 0.2706, loss: 7.5993 2024-05-21 04:42:06,055 - mmdet - INFO - Epoch [24][150/3665] lr: 2.000e-04, eta: 19:27:25, time: 1.438, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1946, interm_loss_bbox: 0.1564, interm_loss_iou: 0.3669, loss_cls: 0.1607, loss_bbox: 0.1308, loss_iou: 0.3254, d0.loss_cls: 0.2087, d0.loss_bbox: 0.1377, d0.loss_iou: 0.3369, d1.loss_cls: 0.1778, d1.loss_bbox: 0.1349, d1.loss_iou: 0.3330, d2.loss_cls: 0.1680, d2.loss_bbox: 0.1323, d2.loss_iou: 0.3288, d3.loss_cls: 0.1636, d3.loss_bbox: 0.1312, d3.loss_iou: 0.3266, d4.loss_cls: 0.1613, d4.loss_bbox: 0.1312, d4.loss_iou: 0.3256, dn_loss_cls: 0.0137, dn_loss_bbox: 0.1757, dn_loss_iou: 0.2655, d0.dn_loss_cls: 0.0442, d0.dn_loss_bbox: 0.2814, d0.dn_loss_iou: 0.3832, d1.dn_loss_cls: 0.0221, d1.dn_loss_bbox: 0.2022, d1.dn_loss_iou: 0.2972, d2.dn_loss_cls: 0.0171, d2.dn_loss_bbox: 0.1815, d2.dn_loss_iou: 0.2733, d3.dn_loss_cls: 0.0147, d3.dn_loss_bbox: 0.1774, d3.dn_loss_iou: 0.2683, d4.dn_loss_cls: 0.0140, d4.dn_loss_bbox: 0.1757, d4.dn_loss_iou: 0.2654, loss: 7.6049 2024-05-21 04:43:20,311 - mmdet - INFO - Epoch [24][200/3665] lr: 2.000e-04, eta: 19:26:11, time: 1.485, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1943, interm_loss_bbox: 0.1533, interm_loss_iou: 0.3619, loss_cls: 0.1577, loss_bbox: 0.1313, loss_iou: 0.3270, d0.loss_cls: 0.2077, d0.loss_bbox: 0.1364, d0.loss_iou: 0.3357, d1.loss_cls: 0.1747, d1.loss_bbox: 0.1356, d1.loss_iou: 0.3343, d2.loss_cls: 0.1645, d2.loss_bbox: 0.1329, d2.loss_iou: 0.3301, d3.loss_cls: 0.1596, d3.loss_bbox: 0.1319, d3.loss_iou: 0.3288, d4.loss_cls: 0.1587, d4.loss_bbox: 0.1313, d4.loss_iou: 0.3271, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1769, dn_loss_iou: 0.2707, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2828, d0.dn_loss_iou: 0.3935, d1.dn_loss_cls: 0.0231, d1.dn_loss_bbox: 0.2024, d1.dn_loss_iou: 0.3025, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1821, d2.dn_loss_iou: 0.2784, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1783, d3.dn_loss_iou: 0.2733, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1768, d4.dn_loss_iou: 0.2706, loss: 7.6348 2024-05-21 04:44:32,014 - mmdet - INFO - Epoch [24][250/3665] lr: 2.000e-04, eta: 19:24:56, time: 1.434, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1961, interm_loss_bbox: 0.1513, interm_loss_iou: 0.3764, loss_cls: 0.1605, loss_bbox: 0.1285, loss_iou: 0.3382, d0.loss_cls: 0.2121, d0.loss_bbox: 0.1345, d0.loss_iou: 0.3508, d1.loss_cls: 0.1777, d1.loss_bbox: 0.1334, d1.loss_iou: 0.3461, d2.loss_cls: 0.1687, d2.loss_bbox: 0.1305, d2.loss_iou: 0.3414, d3.loss_cls: 0.1638, d3.loss_bbox: 0.1292, d3.loss_iou: 0.3394, d4.loss_cls: 0.1615, d4.loss_bbox: 0.1286, d4.loss_iou: 0.3387, dn_loss_cls: 0.0139, dn_loss_bbox: 0.1718, dn_loss_iou: 0.2700, d0.dn_loss_cls: 0.0439, d0.dn_loss_bbox: 0.2750, d0.dn_loss_iou: 0.3848, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.1980, d1.dn_loss_iou: 0.3013, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1773, d2.dn_loss_iou: 0.2772, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1734, d3.dn_loss_iou: 0.2724, d4.dn_loss_cls: 0.0140, d4.dn_loss_bbox: 0.1717, d4.dn_loss_iou: 0.2698, loss: 7.6762 2024-05-21 04:45:43,613 - mmdet - INFO - Epoch [24][300/3665] lr: 2.000e-04, eta: 19:23:41, time: 1.432, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1960, interm_loss_bbox: 0.1554, interm_loss_iou: 0.3738, loss_cls: 0.1638, loss_bbox: 0.1319, loss_iou: 0.3334, d0.loss_cls: 0.2118, d0.loss_bbox: 0.1374, d0.loss_iou: 0.3430, d1.loss_cls: 0.1807, d1.loss_bbox: 0.1363, d1.loss_iou: 0.3399, d2.loss_cls: 0.1700, d2.loss_bbox: 0.1339, d2.loss_iou: 0.3370, d3.loss_cls: 0.1659, d3.loss_bbox: 0.1330, d3.loss_iou: 0.3348, d4.loss_cls: 0.1649, d4.loss_bbox: 0.1321, d4.loss_iou: 0.3331, dn_loss_cls: 0.0137, dn_loss_bbox: 0.1738, dn_loss_iou: 0.2676, d0.dn_loss_cls: 0.0449, d0.dn_loss_bbox: 0.2796, d0.dn_loss_iou: 0.3824, d1.dn_loss_cls: 0.0224, d1.dn_loss_bbox: 0.2005, d1.dn_loss_iou: 0.2991, d2.dn_loss_cls: 0.0171, d2.dn_loss_bbox: 0.1797, d2.dn_loss_iou: 0.2750, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1756, d3.dn_loss_iou: 0.2700, d4.dn_loss_cls: 0.0141, d4.dn_loss_bbox: 0.1737, d4.dn_loss_iou: 0.2674, loss: 7.6800 2024-05-21 04:46:59,414 - mmdet - INFO - Epoch [24][350/3665] lr: 2.000e-04, eta: 19:22:29, time: 1.516, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1963, interm_loss_bbox: 0.1530, interm_loss_iou: 0.3530, loss_cls: 0.1588, loss_bbox: 0.1317, loss_iou: 0.3163, d0.loss_cls: 0.2079, d0.loss_bbox: 0.1361, d0.loss_iou: 0.3259, d1.loss_cls: 0.1766, d1.loss_bbox: 0.1352, d1.loss_iou: 0.3221, d2.loss_cls: 0.1671, d2.loss_bbox: 0.1328, d2.loss_iou: 0.3184, d3.loss_cls: 0.1622, d3.loss_bbox: 0.1322, d3.loss_iou: 0.3171, d4.loss_cls: 0.1605, d4.loss_bbox: 0.1317, d4.loss_iou: 0.3158, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1735, dn_loss_iou: 0.2627, d0.dn_loss_cls: 0.0449, d0.dn_loss_bbox: 0.2806, d0.dn_loss_iou: 0.3795, d1.dn_loss_cls: 0.0222, d1.dn_loss_bbox: 0.2003, d1.dn_loss_iou: 0.2935, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1792, d2.dn_loss_iou: 0.2701, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1751, d3.dn_loss_iou: 0.2653, d4.dn_loss_cls: 0.0141, d4.dn_loss_bbox: 0.1735, d4.dn_loss_iou: 0.2626, loss: 7.4935 2024-05-21 04:48:10,965 - mmdet - INFO - Epoch [24][400/3665] lr: 2.000e-04, eta: 19:21:14, time: 1.431, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1946, interm_loss_bbox: 0.1516, interm_loss_iou: 0.3738, loss_cls: 0.1590, loss_bbox: 0.1299, loss_iou: 0.3387, d0.loss_cls: 0.2092, d0.loss_bbox: 0.1339, d0.loss_iou: 0.3442, d1.loss_cls: 0.1741, d1.loss_bbox: 0.1344, d1.loss_iou: 0.3445, d2.loss_cls: 0.1648, d2.loss_bbox: 0.1318, d2.loss_iou: 0.3413, d3.loss_cls: 0.1613, d3.loss_bbox: 0.1305, d3.loss_iou: 0.3394, d4.loss_cls: 0.1598, d4.loss_bbox: 0.1303, d4.loss_iou: 0.3387, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1671, dn_loss_iou: 0.2674, d0.dn_loss_cls: 0.0438, d0.dn_loss_bbox: 0.2673, d0.dn_loss_iou: 0.3807, d1.dn_loss_cls: 0.0221, d1.dn_loss_bbox: 0.1915, d1.dn_loss_iou: 0.2970, d2.dn_loss_cls: 0.0171, d2.dn_loss_bbox: 0.1725, d2.dn_loss_iou: 0.2744, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1687, d3.dn_loss_iou: 0.2700, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1670, d4.dn_loss_iou: 0.2673, loss: 7.6028 2024-05-21 04:49:22,055 - mmdet - INFO - Epoch [24][450/3665] lr: 2.000e-04, eta: 19:19:59, time: 1.422, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1978, interm_loss_bbox: 0.1541, interm_loss_iou: 0.3580, loss_cls: 0.1579, loss_bbox: 0.1323, loss_iou: 0.3224, d0.loss_cls: 0.2110, d0.loss_bbox: 0.1380, d0.loss_iou: 0.3307, d1.loss_cls: 0.1759, d1.loss_bbox: 0.1356, d1.loss_iou: 0.3280, d2.loss_cls: 0.1654, d2.loss_bbox: 0.1334, d2.loss_iou: 0.3248, d3.loss_cls: 0.1608, d3.loss_bbox: 0.1328, d3.loss_iou: 0.3234, d4.loss_cls: 0.1595, d4.loss_bbox: 0.1321, d4.loss_iou: 0.3219, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1798, dn_loss_iou: 0.2693, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2825, d0.dn_loss_iou: 0.3834, d1.dn_loss_cls: 0.0234, d1.dn_loss_bbox: 0.2051, d1.dn_loss_iou: 0.2990, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1852, d2.dn_loss_iou: 0.2766, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1813, d3.dn_loss_iou: 0.2716, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1797, d4.dn_loss_iou: 0.2692, loss: 7.6109 2024-05-21 04:50:34,167 - mmdet - INFO - Epoch [24][500/3665] lr: 2.000e-04, eta: 19:18:44, time: 1.442, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1993, interm_loss_bbox: 0.1574, interm_loss_iou: 0.3608, loss_cls: 0.1635, loss_bbox: 0.1334, loss_iou: 0.3218, d0.loss_cls: 0.2128, d0.loss_bbox: 0.1403, d0.loss_iou: 0.3313, d1.loss_cls: 0.1791, d1.loss_bbox: 0.1381, d1.loss_iou: 0.3295, d2.loss_cls: 0.1700, d2.loss_bbox: 0.1354, d2.loss_iou: 0.3247, d3.loss_cls: 0.1657, d3.loss_bbox: 0.1344, d3.loss_iou: 0.3232, d4.loss_cls: 0.1643, d4.loss_bbox: 0.1337, d4.loss_iou: 0.3218, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1803, dn_loss_iou: 0.2724, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2881, d0.dn_loss_iou: 0.3907, d1.dn_loss_cls: 0.0226, d1.dn_loss_bbox: 0.2063, d1.dn_loss_iou: 0.3044, d2.dn_loss_cls: 0.0176, d2.dn_loss_bbox: 0.1862, d2.dn_loss_iou: 0.2804, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1818, d3.dn_loss_iou: 0.2750, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1802, d4.dn_loss_iou: 0.2723, loss: 7.6888 2024-05-21 04:51:48,142 - mmdet - INFO - Epoch [24][550/3665] lr: 2.000e-04, eta: 19:17:30, time: 1.480, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2005, interm_loss_bbox: 0.1543, interm_loss_iou: 0.3617, loss_cls: 0.1626, loss_bbox: 0.1319, loss_iou: 0.3251, d0.loss_cls: 0.2144, d0.loss_bbox: 0.1385, d0.loss_iou: 0.3348, d1.loss_cls: 0.1823, d1.loss_bbox: 0.1358, d1.loss_iou: 0.3297, d2.loss_cls: 0.1694, d2.loss_bbox: 0.1350, d2.loss_iou: 0.3279, d3.loss_cls: 0.1654, d3.loss_bbox: 0.1329, d3.loss_iou: 0.3260, d4.loss_cls: 0.1634, d4.loss_bbox: 0.1321, d4.loss_iou: 0.3255, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1747, dn_loss_iou: 0.2673, d0.dn_loss_cls: 0.0458, d0.dn_loss_bbox: 0.2774, d0.dn_loss_iou: 0.3837, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.1993, d1.dn_loss_iou: 0.2988, d2.dn_loss_cls: 0.0184, d2.dn_loss_bbox: 0.1798, d2.dn_loss_iou: 0.2750, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1763, d3.dn_loss_iou: 0.2699, d4.dn_loss_cls: 0.0155, d4.dn_loss_bbox: 0.1746, d4.dn_loss_iou: 0.2673, loss: 7.6277 2024-05-21 04:53:00,396 - mmdet - INFO - Epoch [24][600/3665] lr: 2.000e-04, eta: 19:16:16, time: 1.445, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1923, interm_loss_bbox: 0.1544, interm_loss_iou: 0.3650, loss_cls: 0.1567, loss_bbox: 0.1331, loss_iou: 0.3298, d0.loss_cls: 0.2080, d0.loss_bbox: 0.1372, d0.loss_iou: 0.3373, d1.loss_cls: 0.1753, d1.loss_bbox: 0.1359, d1.loss_iou: 0.3353, d2.loss_cls: 0.1642, d2.loss_bbox: 0.1344, d2.loss_iou: 0.3323, d3.loss_cls: 0.1596, d3.loss_bbox: 0.1341, d3.loss_iou: 0.3309, d4.loss_cls: 0.1576, d4.loss_bbox: 0.1333, d4.loss_iou: 0.3301, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1711, dn_loss_iou: 0.2734, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2722, d0.dn_loss_iou: 0.3913, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.1952, d1.dn_loss_iou: 0.3047, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1761, d2.dn_loss_iou: 0.2807, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1726, d3.dn_loss_iou: 0.2760, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1710, d4.dn_loss_iou: 0.2732, loss: 7.6271 2024-05-21 04:54:14,212 - mmdet - INFO - Epoch [24][650/3665] lr: 2.000e-04, eta: 19:15:02, time: 1.476, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2021, interm_loss_bbox: 0.1547, interm_loss_iou: 0.3685, loss_cls: 0.1631, loss_bbox: 0.1345, loss_iou: 0.3373, d0.loss_cls: 0.2174, d0.loss_bbox: 0.1363, d0.loss_iou: 0.3405, d1.loss_cls: 0.1838, d1.loss_bbox: 0.1363, d1.loss_iou: 0.3388, d2.loss_cls: 0.1715, d2.loss_bbox: 0.1352, d2.loss_iou: 0.3382, d3.loss_cls: 0.1661, d3.loss_bbox: 0.1341, d3.loss_iou: 0.3374, d4.loss_cls: 0.1640, d4.loss_bbox: 0.1345, d4.loss_iou: 0.3375, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1791, dn_loss_iou: 0.2795, d0.dn_loss_cls: 0.0466, d0.dn_loss_bbox: 0.2847, d0.dn_loss_iou: 0.3992, d1.dn_loss_cls: 0.0244, d1.dn_loss_bbox: 0.2054, d1.dn_loss_iou: 0.3114, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1846, d2.dn_loss_iou: 0.2871, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1808, d3.dn_loss_iou: 0.2822, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1791, d4.dn_loss_iou: 0.2794, loss: 7.8210 2024-05-21 04:55:26,905 - mmdet - INFO - Epoch [24][700/3665] lr: 2.000e-04, eta: 19:13:48, time: 1.454, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2009, interm_loss_bbox: 0.1513, interm_loss_iou: 0.3693, loss_cls: 0.1623, loss_bbox: 0.1329, loss_iou: 0.3372, d0.loss_cls: 0.2128, d0.loss_bbox: 0.1370, d0.loss_iou: 0.3433, d1.loss_cls: 0.1809, d1.loss_bbox: 0.1359, d1.loss_iou: 0.3417, d2.loss_cls: 0.1705, d2.loss_bbox: 0.1336, d2.loss_iou: 0.3375, d3.loss_cls: 0.1657, d3.loss_bbox: 0.1330, d3.loss_iou: 0.3371, d4.loss_cls: 0.1627, d4.loss_bbox: 0.1336, d4.loss_iou: 0.3374, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1754, dn_loss_iou: 0.2763, d0.dn_loss_cls: 0.0455, d0.dn_loss_bbox: 0.2836, d0.dn_loss_iou: 0.3976, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.2028, d1.dn_loss_iou: 0.3096, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1813, d2.dn_loss_iou: 0.2843, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1770, d3.dn_loss_iou: 0.2790, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1753, d4.dn_loss_iou: 0.2762, loss: 7.7670 2024-05-21 04:56:38,650 - mmdet - INFO - Epoch [24][750/3665] lr: 2.000e-04, eta: 19:12:33, time: 1.435, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1965, interm_loss_bbox: 0.1536, interm_loss_iou: 0.3601, loss_cls: 0.1592, loss_bbox: 0.1321, loss_iou: 0.3263, d0.loss_cls: 0.2074, d0.loss_bbox: 0.1387, d0.loss_iou: 0.3347, d1.loss_cls: 0.1768, d1.loss_bbox: 0.1368, d1.loss_iou: 0.3310, d2.loss_cls: 0.1659, d2.loss_bbox: 0.1345, d2.loss_iou: 0.3280, d3.loss_cls: 0.1622, d3.loss_bbox: 0.1326, d3.loss_iou: 0.3265, d4.loss_cls: 0.1602, d4.loss_bbox: 0.1322, d4.loss_iou: 0.3260, dn_loss_cls: 0.0130, dn_loss_bbox: 0.1712, dn_loss_iou: 0.2630, d0.dn_loss_cls: 0.0433, d0.dn_loss_bbox: 0.2775, d0.dn_loss_iou: 0.3780, d1.dn_loss_cls: 0.0214, d1.dn_loss_bbox: 0.1962, d1.dn_loss_iou: 0.2931, d2.dn_loss_cls: 0.0163, d2.dn_loss_bbox: 0.1762, d2.dn_loss_iou: 0.2703, d3.dn_loss_cls: 0.0141, d3.dn_loss_bbox: 0.1727, d3.dn_loss_iou: 0.2656, d4.dn_loss_cls: 0.0134, d4.dn_loss_bbox: 0.1711, d4.dn_loss_iou: 0.2630, loss: 7.5408 2024-05-21 04:57:53,721 - mmdet - INFO - Epoch [24][800/3665] lr: 2.000e-04, eta: 19:11:20, time: 1.501, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1910, interm_loss_bbox: 0.1546, interm_loss_iou: 0.3567, loss_cls: 0.1562, loss_bbox: 0.1316, loss_iou: 0.3220, d0.loss_cls: 0.2060, d0.loss_bbox: 0.1372, d0.loss_iou: 0.3304, d1.loss_cls: 0.1741, d1.loss_bbox: 0.1347, d1.loss_iou: 0.3262, d2.loss_cls: 0.1635, d2.loss_bbox: 0.1331, d2.loss_iou: 0.3237, d3.loss_cls: 0.1600, d3.loss_bbox: 0.1316, d3.loss_iou: 0.3218, d4.loss_cls: 0.1573, d4.loss_bbox: 0.1317, d4.loss_iou: 0.3218, dn_loss_cls: 0.0129, dn_loss_bbox: 0.1712, dn_loss_iou: 0.2624, d0.dn_loss_cls: 0.0435, d0.dn_loss_bbox: 0.2763, d0.dn_loss_iou: 0.3777, d1.dn_loss_cls: 0.0214, d1.dn_loss_bbox: 0.1969, d1.dn_loss_iou: 0.2930, d2.dn_loss_cls: 0.0165, d2.dn_loss_bbox: 0.1771, d2.dn_loss_iou: 0.2696, d3.dn_loss_cls: 0.0140, d3.dn_loss_bbox: 0.1731, d3.dn_loss_iou: 0.2650, d4.dn_loss_cls: 0.0132, d4.dn_loss_bbox: 0.1711, d4.dn_loss_iou: 0.2623, loss: 7.4828 2024-05-21 04:59:06,062 - mmdet - INFO - Epoch [24][850/3665] lr: 2.000e-04, eta: 19:10:05, time: 1.447, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2049, interm_loss_bbox: 0.1614, interm_loss_iou: 0.3727, loss_cls: 0.1662, loss_bbox: 0.1349, loss_iou: 0.3342, d0.loss_cls: 0.2277, d0.loss_bbox: 0.1456, d0.loss_iou: 0.3482, d1.loss_cls: 0.1854, d1.loss_bbox: 0.1425, d1.loss_iou: 0.3440, d2.loss_cls: 0.1751, d2.loss_bbox: 0.1376, d2.loss_iou: 0.3373, d3.loss_cls: 0.1685, d3.loss_bbox: 0.1362, d3.loss_iou: 0.3354, d4.loss_cls: 0.1673, d4.loss_bbox: 0.1348, d4.loss_iou: 0.3337, dn_loss_cls: 0.0163, dn_loss_bbox: 0.1851, dn_loss_iou: 0.2792, d0.dn_loss_cls: 0.0489, d0.dn_loss_bbox: 0.3083, d0.dn_loss_iou: 0.4090, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2167, d1.dn_loss_iou: 0.3142, d2.dn_loss_cls: 0.0198, d2.dn_loss_bbox: 0.1919, d2.dn_loss_iou: 0.2876, d3.dn_loss_cls: 0.0173, d3.dn_loss_bbox: 0.1871, d3.dn_loss_iou: 0.2821, d4.dn_loss_cls: 0.0166, d4.dn_loss_bbox: 0.1851, d4.dn_loss_iou: 0.2791, loss: 7.9634 2024-05-21 05:00:19,046 - mmdet - INFO - Epoch [24][900/3665] lr: 2.000e-04, eta: 19:08:51, time: 1.460, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1908, interm_loss_bbox: 0.1550, interm_loss_iou: 0.3585, loss_cls: 0.1556, loss_bbox: 0.1329, loss_iou: 0.3218, d0.loss_cls: 0.2040, d0.loss_bbox: 0.1400, d0.loss_iou: 0.3317, d1.loss_cls: 0.1723, d1.loss_bbox: 0.1389, d1.loss_iou: 0.3293, d2.loss_cls: 0.1622, d2.loss_bbox: 0.1350, d2.loss_iou: 0.3258, d3.loss_cls: 0.1584, d3.loss_bbox: 0.1335, d3.loss_iou: 0.3228, d4.loss_cls: 0.1567, d4.loss_bbox: 0.1332, d4.loss_iou: 0.3214, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1709, dn_loss_iou: 0.2645, d0.dn_loss_cls: 0.0440, d0.dn_loss_bbox: 0.2782, d0.dn_loss_iou: 0.3827, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.1972, d1.dn_loss_iou: 0.2959, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1763, d2.dn_loss_iou: 0.2717, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1723, d3.dn_loss_iou: 0.2669, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1708, d4.dn_loss_iou: 0.2644, loss: 7.5187 2024-05-21 05:01:35,194 - mmdet - INFO - Epoch [24][950/3665] lr: 2.000e-04, eta: 19:07:39, time: 1.523, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1963, interm_loss_bbox: 0.1571, interm_loss_iou: 0.3609, loss_cls: 0.1598, loss_bbox: 0.1366, loss_iou: 0.3261, d0.loss_cls: 0.2103, d0.loss_bbox: 0.1410, d0.loss_iou: 0.3335, d1.loss_cls: 0.1768, d1.loss_bbox: 0.1382, d1.loss_iou: 0.3298, d2.loss_cls: 0.1662, d2.loss_bbox: 0.1369, d2.loss_iou: 0.3279, d3.loss_cls: 0.1614, d3.loss_bbox: 0.1370, d3.loss_iou: 0.3272, d4.loss_cls: 0.1604, d4.loss_bbox: 0.1366, d4.loss_iou: 0.3260, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1733, dn_loss_iou: 0.2749, d0.dn_loss_cls: 0.0447, d0.dn_loss_bbox: 0.2740, d0.dn_loss_iou: 0.3918, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.1977, d1.dn_loss_iou: 0.3057, d2.dn_loss_cls: 0.0176, d2.dn_loss_bbox: 0.1784, d2.dn_loss_iou: 0.2819, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1748, d3.dn_loss_iou: 0.2773, d4.dn_loss_cls: 0.0145, d4.dn_loss_bbox: 0.1732, d4.dn_loss_iou: 0.2748, loss: 7.6528 2024-05-21 05:02:47,196 - mmdet - INFO - Epoch [24][1000/3665] lr: 2.000e-04, eta: 19:06:24, time: 1.440, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1971, interm_loss_bbox: 0.1513, interm_loss_iou: 0.3630, loss_cls: 0.1607, loss_bbox: 0.1304, loss_iou: 0.3278, d0.loss_cls: 0.2093, d0.loss_bbox: 0.1353, d0.loss_iou: 0.3360, d1.loss_cls: 0.1776, d1.loss_bbox: 0.1347, d1.loss_iou: 0.3341, d2.loss_cls: 0.1679, d2.loss_bbox: 0.1320, d2.loss_iou: 0.3299, d3.loss_cls: 0.1635, d3.loss_bbox: 0.1306, d3.loss_iou: 0.3286, d4.loss_cls: 0.1616, d4.loss_bbox: 0.1300, d4.loss_iou: 0.3281, dn_loss_cls: 0.0134, dn_loss_bbox: 0.1668, dn_loss_iou: 0.2666, d0.dn_loss_cls: 0.0442, d0.dn_loss_bbox: 0.2678, d0.dn_loss_iou: 0.3801, d1.dn_loss_cls: 0.0221, d1.dn_loss_bbox: 0.1907, d1.dn_loss_iou: 0.2971, d2.dn_loss_cls: 0.0169, d2.dn_loss_bbox: 0.1720, d2.dn_loss_iou: 0.2738, d3.dn_loss_cls: 0.0146, d3.dn_loss_bbox: 0.1683, d3.dn_loss_iou: 0.2690, d4.dn_loss_cls: 0.0137, d4.dn_loss_bbox: 0.1667, d4.dn_loss_iou: 0.2665, loss: 7.5400 2024-05-21 05:04:01,391 - mmdet - INFO - Epoch [24][1050/3665] lr: 2.000e-04, eta: 19:05:11, time: 1.484, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1932, interm_loss_bbox: 0.1545, interm_loss_iou: 0.3564, loss_cls: 0.1553, loss_bbox: 0.1319, loss_iou: 0.3197, d0.loss_cls: 0.2031, d0.loss_bbox: 0.1380, d0.loss_iou: 0.3294, d1.loss_cls: 0.1718, d1.loss_bbox: 0.1361, d1.loss_iou: 0.3263, d2.loss_cls: 0.1623, d2.loss_bbox: 0.1328, d2.loss_iou: 0.3230, d3.loss_cls: 0.1579, d3.loss_bbox: 0.1325, d3.loss_iou: 0.3213, d4.loss_cls: 0.1557, d4.loss_bbox: 0.1320, d4.loss_iou: 0.3199, dn_loss_cls: 0.0135, dn_loss_bbox: 0.1732, dn_loss_iou: 0.2618, d0.dn_loss_cls: 0.0433, d0.dn_loss_bbox: 0.2779, d0.dn_loss_iou: 0.3768, d1.dn_loss_cls: 0.0216, d1.dn_loss_bbox: 0.1985, d1.dn_loss_iou: 0.2925, d2.dn_loss_cls: 0.0168, d2.dn_loss_bbox: 0.1784, d2.dn_loss_iou: 0.2691, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1747, d3.dn_loss_iou: 0.2644, d4.dn_loss_cls: 0.0138, d4.dn_loss_bbox: 0.1731, d4.dn_loss_iou: 0.2618, loss: 7.4786 2024-05-21 05:05:13,103 - mmdet - INFO - Epoch [24][1100/3665] lr: 2.000e-04, eta: 19:03:56, time: 1.434, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1994, interm_loss_bbox: 0.1540, interm_loss_iou: 0.3670, loss_cls: 0.1605, loss_bbox: 0.1330, loss_iou: 0.3365, d0.loss_cls: 0.2089, d0.loss_bbox: 0.1379, d0.loss_iou: 0.3422, d1.loss_cls: 0.1784, d1.loss_bbox: 0.1359, d1.loss_iou: 0.3399, d2.loss_cls: 0.1687, d2.loss_bbox: 0.1343, d2.loss_iou: 0.3376, d3.loss_cls: 0.1637, d3.loss_bbox: 0.1338, d3.loss_iou: 0.3369, d4.loss_cls: 0.1613, d4.loss_bbox: 0.1332, d4.loss_iou: 0.3367, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1775, dn_loss_iou: 0.2739, d0.dn_loss_cls: 0.0451, d0.dn_loss_bbox: 0.2803, d0.dn_loss_iou: 0.3873, d1.dn_loss_cls: 0.0230, d1.dn_loss_bbox: 0.2036, d1.dn_loss_iou: 0.3046, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1835, d2.dn_loss_iou: 0.2814, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1794, d3.dn_loss_iou: 0.2765, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1775, d4.dn_loss_iou: 0.2738, loss: 7.7300 2024-05-21 05:06:29,451 - mmdet - INFO - Epoch [24][1150/3665] lr: 2.000e-04, eta: 19:02:44, time: 1.527, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1949, interm_loss_bbox: 0.1496, interm_loss_iou: 0.3619, loss_cls: 0.1574, loss_bbox: 0.1299, loss_iou: 0.3251, d0.loss_cls: 0.2070, d0.loss_bbox: 0.1344, d0.loss_iou: 0.3341, d1.loss_cls: 0.1741, d1.loss_bbox: 0.1333, d1.loss_iou: 0.3317, d2.loss_cls: 0.1642, d2.loss_bbox: 0.1319, d2.loss_iou: 0.3293, d3.loss_cls: 0.1591, d3.loss_bbox: 0.1315, d3.loss_iou: 0.3274, d4.loss_cls: 0.1574, d4.loss_bbox: 0.1306, d4.loss_iou: 0.3259, dn_loss_cls: 0.0129, dn_loss_bbox: 0.1710, dn_loss_iou: 0.2697, d0.dn_loss_cls: 0.0430, d0.dn_loss_bbox: 0.2695, d0.dn_loss_iou: 0.3820, d1.dn_loss_cls: 0.0213, d1.dn_loss_bbox: 0.1945, d1.dn_loss_iou: 0.2999, d2.dn_loss_cls: 0.0163, d2.dn_loss_bbox: 0.1764, d2.dn_loss_iou: 0.2768, d3.dn_loss_cls: 0.0141, d3.dn_loss_bbox: 0.1725, d3.dn_loss_iou: 0.2720, d4.dn_loss_cls: 0.0132, d4.dn_loss_bbox: 0.1710, d4.dn_loss_iou: 0.2696, loss: 7.5364 2024-05-21 05:07:45,444 - mmdet - INFO - Epoch [24][1200/3665] lr: 2.000e-04, eta: 19:01:31, time: 1.520, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1930, interm_loss_bbox: 0.1561, interm_loss_iou: 0.3628, loss_cls: 0.1564, loss_bbox: 0.1348, loss_iou: 0.3281, d0.loss_cls: 0.2056, d0.loss_bbox: 0.1377, d0.loss_iou: 0.3329, d1.loss_cls: 0.1743, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3313, d2.loss_cls: 0.1638, d2.loss_bbox: 0.1363, d2.loss_iou: 0.3292, d3.loss_cls: 0.1598, d3.loss_bbox: 0.1345, d3.loss_iou: 0.3277, d4.loss_cls: 0.1570, d4.loss_bbox: 0.1353, d4.loss_iou: 0.3281, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1748, dn_loss_iou: 0.2687, d0.dn_loss_cls: 0.0437, d0.dn_loss_bbox: 0.2769, d0.dn_loss_iou: 0.3826, d1.dn_loss_cls: 0.0222, d1.dn_loss_bbox: 0.1991, d1.dn_loss_iou: 0.2991, d2.dn_loss_cls: 0.0172, d2.dn_loss_bbox: 0.1799, d2.dn_loss_iou: 0.2757, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1763, d3.dn_loss_iou: 0.2710, d4.dn_loss_cls: 0.0142, d4.dn_loss_bbox: 0.1748, d4.dn_loss_iou: 0.2686, loss: 7.5960 2024-05-21 05:08:57,285 - mmdet - INFO - Epoch [24][1250/3665] lr: 2.000e-04, eta: 19:00:16, time: 1.437, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1976, interm_loss_bbox: 0.1539, interm_loss_iou: 0.3612, loss_cls: 0.1612, loss_bbox: 0.1317, loss_iou: 0.3254, d0.loss_cls: 0.2094, d0.loss_bbox: 0.1366, d0.loss_iou: 0.3338, d1.loss_cls: 0.1771, d1.loss_bbox: 0.1359, d1.loss_iou: 0.3328, d2.loss_cls: 0.1680, d2.loss_bbox: 0.1327, d2.loss_iou: 0.3293, d3.loss_cls: 0.1637, d3.loss_bbox: 0.1327, d3.loss_iou: 0.3266, d4.loss_cls: 0.1621, d4.loss_bbox: 0.1318, d4.loss_iou: 0.3256, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1766, dn_loss_iou: 0.2714, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2827, d0.dn_loss_iou: 0.3902, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.2022, d1.dn_loss_iou: 0.3029, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1820, d2.dn_loss_iou: 0.2787, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1783, d3.dn_loss_iou: 0.2739, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1765, d4.dn_loss_iou: 0.2713, loss: 7.6462 2024-05-21 05:10:17,251 - mmdet - INFO - Epoch [24][1300/3665] lr: 2.000e-04, eta: 18:59:06, time: 1.599, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1962, interm_loss_bbox: 0.1537, interm_loss_iou: 0.3571, loss_cls: 0.1572, loss_bbox: 0.1331, loss_iou: 0.3244, d0.loss_cls: 0.2084, d0.loss_bbox: 0.1383, d0.loss_iou: 0.3299, d1.loss_cls: 0.1788, d1.loss_bbox: 0.1351, d1.loss_iou: 0.3264, d2.loss_cls: 0.1658, d2.loss_bbox: 0.1340, d2.loss_iou: 0.3247, d3.loss_cls: 0.1610, d3.loss_bbox: 0.1332, d3.loss_iou: 0.3240, d4.loss_cls: 0.1584, d4.loss_bbox: 0.1331, d4.loss_iou: 0.3241, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1744, dn_loss_iou: 0.2715, d0.dn_loss_cls: 0.0447, d0.dn_loss_bbox: 0.2796, d0.dn_loss_iou: 0.3903, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.2000, d1.dn_loss_iou: 0.3028, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1799, d2.dn_loss_iou: 0.2787, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1762, d3.dn_loss_iou: 0.2741, d4.dn_loss_cls: 0.0145, d4.dn_loss_bbox: 0.1743, d4.dn_loss_iou: 0.2714, loss: 7.5990 2024-05-21 05:11:28,873 - mmdet - INFO - Epoch [24][1350/3665] lr: 2.000e-04, eta: 18:57:51, time: 1.432, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1977, interm_loss_bbox: 0.1540, interm_loss_iou: 0.3595, loss_cls: 0.1598, loss_bbox: 0.1324, loss_iou: 0.3233, d0.loss_cls: 0.2093, d0.loss_bbox: 0.1368, d0.loss_iou: 0.3318, d1.loss_cls: 0.1780, d1.loss_bbox: 0.1346, d1.loss_iou: 0.3280, d2.loss_cls: 0.1693, d2.loss_bbox: 0.1314, d2.loss_iou: 0.3230, d3.loss_cls: 0.1639, d3.loss_bbox: 0.1315, d3.loss_iou: 0.3227, d4.loss_cls: 0.1611, d4.loss_bbox: 0.1318, d4.loss_iou: 0.3236, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1755, dn_loss_iou: 0.2654, d0.dn_loss_cls: 0.0445, d0.dn_loss_bbox: 0.2807, d0.dn_loss_iou: 0.3786, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.2017, d1.dn_loss_iou: 0.2962, d2.dn_loss_cls: 0.0172, d2.dn_loss_bbox: 0.1809, d2.dn_loss_iou: 0.2727, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1771, d3.dn_loss_iou: 0.2678, d4.dn_loss_cls: 0.0142, d4.dn_loss_bbox: 0.1755, d4.dn_loss_iou: 0.2653, loss: 7.5676 2024-05-21 05:12:47,405 - mmdet - INFO - Epoch [24][1400/3665] lr: 2.000e-04, eta: 18:56:40, time: 1.571, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1985, interm_loss_bbox: 0.1611, interm_loss_iou: 0.3650, loss_cls: 0.1617, loss_bbox: 0.1372, loss_iou: 0.3273, d0.loss_cls: 0.2109, d0.loss_bbox: 0.1419, d0.loss_iou: 0.3357, d1.loss_cls: 0.1786, d1.loss_bbox: 0.1411, d1.loss_iou: 0.3336, d2.loss_cls: 0.1688, d2.loss_bbox: 0.1386, d2.loss_iou: 0.3298, d3.loss_cls: 0.1645, d3.loss_bbox: 0.1373, d3.loss_iou: 0.3274, d4.loss_cls: 0.1618, d4.loss_bbox: 0.1374, d4.loss_iou: 0.3281, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1777, dn_loss_iou: 0.2675, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2882, d0.dn_loss_iou: 0.3879, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2049, d1.dn_loss_iou: 0.2999, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1838, d2.dn_loss_iou: 0.2757, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1796, d3.dn_loss_iou: 0.2703, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1777, d4.dn_loss_iou: 0.2675, loss: 7.7011 2024-05-21 05:14:00,624 - mmdet - INFO - Epoch [24][1450/3665] lr: 2.000e-04, eta: 18:55:26, time: 1.464, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1959, interm_loss_bbox: 0.1593, interm_loss_iou: 0.3564, loss_cls: 0.1559, loss_bbox: 0.1330, loss_iou: 0.3159, d0.loss_cls: 0.2079, d0.loss_bbox: 0.1373, d0.loss_iou: 0.3228, d1.loss_cls: 0.1732, d1.loss_bbox: 0.1377, d1.loss_iou: 0.3228, d2.loss_cls: 0.1635, d2.loss_bbox: 0.1336, d2.loss_iou: 0.3175, d3.loss_cls: 0.1595, d3.loss_bbox: 0.1328, d3.loss_iou: 0.3165, d4.loss_cls: 0.1568, d4.loss_bbox: 0.1328, d4.loss_iou: 0.3160, dn_loss_cls: 0.0134, dn_loss_bbox: 0.1772, dn_loss_iou: 0.2627, d0.dn_loss_cls: 0.0437, d0.dn_loss_bbox: 0.2859, d0.dn_loss_iou: 0.3809, d1.dn_loss_cls: 0.0217, d1.dn_loss_bbox: 0.2040, d1.dn_loss_iou: 0.2948, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1832, d2.dn_loss_iou: 0.2706, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1789, d3.dn_loss_iou: 0.2654, d4.dn_loss_cls: 0.0138, d4.dn_loss_bbox: 0.1771, d4.dn_loss_iou: 0.2626, loss: 7.5141 2024-05-21 05:15:12,609 - mmdet - INFO - Epoch [24][1500/3665] lr: 2.000e-04, eta: 18:54:11, time: 1.440, data_time: 0.020, memory: 41053, interm_loss_cls: 0.1923, interm_loss_bbox: 0.1537, interm_loss_iou: 0.3595, loss_cls: 0.1581, loss_bbox: 0.1302, loss_iou: 0.3211, d0.loss_cls: 0.2036, d0.loss_bbox: 0.1345, d0.loss_iou: 0.3285, d1.loss_cls: 0.1733, d1.loss_bbox: 0.1335, d1.loss_iou: 0.3272, d2.loss_cls: 0.1647, d2.loss_bbox: 0.1318, d2.loss_iou: 0.3239, d3.loss_cls: 0.1611, d3.loss_bbox: 0.1306, d3.loss_iou: 0.3218, d4.loss_cls: 0.1588, d4.loss_bbox: 0.1303, d4.loss_iou: 0.3214, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1713, dn_loss_iou: 0.2615, d0.dn_loss_cls: 0.0440, d0.dn_loss_bbox: 0.2741, d0.dn_loss_iou: 0.3755, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.1953, d1.dn_loss_iou: 0.2907, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1763, d2.dn_loss_iou: 0.2684, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1727, d3.dn_loss_iou: 0.2640, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1712, d4.dn_loss_iou: 0.2614, loss: 7.4697 2024-05-21 05:16:30,872 - mmdet - INFO - Epoch [24][1550/3665] lr: 2.000e-04, eta: 18:53:00, time: 1.565, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1927, interm_loss_bbox: 0.1593, interm_loss_iou: 0.3705, loss_cls: 0.1570, loss_bbox: 0.1352, loss_iou: 0.3319, d0.loss_cls: 0.2054, d0.loss_bbox: 0.1402, d0.loss_iou: 0.3400, d1.loss_cls: 0.1739, d1.loss_bbox: 0.1396, d1.loss_iou: 0.3381, d2.loss_cls: 0.1640, d2.loss_bbox: 0.1366, d2.loss_iou: 0.3341, d3.loss_cls: 0.1595, d3.loss_bbox: 0.1358, d3.loss_iou: 0.3333, d4.loss_cls: 0.1582, d4.loss_bbox: 0.1350, d4.loss_iou: 0.3316, dn_loss_cls: 0.0135, dn_loss_bbox: 0.1729, dn_loss_iou: 0.2662, d0.dn_loss_cls: 0.0431, d0.dn_loss_bbox: 0.2795, d0.dn_loss_iou: 0.3825, d1.dn_loss_cls: 0.0213, d1.dn_loss_bbox: 0.1992, d1.dn_loss_iou: 0.2970, d2.dn_loss_cls: 0.0165, d2.dn_loss_bbox: 0.1786, d2.dn_loss_iou: 0.2736, d3.dn_loss_cls: 0.0144, d3.dn_loss_bbox: 0.1747, d3.dn_loss_iou: 0.2689, d4.dn_loss_cls: 0.0137, d4.dn_loss_bbox: 0.1729, d4.dn_loss_iou: 0.2661, loss: 7.6267 2024-05-21 05:17:44,894 - mmdet - INFO - Epoch [24][1600/3665] lr: 2.000e-04, eta: 18:51:46, time: 1.480, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2010, interm_loss_bbox: 0.1556, interm_loss_iou: 0.3648, loss_cls: 0.1636, loss_bbox: 0.1316, loss_iou: 0.3260, d0.loss_cls: 0.2193, d0.loss_bbox: 0.1371, d0.loss_iou: 0.3342, d1.loss_cls: 0.1838, d1.loss_bbox: 0.1352, d1.loss_iou: 0.3316, d2.loss_cls: 0.1725, d2.loss_bbox: 0.1329, d2.loss_iou: 0.3287, d3.loss_cls: 0.1667, d3.loss_bbox: 0.1314, d3.loss_iou: 0.3268, d4.loss_cls: 0.1645, d4.loss_bbox: 0.1314, d4.loss_iou: 0.3261, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1769, dn_loss_iou: 0.2701, d0.dn_loss_cls: 0.0454, d0.dn_loss_bbox: 0.2898, d0.dn_loss_iou: 0.3932, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.2053, d1.dn_loss_iou: 0.3030, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1833, d2.dn_loss_iou: 0.2781, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1789, d3.dn_loss_iou: 0.2728, d4.dn_loss_cls: 0.0142, d4.dn_loss_bbox: 0.1769, d4.dn_loss_iou: 0.2700, loss: 7.6918 2024-05-21 05:18:56,464 - mmdet - INFO - Epoch [24][1650/3665] lr: 2.000e-04, eta: 18:50:31, time: 1.432, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1998, interm_loss_bbox: 0.1542, interm_loss_iou: 0.3662, loss_cls: 0.1621, loss_bbox: 0.1333, loss_iou: 0.3295, d0.loss_cls: 0.2119, d0.loss_bbox: 0.1380, d0.loss_iou: 0.3373, d1.loss_cls: 0.1798, d1.loss_bbox: 0.1364, d1.loss_iou: 0.3348, d2.loss_cls: 0.1695, d2.loss_bbox: 0.1337, d2.loss_iou: 0.3309, d3.loss_cls: 0.1649, d3.loss_bbox: 0.1334, d3.loss_iou: 0.3302, d4.loss_cls: 0.1626, d4.loss_bbox: 0.1334, d4.loss_iou: 0.3295, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1751, dn_loss_iou: 0.2670, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2781, d0.dn_loss_iou: 0.3849, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.2012, d1.dn_loss_iou: 0.2992, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1807, d2.dn_loss_iou: 0.2749, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1766, d3.dn_loss_iou: 0.2696, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1750, d4.dn_loss_iou: 0.2669, loss: 7.6518 2024-05-21 05:20:07,929 - mmdet - INFO - Epoch [24][1700/3665] lr: 2.000e-04, eta: 18:49:16, time: 1.429, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1948, interm_loss_bbox: 0.1549, interm_loss_iou: 0.3649, loss_cls: 0.1583, loss_bbox: 0.1335, loss_iou: 0.3288, d0.loss_cls: 0.2098, d0.loss_bbox: 0.1379, d0.loss_iou: 0.3360, d1.loss_cls: 0.1766, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3341, d2.loss_cls: 0.1658, d2.loss_bbox: 0.1348, d2.loss_iou: 0.3315, d3.loss_cls: 0.1613, d3.loss_bbox: 0.1340, d3.loss_iou: 0.3297, d4.loss_cls: 0.1591, d4.loss_bbox: 0.1337, d4.loss_iou: 0.3290, dn_loss_cls: 0.0135, dn_loss_bbox: 0.1706, dn_loss_iou: 0.2665, d0.dn_loss_cls: 0.0436, d0.dn_loss_bbox: 0.2760, d0.dn_loss_iou: 0.3841, d1.dn_loss_cls: 0.0222, d1.dn_loss_bbox: 0.1970, d1.dn_loss_iou: 0.2988, d2.dn_loss_cls: 0.0171, d2.dn_loss_bbox: 0.1760, d2.dn_loss_iou: 0.2744, d3.dn_loss_cls: 0.0147, d3.dn_loss_bbox: 0.1721, d3.dn_loss_iou: 0.2692, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1706, d4.dn_loss_iou: 0.2664, loss: 7.5929 2024-05-21 05:21:26,912 - mmdet - INFO - Epoch [24][1750/3665] lr: 2.000e-04, eta: 18:48:06, time: 1.580, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1928, interm_loss_bbox: 0.1544, interm_loss_iou: 0.3532, loss_cls: 0.1552, loss_bbox: 0.1327, loss_iou: 0.3187, d0.loss_cls: 0.2079, d0.loss_bbox: 0.1375, d0.loss_iou: 0.3251, d1.loss_cls: 0.1755, d1.loss_bbox: 0.1363, d1.loss_iou: 0.3223, d2.loss_cls: 0.1637, d2.loss_bbox: 0.1340, d2.loss_iou: 0.3196, d3.loss_cls: 0.1578, d3.loss_bbox: 0.1338, d3.loss_iou: 0.3207, d4.loss_cls: 0.1559, d4.loss_bbox: 0.1331, d4.loss_iou: 0.3193, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1771, dn_loss_iou: 0.2618, d0.dn_loss_cls: 0.0441, d0.dn_loss_bbox: 0.2855, d0.dn_loss_iou: 0.3803, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.2035, d1.dn_loss_iou: 0.2937, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1827, d2.dn_loss_iou: 0.2694, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1788, d3.dn_loss_iou: 0.2643, d4.dn_loss_cls: 0.0142, d4.dn_loss_bbox: 0.1771, d4.dn_loss_iou: 0.2616, loss: 7.5125 2024-05-21 05:22:38,992 - mmdet - INFO - Epoch [24][1800/3665] lr: 2.000e-04, eta: 18:46:51, time: 1.442, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1957, interm_loss_bbox: 0.1522, interm_loss_iou: 0.3678, loss_cls: 0.1587, loss_bbox: 0.1317, loss_iou: 0.3346, d0.loss_cls: 0.2089, d0.loss_bbox: 0.1365, d0.loss_iou: 0.3406, d1.loss_cls: 0.1777, d1.loss_bbox: 0.1345, d1.loss_iou: 0.3383, d2.loss_cls: 0.1663, d2.loss_bbox: 0.1329, d2.loss_iou: 0.3359, d3.loss_cls: 0.1617, d3.loss_bbox: 0.1324, d3.loss_iou: 0.3356, d4.loss_cls: 0.1597, d4.loss_bbox: 0.1319, d4.loss_iou: 0.3347, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1705, dn_loss_iou: 0.2745, d0.dn_loss_cls: 0.0445, d0.dn_loss_bbox: 0.2740, d0.dn_loss_iou: 0.3919, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.1955, d1.dn_loss_iou: 0.3058, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1760, d2.dn_loss_iou: 0.2816, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1722, d3.dn_loss_iou: 0.2770, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1705, d4.dn_loss_iou: 0.2744, loss: 7.6601 2024-05-21 05:23:56,013 - mmdet - INFO - Epoch [24][1850/3665] lr: 2.000e-04, eta: 18:45:39, time: 1.540, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2001, interm_loss_bbox: 0.1564, interm_loss_iou: 0.3809, loss_cls: 0.1630, loss_bbox: 0.1359, loss_iou: 0.3447, d0.loss_cls: 0.2119, d0.loss_bbox: 0.1393, d0.loss_iou: 0.3504, d1.loss_cls: 0.1824, d1.loss_bbox: 0.1397, d1.loss_iou: 0.3490, d2.loss_cls: 0.1707, d2.loss_bbox: 0.1375, d2.loss_iou: 0.3463, d3.loss_cls: 0.1666, d3.loss_bbox: 0.1363, d3.loss_iou: 0.3460, d4.loss_cls: 0.1640, d4.loss_bbox: 0.1363, d4.loss_iou: 0.3448, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1756, dn_loss_iou: 0.2751, d0.dn_loss_cls: 0.0460, d0.dn_loss_bbox: 0.2835, d0.dn_loss_iou: 0.3927, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.2021, d1.dn_loss_iou: 0.3064, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1810, d2.dn_loss_iou: 0.2825, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1771, d3.dn_loss_iou: 0.2777, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1755, d4.dn_loss_iou: 0.2749, loss: 7.8392 2024-05-21 05:25:09,739 - mmdet - INFO - Epoch [24][1900/3665] lr: 2.000e-04, eta: 18:44:25, time: 1.475, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1968, interm_loss_bbox: 0.1569, interm_loss_iou: 0.3629, loss_cls: 0.1616, loss_bbox: 0.1343, loss_iou: 0.3280, d0.loss_cls: 0.2086, d0.loss_bbox: 0.1396, d0.loss_iou: 0.3360, d1.loss_cls: 0.1798, d1.loss_bbox: 0.1368, d1.loss_iou: 0.3316, d2.loss_cls: 0.1686, d2.loss_bbox: 0.1350, d2.loss_iou: 0.3293, d3.loss_cls: 0.1641, d3.loss_bbox: 0.1350, d3.loss_iou: 0.3291, d4.loss_cls: 0.1615, d4.loss_bbox: 0.1348, d4.loss_iou: 0.3290, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1766, dn_loss_iou: 0.2740, d0.dn_loss_cls: 0.0445, d0.dn_loss_bbox: 0.2853, d0.dn_loss_iou: 0.3944, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.2031, d1.dn_loss_iou: 0.3063, d2.dn_loss_cls: 0.0172, d2.dn_loss_bbox: 0.1823, d2.dn_loss_iou: 0.2817, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1781, d3.dn_loss_iou: 0.2768, d4.dn_loss_cls: 0.0141, d4.dn_loss_bbox: 0.1765, d4.dn_loss_iou: 0.2738, loss: 7.6949 2024-05-21 05:26:23,873 - mmdet - INFO - Epoch [24][1950/3665] lr: 2.000e-04, eta: 18:43:12, time: 1.483, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1945, interm_loss_bbox: 0.1504, interm_loss_iou: 0.3653, loss_cls: 0.1589, loss_bbox: 0.1312, loss_iou: 0.3324, d0.loss_cls: 0.2039, d0.loss_bbox: 0.1373, d0.loss_iou: 0.3424, d1.loss_cls: 0.1740, d1.loss_bbox: 0.1357, d1.loss_iou: 0.3389, d2.loss_cls: 0.1666, d2.loss_bbox: 0.1322, d2.loss_iou: 0.3335, d3.loss_cls: 0.1620, d3.loss_bbox: 0.1313, d3.loss_iou: 0.3329, d4.loss_cls: 0.1593, d4.loss_bbox: 0.1318, d4.loss_iou: 0.3328, dn_loss_cls: 0.0132, dn_loss_bbox: 0.1726, dn_loss_iou: 0.2682, d0.dn_loss_cls: 0.0437, d0.dn_loss_bbox: 0.2803, d0.dn_loss_iou: 0.3890, d1.dn_loss_cls: 0.0214, d1.dn_loss_bbox: 0.1979, d1.dn_loss_iou: 0.2990, d2.dn_loss_cls: 0.0166, d2.dn_loss_bbox: 0.1780, d2.dn_loss_iou: 0.2753, d3.dn_loss_cls: 0.0143, d3.dn_loss_bbox: 0.1743, d3.dn_loss_iou: 0.2705, d4.dn_loss_cls: 0.0135, d4.dn_loss_bbox: 0.1726, d4.dn_loss_iou: 0.2682, loss: 7.6157 2024-05-21 05:27:41,294 - mmdet - INFO - Epoch [24][2000/3665] lr: 2.000e-04, eta: 18:42:00, time: 1.549, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2043, interm_loss_bbox: 0.1653, interm_loss_iou: 0.3726, loss_cls: 0.1657, loss_bbox: 0.1408, loss_iou: 0.3319, d0.loss_cls: 0.2272, d0.loss_bbox: 0.1495, d0.loss_iou: 0.3463, d1.loss_cls: 0.1878, d1.loss_bbox: 0.1452, d1.loss_iou: 0.3394, d2.loss_cls: 0.1742, d2.loss_bbox: 0.1427, d2.loss_iou: 0.3355, d3.loss_cls: 0.1705, d3.loss_bbox: 0.1409, d3.loss_iou: 0.3317, d4.loss_cls: 0.1678, d4.loss_bbox: 0.1403, d4.loss_iou: 0.3311, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1917, dn_loss_iou: 0.2806, d0.dn_loss_cls: 0.0484, d0.dn_loss_bbox: 0.3123, d0.dn_loss_iou: 0.4087, d1.dn_loss_cls: 0.0246, d1.dn_loss_bbox: 0.2233, d1.dn_loss_iou: 0.3162, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1988, d2.dn_loss_iou: 0.2891, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1935, d3.dn_loss_iou: 0.2835, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1916, d4.dn_loss_iou: 0.2802, loss: 8.0212 2024-05-21 05:28:53,006 - mmdet - INFO - Epoch [24][2050/3665] lr: 2.000e-04, eta: 18:40:45, time: 1.434, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2047, interm_loss_bbox: 0.1573, interm_loss_iou: 0.3744, loss_cls: 0.1641, loss_bbox: 0.1356, loss_iou: 0.3384, d0.loss_cls: 0.2195, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3494, d1.loss_cls: 0.1853, d1.loss_bbox: 0.1376, d1.loss_iou: 0.3429, d2.loss_cls: 0.1754, d2.loss_bbox: 0.1355, d2.loss_iou: 0.3374, d3.loss_cls: 0.1684, d3.loss_bbox: 0.1359, d3.loss_iou: 0.3378, d4.loss_cls: 0.1662, d4.loss_bbox: 0.1355, d4.loss_iou: 0.3374, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1836, dn_loss_iou: 0.2786, d0.dn_loss_cls: 0.0476, d0.dn_loss_bbox: 0.2952, d0.dn_loss_iou: 0.3992, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2122, d1.dn_loss_iou: 0.3123, d2.dn_loss_cls: 0.0193, d2.dn_loss_bbox: 0.1898, d2.dn_loss_iou: 0.2869, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1854, d3.dn_loss_iou: 0.2813, d4.dn_loss_cls: 0.0160, d4.dn_loss_bbox: 0.1836, d4.dn_loss_iou: 0.2785, loss: 7.9065 2024-05-21 05:30:06,711 - mmdet - INFO - Epoch [24][2100/3665] lr: 2.000e-04, eta: 18:39:31, time: 1.474, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1982, interm_loss_bbox: 0.1523, interm_loss_iou: 0.3634, loss_cls: 0.1603, loss_bbox: 0.1309, loss_iou: 0.3263, d0.loss_cls: 0.2138, d0.loss_bbox: 0.1349, d0.loss_iou: 0.3350, d1.loss_cls: 0.1793, d1.loss_bbox: 0.1322, d1.loss_iou: 0.3306, d2.loss_cls: 0.1682, d2.loss_bbox: 0.1318, d2.loss_iou: 0.3285, d3.loss_cls: 0.1633, d3.loss_bbox: 0.1312, d3.loss_iou: 0.3276, d4.loss_cls: 0.1614, d4.loss_bbox: 0.1307, d4.loss_iou: 0.3260, dn_loss_cls: 0.0148, dn_loss_bbox: 0.1807, dn_loss_iou: 0.2711, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2867, d0.dn_loss_iou: 0.3894, d1.dn_loss_cls: 0.0234, d1.dn_loss_bbox: 0.2071, d1.dn_loss_iou: 0.3031, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1865, d2.dn_loss_iou: 0.2789, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1824, d3.dn_loss_iou: 0.2738, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1807, d4.dn_loss_iou: 0.2711, loss: 7.6713 2024-05-21 05:31:23,923 - mmdet - INFO - Epoch [24][2150/3665] lr: 2.000e-04, eta: 18:38:19, time: 1.544, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1944, interm_loss_bbox: 0.1550, interm_loss_iou: 0.3613, loss_cls: 0.1599, loss_bbox: 0.1316, loss_iou: 0.3248, d0.loss_cls: 0.2097, d0.loss_bbox: 0.1386, d0.loss_iou: 0.3357, d1.loss_cls: 0.1774, d1.loss_bbox: 0.1366, d1.loss_iou: 0.3313, d2.loss_cls: 0.1671, d2.loss_bbox: 0.1339, d2.loss_iou: 0.3272, d3.loss_cls: 0.1628, d3.loss_bbox: 0.1326, d3.loss_iou: 0.3257, d4.loss_cls: 0.1606, d4.loss_bbox: 0.1324, d4.loss_iou: 0.3253, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1722, dn_loss_iou: 0.2643, d0.dn_loss_cls: 0.0437, d0.dn_loss_bbox: 0.2782, d0.dn_loss_iou: 0.3814, d1.dn_loss_cls: 0.0220, d1.dn_loss_bbox: 0.1975, d1.dn_loss_iou: 0.2946, d2.dn_loss_cls: 0.0168, d2.dn_loss_bbox: 0.1775, d2.dn_loss_iou: 0.2715, d3.dn_loss_cls: 0.0147, d3.dn_loss_bbox: 0.1740, d3.dn_loss_iou: 0.2667, d4.dn_loss_cls: 0.0140, d4.dn_loss_bbox: 0.1722, d4.dn_loss_iou: 0.2642, loss: 7.5633 2024-05-21 05:32:35,132 - mmdet - INFO - Epoch [24][2200/3665] lr: 2.000e-04, eta: 18:37:04, time: 1.424, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1965, interm_loss_bbox: 0.1554, interm_loss_iou: 0.3574, loss_cls: 0.1575, loss_bbox: 0.1362, loss_iou: 0.3226, d0.loss_cls: 0.2098, d0.loss_bbox: 0.1401, d0.loss_iou: 0.3321, d1.loss_cls: 0.1766, d1.loss_bbox: 0.1389, d1.loss_iou: 0.3283, d2.loss_cls: 0.1646, d2.loss_bbox: 0.1369, d2.loss_iou: 0.3252, d3.loss_cls: 0.1600, d3.loss_bbox: 0.1364, d3.loss_iou: 0.3249, d4.loss_cls: 0.1580, d4.loss_bbox: 0.1365, d4.loss_iou: 0.3231, dn_loss_cls: 0.0132, dn_loss_bbox: 0.1767, dn_loss_iou: 0.2654, d0.dn_loss_cls: 0.0438, d0.dn_loss_bbox: 0.2788, d0.dn_loss_iou: 0.3787, d1.dn_loss_cls: 0.0217, d1.dn_loss_bbox: 0.2016, d1.dn_loss_iou: 0.2957, d2.dn_loss_cls: 0.0166, d2.dn_loss_bbox: 0.1816, d2.dn_loss_iou: 0.2723, d3.dn_loss_cls: 0.0144, d3.dn_loss_bbox: 0.1780, d3.dn_loss_iou: 0.2676, d4.dn_loss_cls: 0.0136, d4.dn_loss_bbox: 0.1766, d4.dn_loss_iou: 0.2653, loss: 7.5785 2024-05-21 05:33:47,026 - mmdet - INFO - Epoch [24][2250/3665] lr: 2.000e-04, eta: 18:35:50, time: 1.438, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2023, interm_loss_bbox: 0.1569, interm_loss_iou: 0.3664, loss_cls: 0.1654, loss_bbox: 0.1340, loss_iou: 0.3295, d0.loss_cls: 0.2264, d0.loss_bbox: 0.1380, d0.loss_iou: 0.3359, d1.loss_cls: 0.1867, d1.loss_bbox: 0.1390, d1.loss_iou: 0.3354, d2.loss_cls: 0.1738, d2.loss_bbox: 0.1360, d2.loss_iou: 0.3322, d3.loss_cls: 0.1688, d3.loss_bbox: 0.1339, d3.loss_iou: 0.3299, d4.loss_cls: 0.1664, d4.loss_bbox: 0.1341, d4.loss_iou: 0.3297, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1776, dn_loss_iou: 0.2734, d0.dn_loss_cls: 0.0478, d0.dn_loss_bbox: 0.2850, d0.dn_loss_iou: 0.3895, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2034, d1.dn_loss_iou: 0.3046, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1833, d2.dn_loss_iou: 0.2809, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1794, d3.dn_loss_iou: 0.2759, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1775, d4.dn_loss_iou: 0.2734, loss: 7.7619 2024-05-21 05:35:03,158 - mmdet - INFO - Epoch [24][2300/3665] lr: 2.000e-04, eta: 18:34:37, time: 1.522, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1994, interm_loss_bbox: 0.1560, interm_loss_iou: 0.3660, loss_cls: 0.1611, loss_bbox: 0.1342, loss_iou: 0.3310, d0.loss_cls: 0.2189, d0.loss_bbox: 0.1410, d0.loss_iou: 0.3421, d1.loss_cls: 0.1839, d1.loss_bbox: 0.1369, d1.loss_iou: 0.3365, d2.loss_cls: 0.1708, d2.loss_bbox: 0.1342, d2.loss_iou: 0.3311, d3.loss_cls: 0.1643, d3.loss_bbox: 0.1343, d3.loss_iou: 0.3311, d4.loss_cls: 0.1618, d4.loss_bbox: 0.1341, d4.loss_iou: 0.3310, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1687, dn_loss_iou: 0.2702, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2754, d0.dn_loss_iou: 0.3926, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.1947, d1.dn_loss_iou: 0.3025, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1746, d2.dn_loss_iou: 0.2782, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1703, d3.dn_loss_iou: 0.2728, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1687, d4.dn_loss_iou: 0.2701, loss: 7.6703 2024-05-21 05:36:19,009 - mmdet - INFO - Epoch [24][2350/3665] lr: 2.000e-04, eta: 18:33:24, time: 1.517, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2026, interm_loss_bbox: 0.1566, interm_loss_iou: 0.3674, loss_cls: 0.1640, loss_bbox: 0.1339, loss_iou: 0.3278, d0.loss_cls: 0.2372, d0.loss_bbox: 0.1418, d0.loss_iou: 0.3422, d1.loss_cls: 0.1947, d1.loss_bbox: 0.1372, d1.loss_iou: 0.3347, d2.loss_cls: 0.1761, d2.loss_bbox: 0.1352, d2.loss_iou: 0.3306, d3.loss_cls: 0.1674, d3.loss_bbox: 0.1350, d3.loss_iou: 0.3293, d4.loss_cls: 0.1659, d4.loss_bbox: 0.1337, d4.loss_iou: 0.3278, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1794, dn_loss_iou: 0.2751, d0.dn_loss_cls: 0.0488, d0.dn_loss_bbox: 0.2963, d0.dn_loss_iou: 0.4074, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2088, d1.dn_loss_iou: 0.3105, d2.dn_loss_cls: 0.0199, d2.dn_loss_bbox: 0.1861, d2.dn_loss_iou: 0.2843, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1812, d3.dn_loss_iou: 0.2780, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1793, d4.dn_loss_iou: 0.2750, loss: 7.8456 2024-05-21 05:37:34,694 - mmdet - INFO - Epoch [24][2400/3665] lr: 2.000e-04, eta: 18:32:12, time: 1.514, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2028, interm_loss_bbox: 0.1594, interm_loss_iou: 0.3661, loss_cls: 0.1617, loss_bbox: 0.1379, loss_iou: 0.3299, d0.loss_cls: 0.2243, d0.loss_bbox: 0.1434, d0.loss_iou: 0.3407, d1.loss_cls: 0.1847, d1.loss_bbox: 0.1401, d1.loss_iou: 0.3345, d2.loss_cls: 0.1697, d2.loss_bbox: 0.1388, d2.loss_iou: 0.3327, d3.loss_cls: 0.1653, d3.loss_bbox: 0.1382, d3.loss_iou: 0.3301, d4.loss_cls: 0.1630, d4.loss_bbox: 0.1381, d4.loss_iou: 0.3294, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1888, dn_loss_iou: 0.2749, d0.dn_loss_cls: 0.0470, d0.dn_loss_bbox: 0.3038, d0.dn_loss_iou: 0.3972, d1.dn_loss_cls: 0.0242, d1.dn_loss_bbox: 0.2186, d1.dn_loss_iou: 0.3077, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1951, d2.dn_loss_iou: 0.2828, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1905, d3.dn_loss_iou: 0.2776, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1887, d4.dn_loss_iou: 0.2748, loss: 7.8677 2024-05-21 05:38:50,402 - mmdet - INFO - Epoch [24][2450/3665] lr: 2.000e-04, eta: 18:30:59, time: 1.514, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2006, interm_loss_bbox: 0.1606, interm_loss_iou: 0.3658, loss_cls: 0.1633, loss_bbox: 0.1348, loss_iou: 0.3279, d0.loss_cls: 0.2212, d0.loss_bbox: 0.1422, d0.loss_iou: 0.3384, d1.loss_cls: 0.1860, d1.loss_bbox: 0.1396, d1.loss_iou: 0.3346, d2.loss_cls: 0.1716, d2.loss_bbox: 0.1367, d2.loss_iou: 0.3306, d3.loss_cls: 0.1671, d3.loss_bbox: 0.1350, d3.loss_iou: 0.3280, d4.loss_cls: 0.1635, d4.loss_bbox: 0.1355, d4.loss_iou: 0.3287, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1773, dn_loss_iou: 0.2721, d0.dn_loss_cls: 0.0455, d0.dn_loss_bbox: 0.2889, d0.dn_loss_iou: 0.3934, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.2069, d1.dn_loss_iou: 0.3059, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1837, d2.dn_loss_iou: 0.2802, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1792, d3.dn_loss_iou: 0.2748, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1772, d4.dn_loss_iou: 0.2720, loss: 7.7531 2024-05-21 05:40:03,647 - mmdet - INFO - Epoch [24][2500/3665] lr: 2.000e-04, eta: 18:29:45, time: 1.465, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2078, interm_loss_bbox: 0.1599, interm_loss_iou: 0.3751, loss_cls: 0.1678, loss_bbox: 0.1361, loss_iou: 0.3355, d0.loss_cls: 0.2330, d0.loss_bbox: 0.1432, d0.loss_iou: 0.3490, d1.loss_cls: 0.1924, d1.loss_bbox: 0.1401, d1.loss_iou: 0.3410, d2.loss_cls: 0.1786, d2.loss_bbox: 0.1368, d2.loss_iou: 0.3364, d3.loss_cls: 0.1715, d3.loss_bbox: 0.1370, d3.loss_iou: 0.3359, d4.loss_cls: 0.1683, d4.loss_bbox: 0.1368, d4.loss_iou: 0.3356, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1857, dn_loss_iou: 0.2836, d0.dn_loss_cls: 0.0487, d0.dn_loss_bbox: 0.2981, d0.dn_loss_iou: 0.4128, d1.dn_loss_cls: 0.0246, d1.dn_loss_bbox: 0.2135, d1.dn_loss_iou: 0.3184, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1916, d2.dn_loss_iou: 0.2922, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1874, d3.dn_loss_iou: 0.2866, d4.dn_loss_cls: 0.0154, d4.dn_loss_bbox: 0.1856, d4.dn_loss_iou: 0.2835, loss: 7.9954 2024-05-21 05:41:17,056 - mmdet - INFO - Epoch [24][2550/3665] lr: 2.000e-04, eta: 18:28:31, time: 1.468, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2037, interm_loss_bbox: 0.1579, interm_loss_iou: 0.3658, loss_cls: 0.1666, loss_bbox: 0.1350, loss_iou: 0.3300, d0.loss_cls: 0.2224, d0.loss_bbox: 0.1417, d0.loss_iou: 0.3409, d1.loss_cls: 0.1870, d1.loss_bbox: 0.1387, d1.loss_iou: 0.3359, d2.loss_cls: 0.1746, d2.loss_bbox: 0.1366, d2.loss_iou: 0.3325, d3.loss_cls: 0.1696, d3.loss_bbox: 0.1350, d3.loss_iou: 0.3310, d4.loss_cls: 0.1677, d4.loss_bbox: 0.1346, d4.loss_iou: 0.3298, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1784, dn_loss_iou: 0.2662, d0.dn_loss_cls: 0.0468, d0.dn_loss_bbox: 0.2866, d0.dn_loss_iou: 0.3845, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2039, d1.dn_loss_iou: 0.2976, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1836, d2.dn_loss_iou: 0.2734, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1801, d3.dn_loss_iou: 0.2688, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1783, d4.dn_loss_iou: 0.2661, loss: 7.7377 2024-05-21 05:42:33,581 - mmdet - INFO - Epoch [24][2600/3665] lr: 2.000e-04, eta: 18:27:19, time: 1.530, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1977, interm_loss_bbox: 0.1580, interm_loss_iou: 0.3695, loss_cls: 0.1602, loss_bbox: 0.1348, loss_iou: 0.3360, d0.loss_cls: 0.2134, d0.loss_bbox: 0.1419, d0.loss_iou: 0.3452, d1.loss_cls: 0.1796, d1.loss_bbox: 0.1387, d1.loss_iou: 0.3411, d2.loss_cls: 0.1690, d2.loss_bbox: 0.1364, d2.loss_iou: 0.3361, d3.loss_cls: 0.1629, d3.loss_bbox: 0.1354, d3.loss_iou: 0.3369, d4.loss_cls: 0.1617, d4.loss_bbox: 0.1343, d4.loss_iou: 0.3354, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1789, dn_loss_iou: 0.2753, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2874, d0.dn_loss_iou: 0.3946, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2052, d1.dn_loss_iou: 0.3068, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1845, d2.dn_loss_iou: 0.2830, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1805, d3.dn_loss_iou: 0.2777, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1789, d4.dn_loss_iou: 0.2752, loss: 7.7839 2024-05-21 05:43:48,047 - mmdet - INFO - Epoch [24][2650/3665] lr: 2.000e-04, eta: 18:26:05, time: 1.489, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1986, interm_loss_bbox: 0.1572, interm_loss_iou: 0.3687, loss_cls: 0.1606, loss_bbox: 0.1369, loss_iou: 0.3393, d0.loss_cls: 0.2136, d0.loss_bbox: 0.1421, d0.loss_iou: 0.3469, d1.loss_cls: 0.1805, d1.loss_bbox: 0.1401, d1.loss_iou: 0.3427, d2.loss_cls: 0.1694, d2.loss_bbox: 0.1375, d2.loss_iou: 0.3396, d3.loss_cls: 0.1646, d3.loss_bbox: 0.1367, d3.loss_iou: 0.3386, d4.loss_cls: 0.1617, d4.loss_bbox: 0.1365, d4.loss_iou: 0.3394, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1833, dn_loss_iou: 0.2769, d0.dn_loss_cls: 0.0461, d0.dn_loss_bbox: 0.2884, d0.dn_loss_iou: 0.3899, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.2089, d1.dn_loss_iou: 0.3073, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1892, d2.dn_loss_iou: 0.2844, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1848, d3.dn_loss_iou: 0.2794, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1833, d4.dn_loss_iou: 0.2769, loss: 7.8385 2024-05-21 05:45:02,653 - mmdet - INFO - Epoch [24][2700/3665] lr: 2.000e-04, eta: 18:24:52, time: 1.492, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2003, interm_loss_bbox: 0.1579, interm_loss_iou: 0.3664, loss_cls: 0.1648, loss_bbox: 0.1358, loss_iou: 0.3323, d0.loss_cls: 0.2119, d0.loss_bbox: 0.1438, d0.loss_iou: 0.3451, d1.loss_cls: 0.1819, d1.loss_bbox: 0.1401, d1.loss_iou: 0.3401, d2.loss_cls: 0.1711, d2.loss_bbox: 0.1383, d2.loss_iou: 0.3351, d3.loss_cls: 0.1665, d3.loss_bbox: 0.1372, d3.loss_iou: 0.3336, d4.loss_cls: 0.1655, d4.loss_bbox: 0.1356, d4.loss_iou: 0.3324, dn_loss_cls: 0.0143, dn_loss_bbox: 0.1880, dn_loss_iou: 0.2726, d0.dn_loss_cls: 0.0452, d0.dn_loss_bbox: 0.2985, d0.dn_loss_iou: 0.3925, d1.dn_loss_cls: 0.0226, d1.dn_loss_bbox: 0.2158, d1.dn_loss_iou: 0.3051, d2.dn_loss_cls: 0.0177, d2.dn_loss_bbox: 0.1940, d2.dn_loss_iou: 0.2802, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1898, d3.dn_loss_iou: 0.2753, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1879, d4.dn_loss_iou: 0.2725, loss: 7.8377 2024-05-21 05:46:19,183 - mmdet - INFO - Epoch [24][2750/3665] lr: 2.000e-04, eta: 18:23:40, time: 1.531, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1992, interm_loss_bbox: 0.1611, interm_loss_iou: 0.3666, loss_cls: 0.1627, loss_bbox: 0.1378, loss_iou: 0.3296, d0.loss_cls: 0.2165, d0.loss_bbox: 0.1474, d0.loss_iou: 0.3441, d1.loss_cls: 0.1812, d1.loss_bbox: 0.1424, d1.loss_iou: 0.3365, d2.loss_cls: 0.1710, d2.loss_bbox: 0.1390, d2.loss_iou: 0.3313, d3.loss_cls: 0.1666, d3.loss_bbox: 0.1381, d3.loss_iou: 0.3303, d4.loss_cls: 0.1638, d4.loss_bbox: 0.1382, d4.loss_iou: 0.3300, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1890, dn_loss_iou: 0.2739, d0.dn_loss_cls: 0.0467, d0.dn_loss_bbox: 0.3021, d0.dn_loss_iou: 0.3975, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2160, d1.dn_loss_iou: 0.3066, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1950, d2.dn_loss_iou: 0.2819, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1906, d3.dn_loss_iou: 0.2767, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1890, d4.dn_loss_iou: 0.2738, loss: 7.8611 2024-05-21 05:47:31,111 - mmdet - INFO - Epoch [24][2800/3665] lr: 2.000e-04, eta: 18:22:25, time: 1.439, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1980, interm_loss_bbox: 0.1573, interm_loss_iou: 0.3678, loss_cls: 0.1640, loss_bbox: 0.1329, loss_iou: 0.3273, d0.loss_cls: 0.2183, d0.loss_bbox: 0.1398, d0.loss_iou: 0.3406, d1.loss_cls: 0.1835, d1.loss_bbox: 0.1367, d1.loss_iou: 0.3363, d2.loss_cls: 0.1727, d2.loss_bbox: 0.1338, d2.loss_iou: 0.3298, d3.loss_cls: 0.1674, d3.loss_bbox: 0.1329, d3.loss_iou: 0.3284, d4.loss_cls: 0.1651, d4.loss_bbox: 0.1326, d4.loss_iou: 0.3273, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1732, dn_loss_iou: 0.2763, d0.dn_loss_cls: 0.0468, d0.dn_loss_bbox: 0.2820, d0.dn_loss_iou: 0.3998, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.2010, d1.dn_loss_iou: 0.3101, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1792, d2.dn_loss_iou: 0.2845, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1750, d3.dn_loss_iou: 0.2791, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1732, d4.dn_loss_iou: 0.2762, loss: 7.7365 2024-05-21 05:48:46,564 - mmdet - INFO - Epoch [24][2850/3665] lr: 2.000e-04, eta: 18:21:12, time: 1.509, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2052, interm_loss_bbox: 0.1616, interm_loss_iou: 0.3709, loss_cls: 0.1704, loss_bbox: 0.1361, loss_iou: 0.3319, d0.loss_cls: 0.2234, d0.loss_bbox: 0.1448, d0.loss_iou: 0.3451, d1.loss_cls: 0.1900, d1.loss_bbox: 0.1409, d1.loss_iou: 0.3397, d2.loss_cls: 0.1785, d2.loss_bbox: 0.1381, d2.loss_iou: 0.3344, d3.loss_cls: 0.1729, d3.loss_bbox: 0.1369, d3.loss_iou: 0.3337, d4.loss_cls: 0.1706, d4.loss_bbox: 0.1367, d4.loss_iou: 0.3326, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1863, dn_loss_iou: 0.2782, d0.dn_loss_cls: 0.0478, d0.dn_loss_bbox: 0.2970, d0.dn_loss_iou: 0.3996, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2141, d1.dn_loss_iou: 0.3116, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1921, d2.dn_loss_iou: 0.2861, d3.dn_loss_cls: 0.0163, d3.dn_loss_bbox: 0.1881, d3.dn_loss_iou: 0.2809, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1862, d4.dn_loss_iou: 0.2781, loss: 7.9301 2024-05-21 05:49:58,723 - mmdet - INFO - Epoch [24][2900/3665] lr: 2.000e-04, eta: 18:19:58, time: 1.443, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2014, interm_loss_bbox: 0.1608, interm_loss_iou: 0.3775, loss_cls: 0.1658, loss_bbox: 0.1350, loss_iou: 0.3339, d0.loss_cls: 0.2227, d0.loss_bbox: 0.1429, d0.loss_iou: 0.3475, d1.loss_cls: 0.1869, d1.loss_bbox: 0.1398, d1.loss_iou: 0.3423, d2.loss_cls: 0.1748, d2.loss_bbox: 0.1362, d2.loss_iou: 0.3363, d3.loss_cls: 0.1693, d3.loss_bbox: 0.1361, d3.loss_iou: 0.3356, d4.loss_cls: 0.1659, d4.loss_bbox: 0.1358, d4.loss_iou: 0.3350, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1804, dn_loss_iou: 0.2760, d0.dn_loss_cls: 0.0481, d0.dn_loss_bbox: 0.2902, d0.dn_loss_iou: 0.3994, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.2069, d1.dn_loss_iou: 0.3085, d2.dn_loss_cls: 0.0184, d2.dn_loss_bbox: 0.1856, d2.dn_loss_iou: 0.2838, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1820, d3.dn_loss_iou: 0.2786, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1803, d4.dn_loss_iou: 0.2758, loss: 7.8647 2024-05-21 05:51:17,789 - mmdet - INFO - Epoch [24][2950/3665] lr: 2.000e-04, eta: 18:18:47, time: 1.581, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1959, interm_loss_bbox: 0.1551, interm_loss_iou: 0.3656, loss_cls: 0.1586, loss_bbox: 0.1337, loss_iou: 0.3299, d0.loss_cls: 0.2121, d0.loss_bbox: 0.1392, d0.loss_iou: 0.3411, d1.loss_cls: 0.1769, d1.loss_bbox: 0.1376, d1.loss_iou: 0.3359, d2.loss_cls: 0.1669, d2.loss_bbox: 0.1342, d2.loss_iou: 0.3310, d3.loss_cls: 0.1617, d3.loss_bbox: 0.1338, d3.loss_iou: 0.3295, d4.loss_cls: 0.1595, d4.loss_bbox: 0.1335, d4.loss_iou: 0.3301, dn_loss_cls: 0.0139, dn_loss_bbox: 0.1749, dn_loss_iou: 0.2723, d0.dn_loss_cls: 0.0451, d0.dn_loss_bbox: 0.2813, d0.dn_loss_iou: 0.3931, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.2011, d1.dn_loss_iou: 0.3046, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1803, d2.dn_loss_iou: 0.2800, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1765, d3.dn_loss_iou: 0.2749, d4.dn_loss_cls: 0.0142, d4.dn_loss_bbox: 0.1749, d4.dn_loss_iou: 0.2722, loss: 7.6760 2024-05-21 05:52:31,299 - mmdet - INFO - Epoch [24][3000/3665] lr: 2.000e-04, eta: 18:17:33, time: 1.470, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1988, interm_loss_bbox: 0.1536, interm_loss_iou: 0.3587, loss_cls: 0.1622, loss_bbox: 0.1333, loss_iou: 0.3241, d0.loss_cls: 0.2155, d0.loss_bbox: 0.1382, d0.loss_iou: 0.3339, d1.loss_cls: 0.1814, d1.loss_bbox: 0.1364, d1.loss_iou: 0.3299, d2.loss_cls: 0.1705, d2.loss_bbox: 0.1341, d2.loss_iou: 0.3267, d3.loss_cls: 0.1654, d3.loss_bbox: 0.1333, d3.loss_iou: 0.3252, d4.loss_cls: 0.1631, d4.loss_bbox: 0.1334, d4.loss_iou: 0.3242, dn_loss_cls: 0.0136, dn_loss_bbox: 0.1770, dn_loss_iou: 0.2689, d0.dn_loss_cls: 0.0468, d0.dn_loss_bbox: 0.2831, d0.dn_loss_iou: 0.3878, d1.dn_loss_cls: 0.0230, d1.dn_loss_bbox: 0.2024, d1.dn_loss_iou: 0.3006, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1825, d2.dn_loss_iou: 0.2764, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1785, d3.dn_loss_iou: 0.2715, d4.dn_loss_cls: 0.0140, d4.dn_loss_bbox: 0.1770, d4.dn_loss_iou: 0.2688, loss: 7.6461 2024-05-21 05:53:46,907 - mmdet - INFO - Epoch [24][3050/3665] lr: 2.000e-04, eta: 18:16:20, time: 1.512, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1987, interm_loss_bbox: 0.1586, interm_loss_iou: 0.3573, loss_cls: 0.1607, loss_bbox: 0.1362, loss_iou: 0.3224, d0.loss_cls: 0.2167, d0.loss_bbox: 0.1411, d0.loss_iou: 0.3310, d1.loss_cls: 0.1828, d1.loss_bbox: 0.1392, d1.loss_iou: 0.3275, d2.loss_cls: 0.1684, d2.loss_bbox: 0.1385, d2.loss_iou: 0.3260, d3.loss_cls: 0.1635, d3.loss_bbox: 0.1372, d3.loss_iou: 0.3233, d4.loss_cls: 0.1613, d4.loss_bbox: 0.1365, d4.loss_iou: 0.3229, dn_loss_cls: 0.0136, dn_loss_bbox: 0.1724, dn_loss_iou: 0.2651, d0.dn_loss_cls: 0.0443, d0.dn_loss_bbox: 0.2783, d0.dn_loss_iou: 0.3847, d1.dn_loss_cls: 0.0222, d1.dn_loss_bbox: 0.1983, d1.dn_loss_iou: 0.2969, d2.dn_loss_cls: 0.0171, d2.dn_loss_bbox: 0.1777, d2.dn_loss_iou: 0.2724, d3.dn_loss_cls: 0.0148, d3.dn_loss_bbox: 0.1741, d3.dn_loss_iou: 0.2677, d4.dn_loss_cls: 0.0140, d4.dn_loss_bbox: 0.1724, d4.dn_loss_iou: 0.2650, loss: 7.6011 2024-05-21 05:55:00,941 - mmdet - INFO - Epoch [24][3100/3665] lr: 2.000e-04, eta: 18:15:06, time: 1.481, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2009, interm_loss_bbox: 0.1598, interm_loss_iou: 0.3621, loss_cls: 0.1641, loss_bbox: 0.1382, loss_iou: 0.3266, d0.loss_cls: 0.2178, d0.loss_bbox: 0.1444, d0.loss_iou: 0.3379, d1.loss_cls: 0.1816, d1.loss_bbox: 0.1435, d1.loss_iou: 0.3348, d2.loss_cls: 0.1690, d2.loss_bbox: 0.1420, d2.loss_iou: 0.3315, d3.loss_cls: 0.1657, d3.loss_bbox: 0.1398, d3.loss_iou: 0.3284, d4.loss_cls: 0.1644, d4.loss_bbox: 0.1387, d4.loss_iou: 0.3269, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1743, dn_loss_iou: 0.2663, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2803, d0.dn_loss_iou: 0.3865, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.2000, d1.dn_loss_iou: 0.2986, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1801, d2.dn_loss_iou: 0.2740, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1758, d3.dn_loss_iou: 0.2690, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1743, d4.dn_loss_iou: 0.2662, loss: 7.6934 2024-05-21 05:56:12,610 - mmdet - INFO - Epoch [24][3150/3665] lr: 2.000e-04, eta: 18:13:51, time: 1.433, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2026, interm_loss_bbox: 0.1536, interm_loss_iou: 0.3570, loss_cls: 0.1654, loss_bbox: 0.1309, loss_iou: 0.3222, d0.loss_cls: 0.2201, d0.loss_bbox: 0.1366, d0.loss_iou: 0.3313, d1.loss_cls: 0.1852, d1.loss_bbox: 0.1345, d1.loss_iou: 0.3274, d2.loss_cls: 0.1728, d2.loss_bbox: 0.1323, d2.loss_iou: 0.3242, d3.loss_cls: 0.1677, d3.loss_bbox: 0.1316, d3.loss_iou: 0.3234, d4.loss_cls: 0.1659, d4.loss_bbox: 0.1312, d4.loss_iou: 0.3225, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1734, dn_loss_iou: 0.2642, d0.dn_loss_cls: 0.0461, d0.dn_loss_bbox: 0.2825, d0.dn_loss_iou: 0.3814, d1.dn_loss_cls: 0.0234, d1.dn_loss_bbox: 0.1996, d1.dn_loss_iou: 0.2955, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1788, d2.dn_loss_iou: 0.2715, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1749, d3.dn_loss_iou: 0.2666, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1733, d4.dn_loss_iou: 0.2641, loss: 7.5970 2024-05-21 05:57:30,808 - mmdet - INFO - Epoch [24][3200/3665] lr: 2.000e-04, eta: 18:12:40, time: 1.564, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2054, interm_loss_bbox: 0.1571, interm_loss_iou: 0.3741, loss_cls: 0.1688, loss_bbox: 0.1352, loss_iou: 0.3403, d0.loss_cls: 0.2184, d0.loss_bbox: 0.1412, d0.loss_iou: 0.3484, d1.loss_cls: 0.1848, d1.loss_bbox: 0.1398, d1.loss_iou: 0.3470, d2.loss_cls: 0.1753, d2.loss_bbox: 0.1370, d2.loss_iou: 0.3424, d3.loss_cls: 0.1710, d3.loss_bbox: 0.1361, d3.loss_iou: 0.3413, d4.loss_cls: 0.1690, d4.loss_bbox: 0.1357, d4.loss_iou: 0.3412, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1793, dn_loss_iou: 0.2751, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2851, d0.dn_loss_iou: 0.3918, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.2059, d1.dn_loss_iou: 0.3072, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1845, d2.dn_loss_iou: 0.2827, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1808, d3.dn_loss_iou: 0.2777, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1792, d4.dn_loss_iou: 0.2750, loss: 7.8636 2024-05-21 05:58:43,020 - mmdet - INFO - Epoch [24][3250/3665] lr: 2.000e-04, eta: 18:11:25, time: 1.444, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2000, interm_loss_bbox: 0.1529, interm_loss_iou: 0.3576, loss_cls: 0.1631, loss_bbox: 0.1316, loss_iou: 0.3242, d0.loss_cls: 0.2135, d0.loss_bbox: 0.1371, d0.loss_iou: 0.3338, d1.loss_cls: 0.1783, d1.loss_bbox: 0.1374, d1.loss_iou: 0.3325, d2.loss_cls: 0.1687, d2.loss_bbox: 0.1338, d2.loss_iou: 0.3273, d3.loss_cls: 0.1658, d3.loss_bbox: 0.1325, d3.loss_iou: 0.3245, d4.loss_cls: 0.1637, d4.loss_bbox: 0.1318, d4.loss_iou: 0.3242, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1783, dn_loss_iou: 0.2666, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2911, d0.dn_loss_iou: 0.3868, d1.dn_loss_cls: 0.0230, d1.dn_loss_bbox: 0.2064, d1.dn_loss_iou: 0.2988, d2.dn_loss_cls: 0.0176, d2.dn_loss_bbox: 0.1841, d2.dn_loss_iou: 0.2741, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1800, d3.dn_loss_iou: 0.2692, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1782, d4.dn_loss_iou: 0.2665, loss: 7.6450 2024-05-21 05:59:56,918 - mmdet - INFO - Epoch [24][3300/3665] lr: 2.000e-04, eta: 18:10:12, time: 1.478, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1952, interm_loss_bbox: 0.1575, interm_loss_iou: 0.3634, loss_cls: 0.1590, loss_bbox: 0.1363, loss_iou: 0.3280, d0.loss_cls: 0.2096, d0.loss_bbox: 0.1409, d0.loss_iou: 0.3355, d1.loss_cls: 0.1759, d1.loss_bbox: 0.1399, d1.loss_iou: 0.3330, d2.loss_cls: 0.1647, d2.loss_bbox: 0.1376, d2.loss_iou: 0.3299, d3.loss_cls: 0.1617, d3.loss_bbox: 0.1371, d3.loss_iou: 0.3284, d4.loss_cls: 0.1600, d4.loss_bbox: 0.1365, d4.loss_iou: 0.3279, dn_loss_cls: 0.0139, dn_loss_bbox: 0.1718, dn_loss_iou: 0.2747, d0.dn_loss_cls: 0.0446, d0.dn_loss_bbox: 0.2804, d0.dn_loss_iou: 0.3968, d1.dn_loss_cls: 0.0226, d1.dn_loss_bbox: 0.1987, d1.dn_loss_iou: 0.3073, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1775, d2.dn_loss_iou: 0.2824, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1735, d3.dn_loss_iou: 0.2773, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1718, d4.dn_loss_iou: 0.2745, loss: 7.6729 2024-05-21 06:01:11,750 - mmdet - INFO - Epoch [24][3350/3665] lr: 2.000e-04, eta: 18:08:59, time: 1.497, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1993, interm_loss_bbox: 0.1525, interm_loss_iou: 0.3623, loss_cls: 0.1617, loss_bbox: 0.1309, loss_iou: 0.3273, d0.loss_cls: 0.2116, d0.loss_bbox: 0.1363, d0.loss_iou: 0.3365, d1.loss_cls: 0.1771, d1.loss_bbox: 0.1352, d1.loss_iou: 0.3342, d2.loss_cls: 0.1682, d2.loss_bbox: 0.1331, d2.loss_iou: 0.3302, d3.loss_cls: 0.1634, d3.loss_bbox: 0.1324, d3.loss_iou: 0.3295, d4.loss_cls: 0.1613, d4.loss_bbox: 0.1324, d4.loss_iou: 0.3285, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1753, dn_loss_iou: 0.2670, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2829, d0.dn_loss_iou: 0.3855, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.2009, d1.dn_loss_iou: 0.2980, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1803, d2.dn_loss_iou: 0.2744, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1768, d3.dn_loss_iou: 0.2694, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1752, d4.dn_loss_iou: 0.2669, loss: 7.6253 2024-05-21 06:02:25,794 - mmdet - INFO - Epoch [24][3400/3665] lr: 2.000e-04, eta: 18:07:45, time: 1.481, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2045, interm_loss_bbox: 0.1575, interm_loss_iou: 0.3638, loss_cls: 0.1652, loss_bbox: 0.1373, loss_iou: 0.3290, d0.loss_cls: 0.2173, d0.loss_bbox: 0.1451, d0.loss_iou: 0.3404, d1.loss_cls: 0.1827, d1.loss_bbox: 0.1414, d1.loss_iou: 0.3355, d2.loss_cls: 0.1721, d2.loss_bbox: 0.1395, d2.loss_iou: 0.3320, d3.loss_cls: 0.1684, d3.loss_bbox: 0.1375, d3.loss_iou: 0.3301, d4.loss_cls: 0.1662, d4.loss_bbox: 0.1374, d4.loss_iou: 0.3291, dn_loss_cls: 0.0159, dn_loss_bbox: 0.1831, dn_loss_iou: 0.2792, d0.dn_loss_cls: 0.0472, d0.dn_loss_bbox: 0.2899, d0.dn_loss_iou: 0.3990, d1.dn_loss_cls: 0.0241, d1.dn_loss_bbox: 0.2086, d1.dn_loss_iou: 0.3104, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1885, d2.dn_loss_iou: 0.2864, d3.dn_loss_cls: 0.0169, d3.dn_loss_bbox: 0.1845, d3.dn_loss_iou: 0.2816, d4.dn_loss_cls: 0.0162, d4.dn_loss_bbox: 0.1831, d4.dn_loss_iou: 0.2789, loss: 7.8443 2024-05-21 06:03:39,441 - mmdet - INFO - Epoch [24][3450/3665] lr: 2.000e-04, eta: 18:06:31, time: 1.473, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2008, interm_loss_bbox: 0.1532, interm_loss_iou: 0.3588, loss_cls: 0.1627, loss_bbox: 0.1328, loss_iou: 0.3261, d0.loss_cls: 0.2143, d0.loss_bbox: 0.1385, d0.loss_iou: 0.3343, d1.loss_cls: 0.1808, d1.loss_bbox: 0.1359, d1.loss_iou: 0.3304, d2.loss_cls: 0.1705, d2.loss_bbox: 0.1342, d2.loss_iou: 0.3280, d3.loss_cls: 0.1661, d3.loss_bbox: 0.1330, d3.loss_iou: 0.3270, d4.loss_cls: 0.1639, d4.loss_bbox: 0.1327, d4.loss_iou: 0.3259, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1774, dn_loss_iou: 0.2722, d0.dn_loss_cls: 0.0446, d0.dn_loss_bbox: 0.2873, d0.dn_loss_iou: 0.3939, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.2049, d1.dn_loss_iou: 0.3042, d2.dn_loss_cls: 0.0176, d2.dn_loss_bbox: 0.1831, d2.dn_loss_iou: 0.2801, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1792, d3.dn_loss_iou: 0.2748, d4.dn_loss_cls: 0.0145, d4.dn_loss_bbox: 0.1774, d4.dn_loss_iou: 0.2721, loss: 7.6849 2024-05-21 06:04:57,768 - mmdet - INFO - Epoch [24][3500/3665] lr: 2.000e-04, eta: 18:05:20, time: 1.566, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1965, interm_loss_bbox: 0.1578, interm_loss_iou: 0.3625, loss_cls: 0.1593, loss_bbox: 0.1389, loss_iou: 0.3303, d0.loss_cls: 0.2086, d0.loss_bbox: 0.1444, d0.loss_iou: 0.3383, d1.loss_cls: 0.1754, d1.loss_bbox: 0.1422, d1.loss_iou: 0.3350, d2.loss_cls: 0.1671, d2.loss_bbox: 0.1388, d2.loss_iou: 0.3305, d3.loss_cls: 0.1628, d3.loss_bbox: 0.1384, d3.loss_iou: 0.3299, d4.loss_cls: 0.1604, d4.loss_bbox: 0.1388, d4.loss_iou: 0.3300, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1824, dn_loss_iou: 0.2690, d0.dn_loss_cls: 0.0454, d0.dn_loss_bbox: 0.2893, d0.dn_loss_iou: 0.3831, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.2092, d1.dn_loss_iou: 0.3000, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1882, d2.dn_loss_iou: 0.2764, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1842, d3.dn_loss_iou: 0.2716, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1823, d4.dn_loss_iou: 0.2689, loss: 7.7196 2024-05-21 06:06:13,230 - mmdet - INFO - Epoch [24][3550/3665] lr: 2.000e-04, eta: 18:04:07, time: 1.509, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1982, interm_loss_bbox: 0.1594, interm_loss_iou: 0.3662, loss_cls: 0.1617, loss_bbox: 0.1369, loss_iou: 0.3303, d0.loss_cls: 0.2100, d0.loss_bbox: 0.1434, d0.loss_iou: 0.3405, d1.loss_cls: 0.1790, d1.loss_bbox: 0.1410, d1.loss_iou: 0.3358, d2.loss_cls: 0.1685, d2.loss_bbox: 0.1385, d2.loss_iou: 0.3324, d3.loss_cls: 0.1648, d3.loss_bbox: 0.1370, d3.loss_iou: 0.3302, d4.loss_cls: 0.1624, d4.loss_bbox: 0.1372, d4.loss_iou: 0.3300, dn_loss_cls: 0.0133, dn_loss_bbox: 0.1775, dn_loss_iou: 0.2699, d0.dn_loss_cls: 0.0442, d0.dn_loss_bbox: 0.2880, d0.dn_loss_iou: 0.3864, d1.dn_loss_cls: 0.0216, d1.dn_loss_bbox: 0.2055, d1.dn_loss_iou: 0.3005, d2.dn_loss_cls: 0.0165, d2.dn_loss_bbox: 0.1835, d2.dn_loss_iou: 0.2773, d3.dn_loss_cls: 0.0144, d3.dn_loss_bbox: 0.1794, d3.dn_loss_iou: 0.2723, d4.dn_loss_cls: 0.0136, d4.dn_loss_bbox: 0.1775, d4.dn_loss_iou: 0.2697, loss: 7.7141 2024-05-21 06:07:26,460 - mmdet - INFO - Epoch [24][3600/3665] lr: 2.000e-04, eta: 18:02:53, time: 1.465, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2005, interm_loss_bbox: 0.1590, interm_loss_iou: 0.3717, loss_cls: 0.1624, loss_bbox: 0.1373, loss_iou: 0.3399, d0.loss_cls: 0.2116, d0.loss_bbox: 0.1420, d0.loss_iou: 0.3469, d1.loss_cls: 0.1790, d1.loss_bbox: 0.1403, d1.loss_iou: 0.3450, d2.loss_cls: 0.1687, d2.loss_bbox: 0.1377, d2.loss_iou: 0.3414, d3.loss_cls: 0.1647, d3.loss_bbox: 0.1375, d3.loss_iou: 0.3403, d4.loss_cls: 0.1632, d4.loss_bbox: 0.1372, d4.loss_iou: 0.3400, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1773, dn_loss_iou: 0.2718, d0.dn_loss_cls: 0.0451, d0.dn_loss_bbox: 0.2877, d0.dn_loss_iou: 0.3917, d1.dn_loss_cls: 0.0230, d1.dn_loss_bbox: 0.2054, d1.dn_loss_iou: 0.3033, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1838, d2.dn_loss_iou: 0.2795, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1792, d3.dn_loss_iou: 0.2745, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1772, d4.dn_loss_iou: 0.2716, loss: 7.7998 2024-05-21 06:08:42,145 - mmdet - INFO - Epoch [24][3650/3665] lr: 2.000e-04, eta: 18:01:40, time: 1.514, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1988, interm_loss_bbox: 0.1594, interm_loss_iou: 0.3580, loss_cls: 0.1616, loss_bbox: 0.1404, loss_iou: 0.3257, d0.loss_cls: 0.2107, d0.loss_bbox: 0.1431, d0.loss_iou: 0.3316, d1.loss_cls: 0.1775, d1.loss_bbox: 0.1445, d1.loss_iou: 0.3311, d2.loss_cls: 0.1676, d2.loss_bbox: 0.1428, d2.loss_iou: 0.3288, d3.loss_cls: 0.1640, d3.loss_bbox: 0.1413, d3.loss_iou: 0.3266, d4.loss_cls: 0.1620, d4.loss_bbox: 0.1409, d4.loss_iou: 0.3262, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1849, dn_loss_iou: 0.2668, d0.dn_loss_cls: 0.0440, d0.dn_loss_bbox: 0.2862, d0.dn_loss_iou: 0.3817, d1.dn_loss_cls: 0.0221, d1.dn_loss_bbox: 0.2105, d1.dn_loss_iou: 0.2974, d2.dn_loss_cls: 0.0170, d2.dn_loss_bbox: 0.1904, d2.dn_loss_iou: 0.2742, d3.dn_loss_cls: 0.0148, d3.dn_loss_bbox: 0.1864, d3.dn_loss_iou: 0.2692, d4.dn_loss_cls: 0.0142, d4.dn_loss_bbox: 0.1849, d4.dn_loss_iou: 0.2667, loss: 7.7078 2024-05-21 06:09:07,415 - mmdet - INFO - Saving checkpoint at 24 epochs 2024-05-21 06:12:57,026 - mmdet - INFO - Evaluating bbox... 2024-05-21 06:14:49,276 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.563 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.750 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.616 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.392 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.594 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.730 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.759 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.762 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.762 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.623 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.801 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.905 2024-05-21 06:14:51,559 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 06:14:51,561 - mmdet - INFO - Epoch(val) [24][313] bbox_mAP: 0.5630, bbox_mAP_50: 0.7500, bbox_mAP_75: 0.6160, bbox_mAP_s: 0.3920, bbox_mAP_m: 0.5940, bbox_mAP_l: 0.7300, bbox_mAP_copypaste: 0.563 0.750 0.616 0.392 0.594 0.730 2024-05-21 06:16:16,455 - mmdet - INFO - Epoch [25][50/3665] lr: 2.000e-04, eta: 17:59:59, time: 1.697, data_time: 0.141, memory: 41053, interm_loss_cls: 0.1873, interm_loss_bbox: 0.1565, interm_loss_iou: 0.3511, loss_cls: 0.1528, loss_bbox: 0.1324, loss_iou: 0.3146, d0.loss_cls: 0.1988, d0.loss_bbox: 0.1383, d0.loss_iou: 0.3234, d1.loss_cls: 0.1671, d1.loss_bbox: 0.1378, d1.loss_iou: 0.3210, d2.loss_cls: 0.1576, d2.loss_bbox: 0.1362, d2.loss_iou: 0.3190, d3.loss_cls: 0.1540, d3.loss_bbox: 0.1342, d3.loss_iou: 0.3166, d4.loss_cls: 0.1530, d4.loss_bbox: 0.1331, d4.loss_iou: 0.3150, dn_loss_cls: 0.0131, dn_loss_bbox: 0.1716, dn_loss_iou: 0.2567, d0.dn_loss_cls: 0.0425, d0.dn_loss_bbox: 0.2752, d0.dn_loss_iou: 0.3685, d1.dn_loss_cls: 0.0210, d1.dn_loss_bbox: 0.1979, d1.dn_loss_iou: 0.2868, d2.dn_loss_cls: 0.0161, d2.dn_loss_bbox: 0.1773, d2.dn_loss_iou: 0.2641, d3.dn_loss_cls: 0.0140, d3.dn_loss_bbox: 0.1732, d3.dn_loss_iou: 0.2590, d4.dn_loss_cls: 0.0133, d4.dn_loss_bbox: 0.1715, d4.dn_loss_iou: 0.2565, loss: 7.3780 2024-05-21 06:17:27,842 - mmdet - INFO - Epoch [25][100/3665] lr: 2.000e-04, eta: 17:58:44, time: 1.428, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1908, interm_loss_bbox: 0.1530, interm_loss_iou: 0.3547, loss_cls: 0.1538, loss_bbox: 0.1317, loss_iou: 0.3178, d0.loss_cls: 0.2026, d0.loss_bbox: 0.1349, d0.loss_iou: 0.3240, d1.loss_cls: 0.1695, d1.loss_bbox: 0.1345, d1.loss_iou: 0.3222, d2.loss_cls: 0.1606, d2.loss_bbox: 0.1331, d2.loss_iou: 0.3197, d3.loss_cls: 0.1565, d3.loss_bbox: 0.1324, d3.loss_iou: 0.3188, d4.loss_cls: 0.1551, d4.loss_bbox: 0.1318, d4.loss_iou: 0.3175, dn_loss_cls: 0.0134, dn_loss_bbox: 0.1677, dn_loss_iou: 0.2583, d0.dn_loss_cls: 0.0438, d0.dn_loss_bbox: 0.2715, d0.dn_loss_iou: 0.3717, d1.dn_loss_cls: 0.0219, d1.dn_loss_bbox: 0.1920, d1.dn_loss_iou: 0.2871, d2.dn_loss_cls: 0.0169, d2.dn_loss_bbox: 0.1731, d2.dn_loss_iou: 0.2652, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1691, d3.dn_loss_iou: 0.2604, d4.dn_loss_cls: 0.0138, d4.dn_loss_bbox: 0.1676, d4.dn_loss_iou: 0.2581, loss: 7.3814 2024-05-21 06:18:43,825 - mmdet - INFO - Epoch [25][150/3665] lr: 2.000e-04, eta: 17:57:31, time: 1.520, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1933, interm_loss_bbox: 0.1521, interm_loss_iou: 0.3612, loss_cls: 0.1563, loss_bbox: 0.1323, loss_iou: 0.3259, d0.loss_cls: 0.2056, d0.loss_bbox: 0.1348, d0.loss_iou: 0.3318, d1.loss_cls: 0.1713, d1.loss_bbox: 0.1361, d1.loss_iou: 0.3323, d2.loss_cls: 0.1627, d2.loss_bbox: 0.1338, d2.loss_iou: 0.3279, d3.loss_cls: 0.1584, d3.loss_bbox: 0.1331, d3.loss_iou: 0.3270, d4.loss_cls: 0.1569, d4.loss_bbox: 0.1325, d4.loss_iou: 0.3262, dn_loss_cls: 0.0128, dn_loss_bbox: 0.1718, dn_loss_iou: 0.2634, d0.dn_loss_cls: 0.0423, d0.dn_loss_bbox: 0.2725, d0.dn_loss_iou: 0.3785, d1.dn_loss_cls: 0.0212, d1.dn_loss_bbox: 0.1947, d1.dn_loss_iou: 0.2925, d2.dn_loss_cls: 0.0161, d2.dn_loss_bbox: 0.1766, d2.dn_loss_iou: 0.2703, d3.dn_loss_cls: 0.0139, d3.dn_loss_bbox: 0.1732, d3.dn_loss_iou: 0.2658, d4.dn_loss_cls: 0.0132, d4.dn_loss_bbox: 0.1717, d4.dn_loss_iou: 0.2633, loss: 7.5054 2024-05-21 06:19:58,229 - mmdet - INFO - Epoch [25][200/3665] lr: 2.000e-04, eta: 17:56:18, time: 1.487, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1917, interm_loss_bbox: 0.1537, interm_loss_iou: 0.3598, loss_cls: 0.1549, loss_bbox: 0.1316, loss_iou: 0.3252, d0.loss_cls: 0.2034, d0.loss_bbox: 0.1370, d0.loss_iou: 0.3337, d1.loss_cls: 0.1696, d1.loss_bbox: 0.1362, d1.loss_iou: 0.3318, d2.loss_cls: 0.1615, d2.loss_bbox: 0.1327, d2.loss_iou: 0.3274, d3.loss_cls: 0.1563, d3.loss_bbox: 0.1325, d3.loss_iou: 0.3270, d4.loss_cls: 0.1549, d4.loss_bbox: 0.1322, d4.loss_iou: 0.3257, dn_loss_cls: 0.0128, dn_loss_bbox: 0.1740, dn_loss_iou: 0.2681, d0.dn_loss_cls: 0.0426, d0.dn_loss_bbox: 0.2766, d0.dn_loss_iou: 0.3839, d1.dn_loss_cls: 0.0213, d1.dn_loss_bbox: 0.1982, d1.dn_loss_iou: 0.2990, d2.dn_loss_cls: 0.0163, d2.dn_loss_bbox: 0.1797, d2.dn_loss_iou: 0.2758, d3.dn_loss_cls: 0.0139, d3.dn_loss_bbox: 0.1755, d3.dn_loss_iou: 0.2707, d4.dn_loss_cls: 0.0132, d4.dn_loss_bbox: 0.1739, d4.dn_loss_iou: 0.2679, loss: 7.5423 2024-05-21 06:21:10,150 - mmdet - INFO - Epoch [25][250/3665] lr: 2.000e-04, eta: 17:55:03, time: 1.439, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1938, interm_loss_bbox: 0.1511, interm_loss_iou: 0.3602, loss_cls: 0.1559, loss_bbox: 0.1310, loss_iou: 0.3285, d0.loss_cls: 0.2082, d0.loss_bbox: 0.1347, d0.loss_iou: 0.3342, d1.loss_cls: 0.1777, d1.loss_bbox: 0.1336, d1.loss_iou: 0.3320, d2.loss_cls: 0.1650, d2.loss_bbox: 0.1312, d2.loss_iou: 0.3290, d3.loss_cls: 0.1588, d3.loss_bbox: 0.1316, d3.loss_iou: 0.3299, d4.loss_cls: 0.1567, d4.loss_bbox: 0.1312, d4.loss_iou: 0.3291, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1640, dn_loss_iou: 0.2715, d0.dn_loss_cls: 0.0449, d0.dn_loss_bbox: 0.2673, d0.dn_loss_iou: 0.3880, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.1898, d1.dn_loss_iou: 0.3026, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1696, d2.dn_loss_iou: 0.2789, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1654, d3.dn_loss_iou: 0.2739, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1639, d4.dn_loss_iou: 0.2712, loss: 7.5386 2024-05-21 06:22:23,785 - mmdet - INFO - Epoch [25][300/3665] lr: 2.000e-04, eta: 17:53:49, time: 1.472, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1911, interm_loss_bbox: 0.1490, interm_loss_iou: 0.3644, loss_cls: 0.1553, loss_bbox: 0.1273, loss_iou: 0.3298, d0.loss_cls: 0.2043, d0.loss_bbox: 0.1331, d0.loss_iou: 0.3378, d1.loss_cls: 0.1734, d1.loss_bbox: 0.1298, d1.loss_iou: 0.3335, d2.loss_cls: 0.1622, d2.loss_bbox: 0.1286, d2.loss_iou: 0.3318, d3.loss_cls: 0.1593, d3.loss_bbox: 0.1268, d3.loss_iou: 0.3289, d4.loss_cls: 0.1559, d4.loss_bbox: 0.1278, d4.loss_iou: 0.3302, dn_loss_cls: 0.0125, dn_loss_bbox: 0.1681, dn_loss_iou: 0.2645, d0.dn_loss_cls: 0.0423, d0.dn_loss_bbox: 0.2685, d0.dn_loss_iou: 0.3784, d1.dn_loss_cls: 0.0207, d1.dn_loss_bbox: 0.1925, d1.dn_loss_iou: 0.2946, d2.dn_loss_cls: 0.0158, d2.dn_loss_bbox: 0.1736, d2.dn_loss_iou: 0.2719, d3.dn_loss_cls: 0.0137, d3.dn_loss_bbox: 0.1698, d3.dn_loss_iou: 0.2671, d4.dn_loss_cls: 0.0129, d4.dn_loss_bbox: 0.1681, d4.dn_loss_iou: 0.2643, loss: 7.4796 2024-05-21 06:23:35,607 - mmdet - INFO - Epoch [25][350/3665] lr: 2.000e-04, eta: 17:52:34, time: 1.437, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1963, interm_loss_bbox: 0.1559, interm_loss_iou: 0.3669, loss_cls: 0.1602, loss_bbox: 0.1334, loss_iou: 0.3352, d0.loss_cls: 0.2066, d0.loss_bbox: 0.1394, d0.loss_iou: 0.3425, d1.loss_cls: 0.1761, d1.loss_bbox: 0.1387, d1.loss_iou: 0.3417, d2.loss_cls: 0.1666, d2.loss_bbox: 0.1359, d2.loss_iou: 0.3383, d3.loss_cls: 0.1633, d3.loss_bbox: 0.1340, d3.loss_iou: 0.3357, d4.loss_cls: 0.1610, d4.loss_bbox: 0.1337, d4.loss_iou: 0.3356, dn_loss_cls: 0.0137, dn_loss_bbox: 0.1703, dn_loss_iou: 0.2673, d0.dn_loss_cls: 0.0446, d0.dn_loss_bbox: 0.2733, d0.dn_loss_iou: 0.3803, d1.dn_loss_cls: 0.0221, d1.dn_loss_bbox: 0.1955, d1.dn_loss_iou: 0.2976, d2.dn_loss_cls: 0.0171, d2.dn_loss_bbox: 0.1758, d2.dn_loss_iou: 0.2746, d3.dn_loss_cls: 0.0148, d3.dn_loss_bbox: 0.1718, d3.dn_loss_iou: 0.2698, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1702, d4.dn_loss_iou: 0.2671, loss: 7.6370 2024-05-21 06:24:47,316 - mmdet - INFO - Epoch [25][400/3665] lr: 2.000e-04, eta: 17:51:20, time: 1.434, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1918, interm_loss_bbox: 0.1539, interm_loss_iou: 0.3620, loss_cls: 0.1558, loss_bbox: 0.1318, loss_iou: 0.3267, d0.loss_cls: 0.2036, d0.loss_bbox: 0.1355, d0.loss_iou: 0.3338, d1.loss_cls: 0.1716, d1.loss_bbox: 0.1351, d1.loss_iou: 0.3335, d2.loss_cls: 0.1614, d2.loss_bbox: 0.1333, d2.loss_iou: 0.3299, d3.loss_cls: 0.1579, d3.loss_bbox: 0.1320, d3.loss_iou: 0.3276, d4.loss_cls: 0.1563, d4.loss_bbox: 0.1321, d4.loss_iou: 0.3265, dn_loss_cls: 0.0129, dn_loss_bbox: 0.1707, dn_loss_iou: 0.2655, d0.dn_loss_cls: 0.0434, d0.dn_loss_bbox: 0.2740, d0.dn_loss_iou: 0.3822, d1.dn_loss_cls: 0.0216, d1.dn_loss_bbox: 0.1958, d1.dn_loss_iou: 0.2958, d2.dn_loss_cls: 0.0164, d2.dn_loss_bbox: 0.1759, d2.dn_loss_iou: 0.2725, d3.dn_loss_cls: 0.0141, d3.dn_loss_bbox: 0.1720, d3.dn_loss_iou: 0.2678, d4.dn_loss_cls: 0.0133, d4.dn_loss_bbox: 0.1707, d4.dn_loss_iou: 0.2652, loss: 7.5218 2024-05-21 06:25:59,260 - mmdet - INFO - Epoch [25][450/3665] lr: 2.000e-04, eta: 17:50:05, time: 1.439, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1932, interm_loss_bbox: 0.1552, interm_loss_iou: 0.3590, loss_cls: 0.1581, loss_bbox: 0.1334, loss_iou: 0.3250, d0.loss_cls: 0.2077, d0.loss_bbox: 0.1373, d0.loss_iou: 0.3320, d1.loss_cls: 0.1752, d1.loss_bbox: 0.1364, d1.loss_iou: 0.3306, d2.loss_cls: 0.1639, d2.loss_bbox: 0.1353, d2.loss_iou: 0.3290, d3.loss_cls: 0.1611, d3.loss_bbox: 0.1337, d3.loss_iou: 0.3260, d4.loss_cls: 0.1591, d4.loss_bbox: 0.1333, d4.loss_iou: 0.3250, dn_loss_cls: 0.0137, dn_loss_bbox: 0.1790, dn_loss_iou: 0.2711, d0.dn_loss_cls: 0.0442, d0.dn_loss_bbox: 0.2818, d0.dn_loss_iou: 0.3852, d1.dn_loss_cls: 0.0226, d1.dn_loss_bbox: 0.2038, d1.dn_loss_iou: 0.3017, d2.dn_loss_cls: 0.0172, d2.dn_loss_bbox: 0.1842, d2.dn_loss_iou: 0.2784, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1808, d3.dn_loss_iou: 0.2738, d4.dn_loss_cls: 0.0142, d4.dn_loss_bbox: 0.1790, d4.dn_loss_iou: 0.2709, loss: 7.6260 2024-05-21 06:27:12,711 - mmdet - INFO - Epoch [25][500/3665] lr: 2.000e-04, eta: 17:48:51, time: 1.469, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1905, interm_loss_bbox: 0.1529, interm_loss_iou: 0.3616, loss_cls: 0.1546, loss_bbox: 0.1294, loss_iou: 0.3255, d0.loss_cls: 0.2038, d0.loss_bbox: 0.1344, d0.loss_iou: 0.3340, d1.loss_cls: 0.1710, d1.loss_bbox: 0.1336, d1.loss_iou: 0.3314, d2.loss_cls: 0.1620, d2.loss_bbox: 0.1312, d2.loss_iou: 0.3280, d3.loss_cls: 0.1577, d3.loss_bbox: 0.1300, d3.loss_iou: 0.3267, d4.loss_cls: 0.1551, d4.loss_bbox: 0.1295, d4.loss_iou: 0.3259, dn_loss_cls: 0.0134, dn_loss_bbox: 0.1667, dn_loss_iou: 0.2622, d0.dn_loss_cls: 0.0436, d0.dn_loss_bbox: 0.2716, d0.dn_loss_iou: 0.3793, d1.dn_loss_cls: 0.0218, d1.dn_loss_bbox: 0.1907, d1.dn_loss_iou: 0.2917, d2.dn_loss_cls: 0.0168, d2.dn_loss_bbox: 0.1718, d2.dn_loss_iou: 0.2689, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1681, d3.dn_loss_iou: 0.2644, d4.dn_loss_cls: 0.0137, d4.dn_loss_bbox: 0.1666, d4.dn_loss_iou: 0.2620, loss: 7.4564 2024-05-21 06:28:25,228 - mmdet - INFO - Epoch [25][550/3665] lr: 2.000e-04, eta: 17:47:37, time: 1.450, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1894, interm_loss_bbox: 0.1584, interm_loss_iou: 0.3636, loss_cls: 0.1536, loss_bbox: 0.1359, loss_iou: 0.3257, d0.loss_cls: 0.2013, d0.loss_bbox: 0.1418, d0.loss_iou: 0.3376, d1.loss_cls: 0.1702, d1.loss_bbox: 0.1393, d1.loss_iou: 0.3315, d2.loss_cls: 0.1603, d2.loss_bbox: 0.1381, d2.loss_iou: 0.3280, d3.loss_cls: 0.1568, d3.loss_bbox: 0.1365, d3.loss_iou: 0.3265, d4.loss_cls: 0.1539, d4.loss_bbox: 0.1360, d4.loss_iou: 0.3261, dn_loss_cls: 0.0128, dn_loss_bbox: 0.1716, dn_loss_iou: 0.2681, d0.dn_loss_cls: 0.0428, d0.dn_loss_bbox: 0.2757, d0.dn_loss_iou: 0.3849, d1.dn_loss_cls: 0.0210, d1.dn_loss_bbox: 0.1974, d1.dn_loss_iou: 0.2998, d2.dn_loss_cls: 0.0161, d2.dn_loss_bbox: 0.1773, d2.dn_loss_iou: 0.2757, d3.dn_loss_cls: 0.0139, d3.dn_loss_bbox: 0.1733, d3.dn_loss_iou: 0.2706, d4.dn_loss_cls: 0.0131, d4.dn_loss_bbox: 0.1715, d4.dn_loss_iou: 0.2680, loss: 7.5640 2024-05-21 06:29:37,112 - mmdet - INFO - Epoch [25][600/3665] lr: 2.000e-04, eta: 17:46:22, time: 1.438, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1931, interm_loss_bbox: 0.1561, interm_loss_iou: 0.3708, loss_cls: 0.1601, loss_bbox: 0.1329, loss_iou: 0.3317, d0.loss_cls: 0.2062, d0.loss_bbox: 0.1381, d0.loss_iou: 0.3415, d1.loss_cls: 0.1767, d1.loss_bbox: 0.1364, d1.loss_iou: 0.3378, d2.loss_cls: 0.1681, d2.loss_bbox: 0.1336, d2.loss_iou: 0.3326, d3.loss_cls: 0.1634, d3.loss_bbox: 0.1328, d3.loss_iou: 0.3322, d4.loss_cls: 0.1615, d4.loss_bbox: 0.1327, d4.loss_iou: 0.3316, dn_loss_cls: 0.0135, dn_loss_bbox: 0.1813, dn_loss_iou: 0.2743, d0.dn_loss_cls: 0.0442, d0.dn_loss_bbox: 0.2858, d0.dn_loss_iou: 0.3915, d1.dn_loss_cls: 0.0219, d1.dn_loss_bbox: 0.2060, d1.dn_loss_iou: 0.3049, d2.dn_loss_cls: 0.0168, d2.dn_loss_bbox: 0.1870, d2.dn_loss_iou: 0.2817, d3.dn_loss_cls: 0.0146, d3.dn_loss_bbox: 0.1830, d3.dn_loss_iou: 0.2768, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1813, d4.dn_loss_iou: 0.2742, loss: 7.7226 2024-05-21 06:30:49,133 - mmdet - INFO - Epoch [25][650/3665] lr: 2.000e-04, eta: 17:45:07, time: 1.440, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1950, interm_loss_bbox: 0.1495, interm_loss_iou: 0.3574, loss_cls: 0.1595, loss_bbox: 0.1295, loss_iou: 0.3255, d0.loss_cls: 0.2075, d0.loss_bbox: 0.1369, d0.loss_iou: 0.3363, d1.loss_cls: 0.1749, d1.loss_bbox: 0.1353, d1.loss_iou: 0.3340, d2.loss_cls: 0.1671, d2.loss_bbox: 0.1310, d2.loss_iou: 0.3275, d3.loss_cls: 0.1626, d3.loss_bbox: 0.1296, d3.loss_iou: 0.3260, d4.loss_cls: 0.1603, d4.loss_bbox: 0.1292, d4.loss_iou: 0.3254, dn_loss_cls: 0.0133, dn_loss_bbox: 0.1734, dn_loss_iou: 0.2663, d0.dn_loss_cls: 0.0439, d0.dn_loss_bbox: 0.2804, d0.dn_loss_iou: 0.3834, d1.dn_loss_cls: 0.0214, d1.dn_loss_bbox: 0.1996, d1.dn_loss_iou: 0.2981, d2.dn_loss_cls: 0.0165, d2.dn_loss_bbox: 0.1794, d2.dn_loss_iou: 0.2739, d3.dn_loss_cls: 0.0144, d3.dn_loss_bbox: 0.1749, d3.dn_loss_iou: 0.2688, d4.dn_loss_cls: 0.0137, d4.dn_loss_bbox: 0.1734, d4.dn_loss_iou: 0.2663, loss: 7.5610 2024-05-21 06:32:03,682 - mmdet - INFO - Epoch [25][700/3665] lr: 2.000e-04, eta: 17:43:54, time: 1.491, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1911, interm_loss_bbox: 0.1578, interm_loss_iou: 0.3580, loss_cls: 0.1554, loss_bbox: 0.1339, loss_iou: 0.3192, d0.loss_cls: 0.2051, d0.loss_bbox: 0.1397, d0.loss_iou: 0.3277, d1.loss_cls: 0.1706, d1.loss_bbox: 0.1381, d1.loss_iou: 0.3259, d2.loss_cls: 0.1636, d2.loss_bbox: 0.1347, d2.loss_iou: 0.3197, d3.loss_cls: 0.1586, d3.loss_bbox: 0.1341, d3.loss_iou: 0.3196, d4.loss_cls: 0.1566, d4.loss_bbox: 0.1335, d4.loss_iou: 0.3190, dn_loss_cls: 0.0128, dn_loss_bbox: 0.1751, dn_loss_iou: 0.2607, d0.dn_loss_cls: 0.0433, d0.dn_loss_bbox: 0.2828, d0.dn_loss_iou: 0.3767, d1.dn_loss_cls: 0.0210, d1.dn_loss_bbox: 0.2001, d1.dn_loss_iou: 0.2908, d2.dn_loss_cls: 0.0160, d2.dn_loss_bbox: 0.1806, d2.dn_loss_iou: 0.2679, d3.dn_loss_cls: 0.0139, d3.dn_loss_bbox: 0.1768, d3.dn_loss_iou: 0.2633, d4.dn_loss_cls: 0.0132, d4.dn_loss_bbox: 0.1750, d4.dn_loss_iou: 0.2606, loss: 7.4923 2024-05-21 06:33:17,801 - mmdet - INFO - Epoch [25][750/3665] lr: 2.000e-04, eta: 17:42:41, time: 1.482, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1955, interm_loss_bbox: 0.1578, interm_loss_iou: 0.3709, loss_cls: 0.1605, loss_bbox: 0.1366, loss_iou: 0.3340, d0.loss_cls: 0.2101, d0.loss_bbox: 0.1416, d0.loss_iou: 0.3427, d1.loss_cls: 0.1770, d1.loss_bbox: 0.1404, d1.loss_iou: 0.3411, d2.loss_cls: 0.1684, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3356, d3.loss_cls: 0.1640, d3.loss_bbox: 0.1366, d3.loss_iou: 0.3341, d4.loss_cls: 0.1617, d4.loss_bbox: 0.1365, d4.loss_iou: 0.3340, dn_loss_cls: 0.0143, dn_loss_bbox: 0.1732, dn_loss_iou: 0.2643, d0.dn_loss_cls: 0.0448, d0.dn_loss_bbox: 0.2797, d0.dn_loss_iou: 0.3802, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.1988, d1.dn_loss_iou: 0.2950, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1784, d2.dn_loss_iou: 0.2715, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1746, d3.dn_loss_iou: 0.2666, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1732, d4.dn_loss_iou: 0.2642, loss: 7.6660 2024-05-21 06:34:33,773 - mmdet - INFO - Epoch [25][800/3665] lr: 2.000e-04, eta: 17:41:28, time: 1.519, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1918, interm_loss_bbox: 0.1568, interm_loss_iou: 0.3595, loss_cls: 0.1569, loss_bbox: 0.1346, loss_iou: 0.3222, d0.loss_cls: 0.2041, d0.loss_bbox: 0.1421, d0.loss_iou: 0.3345, d1.loss_cls: 0.1738, d1.loss_bbox: 0.1377, d1.loss_iou: 0.3282, d2.loss_cls: 0.1637, d2.loss_bbox: 0.1356, d2.loss_iou: 0.3242, d3.loss_cls: 0.1604, d3.loss_bbox: 0.1345, d3.loss_iou: 0.3225, d4.loss_cls: 0.1583, d4.loss_bbox: 0.1345, d4.loss_iou: 0.3220, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1763, dn_loss_iou: 0.2652, d0.dn_loss_cls: 0.0448, d0.dn_loss_bbox: 0.2833, d0.dn_loss_iou: 0.3813, d1.dn_loss_cls: 0.0226, d1.dn_loss_bbox: 0.2026, d1.dn_loss_iou: 0.2961, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1817, d2.dn_loss_iou: 0.2726, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1779, d3.dn_loss_iou: 0.2677, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1762, d4.dn_loss_iou: 0.2651, loss: 7.5730 2024-05-21 06:35:49,925 - mmdet - INFO - Epoch [25][850/3665] lr: 2.000e-04, eta: 17:40:15, time: 1.523, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1970, interm_loss_bbox: 0.1516, interm_loss_iou: 0.3537, loss_cls: 0.1582, loss_bbox: 0.1329, loss_iou: 0.3222, d0.loss_cls: 0.2103, d0.loss_bbox: 0.1360, d0.loss_iou: 0.3285, d1.loss_cls: 0.1758, d1.loss_bbox: 0.1363, d1.loss_iou: 0.3286, d2.loss_cls: 0.1660, d2.loss_bbox: 0.1340, d2.loss_iou: 0.3239, d3.loss_cls: 0.1623, d3.loss_bbox: 0.1323, d3.loss_iou: 0.3222, d4.loss_cls: 0.1593, d4.loss_bbox: 0.1330, d4.loss_iou: 0.3222, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1726, dn_loss_iou: 0.2592, d0.dn_loss_cls: 0.0445, d0.dn_loss_bbox: 0.2828, d0.dn_loss_iou: 0.3784, d1.dn_loss_cls: 0.0224, d1.dn_loss_bbox: 0.1986, d1.dn_loss_iou: 0.2911, d2.dn_loss_cls: 0.0172, d2.dn_loss_bbox: 0.1782, d2.dn_loss_iou: 0.2668, d3.dn_loss_cls: 0.0148, d3.dn_loss_bbox: 0.1743, d3.dn_loss_iou: 0.2617, d4.dn_loss_cls: 0.0140, d4.dn_loss_bbox: 0.1725, d4.dn_loss_iou: 0.2591, loss: 7.5082 2024-05-21 06:37:01,460 - mmdet - INFO - Epoch [25][900/3665] lr: 2.000e-04, eta: 17:39:01, time: 1.431, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1967, interm_loss_bbox: 0.1554, interm_loss_iou: 0.3664, loss_cls: 0.1545, loss_bbox: 0.1359, loss_iou: 0.3325, d0.loss_cls: 0.2121, d0.loss_bbox: 0.1398, d0.loss_iou: 0.3401, d1.loss_cls: 0.1764, d1.loss_bbox: 0.1378, d1.loss_iou: 0.3366, d2.loss_cls: 0.1641, d2.loss_bbox: 0.1362, d2.loss_iou: 0.3340, d3.loss_cls: 0.1591, d3.loss_bbox: 0.1352, d3.loss_iou: 0.3320, d4.loss_cls: 0.1564, d4.loss_bbox: 0.1350, d4.loss_iou: 0.3318, dn_loss_cls: 0.0133, dn_loss_bbox: 0.1778, dn_loss_iou: 0.2702, d0.dn_loss_cls: 0.0446, d0.dn_loss_bbox: 0.2887, d0.dn_loss_iou: 0.3925, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.2045, d1.dn_loss_iou: 0.3024, d2.dn_loss_cls: 0.0170, d2.dn_loss_bbox: 0.1831, d2.dn_loss_iou: 0.2778, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1794, d3.dn_loss_iou: 0.2727, d4.dn_loss_cls: 0.0137, d4.dn_loss_bbox: 0.1777, d4.dn_loss_iou: 0.2701, loss: 7.6905 2024-05-21 06:38:12,713 - mmdet - INFO - Epoch [25][950/3665] lr: 2.000e-04, eta: 17:37:46, time: 1.425, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2073, interm_loss_bbox: 0.1639, interm_loss_iou: 0.3854, loss_cls: 0.1689, loss_bbox: 0.1384, loss_iou: 0.3425, d0.loss_cls: 0.2386, d0.loss_bbox: 0.1453, d0.loss_iou: 0.3535, d1.loss_cls: 0.2020, d1.loss_bbox: 0.1424, d1.loss_iou: 0.3492, d2.loss_cls: 0.1809, d2.loss_bbox: 0.1405, d2.loss_iou: 0.3441, d3.loss_cls: 0.1726, d3.loss_bbox: 0.1400, d3.loss_iou: 0.3435, d4.loss_cls: 0.1703, d4.loss_bbox: 0.1386, d4.loss_iou: 0.3420, dn_loss_cls: 0.0157, dn_loss_bbox: 0.1865, dn_loss_iou: 0.2795, d0.dn_loss_cls: 0.0491, d0.dn_loss_bbox: 0.3042, d0.dn_loss_iou: 0.4095, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2168, d1.dn_loss_iou: 0.3148, d2.dn_loss_cls: 0.0196, d2.dn_loss_bbox: 0.1939, d2.dn_loss_iou: 0.2885, d3.dn_loss_cls: 0.0171, d3.dn_loss_bbox: 0.1888, d3.dn_loss_iou: 0.2828, d4.dn_loss_cls: 0.0161, d4.dn_loss_bbox: 0.1864, d4.dn_loss_iou: 0.2794, loss: 8.0842 2024-05-21 06:39:28,659 - mmdet - INFO - Epoch [25][1000/3665] lr: 2.000e-04, eta: 17:36:33, time: 1.519, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2091, interm_loss_bbox: 0.1598, interm_loss_iou: 0.3738, loss_cls: 0.1692, loss_bbox: 0.1379, loss_iou: 0.3359, d0.loss_cls: 0.2370, d0.loss_bbox: 0.1442, d0.loss_iou: 0.3458, d1.loss_cls: 0.2089, d1.loss_bbox: 0.1413, d1.loss_iou: 0.3408, d2.loss_cls: 0.1857, d2.loss_bbox: 0.1384, d2.loss_iou: 0.3365, d3.loss_cls: 0.1735, d3.loss_bbox: 0.1386, d3.loss_iou: 0.3368, d4.loss_cls: 0.1701, d4.loss_bbox: 0.1380, d4.loss_iou: 0.3362, dn_loss_cls: 0.0148, dn_loss_bbox: 0.1802, dn_loss_iou: 0.2734, d0.dn_loss_cls: 0.0467, d0.dn_loss_bbox: 0.2948, d0.dn_loss_iou: 0.3967, d1.dn_loss_cls: 0.0239, d1.dn_loss_bbox: 0.2100, d1.dn_loss_iou: 0.3076, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1867, d2.dn_loss_iou: 0.2818, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1824, d3.dn_loss_iou: 0.2766, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1801, d4.dn_loss_iou: 0.2733, loss: 7.9360 2024-05-21 06:40:40,183 - mmdet - INFO - Epoch [25][1050/3665] lr: 2.000e-04, eta: 17:35:18, time: 1.431, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2021, interm_loss_bbox: 0.1589, interm_loss_iou: 0.3753, loss_cls: 0.1641, loss_bbox: 0.1348, loss_iou: 0.3363, d0.loss_cls: 0.2293, d0.loss_bbox: 0.1437, d0.loss_iou: 0.3483, d1.loss_cls: 0.2000, d1.loss_bbox: 0.1400, d1.loss_iou: 0.3445, d2.loss_cls: 0.1776, d2.loss_bbox: 0.1362, d2.loss_iou: 0.3384, d3.loss_cls: 0.1688, d3.loss_bbox: 0.1353, d3.loss_iou: 0.3369, d4.loss_cls: 0.1654, d4.loss_bbox: 0.1349, d4.loss_iou: 0.3365, dn_loss_cls: 0.0152, dn_loss_bbox: 0.1822, dn_loss_iou: 0.2759, d0.dn_loss_cls: 0.0477, d0.dn_loss_bbox: 0.2938, d0.dn_loss_iou: 0.4009, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2115, d1.dn_loss_iou: 0.3105, d2.dn_loss_cls: 0.0188, d2.dn_loss_bbox: 0.1890, d2.dn_loss_iou: 0.2844, d3.dn_loss_cls: 0.0166, d3.dn_loss_bbox: 0.1840, d3.dn_loss_iou: 0.2786, d4.dn_loss_cls: 0.0157, d4.dn_loss_bbox: 0.1821, d4.dn_loss_iou: 0.2758, loss: 7.9145 2024-05-21 06:41:52,402 - mmdet - INFO - Epoch [25][1100/3665] lr: 2.000e-04, eta: 17:34:04, time: 1.444, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2021, interm_loss_bbox: 0.1599, interm_loss_iou: 0.3750, loss_cls: 0.1651, loss_bbox: 0.1350, loss_iou: 0.3330, d0.loss_cls: 0.2466, d0.loss_bbox: 0.1499, d0.loss_iou: 0.3558, d1.loss_cls: 0.2259, d1.loss_bbox: 0.1394, d1.loss_iou: 0.3414, d2.loss_cls: 0.1906, d2.loss_bbox: 0.1360, d2.loss_iou: 0.3348, d3.loss_cls: 0.1725, d3.loss_bbox: 0.1360, d3.loss_iou: 0.3342, d4.loss_cls: 0.1668, d4.loss_bbox: 0.1353, d4.loss_iou: 0.3331, dn_loss_cls: 0.0148, dn_loss_bbox: 0.1812, dn_loss_iou: 0.2734, d0.dn_loss_cls: 0.0492, d0.dn_loss_bbox: 0.3052, d0.dn_loss_iou: 0.4067, d1.dn_loss_cls: 0.0251, d1.dn_loss_bbox: 0.2148, d1.dn_loss_iou: 0.3122, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1887, d2.dn_loss_iou: 0.2827, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1837, d3.dn_loss_iou: 0.2767, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1811, d4.dn_loss_iou: 0.2732, loss: 7.9871 2024-05-21 06:43:06,224 - mmdet - INFO - Epoch [25][1150/3665] lr: 2.000e-04, eta: 17:32:50, time: 1.476, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2068, interm_loss_bbox: 0.1594, interm_loss_iou: 0.3825, loss_cls: 0.1682, loss_bbox: 0.1353, loss_iou: 0.3424, d0.loss_cls: 0.2418, d0.loss_bbox: 0.1506, d0.loss_iou: 0.3634, d1.loss_cls: 0.2239, d1.loss_bbox: 0.1397, d1.loss_iou: 0.3496, d2.loss_cls: 0.1982, d2.loss_bbox: 0.1355, d2.loss_iou: 0.3420, d3.loss_cls: 0.1785, d3.loss_bbox: 0.1351, d3.loss_iou: 0.3429, d4.loss_cls: 0.1704, d4.loss_bbox: 0.1351, d4.loss_iou: 0.3426, dn_loss_cls: 0.0173, dn_loss_bbox: 0.1824, dn_loss_iou: 0.2822, d0.dn_loss_cls: 0.0536, d0.dn_loss_bbox: 0.3078, d0.dn_loss_iou: 0.4203, d1.dn_loss_cls: 0.0281, d1.dn_loss_bbox: 0.2169, d1.dn_loss_iou: 0.3233, d2.dn_loss_cls: 0.0217, d2.dn_loss_bbox: 0.1910, d2.dn_loss_iou: 0.2932, d3.dn_loss_cls: 0.0186, d3.dn_loss_bbox: 0.1852, d3.dn_loss_iou: 0.2859, d4.dn_loss_cls: 0.0176, d4.dn_loss_bbox: 0.1824, d4.dn_loss_iou: 0.2821, loss: 8.1534 2024-05-21 06:44:20,674 - mmdet - INFO - Epoch [25][1200/3665] lr: 2.000e-04, eta: 17:31:36, time: 1.489, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2001, interm_loss_bbox: 0.1604, interm_loss_iou: 0.3647, loss_cls: 0.1621, loss_bbox: 0.1371, loss_iou: 0.3258, d0.loss_cls: 0.2239, d0.loss_bbox: 0.1496, d0.loss_iou: 0.3440, d1.loss_cls: 0.2102, d1.loss_bbox: 0.1403, d1.loss_iou: 0.3312, d2.loss_cls: 0.1839, d2.loss_bbox: 0.1380, d2.loss_iou: 0.3292, d3.loss_cls: 0.1692, d3.loss_bbox: 0.1375, d3.loss_iou: 0.3265, d4.loss_cls: 0.1640, d4.loss_bbox: 0.1368, d4.loss_iou: 0.3256, dn_loss_cls: 0.0137, dn_loss_bbox: 0.1775, dn_loss_iou: 0.2671, d0.dn_loss_cls: 0.0468, d0.dn_loss_bbox: 0.2944, d0.dn_loss_iou: 0.3945, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.2098, d1.dn_loss_iou: 0.3040, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1846, d2.dn_loss_iou: 0.2765, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1796, d3.dn_loss_iou: 0.2705, d4.dn_loss_cls: 0.0142, d4.dn_loss_bbox: 0.1774, d4.dn_loss_iou: 0.2670, loss: 7.7943 2024-05-21 06:45:38,403 - mmdet - INFO - Epoch [25][1250/3665] lr: 2.000e-04, eta: 17:30:24, time: 1.516, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1978, interm_loss_bbox: 0.1628, interm_loss_iou: 0.3626, loss_cls: 0.1588, loss_bbox: 0.1399, loss_iou: 0.3255, d0.loss_cls: 0.2209, d0.loss_bbox: 0.1525, d0.loss_iou: 0.3422, d1.loss_cls: 0.2039, d1.loss_bbox: 0.1438, d1.loss_iou: 0.3310, d2.loss_cls: 0.1761, d2.loss_bbox: 0.1414, d2.loss_iou: 0.3273, d3.loss_cls: 0.1648, d3.loss_bbox: 0.1400, d3.loss_iou: 0.3260, d4.loss_cls: 0.1608, d4.loss_bbox: 0.1395, d4.loss_iou: 0.3254, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1754, dn_loss_iou: 0.2655, d0.dn_loss_cls: 0.0482, d0.dn_loss_bbox: 0.2881, d0.dn_loss_iou: 0.3878, d1.dn_loss_cls: 0.0250, d1.dn_loss_bbox: 0.2044, d1.dn_loss_iou: 0.2995, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1822, d2.dn_loss_iou: 0.2744, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1776, d3.dn_loss_iou: 0.2686, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1754, d4.dn_loss_iou: 0.2654, loss: 7.7465 2024-05-21 06:46:51,918 - mmdet - INFO - Epoch [25][1300/3665] lr: 2.000e-04, eta: 17:29:11, time: 1.509, data_time: 0.054, memory: 41053, interm_loss_cls: 0.2002, interm_loss_bbox: 0.1631, interm_loss_iou: 0.3643, loss_cls: 0.1651, loss_bbox: 0.1389, loss_iou: 0.3243, d0.loss_cls: 0.2262, d0.loss_bbox: 0.1503, d0.loss_iou: 0.3411, d1.loss_cls: 0.2069, d1.loss_bbox: 0.1440, d1.loss_iou: 0.3327, d2.loss_cls: 0.1865, d2.loss_bbox: 0.1401, d2.loss_iou: 0.3276, d3.loss_cls: 0.1705, d3.loss_bbox: 0.1405, d3.loss_iou: 0.3262, d4.loss_cls: 0.1660, d4.loss_bbox: 0.1401, d4.loss_iou: 0.3250, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1896, dn_loss_iou: 0.2737, d0.dn_loss_cls: 0.0486, d0.dn_loss_bbox: 0.3067, d0.dn_loss_iou: 0.4030, d1.dn_loss_cls: 0.0251, d1.dn_loss_bbox: 0.2225, d1.dn_loss_iou: 0.3116, d2.dn_loss_cls: 0.0192, d2.dn_loss_bbox: 0.1973, d2.dn_loss_iou: 0.2835, d3.dn_loss_cls: 0.0168, d3.dn_loss_bbox: 0.1921, d3.dn_loss_iou: 0.2773, d4.dn_loss_cls: 0.0157, d4.dn_loss_bbox: 0.1895, d4.dn_loss_iou: 0.2737, loss: 7.9408 2024-05-21 06:48:05,675 - mmdet - INFO - Epoch [25][1350/3665] lr: 2.000e-04, eta: 17:27:57, time: 1.475, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1989, interm_loss_bbox: 0.1548, interm_loss_iou: 0.3612, loss_cls: 0.1619, loss_bbox: 0.1328, loss_iou: 0.3253, d0.loss_cls: 0.2176, d0.loss_bbox: 0.1442, d0.loss_iou: 0.3412, d1.loss_cls: 0.1961, d1.loss_bbox: 0.1366, d1.loss_iou: 0.3332, d2.loss_cls: 0.1783, d2.loss_bbox: 0.1342, d2.loss_iou: 0.3288, d3.loss_cls: 0.1681, d3.loss_bbox: 0.1328, d3.loss_iou: 0.3263, d4.loss_cls: 0.1638, d4.loss_bbox: 0.1323, d4.loss_iou: 0.3248, dn_loss_cls: 0.0148, dn_loss_bbox: 0.1707, dn_loss_iou: 0.2724, d0.dn_loss_cls: 0.0469, d0.dn_loss_bbox: 0.2799, d0.dn_loss_iou: 0.3930, d1.dn_loss_cls: 0.0237, d1.dn_loss_bbox: 0.2003, d1.dn_loss_iou: 0.3070, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1773, d2.dn_loss_iou: 0.2811, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1728, d3.dn_loss_iou: 0.2755, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1706, d4.dn_loss_iou: 0.2723, loss: 7.7005 2024-05-21 06:49:26,352 - mmdet - INFO - Epoch [25][1400/3665] lr: 2.000e-04, eta: 17:26:47, time: 1.614, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2009, interm_loss_bbox: 0.1586, interm_loss_iou: 0.3675, loss_cls: 0.1617, loss_bbox: 0.1380, loss_iou: 0.3312, d0.loss_cls: 0.2176, d0.loss_bbox: 0.1483, d0.loss_iou: 0.3455, d1.loss_cls: 0.1942, d1.loss_bbox: 0.1430, d1.loss_iou: 0.3391, d2.loss_cls: 0.1752, d2.loss_bbox: 0.1390, d2.loss_iou: 0.3345, d3.loss_cls: 0.1658, d3.loss_bbox: 0.1389, d3.loss_iou: 0.3327, d4.loss_cls: 0.1626, d4.loss_bbox: 0.1377, d4.loss_iou: 0.3318, dn_loss_cls: 0.0139, dn_loss_bbox: 0.1739, dn_loss_iou: 0.2707, d0.dn_loss_cls: 0.0458, d0.dn_loss_bbox: 0.2865, d0.dn_loss_iou: 0.3939, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.2039, d1.dn_loss_iou: 0.3053, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1805, d2.dn_loss_iou: 0.2792, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1758, d3.dn_loss_iou: 0.2737, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1739, d4.dn_loss_iou: 0.2705, loss: 7.7812 2024-05-21 06:50:38,191 - mmdet - INFO - Epoch [25][1450/3665] lr: 2.000e-04, eta: 17:25:32, time: 1.437, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1987, interm_loss_bbox: 0.1596, interm_loss_iou: 0.3670, loss_cls: 0.1581, loss_bbox: 0.1384, loss_iou: 0.3316, d0.loss_cls: 0.2212, d0.loss_bbox: 0.1486, d0.loss_iou: 0.3460, d1.loss_cls: 0.1962, d1.loss_bbox: 0.1415, d1.loss_iou: 0.3371, d2.loss_cls: 0.1753, d2.loss_bbox: 0.1397, d2.loss_iou: 0.3337, d3.loss_cls: 0.1634, d3.loss_bbox: 0.1386, d3.loss_iou: 0.3321, d4.loss_cls: 0.1599, d4.loss_bbox: 0.1379, d4.loss_iou: 0.3314, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1796, dn_loss_iou: 0.2705, d0.dn_loss_cls: 0.0475, d0.dn_loss_bbox: 0.2950, d0.dn_loss_iou: 0.3926, d1.dn_loss_cls: 0.0247, d1.dn_loss_bbox: 0.2107, d1.dn_loss_iou: 0.3052, d2.dn_loss_cls: 0.0188, d2.dn_loss_bbox: 0.1871, d2.dn_loss_iou: 0.2793, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1819, d3.dn_loss_iou: 0.2733, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1795, d4.dn_loss_iou: 0.2704, loss: 7.8193 2024-05-21 06:51:49,700 - mmdet - INFO - Epoch [25][1500/3665] lr: 2.000e-04, eta: 17:24:17, time: 1.430, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2026, interm_loss_bbox: 0.1596, interm_loss_iou: 0.3751, loss_cls: 0.1595, loss_bbox: 0.1372, loss_iou: 0.3362, d0.loss_cls: 0.2292, d0.loss_bbox: 0.1470, d0.loss_iou: 0.3561, d1.loss_cls: 0.2054, d1.loss_bbox: 0.1444, d1.loss_iou: 0.3486, d2.loss_cls: 0.1767, d2.loss_bbox: 0.1393, d2.loss_iou: 0.3398, d3.loss_cls: 0.1647, d3.loss_bbox: 0.1386, d3.loss_iou: 0.3383, d4.loss_cls: 0.1617, d4.loss_bbox: 0.1366, d4.loss_iou: 0.3359, dn_loss_cls: 0.0164, dn_loss_bbox: 0.1792, dn_loss_iou: 0.2811, d0.dn_loss_cls: 0.0499, d0.dn_loss_bbox: 0.2901, d0.dn_loss_iou: 0.4121, d1.dn_loss_cls: 0.0267, d1.dn_loss_bbox: 0.2101, d1.dn_loss_iou: 0.3202, d2.dn_loss_cls: 0.0203, d2.dn_loss_bbox: 0.1859, d2.dn_loss_iou: 0.2907, d3.dn_loss_cls: 0.0175, d3.dn_loss_bbox: 0.1813, d3.dn_loss_iou: 0.2848, d4.dn_loss_cls: 0.0167, d4.dn_loss_bbox: 0.1791, d4.dn_loss_iou: 0.2810, loss: 7.9756 2024-05-21 06:53:10,812 - mmdet - INFO - Epoch [25][1550/3665] lr: 2.000e-04, eta: 17:23:07, time: 1.622, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2008, interm_loss_bbox: 0.1569, interm_loss_iou: 0.3636, loss_cls: 0.1582, loss_bbox: 0.1369, loss_iou: 0.3270, d0.loss_cls: 0.2204, d0.loss_bbox: 0.1458, d0.loss_iou: 0.3413, d1.loss_cls: 0.1929, d1.loss_bbox: 0.1414, d1.loss_iou: 0.3347, d2.loss_cls: 0.1717, d2.loss_bbox: 0.1369, d2.loss_iou: 0.3283, d3.loss_cls: 0.1640, d3.loss_bbox: 0.1364, d3.loss_iou: 0.3266, d4.loss_cls: 0.1600, d4.loss_bbox: 0.1366, d4.loss_iou: 0.3265, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1809, dn_loss_iou: 0.2709, d0.dn_loss_cls: 0.0477, d0.dn_loss_bbox: 0.2957, d0.dn_loss_iou: 0.3959, d1.dn_loss_cls: 0.0245, d1.dn_loss_bbox: 0.2118, d1.dn_loss_iou: 0.3066, d2.dn_loss_cls: 0.0184, d2.dn_loss_bbox: 0.1881, d2.dn_loss_iou: 0.2801, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1829, d3.dn_loss_iou: 0.2739, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1808, d4.dn_loss_iou: 0.2708, loss: 7.7811 2024-05-21 06:54:22,829 - mmdet - INFO - Epoch [25][1600/3665] lr: 2.000e-04, eta: 17:21:52, time: 1.440, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1966, interm_loss_bbox: 0.1629, interm_loss_iou: 0.3659, loss_cls: 0.1585, loss_bbox: 0.1392, loss_iou: 0.3292, d0.loss_cls: 0.2162, d0.loss_bbox: 0.1492, d0.loss_iou: 0.3433, d1.loss_cls: 0.1889, d1.loss_bbox: 0.1452, d1.loss_iou: 0.3361, d2.loss_cls: 0.1686, d2.loss_bbox: 0.1413, d2.loss_iou: 0.3322, d3.loss_cls: 0.1623, d3.loss_bbox: 0.1393, d3.loss_iou: 0.3300, d4.loss_cls: 0.1596, d4.loss_bbox: 0.1390, d4.loss_iou: 0.3295, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1772, dn_loss_iou: 0.2667, d0.dn_loss_cls: 0.0471, d0.dn_loss_bbox: 0.2897, d0.dn_loss_iou: 0.3898, d1.dn_loss_cls: 0.0240, d1.dn_loss_bbox: 0.2068, d1.dn_loss_iou: 0.3012, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1840, d2.dn_loss_iou: 0.2751, d3.dn_loss_cls: 0.0159, d3.dn_loss_bbox: 0.1794, d3.dn_loss_iou: 0.2697, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1772, d4.dn_loss_iou: 0.2666, loss: 7.7514 2024-05-21 06:55:35,259 - mmdet - INFO - Epoch [25][1650/3665] lr: 2.000e-04, eta: 17:20:38, time: 1.449, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1939, interm_loss_bbox: 0.1519, interm_loss_iou: 0.3653, loss_cls: 0.1590, loss_bbox: 0.1305, loss_iou: 0.3271, d0.loss_cls: 0.2112, d0.loss_bbox: 0.1395, d0.loss_iou: 0.3414, d1.loss_cls: 0.1856, d1.loss_bbox: 0.1354, d1.loss_iou: 0.3346, d2.loss_cls: 0.1693, d2.loss_bbox: 0.1312, d2.loss_iou: 0.3298, d3.loss_cls: 0.1625, d3.loss_bbox: 0.1309, d3.loss_iou: 0.3285, d4.loss_cls: 0.1599, d4.loss_bbox: 0.1305, d4.loss_iou: 0.3274, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1698, dn_loss_iou: 0.2721, d0.dn_loss_cls: 0.0465, d0.dn_loss_bbox: 0.2755, d0.dn_loss_iou: 0.3912, d1.dn_loss_cls: 0.0234, d1.dn_loss_bbox: 0.1948, d1.dn_loss_iou: 0.3049, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1744, d2.dn_loss_iou: 0.2795, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1711, d3.dn_loss_iou: 0.2745, d4.dn_loss_cls: 0.0145, d4.dn_loss_bbox: 0.1698, d4.dn_loss_iou: 0.2720, loss: 7.6268 2024-05-21 06:56:45,969 - mmdet - INFO - Epoch [25][1700/3665] lr: 2.000e-04, eta: 17:19:23, time: 1.414, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1997, interm_loss_bbox: 0.1547, interm_loss_iou: 0.3628, loss_cls: 0.1629, loss_bbox: 0.1344, loss_iou: 0.3288, d0.loss_cls: 0.2155, d0.loss_bbox: 0.1421, d0.loss_iou: 0.3402, d1.loss_cls: 0.1867, d1.loss_bbox: 0.1385, d1.loss_iou: 0.3351, d2.loss_cls: 0.1712, d2.loss_bbox: 0.1359, d2.loss_iou: 0.3316, d3.loss_cls: 0.1667, d3.loss_bbox: 0.1346, d3.loss_iou: 0.3292, d4.loss_cls: 0.1642, d4.loss_bbox: 0.1341, d4.loss_iou: 0.3288, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1756, dn_loss_iou: 0.2694, d0.dn_loss_cls: 0.0461, d0.dn_loss_bbox: 0.2858, d0.dn_loss_iou: 0.3876, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.2032, d1.dn_loss_iou: 0.3021, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1813, d2.dn_loss_iou: 0.2772, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1771, d3.dn_loss_iou: 0.2719, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1756, d4.dn_loss_iou: 0.2692, loss: 7.7077 2024-05-21 06:58:04,942 - mmdet - INFO - Epoch [25][1750/3665] lr: 2.000e-04, eta: 17:18:11, time: 1.580, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1890, interm_loss_bbox: 0.1561, interm_loss_iou: 0.3636, loss_cls: 0.1543, loss_bbox: 0.1365, loss_iou: 0.3286, d0.loss_cls: 0.2041, d0.loss_bbox: 0.1442, d0.loss_iou: 0.3410, d1.loss_cls: 0.1768, d1.loss_bbox: 0.1417, d1.loss_iou: 0.3358, d2.loss_cls: 0.1632, d2.loss_bbox: 0.1375, d2.loss_iou: 0.3308, d3.loss_cls: 0.1569, d3.loss_bbox: 0.1371, d3.loss_iou: 0.3300, d4.loss_cls: 0.1557, d4.loss_bbox: 0.1361, d4.loss_iou: 0.3282, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1711, dn_loss_iou: 0.2712, d0.dn_loss_cls: 0.0449, d0.dn_loss_bbox: 0.2738, d0.dn_loss_iou: 0.3869, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.1975, d1.dn_loss_iou: 0.3039, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1765, d2.dn_loss_iou: 0.2786, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1728, d3.dn_loss_iou: 0.2736, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1710, d4.dn_loss_iou: 0.2710, loss: 7.6243 2024-05-21 06:59:23,313 - mmdet - INFO - Epoch [25][1800/3665] lr: 2.000e-04, eta: 17:17:00, time: 1.567, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1919, interm_loss_bbox: 0.1535, interm_loss_iou: 0.3549, loss_cls: 0.1583, loss_bbox: 0.1325, loss_iou: 0.3194, d0.loss_cls: 0.2079, d0.loss_bbox: 0.1389, d0.loss_iou: 0.3301, d1.loss_cls: 0.1804, d1.loss_bbox: 0.1358, d1.loss_iou: 0.3247, d2.loss_cls: 0.1662, d2.loss_bbox: 0.1342, d2.loss_iou: 0.3232, d3.loss_cls: 0.1613, d3.loss_bbox: 0.1329, d3.loss_iou: 0.3204, d4.loss_cls: 0.1595, d4.loss_bbox: 0.1323, d4.loss_iou: 0.3192, dn_loss_cls: 0.0136, dn_loss_bbox: 0.1770, dn_loss_iou: 0.2687, d0.dn_loss_cls: 0.0441, d0.dn_loss_bbox: 0.2855, d0.dn_loss_iou: 0.3881, d1.dn_loss_cls: 0.0224, d1.dn_loss_bbox: 0.2047, d1.dn_loss_iou: 0.3009, d2.dn_loss_cls: 0.0170, d2.dn_loss_bbox: 0.1827, d2.dn_loss_iou: 0.2764, d3.dn_loss_cls: 0.0147, d3.dn_loss_bbox: 0.1786, d3.dn_loss_iou: 0.2712, d4.dn_loss_cls: 0.0140, d4.dn_loss_bbox: 0.1770, d4.dn_loss_iou: 0.2686, loss: 7.5827 2024-05-21 07:00:37,625 - mmdet - INFO - Epoch [25][1850/3665] lr: 2.000e-04, eta: 17:15:46, time: 1.486, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1967, interm_loss_bbox: 0.1561, interm_loss_iou: 0.3642, loss_cls: 0.1606, loss_bbox: 0.1341, loss_iou: 0.3280, d0.loss_cls: 0.2101, d0.loss_bbox: 0.1426, d0.loss_iou: 0.3391, d1.loss_cls: 0.1832, d1.loss_bbox: 0.1391, d1.loss_iou: 0.3347, d2.loss_cls: 0.1672, d2.loss_bbox: 0.1365, d2.loss_iou: 0.3328, d3.loss_cls: 0.1632, d3.loss_bbox: 0.1343, d3.loss_iou: 0.3298, d4.loss_cls: 0.1615, d4.loss_bbox: 0.1341, d4.loss_iou: 0.3279, dn_loss_cls: 0.0168, dn_loss_bbox: 0.1760, dn_loss_iou: 0.2700, d0.dn_loss_cls: 0.0475, d0.dn_loss_bbox: 0.2801, d0.dn_loss_iou: 0.3863, d1.dn_loss_cls: 0.0255, d1.dn_loss_bbox: 0.2029, d1.dn_loss_iou: 0.3024, d2.dn_loss_cls: 0.0200, d2.dn_loss_bbox: 0.1825, d2.dn_loss_iou: 0.2781, d3.dn_loss_cls: 0.0176, d3.dn_loss_bbox: 0.1782, d3.dn_loss_iou: 0.2730, d4.dn_loss_cls: 0.0171, d4.dn_loss_bbox: 0.1760, d4.dn_loss_iou: 0.2699, loss: 7.6959 2024-05-21 07:01:51,203 - mmdet - INFO - Epoch [25][1900/3665] lr: 2.000e-04, eta: 17:14:32, time: 1.471, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1933, interm_loss_bbox: 0.1561, interm_loss_iou: 0.3611, loss_cls: 0.1561, loss_bbox: 0.1366, loss_iou: 0.3271, d0.loss_cls: 0.2059, d0.loss_bbox: 0.1423, d0.loss_iou: 0.3368, d1.loss_cls: 0.1771, d1.loss_bbox: 0.1400, d1.loss_iou: 0.3327, d2.loss_cls: 0.1637, d2.loss_bbox: 0.1367, d2.loss_iou: 0.3289, d3.loss_cls: 0.1597, d3.loss_bbox: 0.1363, d3.loss_iou: 0.3273, d4.loss_cls: 0.1574, d4.loss_bbox: 0.1360, d4.loss_iou: 0.3266, dn_loss_cls: 0.0134, dn_loss_bbox: 0.1780, dn_loss_iou: 0.2653, d0.dn_loss_cls: 0.0436, d0.dn_loss_bbox: 0.2840, d0.dn_loss_iou: 0.3815, d1.dn_loss_cls: 0.0219, d1.dn_loss_bbox: 0.2051, d1.dn_loss_iou: 0.2976, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1834, d2.dn_loss_iou: 0.2728, d3.dn_loss_cls: 0.0144, d3.dn_loss_bbox: 0.1793, d3.dn_loss_iou: 0.2677, d4.dn_loss_cls: 0.0136, d4.dn_loss_bbox: 0.1779, d4.dn_loss_iou: 0.2651, loss: 7.6189 2024-05-21 07:03:09,071 - mmdet - INFO - Epoch [25][1950/3665] lr: 2.000e-04, eta: 17:13:21, time: 1.558, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1913, interm_loss_bbox: 0.1523, interm_loss_iou: 0.3605, loss_cls: 0.1539, loss_bbox: 0.1328, loss_iou: 0.3288, d0.loss_cls: 0.2058, d0.loss_bbox: 0.1375, d0.loss_iou: 0.3360, d1.loss_cls: 0.1784, d1.loss_bbox: 0.1339, d1.loss_iou: 0.3315, d2.loss_cls: 0.1631, d2.loss_bbox: 0.1321, d2.loss_iou: 0.3289, d3.loss_cls: 0.1572, d3.loss_bbox: 0.1320, d3.loss_iou: 0.3284, d4.loss_cls: 0.1539, d4.loss_bbox: 0.1330, d4.loss_iou: 0.3292, dn_loss_cls: 0.0129, dn_loss_bbox: 0.1659, dn_loss_iou: 0.2620, d0.dn_loss_cls: 0.0428, d0.dn_loss_bbox: 0.2671, d0.dn_loss_iou: 0.3752, d1.dn_loss_cls: 0.0210, d1.dn_loss_bbox: 0.1910, d1.dn_loss_iou: 0.2920, d2.dn_loss_cls: 0.0159, d2.dn_loss_bbox: 0.1712, d2.dn_loss_iou: 0.2691, d3.dn_loss_cls: 0.0139, d3.dn_loss_bbox: 0.1674, d3.dn_loss_iou: 0.2643, d4.dn_loss_cls: 0.0131, d4.dn_loss_bbox: 0.1658, d4.dn_loss_iou: 0.2619, loss: 7.4733 2024-05-21 07:04:22,545 - mmdet - INFO - Epoch [25][2000/3665] lr: 2.000e-04, eta: 17:12:07, time: 1.469, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1923, interm_loss_bbox: 0.1555, interm_loss_iou: 0.3568, loss_cls: 0.1543, loss_bbox: 0.1344, loss_iou: 0.3220, d0.loss_cls: 0.2070, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3322, d1.loss_cls: 0.1770, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3255, d2.loss_cls: 0.1642, d2.loss_bbox: 0.1343, d2.loss_iou: 0.3227, d3.loss_cls: 0.1578, d3.loss_bbox: 0.1349, d3.loss_iou: 0.3230, d4.loss_cls: 0.1555, d4.loss_bbox: 0.1343, d4.loss_iou: 0.3218, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1734, dn_loss_iou: 0.2685, d0.dn_loss_cls: 0.0448, d0.dn_loss_bbox: 0.2742, d0.dn_loss_iou: 0.3832, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.1988, d1.dn_loss_iou: 0.3003, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1791, d2.dn_loss_iou: 0.2760, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1749, d3.dn_loss_iou: 0.2710, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1733, d4.dn_loss_iou: 0.2683, loss: 7.5565 2024-05-21 07:05:34,067 - mmdet - INFO - Epoch [25][2050/3665] lr: 2.000e-04, eta: 17:10:52, time: 1.430, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2016, interm_loss_bbox: 0.1563, interm_loss_iou: 0.3772, loss_cls: 0.1604, loss_bbox: 0.1324, loss_iou: 0.3358, d0.loss_cls: 0.2246, d0.loss_bbox: 0.1392, d0.loss_iou: 0.3451, d1.loss_cls: 0.1888, d1.loss_bbox: 0.1368, d1.loss_iou: 0.3419, d2.loss_cls: 0.1708, d2.loss_bbox: 0.1330, d2.loss_iou: 0.3379, d3.loss_cls: 0.1643, d3.loss_bbox: 0.1324, d3.loss_iou: 0.3367, d4.loss_cls: 0.1617, d4.loss_bbox: 0.1322, d4.loss_iou: 0.3357, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1757, dn_loss_iou: 0.2744, d0.dn_loss_cls: 0.0470, d0.dn_loss_bbox: 0.2803, d0.dn_loss_iou: 0.3977, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.2009, d1.dn_loss_iou: 0.3072, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1815, d2.dn_loss_iou: 0.2825, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1770, d3.dn_loss_iou: 0.2771, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1756, d4.dn_loss_iou: 0.2742, loss: 7.7820 2024-05-21 07:06:49,384 - mmdet - INFO - Epoch [25][2100/3665] lr: 2.000e-04, eta: 17:09:39, time: 1.507, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1994, interm_loss_bbox: 0.1566, interm_loss_iou: 0.3609, loss_cls: 0.1609, loss_bbox: 0.1333, loss_iou: 0.3240, d0.loss_cls: 0.2166, d0.loss_bbox: 0.1415, d0.loss_iou: 0.3360, d1.loss_cls: 0.1858, d1.loss_bbox: 0.1382, d1.loss_iou: 0.3307, d2.loss_cls: 0.1691, d2.loss_bbox: 0.1352, d2.loss_iou: 0.3266, d3.loss_cls: 0.1633, d3.loss_bbox: 0.1350, d3.loss_iou: 0.3248, d4.loss_cls: 0.1617, d4.loss_bbox: 0.1335, d4.loss_iou: 0.3240, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1798, dn_loss_iou: 0.2682, d0.dn_loss_cls: 0.0461, d0.dn_loss_bbox: 0.2869, d0.dn_loss_iou: 0.3851, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2065, d1.dn_loss_iou: 0.3000, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1855, d2.dn_loss_iou: 0.2759, d3.dn_loss_cls: 0.0148, d3.dn_loss_bbox: 0.1815, d3.dn_loss_iou: 0.2709, d4.dn_loss_cls: 0.0141, d4.dn_loss_bbox: 0.1797, d4.dn_loss_iou: 0.2681, loss: 7.6747 2024-05-21 07:08:05,123 - mmdet - INFO - Epoch [25][2150/3665] lr: 2.000e-04, eta: 17:08:26, time: 1.515, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1987, interm_loss_bbox: 0.1580, interm_loss_iou: 0.3584, loss_cls: 0.1602, loss_bbox: 0.1376, loss_iou: 0.3240, d0.loss_cls: 0.2116, d0.loss_bbox: 0.1430, d0.loss_iou: 0.3339, d1.loss_cls: 0.1826, d1.loss_bbox: 0.1414, d1.loss_iou: 0.3282, d2.loss_cls: 0.1678, d2.loss_bbox: 0.1394, d2.loss_iou: 0.3267, d3.loss_cls: 0.1634, d3.loss_bbox: 0.1376, d3.loss_iou: 0.3248, d4.loss_cls: 0.1610, d4.loss_bbox: 0.1380, d4.loss_iou: 0.3241, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1767, dn_loss_iou: 0.2708, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2820, d0.dn_loss_iou: 0.3896, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2029, d1.dn_loss_iou: 0.3035, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1823, d2.dn_loss_iou: 0.2786, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1784, d3.dn_loss_iou: 0.2735, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1767, d4.dn_loss_iou: 0.2707, loss: 7.6785 2024-05-21 07:09:17,269 - mmdet - INFO - Epoch [25][2200/3665] lr: 2.000e-04, eta: 17:07:12, time: 1.443, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1915, interm_loss_bbox: 0.1534, interm_loss_iou: 0.3610, loss_cls: 0.1542, loss_bbox: 0.1296, loss_iou: 0.3227, d0.loss_cls: 0.2041, d0.loss_bbox: 0.1366, d0.loss_iou: 0.3321, d1.loss_cls: 0.1750, d1.loss_bbox: 0.1336, d1.loss_iou: 0.3284, d2.loss_cls: 0.1626, d2.loss_bbox: 0.1318, d2.loss_iou: 0.3252, d3.loss_cls: 0.1572, d3.loss_bbox: 0.1306, d3.loss_iou: 0.3234, d4.loss_cls: 0.1552, d4.loss_bbox: 0.1300, d4.loss_iou: 0.3223, dn_loss_cls: 0.0131, dn_loss_bbox: 0.1679, dn_loss_iou: 0.2611, d0.dn_loss_cls: 0.0435, d0.dn_loss_bbox: 0.2739, d0.dn_loss_iou: 0.3806, d1.dn_loss_cls: 0.0218, d1.dn_loss_bbox: 0.1944, d1.dn_loss_iou: 0.2928, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1730, d2.dn_loss_iou: 0.2689, d3.dn_loss_cls: 0.0141, d3.dn_loss_bbox: 0.1693, d3.dn_loss_iou: 0.2636, d4.dn_loss_cls: 0.0133, d4.dn_loss_bbox: 0.1678, d4.dn_loss_iou: 0.2610, loss: 7.4573 2024-05-21 07:10:28,638 - mmdet - INFO - Epoch [25][2250/3665] lr: 2.000e-04, eta: 17:05:57, time: 1.427, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1955, interm_loss_bbox: 0.1569, interm_loss_iou: 0.3608, loss_cls: 0.1628, loss_bbox: 0.1325, loss_iou: 0.3216, d0.loss_cls: 0.2084, d0.loss_bbox: 0.1415, d0.loss_iou: 0.3344, d1.loss_cls: 0.1814, d1.loss_bbox: 0.1370, d1.loss_iou: 0.3280, d2.loss_cls: 0.1704, d2.loss_bbox: 0.1347, d2.loss_iou: 0.3241, d3.loss_cls: 0.1670, d3.loss_bbox: 0.1319, d3.loss_iou: 0.3216, d4.loss_cls: 0.1643, d4.loss_bbox: 0.1322, d4.loss_iou: 0.3213, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1776, dn_loss_iou: 0.2689, d0.dn_loss_cls: 0.0444, d0.dn_loss_bbox: 0.2864, d0.dn_loss_iou: 0.3880, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.2049, d1.dn_loss_iou: 0.3012, d2.dn_loss_cls: 0.0172, d2.dn_loss_bbox: 0.1835, d2.dn_loss_iou: 0.2768, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1791, d3.dn_loss_iou: 0.2715, d4.dn_loss_cls: 0.0142, d4.dn_loss_bbox: 0.1775, d4.dn_loss_iou: 0.2687, loss: 7.6394 2024-05-21 07:11:45,176 - mmdet - INFO - Epoch [25][2300/3665] lr: 2.000e-04, eta: 17:04:44, time: 1.530, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1931, interm_loss_bbox: 0.1507, interm_loss_iou: 0.3613, loss_cls: 0.1595, loss_bbox: 0.1298, loss_iou: 0.3267, d0.loss_cls: 0.2083, d0.loss_bbox: 0.1368, d0.loss_iou: 0.3370, d1.loss_cls: 0.1793, d1.loss_bbox: 0.1331, d1.loss_iou: 0.3305, d2.loss_cls: 0.1673, d2.loss_bbox: 0.1306, d2.loss_iou: 0.3292, d3.loss_cls: 0.1621, d3.loss_bbox: 0.1309, d3.loss_iou: 0.3274, d4.loss_cls: 0.1606, d4.loss_bbox: 0.1299, d4.loss_iou: 0.3265, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1734, dn_loss_iou: 0.2715, d0.dn_loss_cls: 0.0448, d0.dn_loss_bbox: 0.2715, d0.dn_loss_iou: 0.3839, d1.dn_loss_cls: 0.0226, d1.dn_loss_bbox: 0.1962, d1.dn_loss_iou: 0.3009, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1784, d2.dn_loss_iou: 0.2784, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1749, d3.dn_loss_iou: 0.2739, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1733, d4.dn_loss_iou: 0.2714, loss: 7.5867 2024-05-21 07:13:04,687 - mmdet - INFO - Epoch [25][2350/3665] lr: 2.000e-04, eta: 17:03:33, time: 1.591, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2017, interm_loss_bbox: 0.1582, interm_loss_iou: 0.3641, loss_cls: 0.1657, loss_bbox: 0.1371, loss_iou: 0.3289, d0.loss_cls: 0.2169, d0.loss_bbox: 0.1438, d0.loss_iou: 0.3382, d1.loss_cls: 0.1855, d1.loss_bbox: 0.1419, d1.loss_iou: 0.3342, d2.loss_cls: 0.1728, d2.loss_bbox: 0.1395, d2.loss_iou: 0.3326, d3.loss_cls: 0.1671, d3.loss_bbox: 0.1396, d3.loss_iou: 0.3320, d4.loss_cls: 0.1664, d4.loss_bbox: 0.1373, d4.loss_iou: 0.3293, dn_loss_cls: 0.0176, dn_loss_bbox: 0.1824, dn_loss_iou: 0.2717, d0.dn_loss_cls: 0.0488, d0.dn_loss_bbox: 0.2934, d0.dn_loss_iou: 0.3925, d1.dn_loss_cls: 0.0257, d1.dn_loss_bbox: 0.2101, d1.dn_loss_iou: 0.3045, d2.dn_loss_cls: 0.0207, d2.dn_loss_bbox: 0.1884, d2.dn_loss_iou: 0.2798, d3.dn_loss_cls: 0.0183, d3.dn_loss_bbox: 0.1841, d3.dn_loss_iou: 0.2743, d4.dn_loss_cls: 0.0179, d4.dn_loss_bbox: 0.1823, d4.dn_loss_iou: 0.2716, loss: 7.8170 2024-05-21 07:14:18,999 - mmdet - INFO - Epoch [25][2400/3665] lr: 2.000e-04, eta: 17:02:20, time: 1.486, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1948, interm_loss_bbox: 0.1560, interm_loss_iou: 0.3654, loss_cls: 0.1583, loss_bbox: 0.1360, loss_iou: 0.3325, d0.loss_cls: 0.2076, d0.loss_bbox: 0.1424, d0.loss_iou: 0.3406, d1.loss_cls: 0.1772, d1.loss_bbox: 0.1399, d1.loss_iou: 0.3372, d2.loss_cls: 0.1669, d2.loss_bbox: 0.1366, d2.loss_iou: 0.3336, d3.loss_cls: 0.1612, d3.loss_bbox: 0.1363, d3.loss_iou: 0.3330, d4.loss_cls: 0.1593, d4.loss_bbox: 0.1360, d4.loss_iou: 0.3321, dn_loss_cls: 0.0148, dn_loss_bbox: 0.1752, dn_loss_iou: 0.2669, d0.dn_loss_cls: 0.0447, d0.dn_loss_bbox: 0.2801, d0.dn_loss_iou: 0.3842, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.2020, d1.dn_loss_iou: 0.2985, d2.dn_loss_cls: 0.0177, d2.dn_loss_bbox: 0.1813, d2.dn_loss_iou: 0.2749, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1770, d3.dn_loss_iou: 0.2696, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1752, d4.dn_loss_iou: 0.2668, loss: 7.6652 2024-05-21 07:15:31,360 - mmdet - INFO - Epoch [25][2450/3665] lr: 2.000e-04, eta: 17:01:05, time: 1.447, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1981, interm_loss_bbox: 0.1532, interm_loss_iou: 0.3582, loss_cls: 0.1606, loss_bbox: 0.1335, loss_iou: 0.3259, d0.loss_cls: 0.2112, d0.loss_bbox: 0.1385, d0.loss_iou: 0.3341, d1.loss_cls: 0.1787, d1.loss_bbox: 0.1367, d1.loss_iou: 0.3304, d2.loss_cls: 0.1691, d2.loss_bbox: 0.1340, d2.loss_iou: 0.3272, d3.loss_cls: 0.1631, d3.loss_bbox: 0.1342, d3.loss_iou: 0.3274, d4.loss_cls: 0.1617, d4.loss_bbox: 0.1336, d4.loss_iou: 0.3260, dn_loss_cls: 0.0129, dn_loss_bbox: 0.1720, dn_loss_iou: 0.2686, d0.dn_loss_cls: 0.0446, d0.dn_loss_bbox: 0.2789, d0.dn_loss_iou: 0.3838, d1.dn_loss_cls: 0.0215, d1.dn_loss_bbox: 0.1985, d1.dn_loss_iou: 0.2994, d2.dn_loss_cls: 0.0161, d2.dn_loss_bbox: 0.1775, d2.dn_loss_iou: 0.2756, d3.dn_loss_cls: 0.0140, d3.dn_loss_bbox: 0.1737, d3.dn_loss_iou: 0.2710, d4.dn_loss_cls: 0.0132, d4.dn_loss_bbox: 0.1719, d4.dn_loss_iou: 0.2685, loss: 7.5969 2024-05-21 07:16:49,044 - mmdet - INFO - Epoch [25][2500/3665] lr: 2.000e-04, eta: 16:59:53, time: 1.554, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1992, interm_loss_bbox: 0.1522, interm_loss_iou: 0.3692, loss_cls: 0.1619, loss_bbox: 0.1334, loss_iou: 0.3370, d0.loss_cls: 0.2113, d0.loss_bbox: 0.1381, d0.loss_iou: 0.3455, d1.loss_cls: 0.1828, d1.loss_bbox: 0.1362, d1.loss_iou: 0.3427, d2.loss_cls: 0.1686, d2.loss_bbox: 0.1356, d2.loss_iou: 0.3399, d3.loss_cls: 0.1636, d3.loss_bbox: 0.1347, d3.loss_iou: 0.3389, d4.loss_cls: 0.1619, d4.loss_bbox: 0.1340, d4.loss_iou: 0.3379, dn_loss_cls: 0.0148, dn_loss_bbox: 0.1755, dn_loss_iou: 0.2702, d0.dn_loss_cls: 0.0451, d0.dn_loss_bbox: 0.2784, d0.dn_loss_iou: 0.3869, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.1993, d1.dn_loss_iou: 0.3013, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1806, d2.dn_loss_iou: 0.2776, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1766, d3.dn_loss_iou: 0.2725, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1755, d4.dn_loss_iou: 0.2701, loss: 7.7204 2024-05-21 07:18:02,512 - mmdet - INFO - Epoch [25][2550/3665] lr: 2.000e-04, eta: 16:58:39, time: 1.470, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1954, interm_loss_bbox: 0.1548, interm_loss_iou: 0.3606, loss_cls: 0.1597, loss_bbox: 0.1335, loss_iou: 0.3259, d0.loss_cls: 0.2096, d0.loss_bbox: 0.1411, d0.loss_iou: 0.3356, d1.loss_cls: 0.1784, d1.loss_bbox: 0.1373, d1.loss_iou: 0.3313, d2.loss_cls: 0.1668, d2.loss_bbox: 0.1346, d2.loss_iou: 0.3273, d3.loss_cls: 0.1623, d3.loss_bbox: 0.1343, d3.loss_iou: 0.3272, d4.loss_cls: 0.1598, d4.loss_bbox: 0.1344, d4.loss_iou: 0.3271, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1756, dn_loss_iou: 0.2677, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2804, d0.dn_loss_iou: 0.3842, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.2017, d1.dn_loss_iou: 0.2991, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1810, d2.dn_loss_iou: 0.2750, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1771, d3.dn_loss_iou: 0.2703, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1755, d4.dn_loss_iou: 0.2676, loss: 7.6220 2024-05-21 07:19:15,843 - mmdet - INFO - Epoch [25][2600/3665] lr: 2.000e-04, eta: 16:57:25, time: 1.467, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1952, interm_loss_bbox: 0.1533, interm_loss_iou: 0.3603, loss_cls: 0.1591, loss_bbox: 0.1315, loss_iou: 0.3264, d0.loss_cls: 0.2073, d0.loss_bbox: 0.1395, d0.loss_iou: 0.3356, d1.loss_cls: 0.1769, d1.loss_bbox: 0.1365, d1.loss_iou: 0.3320, d2.loss_cls: 0.1665, d2.loss_bbox: 0.1322, d2.loss_iou: 0.3280, d3.loss_cls: 0.1620, d3.loss_bbox: 0.1319, d3.loss_iou: 0.3275, d4.loss_cls: 0.1596, d4.loss_bbox: 0.1319, d4.loss_iou: 0.3268, dn_loss_cls: 0.0133, dn_loss_bbox: 0.1747, dn_loss_iou: 0.2696, d0.dn_loss_cls: 0.0443, d0.dn_loss_bbox: 0.2843, d0.dn_loss_iou: 0.3876, d1.dn_loss_cls: 0.0220, d1.dn_loss_bbox: 0.2033, d1.dn_loss_iou: 0.3019, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1810, d2.dn_loss_iou: 0.2776, d3.dn_loss_cls: 0.0143, d3.dn_loss_bbox: 0.1766, d3.dn_loss_iou: 0.2724, d4.dn_loss_cls: 0.0135, d4.dn_loss_bbox: 0.1747, d4.dn_loss_iou: 0.2695, loss: 7.6172 2024-05-21 07:20:31,592 - mmdet - INFO - Epoch [25][2650/3665] lr: 2.000e-04, eta: 16:56:13, time: 1.515, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1931, interm_loss_bbox: 0.1534, interm_loss_iou: 0.3654, loss_cls: 0.1591, loss_bbox: 0.1324, loss_iou: 0.3322, d0.loss_cls: 0.2063, d0.loss_bbox: 0.1372, d0.loss_iou: 0.3394, d1.loss_cls: 0.1757, d1.loss_bbox: 0.1371, d1.loss_iou: 0.3384, d2.loss_cls: 0.1657, d2.loss_bbox: 0.1337, d2.loss_iou: 0.3351, d3.loss_cls: 0.1606, d3.loss_bbox: 0.1335, d3.loss_iou: 0.3337, d4.loss_cls: 0.1593, d4.loss_bbox: 0.1325, d4.loss_iou: 0.3321, dn_loss_cls: 0.0133, dn_loss_bbox: 0.1686, dn_loss_iou: 0.2694, d0.dn_loss_cls: 0.0439, d0.dn_loss_bbox: 0.2708, d0.dn_loss_iou: 0.3840, d1.dn_loss_cls: 0.0219, d1.dn_loss_bbox: 0.1940, d1.dn_loss_iou: 0.3003, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1747, d2.dn_loss_iou: 0.2771, d3.dn_loss_cls: 0.0144, d3.dn_loss_bbox: 0.1702, d3.dn_loss_iou: 0.2719, d4.dn_loss_cls: 0.0136, d4.dn_loss_bbox: 0.1685, d4.dn_loss_iou: 0.2692, loss: 7.5980 2024-05-21 07:21:45,548 - mmdet - INFO - Epoch [25][2700/3665] lr: 2.000e-04, eta: 16:54:59, time: 1.479, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1981, interm_loss_bbox: 0.1507, interm_loss_iou: 0.3655, loss_cls: 0.1652, loss_bbox: 0.1312, loss_iou: 0.3321, d0.loss_cls: 0.2097, d0.loss_bbox: 0.1390, d0.loss_iou: 0.3413, d1.loss_cls: 0.1798, d1.loss_bbox: 0.1371, d1.loss_iou: 0.3388, d2.loss_cls: 0.1721, d2.loss_bbox: 0.1337, d2.loss_iou: 0.3351, d3.loss_cls: 0.1685, d3.loss_bbox: 0.1316, d3.loss_iou: 0.3326, d4.loss_cls: 0.1664, d4.loss_bbox: 0.1307, d4.loss_iou: 0.3319, dn_loss_cls: 0.0136, dn_loss_bbox: 0.1812, dn_loss_iou: 0.2693, d0.dn_loss_cls: 0.0441, d0.dn_loss_bbox: 0.2907, d0.dn_loss_iou: 0.3845, d1.dn_loss_cls: 0.0220, d1.dn_loss_bbox: 0.2097, d1.dn_loss_iou: 0.3011, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1876, d2.dn_loss_iou: 0.2771, d3.dn_loss_cls: 0.0146, d3.dn_loss_bbox: 0.1833, d3.dn_loss_iou: 0.2719, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1812, d4.dn_loss_iou: 0.2692, loss: 7.7228 2024-05-21 07:22:59,301 - mmdet - INFO - Epoch [25][2750/3665] lr: 2.000e-04, eta: 16:53:45, time: 1.475, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1916, interm_loss_bbox: 0.1578, interm_loss_iou: 0.3594, loss_cls: 0.1566, loss_bbox: 0.1343, loss_iou: 0.3222, d0.loss_cls: 0.2043, d0.loss_bbox: 0.1408, d0.loss_iou: 0.3312, d1.loss_cls: 0.1736, d1.loss_bbox: 0.1388, d1.loss_iou: 0.3279, d2.loss_cls: 0.1642, d2.loss_bbox: 0.1354, d2.loss_iou: 0.3235, d3.loss_cls: 0.1596, d3.loss_bbox: 0.1347, d3.loss_iou: 0.3223, d4.loss_cls: 0.1579, d4.loss_bbox: 0.1338, d4.loss_iou: 0.3220, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1727, dn_loss_iou: 0.2659, d0.dn_loss_cls: 0.0443, d0.dn_loss_bbox: 0.2763, d0.dn_loss_iou: 0.3829, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.1972, d1.dn_loss_iou: 0.2968, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1781, d2.dn_loss_iou: 0.2730, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1742, d3.dn_loss_iou: 0.2684, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1726, d4.dn_loss_iou: 0.2659, loss: 7.5455 2024-05-21 07:24:10,994 - mmdet - INFO - Epoch [25][2800/3665] lr: 2.000e-04, eta: 16:52:30, time: 1.434, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1916, interm_loss_bbox: 0.1519, interm_loss_iou: 0.3633, loss_cls: 0.1544, loss_bbox: 0.1319, loss_iou: 0.3323, d0.loss_cls: 0.2071, d0.loss_bbox: 0.1373, d0.loss_iou: 0.3375, d1.loss_cls: 0.1749, d1.loss_bbox: 0.1354, d1.loss_iou: 0.3360, d2.loss_cls: 0.1638, d2.loss_bbox: 0.1320, d2.loss_iou: 0.3318, d3.loss_cls: 0.1579, d3.loss_bbox: 0.1321, d3.loss_iou: 0.3326, d4.loss_cls: 0.1557, d4.loss_bbox: 0.1319, d4.loss_iou: 0.3323, dn_loss_cls: 0.0136, dn_loss_bbox: 0.1656, dn_loss_iou: 0.2643, d0.dn_loss_cls: 0.0440, d0.dn_loss_bbox: 0.2658, d0.dn_loss_iou: 0.3797, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.1898, d1.dn_loss_iou: 0.2945, d2.dn_loss_cls: 0.0169, d2.dn_loss_bbox: 0.1705, d2.dn_loss_iou: 0.2713, d3.dn_loss_cls: 0.0146, d3.dn_loss_bbox: 0.1670, d3.dn_loss_iou: 0.2667, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1655, d4.dn_loss_iou: 0.2642, loss: 7.5140 2024-05-21 07:25:27,862 - mmdet - INFO - Epoch [25][2850/3665] lr: 2.000e-04, eta: 16:51:18, time: 1.537, data_time: 0.020, memory: 41053, interm_loss_cls: 0.1873, interm_loss_bbox: 0.1543, interm_loss_iou: 0.3498, loss_cls: 0.1519, loss_bbox: 0.1294, loss_iou: 0.3124, d0.loss_cls: 0.1991, d0.loss_bbox: 0.1373, d0.loss_iou: 0.3221, d1.loss_cls: 0.1714, d1.loss_bbox: 0.1334, d1.loss_iou: 0.3171, d2.loss_cls: 0.1595, d2.loss_bbox: 0.1309, d2.loss_iou: 0.3140, d3.loss_cls: 0.1548, d3.loss_bbox: 0.1298, d3.loss_iou: 0.3132, d4.loss_cls: 0.1525, d4.loss_bbox: 0.1301, d4.loss_iou: 0.3124, dn_loss_cls: 0.0130, dn_loss_bbox: 0.1735, dn_loss_iou: 0.2605, d0.dn_loss_cls: 0.0435, d0.dn_loss_bbox: 0.2818, d0.dn_loss_iou: 0.3817, d1.dn_loss_cls: 0.0214, d1.dn_loss_bbox: 0.1997, d1.dn_loss_iou: 0.2926, d2.dn_loss_cls: 0.0164, d2.dn_loss_bbox: 0.1793, d2.dn_loss_iou: 0.2685, d3.dn_loss_cls: 0.0141, d3.dn_loss_bbox: 0.1751, d3.dn_loss_iou: 0.2631, d4.dn_loss_cls: 0.0133, d4.dn_loss_bbox: 0.1735, d4.dn_loss_iou: 0.2604, loss: 7.3944 2024-05-21 07:26:44,849 - mmdet - INFO - Epoch [25][2900/3665] lr: 2.000e-04, eta: 16:50:06, time: 1.540, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1972, interm_loss_bbox: 0.1487, interm_loss_iou: 0.3630, loss_cls: 0.1624, loss_bbox: 0.1272, loss_iou: 0.3264, d0.loss_cls: 0.2085, d0.loss_bbox: 0.1348, d0.loss_iou: 0.3393, d1.loss_cls: 0.1788, d1.loss_bbox: 0.1329, d1.loss_iou: 0.3349, d2.loss_cls: 0.1689, d2.loss_bbox: 0.1291, d2.loss_iou: 0.3296, d3.loss_cls: 0.1638, d3.loss_bbox: 0.1291, d3.loss_iou: 0.3285, d4.loss_cls: 0.1624, d4.loss_bbox: 0.1284, d4.loss_iou: 0.3272, dn_loss_cls: 0.0135, dn_loss_bbox: 0.1798, dn_loss_iou: 0.2692, d0.dn_loss_cls: 0.0443, d0.dn_loss_bbox: 0.2886, d0.dn_loss_iou: 0.3891, d1.dn_loss_cls: 0.0221, d1.dn_loss_bbox: 0.2072, d1.dn_loss_iou: 0.3011, d2.dn_loss_cls: 0.0171, d2.dn_loss_bbox: 0.1858, d2.dn_loss_iou: 0.2769, d3.dn_loss_cls: 0.0148, d3.dn_loss_bbox: 0.1816, d3.dn_loss_iou: 0.2718, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1798, d4.dn_loss_iou: 0.2690, loss: 7.6467 2024-05-21 07:27:57,974 - mmdet - INFO - Epoch [25][2950/3665] lr: 2.000e-04, eta: 16:48:52, time: 1.462, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2027, interm_loss_bbox: 0.1554, interm_loss_iou: 0.3651, loss_cls: 0.1658, loss_bbox: 0.1334, loss_iou: 0.3301, d0.loss_cls: 0.2149, d0.loss_bbox: 0.1388, d0.loss_iou: 0.3379, d1.loss_cls: 0.1828, d1.loss_bbox: 0.1387, d1.loss_iou: 0.3375, d2.loss_cls: 0.1736, d2.loss_bbox: 0.1347, d2.loss_iou: 0.3321, d3.loss_cls: 0.1699, d3.loss_bbox: 0.1335, d3.loss_iou: 0.3305, d4.loss_cls: 0.1671, d4.loss_bbox: 0.1332, d4.loss_iou: 0.3301, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1821, dn_loss_iou: 0.2660, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2931, d0.dn_loss_iou: 0.3816, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.2109, d1.dn_loss_iou: 0.2977, d2.dn_loss_cls: 0.0180, d2.dn_loss_bbox: 0.1885, d2.dn_loss_iou: 0.2739, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1838, d3.dn_loss_iou: 0.2686, d4.dn_loss_cls: 0.0148, d4.dn_loss_bbox: 0.1820, d4.dn_loss_iou: 0.2659, loss: 7.7341 2024-05-21 07:29:12,868 - mmdet - INFO - Epoch [25][3000/3665] lr: 2.000e-04, eta: 16:47:38, time: 1.498, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1939, interm_loss_bbox: 0.1555, interm_loss_iou: 0.3615, loss_cls: 0.1583, loss_bbox: 0.1320, loss_iou: 0.3225, d0.loss_cls: 0.2066, d0.loss_bbox: 0.1399, d0.loss_iou: 0.3329, d1.loss_cls: 0.1765, d1.loss_bbox: 0.1365, d1.loss_iou: 0.3297, d2.loss_cls: 0.1662, d2.loss_bbox: 0.1336, d2.loss_iou: 0.3254, d3.loss_cls: 0.1625, d3.loss_bbox: 0.1322, d3.loss_iou: 0.3232, d4.loss_cls: 0.1595, d4.loss_bbox: 0.1318, d4.loss_iou: 0.3225, dn_loss_cls: 0.0131, dn_loss_bbox: 0.1717, dn_loss_iou: 0.2686, d0.dn_loss_cls: 0.0438, d0.dn_loss_bbox: 0.2763, d0.dn_loss_iou: 0.3837, d1.dn_loss_cls: 0.0216, d1.dn_loss_bbox: 0.1981, d1.dn_loss_iou: 0.2995, d2.dn_loss_cls: 0.0165, d2.dn_loss_bbox: 0.1772, d2.dn_loss_iou: 0.2758, d3.dn_loss_cls: 0.0142, d3.dn_loss_bbox: 0.1734, d3.dn_loss_iou: 0.2709, d4.dn_loss_cls: 0.0136, d4.dn_loss_bbox: 0.1716, d4.dn_loss_iou: 0.2684, loss: 7.5606 2024-05-21 07:30:29,438 - mmdet - INFO - Epoch [25][3050/3665] lr: 2.000e-04, eta: 16:46:26, time: 1.531, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1967, interm_loss_bbox: 0.1540, interm_loss_iou: 0.3567, loss_cls: 0.1605, loss_bbox: 0.1329, loss_iou: 0.3221, d0.loss_cls: 0.2074, d0.loss_bbox: 0.1395, d0.loss_iou: 0.3312, d1.loss_cls: 0.1792, d1.loss_bbox: 0.1368, d1.loss_iou: 0.3286, d2.loss_cls: 0.1688, d2.loss_bbox: 0.1340, d2.loss_iou: 0.3249, d3.loss_cls: 0.1645, d3.loss_bbox: 0.1328, d3.loss_iou: 0.3227, d4.loss_cls: 0.1619, d4.loss_bbox: 0.1324, d4.loss_iou: 0.3218, dn_loss_cls: 0.0135, dn_loss_bbox: 0.1770, dn_loss_iou: 0.2652, d0.dn_loss_cls: 0.0446, d0.dn_loss_bbox: 0.2828, d0.dn_loss_iou: 0.3812, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.2024, d1.dn_loss_iou: 0.2961, d2.dn_loss_cls: 0.0169, d2.dn_loss_bbox: 0.1824, d2.dn_loss_iou: 0.2725, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1786, d3.dn_loss_iou: 0.2675, d4.dn_loss_cls: 0.0138, d4.dn_loss_bbox: 0.1769, d4.dn_loss_iou: 0.2650, loss: 7.5828 2024-05-21 07:31:45,082 - mmdet - INFO - Epoch [25][3100/3665] lr: 2.000e-04, eta: 16:45:13, time: 1.513, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1936, interm_loss_bbox: 0.1518, interm_loss_iou: 0.3586, loss_cls: 0.1552, loss_bbox: 0.1314, loss_iou: 0.3265, d0.loss_cls: 0.2029, d0.loss_bbox: 0.1372, d0.loss_iou: 0.3343, d1.loss_cls: 0.1751, d1.loss_bbox: 0.1348, d1.loss_iou: 0.3320, d2.loss_cls: 0.1630, d2.loss_bbox: 0.1327, d2.loss_iou: 0.3296, d3.loss_cls: 0.1583, d3.loss_bbox: 0.1322, d3.loss_iou: 0.3281, d4.loss_cls: 0.1564, d4.loss_bbox: 0.1317, d4.loss_iou: 0.3265, dn_loss_cls: 0.0139, dn_loss_bbox: 0.1702, dn_loss_iou: 0.2634, d0.dn_loss_cls: 0.0441, d0.dn_loss_bbox: 0.2705, d0.dn_loss_iou: 0.3790, d1.dn_loss_cls: 0.0218, d1.dn_loss_bbox: 0.1945, d1.dn_loss_iou: 0.2940, d2.dn_loss_cls: 0.0172, d2.dn_loss_bbox: 0.1749, d2.dn_loss_iou: 0.2706, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1717, d3.dn_loss_iou: 0.2660, d4.dn_loss_cls: 0.0142, d4.dn_loss_bbox: 0.1701, d4.dn_loss_iou: 0.2633, loss: 7.5062 2024-05-21 07:32:57,036 - mmdet - INFO - Epoch [25][3150/3665] lr: 2.000e-04, eta: 16:43:58, time: 1.439, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1989, interm_loss_bbox: 0.1521, interm_loss_iou: 0.3678, loss_cls: 0.1618, loss_bbox: 0.1322, loss_iou: 0.3339, d0.loss_cls: 0.2093, d0.loss_bbox: 0.1378, d0.loss_iou: 0.3422, d1.loss_cls: 0.1809, d1.loss_bbox: 0.1349, d1.loss_iou: 0.3382, d2.loss_cls: 0.1691, d2.loss_bbox: 0.1335, d2.loss_iou: 0.3360, d3.loss_cls: 0.1648, d3.loss_bbox: 0.1324, d3.loss_iou: 0.3349, d4.loss_cls: 0.1626, d4.loss_bbox: 0.1323, d4.loss_iou: 0.3339, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1760, dn_loss_iou: 0.2754, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2830, d0.dn_loss_iou: 0.3962, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.2022, d1.dn_loss_iou: 0.3084, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1818, d2.dn_loss_iou: 0.2833, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1776, d3.dn_loss_iou: 0.2780, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1760, d4.dn_loss_iou: 0.2753, loss: 7.7320 2024-05-21 07:34:13,566 - mmdet - INFO - Epoch [25][3200/3665] lr: 2.000e-04, eta: 16:42:46, time: 1.531, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1922, interm_loss_bbox: 0.1523, interm_loss_iou: 0.3531, loss_cls: 0.1554, loss_bbox: 0.1303, loss_iou: 0.3177, d0.loss_cls: 0.2049, d0.loss_bbox: 0.1358, d0.loss_iou: 0.3262, d1.loss_cls: 0.1744, d1.loss_bbox: 0.1326, d1.loss_iou: 0.3222, d2.loss_cls: 0.1626, d2.loss_bbox: 0.1314, d2.loss_iou: 0.3206, d3.loss_cls: 0.1582, d3.loss_bbox: 0.1305, d3.loss_iou: 0.3191, d4.loss_cls: 0.1561, d4.loss_bbox: 0.1304, d4.loss_iou: 0.3180, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1726, dn_loss_iou: 0.2619, d0.dn_loss_cls: 0.0447, d0.dn_loss_bbox: 0.2756, d0.dn_loss_iou: 0.3768, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.1985, d1.dn_loss_iou: 0.2932, d2.dn_loss_cls: 0.0176, d2.dn_loss_bbox: 0.1786, d2.dn_loss_iou: 0.2698, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1743, d3.dn_loss_iou: 0.2645, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1726, d4.dn_loss_iou: 0.2618, loss: 7.4534 2024-05-21 07:35:28,552 - mmdet - INFO - Epoch [25][3250/3665] lr: 2.000e-04, eta: 16:41:33, time: 1.500, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1990, interm_loss_bbox: 0.1581, interm_loss_iou: 0.3627, loss_cls: 0.1620, loss_bbox: 0.1332, loss_iou: 0.3248, d0.loss_cls: 0.2104, d0.loss_bbox: 0.1400, d0.loss_iou: 0.3341, d1.loss_cls: 0.1792, d1.loss_bbox: 0.1376, d1.loss_iou: 0.3313, d2.loss_cls: 0.1692, d2.loss_bbox: 0.1341, d2.loss_iou: 0.3269, d3.loss_cls: 0.1644, d3.loss_bbox: 0.1337, d3.loss_iou: 0.3258, d4.loss_cls: 0.1634, d4.loss_bbox: 0.1328, d4.loss_iou: 0.3246, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1775, dn_loss_iou: 0.2723, d0.dn_loss_cls: 0.0449, d0.dn_loss_bbox: 0.2873, d0.dn_loss_iou: 0.3950, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.2050, d1.dn_loss_iou: 0.3051, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1834, d2.dn_loss_iou: 0.2802, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1793, d3.dn_loss_iou: 0.2750, d4.dn_loss_cls: 0.0141, d4.dn_loss_bbox: 0.1775, d4.dn_loss_iou: 0.2722, loss: 7.6851 2024-05-21 07:36:40,522 - mmdet - INFO - Epoch [25][3300/3665] lr: 2.000e-04, eta: 16:40:18, time: 1.439, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1923, interm_loss_bbox: 0.1506, interm_loss_iou: 0.3638, loss_cls: 0.1555, loss_bbox: 0.1317, loss_iou: 0.3292, d0.loss_cls: 0.2037, d0.loss_bbox: 0.1356, d0.loss_iou: 0.3363, d1.loss_cls: 0.1720, d1.loss_bbox: 0.1348, d1.loss_iou: 0.3340, d2.loss_cls: 0.1620, d2.loss_bbox: 0.1326, d2.loss_iou: 0.3313, d3.loss_cls: 0.1573, d3.loss_bbox: 0.1326, d3.loss_iou: 0.3303, d4.loss_cls: 0.1560, d4.loss_bbox: 0.1323, d4.loss_iou: 0.3298, dn_loss_cls: 0.0139, dn_loss_bbox: 0.1705, dn_loss_iou: 0.2652, d0.dn_loss_cls: 0.0441, d0.dn_loss_bbox: 0.2739, d0.dn_loss_iou: 0.3799, d1.dn_loss_cls: 0.0224, d1.dn_loss_bbox: 0.1964, d1.dn_loss_iou: 0.2959, d2.dn_loss_cls: 0.0171, d2.dn_loss_bbox: 0.1759, d2.dn_loss_iou: 0.2726, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1721, d3.dn_loss_iou: 0.2676, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1704, d4.dn_loss_iou: 0.2651, loss: 7.5357 2024-05-21 07:37:54,359 - mmdet - INFO - Epoch [25][3350/3665] lr: 2.000e-04, eta: 16:39:04, time: 1.477, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1987, interm_loss_bbox: 0.1596, interm_loss_iou: 0.3618, loss_cls: 0.1616, loss_bbox: 0.1385, loss_iou: 0.3276, d0.loss_cls: 0.2090, d0.loss_bbox: 0.1428, d0.loss_iou: 0.3346, d1.loss_cls: 0.1780, d1.loss_bbox: 0.1414, d1.loss_iou: 0.3336, d2.loss_cls: 0.1684, d2.loss_bbox: 0.1397, d2.loss_iou: 0.3302, d3.loss_cls: 0.1637, d3.loss_bbox: 0.1390, d3.loss_iou: 0.3289, d4.loss_cls: 0.1613, d4.loss_bbox: 0.1394, d4.loss_iou: 0.3288, dn_loss_cls: 0.0133, dn_loss_bbox: 0.1761, dn_loss_iou: 0.2679, d0.dn_loss_cls: 0.0442, d0.dn_loss_bbox: 0.2827, d0.dn_loss_iou: 0.3829, d1.dn_loss_cls: 0.0219, d1.dn_loss_bbox: 0.2029, d1.dn_loss_iou: 0.2987, d2.dn_loss_cls: 0.0168, d2.dn_loss_bbox: 0.1815, d2.dn_loss_iou: 0.2752, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1778, d3.dn_loss_iou: 0.2705, d4.dn_loss_cls: 0.0136, d4.dn_loss_bbox: 0.1760, d4.dn_loss_iou: 0.2679, loss: 7.6708 2024-05-21 07:39:10,764 - mmdet - INFO - Epoch [25][3400/3665] lr: 2.000e-04, eta: 16:37:52, time: 1.528, data_time: 0.017, memory: 41053, interm_loss_cls: 0.2049, interm_loss_bbox: 0.1540, interm_loss_iou: 0.3740, loss_cls: 0.1670, loss_bbox: 0.1332, loss_iou: 0.3395, d0.loss_cls: 0.2137, d0.loss_bbox: 0.1381, d0.loss_iou: 0.3479, d1.loss_cls: 0.1842, d1.loss_bbox: 0.1362, d1.loss_iou: 0.3454, d2.loss_cls: 0.1741, d2.loss_bbox: 0.1339, d2.loss_iou: 0.3419, d3.loss_cls: 0.1698, d3.loss_bbox: 0.1332, d3.loss_iou: 0.3404, d4.loss_cls: 0.1676, d4.loss_bbox: 0.1334, d4.loss_iou: 0.3398, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1767, dn_loss_iou: 0.2763, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2773, d0.dn_loss_iou: 0.3920, d1.dn_loss_cls: 0.0231, d1.dn_loss_bbox: 0.2013, d1.dn_loss_iou: 0.3075, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1817, d2.dn_loss_iou: 0.2837, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1781, d3.dn_loss_iou: 0.2790, d4.dn_loss_cls: 0.0145, d4.dn_loss_bbox: 0.1766, d4.dn_loss_iou: 0.2762, loss: 7.8089 2024-05-21 07:40:25,894 - mmdet - INFO - Epoch [25][3450/3665] lr: 2.000e-04, eta: 16:36:39, time: 1.503, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1924, interm_loss_bbox: 0.1518, interm_loss_iou: 0.3609, loss_cls: 0.1587, loss_bbox: 0.1317, loss_iou: 0.3264, d0.loss_cls: 0.2045, d0.loss_bbox: 0.1367, d0.loss_iou: 0.3345, d1.loss_cls: 0.1750, d1.loss_bbox: 0.1355, d1.loss_iou: 0.3319, d2.loss_cls: 0.1656, d2.loss_bbox: 0.1328, d2.loss_iou: 0.3283, d3.loss_cls: 0.1613, d3.loss_bbox: 0.1320, d3.loss_iou: 0.3269, d4.loss_cls: 0.1596, d4.loss_bbox: 0.1318, d4.loss_iou: 0.3266, dn_loss_cls: 0.0126, dn_loss_bbox: 0.1698, dn_loss_iou: 0.2621, d0.dn_loss_cls: 0.0424, d0.dn_loss_bbox: 0.2709, d0.dn_loss_iou: 0.3752, d1.dn_loss_cls: 0.0210, d1.dn_loss_bbox: 0.1944, d1.dn_loss_iou: 0.2919, d2.dn_loss_cls: 0.0159, d2.dn_loss_bbox: 0.1751, d2.dn_loss_iou: 0.2692, d3.dn_loss_cls: 0.0136, d3.dn_loss_bbox: 0.1713, d3.dn_loss_iou: 0.2643, d4.dn_loss_cls: 0.0129, d4.dn_loss_bbox: 0.1697, d4.dn_loss_iou: 0.2621, loss: 7.4992 2024-05-21 07:41:39,862 - mmdet - INFO - Epoch [25][3500/3665] lr: 2.000e-04, eta: 16:35:25, time: 1.479, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1956, interm_loss_bbox: 0.1521, interm_loss_iou: 0.3569, loss_cls: 0.1581, loss_bbox: 0.1329, loss_iou: 0.3253, d0.loss_cls: 0.2060, d0.loss_bbox: 0.1365, d0.loss_iou: 0.3321, d1.loss_cls: 0.1749, d1.loss_bbox: 0.1364, d1.loss_iou: 0.3309, d2.loss_cls: 0.1644, d2.loss_bbox: 0.1335, d2.loss_iou: 0.3281, d3.loss_cls: 0.1604, d3.loss_bbox: 0.1329, d3.loss_iou: 0.3267, d4.loss_cls: 0.1588, d4.loss_bbox: 0.1326, d4.loss_iou: 0.3252, dn_loss_cls: 0.0132, dn_loss_bbox: 0.1723, dn_loss_iou: 0.2653, d0.dn_loss_cls: 0.0435, d0.dn_loss_bbox: 0.2737, d0.dn_loss_iou: 0.3785, d1.dn_loss_cls: 0.0215, d1.dn_loss_bbox: 0.1968, d1.dn_loss_iou: 0.2959, d2.dn_loss_cls: 0.0165, d2.dn_loss_bbox: 0.1772, d2.dn_loss_iou: 0.2725, d3.dn_loss_cls: 0.0143, d3.dn_loss_bbox: 0.1737, d3.dn_loss_iou: 0.2677, d4.dn_loss_cls: 0.0135, d4.dn_loss_bbox: 0.1723, d4.dn_loss_iou: 0.2652, loss: 7.5341 2024-05-21 07:42:55,340 - mmdet - INFO - Epoch [25][3550/3665] lr: 2.000e-04, eta: 16:34:12, time: 1.509, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1972, interm_loss_bbox: 0.1591, interm_loss_iou: 0.3586, loss_cls: 0.1598, loss_bbox: 0.1342, loss_iou: 0.3205, d0.loss_cls: 0.2116, d0.loss_bbox: 0.1411, d0.loss_iou: 0.3294, d1.loss_cls: 0.1799, d1.loss_bbox: 0.1392, d1.loss_iou: 0.3273, d2.loss_cls: 0.1685, d2.loss_bbox: 0.1363, d2.loss_iou: 0.3233, d3.loss_cls: 0.1632, d3.loss_bbox: 0.1350, d3.loss_iou: 0.3213, d4.loss_cls: 0.1608, d4.loss_bbox: 0.1343, d4.loss_iou: 0.3201, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1782, dn_loss_iou: 0.2728, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2828, d0.dn_loss_iou: 0.3930, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.2031, d1.dn_loss_iou: 0.3045, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1834, d2.dn_loss_iou: 0.2804, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1796, d3.dn_loss_iou: 0.2753, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1781, d4.dn_loss_iou: 0.2727, loss: 7.6544 2024-05-21 07:44:10,396 - mmdet - INFO - Epoch [25][3600/3665] lr: 2.000e-04, eta: 16:32:59, time: 1.501, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2045, interm_loss_bbox: 0.1522, interm_loss_iou: 0.3603, loss_cls: 0.1622, loss_bbox: 0.1328, loss_iou: 0.3273, d0.loss_cls: 0.2161, d0.loss_bbox: 0.1381, d0.loss_iou: 0.3343, d1.loss_cls: 0.1814, d1.loss_bbox: 0.1373, d1.loss_iou: 0.3314, d2.loss_cls: 0.1696, d2.loss_bbox: 0.1349, d2.loss_iou: 0.3291, d3.loss_cls: 0.1645, d3.loss_bbox: 0.1341, d3.loss_iou: 0.3284, d4.loss_cls: 0.1631, d4.loss_bbox: 0.1328, d4.loss_iou: 0.3272, dn_loss_cls: 0.0139, dn_loss_bbox: 0.1811, dn_loss_iou: 0.2655, d0.dn_loss_cls: 0.0448, d0.dn_loss_bbox: 0.2872, d0.dn_loss_iou: 0.3805, d1.dn_loss_cls: 0.0226, d1.dn_loss_bbox: 0.2069, d1.dn_loss_iou: 0.2973, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1869, d2.dn_loss_iou: 0.2732, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1826, d3.dn_loss_iou: 0.2680, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1810, d4.dn_loss_iou: 0.2655, loss: 7.6657 2024-05-21 07:45:25,268 - mmdet - INFO - Epoch [25][3650/3665] lr: 2.000e-04, eta: 16:31:45, time: 1.497, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1986, interm_loss_bbox: 0.1523, interm_loss_iou: 0.3635, loss_cls: 0.1595, loss_bbox: 0.1323, loss_iou: 0.3307, d0.loss_cls: 0.2129, d0.loss_bbox: 0.1362, d0.loss_iou: 0.3370, d1.loss_cls: 0.1785, d1.loss_bbox: 0.1353, d1.loss_iou: 0.3358, d2.loss_cls: 0.1677, d2.loss_bbox: 0.1327, d2.loss_iou: 0.3327, d3.loss_cls: 0.1624, d3.loss_bbox: 0.1326, d3.loss_iou: 0.3318, d4.loss_cls: 0.1609, d4.loss_bbox: 0.1316, d4.loss_iou: 0.3308, dn_loss_cls: 0.0134, dn_loss_bbox: 0.1727, dn_loss_iou: 0.2684, d0.dn_loss_cls: 0.0438, d0.dn_loss_bbox: 0.2743, d0.dn_loss_iou: 0.3846, d1.dn_loss_cls: 0.0220, d1.dn_loss_bbox: 0.1976, d1.dn_loss_iou: 0.2999, d2.dn_loss_cls: 0.0168, d2.dn_loss_bbox: 0.1780, d2.dn_loss_iou: 0.2760, d3.dn_loss_cls: 0.0146, d3.dn_loss_bbox: 0.1743, d3.dn_loss_iou: 0.2710, d4.dn_loss_cls: 0.0138, d4.dn_loss_bbox: 0.1726, d4.dn_loss_iou: 0.2683, loss: 7.6178 2024-05-21 07:45:50,493 - mmdet - INFO - Saving checkpoint at 25 epochs 2024-05-21 07:49:22,194 - mmdet - INFO - Evaluating bbox... 2024-05-21 07:51:13,495 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.752 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.621 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.393 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.604 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.732 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.757 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.606 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.799 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.906 2024-05-21 07:51:15,622 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 07:51:15,624 - mmdet - INFO - Epoch(val) [25][313] bbox_mAP: 0.5670, bbox_mAP_50: 0.7520, bbox_mAP_75: 0.6210, bbox_mAP_s: 0.3930, bbox_mAP_m: 0.6040, bbox_mAP_l: 0.7320, bbox_mAP_copypaste: 0.567 0.752 0.621 0.393 0.604 0.732 2024-05-21 07:52:42,305 - mmdet - INFO - Epoch [26][50/3665] lr: 2.000e-04, eta: 16:30:05, time: 1.733, data_time: 0.114, memory: 41053, interm_loss_cls: 0.1943, interm_loss_bbox: 0.1487, interm_loss_iou: 0.3540, loss_cls: 0.1573, loss_bbox: 0.1292, loss_iou: 0.3207, d0.loss_cls: 0.2077, d0.loss_bbox: 0.1331, d0.loss_iou: 0.3270, d1.loss_cls: 0.1746, d1.loss_bbox: 0.1330, d1.loss_iou: 0.3268, d2.loss_cls: 0.1655, d2.loss_bbox: 0.1302, d2.loss_iou: 0.3221, d3.loss_cls: 0.1603, d3.loss_bbox: 0.1292, d3.loss_iou: 0.3212, d4.loss_cls: 0.1584, d4.loss_bbox: 0.1288, d4.loss_iou: 0.3205, dn_loss_cls: 0.0139, dn_loss_bbox: 0.1716, dn_loss_iou: 0.2681, d0.dn_loss_cls: 0.0442, d0.dn_loss_bbox: 0.2746, d0.dn_loss_iou: 0.3840, d1.dn_loss_cls: 0.0222, d1.dn_loss_bbox: 0.1964, d1.dn_loss_iou: 0.2988, d2.dn_loss_cls: 0.0171, d2.dn_loss_bbox: 0.1771, d2.dn_loss_iou: 0.2756, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1734, d3.dn_loss_iou: 0.2708, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1716, d4.dn_loss_iou: 0.2680, loss: 7.4994 2024-05-21 07:53:53,971 - mmdet - INFO - Epoch [26][100/3665] lr: 2.000e-04, eta: 16:28:51, time: 1.433, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1897, interm_loss_bbox: 0.1547, interm_loss_iou: 0.3561, loss_cls: 0.1544, loss_bbox: 0.1325, loss_iou: 0.3162, d0.loss_cls: 0.2036, d0.loss_bbox: 0.1354, d0.loss_iou: 0.3233, d1.loss_cls: 0.1703, d1.loss_bbox: 0.1357, d1.loss_iou: 0.3225, d2.loss_cls: 0.1614, d2.loss_bbox: 0.1333, d2.loss_iou: 0.3195, d3.loss_cls: 0.1576, d3.loss_bbox: 0.1323, d3.loss_iou: 0.3173, d4.loss_cls: 0.1550, d4.loss_bbox: 0.1322, d4.loss_iou: 0.3165, dn_loss_cls: 0.0130, dn_loss_bbox: 0.1718, dn_loss_iou: 0.2599, d0.dn_loss_cls: 0.0429, d0.dn_loss_bbox: 0.2752, d0.dn_loss_iou: 0.3753, d1.dn_loss_cls: 0.0212, d1.dn_loss_bbox: 0.1972, d1.dn_loss_iou: 0.2897, d2.dn_loss_cls: 0.0161, d2.dn_loss_bbox: 0.1776, d2.dn_loss_iou: 0.2672, d3.dn_loss_cls: 0.0140, d3.dn_loss_bbox: 0.1735, d3.dn_loss_iou: 0.2623, d4.dn_loss_cls: 0.0132, d4.dn_loss_bbox: 0.1717, d4.dn_loss_iou: 0.2598, loss: 7.4212 2024-05-21 07:55:07,945 - mmdet - INFO - Epoch [26][150/3665] lr: 2.000e-04, eta: 16:27:37, time: 1.479, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1932, interm_loss_bbox: 0.1529, interm_loss_iou: 0.3596, loss_cls: 0.1568, loss_bbox: 0.1290, loss_iou: 0.3206, d0.loss_cls: 0.2039, d0.loss_bbox: 0.1354, d0.loss_iou: 0.3296, d1.loss_cls: 0.1712, d1.loss_bbox: 0.1334, d1.loss_iou: 0.3266, d2.loss_cls: 0.1640, d2.loss_bbox: 0.1304, d2.loss_iou: 0.3215, d3.loss_cls: 0.1595, d3.loss_bbox: 0.1294, d3.loss_iou: 0.3206, d4.loss_cls: 0.1580, d4.loss_bbox: 0.1288, d4.loss_iou: 0.3200, dn_loss_cls: 0.0132, dn_loss_bbox: 0.1725, dn_loss_iou: 0.2622, d0.dn_loss_cls: 0.0433, d0.dn_loss_bbox: 0.2804, d0.dn_loss_iou: 0.3832, d1.dn_loss_cls: 0.0213, d1.dn_loss_bbox: 0.1988, d1.dn_loss_iou: 0.2940, d2.dn_loss_cls: 0.0164, d2.dn_loss_bbox: 0.1783, d2.dn_loss_iou: 0.2703, d3.dn_loss_cls: 0.0142, d3.dn_loss_bbox: 0.1742, d3.dn_loss_iou: 0.2649, d4.dn_loss_cls: 0.0135, d4.dn_loss_bbox: 0.1725, d4.dn_loss_iou: 0.2621, loss: 7.4796 2024-05-21 07:56:19,511 - mmdet - INFO - Epoch [26][200/3665] lr: 2.000e-04, eta: 16:26:22, time: 1.431, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1955, interm_loss_bbox: 0.1499, interm_loss_iou: 0.3640, loss_cls: 0.1599, loss_bbox: 0.1287, loss_iou: 0.3281, d0.loss_cls: 0.2076, d0.loss_bbox: 0.1335, d0.loss_iou: 0.3376, d1.loss_cls: 0.1750, d1.loss_bbox: 0.1335, d1.loss_iou: 0.3352, d2.loss_cls: 0.1664, d2.loss_bbox: 0.1299, d2.loss_iou: 0.3311, d3.loss_cls: 0.1622, d3.loss_bbox: 0.1297, d3.loss_iou: 0.3294, d4.loss_cls: 0.1613, d4.loss_bbox: 0.1287, d4.loss_iou: 0.3280, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1650, dn_loss_iou: 0.2662, d0.dn_loss_cls: 0.0441, d0.dn_loss_bbox: 0.2670, d0.dn_loss_iou: 0.3827, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.1899, d1.dn_loss_iou: 0.2974, d2.dn_loss_cls: 0.0171, d2.dn_loss_bbox: 0.1700, d2.dn_loss_iou: 0.2735, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1665, d3.dn_loss_iou: 0.2687, d4.dn_loss_cls: 0.0142, d4.dn_loss_bbox: 0.1650, d4.dn_loss_iou: 0.2661, loss: 7.5202 2024-05-21 07:57:32,194 - mmdet - INFO - Epoch [26][250/3665] lr: 2.000e-04, eta: 16:25:08, time: 1.453, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1920, interm_loss_bbox: 0.1543, interm_loss_iou: 0.3554, loss_cls: 0.1547, loss_bbox: 0.1320, loss_iou: 0.3205, d0.loss_cls: 0.2079, d0.loss_bbox: 0.1370, d0.loss_iou: 0.3258, d1.loss_cls: 0.1722, d1.loss_bbox: 0.1358, d1.loss_iou: 0.3248, d2.loss_cls: 0.1618, d2.loss_bbox: 0.1331, d2.loss_iou: 0.3213, d3.loss_cls: 0.1572, d3.loss_bbox: 0.1325, d3.loss_iou: 0.3208, d4.loss_cls: 0.1558, d4.loss_bbox: 0.1317, d4.loss_iou: 0.3203, dn_loss_cls: 0.0133, dn_loss_bbox: 0.1757, dn_loss_iou: 0.2601, d0.dn_loss_cls: 0.0429, d0.dn_loss_bbox: 0.2780, d0.dn_loss_iou: 0.3746, d1.dn_loss_cls: 0.0218, d1.dn_loss_bbox: 0.2004, d1.dn_loss_iou: 0.2900, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1811, d2.dn_loss_iou: 0.2670, d3.dn_loss_cls: 0.0143, d3.dn_loss_bbox: 0.1773, d3.dn_loss_iou: 0.2625, d4.dn_loss_cls: 0.0135, d4.dn_loss_bbox: 0.1756, d4.dn_loss_iou: 0.2601, loss: 7.4719 2024-05-21 07:58:46,258 - mmdet - INFO - Epoch [26][300/3665] lr: 2.000e-04, eta: 16:23:54, time: 1.481, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1951, interm_loss_bbox: 0.1491, interm_loss_iou: 0.3587, loss_cls: 0.1553, loss_bbox: 0.1302, loss_iou: 0.3247, d0.loss_cls: 0.2081, d0.loss_bbox: 0.1366, d0.loss_iou: 0.3341, d1.loss_cls: 0.1720, d1.loss_bbox: 0.1355, d1.loss_iou: 0.3323, d2.loss_cls: 0.1632, d2.loss_bbox: 0.1311, d2.loss_iou: 0.3269, d3.loss_cls: 0.1585, d3.loss_bbox: 0.1305, d3.loss_iou: 0.3250, d4.loss_cls: 0.1567, d4.loss_bbox: 0.1298, d4.loss_iou: 0.3236, dn_loss_cls: 0.0130, dn_loss_bbox: 0.1707, dn_loss_iou: 0.2680, d0.dn_loss_cls: 0.0443, d0.dn_loss_bbox: 0.2696, d0.dn_loss_iou: 0.3840, d1.dn_loss_cls: 0.0218, d1.dn_loss_bbox: 0.1951, d1.dn_loss_iou: 0.2995, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1755, d2.dn_loss_iou: 0.2755, d3.dn_loss_cls: 0.0143, d3.dn_loss_bbox: 0.1720, d3.dn_loss_iou: 0.2705, d4.dn_loss_cls: 0.0134, d4.dn_loss_bbox: 0.1706, d4.dn_loss_iou: 0.2678, loss: 7.5193 2024-05-21 07:59:58,629 - mmdet - INFO - Epoch [26][350/3665] lr: 2.000e-04, eta: 16:22:40, time: 1.447, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1895, interm_loss_bbox: 0.1580, interm_loss_iou: 0.3601, loss_cls: 0.1544, loss_bbox: 0.1365, loss_iou: 0.3248, d0.loss_cls: 0.2039, d0.loss_bbox: 0.1412, d0.loss_iou: 0.3328, d1.loss_cls: 0.1700, d1.loss_bbox: 0.1404, d1.loss_iou: 0.3319, d2.loss_cls: 0.1621, d2.loss_bbox: 0.1373, d2.loss_iou: 0.3269, d3.loss_cls: 0.1577, d3.loss_bbox: 0.1371, d3.loss_iou: 0.3260, d4.loss_cls: 0.1552, d4.loss_bbox: 0.1364, d4.loss_iou: 0.3251, dn_loss_cls: 0.0142, dn_loss_bbox: 0.1761, dn_loss_iou: 0.2655, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2772, d0.dn_loss_iou: 0.3794, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.2013, d1.dn_loss_iou: 0.2961, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1813, d2.dn_loss_iou: 0.2729, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1776, d3.dn_loss_iou: 0.2680, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1761, d4.dn_loss_iou: 0.2654, loss: 7.5730 2024-05-21 08:01:10,040 - mmdet - INFO - Epoch [26][400/3665] lr: 2.000e-04, eta: 16:21:25, time: 1.428, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1939, interm_loss_bbox: 0.1568, interm_loss_iou: 0.3564, loss_cls: 0.1581, loss_bbox: 0.1329, loss_iou: 0.3165, d0.loss_cls: 0.2129, d0.loss_bbox: 0.1394, d0.loss_iou: 0.3268, d1.loss_cls: 0.1827, d1.loss_bbox: 0.1376, d1.loss_iou: 0.3245, d2.loss_cls: 0.1685, d2.loss_bbox: 0.1338, d2.loss_iou: 0.3183, d3.loss_cls: 0.1615, d3.loss_bbox: 0.1338, d3.loss_iou: 0.3185, d4.loss_cls: 0.1589, d4.loss_bbox: 0.1332, d4.loss_iou: 0.3168, dn_loss_cls: 0.0136, dn_loss_bbox: 0.1788, dn_loss_iou: 0.2605, d0.dn_loss_cls: 0.0436, d0.dn_loss_bbox: 0.2851, d0.dn_loss_iou: 0.3759, d1.dn_loss_cls: 0.0220, d1.dn_loss_bbox: 0.2061, d1.dn_loss_iou: 0.2914, d2.dn_loss_cls: 0.0169, d2.dn_loss_bbox: 0.1847, d2.dn_loss_iou: 0.2678, d3.dn_loss_cls: 0.0146, d3.dn_loss_bbox: 0.1805, d3.dn_loss_iou: 0.2632, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1787, d4.dn_loss_iou: 0.2604, loss: 7.5396 2024-05-21 08:02:23,910 - mmdet - INFO - Epoch [26][450/3665] lr: 2.000e-04, eta: 16:20:12, time: 1.477, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1941, interm_loss_bbox: 0.1514, interm_loss_iou: 0.3642, loss_cls: 0.1579, loss_bbox: 0.1285, loss_iou: 0.3278, d0.loss_cls: 0.2172, d0.loss_bbox: 0.1337, d0.loss_iou: 0.3376, d1.loss_cls: 0.1849, d1.loss_bbox: 0.1309, d1.loss_iou: 0.3343, d2.loss_cls: 0.1678, d2.loss_bbox: 0.1297, d2.loss_iou: 0.3295, d3.loss_cls: 0.1614, d3.loss_bbox: 0.1285, d3.loss_iou: 0.3282, d4.loss_cls: 0.1581, d4.loss_bbox: 0.1291, d4.loss_iou: 0.3286, dn_loss_cls: 0.0134, dn_loss_bbox: 0.1722, dn_loss_iou: 0.2682, d0.dn_loss_cls: 0.0439, d0.dn_loss_bbox: 0.2792, d0.dn_loss_iou: 0.3894, d1.dn_loss_cls: 0.0221, d1.dn_loss_bbox: 0.1975, d1.dn_loss_iou: 0.2992, d2.dn_loss_cls: 0.0168, d2.dn_loss_bbox: 0.1775, d2.dn_loss_iou: 0.2752, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1738, d3.dn_loss_iou: 0.2704, d4.dn_loss_cls: 0.0137, d4.dn_loss_bbox: 0.1721, d4.dn_loss_iou: 0.2681, loss: 7.5907 2024-05-21 08:03:35,764 - mmdet - INFO - Epoch [26][500/3665] lr: 2.000e-04, eta: 16:18:57, time: 1.437, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1875, interm_loss_bbox: 0.1596, interm_loss_iou: 0.3664, loss_cls: 0.1514, loss_bbox: 0.1344, loss_iou: 0.3267, d0.loss_cls: 0.2130, d0.loss_bbox: 0.1396, d0.loss_iou: 0.3356, d1.loss_cls: 0.1761, d1.loss_bbox: 0.1379, d1.loss_iou: 0.3324, d2.loss_cls: 0.1612, d2.loss_bbox: 0.1354, d2.loss_iou: 0.3280, d3.loss_cls: 0.1548, d3.loss_bbox: 0.1348, d3.loss_iou: 0.3279, d4.loss_cls: 0.1521, d4.loss_bbox: 0.1346, d4.loss_iou: 0.3274, dn_loss_cls: 0.0129, dn_loss_bbox: 0.1724, dn_loss_iou: 0.2650, d0.dn_loss_cls: 0.0432, d0.dn_loss_bbox: 0.2793, d0.dn_loss_iou: 0.3850, d1.dn_loss_cls: 0.0212, d1.dn_loss_bbox: 0.1986, d1.dn_loss_iou: 0.2972, d2.dn_loss_cls: 0.0162, d2.dn_loss_bbox: 0.1781, d2.dn_loss_iou: 0.2727, d3.dn_loss_cls: 0.0140, d3.dn_loss_bbox: 0.1739, d3.dn_loss_iou: 0.2675, d4.dn_loss_cls: 0.0133, d4.dn_loss_bbox: 0.1724, d4.dn_loss_iou: 0.2649, loss: 7.5647 2024-05-21 08:04:49,766 - mmdet - INFO - Epoch [26][550/3665] lr: 2.000e-04, eta: 16:17:43, time: 1.480, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1890, interm_loss_bbox: 0.1562, interm_loss_iou: 0.3648, loss_cls: 0.1527, loss_bbox: 0.1342, loss_iou: 0.3294, d0.loss_cls: 0.2081, d0.loss_bbox: 0.1386, d0.loss_iou: 0.3374, d1.loss_cls: 0.1744, d1.loss_bbox: 0.1377, d1.loss_iou: 0.3348, d2.loss_cls: 0.1610, d2.loss_bbox: 0.1359, d2.loss_iou: 0.3300, d3.loss_cls: 0.1552, d3.loss_bbox: 0.1351, d3.loss_iou: 0.3308, d4.loss_cls: 0.1531, d4.loss_bbox: 0.1349, d4.loss_iou: 0.3300, dn_loss_cls: 0.0137, dn_loss_bbox: 0.1689, dn_loss_iou: 0.2643, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2759, d0.dn_loss_iou: 0.3796, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.1964, d1.dn_loss_iou: 0.2955, d2.dn_loss_cls: 0.0171, d2.dn_loss_bbox: 0.1749, d2.dn_loss_iou: 0.2717, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1706, d3.dn_loss_iou: 0.2667, d4.dn_loss_cls: 0.0140, d4.dn_loss_bbox: 0.1689, d4.dn_loss_iou: 0.2641, loss: 7.5480 2024-05-21 08:06:04,515 - mmdet - INFO - Epoch [26][600/3665] lr: 2.000e-04, eta: 16:16:30, time: 1.495, data_time: 0.025, memory: 41053, interm_loss_cls: 0.1896, interm_loss_bbox: 0.1514, interm_loss_iou: 0.3601, loss_cls: 0.1549, loss_bbox: 0.1293, loss_iou: 0.3231, d0.loss_cls: 0.2070, d0.loss_bbox: 0.1353, d0.loss_iou: 0.3328, d1.loss_cls: 0.1745, d1.loss_bbox: 0.1339, d1.loss_iou: 0.3297, d2.loss_cls: 0.1636, d2.loss_bbox: 0.1302, d2.loss_iou: 0.3243, d3.loss_cls: 0.1578, d3.loss_bbox: 0.1300, d3.loss_iou: 0.3239, d4.loss_cls: 0.1559, d4.loss_bbox: 0.1298, d4.loss_iou: 0.3230, dn_loss_cls: 0.0134, dn_loss_bbox: 0.1731, dn_loss_iou: 0.2639, d0.dn_loss_cls: 0.0435, d0.dn_loss_bbox: 0.2745, d0.dn_loss_iou: 0.3777, d1.dn_loss_cls: 0.0217, d1.dn_loss_bbox: 0.1979, d1.dn_loss_iou: 0.2945, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1785, d2.dn_loss_iou: 0.2713, d3.dn_loss_cls: 0.0143, d3.dn_loss_bbox: 0.1748, d3.dn_loss_iou: 0.2665, d4.dn_loss_cls: 0.0137, d4.dn_loss_bbox: 0.1731, d4.dn_loss_iou: 0.2638, loss: 7.4927 2024-05-21 08:07:17,652 - mmdet - INFO - Epoch [26][650/3665] lr: 2.000e-04, eta: 16:15:16, time: 1.463, data_time: 0.022, memory: 41053, interm_loss_cls: 0.1950, interm_loss_bbox: 0.1532, interm_loss_iou: 0.3640, loss_cls: 0.1586, loss_bbox: 0.1296, loss_iou: 0.3254, d0.loss_cls: 0.2312, d0.loss_bbox: 0.1385, d0.loss_iou: 0.3391, d1.loss_cls: 0.1859, d1.loss_bbox: 0.1336, d1.loss_iou: 0.3334, d2.loss_cls: 0.1672, d2.loss_bbox: 0.1324, d2.loss_iou: 0.3308, d3.loss_cls: 0.1615, d3.loss_bbox: 0.1307, d3.loss_iou: 0.3275, d4.loss_cls: 0.1595, d4.loss_bbox: 0.1294, d4.loss_iou: 0.3257, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1731, dn_loss_iou: 0.2686, d0.dn_loss_cls: 0.0501, d0.dn_loss_bbox: 0.2813, d0.dn_loss_iou: 0.3931, d1.dn_loss_cls: 0.0243, d1.dn_loss_bbox: 0.1998, d1.dn_loss_iou: 0.3019, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1791, d2.dn_loss_iou: 0.2768, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1749, d3.dn_loss_iou: 0.2715, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1730, d4.dn_loss_iou: 0.2684, loss: 7.6529 2024-05-21 08:08:29,490 - mmdet - INFO - Epoch [26][700/3665] lr: 2.000e-04, eta: 16:14:01, time: 1.437, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2103, interm_loss_bbox: 0.1544, interm_loss_iou: 0.3794, loss_cls: 0.1650, loss_bbox: 0.1302, loss_iou: 0.3393, d0.loss_cls: 0.2480, d0.loss_bbox: 0.1412, d0.loss_iou: 0.3572, d1.loss_cls: 0.2065, d1.loss_bbox: 0.1343, d1.loss_iou: 0.3466, d2.loss_cls: 0.1791, d2.loss_bbox: 0.1323, d2.loss_iou: 0.3430, d3.loss_cls: 0.1709, d3.loss_bbox: 0.1306, d3.loss_iou: 0.3401, d4.loss_cls: 0.1664, d4.loss_bbox: 0.1302, d4.loss_iou: 0.3398, dn_loss_cls: 0.0165, dn_loss_bbox: 0.1718, dn_loss_iou: 0.2793, d0.dn_loss_cls: 0.0499, d0.dn_loss_bbox: 0.2903, d0.dn_loss_iou: 0.4158, d1.dn_loss_cls: 0.0253, d1.dn_loss_bbox: 0.2031, d1.dn_loss_iou: 0.3181, d2.dn_loss_cls: 0.0202, d2.dn_loss_bbox: 0.1791, d2.dn_loss_iou: 0.2899, d3.dn_loss_cls: 0.0177, d3.dn_loss_bbox: 0.1740, d3.dn_loss_iou: 0.2826, d4.dn_loss_cls: 0.0173, d4.dn_loss_bbox: 0.1717, d4.dn_loss_iou: 0.2792, loss: 7.9465 2024-05-21 08:09:45,912 - mmdet - INFO - Epoch [26][750/3665] lr: 2.000e-04, eta: 16:12:49, time: 1.528, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1925, interm_loss_bbox: 0.1539, interm_loss_iou: 0.3615, loss_cls: 0.1525, loss_bbox: 0.1321, loss_iou: 0.3258, d0.loss_cls: 0.2182, d0.loss_bbox: 0.1400, d0.loss_iou: 0.3363, d1.loss_cls: 0.1820, d1.loss_bbox: 0.1356, d1.loss_iou: 0.3301, d2.loss_cls: 0.1637, d2.loss_bbox: 0.1322, d2.loss_iou: 0.3263, d3.loss_cls: 0.1563, d3.loss_bbox: 0.1322, d3.loss_iou: 0.3267, d4.loss_cls: 0.1541, d4.loss_bbox: 0.1314, d4.loss_iou: 0.3254, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1768, dn_loss_iou: 0.2668, d0.dn_loss_cls: 0.0451, d0.dn_loss_bbox: 0.2844, d0.dn_loss_iou: 0.3884, d1.dn_loss_cls: 0.0226, d1.dn_loss_bbox: 0.2040, d1.dn_loss_iou: 0.2996, d2.dn_loss_cls: 0.0176, d2.dn_loss_bbox: 0.1827, d2.dn_loss_iou: 0.2747, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1784, d3.dn_loss_iou: 0.2694, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1767, d4.dn_loss_iou: 0.2668, loss: 7.6077 2024-05-21 08:10:58,390 - mmdet - INFO - Epoch [26][800/3665] lr: 2.000e-04, eta: 16:11:34, time: 1.449, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2039, interm_loss_bbox: 0.1614, interm_loss_iou: 0.3638, loss_cls: 0.1649, loss_bbox: 0.1374, loss_iou: 0.3252, d0.loss_cls: 0.2352, d0.loss_bbox: 0.1457, d0.loss_iou: 0.3371, d1.loss_cls: 0.2028, d1.loss_bbox: 0.1403, d1.loss_iou: 0.3312, d2.loss_cls: 0.1780, d2.loss_bbox: 0.1385, d2.loss_iou: 0.3280, d3.loss_cls: 0.1694, d3.loss_bbox: 0.1375, d3.loss_iou: 0.3266, d4.loss_cls: 0.1665, d4.loss_bbox: 0.1373, d4.loss_iou: 0.3251, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1839, dn_loss_iou: 0.2731, d0.dn_loss_cls: 0.0485, d0.dn_loss_bbox: 0.2985, d0.dn_loss_iou: 0.3974, d1.dn_loss_cls: 0.0244, d1.dn_loss_bbox: 0.2141, d1.dn_loss_iou: 0.3078, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1907, d2.dn_loss_iou: 0.2817, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1857, d3.dn_loss_iou: 0.2760, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1838, d4.dn_loss_iou: 0.2729, loss: 7.8588 2024-05-21 08:12:10,652 - mmdet - INFO - Epoch [26][850/3665] lr: 2.000e-04, eta: 16:10:20, time: 1.446, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1969, interm_loss_bbox: 0.1570, interm_loss_iou: 0.3708, loss_cls: 0.1591, loss_bbox: 0.1354, loss_iou: 0.3333, d0.loss_cls: 0.2312, d0.loss_bbox: 0.1440, d0.loss_iou: 0.3489, d1.loss_cls: 0.1980, d1.loss_bbox: 0.1390, d1.loss_iou: 0.3431, d2.loss_cls: 0.1737, d2.loss_bbox: 0.1357, d2.loss_iou: 0.3348, d3.loss_cls: 0.1648, d3.loss_bbox: 0.1345, d3.loss_iou: 0.3334, d4.loss_cls: 0.1601, d4.loss_bbox: 0.1353, d4.loss_iou: 0.3334, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1767, dn_loss_iou: 0.2751, d0.dn_loss_cls: 0.0481, d0.dn_loss_bbox: 0.2941, d0.dn_loss_iou: 0.4015, d1.dn_loss_cls: 0.0243, d1.dn_loss_bbox: 0.2072, d1.dn_loss_iou: 0.3101, d2.dn_loss_cls: 0.0186, d2.dn_loss_bbox: 0.1834, d2.dn_loss_iou: 0.2834, d3.dn_loss_cls: 0.0161, d3.dn_loss_bbox: 0.1788, d3.dn_loss_iou: 0.2779, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1766, d4.dn_loss_iou: 0.2750, loss: 7.8397 2024-05-21 08:13:23,922 - mmdet - INFO - Epoch [26][900/3665] lr: 2.000e-04, eta: 16:09:06, time: 1.465, data_time: 0.016, memory: 41053, interm_loss_cls: 0.2047, interm_loss_bbox: 0.1546, interm_loss_iou: 0.3872, loss_cls: 0.1647, loss_bbox: 0.1298, loss_iou: 0.3466, d0.loss_cls: 0.2367, d0.loss_bbox: 0.1392, d0.loss_iou: 0.3624, d1.loss_cls: 0.2033, d1.loss_bbox: 0.1355, d1.loss_iou: 0.3540, d2.loss_cls: 0.1769, d2.loss_bbox: 0.1317, d2.loss_iou: 0.3492, d3.loss_cls: 0.1696, d3.loss_bbox: 0.1304, d3.loss_iou: 0.3482, d4.loss_cls: 0.1664, d4.loss_bbox: 0.1298, d4.loss_iou: 0.3465, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1679, dn_loss_iou: 0.2841, d0.dn_loss_cls: 0.0472, d0.dn_loss_bbox: 0.2770, d0.dn_loss_iou: 0.4099, d1.dn_loss_cls: 0.0243, d1.dn_loss_bbox: 0.1970, d1.dn_loss_iou: 0.3194, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1745, d2.dn_loss_iou: 0.2929, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1699, d3.dn_loss_iou: 0.2871, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1678, d4.dn_loss_iou: 0.2840, loss: 7.9351 2024-05-21 08:14:35,582 - mmdet - INFO - Epoch [26][950/3665] lr: 2.000e-04, eta: 16:07:51, time: 1.433, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2065, interm_loss_bbox: 0.1632, interm_loss_iou: 0.3697, loss_cls: 0.1661, loss_bbox: 0.1388, loss_iou: 0.3294, d0.loss_cls: 0.2414, d0.loss_bbox: 0.1480, d0.loss_iou: 0.3466, d1.loss_cls: 0.2148, d1.loss_bbox: 0.1407, d1.loss_iou: 0.3336, d2.loss_cls: 0.1820, d2.loss_bbox: 0.1400, d2.loss_iou: 0.3320, d3.loss_cls: 0.1718, d3.loss_bbox: 0.1390, d3.loss_iou: 0.3300, d4.loss_cls: 0.1677, d4.loss_bbox: 0.1386, d4.loss_iou: 0.3295, dn_loss_cls: 0.0149, dn_loss_bbox: 0.1864, dn_loss_iou: 0.2704, d0.dn_loss_cls: 0.0488, d0.dn_loss_bbox: 0.3054, d0.dn_loss_iou: 0.4000, d1.dn_loss_cls: 0.0252, d1.dn_loss_bbox: 0.2172, d1.dn_loss_iou: 0.3074, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1931, d2.dn_loss_iou: 0.2793, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1883, d3.dn_loss_iou: 0.2733, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1863, d4.dn_loss_iou: 0.2703, loss: 7.9460 2024-05-21 08:15:47,902 - mmdet - INFO - Epoch [26][1000/3665] lr: 2.000e-04, eta: 16:06:37, time: 1.446, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1954, interm_loss_bbox: 0.1563, interm_loss_iou: 0.3646, loss_cls: 0.1580, loss_bbox: 0.1350, loss_iou: 0.3281, d0.loss_cls: 0.2236, d0.loss_bbox: 0.1408, d0.loss_iou: 0.3404, d1.loss_cls: 0.1932, d1.loss_bbox: 0.1378, d1.loss_iou: 0.3342, d2.loss_cls: 0.1707, d2.loss_bbox: 0.1348, d2.loss_iou: 0.3296, d3.loss_cls: 0.1620, d3.loss_bbox: 0.1345, d3.loss_iou: 0.3287, d4.loss_cls: 0.1594, d4.loss_bbox: 0.1348, d4.loss_iou: 0.3281, dn_loss_cls: 0.0143, dn_loss_bbox: 0.1725, dn_loss_iou: 0.2684, d0.dn_loss_cls: 0.0467, d0.dn_loss_bbox: 0.2809, d0.dn_loss_iou: 0.3902, d1.dn_loss_cls: 0.0234, d1.dn_loss_bbox: 0.2013, d1.dn_loss_iou: 0.3033, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1788, d2.dn_loss_iou: 0.2769, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1742, d3.dn_loss_iou: 0.2715, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1724, d4.dn_loss_iou: 0.2684, loss: 7.6810 2024-05-21 08:17:01,816 - mmdet - INFO - Epoch [26][1050/3665] lr: 2.000e-04, eta: 16:05:23, time: 1.478, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1971, interm_loss_bbox: 0.1495, interm_loss_iou: 0.3671, loss_cls: 0.1563, loss_bbox: 0.1286, loss_iou: 0.3322, d0.loss_cls: 0.2249, d0.loss_bbox: 0.1352, d0.loss_iou: 0.3440, d1.loss_cls: 0.1905, d1.loss_bbox: 0.1326, d1.loss_iou: 0.3390, d2.loss_cls: 0.1692, d2.loss_bbox: 0.1300, d2.loss_iou: 0.3351, d3.loss_cls: 0.1615, d3.loss_bbox: 0.1285, d3.loss_iou: 0.3323, d4.loss_cls: 0.1578, d4.loss_bbox: 0.1284, d4.loss_iou: 0.3323, dn_loss_cls: 0.0137, dn_loss_bbox: 0.1725, dn_loss_iou: 0.2751, d0.dn_loss_cls: 0.0460, d0.dn_loss_bbox: 0.2805, d0.dn_loss_iou: 0.3989, d1.dn_loss_cls: 0.0230, d1.dn_loss_bbox: 0.2014, d1.dn_loss_iou: 0.3109, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1784, d2.dn_loss_iou: 0.2834, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1742, d3.dn_loss_iou: 0.2780, d4.dn_loss_cls: 0.0141, d4.dn_loss_bbox: 0.1724, d4.dn_loss_iou: 0.2750, loss: 7.7021 2024-05-21 08:18:15,907 - mmdet - INFO - Epoch [26][1100/3665] lr: 2.000e-04, eta: 16:04:10, time: 1.482, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1930, interm_loss_bbox: 0.1502, interm_loss_iou: 0.3653, loss_cls: 0.1573, loss_bbox: 0.1283, loss_iou: 0.3298, d0.loss_cls: 0.2209, d0.loss_bbox: 0.1347, d0.loss_iou: 0.3391, d1.loss_cls: 0.1841, d1.loss_bbox: 0.1333, d1.loss_iou: 0.3379, d2.loss_cls: 0.1672, d2.loss_bbox: 0.1303, d2.loss_iou: 0.3322, d3.loss_cls: 0.1618, d3.loss_bbox: 0.1281, d3.loss_iou: 0.3297, d4.loss_cls: 0.1578, d4.loss_bbox: 0.1287, d4.loss_iou: 0.3300, dn_loss_cls: 0.0136, dn_loss_bbox: 0.1668, dn_loss_iou: 0.2681, d0.dn_loss_cls: 0.0457, d0.dn_loss_bbox: 0.2723, d0.dn_loss_iou: 0.3890, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.1935, d1.dn_loss_iou: 0.3026, d2.dn_loss_cls: 0.0171, d2.dn_loss_bbox: 0.1723, d2.dn_loss_iou: 0.2762, d3.dn_loss_cls: 0.0147, d3.dn_loss_bbox: 0.1684, d3.dn_loss_iou: 0.2708, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1667, d4.dn_loss_iou: 0.2680, loss: 7.5822 2024-05-21 08:19:31,773 - mmdet - INFO - Epoch [26][1150/3665] lr: 2.000e-04, eta: 16:02:57, time: 1.517, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1973, interm_loss_bbox: 0.1584, interm_loss_iou: 0.3608, loss_cls: 0.1587, loss_bbox: 0.1361, loss_iou: 0.3266, d0.loss_cls: 0.2237, d0.loss_bbox: 0.1428, d0.loss_iou: 0.3363, d1.loss_cls: 0.1860, d1.loss_bbox: 0.1409, d1.loss_iou: 0.3336, d2.loss_cls: 0.1696, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3281, d3.loss_cls: 0.1624, d3.loss_bbox: 0.1365, d3.loss_iou: 0.3275, d4.loss_cls: 0.1596, d4.loss_bbox: 0.1362, d4.loss_iou: 0.3267, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1729, dn_loss_iou: 0.2708, d0.dn_loss_cls: 0.0464, d0.dn_loss_bbox: 0.2771, d0.dn_loss_iou: 0.3887, d1.dn_loss_cls: 0.0237, d1.dn_loss_bbox: 0.1996, d1.dn_loss_iou: 0.3040, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1788, d2.dn_loss_iou: 0.2787, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1745, d3.dn_loss_iou: 0.2736, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1729, d4.dn_loss_iou: 0.2707, loss: 7.6807 2024-05-21 08:20:45,502 - mmdet - INFO - Epoch [26][1200/3665] lr: 2.000e-04, eta: 16:01:43, time: 1.475, data_time: 0.019, memory: 41053, interm_loss_cls: 0.1964, interm_loss_bbox: 0.1551, interm_loss_iou: 0.3687, loss_cls: 0.1633, loss_bbox: 0.1321, loss_iou: 0.3344, d0.loss_cls: 0.2203, d0.loss_bbox: 0.1408, d0.loss_iou: 0.3455, d1.loss_cls: 0.1853, d1.loss_bbox: 0.1390, d1.loss_iou: 0.3427, d2.loss_cls: 0.1720, d2.loss_bbox: 0.1342, d2.loss_iou: 0.3367, d3.loss_cls: 0.1658, d3.loss_bbox: 0.1332, d3.loss_iou: 0.3357, d4.loss_cls: 0.1643, d4.loss_bbox: 0.1324, d4.loss_iou: 0.3344, dn_loss_cls: 0.0136, dn_loss_bbox: 0.1650, dn_loss_iou: 0.2671, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2678, d0.dn_loss_iou: 0.3855, d1.dn_loss_cls: 0.0226, d1.dn_loss_bbox: 0.1913, d1.dn_loss_iou: 0.2996, d2.dn_loss_cls: 0.0172, d2.dn_loss_bbox: 0.1710, d2.dn_loss_iou: 0.2751, d3.dn_loss_cls: 0.0148, d3.dn_loss_bbox: 0.1666, d3.dn_loss_iou: 0.2698, d4.dn_loss_cls: 0.0140, d4.dn_loss_bbox: 0.1649, d4.dn_loss_iou: 0.2670, loss: 7.6509 2024-05-21 08:21:59,349 - mmdet - INFO - Epoch [26][1250/3665] lr: 2.000e-04, eta: 16:00:29, time: 1.477, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1946, interm_loss_bbox: 0.1563, interm_loss_iou: 0.3542, loss_cls: 0.1557, loss_bbox: 0.1336, loss_iou: 0.3158, d0.loss_cls: 0.2216, d0.loss_bbox: 0.1427, d0.loss_iou: 0.3310, d1.loss_cls: 0.1850, d1.loss_bbox: 0.1383, d1.loss_iou: 0.3242, d2.loss_cls: 0.1664, d2.loss_bbox: 0.1351, d2.loss_iou: 0.3194, d3.loss_cls: 0.1589, d3.loss_bbox: 0.1345, d3.loss_iou: 0.3180, d4.loss_cls: 0.1564, d4.loss_bbox: 0.1338, d4.loss_iou: 0.3162, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1742, dn_loss_iou: 0.2647, d0.dn_loss_cls: 0.0465, d0.dn_loss_bbox: 0.2839, d0.dn_loss_iou: 0.3893, d1.dn_loss_cls: 0.0235, d1.dn_loss_bbox: 0.2005, d1.dn_loss_iou: 0.2968, d2.dn_loss_cls: 0.0183, d2.dn_loss_bbox: 0.1795, d2.dn_loss_iou: 0.2727, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1758, d3.dn_loss_iou: 0.2674, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1741, d4.dn_loss_iou: 0.2646, loss: 7.5690 2024-05-21 08:23:12,960 - mmdet - INFO - Epoch [26][1300/3665] lr: 2.000e-04, eta: 15:59:15, time: 1.472, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1984, interm_loss_bbox: 0.1573, interm_loss_iou: 0.3653, loss_cls: 0.1580, loss_bbox: 0.1350, loss_iou: 0.3297, d0.loss_cls: 0.2247, d0.loss_bbox: 0.1437, d0.loss_iou: 0.3425, d1.loss_cls: 0.1846, d1.loss_bbox: 0.1415, d1.loss_iou: 0.3392, d2.loss_cls: 0.1688, d2.loss_bbox: 0.1367, d2.loss_iou: 0.3333, d3.loss_cls: 0.1621, d3.loss_bbox: 0.1351, d3.loss_iou: 0.3307, d4.loss_cls: 0.1592, d4.loss_bbox: 0.1351, d4.loss_iou: 0.3300, dn_loss_cls: 0.0153, dn_loss_bbox: 0.1779, dn_loss_iou: 0.2703, d0.dn_loss_cls: 0.0476, d0.dn_loss_bbox: 0.2933, d0.dn_loss_iou: 0.3944, d1.dn_loss_cls: 0.0246, d1.dn_loss_bbox: 0.2086, d1.dn_loss_iou: 0.3058, d2.dn_loss_cls: 0.0190, d2.dn_loss_bbox: 0.1850, d2.dn_loss_iou: 0.2790, d3.dn_loss_cls: 0.0164, d3.dn_loss_bbox: 0.1799, d3.dn_loss_iou: 0.2730, d4.dn_loss_cls: 0.0156, d4.dn_loss_bbox: 0.1778, d4.dn_loss_iou: 0.2702, loss: 7.7646 2024-05-21 08:24:28,657 - mmdet - INFO - Epoch [26][1350/3665] lr: 2.000e-04, eta: 15:58:03, time: 1.514, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1980, interm_loss_bbox: 0.1586, interm_loss_iou: 0.3689, loss_cls: 0.1601, loss_bbox: 0.1351, loss_iou: 0.3316, d0.loss_cls: 0.2295, d0.loss_bbox: 0.1456, d0.loss_iou: 0.3486, d1.loss_cls: 0.1904, d1.loss_bbox: 0.1423, d1.loss_iou: 0.3409, d2.loss_cls: 0.1718, d2.loss_bbox: 0.1374, d2.loss_iou: 0.3349, d3.loss_cls: 0.1637, d3.loss_bbox: 0.1363, d3.loss_iou: 0.3329, d4.loss_cls: 0.1607, d4.loss_bbox: 0.1356, d4.loss_iou: 0.3321, dn_loss_cls: 0.0146, dn_loss_bbox: 0.1803, dn_loss_iou: 0.2753, d0.dn_loss_cls: 0.0496, d0.dn_loss_bbox: 0.3030, d0.dn_loss_iou: 0.4068, d1.dn_loss_cls: 0.0247, d1.dn_loss_bbox: 0.2126, d1.dn_loss_iou: 0.3118, d2.dn_loss_cls: 0.0187, d2.dn_loss_bbox: 0.1881, d2.dn_loss_iou: 0.2847, d3.dn_loss_cls: 0.0160, d3.dn_loss_bbox: 0.1827, d3.dn_loss_iou: 0.2785, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1802, d4.dn_loss_iou: 0.2752, loss: 7.8724 2024-05-21 08:25:40,636 - mmdet - INFO - Epoch [26][1400/3665] lr: 2.000e-04, eta: 15:56:48, time: 1.439, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1954, interm_loss_bbox: 0.1542, interm_loss_iou: 0.3620, loss_cls: 0.1550, loss_bbox: 0.1316, loss_iou: 0.3249, d0.loss_cls: 0.2207, d0.loss_bbox: 0.1424, d0.loss_iou: 0.3412, d1.loss_cls: 0.1854, d1.loss_bbox: 0.1353, d1.loss_iou: 0.3308, d2.loss_cls: 0.1672, d2.loss_bbox: 0.1315, d2.loss_iou: 0.3246, d3.loss_cls: 0.1600, d3.loss_bbox: 0.1312, d3.loss_iou: 0.3244, d4.loss_cls: 0.1568, d4.loss_bbox: 0.1315, d4.loss_iou: 0.3248, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1794, dn_loss_iou: 0.2708, d0.dn_loss_cls: 0.0468, d0.dn_loss_bbox: 0.2912, d0.dn_loss_iou: 0.3940, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.2083, d1.dn_loss_iou: 0.3047, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1862, d2.dn_loss_iou: 0.2787, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1815, d3.dn_loss_iou: 0.2736, d4.dn_loss_cls: 0.0152, d4.dn_loss_bbox: 0.1793, d4.dn_loss_iou: 0.2706, loss: 7.6834 2024-05-21 08:26:57,129 - mmdet - INFO - Epoch [26][1450/3665] lr: 2.000e-04, eta: 15:55:35, time: 1.530, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1947, interm_loss_bbox: 0.1554, interm_loss_iou: 0.3645, loss_cls: 0.1571, loss_bbox: 0.1344, loss_iou: 0.3319, d0.loss_cls: 0.2231, d0.loss_bbox: 0.1408, d0.loss_iou: 0.3399, d1.loss_cls: 0.1842, d1.loss_bbox: 0.1369, d1.loss_iou: 0.3367, d2.loss_cls: 0.1666, d2.loss_bbox: 0.1358, d2.loss_iou: 0.3333, d3.loss_cls: 0.1612, d3.loss_bbox: 0.1345, d3.loss_iou: 0.3318, d4.loss_cls: 0.1582, d4.loss_bbox: 0.1344, d4.loss_iou: 0.3318, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1735, dn_loss_iou: 0.2625, d0.dn_loss_cls: 0.0461, d0.dn_loss_bbox: 0.2834, d0.dn_loss_iou: 0.3851, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2002, d1.dn_loss_iou: 0.2959, d2.dn_loss_cls: 0.0177, d2.dn_loss_bbox: 0.1790, d2.dn_loss_iou: 0.2707, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1753, d3.dn_loss_iou: 0.2653, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1735, d4.dn_loss_iou: 0.2624, loss: 7.6454 2024-05-21 08:28:10,327 - mmdet - INFO - Epoch [26][1500/3665] lr: 2.000e-04, eta: 15:54:21, time: 1.464, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1952, interm_loss_bbox: 0.1499, interm_loss_iou: 0.3536, loss_cls: 0.1569, loss_bbox: 0.1267, loss_iou: 0.3151, d0.loss_cls: 0.2193, d0.loss_bbox: 0.1356, d0.loss_iou: 0.3290, d1.loss_cls: 0.1827, d1.loss_bbox: 0.1328, d1.loss_iou: 0.3248, d2.loss_cls: 0.1670, d2.loss_bbox: 0.1276, d2.loss_iou: 0.3173, d3.loss_cls: 0.1600, d3.loss_bbox: 0.1280, d3.loss_iou: 0.3163, d4.loss_cls: 0.1581, d4.loss_bbox: 0.1264, d4.loss_iou: 0.3145, dn_loss_cls: 0.0133, dn_loss_bbox: 0.1605, dn_loss_iou: 0.2571, d0.dn_loss_cls: 0.0441, d0.dn_loss_bbox: 0.2670, d0.dn_loss_iou: 0.3782, d1.dn_loss_cls: 0.0220, d1.dn_loss_bbox: 0.1875, d1.dn_loss_iou: 0.2908, d2.dn_loss_cls: 0.0169, d2.dn_loss_bbox: 0.1668, d2.dn_loss_iou: 0.2653, d3.dn_loss_cls: 0.0146, d3.dn_loss_bbox: 0.1624, d3.dn_loss_iou: 0.2600, d4.dn_loss_cls: 0.0137, d4.dn_loss_bbox: 0.1604, d4.dn_loss_iou: 0.2569, loss: 7.3740 2024-05-21 08:29:24,751 - mmdet - INFO - Epoch [26][1550/3665] lr: 2.000e-04, eta: 15:53:08, time: 1.488, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1981, interm_loss_bbox: 0.1603, interm_loss_iou: 0.3645, loss_cls: 0.1589, loss_bbox: 0.1391, loss_iou: 0.3302, d0.loss_cls: 0.2220, d0.loss_bbox: 0.1452, d0.loss_iou: 0.3419, d1.loss_cls: 0.1836, d1.loss_bbox: 0.1425, d1.loss_iou: 0.3373, d2.loss_cls: 0.1690, d2.loss_bbox: 0.1403, d2.loss_iou: 0.3328, d3.loss_cls: 0.1619, d3.loss_bbox: 0.1401, d3.loss_iou: 0.3316, d4.loss_cls: 0.1594, d4.loss_bbox: 0.1396, d4.loss_iou: 0.3308, dn_loss_cls: 0.0143, dn_loss_bbox: 0.1799, dn_loss_iou: 0.2730, d0.dn_loss_cls: 0.0470, d0.dn_loss_bbox: 0.2827, d0.dn_loss_iou: 0.3890, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.2067, d1.dn_loss_iou: 0.3054, d2.dn_loss_cls: 0.0181, d2.dn_loss_bbox: 0.1858, d2.dn_loss_iou: 0.2809, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1816, d3.dn_loss_iou: 0.2759, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1798, d4.dn_loss_iou: 0.2727, loss: 7.7758 2024-05-21 08:30:39,100 - mmdet - INFO - Epoch [26][1600/3665] lr: 2.000e-04, eta: 15:51:54, time: 1.487, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1948, interm_loss_bbox: 0.1553, interm_loss_iou: 0.3680, loss_cls: 0.1594, loss_bbox: 0.1325, loss_iou: 0.3329, d0.loss_cls: 0.2175, d0.loss_bbox: 0.1409, d0.loss_iou: 0.3450, d1.loss_cls: 0.1811, d1.loss_bbox: 0.1376, d1.loss_iou: 0.3403, d2.loss_cls: 0.1675, d2.loss_bbox: 0.1340, d2.loss_iou: 0.3356, d3.loss_cls: 0.1619, d3.loss_bbox: 0.1331, d3.loss_iou: 0.3338, d4.loss_cls: 0.1604, d4.loss_bbox: 0.1324, d4.loss_iou: 0.3330, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1782, dn_loss_iou: 0.2695, d0.dn_loss_cls: 0.0452, d0.dn_loss_bbox: 0.2848, d0.dn_loss_iou: 0.3869, d1.dn_loss_cls: 0.0232, d1.dn_loss_bbox: 0.2050, d1.dn_loss_iou: 0.3015, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1843, d2.dn_loss_iou: 0.2770, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1799, d3.dn_loss_iou: 0.2721, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1782, d4.dn_loss_iou: 0.2693, loss: 7.7137 2024-05-21 08:31:53,197 - mmdet - INFO - Epoch [26][1650/3665] lr: 2.000e-04, eta: 15:50:41, time: 1.482, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1967, interm_loss_bbox: 0.1590, interm_loss_iou: 0.3718, loss_cls: 0.1602, loss_bbox: 0.1363, loss_iou: 0.3353, d0.loss_cls: 0.2204, d0.loss_bbox: 0.1420, d0.loss_iou: 0.3448, d1.loss_cls: 0.1849, d1.loss_bbox: 0.1402, d1.loss_iou: 0.3418, d2.loss_cls: 0.1693, d2.loss_bbox: 0.1382, d2.loss_iou: 0.3377, d3.loss_cls: 0.1637, d3.loss_bbox: 0.1373, d3.loss_iou: 0.3366, d4.loss_cls: 0.1615, d4.loss_bbox: 0.1358, d4.loss_iou: 0.3350, dn_loss_cls: 0.0136, dn_loss_bbox: 0.1741, dn_loss_iou: 0.2673, d0.dn_loss_cls: 0.0448, d0.dn_loss_bbox: 0.2791, d0.dn_loss_iou: 0.3835, d1.dn_loss_cls: 0.0221, d1.dn_loss_bbox: 0.2004, d1.dn_loss_iou: 0.2993, d2.dn_loss_cls: 0.0168, d2.dn_loss_bbox: 0.1805, d2.dn_loss_iou: 0.2751, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1760, d3.dn_loss_iou: 0.2700, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1741, d4.dn_loss_iou: 0.2672, loss: 7.7211 2024-05-21 08:33:11,774 - mmdet - INFO - Epoch [26][1700/3665] lr: 2.000e-04, eta: 15:49:29, time: 1.572, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1933, interm_loss_bbox: 0.1496, interm_loss_iou: 0.3536, loss_cls: 0.1551, loss_bbox: 0.1291, loss_iou: 0.3184, d0.loss_cls: 0.2172, d0.loss_bbox: 0.1337, d0.loss_iou: 0.3286, d1.loss_cls: 0.1775, d1.loss_bbox: 0.1334, d1.loss_iou: 0.3276, d2.loss_cls: 0.1637, d2.loss_bbox: 0.1307, d2.loss_iou: 0.3222, d3.loss_cls: 0.1591, d3.loss_bbox: 0.1294, d3.loss_iou: 0.3192, d4.loss_cls: 0.1558, d4.loss_bbox: 0.1295, d4.loss_iou: 0.3191, dn_loss_cls: 0.0127, dn_loss_bbox: 0.1669, dn_loss_iou: 0.2624, d0.dn_loss_cls: 0.0443, d0.dn_loss_bbox: 0.2749, d0.dn_loss_iou: 0.3820, d1.dn_loss_cls: 0.0216, d1.dn_loss_bbox: 0.1936, d1.dn_loss_iou: 0.2949, d2.dn_loss_cls: 0.0162, d2.dn_loss_bbox: 0.1722, d2.dn_loss_iou: 0.2702, d3.dn_loss_cls: 0.0139, d3.dn_loss_bbox: 0.1685, d3.dn_loss_iou: 0.2650, d4.dn_loss_cls: 0.0130, d4.dn_loss_bbox: 0.1669, d4.dn_loss_iou: 0.2623, loss: 7.4471 2024-05-21 08:34:29,952 - mmdet - INFO - Epoch [26][1750/3665] lr: 2.000e-04, eta: 15:48:17, time: 1.564, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1964, interm_loss_bbox: 0.1579, interm_loss_iou: 0.3606, loss_cls: 0.1562, loss_bbox: 0.1365, loss_iou: 0.3254, d0.loss_cls: 0.2231, d0.loss_bbox: 0.1437, d0.loss_iou: 0.3381, d1.loss_cls: 0.1831, d1.loss_bbox: 0.1418, d1.loss_iou: 0.3345, d2.loss_cls: 0.1669, d2.loss_bbox: 0.1370, d2.loss_iou: 0.3273, d3.loss_cls: 0.1600, d3.loss_bbox: 0.1367, d3.loss_iou: 0.3258, d4.loss_cls: 0.1565, d4.loss_bbox: 0.1373, d4.loss_iou: 0.3260, dn_loss_cls: 0.0137, dn_loss_bbox: 0.1776, dn_loss_iou: 0.2608, d0.dn_loss_cls: 0.0447, d0.dn_loss_bbox: 0.2906, d0.dn_loss_iou: 0.3836, d1.dn_loss_cls: 0.0219, d1.dn_loss_bbox: 0.2060, d1.dn_loss_iou: 0.2938, d2.dn_loss_cls: 0.0168, d2.dn_loss_bbox: 0.1839, d2.dn_loss_iou: 0.2690, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1795, d3.dn_loss_iou: 0.2636, d4.dn_loss_cls: 0.0138, d4.dn_loss_bbox: 0.1775, d4.dn_loss_iou: 0.2606, loss: 7.6426 2024-05-21 08:35:43,222 - mmdet - INFO - Epoch [26][1800/3665] lr: 2.000e-04, eta: 15:47:03, time: 1.465, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1993, interm_loss_bbox: 0.1575, interm_loss_iou: 0.3808, loss_cls: 0.1635, loss_bbox: 0.1345, loss_iou: 0.3431, d0.loss_cls: 0.2193, d0.loss_bbox: 0.1440, d0.loss_iou: 0.3592, d1.loss_cls: 0.1859, d1.loss_bbox: 0.1402, d1.loss_iou: 0.3521, d2.loss_cls: 0.1714, d2.loss_bbox: 0.1363, d2.loss_iou: 0.3466, d3.loss_cls: 0.1653, d3.loss_bbox: 0.1361, d3.loss_iou: 0.3458, d4.loss_cls: 0.1642, d4.loss_bbox: 0.1350, d4.loss_iou: 0.3432, dn_loss_cls: 0.0156, dn_loss_bbox: 0.1808, dn_loss_iou: 0.2735, d0.dn_loss_cls: 0.0467, d0.dn_loss_bbox: 0.2858, d0.dn_loss_iou: 0.3901, d1.dn_loss_cls: 0.0244, d1.dn_loss_bbox: 0.2088, d1.dn_loss_iou: 0.3065, d2.dn_loss_cls: 0.0189, d2.dn_loss_bbox: 0.1869, d2.dn_loss_iou: 0.2814, d3.dn_loss_cls: 0.0167, d3.dn_loss_bbox: 0.1826, d3.dn_loss_iou: 0.2763, d4.dn_loss_cls: 0.0159, d4.dn_loss_bbox: 0.1808, d4.dn_loss_iou: 0.2734, loss: 7.8887 2024-05-21 08:36:57,191 - mmdet - INFO - Epoch [26][1850/3665] lr: 2.000e-04, eta: 15:45:49, time: 1.479, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1884, interm_loss_bbox: 0.1453, interm_loss_iou: 0.3565, loss_cls: 0.1527, loss_bbox: 0.1265, loss_iou: 0.3235, d0.loss_cls: 0.2096, d0.loss_bbox: 0.1330, d0.loss_iou: 0.3342, d1.loss_cls: 0.1737, d1.loss_bbox: 0.1303, d1.loss_iou: 0.3300, d2.loss_cls: 0.1609, d2.loss_bbox: 0.1283, d2.loss_iou: 0.3258, d3.loss_cls: 0.1564, d3.loss_bbox: 0.1263, d3.loss_iou: 0.3244, d4.loss_cls: 0.1542, d4.loss_bbox: 0.1263, d4.loss_iou: 0.3230, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1628, dn_loss_iou: 0.2635, d0.dn_loss_cls: 0.0440, d0.dn_loss_bbox: 0.2680, d0.dn_loss_iou: 0.3801, d1.dn_loss_cls: 0.0224, d1.dn_loss_bbox: 0.1893, d1.dn_loss_iou: 0.2961, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1686, d2.dn_loss_iou: 0.2713, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1645, d3.dn_loss_iou: 0.2662, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1627, d4.dn_loss_iou: 0.2634, loss: 7.4130 2024-05-21 08:38:13,555 - mmdet - INFO - Epoch [26][1900/3665] lr: 2.000e-04, eta: 15:44:37, time: 1.527, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1979, interm_loss_bbox: 0.1537, interm_loss_iou: 0.3552, loss_cls: 0.1590, loss_bbox: 0.1311, loss_iou: 0.3174, d0.loss_cls: 0.2226, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3336, d1.loss_cls: 0.1830, d1.loss_bbox: 0.1352, d1.loss_iou: 0.3251, d2.loss_cls: 0.1684, d2.loss_bbox: 0.1328, d2.loss_iou: 0.3210, d3.loss_cls: 0.1630, d3.loss_bbox: 0.1309, d3.loss_iou: 0.3175, d4.loss_cls: 0.1600, d4.loss_bbox: 0.1312, d4.loss_iou: 0.3174, dn_loss_cls: 0.0132, dn_loss_bbox: 0.1695, dn_loss_iou: 0.2618, d0.dn_loss_cls: 0.0441, d0.dn_loss_bbox: 0.2801, d0.dn_loss_iou: 0.3836, d1.dn_loss_cls: 0.0221, d1.dn_loss_bbox: 0.1979, d1.dn_loss_iou: 0.2950, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1755, d2.dn_loss_iou: 0.2700, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1710, d3.dn_loss_iou: 0.2645, d4.dn_loss_cls: 0.0136, d4.dn_loss_bbox: 0.1694, d4.dn_loss_iou: 0.2617, loss: 7.5214 2024-05-21 08:39:25,881 - mmdet - INFO - Epoch [26][1950/3665] lr: 2.000e-04, eta: 15:43:22, time: 1.447, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1984, interm_loss_bbox: 0.1560, interm_loss_iou: 0.3637, loss_cls: 0.1615, loss_bbox: 0.1323, loss_iou: 0.3270, d0.loss_cls: 0.2218, d0.loss_bbox: 0.1421, d0.loss_iou: 0.3394, d1.loss_cls: 0.1825, d1.loss_bbox: 0.1388, d1.loss_iou: 0.3339, d2.loss_cls: 0.1682, d2.loss_bbox: 0.1354, d2.loss_iou: 0.3304, d3.loss_cls: 0.1635, d3.loss_bbox: 0.1340, d3.loss_iou: 0.3289, d4.loss_cls: 0.1618, d4.loss_bbox: 0.1329, d4.loss_iou: 0.3277, dn_loss_cls: 0.0136, dn_loss_bbox: 0.1750, dn_loss_iou: 0.2722, d0.dn_loss_cls: 0.0448, d0.dn_loss_bbox: 0.2844, d0.dn_loss_iou: 0.3923, d1.dn_loss_cls: 0.0222, d1.dn_loss_bbox: 0.2026, d1.dn_loss_iou: 0.3046, d2.dn_loss_cls: 0.0169, d2.dn_loss_bbox: 0.1815, d2.dn_loss_iou: 0.2804, d3.dn_loss_cls: 0.0147, d3.dn_loss_bbox: 0.1770, d3.dn_loss_iou: 0.2749, d4.dn_loss_cls: 0.0138, d4.dn_loss_bbox: 0.1750, d4.dn_loss_iou: 0.2721, loss: 7.6985 2024-05-21 08:40:41,346 - mmdet - INFO - Epoch [26][2000/3665] lr: 2.000e-04, eta: 15:42:09, time: 1.509, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1966, interm_loss_bbox: 0.1586, interm_loss_iou: 0.3538, loss_cls: 0.1593, loss_bbox: 0.1389, loss_iou: 0.3212, d0.loss_cls: 0.2251, d0.loss_bbox: 0.1430, d0.loss_iou: 0.3290, d1.loss_cls: 0.1836, d1.loss_bbox: 0.1416, d1.loss_iou: 0.3263, d2.loss_cls: 0.1679, d2.loss_bbox: 0.1397, d2.loss_iou: 0.3232, d3.loss_cls: 0.1616, d3.loss_bbox: 0.1398, d3.loss_iou: 0.3232, d4.loss_cls: 0.1598, d4.loss_bbox: 0.1395, d4.loss_iou: 0.3213, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1774, dn_loss_iou: 0.2653, d0.dn_loss_cls: 0.0462, d0.dn_loss_bbox: 0.2843, d0.dn_loss_iou: 0.3825, d1.dn_loss_cls: 0.0233, d1.dn_loss_bbox: 0.2040, d1.dn_loss_iou: 0.2975, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1830, d2.dn_loss_iou: 0.2731, d3.dn_loss_cls: 0.0155, d3.dn_loss_bbox: 0.1789, d3.dn_loss_iou: 0.2679, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1773, d4.dn_loss_iou: 0.2651, loss: 7.6412 2024-05-21 08:41:55,189 - mmdet - INFO - Epoch [26][2050/3665] lr: 2.000e-04, eta: 15:40:56, time: 1.477, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1937, interm_loss_bbox: 0.1568, interm_loss_iou: 0.3601, loss_cls: 0.1569, loss_bbox: 0.1370, loss_iou: 0.3273, d0.loss_cls: 0.2200, d0.loss_bbox: 0.1406, d0.loss_iou: 0.3358, d1.loss_cls: 0.1803, d1.loss_bbox: 0.1402, d1.loss_iou: 0.3321, d2.loss_cls: 0.1646, d2.loss_bbox: 0.1386, d2.loss_iou: 0.3309, d3.loss_cls: 0.1609, d3.loss_bbox: 0.1368, d3.loss_iou: 0.3276, d4.loss_cls: 0.1573, d4.loss_bbox: 0.1374, d4.loss_iou: 0.3280, dn_loss_cls: 0.0133, dn_loss_bbox: 0.1764, dn_loss_iou: 0.2658, d0.dn_loss_cls: 0.0441, d0.dn_loss_bbox: 0.2812, d0.dn_loss_iou: 0.3834, d1.dn_loss_cls: 0.0222, d1.dn_loss_bbox: 0.2037, d1.dn_loss_iou: 0.2986, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1821, d2.dn_loss_iou: 0.2738, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1781, d3.dn_loss_iou: 0.2686, d4.dn_loss_cls: 0.0137, d4.dn_loss_bbox: 0.1763, d4.dn_loss_iou: 0.2656, loss: 7.6411 2024-05-21 08:43:09,184 - mmdet - INFO - Epoch [26][2100/3665] lr: 2.000e-04, eta: 15:39:42, time: 1.480, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1895, interm_loss_bbox: 0.1535, interm_loss_iou: 0.3544, loss_cls: 0.1525, loss_bbox: 0.1338, loss_iou: 0.3193, d0.loss_cls: 0.2132, d0.loss_bbox: 0.1376, d0.loss_iou: 0.3284, d1.loss_cls: 0.1721, d1.loss_bbox: 0.1378, d1.loss_iou: 0.3255, d2.loss_cls: 0.1602, d2.loss_bbox: 0.1349, d2.loss_iou: 0.3209, d3.loss_cls: 0.1553, d3.loss_bbox: 0.1344, d3.loss_iou: 0.3192, d4.loss_cls: 0.1534, d4.loss_bbox: 0.1337, d4.loss_iou: 0.3190, dn_loss_cls: 0.0131, dn_loss_bbox: 0.1713, dn_loss_iou: 0.2659, d0.dn_loss_cls: 0.0434, d0.dn_loss_bbox: 0.2734, d0.dn_loss_iou: 0.3819, d1.dn_loss_cls: 0.0214, d1.dn_loss_bbox: 0.1968, d1.dn_loss_iou: 0.2974, d2.dn_loss_cls: 0.0164, d2.dn_loss_bbox: 0.1770, d2.dn_loss_iou: 0.2733, d3.dn_loss_cls: 0.0141, d3.dn_loss_bbox: 0.1729, d3.dn_loss_iou: 0.2683, d4.dn_loss_cls: 0.0134, d4.dn_loss_bbox: 0.1713, d4.dn_loss_iou: 0.2658, loss: 7.4854 2024-05-21 08:44:22,804 - mmdet - INFO - Epoch [26][2150/3665] lr: 2.000e-04, eta: 15:38:28, time: 1.472, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1973, interm_loss_bbox: 0.1570, interm_loss_iou: 0.3574, loss_cls: 0.1609, loss_bbox: 0.1331, loss_iou: 0.3225, d0.loss_cls: 0.2200, d0.loss_bbox: 0.1404, d0.loss_iou: 0.3306, d1.loss_cls: 0.1837, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3283, d2.loss_cls: 0.1705, d2.loss_bbox: 0.1344, d2.loss_iou: 0.3237, d3.loss_cls: 0.1641, d3.loss_bbox: 0.1337, d3.loss_iou: 0.3226, d4.loss_cls: 0.1617, d4.loss_bbox: 0.1332, d4.loss_iou: 0.3225, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1792, dn_loss_iou: 0.2680, d0.dn_loss_cls: 0.0458, d0.dn_loss_bbox: 0.2880, d0.dn_loss_iou: 0.3892, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.2063, d1.dn_loss_iou: 0.3007, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1856, d2.dn_loss_iou: 0.2762, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1812, d3.dn_loss_iou: 0.2710, d4.dn_loss_cls: 0.0141, d4.dn_loss_bbox: 0.1791, d4.dn_loss_iou: 0.2678, loss: 7.6562 2024-05-21 08:45:36,762 - mmdet - INFO - Epoch [26][2200/3665] lr: 2.000e-04, eta: 15:37:14, time: 1.479, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1879, interm_loss_bbox: 0.1566, interm_loss_iou: 0.3463, loss_cls: 0.1553, loss_bbox: 0.1322, loss_iou: 0.3099, d0.loss_cls: 0.2107, d0.loss_bbox: 0.1389, d0.loss_iou: 0.3204, d1.loss_cls: 0.1722, d1.loss_bbox: 0.1378, d1.loss_iou: 0.3190, d2.loss_cls: 0.1623, d2.loss_bbox: 0.1340, d2.loss_iou: 0.3144, d3.loss_cls: 0.1568, d3.loss_bbox: 0.1344, d3.loss_iou: 0.3131, d4.loss_cls: 0.1561, d4.loss_bbox: 0.1327, d4.loss_iou: 0.3104, dn_loss_cls: 0.0132, dn_loss_bbox: 0.1740, dn_loss_iou: 0.2550, d0.dn_loss_cls: 0.0438, d0.dn_loss_bbox: 0.2814, d0.dn_loss_iou: 0.3709, d1.dn_loss_cls: 0.0212, d1.dn_loss_bbox: 0.1990, d1.dn_loss_iou: 0.2851, d2.dn_loss_cls: 0.0163, d2.dn_loss_bbox: 0.1795, d2.dn_loss_iou: 0.2623, d3.dn_loss_cls: 0.0143, d3.dn_loss_bbox: 0.1756, d3.dn_loss_iou: 0.2574, d4.dn_loss_cls: 0.0136, d4.dn_loss_bbox: 0.1739, d4.dn_loss_iou: 0.2549, loss: 7.3925 2024-05-21 08:46:52,707 - mmdet - INFO - Epoch [26][2250/3665] lr: 2.000e-04, eta: 15:36:01, time: 1.519, data_time: 0.015, memory: 41053, interm_loss_cls: 0.2024, interm_loss_bbox: 0.1512, interm_loss_iou: 0.3640, loss_cls: 0.1662, loss_bbox: 0.1312, loss_iou: 0.3323, d0.loss_cls: 0.2220, d0.loss_bbox: 0.1370, d0.loss_iou: 0.3398, d1.loss_cls: 0.1860, d1.loss_bbox: 0.1356, d1.loss_iou: 0.3384, d2.loss_cls: 0.1754, d2.loss_bbox: 0.1321, d2.loss_iou: 0.3329, d3.loss_cls: 0.1690, d3.loss_bbox: 0.1320, d3.loss_iou: 0.3332, d4.loss_cls: 0.1674, d4.loss_bbox: 0.1314, d4.loss_iou: 0.3320, dn_loss_cls: 0.0139, dn_loss_bbox: 0.1772, dn_loss_iou: 0.2681, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2836, d0.dn_loss_iou: 0.3843, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.2051, d1.dn_loss_iou: 0.3007, d2.dn_loss_cls: 0.0176, d2.dn_loss_bbox: 0.1836, d2.dn_loss_iou: 0.2765, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1789, d3.dn_loss_iou: 0.2709, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1771, d4.dn_loss_iou: 0.2681, loss: 7.7152 2024-05-21 08:48:12,962 - mmdet - INFO - Epoch [26][2300/3665] lr: 2.000e-04, eta: 15:34:50, time: 1.605, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1918, interm_loss_bbox: 0.1530, interm_loss_iou: 0.3595, loss_cls: 0.1540, loss_bbox: 0.1328, loss_iou: 0.3268, d0.loss_cls: 0.2121, d0.loss_bbox: 0.1382, d0.loss_iou: 0.3351, d1.loss_cls: 0.1739, d1.loss_bbox: 0.1369, d1.loss_iou: 0.3339, d2.loss_cls: 0.1616, d2.loss_bbox: 0.1344, d2.loss_iou: 0.3291, d3.loss_cls: 0.1553, d3.loss_bbox: 0.1345, d3.loss_iou: 0.3289, d4.loss_cls: 0.1545, d4.loss_bbox: 0.1327, d4.loss_iou: 0.3269, dn_loss_cls: 0.0126, dn_loss_bbox: 0.1723, dn_loss_iou: 0.2638, d0.dn_loss_cls: 0.0430, d0.dn_loss_bbox: 0.2805, d0.dn_loss_iou: 0.3823, d1.dn_loss_cls: 0.0211, d1.dn_loss_bbox: 0.1991, d1.dn_loss_iou: 0.2949, d2.dn_loss_cls: 0.0158, d2.dn_loss_bbox: 0.1780, d2.dn_loss_iou: 0.2711, d3.dn_loss_cls: 0.0136, d3.dn_loss_bbox: 0.1739, d3.dn_loss_iou: 0.2661, d4.dn_loss_cls: 0.0128, d4.dn_loss_bbox: 0.1722, d4.dn_loss_iou: 0.2636, loss: 7.5426 2024-05-21 08:49:28,938 - mmdet - INFO - Epoch [26][2350/3665] lr: 2.000e-04, eta: 15:33:37, time: 1.520, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1870, interm_loss_bbox: 0.1533, interm_loss_iou: 0.3542, loss_cls: 0.1532, loss_bbox: 0.1318, loss_iou: 0.3182, d0.loss_cls: 0.2090, d0.loss_bbox: 0.1367, d0.loss_iou: 0.3265, d1.loss_cls: 0.1709, d1.loss_bbox: 0.1358, d1.loss_iou: 0.3246, d2.loss_cls: 0.1600, d2.loss_bbox: 0.1331, d2.loss_iou: 0.3208, d3.loss_cls: 0.1555, d3.loss_bbox: 0.1327, d3.loss_iou: 0.3198, d4.loss_cls: 0.1536, d4.loss_bbox: 0.1322, d4.loss_iou: 0.3187, dn_loss_cls: 0.0133, dn_loss_bbox: 0.1730, dn_loss_iou: 0.2617, d0.dn_loss_cls: 0.0441, d0.dn_loss_bbox: 0.2789, d0.dn_loss_iou: 0.3793, d1.dn_loss_cls: 0.0217, d1.dn_loss_bbox: 0.1980, d1.dn_loss_iou: 0.2923, d2.dn_loss_cls: 0.0166, d2.dn_loss_bbox: 0.1785, d2.dn_loss_iou: 0.2692, d3.dn_loss_cls: 0.0143, d3.dn_loss_bbox: 0.1745, d3.dn_loss_iou: 0.2643, d4.dn_loss_cls: 0.0136, d4.dn_loss_bbox: 0.1729, d4.dn_loss_iou: 0.2616, loss: 7.4552 2024-05-21 08:50:40,507 - mmdet - INFO - Epoch [26][2400/3665] lr: 2.000e-04, eta: 15:32:23, time: 1.431, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1933, interm_loss_bbox: 0.1472, interm_loss_iou: 0.3654, loss_cls: 0.1621, loss_bbox: 0.1250, loss_iou: 0.3277, d0.loss_cls: 0.2117, d0.loss_bbox: 0.1323, d0.loss_iou: 0.3398, d1.loss_cls: 0.1786, d1.loss_bbox: 0.1306, d1.loss_iou: 0.3366, d2.loss_cls: 0.1671, d2.loss_bbox: 0.1291, d2.loss_iou: 0.3330, d3.loss_cls: 0.1639, d3.loss_bbox: 0.1259, d3.loss_iou: 0.3292, d4.loss_cls: 0.1630, d4.loss_bbox: 0.1255, d4.loss_iou: 0.3280, dn_loss_cls: 0.0132, dn_loss_bbox: 0.1657, dn_loss_iou: 0.2654, d0.dn_loss_cls: 0.0440, d0.dn_loss_bbox: 0.2684, d0.dn_loss_iou: 0.3838, d1.dn_loss_cls: 0.0217, d1.dn_loss_bbox: 0.1915, d1.dn_loss_iou: 0.2973, d2.dn_loss_cls: 0.0164, d2.dn_loss_bbox: 0.1710, d2.dn_loss_iou: 0.2728, d3.dn_loss_cls: 0.0142, d3.dn_loss_bbox: 0.1672, d3.dn_loss_iou: 0.2679, d4.dn_loss_cls: 0.0134, d4.dn_loss_bbox: 0.1656, d4.dn_loss_iou: 0.2652, loss: 7.5197 2024-05-21 08:51:55,823 - mmdet - INFO - Epoch [26][2450/3665] lr: 2.000e-04, eta: 15:31:10, time: 1.506, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1922, interm_loss_bbox: 0.1519, interm_loss_iou: 0.3555, loss_cls: 0.1554, loss_bbox: 0.1291, loss_iou: 0.3200, d0.loss_cls: 0.2117, d0.loss_bbox: 0.1359, d0.loss_iou: 0.3287, d1.loss_cls: 0.1776, d1.loss_bbox: 0.1326, d1.loss_iou: 0.3249, d2.loss_cls: 0.1633, d2.loss_bbox: 0.1309, d2.loss_iou: 0.3229, d3.loss_cls: 0.1592, d3.loss_bbox: 0.1291, d3.loss_iou: 0.3205, d4.loss_cls: 0.1565, d4.loss_bbox: 0.1291, d4.loss_iou: 0.3202, dn_loss_cls: 0.0134, dn_loss_bbox: 0.1687, dn_loss_iou: 0.2658, d0.dn_loss_cls: 0.0447, d0.dn_loss_bbox: 0.2760, d0.dn_loss_iou: 0.3877, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.1944, d1.dn_loss_iou: 0.2983, d2.dn_loss_cls: 0.0171, d2.dn_loss_bbox: 0.1743, d2.dn_loss_iou: 0.2734, d3.dn_loss_cls: 0.0148, d3.dn_loss_bbox: 0.1702, d3.dn_loss_iou: 0.2685, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1686, d4.dn_loss_iou: 0.2656, loss: 7.4853 2024-05-21 08:53:08,284 - mmdet - INFO - Epoch [26][2500/3665] lr: 2.000e-04, eta: 15:29:55, time: 1.449, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1951, interm_loss_bbox: 0.1529, interm_loss_iou: 0.3665, loss_cls: 0.1590, loss_bbox: 0.1317, loss_iou: 0.3304, d0.loss_cls: 0.2101, d0.loss_bbox: 0.1380, d0.loss_iou: 0.3420, d1.loss_cls: 0.1777, d1.loss_bbox: 0.1356, d1.loss_iou: 0.3375, d2.loss_cls: 0.1664, d2.loss_bbox: 0.1337, d2.loss_iou: 0.3332, d3.loss_cls: 0.1618, d3.loss_bbox: 0.1324, d3.loss_iou: 0.3322, d4.loss_cls: 0.1598, d4.loss_bbox: 0.1318, d4.loss_iou: 0.3306, dn_loss_cls: 0.0139, dn_loss_bbox: 0.1698, dn_loss_iou: 0.2710, d0.dn_loss_cls: 0.0455, d0.dn_loss_bbox: 0.2715, d0.dn_loss_iou: 0.3869, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.1941, d1.dn_loss_iou: 0.3003, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1749, d2.dn_loss_iou: 0.2780, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1711, d3.dn_loss_iou: 0.2734, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1697, d4.dn_loss_iou: 0.2709, loss: 7.6188 2024-05-21 08:54:23,657 - mmdet - INFO - Epoch [26][2550/3665] lr: 2.000e-04, eta: 15:28:42, time: 1.507, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1891, interm_loss_bbox: 0.1558, interm_loss_iou: 0.3494, loss_cls: 0.1576, loss_bbox: 0.1329, loss_iou: 0.3120, d0.loss_cls: 0.2066, d0.loss_bbox: 0.1400, d0.loss_iou: 0.3231, d1.loss_cls: 0.1765, d1.loss_bbox: 0.1368, d1.loss_iou: 0.3198, d2.loss_cls: 0.1643, d2.loss_bbox: 0.1346, d2.loss_iou: 0.3152, d3.loss_cls: 0.1592, d3.loss_bbox: 0.1339, d3.loss_iou: 0.3137, d4.loss_cls: 0.1583, d4.loss_bbox: 0.1326, d4.loss_iou: 0.3119, dn_loss_cls: 0.0125, dn_loss_bbox: 0.1728, dn_loss_iou: 0.2585, d0.dn_loss_cls: 0.0428, d0.dn_loss_bbox: 0.2802, d0.dn_loss_iou: 0.3741, d1.dn_loss_cls: 0.0208, d1.dn_loss_bbox: 0.1984, d1.dn_loss_iou: 0.2891, d2.dn_loss_cls: 0.0158, d2.dn_loss_bbox: 0.1786, d2.dn_loss_iou: 0.2660, d3.dn_loss_cls: 0.0135, d3.dn_loss_bbox: 0.1741, d3.dn_loss_iou: 0.2609, d4.dn_loss_cls: 0.0128, d4.dn_loss_bbox: 0.1727, d4.dn_loss_iou: 0.2584, loss: 7.4253 2024-05-21 08:55:36,824 - mmdet - INFO - Epoch [26][2600/3665] lr: 2.000e-04, eta: 15:27:28, time: 1.463, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1977, interm_loss_bbox: 0.1529, interm_loss_iou: 0.3549, loss_cls: 0.1615, loss_bbox: 0.1321, loss_iou: 0.3200, d0.loss_cls: 0.2105, d0.loss_bbox: 0.1387, d0.loss_iou: 0.3302, d1.loss_cls: 0.1794, d1.loss_bbox: 0.1363, d1.loss_iou: 0.3272, d2.loss_cls: 0.1682, d2.loss_bbox: 0.1328, d2.loss_iou: 0.3236, d3.loss_cls: 0.1635, d3.loss_bbox: 0.1331, d3.loss_iou: 0.3217, d4.loss_cls: 0.1620, d4.loss_bbox: 0.1323, d4.loss_iou: 0.3201, dn_loss_cls: 0.0135, dn_loss_bbox: 0.1755, dn_loss_iou: 0.2648, d0.dn_loss_cls: 0.0440, d0.dn_loss_bbox: 0.2826, d0.dn_loss_iou: 0.3842, d1.dn_loss_cls: 0.0218, d1.dn_loss_bbox: 0.2009, d1.dn_loss_iou: 0.2956, d2.dn_loss_cls: 0.0168, d2.dn_loss_bbox: 0.1813, d2.dn_loss_iou: 0.2721, d3.dn_loss_cls: 0.0147, d3.dn_loss_bbox: 0.1774, d3.dn_loss_iou: 0.2674, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1754, d4.dn_loss_iou: 0.2646, loss: 7.5655 2024-05-21 08:56:50,666 - mmdet - INFO - Epoch [26][2650/3665] lr: 2.000e-04, eta: 15:26:14, time: 1.477, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1918, interm_loss_bbox: 0.1522, interm_loss_iou: 0.3700, loss_cls: 0.1577, loss_bbox: 0.1311, loss_iou: 0.3358, d0.loss_cls: 0.2044, d0.loss_bbox: 0.1361, d0.loss_iou: 0.3444, d1.loss_cls: 0.1735, d1.loss_bbox: 0.1345, d1.loss_iou: 0.3428, d2.loss_cls: 0.1629, d2.loss_bbox: 0.1322, d2.loss_iou: 0.3393, d3.loss_cls: 0.1605, d3.loss_bbox: 0.1312, d3.loss_iou: 0.3364, d4.loss_cls: 0.1586, d4.loss_bbox: 0.1308, d4.loss_iou: 0.3359, dn_loss_cls: 0.0135, dn_loss_bbox: 0.1680, dn_loss_iou: 0.2677, d0.dn_loss_cls: 0.0433, d0.dn_loss_bbox: 0.2654, d0.dn_loss_iou: 0.3806, d1.dn_loss_cls: 0.0219, d1.dn_loss_bbox: 0.1912, d1.dn_loss_iou: 0.2985, d2.dn_loss_cls: 0.0169, d2.dn_loss_bbox: 0.1730, d2.dn_loss_iou: 0.2748, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1694, d3.dn_loss_iou: 0.2702, d4.dn_loss_cls: 0.0137, d4.dn_loss_bbox: 0.1680, d4.dn_loss_iou: 0.2677, loss: 7.5803 2024-05-21 08:58:04,221 - mmdet - INFO - Epoch [26][2700/3665] lr: 2.000e-04, eta: 15:25:00, time: 1.471, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1985, interm_loss_bbox: 0.1519, interm_loss_iou: 0.3634, loss_cls: 0.1632, loss_bbox: 0.1273, loss_iou: 0.3253, d0.loss_cls: 0.2160, d0.loss_bbox: 0.1379, d0.loss_iou: 0.3399, d1.loss_cls: 0.1899, d1.loss_bbox: 0.1322, d1.loss_iou: 0.3329, d2.loss_cls: 0.1714, d2.loss_bbox: 0.1286, d2.loss_iou: 0.3270, d3.loss_cls: 0.1663, d3.loss_bbox: 0.1283, d3.loss_iou: 0.3260, d4.loss_cls: 0.1636, d4.loss_bbox: 0.1282, d4.loss_iou: 0.3258, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1711, dn_loss_iou: 0.2725, d0.dn_loss_cls: 0.0452, d0.dn_loss_bbox: 0.2769, d0.dn_loss_iou: 0.3927, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.1982, d1.dn_loss_iou: 0.3059, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1773, d2.dn_loss_iou: 0.2807, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1729, d3.dn_loss_iou: 0.2754, d4.dn_loss_cls: 0.0141, d4.dn_loss_bbox: 0.1710, d4.dn_loss_iou: 0.2723, loss: 7.6386 2024-05-21 08:59:18,244 - mmdet - INFO - Epoch [26][2750/3665] lr: 2.000e-04, eta: 15:23:47, time: 1.480, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1934, interm_loss_bbox: 0.1501, interm_loss_iou: 0.3578, loss_cls: 0.1553, loss_bbox: 0.1286, loss_iou: 0.3229, d0.loss_cls: 0.2086, d0.loss_bbox: 0.1372, d0.loss_iou: 0.3369, d1.loss_cls: 0.1796, d1.loss_bbox: 0.1335, d1.loss_iou: 0.3316, d2.loss_cls: 0.1618, d2.loss_bbox: 0.1320, d2.loss_iou: 0.3271, d3.loss_cls: 0.1576, d3.loss_bbox: 0.1302, d3.loss_iou: 0.3249, d4.loss_cls: 0.1562, d4.loss_bbox: 0.1287, d4.loss_iou: 0.3232, dn_loss_cls: 0.0130, dn_loss_bbox: 0.1648, dn_loss_iou: 0.2666, d0.dn_loss_cls: 0.0446, d0.dn_loss_bbox: 0.2684, d0.dn_loss_iou: 0.3872, d1.dn_loss_cls: 0.0217, d1.dn_loss_bbox: 0.1894, d1.dn_loss_iou: 0.2993, d2.dn_loss_cls: 0.0164, d2.dn_loss_bbox: 0.1699, d2.dn_loss_iou: 0.2742, d3.dn_loss_cls: 0.0140, d3.dn_loss_bbox: 0.1665, d3.dn_loss_iou: 0.2694, d4.dn_loss_cls: 0.0132, d4.dn_loss_bbox: 0.1648, d4.dn_loss_iou: 0.2665, loss: 7.4870 2024-05-21 09:00:34,169 - mmdet - INFO - Epoch [26][2800/3665] lr: 2.000e-04, eta: 15:22:34, time: 1.518, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1924, interm_loss_bbox: 0.1574, interm_loss_iou: 0.3725, loss_cls: 0.1583, loss_bbox: 0.1344, loss_iou: 0.3344, d0.loss_cls: 0.2084, d0.loss_bbox: 0.1429, d0.loss_iou: 0.3469, d1.loss_cls: 0.1764, d1.loss_bbox: 0.1400, d1.loss_iou: 0.3423, d2.loss_cls: 0.1653, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3381, d3.loss_cls: 0.1610, d3.loss_bbox: 0.1353, d3.loss_iou: 0.3364, d4.loss_cls: 0.1597, d4.loss_bbox: 0.1341, d4.loss_iou: 0.3343, dn_loss_cls: 0.0139, dn_loss_bbox: 0.1769, dn_loss_iou: 0.2721, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2833, d0.dn_loss_iou: 0.3899, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.2033, d1.dn_loss_iou: 0.3040, d2.dn_loss_cls: 0.0170, d2.dn_loss_bbox: 0.1826, d2.dn_loss_iou: 0.2798, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1786, d3.dn_loss_iou: 0.2747, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1768, d4.dn_loss_iou: 0.2720, loss: 7.7292 2024-05-21 09:01:48,181 - mmdet - INFO - Epoch [26][2850/3665] lr: 2.000e-04, eta: 15:21:20, time: 1.480, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1887, interm_loss_bbox: 0.1552, interm_loss_iou: 0.3566, loss_cls: 0.1529, loss_bbox: 0.1346, loss_iou: 0.3216, d0.loss_cls: 0.2033, d0.loss_bbox: 0.1415, d0.loss_iou: 0.3325, d1.loss_cls: 0.1717, d1.loss_bbox: 0.1390, d1.loss_iou: 0.3277, d2.loss_cls: 0.1602, d2.loss_bbox: 0.1363, d2.loss_iou: 0.3242, d3.loss_cls: 0.1556, d3.loss_bbox: 0.1354, d3.loss_iou: 0.3228, d4.loss_cls: 0.1537, d4.loss_bbox: 0.1346, d4.loss_iou: 0.3217, dn_loss_cls: 0.0131, dn_loss_bbox: 0.1740, dn_loss_iou: 0.2585, d0.dn_loss_cls: 0.0437, d0.dn_loss_bbox: 0.2763, d0.dn_loss_iou: 0.3722, d1.dn_loss_cls: 0.0218, d1.dn_loss_bbox: 0.1995, d1.dn_loss_iou: 0.2892, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1797, d2.dn_loss_iou: 0.2663, d3.dn_loss_cls: 0.0142, d3.dn_loss_bbox: 0.1757, d3.dn_loss_iou: 0.2613, d4.dn_loss_cls: 0.0135, d4.dn_loss_bbox: 0.1739, d4.dn_loss_iou: 0.2584, loss: 7.4779 2024-05-21 09:03:09,535 - mmdet - INFO - Epoch [26][2900/3665] lr: 2.000e-04, eta: 15:20:09, time: 1.628, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1946, interm_loss_bbox: 0.1559, interm_loss_iou: 0.3515, loss_cls: 0.1567, loss_bbox: 0.1335, loss_iou: 0.3167, d0.loss_cls: 0.2124, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3266, d1.loss_cls: 0.1808, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3239, d2.loss_cls: 0.1652, d2.loss_bbox: 0.1348, d2.loss_iou: 0.3190, d3.loss_cls: 0.1597, d3.loss_bbox: 0.1334, d3.loss_iou: 0.3180, d4.loss_cls: 0.1572, d4.loss_bbox: 0.1336, d4.loss_iou: 0.3171, dn_loss_cls: 0.0127, dn_loss_bbox: 0.1712, dn_loss_iou: 0.2577, d0.dn_loss_cls: 0.0432, d0.dn_loss_bbox: 0.2776, d0.dn_loss_iou: 0.3717, d1.dn_loss_cls: 0.0209, d1.dn_loss_bbox: 0.1975, d1.dn_loss_iou: 0.2880, d2.dn_loss_cls: 0.0158, d2.dn_loss_bbox: 0.1765, d2.dn_loss_iou: 0.2648, d3.dn_loss_cls: 0.0137, d3.dn_loss_bbox: 0.1724, d3.dn_loss_iou: 0.2600, d4.dn_loss_cls: 0.0130, d4.dn_loss_bbox: 0.1711, d4.dn_loss_iou: 0.2576, loss: 7.4550 2024-05-21 09:04:21,158 - mmdet - INFO - Epoch [26][2950/3665] lr: 2.000e-04, eta: 15:18:55, time: 1.432, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1954, interm_loss_bbox: 0.1569, interm_loss_iou: 0.3660, loss_cls: 0.1587, loss_bbox: 0.1345, loss_iou: 0.3309, d0.loss_cls: 0.2099, d0.loss_bbox: 0.1410, d0.loss_iou: 0.3405, d1.loss_cls: 0.1781, d1.loss_bbox: 0.1380, d1.loss_iou: 0.3374, d2.loss_cls: 0.1658, d2.loss_bbox: 0.1365, d2.loss_iou: 0.3332, d3.loss_cls: 0.1607, d3.loss_bbox: 0.1355, d3.loss_iou: 0.3331, d4.loss_cls: 0.1591, d4.loss_bbox: 0.1346, d4.loss_iou: 0.3315, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1725, dn_loss_iou: 0.2645, d0.dn_loss_cls: 0.0455, d0.dn_loss_bbox: 0.2797, d0.dn_loss_iou: 0.3831, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.1983, d1.dn_loss_iou: 0.2958, d2.dn_loss_cls: 0.0176, d2.dn_loss_bbox: 0.1780, d2.dn_loss_iou: 0.2721, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1741, d3.dn_loss_iou: 0.2672, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1724, d4.dn_loss_iou: 0.2644, loss: 7.6288 2024-05-21 09:05:36,525 - mmdet - INFO - Epoch [26][3000/3665] lr: 2.000e-04, eta: 15:17:42, time: 1.507, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1952, interm_loss_bbox: 0.1561, interm_loss_iou: 0.3565, loss_cls: 0.1553, loss_bbox: 0.1367, loss_iou: 0.3253, d0.loss_cls: 0.2100, d0.loss_bbox: 0.1418, d0.loss_iou: 0.3333, d1.loss_cls: 0.1790, d1.loss_bbox: 0.1400, d1.loss_iou: 0.3297, d2.loss_cls: 0.1639, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3278, d3.loss_cls: 0.1582, d3.loss_bbox: 0.1367, d3.loss_iou: 0.3273, d4.loss_cls: 0.1563, d4.loss_bbox: 0.1364, d4.loss_iou: 0.3253, dn_loss_cls: 0.0133, dn_loss_bbox: 0.1718, dn_loss_iou: 0.2626, d0.dn_loss_cls: 0.0442, d0.dn_loss_bbox: 0.2787, d0.dn_loss_iou: 0.3796, d1.dn_loss_cls: 0.0219, d1.dn_loss_bbox: 0.1979, d1.dn_loss_iou: 0.2933, d2.dn_loss_cls: 0.0166, d2.dn_loss_bbox: 0.1772, d2.dn_loss_iou: 0.2697, d3.dn_loss_cls: 0.0144, d3.dn_loss_bbox: 0.1732, d3.dn_loss_iou: 0.2649, d4.dn_loss_cls: 0.0135, d4.dn_loss_bbox: 0.1718, d4.dn_loss_iou: 0.2625, loss: 7.5546 2024-05-21 09:06:47,983 - mmdet - INFO - Epoch [26][3050/3665] lr: 2.000e-04, eta: 15:16:27, time: 1.429, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1908, interm_loss_bbox: 0.1554, interm_loss_iou: 0.3539, loss_cls: 0.1556, loss_bbox: 0.1332, loss_iou: 0.3198, d0.loss_cls: 0.2051, d0.loss_bbox: 0.1406, d0.loss_iou: 0.3305, d1.loss_cls: 0.1729, d1.loss_bbox: 0.1379, d1.loss_iou: 0.3254, d2.loss_cls: 0.1616, d2.loss_bbox: 0.1355, d2.loss_iou: 0.3223, d3.loss_cls: 0.1579, d3.loss_bbox: 0.1342, d3.loss_iou: 0.3205, d4.loss_cls: 0.1560, d4.loss_bbox: 0.1336, d4.loss_iou: 0.3202, dn_loss_cls: 0.0136, dn_loss_bbox: 0.1761, dn_loss_iou: 0.2596, d0.dn_loss_cls: 0.0455, d0.dn_loss_bbox: 0.2854, d0.dn_loss_iou: 0.3758, d1.dn_loss_cls: 0.0224, d1.dn_loss_bbox: 0.2028, d1.dn_loss_iou: 0.2903, d2.dn_loss_cls: 0.0172, d2.dn_loss_bbox: 0.1819, d2.dn_loss_iou: 0.2667, d3.dn_loss_cls: 0.0148, d3.dn_loss_bbox: 0.1779, d3.dn_loss_iou: 0.2622, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1760, d4.dn_loss_iou: 0.2595, loss: 7.5044 2024-05-21 09:08:03,983 - mmdet - INFO - Epoch [26][3100/3665] lr: 2.000e-04, eta: 15:15:14, time: 1.520, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1977, interm_loss_bbox: 0.1500, interm_loss_iou: 0.3629, loss_cls: 0.1628, loss_bbox: 0.1315, loss_iou: 0.3332, d0.loss_cls: 0.2129, d0.loss_bbox: 0.1369, d0.loss_iou: 0.3388, d1.loss_cls: 0.1808, d1.loss_bbox: 0.1358, d1.loss_iou: 0.3388, d2.loss_cls: 0.1700, d2.loss_bbox: 0.1335, d2.loss_iou: 0.3365, d3.loss_cls: 0.1655, d3.loss_bbox: 0.1322, d3.loss_iou: 0.3345, d4.loss_cls: 0.1638, d4.loss_bbox: 0.1316, d4.loss_iou: 0.3332, dn_loss_cls: 0.0133, dn_loss_bbox: 0.1690, dn_loss_iou: 0.2718, d0.dn_loss_cls: 0.0437, d0.dn_loss_bbox: 0.2666, d0.dn_loss_iou: 0.3837, d1.dn_loss_cls: 0.0218, d1.dn_loss_bbox: 0.1928, d1.dn_loss_iou: 0.3030, d2.dn_loss_cls: 0.0165, d2.dn_loss_bbox: 0.1738, d2.dn_loss_iou: 0.2789, d3.dn_loss_cls: 0.0143, d3.dn_loss_bbox: 0.1703, d3.dn_loss_iou: 0.2741, d4.dn_loss_cls: 0.0136, d4.dn_loss_bbox: 0.1689, d4.dn_loss_iou: 0.2717, loss: 7.6311 2024-05-21 09:09:18,026 - mmdet - INFO - Epoch [26][3150/3665] lr: 2.000e-04, eta: 15:14:00, time: 1.481, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1964, interm_loss_bbox: 0.1552, interm_loss_iou: 0.3708, loss_cls: 0.1620, loss_bbox: 0.1322, loss_iou: 0.3333, d0.loss_cls: 0.2107, d0.loss_bbox: 0.1399, d0.loss_iou: 0.3444, d1.loss_cls: 0.1797, d1.loss_bbox: 0.1370, d1.loss_iou: 0.3399, d2.loss_cls: 0.1697, d2.loss_bbox: 0.1341, d2.loss_iou: 0.3358, d3.loss_cls: 0.1660, d3.loss_bbox: 0.1326, d3.loss_iou: 0.3332, d4.loss_cls: 0.1628, d4.loss_bbox: 0.1326, d4.loss_iou: 0.3335, dn_loss_cls: 0.0135, dn_loss_bbox: 0.1753, dn_loss_iou: 0.2691, d0.dn_loss_cls: 0.0442, d0.dn_loss_bbox: 0.2827, d0.dn_loss_iou: 0.3874, d1.dn_loss_cls: 0.0221, d1.dn_loss_bbox: 0.2026, d1.dn_loss_iou: 0.3008, d2.dn_loss_cls: 0.0169, d2.dn_loss_bbox: 0.1815, d2.dn_loss_iou: 0.2765, d3.dn_loss_cls: 0.0146, d3.dn_loss_bbox: 0.1770, d3.dn_loss_iou: 0.2715, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1753, d4.dn_loss_iou: 0.2690, loss: 7.6957 2024-05-21 09:10:32,559 - mmdet - INFO - Epoch [26][3200/3665] lr: 2.000e-04, eta: 15:12:47, time: 1.491, data_time: 0.024, memory: 41053, interm_loss_cls: 0.2016, interm_loss_bbox: 0.1573, interm_loss_iou: 0.3708, loss_cls: 0.1645, loss_bbox: 0.1320, loss_iou: 0.3321, d0.loss_cls: 0.2205, d0.loss_bbox: 0.1423, d0.loss_iou: 0.3452, d1.loss_cls: 0.1847, d1.loss_bbox: 0.1374, d1.loss_iou: 0.3397, d2.loss_cls: 0.1734, d2.loss_bbox: 0.1341, d2.loss_iou: 0.3350, d3.loss_cls: 0.1684, d3.loss_bbox: 0.1328, d3.loss_iou: 0.3325, d4.loss_cls: 0.1655, d4.loss_bbox: 0.1320, d4.loss_iou: 0.3324, dn_loss_cls: 0.0148, dn_loss_bbox: 0.1748, dn_loss_iou: 0.2698, d0.dn_loss_cls: 0.0465, d0.dn_loss_bbox: 0.2832, d0.dn_loss_iou: 0.3921, d1.dn_loss_cls: 0.0236, d1.dn_loss_bbox: 0.2024, d1.dn_loss_iou: 0.3028, d2.dn_loss_cls: 0.0179, d2.dn_loss_bbox: 0.1809, d2.dn_loss_iou: 0.2776, d3.dn_loss_cls: 0.0156, d3.dn_loss_bbox: 0.1765, d3.dn_loss_iou: 0.2726, d4.dn_loss_cls: 0.0150, d4.dn_loss_bbox: 0.1748, d4.dn_loss_iou: 0.2697, loss: 7.7448 2024-05-21 09:11:45,871 - mmdet - INFO - Epoch [26][3250/3665] lr: 2.000e-04, eta: 15:11:33, time: 1.466, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1976, interm_loss_bbox: 0.1567, interm_loss_iou: 0.3703, loss_cls: 0.1629, loss_bbox: 0.1349, loss_iou: 0.3314, d0.loss_cls: 0.2115, d0.loss_bbox: 0.1414, d0.loss_iou: 0.3442, d1.loss_cls: 0.1805, d1.loss_bbox: 0.1389, d1.loss_iou: 0.3395, d2.loss_cls: 0.1708, d2.loss_bbox: 0.1365, d2.loss_iou: 0.3345, d3.loss_cls: 0.1662, d3.loss_bbox: 0.1354, d3.loss_iou: 0.3326, d4.loss_cls: 0.1641, d4.loss_bbox: 0.1349, d4.loss_iou: 0.3316, dn_loss_cls: 0.0137, dn_loss_bbox: 0.1777, dn_loss_iou: 0.2699, d0.dn_loss_cls: 0.0444, d0.dn_loss_bbox: 0.2820, d0.dn_loss_iou: 0.3869, d1.dn_loss_cls: 0.0218, d1.dn_loss_bbox: 0.2025, d1.dn_loss_iou: 0.3009, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1827, d2.dn_loss_iou: 0.2771, d3.dn_loss_cls: 0.0146, d3.dn_loss_bbox: 0.1794, d3.dn_loss_iou: 0.2724, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1776, d4.dn_loss_iou: 0.2697, loss: 7.7203 2024-05-21 09:12:58,086 - mmdet - INFO - Epoch [26][3300/3665] lr: 2.000e-04, eta: 15:10:19, time: 1.444, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1993, interm_loss_bbox: 0.1552, interm_loss_iou: 0.3556, loss_cls: 0.1605, loss_bbox: 0.1347, loss_iou: 0.3243, d0.loss_cls: 0.2117, d0.loss_bbox: 0.1417, d0.loss_iou: 0.3333, d1.loss_cls: 0.1783, d1.loss_bbox: 0.1400, d1.loss_iou: 0.3299, d2.loss_cls: 0.1688, d2.loss_bbox: 0.1361, d2.loss_iou: 0.3266, d3.loss_cls: 0.1643, d3.loss_bbox: 0.1349, d3.loss_iou: 0.3248, d4.loss_cls: 0.1615, d4.loss_bbox: 0.1346, d4.loss_iou: 0.3247, dn_loss_cls: 0.0139, dn_loss_bbox: 0.1759, dn_loss_iou: 0.2673, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2850, d0.dn_loss_iou: 0.3866, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.2043, d1.dn_loss_iou: 0.2999, d2.dn_loss_cls: 0.0173, d2.dn_loss_bbox: 0.1820, d2.dn_loss_iou: 0.2750, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1778, d3.dn_loss_iou: 0.2697, d4.dn_loss_cls: 0.0142, d4.dn_loss_bbox: 0.1758, d4.dn_loss_iou: 0.2672, loss: 7.6357 2024-05-21 09:14:14,943 - mmdet - INFO - Epoch [26][3350/3665] lr: 2.000e-04, eta: 15:09:06, time: 1.537, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1921, interm_loss_bbox: 0.1545, interm_loss_iou: 0.3511, loss_cls: 0.1546, loss_bbox: 0.1342, loss_iou: 0.3219, d0.loss_cls: 0.2050, d0.loss_bbox: 0.1407, d0.loss_iou: 0.3288, d1.loss_cls: 0.1738, d1.loss_bbox: 0.1371, d1.loss_iou: 0.3248, d2.loss_cls: 0.1641, d2.loss_bbox: 0.1343, d2.loss_iou: 0.3214, d3.loss_cls: 0.1576, d3.loss_bbox: 0.1350, d3.loss_iou: 0.3218, d4.loss_cls: 0.1551, d4.loss_bbox: 0.1343, d4.loss_iou: 0.3223, dn_loss_cls: 0.0150, dn_loss_bbox: 0.1760, dn_loss_iou: 0.2594, d0.dn_loss_cls: 0.0455, d0.dn_loss_bbox: 0.2756, d0.dn_loss_iou: 0.3706, d1.dn_loss_cls: 0.0230, d1.dn_loss_bbox: 0.2004, d1.dn_loss_iou: 0.2892, d2.dn_loss_cls: 0.0177, d2.dn_loss_bbox: 0.1809, d2.dn_loss_iou: 0.2663, d3.dn_loss_cls: 0.0157, d3.dn_loss_bbox: 0.1776, d3.dn_loss_iou: 0.2617, d4.dn_loss_cls: 0.0153, d4.dn_loss_bbox: 0.1760, d4.dn_loss_iou: 0.2592, loss: 7.4897 2024-05-21 09:15:28,559 - mmdet - INFO - Epoch [26][3400/3665] lr: 2.000e-04, eta: 15:07:52, time: 1.472, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1936, interm_loss_bbox: 0.1553, interm_loss_iou: 0.3674, loss_cls: 0.1590, loss_bbox: 0.1335, loss_iou: 0.3336, d0.loss_cls: 0.2057, d0.loss_bbox: 0.1411, d0.loss_iou: 0.3441, d1.loss_cls: 0.1742, d1.loss_bbox: 0.1381, d1.loss_iou: 0.3404, d2.loss_cls: 0.1650, d2.loss_bbox: 0.1354, d2.loss_iou: 0.3369, d3.loss_cls: 0.1613, d3.loss_bbox: 0.1339, d3.loss_iou: 0.3350, d4.loss_cls: 0.1595, d4.loss_bbox: 0.1341, d4.loss_iou: 0.3340, dn_loss_cls: 0.0135, dn_loss_bbox: 0.1690, dn_loss_iou: 0.2703, d0.dn_loss_cls: 0.0441, d0.dn_loss_bbox: 0.2735, d0.dn_loss_iou: 0.3875, d1.dn_loss_cls: 0.0220, d1.dn_loss_bbox: 0.1953, d1.dn_loss_iou: 0.3019, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1749, d2.dn_loss_iou: 0.2779, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1706, d3.dn_loss_iou: 0.2728, d4.dn_loss_cls: 0.0137, d4.dn_loss_bbox: 0.1689, d4.dn_loss_iou: 0.2702, loss: 7.6384 2024-05-21 09:16:49,104 - mmdet - INFO - Epoch [26][3450/3665] lr: 2.000e-04, eta: 15:06:41, time: 1.611, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1954, interm_loss_bbox: 0.1567, interm_loss_iou: 0.3632, loss_cls: 0.1586, loss_bbox: 0.1351, loss_iou: 0.3277, d0.loss_cls: 0.2084, d0.loss_bbox: 0.1429, d0.loss_iou: 0.3370, d1.loss_cls: 0.1733, d1.loss_bbox: 0.1410, d1.loss_iou: 0.3345, d2.loss_cls: 0.1656, d2.loss_bbox: 0.1365, d2.loss_iou: 0.3303, d3.loss_cls: 0.1613, d3.loss_bbox: 0.1357, d3.loss_iou: 0.3287, d4.loss_cls: 0.1591, d4.loss_bbox: 0.1356, d4.loss_iou: 0.3281, dn_loss_cls: 0.0132, dn_loss_bbox: 0.1725, dn_loss_iou: 0.2622, d0.dn_loss_cls: 0.0441, d0.dn_loss_bbox: 0.2766, d0.dn_loss_iou: 0.3777, d1.dn_loss_cls: 0.0220, d1.dn_loss_bbox: 0.1974, d1.dn_loss_iou: 0.2931, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1776, d2.dn_loss_iou: 0.2693, d3.dn_loss_cls: 0.0144, d3.dn_loss_bbox: 0.1741, d3.dn_loss_iou: 0.2646, d4.dn_loss_cls: 0.0135, d4.dn_loss_bbox: 0.1724, d4.dn_loss_iou: 0.2621, loss: 7.5785 2024-05-21 09:18:03,017 - mmdet - INFO - Epoch [26][3500/3665] lr: 2.000e-04, eta: 15:05:27, time: 1.478, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1936, interm_loss_bbox: 0.1528, interm_loss_iou: 0.3567, loss_cls: 0.1576, loss_bbox: 0.1300, loss_iou: 0.3203, d0.loss_cls: 0.2060, d0.loss_bbox: 0.1371, d0.loss_iou: 0.3307, d1.loss_cls: 0.1753, d1.loss_bbox: 0.1331, d1.loss_iou: 0.3249, d2.loss_cls: 0.1653, d2.loss_bbox: 0.1313, d2.loss_iou: 0.3216, d3.loss_cls: 0.1610, d3.loss_bbox: 0.1299, d3.loss_iou: 0.3202, d4.loss_cls: 0.1584, d4.loss_bbox: 0.1302, d4.loss_iou: 0.3203, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1689, dn_loss_iou: 0.2632, d0.dn_loss_cls: 0.0447, d0.dn_loss_bbox: 0.2754, d0.dn_loss_iou: 0.3811, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.1953, d1.dn_loss_iou: 0.2942, d2.dn_loss_cls: 0.0169, d2.dn_loss_bbox: 0.1742, d2.dn_loss_iou: 0.2702, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1705, d3.dn_loss_iou: 0.2655, d4.dn_loss_cls: 0.0141, d4.dn_loss_bbox: 0.1688, d4.dn_loss_iou: 0.2629, loss: 7.4733 2024-05-21 09:19:18,779 - mmdet - INFO - Epoch [26][3550/3665] lr: 2.000e-04, eta: 15:04:14, time: 1.515, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1939, interm_loss_bbox: 0.1531, interm_loss_iou: 0.3530, loss_cls: 0.1578, loss_bbox: 0.1306, loss_iou: 0.3172, d0.loss_cls: 0.2085, d0.loss_bbox: 0.1369, d0.loss_iou: 0.3261, d1.loss_cls: 0.1785, d1.loss_bbox: 0.1345, d1.loss_iou: 0.3218, d2.loss_cls: 0.1652, d2.loss_bbox: 0.1330, d2.loss_iou: 0.3194, d3.loss_cls: 0.1622, d3.loss_bbox: 0.1306, d3.loss_iou: 0.3169, d4.loss_cls: 0.1595, d4.loss_bbox: 0.1300, d4.loss_iou: 0.3168, dn_loss_cls: 0.0134, dn_loss_bbox: 0.1743, dn_loss_iou: 0.2613, d0.dn_loss_cls: 0.0433, d0.dn_loss_bbox: 0.2841, d0.dn_loss_iou: 0.3797, d1.dn_loss_cls: 0.0220, d1.dn_loss_bbox: 0.2016, d1.dn_loss_iou: 0.2924, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1807, d2.dn_loss_iou: 0.2690, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1763, d3.dn_loss_iou: 0.2638, d4.dn_loss_cls: 0.0137, d4.dn_loss_bbox: 0.1742, d4.dn_loss_iou: 0.2612, loss: 7.4878 2024-05-21 09:20:31,876 - mmdet - INFO - Epoch [26][3600/3665] lr: 2.000e-04, eta: 15:03:00, time: 1.462, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1942, interm_loss_bbox: 0.1563, interm_loss_iou: 0.3628, loss_cls: 0.1580, loss_bbox: 0.1356, loss_iou: 0.3287, d0.loss_cls: 0.2086, d0.loss_bbox: 0.1406, d0.loss_iou: 0.3358, d1.loss_cls: 0.1802, d1.loss_bbox: 0.1379, d1.loss_iou: 0.3321, d2.loss_cls: 0.1653, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3307, d3.loss_cls: 0.1622, d3.loss_bbox: 0.1353, d3.loss_iou: 0.3284, d4.loss_cls: 0.1589, d4.loss_bbox: 0.1356, d4.loss_iou: 0.3287, dn_loss_cls: 0.0143, dn_loss_bbox: 0.1802, dn_loss_iou: 0.2662, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2875, d0.dn_loss_iou: 0.3835, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.2061, d1.dn_loss_iou: 0.2980, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1859, d2.dn_loss_iou: 0.2742, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1818, d3.dn_loss_iou: 0.2687, d4.dn_loss_cls: 0.0145, d4.dn_loss_bbox: 0.1801, d4.dn_loss_iou: 0.2660, loss: 7.6605 2024-05-21 09:21:45,284 - mmdet - INFO - Epoch [26][3650/3665] lr: 2.000e-04, eta: 15:01:46, time: 1.468, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1952, interm_loss_bbox: 0.1563, interm_loss_iou: 0.3619, loss_cls: 0.1594, loss_bbox: 0.1345, loss_iou: 0.3291, d0.loss_cls: 0.2087, d0.loss_bbox: 0.1405, d0.loss_iou: 0.3371, d1.loss_cls: 0.1765, d1.loss_bbox: 0.1389, d1.loss_iou: 0.3340, d2.loss_cls: 0.1655, d2.loss_bbox: 0.1371, d2.loss_iou: 0.3315, d3.loss_cls: 0.1619, d3.loss_bbox: 0.1356, d3.loss_iou: 0.3299, d4.loss_cls: 0.1605, d4.loss_bbox: 0.1346, d4.loss_iou: 0.3289, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1818, dn_loss_iou: 0.2704, d0.dn_loss_cls: 0.0445, d0.dn_loss_bbox: 0.2860, d0.dn_loss_iou: 0.3854, d1.dn_loss_cls: 0.0224, d1.dn_loss_bbox: 0.2070, d1.dn_loss_iou: 0.3013, d2.dn_loss_cls: 0.0171, d2.dn_loss_bbox: 0.1871, d2.dn_loss_iou: 0.2777, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1833, d3.dn_loss_iou: 0.2727, d4.dn_loss_cls: 0.0141, d4.dn_loss_bbox: 0.1817, d4.dn_loss_iou: 0.2703, loss: 7.6888 2024-05-21 09:22:10,621 - mmdet - INFO - Saving checkpoint at 26 epochs 2024-05-21 09:25:55,552 - mmdet - INFO - Evaluating bbox... 2024-05-21 09:27:45,901 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.565 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.755 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.617 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.389 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.600 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.733 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.763 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.763 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.623 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.803 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.907 2024-05-21 09:27:47,917 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 09:27:47,922 - mmdet - INFO - Epoch(val) [26][313] bbox_mAP: 0.5650, bbox_mAP_50: 0.7550, bbox_mAP_75: 0.6170, bbox_mAP_s: 0.3890, bbox_mAP_m: 0.6000, bbox_mAP_l: 0.7330, bbox_mAP_copypaste: 0.565 0.755 0.617 0.389 0.600 0.733 2024-05-21 09:29:20,404 - mmdet - INFO - Epoch [27][50/3665] lr: 2.000e-04, eta: 15:00:09, time: 1.849, data_time: 0.163, memory: 41053, interm_loss_cls: 0.1905, interm_loss_bbox: 0.1502, interm_loss_iou: 0.3548, loss_cls: 0.1521, loss_bbox: 0.1305, loss_iou: 0.3211, d0.loss_cls: 0.2029, d0.loss_bbox: 0.1351, d0.loss_iou: 0.3291, d1.loss_cls: 0.1710, d1.loss_bbox: 0.1342, d1.loss_iou: 0.3258, d2.loss_cls: 0.1609, d2.loss_bbox: 0.1317, d2.loss_iou: 0.3225, d3.loss_cls: 0.1566, d3.loss_bbox: 0.1304, d3.loss_iou: 0.3207, d4.loss_cls: 0.1538, d4.loss_bbox: 0.1303, d4.loss_iou: 0.3201, dn_loss_cls: 0.0131, dn_loss_bbox: 0.1688, dn_loss_iou: 0.2602, d0.dn_loss_cls: 0.0430, d0.dn_loss_bbox: 0.2694, d0.dn_loss_iou: 0.3753, d1.dn_loss_cls: 0.0214, d1.dn_loss_bbox: 0.1929, d1.dn_loss_iou: 0.2909, d2.dn_loss_cls: 0.0165, d2.dn_loss_bbox: 0.1742, d2.dn_loss_iou: 0.2673, d3.dn_loss_cls: 0.0143, d3.dn_loss_bbox: 0.1703, d3.dn_loss_iou: 0.2627, d4.dn_loss_cls: 0.0135, d4.dn_loss_bbox: 0.1687, d4.dn_loss_iou: 0.2601, loss: 7.4070 2024-05-21 09:30:31,967 - mmdet - INFO - Epoch [27][100/3665] lr: 2.000e-04, eta: 14:58:54, time: 1.431, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1863, interm_loss_bbox: 0.1464, interm_loss_iou: 0.3546, loss_cls: 0.1512, loss_bbox: 0.1281, loss_iou: 0.3213, d0.loss_cls: 0.1998, d0.loss_bbox: 0.1325, d0.loss_iou: 0.3285, d1.loss_cls: 0.1687, d1.loss_bbox: 0.1319, d1.loss_iou: 0.3264, d2.loss_cls: 0.1578, d2.loss_bbox: 0.1297, d2.loss_iou: 0.3244, d3.loss_cls: 0.1538, d3.loss_bbox: 0.1288, d3.loss_iou: 0.3222, d4.loss_cls: 0.1520, d4.loss_bbox: 0.1283, d4.loss_iou: 0.3210, dn_loss_cls: 0.0134, dn_loss_bbox: 0.1650, dn_loss_iou: 0.2647, d0.dn_loss_cls: 0.0433, d0.dn_loss_bbox: 0.2696, d0.dn_loss_iou: 0.3810, d1.dn_loss_cls: 0.0215, d1.dn_loss_bbox: 0.1907, d1.dn_loss_iou: 0.2961, d2.dn_loss_cls: 0.0165, d2.dn_loss_bbox: 0.1706, d2.dn_loss_iou: 0.2721, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1666, d3.dn_loss_iou: 0.2671, d4.dn_loss_cls: 0.0137, d4.dn_loss_bbox: 0.1649, d4.dn_loss_iou: 0.2645, loss: 7.3895 2024-05-21 09:31:43,468 - mmdet - INFO - Epoch [27][150/3665] lr: 2.000e-04, eta: 14:57:40, time: 1.430, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1808, interm_loss_bbox: 0.1469, interm_loss_iou: 0.3484, loss_cls: 0.1438, loss_bbox: 0.1286, loss_iou: 0.3171, d0.loss_cls: 0.1933, d0.loss_bbox: 0.1329, d0.loss_iou: 0.3251, d1.loss_cls: 0.1614, d1.loss_bbox: 0.1317, d1.loss_iou: 0.3227, d2.loss_cls: 0.1498, d2.loss_bbox: 0.1308, d2.loss_iou: 0.3204, d3.loss_cls: 0.1460, d3.loss_bbox: 0.1297, d3.loss_iou: 0.3183, d4.loss_cls: 0.1445, d4.loss_bbox: 0.1289, d4.loss_iou: 0.3171, dn_loss_cls: 0.0119, dn_loss_bbox: 0.1590, dn_loss_iou: 0.2524, d0.dn_loss_cls: 0.0403, d0.dn_loss_bbox: 0.2564, d0.dn_loss_iou: 0.3629, d1.dn_loss_cls: 0.0196, d1.dn_loss_bbox: 0.1833, d1.dn_loss_iou: 0.2824, d2.dn_loss_cls: 0.0148, d2.dn_loss_bbox: 0.1643, d2.dn_loss_iou: 0.2594, d3.dn_loss_cls: 0.0129, d3.dn_loss_bbox: 0.1607, d3.dn_loss_iou: 0.2549, d4.dn_loss_cls: 0.0123, d4.dn_loss_bbox: 0.1589, d4.dn_loss_iou: 0.2523, loss: 7.1769 2024-05-21 09:32:55,976 - mmdet - INFO - Epoch [27][200/3665] lr: 2.000e-04, eta: 14:56:25, time: 1.450, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1872, interm_loss_bbox: 0.1540, interm_loss_iou: 0.3618, loss_cls: 0.1523, loss_bbox: 0.1336, loss_iou: 0.3282, d0.loss_cls: 0.2006, d0.loss_bbox: 0.1379, d0.loss_iou: 0.3358, d1.loss_cls: 0.1684, d1.loss_bbox: 0.1374, d1.loss_iou: 0.3333, d2.loss_cls: 0.1591, d2.loss_bbox: 0.1347, d2.loss_iou: 0.3306, d3.loss_cls: 0.1550, d3.loss_bbox: 0.1339, d3.loss_iou: 0.3290, d4.loss_cls: 0.1530, d4.loss_bbox: 0.1332, d4.loss_iou: 0.3280, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1735, dn_loss_iou: 0.2665, d0.dn_loss_cls: 0.0446, d0.dn_loss_bbox: 0.2771, d0.dn_loss_iou: 0.3812, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.1995, d1.dn_loss_iou: 0.2975, d2.dn_loss_cls: 0.0171, d2.dn_loss_bbox: 0.1790, d2.dn_loss_iou: 0.2742, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1754, d3.dn_loss_iou: 0.2692, d4.dn_loss_cls: 0.0141, d4.dn_loss_bbox: 0.1734, d4.dn_loss_iou: 0.2664, loss: 7.5468 2024-05-21 09:34:09,878 - mmdet - INFO - Epoch [27][250/3665] lr: 2.000e-04, eta: 14:55:12, time: 1.478, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1961, interm_loss_bbox: 0.1529, interm_loss_iou: 0.3601, loss_cls: 0.1593, loss_bbox: 0.1341, loss_iou: 0.3269, d0.loss_cls: 0.2091, d0.loss_bbox: 0.1376, d0.loss_iou: 0.3333, d1.loss_cls: 0.1752, d1.loss_bbox: 0.1372, d1.loss_iou: 0.3329, d2.loss_cls: 0.1653, d2.loss_bbox: 0.1363, d2.loss_iou: 0.3310, d3.loss_cls: 0.1615, d3.loss_bbox: 0.1353, d3.loss_iou: 0.3290, d4.loss_cls: 0.1598, d4.loss_bbox: 0.1346, d4.loss_iou: 0.3276, dn_loss_cls: 0.0143, dn_loss_bbox: 0.1810, dn_loss_iou: 0.2716, d0.dn_loss_cls: 0.0456, d0.dn_loss_bbox: 0.2865, d0.dn_loss_iou: 0.3890, d1.dn_loss_cls: 0.0228, d1.dn_loss_bbox: 0.2057, d1.dn_loss_iou: 0.3029, d2.dn_loss_cls: 0.0178, d2.dn_loss_bbox: 0.1863, d2.dn_loss_iou: 0.2795, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1825, d3.dn_loss_iou: 0.2742, d4.dn_loss_cls: 0.0145, d4.dn_loss_bbox: 0.1809, d4.dn_loss_iou: 0.2715, loss: 7.6772 2024-05-21 09:35:29,612 - mmdet - INFO - Epoch [27][300/3665] lr: 2.000e-04, eta: 14:54:00, time: 1.595, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1955, interm_loss_bbox: 0.1558, interm_loss_iou: 0.3636, loss_cls: 0.1562, loss_bbox: 0.1331, loss_iou: 0.3216, d0.loss_cls: 0.2141, d0.loss_bbox: 0.1393, d0.loss_iou: 0.3326, d1.loss_cls: 0.1776, d1.loss_bbox: 0.1373, d1.loss_iou: 0.3283, d2.loss_cls: 0.1643, d2.loss_bbox: 0.1349, d2.loss_iou: 0.3243, d3.loss_cls: 0.1590, d3.loss_bbox: 0.1337, d3.loss_iou: 0.3228, d4.loss_cls: 0.1574, d4.loss_bbox: 0.1332, d4.loss_iou: 0.3214, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1715, dn_loss_iou: 0.2630, d0.dn_loss_cls: 0.0455, d0.dn_loss_bbox: 0.2810, d0.dn_loss_iou: 0.3880, d1.dn_loss_cls: 0.0229, d1.dn_loss_bbox: 0.1982, d1.dn_loss_iou: 0.2959, d2.dn_loss_cls: 0.0175, d2.dn_loss_bbox: 0.1776, d2.dn_loss_iou: 0.2712, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1733, d3.dn_loss_iou: 0.2656, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1715, d4.dn_loss_iou: 0.2629, loss: 7.5551 2024-05-21 09:36:42,751 - mmdet - INFO - Epoch [27][350/3665] lr: 2.000e-04, eta: 14:52:46, time: 1.463, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1919, interm_loss_bbox: 0.1561, interm_loss_iou: 0.3591, loss_cls: 0.1549, loss_bbox: 0.1345, loss_iou: 0.3210, d0.loss_cls: 0.2079, d0.loss_bbox: 0.1409, d0.loss_iou: 0.3327, d1.loss_cls: 0.1750, d1.loss_bbox: 0.1377, d1.loss_iou: 0.3268, d2.loss_cls: 0.1625, d2.loss_bbox: 0.1363, d2.loss_iou: 0.3237, d3.loss_cls: 0.1576, d3.loss_bbox: 0.1348, d3.loss_iou: 0.3216, d4.loss_cls: 0.1558, d4.loss_bbox: 0.1344, d4.loss_iou: 0.3206, dn_loss_cls: 0.0126, dn_loss_bbox: 0.1701, dn_loss_iou: 0.2606, d0.dn_loss_cls: 0.0424, d0.dn_loss_bbox: 0.2749, d0.dn_loss_iou: 0.3773, d1.dn_loss_cls: 0.0210, d1.dn_loss_bbox: 0.1947, d1.dn_loss_iou: 0.2916, d2.dn_loss_cls: 0.0158, d2.dn_loss_bbox: 0.1751, d2.dn_loss_iou: 0.2679, d3.dn_loss_cls: 0.0136, d3.dn_loss_bbox: 0.1715, d3.dn_loss_iou: 0.2632, d4.dn_loss_cls: 0.0129, d4.dn_loss_bbox: 0.1700, d4.dn_loss_iou: 0.2605, loss: 7.4815 2024-05-21 09:37:54,974 - mmdet - INFO - Epoch [27][400/3665] lr: 2.000e-04, eta: 14:51:32, time: 1.444, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1883, interm_loss_bbox: 0.1571, interm_loss_iou: 0.3591, loss_cls: 0.1510, loss_bbox: 0.1336, loss_iou: 0.3240, d0.loss_cls: 0.2015, d0.loss_bbox: 0.1390, d0.loss_iou: 0.3292, d1.loss_cls: 0.1703, d1.loss_bbox: 0.1375, d1.loss_iou: 0.3267, d2.loss_cls: 0.1592, d2.loss_bbox: 0.1354, d2.loss_iou: 0.3244, d3.loss_cls: 0.1545, d3.loss_bbox: 0.1343, d3.loss_iou: 0.3243, d4.loss_cls: 0.1522, d4.loss_bbox: 0.1336, d4.loss_iou: 0.3239, dn_loss_cls: 0.0136, dn_loss_bbox: 0.1715, dn_loss_iou: 0.2562, d0.dn_loss_cls: 0.0441, d0.dn_loss_bbox: 0.2843, d0.dn_loss_iou: 0.3789, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.1987, d1.dn_loss_iou: 0.2880, d2.dn_loss_cls: 0.0172, d2.dn_loss_bbox: 0.1772, d2.dn_loss_iou: 0.2639, d3.dn_loss_cls: 0.0148, d3.dn_loss_bbox: 0.1731, d3.dn_loss_iou: 0.2588, d4.dn_loss_cls: 0.0140, d4.dn_loss_bbox: 0.1714, d4.dn_loss_iou: 0.2561, loss: 7.4635 2024-05-21 09:39:06,123 - mmdet - INFO - Epoch [27][450/3665] lr: 2.000e-04, eta: 14:50:17, time: 1.423, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1889, interm_loss_bbox: 0.1521, interm_loss_iou: 0.3530, loss_cls: 0.1539, loss_bbox: 0.1303, loss_iou: 0.3192, d0.loss_cls: 0.2011, d0.loss_bbox: 0.1357, d0.loss_iou: 0.3269, d1.loss_cls: 0.1697, d1.loss_bbox: 0.1341, d1.loss_iou: 0.3247, d2.loss_cls: 0.1606, d2.loss_bbox: 0.1317, d2.loss_iou: 0.3209, d3.loss_cls: 0.1558, d3.loss_bbox: 0.1311, d3.loss_iou: 0.3203, d4.loss_cls: 0.1543, d4.loss_bbox: 0.1306, d4.loss_iou: 0.3194, dn_loss_cls: 0.0126, dn_loss_bbox: 0.1670, dn_loss_iou: 0.2597, d0.dn_loss_cls: 0.0422, d0.dn_loss_bbox: 0.2642, d0.dn_loss_iou: 0.3722, d1.dn_loss_cls: 0.0207, d1.dn_loss_bbox: 0.1910, d1.dn_loss_iou: 0.2896, d2.dn_loss_cls: 0.0158, d2.dn_loss_bbox: 0.1721, d2.dn_loss_iou: 0.2669, d3.dn_loss_cls: 0.0138, d3.dn_loss_bbox: 0.1685, d3.dn_loss_iou: 0.2620, d4.dn_loss_cls: 0.0130, d4.dn_loss_bbox: 0.1669, d4.dn_loss_iou: 0.2596, loss: 7.3720 2024-05-21 09:40:17,355 - mmdet - INFO - Epoch [27][500/3665] lr: 2.000e-04, eta: 14:49:02, time: 1.425, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1915, interm_loss_bbox: 0.1532, interm_loss_iou: 0.3626, loss_cls: 0.1555, loss_bbox: 0.1334, loss_iou: 0.3313, d0.loss_cls: 0.2036, d0.loss_bbox: 0.1373, d0.loss_iou: 0.3360, d1.loss_cls: 0.1726, d1.loss_bbox: 0.1368, d1.loss_iou: 0.3337, d2.loss_cls: 0.1627, d2.loss_bbox: 0.1352, d2.loss_iou: 0.3328, d3.loss_cls: 0.1585, d3.loss_bbox: 0.1335, d3.loss_iou: 0.3321, d4.loss_cls: 0.1567, d4.loss_bbox: 0.1334, d4.loss_iou: 0.3310, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1752, dn_loss_iou: 0.2686, d0.dn_loss_cls: 0.0435, d0.dn_loss_bbox: 0.2787, d0.dn_loss_iou: 0.3868, d1.dn_loss_cls: 0.0217, d1.dn_loss_bbox: 0.1998, d1.dn_loss_iou: 0.2992, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1801, d2.dn_loss_iou: 0.2759, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1764, d3.dn_loss_iou: 0.2710, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1751, d4.dn_loss_iou: 0.2684, loss: 7.6037 2024-05-21 09:41:31,564 - mmdet - INFO - Epoch [27][550/3665] lr: 2.000e-04, eta: 14:47:49, time: 1.484, data_time: 0.019, memory: 41053, interm_loss_cls: 0.1921, interm_loss_bbox: 0.1514, interm_loss_iou: 0.3616, loss_cls: 0.1545, loss_bbox: 0.1335, loss_iou: 0.3369, d0.loss_cls: 0.2046, d0.loss_bbox: 0.1352, d0.loss_iou: 0.3352, d1.loss_cls: 0.1736, d1.loss_bbox: 0.1353, d1.loss_iou: 0.3362, d2.loss_cls: 0.1619, d2.loss_bbox: 0.1357, d2.loss_iou: 0.3425, d3.loss_cls: 0.1566, d3.loss_bbox: 0.1338, d3.loss_iou: 0.3393, d4.loss_cls: 0.1548, d4.loss_bbox: 0.1335, d4.loss_iou: 0.3376, dn_loss_cls: 0.0134, dn_loss_bbox: 0.1651, dn_loss_iou: 0.2623, d0.dn_loss_cls: 0.0441, d0.dn_loss_bbox: 0.2682, d0.dn_loss_iou: 0.3805, d1.dn_loss_cls: 0.0219, d1.dn_loss_bbox: 0.1904, d1.dn_loss_iou: 0.2933, d2.dn_loss_cls: 0.0170, d2.dn_loss_bbox: 0.1709, d2.dn_loss_iou: 0.2701, d3.dn_loss_cls: 0.0147, d3.dn_loss_bbox: 0.1666, d3.dn_loss_iou: 0.2649, d4.dn_loss_cls: 0.0137, d4.dn_loss_bbox: 0.1651, d4.dn_loss_iou: 0.2623, loss: 7.5304 2024-05-21 09:42:44,247 - mmdet - INFO - Epoch [27][600/3665] lr: 2.000e-04, eta: 14:46:34, time: 1.454, data_time: 0.019, memory: 41053, interm_loss_cls: 0.1904, interm_loss_bbox: 0.1505, interm_loss_iou: 0.3597, loss_cls: 0.1514, loss_bbox: 0.1355, loss_iou: 0.3404, d0.loss_cls: 0.2004, d0.loss_bbox: 0.1356, d0.loss_iou: 0.3351, d1.loss_cls: 0.1717, d1.loss_bbox: 0.1360, d1.loss_iou: 0.3366, d2.loss_cls: 0.1601, d2.loss_bbox: 0.1378, d2.loss_iou: 0.3444, d3.loss_cls: 0.1545, d3.loss_bbox: 0.1363, d3.loss_iou: 0.3411, d4.loss_cls: 0.1524, d4.loss_bbox: 0.1359, d4.loss_iou: 0.3401, dn_loss_cls: 0.0135, dn_loss_bbox: 0.1681, dn_loss_iou: 0.2617, d0.dn_loss_cls: 0.0437, d0.dn_loss_bbox: 0.2741, d0.dn_loss_iou: 0.3751, d1.dn_loss_cls: 0.0216, d1.dn_loss_bbox: 0.1941, d1.dn_loss_iou: 0.2918, d2.dn_loss_cls: 0.0165, d2.dn_loss_bbox: 0.1739, d2.dn_loss_iou: 0.2693, d3.dn_loss_cls: 0.0142, d3.dn_loss_bbox: 0.1699, d3.dn_loss_iou: 0.2644, d4.dn_loss_cls: 0.0136, d4.dn_loss_bbox: 0.1681, d4.dn_loss_iou: 0.2618, loss: 7.5413 2024-05-21 09:43:58,326 - mmdet - INFO - Epoch [27][650/3665] lr: 2.000e-04, eta: 14:45:21, time: 1.481, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1998, interm_loss_bbox: 0.1582, interm_loss_iou: 0.3890, loss_cls: 0.1650, loss_bbox: 0.1364, loss_iou: 0.3514, d0.loss_cls: 0.2143, d0.loss_bbox: 0.1413, d0.loss_iou: 0.3584, d1.loss_cls: 0.1886, d1.loss_bbox: 0.1403, d1.loss_iou: 0.3583, d2.loss_cls: 0.1828, d2.loss_bbox: 0.1379, d2.loss_iou: 0.3509, d3.loss_cls: 0.1706, d3.loss_bbox: 0.1372, d3.loss_iou: 0.3521, d4.loss_cls: 0.1654, d4.loss_bbox: 0.1371, d4.loss_iou: 0.3522, dn_loss_cls: 0.0147, dn_loss_bbox: 0.1756, dn_loss_iou: 0.2773, d0.dn_loss_cls: 0.0459, d0.dn_loss_bbox: 0.2792, d0.dn_loss_iou: 0.3915, d1.dn_loss_cls: 0.0238, d1.dn_loss_bbox: 0.2016, d1.dn_loss_iou: 0.3085, d2.dn_loss_cls: 0.0185, d2.dn_loss_bbox: 0.1813, d2.dn_loss_iou: 0.2854, d3.dn_loss_cls: 0.0162, d3.dn_loss_bbox: 0.1774, d3.dn_loss_iou: 0.2801, d4.dn_loss_cls: 0.0151, d4.dn_loss_bbox: 0.1755, d4.dn_loss_iou: 0.2772, loss: 7.9319 2024-05-21 09:45:09,748 - mmdet - INFO - Epoch [27][700/3665] lr: 2.000e-04, eta: 14:44:06, time: 1.428, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1965, interm_loss_bbox: 0.1524, interm_loss_iou: 0.3699, loss_cls: 0.1574, loss_bbox: 0.1340, loss_iou: 0.3413, d0.loss_cls: 0.2064, d0.loss_bbox: 0.1369, d0.loss_iou: 0.3438, d1.loss_cls: 0.1759, d1.loss_bbox: 0.1364, d1.loss_iou: 0.3432, d2.loss_cls: 0.1686, d2.loss_bbox: 0.1350, d2.loss_iou: 0.3405, d3.loss_cls: 0.1613, d3.loss_bbox: 0.1341, d3.loss_iou: 0.3408, d4.loss_cls: 0.1583, d4.loss_bbox: 0.1340, d4.loss_iou: 0.3414, dn_loss_cls: 0.0132, dn_loss_bbox: 0.1671, dn_loss_iou: 0.2674, d0.dn_loss_cls: 0.0432, d0.dn_loss_bbox: 0.2743, d0.dn_loss_iou: 0.3867, d1.dn_loss_cls: 0.0216, d1.dn_loss_bbox: 0.1941, d1.dn_loss_iou: 0.2997, d2.dn_loss_cls: 0.0165, d2.dn_loss_bbox: 0.1734, d2.dn_loss_iou: 0.2752, d3.dn_loss_cls: 0.0143, d3.dn_loss_bbox: 0.1691, d3.dn_loss_iou: 0.2699, d4.dn_loss_cls: 0.0135, d4.dn_loss_bbox: 0.1671, d4.dn_loss_iou: 0.2672, loss: 7.6417 2024-05-21 09:46:21,928 - mmdet - INFO - Epoch [27][750/3665] lr: 2.000e-04, eta: 14:42:52, time: 1.444, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1940, interm_loss_bbox: 0.1550, interm_loss_iou: 0.3674, loss_cls: 0.1598, loss_bbox: 0.1339, loss_iou: 0.3310, d0.loss_cls: 0.2081, d0.loss_bbox: 0.1386, d0.loss_iou: 0.3384, d1.loss_cls: 0.1790, d1.loss_bbox: 0.1362, d1.loss_iou: 0.3364, d2.loss_cls: 0.1707, d2.loss_bbox: 0.1362, d2.loss_iou: 0.3315, d3.loss_cls: 0.1636, d3.loss_bbox: 0.1350, d3.loss_iou: 0.3318, d4.loss_cls: 0.1614, d4.loss_bbox: 0.1336, d4.loss_iou: 0.3307, dn_loss_cls: 0.0133, dn_loss_bbox: 0.1758, dn_loss_iou: 0.2697, d0.dn_loss_cls: 0.0439, d0.dn_loss_bbox: 0.2818, d0.dn_loss_iou: 0.3857, d1.dn_loss_cls: 0.0219, d1.dn_loss_bbox: 0.2025, d1.dn_loss_iou: 0.3014, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1820, d2.dn_loss_iou: 0.2774, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1775, d3.dn_loss_iou: 0.2722, d4.dn_loss_cls: 0.0138, d4.dn_loss_bbox: 0.1757, d4.dn_loss_iou: 0.2695, loss: 7.6677 2024-05-21 09:47:38,525 - mmdet - INFO - Epoch [27][800/3665] lr: 2.000e-04, eta: 14:41:39, time: 1.532, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1887, interm_loss_bbox: 0.1536, interm_loss_iou: 0.3594, loss_cls: 0.1499, loss_bbox: 0.1341, loss_iou: 0.3278, d0.loss_cls: 0.2018, d0.loss_bbox: 0.1363, d0.loss_iou: 0.3314, d1.loss_cls: 0.1705, d1.loss_bbox: 0.1366, d1.loss_iou: 0.3313, d2.loss_cls: 0.1608, d2.loss_bbox: 0.1348, d2.loss_iou: 0.3276, d3.loss_cls: 0.1542, d3.loss_bbox: 0.1339, d3.loss_iou: 0.3281, d4.loss_cls: 0.1510, d4.loss_bbox: 0.1342, d4.loss_iou: 0.3279, dn_loss_cls: 0.0132, dn_loss_bbox: 0.1665, dn_loss_iou: 0.2614, d0.dn_loss_cls: 0.0434, d0.dn_loss_bbox: 0.2724, d0.dn_loss_iou: 0.3784, d1.dn_loss_cls: 0.0219, d1.dn_loss_bbox: 0.1922, d1.dn_loss_iou: 0.2925, d2.dn_loss_cls: 0.0165, d2.dn_loss_bbox: 0.1721, d2.dn_loss_iou: 0.2689, d3.dn_loss_cls: 0.0141, d3.dn_loss_bbox: 0.1682, d3.dn_loss_iou: 0.2641, d4.dn_loss_cls: 0.0135, d4.dn_loss_bbox: 0.1664, d4.dn_loss_iou: 0.2613, loss: 7.4608 2024-05-21 09:48:55,970 - mmdet - INFO - Epoch [27][850/3665] lr: 2.000e-04, eta: 14:40:27, time: 1.549, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1969, interm_loss_bbox: 0.1587, interm_loss_iou: 0.3624, loss_cls: 0.1579, loss_bbox: 0.1351, loss_iou: 0.3285, d0.loss_cls: 0.2082, d0.loss_bbox: 0.1409, d0.loss_iou: 0.3365, d1.loss_cls: 0.1762, d1.loss_bbox: 0.1387, d1.loss_iou: 0.3351, d2.loss_cls: 0.1675, d2.loss_bbox: 0.1363, d2.loss_iou: 0.3296, d3.loss_cls: 0.1609, d3.loss_bbox: 0.1360, d3.loss_iou: 0.3305, d4.loss_cls: 0.1593, d4.loss_bbox: 0.1352, d4.loss_iou: 0.3281, dn_loss_cls: 0.0136, dn_loss_bbox: 0.1797, dn_loss_iou: 0.2685, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2866, d0.dn_loss_iou: 0.3838, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.2061, d1.dn_loss_iou: 0.2994, d2.dn_loss_cls: 0.0170, d2.dn_loss_bbox: 0.1851, d2.dn_loss_iou: 0.2758, d3.dn_loss_cls: 0.0149, d3.dn_loss_bbox: 0.1814, d3.dn_loss_iou: 0.2710, d4.dn_loss_cls: 0.0140, d4.dn_loss_bbox: 0.1797, d4.dn_loss_iou: 0.2683, loss: 7.6709 2024-05-21 09:50:10,223 - mmdet - INFO - Epoch [27][900/3665] lr: 2.000e-04, eta: 14:39:13, time: 1.485, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1827, interm_loss_bbox: 0.1506, interm_loss_iou: 0.3590, loss_cls: 0.1476, loss_bbox: 0.1294, loss_iou: 0.3241, d0.loss_cls: 0.1966, d0.loss_bbox: 0.1346, d0.loss_iou: 0.3321, d1.loss_cls: 0.1636, d1.loss_bbox: 0.1335, d1.loss_iou: 0.3311, d2.loss_cls: 0.1544, d2.loss_bbox: 0.1317, d2.loss_iou: 0.3269, d3.loss_cls: 0.1495, d3.loss_bbox: 0.1302, d3.loss_iou: 0.3259, d4.loss_cls: 0.1479, d4.loss_bbox: 0.1298, d4.loss_iou: 0.3245, dn_loss_cls: 0.0122, dn_loss_bbox: 0.1618, dn_loss_iou: 0.2529, d0.dn_loss_cls: 0.0422, d0.dn_loss_bbox: 0.2631, d0.dn_loss_iou: 0.3660, d1.dn_loss_cls: 0.0202, d1.dn_loss_bbox: 0.1862, d1.dn_loss_iou: 0.2815, d2.dn_loss_cls: 0.0153, d2.dn_loss_bbox: 0.1671, d2.dn_loss_iou: 0.2598, d3.dn_loss_cls: 0.0132, d3.dn_loss_bbox: 0.1634, d3.dn_loss_iou: 0.2550, d4.dn_loss_cls: 0.0125, d4.dn_loss_bbox: 0.1617, d4.dn_loss_iou: 0.2527, loss: 7.2927 2024-05-21 09:51:22,924 - mmdet - INFO - Epoch [27][950/3665] lr: 2.000e-04, eta: 14:37:59, time: 1.454, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1868, interm_loss_bbox: 0.1544, interm_loss_iou: 0.3472, loss_cls: 0.1481, loss_bbox: 0.1342, loss_iou: 0.3135, d0.loss_cls: 0.2010, d0.loss_bbox: 0.1381, d0.loss_iou: 0.3205, d1.loss_cls: 0.1688, d1.loss_bbox: 0.1366, d1.loss_iou: 0.3184, d2.loss_cls: 0.1570, d2.loss_bbox: 0.1346, d2.loss_iou: 0.3148, d3.loss_cls: 0.1519, d3.loss_bbox: 0.1343, d3.loss_iou: 0.3139, d4.loss_cls: 0.1496, d4.loss_bbox: 0.1341, d4.loss_iou: 0.3133, dn_loss_cls: 0.0122, dn_loss_bbox: 0.1654, dn_loss_iou: 0.2539, d0.dn_loss_cls: 0.0418, d0.dn_loss_bbox: 0.2668, d0.dn_loss_iou: 0.3647, d1.dn_loss_cls: 0.0201, d1.dn_loss_bbox: 0.1908, d1.dn_loss_iou: 0.2841, d2.dn_loss_cls: 0.0152, d2.dn_loss_bbox: 0.1709, d2.dn_loss_iou: 0.2611, d3.dn_loss_cls: 0.0132, d3.dn_loss_bbox: 0.1668, d3.dn_loss_iou: 0.2562, d4.dn_loss_cls: 0.0125, d4.dn_loss_bbox: 0.1653, d4.dn_loss_iou: 0.2538, loss: 7.2859 2024-05-21 09:52:34,619 - mmdet - INFO - Epoch [27][1000/3665] lr: 2.000e-04, eta: 14:36:44, time: 1.434, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1892, interm_loss_bbox: 0.1605, interm_loss_iou: 0.3620, loss_cls: 0.1569, loss_bbox: 0.1367, loss_iou: 0.3245, d0.loss_cls: 0.2047, d0.loss_bbox: 0.1422, d0.loss_iou: 0.3321, d1.loss_cls: 0.1732, d1.loss_bbox: 0.1412, d1.loss_iou: 0.3318, d2.loss_cls: 0.1637, d2.loss_bbox: 0.1388, d2.loss_iou: 0.3282, d3.loss_cls: 0.1601, d3.loss_bbox: 0.1373, d3.loss_iou: 0.3252, d4.loss_cls: 0.1578, d4.loss_bbox: 0.1369, d4.loss_iou: 0.3252, dn_loss_cls: 0.0130, dn_loss_bbox: 0.1814, dn_loss_iou: 0.2665, d0.dn_loss_cls: 0.0434, d0.dn_loss_bbox: 0.2891, d0.dn_loss_iou: 0.3836, d1.dn_loss_cls: 0.0216, d1.dn_loss_bbox: 0.2076, d1.dn_loss_iou: 0.2969, d2.dn_loss_cls: 0.0165, d2.dn_loss_bbox: 0.1869, d2.dn_loss_iou: 0.2738, d3.dn_loss_cls: 0.0141, d3.dn_loss_bbox: 0.1829, d3.dn_loss_iou: 0.2690, d4.dn_loss_cls: 0.0134, d4.dn_loss_bbox: 0.1813, d4.dn_loss_iou: 0.2663, loss: 7.6356 2024-05-21 09:53:46,350 - mmdet - INFO - Epoch [27][1050/3665] lr: 2.000e-04, eta: 14:35:30, time: 1.435, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1945, interm_loss_bbox: 0.1512, interm_loss_iou: 0.3610, loss_cls: 0.1598, loss_bbox: 0.1320, loss_iou: 0.3304, d0.loss_cls: 0.2073, d0.loss_bbox: 0.1363, d0.loss_iou: 0.3370, d1.loss_cls: 0.1775, d1.loss_bbox: 0.1351, d1.loss_iou: 0.3353, d2.loss_cls: 0.1684, d2.loss_bbox: 0.1330, d2.loss_iou: 0.3317, d3.loss_cls: 0.1640, d3.loss_bbox: 0.1318, d3.loss_iou: 0.3303, d4.loss_cls: 0.1607, d4.loss_bbox: 0.1318, d4.loss_iou: 0.3303, dn_loss_cls: 0.0134, dn_loss_bbox: 0.1669, dn_loss_iou: 0.2611, d0.dn_loss_cls: 0.0438, d0.dn_loss_bbox: 0.2666, d0.dn_loss_iou: 0.3741, d1.dn_loss_cls: 0.0217, d1.dn_loss_bbox: 0.1897, d1.dn_loss_iou: 0.2907, d2.dn_loss_cls: 0.0165, d2.dn_loss_bbox: 0.1714, d2.dn_loss_iou: 0.2681, d3.dn_loss_cls: 0.0144, d3.dn_loss_bbox: 0.1682, d3.dn_loss_iou: 0.2635, d4.dn_loss_cls: 0.0137, d4.dn_loss_bbox: 0.1669, d4.dn_loss_iou: 0.2611, loss: 7.5112 2024-05-21 09:55:02,215 - mmdet - INFO - Epoch [27][1100/3665] lr: 2.000e-04, eta: 14:34:17, time: 1.517, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1840, interm_loss_bbox: 0.1572, interm_loss_iou: 0.3532, loss_cls: 0.1521, loss_bbox: 0.1356, loss_iou: 0.3203, d0.loss_cls: 0.1983, d0.loss_bbox: 0.1399, d0.loss_iou: 0.3255, d1.loss_cls: 0.1687, d1.loss_bbox: 0.1379, d1.loss_iou: 0.3233, d2.loss_cls: 0.1588, d2.loss_bbox: 0.1366, d2.loss_iou: 0.3221, d3.loss_cls: 0.1546, d3.loss_bbox: 0.1359, d3.loss_iou: 0.3213, d4.loss_cls: 0.1530, d4.loss_bbox: 0.1357, d4.loss_iou: 0.3202, dn_loss_cls: 0.0125, dn_loss_bbox: 0.1686, dn_loss_iou: 0.2524, d0.dn_loss_cls: 0.0423, d0.dn_loss_bbox: 0.2689, d0.dn_loss_iou: 0.3638, d1.dn_loss_cls: 0.0205, d1.dn_loss_bbox: 0.1929, d1.dn_loss_iou: 0.2823, d2.dn_loss_cls: 0.0154, d2.dn_loss_bbox: 0.1741, d2.dn_loss_iou: 0.2599, d3.dn_loss_cls: 0.0132, d3.dn_loss_bbox: 0.1701, d3.dn_loss_iou: 0.2548, d4.dn_loss_cls: 0.0127, d4.dn_loss_bbox: 0.1686, d4.dn_loss_iou: 0.2523, loss: 7.3595 2024-05-21 09:56:16,006 - mmdet - INFO - Epoch [27][1150/3665] lr: 2.000e-04, eta: 14:33:03, time: 1.476, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1952, interm_loss_bbox: 0.1531, interm_loss_iou: 0.3566, loss_cls: 0.1586, loss_bbox: 0.1297, loss_iou: 0.3191, d0.loss_cls: 0.2083, d0.loss_bbox: 0.1347, d0.loss_iou: 0.3260, d1.loss_cls: 0.1761, d1.loss_bbox: 0.1321, d1.loss_iou: 0.3233, d2.loss_cls: 0.1662, d2.loss_bbox: 0.1311, d2.loss_iou: 0.3217, d3.loss_cls: 0.1615, d3.loss_bbox: 0.1300, d3.loss_iou: 0.3198, d4.loss_cls: 0.1596, d4.loss_bbox: 0.1296, d4.loss_iou: 0.3188, dn_loss_cls: 0.0132, dn_loss_bbox: 0.1728, dn_loss_iou: 0.2612, d0.dn_loss_cls: 0.0439, d0.dn_loss_bbox: 0.2805, d0.dn_loss_iou: 0.3792, d1.dn_loss_cls: 0.0219, d1.dn_loss_bbox: 0.1997, d1.dn_loss_iou: 0.2932, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1791, d2.dn_loss_iou: 0.2690, d3.dn_loss_cls: 0.0143, d3.dn_loss_bbox: 0.1748, d3.dn_loss_iou: 0.2640, d4.dn_loss_cls: 0.0135, d4.dn_loss_bbox: 0.1728, d4.dn_loss_iou: 0.2612, loss: 7.4822 2024-05-21 09:57:29,763 - mmdet - INFO - Epoch [27][1200/3665] lr: 2.000e-04, eta: 14:31:49, time: 1.475, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1911, interm_loss_bbox: 0.1499, interm_loss_iou: 0.3578, loss_cls: 0.1568, loss_bbox: 0.1276, loss_iou: 0.3223, d0.loss_cls: 0.2044, d0.loss_bbox: 0.1326, d0.loss_iou: 0.3295, d1.loss_cls: 0.1730, d1.loss_bbox: 0.1310, d1.loss_iou: 0.3281, d2.loss_cls: 0.1635, d2.loss_bbox: 0.1299, d2.loss_iou: 0.3254, d3.loss_cls: 0.1596, d3.loss_bbox: 0.1288, d3.loss_iou: 0.3234, d4.loss_cls: 0.1574, d4.loss_bbox: 0.1280, d4.loss_iou: 0.3227, dn_loss_cls: 0.0133, dn_loss_bbox: 0.1679, dn_loss_iou: 0.2627, d0.dn_loss_cls: 0.0433, d0.dn_loss_bbox: 0.2726, d0.dn_loss_iou: 0.3779, d1.dn_loss_cls: 0.0216, d1.dn_loss_bbox: 0.1926, d1.dn_loss_iou: 0.2937, d2.dn_loss_cls: 0.0164, d2.dn_loss_bbox: 0.1734, d2.dn_loss_iou: 0.2704, d3.dn_loss_cls: 0.0143, d3.dn_loss_bbox: 0.1696, d3.dn_loss_iou: 0.2654, d4.dn_loss_cls: 0.0136, d4.dn_loss_bbox: 0.1678, d4.dn_loss_iou: 0.2626, loss: 7.4417 2024-05-21 09:58:43,529 - mmdet - INFO - Epoch [27][1250/3665] lr: 2.000e-04, eta: 14:30:35, time: 1.475, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1917, interm_loss_bbox: 0.1506, interm_loss_iou: 0.3657, loss_cls: 0.1595, loss_bbox: 0.1285, loss_iou: 0.3302, d0.loss_cls: 0.2060, d0.loss_bbox: 0.1348, d0.loss_iou: 0.3397, d1.loss_cls: 0.1757, d1.loss_bbox: 0.1332, d1.loss_iou: 0.3372, d2.loss_cls: 0.1668, d2.loss_bbox: 0.1296, d2.loss_iou: 0.3327, d3.loss_cls: 0.1624, d3.loss_bbox: 0.1287, d3.loss_iou: 0.3316, d4.loss_cls: 0.1604, d4.loss_bbox: 0.1284, d4.loss_iou: 0.3305, dn_loss_cls: 0.0136, dn_loss_bbox: 0.1685, dn_loss_iou: 0.2633, d0.dn_loss_cls: 0.0439, d0.dn_loss_bbox: 0.2714, d0.dn_loss_iou: 0.3796, d1.dn_loss_cls: 0.0220, d1.dn_loss_bbox: 0.1937, d1.dn_loss_iou: 0.2944, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1736, d2.dn_loss_iou: 0.2707, d3.dn_loss_cls: 0.0146, d3.dn_loss_bbox: 0.1700, d3.dn_loss_iou: 0.2659, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1684, d4.dn_loss_iou: 0.2632, loss: 7.5311 2024-05-21 09:59:58,879 - mmdet - INFO - Epoch [27][1300/3665] lr: 2.000e-04, eta: 14:29:22, time: 1.507, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1941, interm_loss_bbox: 0.1523, interm_loss_iou: 0.3656, loss_cls: 0.1592, loss_bbox: 0.1299, loss_iou: 0.3291, d0.loss_cls: 0.2082, d0.loss_bbox: 0.1347, d0.loss_iou: 0.3380, d1.loss_cls: 0.1771, d1.loss_bbox: 0.1324, d1.loss_iou: 0.3348, d2.loss_cls: 0.1667, d2.loss_bbox: 0.1306, d2.loss_iou: 0.3318, d3.loss_cls: 0.1615, d3.loss_bbox: 0.1308, d3.loss_iou: 0.3307, d4.loss_cls: 0.1599, d4.loss_bbox: 0.1299, d4.loss_iou: 0.3295, dn_loss_cls: 0.0131, dn_loss_bbox: 0.1682, dn_loss_iou: 0.2653, d0.dn_loss_cls: 0.0435, d0.dn_loss_bbox: 0.2694, d0.dn_loss_iou: 0.3819, d1.dn_loss_cls: 0.0216, d1.dn_loss_bbox: 0.1927, d1.dn_loss_iou: 0.2963, d2.dn_loss_cls: 0.0163, d2.dn_loss_bbox: 0.1741, d2.dn_loss_iou: 0.2729, d3.dn_loss_cls: 0.0142, d3.dn_loss_bbox: 0.1700, d3.dn_loss_iou: 0.2681, d4.dn_loss_cls: 0.0135, d4.dn_loss_bbox: 0.1681, d4.dn_loss_iou: 0.2653, loss: 7.5414 2024-05-21 10:01:15,105 - mmdet - INFO - Epoch [27][1350/3665] lr: 2.000e-04, eta: 14:28:09, time: 1.525, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1910, interm_loss_bbox: 0.1515, interm_loss_iou: 0.3588, loss_cls: 0.1554, loss_bbox: 0.1313, loss_iou: 0.3253, d0.loss_cls: 0.2024, d0.loss_bbox: 0.1367, d0.loss_iou: 0.3343, d1.loss_cls: 0.1715, d1.loss_bbox: 0.1342, d1.loss_iou: 0.3310, d2.loss_cls: 0.1623, d2.loss_bbox: 0.1321, d2.loss_iou: 0.3274, d3.loss_cls: 0.1581, d3.loss_bbox: 0.1314, d3.loss_iou: 0.3264, d4.loss_cls: 0.1561, d4.loss_bbox: 0.1316, d4.loss_iou: 0.3251, dn_loss_cls: 0.0131, dn_loss_bbox: 0.1708, dn_loss_iou: 0.2655, d0.dn_loss_cls: 0.0433, d0.dn_loss_bbox: 0.2727, d0.dn_loss_iou: 0.3811, d1.dn_loss_cls: 0.0213, d1.dn_loss_bbox: 0.1953, d1.dn_loss_iou: 0.2955, d2.dn_loss_cls: 0.0162, d2.dn_loss_bbox: 0.1761, d2.dn_loss_iou: 0.2727, d3.dn_loss_cls: 0.0143, d3.dn_loss_bbox: 0.1722, d3.dn_loss_iou: 0.2678, d4.dn_loss_cls: 0.0134, d4.dn_loss_bbox: 0.1708, d4.dn_loss_iou: 0.2654, loss: 7.5016 2024-05-21 10:02:30,963 - mmdet - INFO - Epoch [27][1400/3665] lr: 2.000e-04, eta: 14:26:56, time: 1.517, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1906, interm_loss_bbox: 0.1514, interm_loss_iou: 0.3564, loss_cls: 0.1564, loss_bbox: 0.1297, loss_iou: 0.3217, d0.loss_cls: 0.2016, d0.loss_bbox: 0.1345, d0.loss_iou: 0.3280, d1.loss_cls: 0.1717, d1.loss_bbox: 0.1332, d1.loss_iou: 0.3269, d2.loss_cls: 0.1628, d2.loss_bbox: 0.1309, d2.loss_iou: 0.3242, d3.loss_cls: 0.1592, d3.loss_bbox: 0.1296, d3.loss_iou: 0.3224, d4.loss_cls: 0.1570, d4.loss_bbox: 0.1298, d4.loss_iou: 0.3219, dn_loss_cls: 0.0123, dn_loss_bbox: 0.1683, dn_loss_iou: 0.2605, d0.dn_loss_cls: 0.0415, d0.dn_loss_bbox: 0.2680, d0.dn_loss_iou: 0.3735, d1.dn_loss_cls: 0.0206, d1.dn_loss_bbox: 0.1915, d1.dn_loss_iou: 0.2904, d2.dn_loss_cls: 0.0154, d2.dn_loss_bbox: 0.1729, d2.dn_loss_iou: 0.2673, d3.dn_loss_cls: 0.0134, d3.dn_loss_bbox: 0.1696, d3.dn_loss_iou: 0.2627, d4.dn_loss_cls: 0.0126, d4.dn_loss_bbox: 0.1682, d4.dn_loss_iou: 0.2604, loss: 7.4088 2024-05-21 10:03:44,390 - mmdet - INFO - Epoch [27][1450/3665] lr: 2.000e-04, eta: 14:25:42, time: 1.468, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1893, interm_loss_bbox: 0.1509, interm_loss_iou: 0.3604, loss_cls: 0.1555, loss_bbox: 0.1298, loss_iou: 0.3258, d0.loss_cls: 0.2004, d0.loss_bbox: 0.1346, d0.loss_iou: 0.3326, d1.loss_cls: 0.1708, d1.loss_bbox: 0.1329, d1.loss_iou: 0.3303, d2.loss_cls: 0.1616, d2.loss_bbox: 0.1306, d2.loss_iou: 0.3276, d3.loss_cls: 0.1581, d3.loss_bbox: 0.1302, d3.loss_iou: 0.3265, d4.loss_cls: 0.1564, d4.loss_bbox: 0.1297, d4.loss_iou: 0.3254, dn_loss_cls: 0.0120, dn_loss_bbox: 0.1651, dn_loss_iou: 0.2624, d0.dn_loss_cls: 0.0415, d0.dn_loss_bbox: 0.2646, d0.dn_loss_iou: 0.3732, d1.dn_loss_cls: 0.0202, d1.dn_loss_bbox: 0.1881, d1.dn_loss_iou: 0.2913, d2.dn_loss_cls: 0.0152, d2.dn_loss_bbox: 0.1695, d2.dn_loss_iou: 0.2690, d3.dn_loss_cls: 0.0131, d3.dn_loss_bbox: 0.1664, d3.dn_loss_iou: 0.2647, d4.dn_loss_cls: 0.0123, d4.dn_loss_bbox: 0.1650, d4.dn_loss_iou: 0.2624, loss: 7.4156 2024-05-21 10:04:59,406 - mmdet - INFO - Epoch [27][1500/3665] lr: 2.000e-04, eta: 14:24:29, time: 1.500, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1927, interm_loss_bbox: 0.1498, interm_loss_iou: 0.3630, loss_cls: 0.1562, loss_bbox: 0.1292, loss_iou: 0.3292, d0.loss_cls: 0.2040, d0.loss_bbox: 0.1331, d0.loss_iou: 0.3361, d1.loss_cls: 0.1729, d1.loss_bbox: 0.1331, d1.loss_iou: 0.3357, d2.loss_cls: 0.1640, d2.loss_bbox: 0.1303, d2.loss_iou: 0.3316, d3.loss_cls: 0.1593, d3.loss_bbox: 0.1293, d3.loss_iou: 0.3302, d4.loss_cls: 0.1563, d4.loss_bbox: 0.1303, d4.loss_iou: 0.3303, dn_loss_cls: 0.0145, dn_loss_bbox: 0.1690, dn_loss_iou: 0.2660, d0.dn_loss_cls: 0.0448, d0.dn_loss_bbox: 0.2723, d0.dn_loss_iou: 0.3839, d1.dn_loss_cls: 0.0230, d1.dn_loss_bbox: 0.1936, d1.dn_loss_iou: 0.2963, d2.dn_loss_cls: 0.0182, d2.dn_loss_bbox: 0.1744, d2.dn_loss_iou: 0.2731, d3.dn_loss_cls: 0.0158, d3.dn_loss_bbox: 0.1706, d3.dn_loss_iou: 0.2684, d4.dn_loss_cls: 0.0149, d4.dn_loss_bbox: 0.1689, d4.dn_loss_iou: 0.2659, loss: 7.5302 2024-05-21 10:06:10,763 - mmdet - INFO - Epoch [27][1550/3665] lr: 2.000e-04, eta: 14:23:14, time: 1.427, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1935, interm_loss_bbox: 0.1455, interm_loss_iou: 0.3658, loss_cls: 0.1574, loss_bbox: 0.1264, loss_iou: 0.3329, d0.loss_cls: 0.2051, d0.loss_bbox: 0.1300, d0.loss_iou: 0.3374, d1.loss_cls: 0.1741, d1.loss_bbox: 0.1290, d1.loss_iou: 0.3363, d2.loss_cls: 0.1650, d2.loss_bbox: 0.1273, d2.loss_iou: 0.3334, d3.loss_cls: 0.1603, d3.loss_bbox: 0.1272, d3.loss_iou: 0.3337, d4.loss_cls: 0.1582, d4.loss_bbox: 0.1266, d4.loss_iou: 0.3334, dn_loss_cls: 0.0131, dn_loss_bbox: 0.1627, dn_loss_iou: 0.2624, d0.dn_loss_cls: 0.0430, d0.dn_loss_bbox: 0.2624, d0.dn_loss_iou: 0.3788, d1.dn_loss_cls: 0.0210, d1.dn_loss_bbox: 0.1861, d1.dn_loss_iou: 0.2924, d2.dn_loss_cls: 0.0160, d2.dn_loss_bbox: 0.1673, d2.dn_loss_iou: 0.2694, d3.dn_loss_cls: 0.0139, d3.dn_loss_bbox: 0.1640, d3.dn_loss_iou: 0.2648, d4.dn_loss_cls: 0.0133, d4.dn_loss_bbox: 0.1626, d4.dn_loss_iou: 0.2623, loss: 7.4539 2024-05-21 10:07:22,253 - mmdet - INFO - Epoch [27][1600/3665] lr: 2.000e-04, eta: 14:22:00, time: 1.430, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1917, interm_loss_bbox: 0.1490, interm_loss_iou: 0.3536, loss_cls: 0.1569, loss_bbox: 0.1314, loss_iou: 0.3227, d0.loss_cls: 0.2016, d0.loss_bbox: 0.1345, d0.loss_iou: 0.3263, d1.loss_cls: 0.1721, d1.loss_bbox: 0.1347, d1.loss_iou: 0.3272, d2.loss_cls: 0.1637, d2.loss_bbox: 0.1323, d2.loss_iou: 0.3244, d3.loss_cls: 0.1590, d3.loss_bbox: 0.1315, d3.loss_iou: 0.3234, d4.loss_cls: 0.1574, d4.loss_bbox: 0.1313, d4.loss_iou: 0.3228, dn_loss_cls: 0.0127, dn_loss_bbox: 0.1701, dn_loss_iou: 0.2605, d0.dn_loss_cls: 0.0418, d0.dn_loss_bbox: 0.2710, d0.dn_loss_iou: 0.3735, d1.dn_loss_cls: 0.0206, d1.dn_loss_bbox: 0.1936, d1.dn_loss_iou: 0.2898, d2.dn_loss_cls: 0.0157, d2.dn_loss_bbox: 0.1748, d2.dn_loss_iou: 0.2672, d3.dn_loss_cls: 0.0137, d3.dn_loss_bbox: 0.1713, d3.dn_loss_iou: 0.2629, d4.dn_loss_cls: 0.0129, d4.dn_loss_bbox: 0.1700, d4.dn_loss_iou: 0.2604, loss: 7.4300 2024-05-21 10:08:37,660 - mmdet - INFO - Epoch [27][1650/3665] lr: 2.000e-04, eta: 14:20:47, time: 1.508, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1880, interm_loss_bbox: 0.1507, interm_loss_iou: 0.3424, loss_cls: 0.1528, loss_bbox: 0.1295, loss_iou: 0.3093, d0.loss_cls: 0.1998, d0.loss_bbox: 0.1342, d0.loss_iou: 0.3157, d1.loss_cls: 0.1680, d1.loss_bbox: 0.1330, d1.loss_iou: 0.3141, d2.loss_cls: 0.1595, d2.loss_bbox: 0.1302, d2.loss_iou: 0.3110, d3.loss_cls: 0.1555, d3.loss_bbox: 0.1301, d3.loss_iou: 0.3104, d4.loss_cls: 0.1533, d4.loss_bbox: 0.1298, d4.loss_iou: 0.3101, dn_loss_cls: 0.0127, dn_loss_bbox: 0.1742, dn_loss_iou: 0.2584, d0.dn_loss_cls: 0.0420, d0.dn_loss_bbox: 0.2810, d0.dn_loss_iou: 0.3717, d1.dn_loss_cls: 0.0209, d1.dn_loss_bbox: 0.1998, d1.dn_loss_iou: 0.2881, d2.dn_loss_cls: 0.0158, d2.dn_loss_bbox: 0.1794, d2.dn_loss_iou: 0.2654, d3.dn_loss_cls: 0.0137, d3.dn_loss_bbox: 0.1758, d3.dn_loss_iou: 0.2607, d4.dn_loss_cls: 0.0129, d4.dn_loss_bbox: 0.1741, d4.dn_loss_iou: 0.2583, loss: 7.3322 2024-05-21 10:09:51,055 - mmdet - INFO - Epoch [27][1700/3665] lr: 2.000e-04, eta: 14:19:33, time: 1.468, data_time: 0.019, memory: 41053, interm_loss_cls: 0.1876, interm_loss_bbox: 0.1486, interm_loss_iou: 0.3547, loss_cls: 0.1536, loss_bbox: 0.1262, loss_iou: 0.3182, d0.loss_cls: 0.1975, d0.loss_bbox: 0.1315, d0.loss_iou: 0.3263, d1.loss_cls: 0.1680, d1.loss_bbox: 0.1299, d1.loss_iou: 0.3248, d2.loss_cls: 0.1594, d2.loss_bbox: 0.1275, d2.loss_iou: 0.3201, d3.loss_cls: 0.1554, d3.loss_bbox: 0.1268, d3.loss_iou: 0.3193, d4.loss_cls: 0.1545, d4.loss_bbox: 0.1261, d4.loss_iou: 0.3177, dn_loss_cls: 0.0124, dn_loss_bbox: 0.1636, dn_loss_iou: 0.2601, d0.dn_loss_cls: 0.0417, d0.dn_loss_bbox: 0.2625, d0.dn_loss_iou: 0.3745, d1.dn_loss_cls: 0.0203, d1.dn_loss_bbox: 0.1877, d1.dn_loss_iou: 0.2909, d2.dn_loss_cls: 0.0154, d2.dn_loss_bbox: 0.1686, d2.dn_loss_iou: 0.2673, d3.dn_loss_cls: 0.0133, d3.dn_loss_bbox: 0.1649, d3.dn_loss_iou: 0.2624, d4.dn_loss_cls: 0.0126, d4.dn_loss_bbox: 0.1636, d4.dn_loss_iou: 0.2600, loss: 7.3152 2024-05-21 10:11:04,888 - mmdet - INFO - Epoch [27][1750/3665] lr: 2.000e-04, eta: 14:18:19, time: 1.477, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1885, interm_loss_bbox: 0.1530, interm_loss_iou: 0.3462, loss_cls: 0.1531, loss_bbox: 0.1298, loss_iou: 0.3110, d0.loss_cls: 0.2004, d0.loss_bbox: 0.1337, d0.loss_iou: 0.3163, d1.loss_cls: 0.1701, d1.loss_bbox: 0.1324, d1.loss_iou: 0.3143, d2.loss_cls: 0.1598, d2.loss_bbox: 0.1308, d2.loss_iou: 0.3118, d3.loss_cls: 0.1566, d3.loss_bbox: 0.1294, d3.loss_iou: 0.3100, d4.loss_cls: 0.1544, d4.loss_bbox: 0.1296, d4.loss_iou: 0.3102, dn_loss_cls: 0.0127, dn_loss_bbox: 0.1733, dn_loss_iou: 0.2564, d0.dn_loss_cls: 0.0424, d0.dn_loss_bbox: 0.2770, d0.dn_loss_iou: 0.3689, d1.dn_loss_cls: 0.0207, d1.dn_loss_bbox: 0.1994, d1.dn_loss_iou: 0.2868, d2.dn_loss_cls: 0.0157, d2.dn_loss_bbox: 0.1787, d2.dn_loss_iou: 0.2637, d3.dn_loss_cls: 0.0135, d3.dn_loss_bbox: 0.1749, d3.dn_loss_iou: 0.2589, d4.dn_loss_cls: 0.0129, d4.dn_loss_bbox: 0.1733, d4.dn_loss_iou: 0.2563, loss: 7.3269 2024-05-21 10:12:18,116 - mmdet - INFO - Epoch [27][1800/3665] lr: 2.000e-04, eta: 14:17:05, time: 1.465, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1899, interm_loss_bbox: 0.1537, interm_loss_iou: 0.3513, loss_cls: 0.1513, loss_bbox: 0.1328, loss_iou: 0.3167, d0.loss_cls: 0.2052, d0.loss_bbox: 0.1389, d0.loss_iou: 0.3238, d1.loss_cls: 0.1689, d1.loss_bbox: 0.1370, d1.loss_iou: 0.3228, d2.loss_cls: 0.1591, d2.loss_bbox: 0.1343, d2.loss_iou: 0.3190, d3.loss_cls: 0.1542, d3.loss_bbox: 0.1335, d3.loss_iou: 0.3179, d4.loss_cls: 0.1524, d4.loss_bbox: 0.1323, d4.loss_iou: 0.3167, dn_loss_cls: 0.0128, dn_loss_bbox: 0.1660, dn_loss_iou: 0.2610, d0.dn_loss_cls: 0.0436, d0.dn_loss_bbox: 0.2717, d0.dn_loss_iou: 0.3798, d1.dn_loss_cls: 0.0215, d1.dn_loss_bbox: 0.1922, d1.dn_loss_iou: 0.2929, d2.dn_loss_cls: 0.0163, d2.dn_loss_bbox: 0.1712, d2.dn_loss_iou: 0.2685, d3.dn_loss_cls: 0.0140, d3.dn_loss_bbox: 0.1676, d3.dn_loss_iou: 0.2635, d4.dn_loss_cls: 0.0132, d4.dn_loss_bbox: 0.1659, d4.dn_loss_iou: 0.2608, loss: 7.3945 2024-05-21 10:13:37,831 - mmdet - INFO - Epoch [27][1850/3665] lr: 2.000e-04, eta: 14:15:53, time: 1.594, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1891, interm_loss_bbox: 0.1548, interm_loss_iou: 0.3547, loss_cls: 0.1550, loss_bbox: 0.1317, loss_iou: 0.3184, d0.loss_cls: 0.2044, d0.loss_bbox: 0.1366, d0.loss_iou: 0.3262, d1.loss_cls: 0.1715, d1.loss_bbox: 0.1361, d1.loss_iou: 0.3246, d2.loss_cls: 0.1630, d2.loss_bbox: 0.1333, d2.loss_iou: 0.3202, d3.loss_cls: 0.1576, d3.loss_bbox: 0.1326, d3.loss_iou: 0.3204, d4.loss_cls: 0.1556, d4.loss_bbox: 0.1320, d4.loss_iou: 0.3193, dn_loss_cls: 0.0130, dn_loss_bbox: 0.1733, dn_loss_iou: 0.2608, d0.dn_loss_cls: 0.0435, d0.dn_loss_bbox: 0.2803, d0.dn_loss_iou: 0.3758, d1.dn_loss_cls: 0.0215, d1.dn_loss_bbox: 0.1995, d1.dn_loss_iou: 0.2915, d2.dn_loss_cls: 0.0163, d2.dn_loss_bbox: 0.1788, d2.dn_loss_iou: 0.2682, d3.dn_loss_cls: 0.0140, d3.dn_loss_bbox: 0.1751, d3.dn_loss_iou: 0.2633, d4.dn_loss_cls: 0.0133, d4.dn_loss_bbox: 0.1733, d4.dn_loss_iou: 0.2608, loss: 7.4590 2024-05-21 10:14:55,693 - mmdet - INFO - Epoch [27][1900/3665] lr: 2.000e-04, eta: 14:14:41, time: 1.557, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1869, interm_loss_bbox: 0.1556, interm_loss_iou: 0.3535, loss_cls: 0.1478, loss_bbox: 0.1362, loss_iou: 0.3222, d0.loss_cls: 0.2001, d0.loss_bbox: 0.1401, d0.loss_iou: 0.3283, d1.loss_cls: 0.1675, d1.loss_bbox: 0.1402, d1.loss_iou: 0.3273, d2.loss_cls: 0.1572, d2.loss_bbox: 0.1369, d2.loss_iou: 0.3226, d3.loss_cls: 0.1520, d3.loss_bbox: 0.1357, d3.loss_iou: 0.3214, d4.loss_cls: 0.1488, d4.loss_bbox: 0.1360, d4.loss_iou: 0.3224, dn_loss_cls: 0.0133, dn_loss_bbox: 0.1761, dn_loss_iou: 0.2614, d0.dn_loss_cls: 0.0444, d0.dn_loss_bbox: 0.2850, d0.dn_loss_iou: 0.3813, d1.dn_loss_cls: 0.0221, d1.dn_loss_bbox: 0.2022, d1.dn_loss_iou: 0.2930, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1811, d2.dn_loss_iou: 0.2687, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1776, d3.dn_loss_iou: 0.2641, d4.dn_loss_cls: 0.0136, d4.dn_loss_bbox: 0.1760, d4.dn_loss_iou: 0.2613, loss: 7.4908 2024-05-21 10:16:11,616 - mmdet - INFO - Epoch [27][1950/3665] lr: 2.000e-04, eta: 14:13:28, time: 1.519, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1892, interm_loss_bbox: 0.1499, interm_loss_iou: 0.3573, loss_cls: 0.1521, loss_bbox: 0.1317, loss_iou: 0.3250, d0.loss_cls: 0.2003, d0.loss_bbox: 0.1365, d0.loss_iou: 0.3326, d1.loss_cls: 0.1680, d1.loss_bbox: 0.1355, d1.loss_iou: 0.3313, d2.loss_cls: 0.1602, d2.loss_bbox: 0.1326, d2.loss_iou: 0.3268, d3.loss_cls: 0.1559, d3.loss_bbox: 0.1314, d3.loss_iou: 0.3257, d4.loss_cls: 0.1533, d4.loss_bbox: 0.1316, d4.loss_iou: 0.3255, dn_loss_cls: 0.0132, dn_loss_bbox: 0.1679, dn_loss_iou: 0.2598, d0.dn_loss_cls: 0.0441, d0.dn_loss_bbox: 0.2686, d0.dn_loss_iou: 0.3756, d1.dn_loss_cls: 0.0219, d1.dn_loss_bbox: 0.1929, d1.dn_loss_iou: 0.2904, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1732, d2.dn_loss_iou: 0.2672, d3.dn_loss_cls: 0.0143, d3.dn_loss_bbox: 0.1694, d3.dn_loss_iou: 0.2623, d4.dn_loss_cls: 0.0137, d4.dn_loss_bbox: 0.1678, d4.dn_loss_iou: 0.2597, loss: 7.4312 2024-05-21 10:17:24,958 - mmdet - INFO - Epoch [27][2000/3665] lr: 2.000e-04, eta: 14:12:14, time: 1.467, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1876, interm_loss_bbox: 0.1539, interm_loss_iou: 0.3588, loss_cls: 0.1523, loss_bbox: 0.1318, loss_iou: 0.3209, d0.loss_cls: 0.2003, d0.loss_bbox: 0.1363, d0.loss_iou: 0.3286, d1.loss_cls: 0.1677, d1.loss_bbox: 0.1350, d1.loss_iou: 0.3265, d2.loss_cls: 0.1586, d2.loss_bbox: 0.1331, d2.loss_iou: 0.3240, d3.loss_cls: 0.1554, d3.loss_bbox: 0.1318, d3.loss_iou: 0.3216, d4.loss_cls: 0.1536, d4.loss_bbox: 0.1314, d4.loss_iou: 0.3206, dn_loss_cls: 0.0126, dn_loss_bbox: 0.1743, dn_loss_iou: 0.2610, d0.dn_loss_cls: 0.0431, d0.dn_loss_bbox: 0.2856, d0.dn_loss_iou: 0.3797, d1.dn_loss_cls: 0.0212, d1.dn_loss_bbox: 0.2015, d1.dn_loss_iou: 0.2931, d2.dn_loss_cls: 0.0162, d2.dn_loss_bbox: 0.1803, d2.dn_loss_iou: 0.2688, d3.dn_loss_cls: 0.0139, d3.dn_loss_bbox: 0.1762, d3.dn_loss_iou: 0.2637, d4.dn_loss_cls: 0.0131, d4.dn_loss_bbox: 0.1742, d4.dn_loss_iou: 0.2609, loss: 7.4690 2024-05-21 10:18:36,898 - mmdet - INFO - Epoch [27][2050/3665] lr: 2.000e-04, eta: 14:10:59, time: 1.439, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1868, interm_loss_bbox: 0.1522, interm_loss_iou: 0.3597, loss_cls: 0.1543, loss_bbox: 0.1296, loss_iou: 0.3206, d0.loss_cls: 0.1984, d0.loss_bbox: 0.1344, d0.loss_iou: 0.3303, d1.loss_cls: 0.1704, d1.loss_bbox: 0.1318, d1.loss_iou: 0.3264, d2.loss_cls: 0.1602, d2.loss_bbox: 0.1310, d2.loss_iou: 0.3243, d3.loss_cls: 0.1570, d3.loss_bbox: 0.1299, d3.loss_iou: 0.3213, d4.loss_cls: 0.1556, d4.loss_bbox: 0.1295, d4.loss_iou: 0.3203, dn_loss_cls: 0.0136, dn_loss_bbox: 0.1667, dn_loss_iou: 0.2587, d0.dn_loss_cls: 0.0447, d0.dn_loss_bbox: 0.2707, d0.dn_loss_iou: 0.3751, d1.dn_loss_cls: 0.0221, d1.dn_loss_bbox: 0.1926, d1.dn_loss_iou: 0.2900, d2.dn_loss_cls: 0.0170, d2.dn_loss_bbox: 0.1722, d2.dn_loss_iou: 0.2662, d3.dn_loss_cls: 0.0147, d3.dn_loss_bbox: 0.1683, d3.dn_loss_iou: 0.2614, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1667, d4.dn_loss_iou: 0.2587, loss: 7.3971 2024-05-21 10:19:50,377 - mmdet - INFO - Epoch [27][2100/3665] lr: 2.000e-04, eta: 14:09:46, time: 1.470, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1945, interm_loss_bbox: 0.1586, interm_loss_iou: 0.3523, loss_cls: 0.1596, loss_bbox: 0.1348, loss_iou: 0.3154, d0.loss_cls: 0.2050, d0.loss_bbox: 0.1402, d0.loss_iou: 0.3216, d1.loss_cls: 0.1738, d1.loss_bbox: 0.1393, d1.loss_iou: 0.3213, d2.loss_cls: 0.1652, d2.loss_bbox: 0.1365, d2.loss_iou: 0.3182, d3.loss_cls: 0.1619, d3.loss_bbox: 0.1358, d3.loss_iou: 0.3164, d4.loss_cls: 0.1606, d4.loss_bbox: 0.1348, d4.loss_iou: 0.3153, dn_loss_cls: 0.0134, dn_loss_bbox: 0.1793, dn_loss_iou: 0.2644, d0.dn_loss_cls: 0.0441, d0.dn_loss_bbox: 0.2846, d0.dn_loss_iou: 0.3783, d1.dn_loss_cls: 0.0217, d1.dn_loss_bbox: 0.2045, d1.dn_loss_iou: 0.2956, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1844, d2.dn_loss_iou: 0.2718, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1808, d3.dn_loss_iou: 0.2668, d4.dn_loss_cls: 0.0137, d4.dn_loss_bbox: 0.1792, d4.dn_loss_iou: 0.2643, loss: 7.5392 2024-05-21 10:21:01,962 - mmdet - INFO - Epoch [27][2150/3665] lr: 2.000e-04, eta: 14:08:31, time: 1.432, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1857, interm_loss_bbox: 0.1513, interm_loss_iou: 0.3649, loss_cls: 0.1519, loss_bbox: 0.1300, loss_iou: 0.3291, d0.loss_cls: 0.1967, d0.loss_bbox: 0.1362, d0.loss_iou: 0.3391, d1.loss_cls: 0.1658, d1.loss_bbox: 0.1345, d1.loss_iou: 0.3365, d2.loss_cls: 0.1580, d2.loss_bbox: 0.1323, d2.loss_iou: 0.3317, d3.loss_cls: 0.1540, d3.loss_bbox: 0.1314, d3.loss_iou: 0.3304, d4.loss_cls: 0.1527, d4.loss_bbox: 0.1299, d4.loss_iou: 0.3290, dn_loss_cls: 0.0129, dn_loss_bbox: 0.1600, dn_loss_iou: 0.2623, d0.dn_loss_cls: 0.0424, d0.dn_loss_bbox: 0.2602, d0.dn_loss_iou: 0.3745, d1.dn_loss_cls: 0.0210, d1.dn_loss_bbox: 0.1847, d1.dn_loss_iou: 0.2928, d2.dn_loss_cls: 0.0160, d2.dn_loss_bbox: 0.1655, d2.dn_loss_iou: 0.2696, d3.dn_loss_cls: 0.0139, d3.dn_loss_bbox: 0.1616, d3.dn_loss_iou: 0.2648, d4.dn_loss_cls: 0.0131, d4.dn_loss_bbox: 0.1599, d4.dn_loss_iou: 0.2622, loss: 7.4083 2024-05-21 10:22:17,697 - mmdet - INFO - Epoch [27][2200/3665] lr: 2.000e-04, eta: 14:07:18, time: 1.515, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1926, interm_loss_bbox: 0.1537, interm_loss_iou: 0.3611, loss_cls: 0.1568, loss_bbox: 0.1316, loss_iou: 0.3245, d0.loss_cls: 0.2062, d0.loss_bbox: 0.1354, d0.loss_iou: 0.3321, d1.loss_cls: 0.1761, d1.loss_bbox: 0.1340, d1.loss_iou: 0.3276, d2.loss_cls: 0.1646, d2.loss_bbox: 0.1326, d2.loss_iou: 0.3267, d3.loss_cls: 0.1600, d3.loss_bbox: 0.1320, d3.loss_iou: 0.3252, d4.loss_cls: 0.1572, d4.loss_bbox: 0.1322, d4.loss_iou: 0.3252, dn_loss_cls: 0.0127, dn_loss_bbox: 0.1652, dn_loss_iou: 0.2611, d0.dn_loss_cls: 0.0427, d0.dn_loss_bbox: 0.2690, d0.dn_loss_iou: 0.3747, d1.dn_loss_cls: 0.0211, d1.dn_loss_bbox: 0.1895, d1.dn_loss_iou: 0.2908, d2.dn_loss_cls: 0.0161, d2.dn_loss_bbox: 0.1707, d2.dn_loss_iou: 0.2681, d3.dn_loss_cls: 0.0138, d3.dn_loss_bbox: 0.1668, d3.dn_loss_iou: 0.2635, d4.dn_loss_cls: 0.0130, d4.dn_loss_bbox: 0.1652, d4.dn_loss_iou: 0.2610, loss: 7.4525 2024-05-21 10:23:31,541 - mmdet - INFO - Epoch [27][2250/3665] lr: 2.000e-04, eta: 14:06:04, time: 1.477, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1926, interm_loss_bbox: 0.1499, interm_loss_iou: 0.3635, loss_cls: 0.1583, loss_bbox: 0.1294, loss_iou: 0.3294, d0.loss_cls: 0.2050, d0.loss_bbox: 0.1340, d0.loss_iou: 0.3371, d1.loss_cls: 0.1740, d1.loss_bbox: 0.1334, d1.loss_iou: 0.3354, d2.loss_cls: 0.1648, d2.loss_bbox: 0.1312, d2.loss_iou: 0.3329, d3.loss_cls: 0.1615, d3.loss_bbox: 0.1295, d3.loss_iou: 0.3305, d4.loss_cls: 0.1596, d4.loss_bbox: 0.1292, d4.loss_iou: 0.3296, dn_loss_cls: 0.0135, dn_loss_bbox: 0.1709, dn_loss_iou: 0.2676, d0.dn_loss_cls: 0.0443, d0.dn_loss_bbox: 0.2738, d0.dn_loss_iou: 0.3857, d1.dn_loss_cls: 0.0223, d1.dn_loss_bbox: 0.1962, d1.dn_loss_iou: 0.2984, d2.dn_loss_cls: 0.0169, d2.dn_loss_bbox: 0.1761, d2.dn_loss_iou: 0.2747, d3.dn_loss_cls: 0.0147, d3.dn_loss_bbox: 0.1725, d3.dn_loss_iou: 0.2701, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1708, d4.dn_loss_iou: 0.2676, loss: 7.5611 2024-05-21 10:24:45,821 - mmdet - INFO - Epoch [27][2300/3665] lr: 2.000e-04, eta: 14:04:51, time: 1.486, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1955, interm_loss_bbox: 0.1584, interm_loss_iou: 0.3630, loss_cls: 0.1613, loss_bbox: 0.1361, loss_iou: 0.3269, d0.loss_cls: 0.2103, d0.loss_bbox: 0.1396, d0.loss_iou: 0.3342, d1.loss_cls: 0.1786, d1.loss_bbox: 0.1396, d1.loss_iou: 0.3328, d2.loss_cls: 0.1678, d2.loss_bbox: 0.1377, d2.loss_iou: 0.3303, d3.loss_cls: 0.1641, d3.loss_bbox: 0.1362, d3.loss_iou: 0.3278, d4.loss_cls: 0.1626, d4.loss_bbox: 0.1356, d4.loss_iou: 0.3271, dn_loss_cls: 0.0137, dn_loss_bbox: 0.1773, dn_loss_iou: 0.2647, d0.dn_loss_cls: 0.0429, d0.dn_loss_bbox: 0.2767, d0.dn_loss_iou: 0.3767, d1.dn_loss_cls: 0.0215, d1.dn_loss_bbox: 0.2016, d1.dn_loss_iou: 0.2949, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1823, d2.dn_loss_iou: 0.2718, d3.dn_loss_cls: 0.0147, d3.dn_loss_bbox: 0.1787, d3.dn_loss_iou: 0.2671, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1773, d4.dn_loss_iou: 0.2645, loss: 7.6228 2024-05-21 10:25:59,703 - mmdet - INFO - Epoch [27][2350/3665] lr: 2.000e-04, eta: 14:03:37, time: 1.478, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1952, interm_loss_bbox: 0.1496, interm_loss_iou: 0.3689, loss_cls: 0.1591, loss_bbox: 0.1297, loss_iou: 0.3354, d0.loss_cls: 0.2115, d0.loss_bbox: 0.1348, d0.loss_iou: 0.3439, d1.loss_cls: 0.1763, d1.loss_bbox: 0.1331, d1.loss_iou: 0.3407, d2.loss_cls: 0.1673, d2.loss_bbox: 0.1309, d2.loss_iou: 0.3374, d3.loss_cls: 0.1627, d3.loss_bbox: 0.1298, d3.loss_iou: 0.3359, d4.loss_cls: 0.1600, d4.loss_bbox: 0.1300, d4.loss_iou: 0.3359, dn_loss_cls: 0.0143, dn_loss_bbox: 0.1694, dn_loss_iou: 0.2702, d0.dn_loss_cls: 0.0450, d0.dn_loss_bbox: 0.2683, d0.dn_loss_iou: 0.3853, d1.dn_loss_cls: 0.0227, d1.dn_loss_bbox: 0.1939, d1.dn_loss_iou: 0.3013, d2.dn_loss_cls: 0.0177, d2.dn_loss_bbox: 0.1748, d2.dn_loss_iou: 0.2777, d3.dn_loss_cls: 0.0153, d3.dn_loss_bbox: 0.1711, d3.dn_loss_iou: 0.2727, d4.dn_loss_cls: 0.0146, d4.dn_loss_bbox: 0.1694, d4.dn_loss_iou: 0.2702, loss: 7.6222 2024-05-21 10:27:20,658 - mmdet - INFO - Epoch [27][2400/3665] lr: 2.000e-04, eta: 14:02:25, time: 1.619, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1902, interm_loss_bbox: 0.1556, interm_loss_iou: 0.3538, loss_cls: 0.1560, loss_bbox: 0.1307, loss_iou: 0.3156, d0.loss_cls: 0.2050, d0.loss_bbox: 0.1356, d0.loss_iou: 0.3232, d1.loss_cls: 0.1721, d1.loss_bbox: 0.1336, d1.loss_iou: 0.3192, d2.loss_cls: 0.1631, d2.loss_bbox: 0.1316, d2.loss_iou: 0.3177, d3.loss_cls: 0.1586, d3.loss_bbox: 0.1315, d3.loss_iou: 0.3164, d4.loss_cls: 0.1568, d4.loss_bbox: 0.1306, d4.loss_iou: 0.3157, dn_loss_cls: 0.0127, dn_loss_bbox: 0.1656, dn_loss_iou: 0.2588, d0.dn_loss_cls: 0.0432, d0.dn_loss_bbox: 0.2664, d0.dn_loss_iou: 0.3735, d1.dn_loss_cls: 0.0212, d1.dn_loss_bbox: 0.1886, d1.dn_loss_iou: 0.2880, d2.dn_loss_cls: 0.0158, d2.dn_loss_bbox: 0.1704, d2.dn_loss_iou: 0.2658, d3.dn_loss_cls: 0.0138, d3.dn_loss_bbox: 0.1670, d3.dn_loss_iou: 0.2611, d4.dn_loss_cls: 0.0130, d4.dn_loss_bbox: 0.1655, d4.dn_loss_iou: 0.2586, loss: 7.3618 2024-05-21 10:28:37,049 - mmdet - INFO - Epoch [27][2450/3665] lr: 2.000e-04, eta: 14:01:13, time: 1.528, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1905, interm_loss_bbox: 0.1533, interm_loss_iou: 0.3589, loss_cls: 0.1562, loss_bbox: 0.1304, loss_iou: 0.3228, d0.loss_cls: 0.2057, d0.loss_bbox: 0.1345, d0.loss_iou: 0.3289, d1.loss_cls: 0.1707, d1.loss_bbox: 0.1350, d1.loss_iou: 0.3290, d2.loss_cls: 0.1615, d2.loss_bbox: 0.1328, d2.loss_iou: 0.3258, d3.loss_cls: 0.1588, d3.loss_bbox: 0.1314, d3.loss_iou: 0.3238, d4.loss_cls: 0.1574, d4.loss_bbox: 0.1305, d4.loss_iou: 0.3224, dn_loss_cls: 0.0134, dn_loss_bbox: 0.1670, dn_loss_iou: 0.2662, d0.dn_loss_cls: 0.0439, d0.dn_loss_bbox: 0.2636, d0.dn_loss_iou: 0.3802, d1.dn_loss_cls: 0.0218, d1.dn_loss_bbox: 0.1900, d1.dn_loss_iou: 0.2973, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1718, d2.dn_loss_iou: 0.2733, d3.dn_loss_cls: 0.0144, d3.dn_loss_bbox: 0.1682, d3.dn_loss_iou: 0.2687, d4.dn_loss_cls: 0.0136, d4.dn_loss_bbox: 0.1669, d4.dn_loss_iou: 0.2662, loss: 7.4635 2024-05-21 10:29:54,773 - mmdet - INFO - Epoch [27][2500/3665] lr: 2.000e-04, eta: 14:00:00, time: 1.555, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1920, interm_loss_bbox: 0.1564, interm_loss_iou: 0.3608, loss_cls: 0.1573, loss_bbox: 0.1346, loss_iou: 0.3244, d0.loss_cls: 0.2031, d0.loss_bbox: 0.1396, d0.loss_iou: 0.3339, d1.loss_cls: 0.1730, d1.loss_bbox: 0.1387, d1.loss_iou: 0.3311, d2.loss_cls: 0.1646, d2.loss_bbox: 0.1357, d2.loss_iou: 0.3257, d3.loss_cls: 0.1601, d3.loss_bbox: 0.1352, d3.loss_iou: 0.3250, d4.loss_cls: 0.1588, d4.loss_bbox: 0.1341, d4.loss_iou: 0.3237, dn_loss_cls: 0.0132, dn_loss_bbox: 0.1778, dn_loss_iou: 0.2604, d0.dn_loss_cls: 0.0433, d0.dn_loss_bbox: 0.2879, d0.dn_loss_iou: 0.3756, d1.dn_loss_cls: 0.0214, d1.dn_loss_bbox: 0.2058, d1.dn_loss_iou: 0.2912, d2.dn_loss_cls: 0.0164, d2.dn_loss_bbox: 0.1834, d2.dn_loss_iou: 0.2675, d3.dn_loss_cls: 0.0142, d3.dn_loss_bbox: 0.1793, d3.dn_loss_iou: 0.2627, d4.dn_loss_cls: 0.0135, d4.dn_loss_bbox: 0.1777, d4.dn_loss_iou: 0.2603, loss: 7.5590 2024-05-21 10:31:08,550 - mmdet - INFO - Epoch [27][2550/3665] lr: 2.000e-04, eta: 13:58:46, time: 1.476, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1917, interm_loss_bbox: 0.1501, interm_loss_iou: 0.3591, loss_cls: 0.1553, loss_bbox: 0.1292, loss_iou: 0.3258, d0.loss_cls: 0.2015, d0.loss_bbox: 0.1333, d0.loss_iou: 0.3323, d1.loss_cls: 0.1712, d1.loss_bbox: 0.1317, d1.loss_iou: 0.3294, d2.loss_cls: 0.1613, d2.loss_bbox: 0.1305, d2.loss_iou: 0.3275, d3.loss_cls: 0.1578, d3.loss_bbox: 0.1296, d3.loss_iou: 0.3263, d4.loss_cls: 0.1562, d4.loss_bbox: 0.1293, d4.loss_iou: 0.3254, dn_loss_cls: 0.0123, dn_loss_bbox: 0.1733, dn_loss_iou: 0.2647, d0.dn_loss_cls: 0.0421, d0.dn_loss_bbox: 0.2764, d0.dn_loss_iou: 0.3832, d1.dn_loss_cls: 0.0208, d1.dn_loss_bbox: 0.1983, d1.dn_loss_iou: 0.2947, d2.dn_loss_cls: 0.0156, d2.dn_loss_bbox: 0.1789, d2.dn_loss_iou: 0.2720, d3.dn_loss_cls: 0.0133, d3.dn_loss_bbox: 0.1751, d3.dn_loss_iou: 0.2672, d4.dn_loss_cls: 0.0126, d4.dn_loss_bbox: 0.1732, d4.dn_loss_iou: 0.2646, loss: 7.4928 2024-05-21 10:32:20,713 - mmdet - INFO - Epoch [27][2600/3665] lr: 2.000e-04, eta: 13:57:32, time: 1.443, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1948, interm_loss_bbox: 0.1570, interm_loss_iou: 0.3629, loss_cls: 0.1598, loss_bbox: 0.1340, loss_iou: 0.3269, d0.loss_cls: 0.2051, d0.loss_bbox: 0.1392, d0.loss_iou: 0.3342, d1.loss_cls: 0.1759, d1.loss_bbox: 0.1379, d1.loss_iou: 0.3315, d2.loss_cls: 0.1672, d2.loss_bbox: 0.1355, d2.loss_iou: 0.3288, d3.loss_cls: 0.1618, d3.loss_bbox: 0.1354, d3.loss_iou: 0.3288, d4.loss_cls: 0.1604, d4.loss_bbox: 0.1341, d4.loss_iou: 0.3271, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1760, dn_loss_iou: 0.2717, d0.dn_loss_cls: 0.0451, d0.dn_loss_bbox: 0.2849, d0.dn_loss_iou: 0.3930, d1.dn_loss_cls: 0.0225, d1.dn_loss_bbox: 0.2032, d1.dn_loss_iou: 0.3043, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1821, d2.dn_loss_iou: 0.2795, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1778, d3.dn_loss_iou: 0.2741, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1759, d4.dn_loss_iou: 0.2716, loss: 7.6612 2024-05-21 10:33:32,721 - mmdet - INFO - Epoch [27][2650/3665] lr: 2.000e-04, eta: 13:56:18, time: 1.440, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1932, interm_loss_bbox: 0.1505, interm_loss_iou: 0.3615, loss_cls: 0.1569, loss_bbox: 0.1299, loss_iou: 0.3277, d0.loss_cls: 0.2072, d0.loss_bbox: 0.1328, d0.loss_iou: 0.3321, d1.loss_cls: 0.1750, d1.loss_bbox: 0.1320, d1.loss_iou: 0.3306, d2.loss_cls: 0.1658, d2.loss_bbox: 0.1297, d2.loss_iou: 0.3276, d3.loss_cls: 0.1601, d3.loss_bbox: 0.1303, d3.loss_iou: 0.3279, d4.loss_cls: 0.1580, d4.loss_bbox: 0.1300, d4.loss_iou: 0.3274, dn_loss_cls: 0.0140, dn_loss_bbox: 0.1720, dn_loss_iou: 0.2657, d0.dn_loss_cls: 0.0453, d0.dn_loss_bbox: 0.2734, d0.dn_loss_iou: 0.3831, d1.dn_loss_cls: 0.0224, d1.dn_loss_bbox: 0.1976, d1.dn_loss_iou: 0.2970, d2.dn_loss_cls: 0.0172, d2.dn_loss_bbox: 0.1776, d2.dn_loss_iou: 0.2732, d3.dn_loss_cls: 0.0151, d3.dn_loss_bbox: 0.1738, d3.dn_loss_iou: 0.2683, d4.dn_loss_cls: 0.0144, d4.dn_loss_bbox: 0.1720, d4.dn_loss_iou: 0.2655, loss: 7.5342 2024-05-21 10:34:47,488 - mmdet - INFO - Epoch [27][2700/3665] lr: 2.000e-04, eta: 13:55:04, time: 1.495, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1928, interm_loss_bbox: 0.1532, interm_loss_iou: 0.3628, loss_cls: 0.1568, loss_bbox: 0.1322, loss_iou: 0.3273, d0.loss_cls: 0.2081, d0.loss_bbox: 0.1363, d0.loss_iou: 0.3336, d1.loss_cls: 0.1752, d1.loss_bbox: 0.1366, d1.loss_iou: 0.3316, d2.loss_cls: 0.1641, d2.loss_bbox: 0.1346, d2.loss_iou: 0.3304, d3.loss_cls: 0.1595, d3.loss_bbox: 0.1330, d3.loss_iou: 0.3282, d4.loss_cls: 0.1569, d4.loss_bbox: 0.1328, d4.loss_iou: 0.3278, dn_loss_cls: 0.0141, dn_loss_bbox: 0.1687, dn_loss_iou: 0.2622, d0.dn_loss_cls: 0.0448, d0.dn_loss_bbox: 0.2758, d0.dn_loss_iou: 0.3800, d1.dn_loss_cls: 0.0226, d1.dn_loss_bbox: 0.1949, d1.dn_loss_iou: 0.2935, d2.dn_loss_cls: 0.0171, d2.dn_loss_bbox: 0.1748, d2.dn_loss_iou: 0.2697, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1707, d3.dn_loss_iou: 0.2649, d4.dn_loss_cls: 0.0143, d4.dn_loss_bbox: 0.1686, d4.dn_loss_iou: 0.2621, loss: 7.5275 2024-05-21 10:36:03,258 - mmdet - INFO - Epoch [27][2750/3665] lr: 2.000e-04, eta: 13:53:51, time: 1.515, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1885, interm_loss_bbox: 0.1525, interm_loss_iou: 0.3544, loss_cls: 0.1541, loss_bbox: 0.1319, loss_iou: 0.3216, d0.loss_cls: 0.2010, d0.loss_bbox: 0.1357, d0.loss_iou: 0.3273, d1.loss_cls: 0.1718, d1.loss_bbox: 0.1347, d1.loss_iou: 0.3257, d2.loss_cls: 0.1606, d2.loss_bbox: 0.1345, d2.loss_iou: 0.3240, d3.loss_cls: 0.1567, d3.loss_bbox: 0.1334, d3.loss_iou: 0.3228, d4.loss_cls: 0.1548, d4.loss_bbox: 0.1323, d4.loss_iou: 0.3220, dn_loss_cls: 0.0129, dn_loss_bbox: 0.1728, dn_loss_iou: 0.2640, d0.dn_loss_cls: 0.0430, d0.dn_loss_bbox: 0.2786, d0.dn_loss_iou: 0.3799, d1.dn_loss_cls: 0.0212, d1.dn_loss_bbox: 0.1988, d1.dn_loss_iou: 0.2950, d2.dn_loss_cls: 0.0162, d2.dn_loss_bbox: 0.1783, d2.dn_loss_iou: 0.2709, d3.dn_loss_cls: 0.0140, d3.dn_loss_bbox: 0.1744, d3.dn_loss_iou: 0.2663, d4.dn_loss_cls: 0.0132, d4.dn_loss_bbox: 0.1728, d4.dn_loss_iou: 0.2639, loss: 7.4766 2024-05-21 10:37:17,695 - mmdet - INFO - Epoch [27][2800/3665] lr: 2.000e-04, eta: 13:52:37, time: 1.489, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1929, interm_loss_bbox: 0.1509, interm_loss_iou: 0.3634, loss_cls: 0.1581, loss_bbox: 0.1309, loss_iou: 0.3298, d0.loss_cls: 0.2045, d0.loss_bbox: 0.1347, d0.loss_iou: 0.3371, d1.loss_cls: 0.1765, d1.loss_bbox: 0.1343, d1.loss_iou: 0.3340, d2.loss_cls: 0.1657, d2.loss_bbox: 0.1318, d2.loss_iou: 0.3311, d3.loss_cls: 0.1618, d3.loss_bbox: 0.1307, d3.loss_iou: 0.3296, d4.loss_cls: 0.1588, d4.loss_bbox: 0.1309, d4.loss_iou: 0.3298, dn_loss_cls: 0.0128, dn_loss_bbox: 0.1666, dn_loss_iou: 0.2620, d0.dn_loss_cls: 0.0430, d0.dn_loss_bbox: 0.2695, d0.dn_loss_iou: 0.3772, d1.dn_loss_cls: 0.0211, d1.dn_loss_bbox: 0.1924, d1.dn_loss_iou: 0.2924, d2.dn_loss_cls: 0.0160, d2.dn_loss_bbox: 0.1720, d2.dn_loss_iou: 0.2692, d3.dn_loss_cls: 0.0138, d3.dn_loss_bbox: 0.1684, d3.dn_loss_iou: 0.2645, d4.dn_loss_cls: 0.0131, d4.dn_loss_bbox: 0.1665, d4.dn_loss_iou: 0.2618, loss: 7.4995 2024-05-21 10:38:30,899 - mmdet - INFO - Epoch [27][2850/3665] lr: 2.000e-04, eta: 13:51:23, time: 1.464, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1969, interm_loss_bbox: 0.1501, interm_loss_iou: 0.3678, loss_cls: 0.1607, loss_bbox: 0.1323, loss_iou: 0.3374, d0.loss_cls: 0.2071, d0.loss_bbox: 0.1374, d0.loss_iou: 0.3455, d1.loss_cls: 0.1784, d1.loss_bbox: 0.1353, d1.loss_iou: 0.3435, d2.loss_cls: 0.1673, d2.loss_bbox: 0.1340, d2.loss_iou: 0.3411, d3.loss_cls: 0.1639, d3.loss_bbox: 0.1326, d3.loss_iou: 0.3382, d4.loss_cls: 0.1620, d4.loss_bbox: 0.1324, d4.loss_iou: 0.3370, dn_loss_cls: 0.0143, dn_loss_bbox: 0.1768, dn_loss_iou: 0.2751, d0.dn_loss_cls: 0.0454, d0.dn_loss_bbox: 0.2771, d0.dn_loss_iou: 0.3926, d1.dn_loss_cls: 0.0230, d1.dn_loss_bbox: 0.2032, d1.dn_loss_iou: 0.3084, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1824, d2.dn_loss_iou: 0.2829, d3.dn_loss_cls: 0.0152, d3.dn_loss_bbox: 0.1785, d3.dn_loss_iou: 0.2778, d4.dn_loss_cls: 0.0145, d4.dn_loss_bbox: 0.1768, d4.dn_loss_iou: 0.2749, loss: 7.7374 2024-05-21 10:39:46,151 - mmdet - INFO - Epoch [27][2900/3665] lr: 2.000e-04, eta: 13:50:10, time: 1.505, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1936, interm_loss_bbox: 0.1539, interm_loss_iou: 0.3682, loss_cls: 0.1604, loss_bbox: 0.1322, loss_iou: 0.3325, d0.loss_cls: 0.2053, d0.loss_bbox: 0.1368, d0.loss_iou: 0.3418, d1.loss_cls: 0.1766, d1.loss_bbox: 0.1362, d1.loss_iou: 0.3391, d2.loss_cls: 0.1666, d2.loss_bbox: 0.1344, d2.loss_iou: 0.3358, d3.loss_cls: 0.1626, d3.loss_bbox: 0.1337, d3.loss_iou: 0.3340, d4.loss_cls: 0.1606, d4.loss_bbox: 0.1331, d4.loss_iou: 0.3331, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1714, dn_loss_iou: 0.2666, d0.dn_loss_cls: 0.0440, d0.dn_loss_bbox: 0.2760, d0.dn_loss_iou: 0.3841, d1.dn_loss_cls: 0.0220, d1.dn_loss_bbox: 0.1961, d1.dn_loss_iou: 0.2966, d2.dn_loss_cls: 0.0169, d2.dn_loss_bbox: 0.1764, d2.dn_loss_iou: 0.2734, d3.dn_loss_cls: 0.0148, d3.dn_loss_bbox: 0.1726, d3.dn_loss_iou: 0.2689, d4.dn_loss_cls: 0.0142, d4.dn_loss_bbox: 0.1713, d4.dn_loss_iou: 0.2664, loss: 7.6161 2024-05-21 10:41:03,397 - mmdet - INFO - Epoch [27][2950/3665] lr: 2.000e-04, eta: 13:48:58, time: 1.545, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1867, interm_loss_bbox: 0.1532, interm_loss_iou: 0.3440, loss_cls: 0.1520, loss_bbox: 0.1318, loss_iou: 0.3095, d0.loss_cls: 0.1985, d0.loss_bbox: 0.1367, d0.loss_iou: 0.3183, d1.loss_cls: 0.1680, d1.loss_bbox: 0.1348, d1.loss_iou: 0.3148, d2.loss_cls: 0.1573, d2.loss_bbox: 0.1332, d2.loss_iou: 0.3121, d3.loss_cls: 0.1544, d3.loss_bbox: 0.1320, d3.loss_iou: 0.3103, d4.loss_cls: 0.1523, d4.loss_bbox: 0.1325, d4.loss_iou: 0.3105, dn_loss_cls: 0.0133, dn_loss_bbox: 0.1626, dn_loss_iou: 0.2550, d0.dn_loss_cls: 0.0431, d0.dn_loss_bbox: 0.2631, d0.dn_loss_iou: 0.3690, d1.dn_loss_cls: 0.0213, d1.dn_loss_bbox: 0.1870, d1.dn_loss_iou: 0.2849, d2.dn_loss_cls: 0.0163, d2.dn_loss_bbox: 0.1677, d2.dn_loss_iou: 0.2619, d3.dn_loss_cls: 0.0141, d3.dn_loss_bbox: 0.1639, d3.dn_loss_iou: 0.2572, d4.dn_loss_cls: 0.0135, d4.dn_loss_bbox: 0.1626, d4.dn_loss_iou: 0.2548, loss: 7.2542 2024-05-21 10:42:19,068 - mmdet - INFO - Epoch [27][3000/3665] lr: 2.000e-04, eta: 13:47:44, time: 1.513, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1893, interm_loss_bbox: 0.1534, interm_loss_iou: 0.3635, loss_cls: 0.1554, loss_bbox: 0.1292, loss_iou: 0.3267, d0.loss_cls: 0.2022, d0.loss_bbox: 0.1344, d0.loss_iou: 0.3338, d1.loss_cls: 0.1734, d1.loss_bbox: 0.1314, d1.loss_iou: 0.3294, d2.loss_cls: 0.1625, d2.loss_bbox: 0.1307, d2.loss_iou: 0.3285, d3.loss_cls: 0.1575, d3.loss_bbox: 0.1304, d3.loss_iou: 0.3278, d4.loss_cls: 0.1552, d4.loss_bbox: 0.1299, d4.loss_iou: 0.3275, dn_loss_cls: 0.0133, dn_loss_bbox: 0.1700, dn_loss_iou: 0.2610, d0.dn_loss_cls: 0.0434, d0.dn_loss_bbox: 0.2735, d0.dn_loss_iou: 0.3747, d1.dn_loss_cls: 0.0215, d1.dn_loss_bbox: 0.1948, d1.dn_loss_iou: 0.2907, d2.dn_loss_cls: 0.0164, d2.dn_loss_bbox: 0.1753, d2.dn_loss_iou: 0.2679, d3.dn_loss_cls: 0.0142, d3.dn_loss_bbox: 0.1716, d3.dn_loss_iou: 0.2636, d4.dn_loss_cls: 0.0135, d4.dn_loss_bbox: 0.1700, d4.dn_loss_iou: 0.2610, loss: 7.4685 2024-05-21 10:43:32,305 - mmdet - INFO - Epoch [27][3050/3665] lr: 2.000e-04, eta: 13:46:30, time: 1.465, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1877, interm_loss_bbox: 0.1528, interm_loss_iou: 0.3540, loss_cls: 0.1536, loss_bbox: 0.1287, loss_iou: 0.3196, d0.loss_cls: 0.2016, d0.loss_bbox: 0.1345, d0.loss_iou: 0.3281, d1.loss_cls: 0.1713, d1.loss_bbox: 0.1327, d1.loss_iou: 0.3249, d2.loss_cls: 0.1612, d2.loss_bbox: 0.1305, d2.loss_iou: 0.3212, d3.loss_cls: 0.1570, d3.loss_bbox: 0.1292, d3.loss_iou: 0.3202, d4.loss_cls: 0.1549, d4.loss_bbox: 0.1289, d4.loss_iou: 0.3193, dn_loss_cls: 0.0126, dn_loss_bbox: 0.1654, dn_loss_iou: 0.2558, d0.dn_loss_cls: 0.0415, d0.dn_loss_bbox: 0.2686, d0.dn_loss_iou: 0.3687, d1.dn_loss_cls: 0.0204, d1.dn_loss_bbox: 0.1911, d1.dn_loss_iou: 0.2857, d2.dn_loss_cls: 0.0155, d2.dn_loss_bbox: 0.1711, d2.dn_loss_iou: 0.2628, d3.dn_loss_cls: 0.0136, d3.dn_loss_bbox: 0.1670, d3.dn_loss_iou: 0.2582, d4.dn_loss_cls: 0.0129, d4.dn_loss_bbox: 0.1653, d4.dn_loss_iou: 0.2557, loss: 7.3438 2024-05-21 10:44:50,152 - mmdet - INFO - Epoch [27][3100/3665] lr: 2.000e-04, eta: 13:45:18, time: 1.557, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1906, interm_loss_bbox: 0.1557, interm_loss_iou: 0.3591, loss_cls: 0.1547, loss_bbox: 0.1339, loss_iou: 0.3227, d0.loss_cls: 0.2041, d0.loss_bbox: 0.1382, d0.loss_iou: 0.3303, d1.loss_cls: 0.1736, d1.loss_bbox: 0.1358, d1.loss_iou: 0.3272, d2.loss_cls: 0.1625, d2.loss_bbox: 0.1349, d2.loss_iou: 0.3261, d3.loss_cls: 0.1580, d3.loss_bbox: 0.1339, d3.loss_iou: 0.3236, d4.loss_cls: 0.1553, d4.loss_bbox: 0.1344, d4.loss_iou: 0.3228, dn_loss_cls: 0.0132, dn_loss_bbox: 0.1743, dn_loss_iou: 0.2614, d0.dn_loss_cls: 0.0436, d0.dn_loss_bbox: 0.2790, d0.dn_loss_iou: 0.3768, d1.dn_loss_cls: 0.0215, d1.dn_loss_bbox: 0.2004, d1.dn_loss_iou: 0.2929, d2.dn_loss_cls: 0.0165, d2.dn_loss_bbox: 0.1798, d2.dn_loss_iou: 0.2693, d3.dn_loss_cls: 0.0143, d3.dn_loss_bbox: 0.1758, d3.dn_loss_iou: 0.2638, d4.dn_loss_cls: 0.0135, d4.dn_loss_bbox: 0.1742, d4.dn_loss_iou: 0.2612, loss: 7.5089 2024-05-21 10:46:02,286 - mmdet - INFO - Epoch [27][3150/3665] lr: 2.000e-04, eta: 13:44:04, time: 1.443, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1937, interm_loss_bbox: 0.1555, interm_loss_iou: 0.3672, loss_cls: 0.1570, loss_bbox: 0.1337, loss_iou: 0.3327, d0.loss_cls: 0.2073, d0.loss_bbox: 0.1384, d0.loss_iou: 0.3390, d1.loss_cls: 0.1738, d1.loss_bbox: 0.1368, d1.loss_iou: 0.3373, d2.loss_cls: 0.1630, d2.loss_bbox: 0.1353, d2.loss_iou: 0.3362, d3.loss_cls: 0.1583, d3.loss_bbox: 0.1351, d3.loss_iou: 0.3347, d4.loss_cls: 0.1575, d4.loss_bbox: 0.1338, d4.loss_iou: 0.3332, dn_loss_cls: 0.0144, dn_loss_bbox: 0.1704, dn_loss_iou: 0.2689, d0.dn_loss_cls: 0.0444, d0.dn_loss_bbox: 0.2756, d0.dn_loss_iou: 0.3863, d1.dn_loss_cls: 0.0224, d1.dn_loss_bbox: 0.1968, d1.dn_loss_iou: 0.3000, d2.dn_loss_cls: 0.0174, d2.dn_loss_bbox: 0.1761, d2.dn_loss_iou: 0.2762, d3.dn_loss_cls: 0.0154, d3.dn_loss_bbox: 0.1719, d3.dn_loss_iou: 0.2713, d4.dn_loss_cls: 0.0147, d4.dn_loss_bbox: 0.1703, d4.dn_loss_iou: 0.2688, loss: 7.6210 2024-05-21 10:47:14,040 - mmdet - INFO - Epoch [27][3200/3665] lr: 2.000e-04, eta: 13:42:49, time: 1.435, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1888, interm_loss_bbox: 0.1517, interm_loss_iou: 0.3466, loss_cls: 0.1534, loss_bbox: 0.1301, loss_iou: 0.3136, d0.loss_cls: 0.2012, d0.loss_bbox: 0.1340, d0.loss_iou: 0.3193, d1.loss_cls: 0.1692, d1.loss_bbox: 0.1331, d1.loss_iou: 0.3187, d2.loss_cls: 0.1600, d2.loss_bbox: 0.1309, d2.loss_iou: 0.3156, d3.loss_cls: 0.1570, d3.loss_bbox: 0.1295, d3.loss_iou: 0.3128, d4.loss_cls: 0.1548, d4.loss_bbox: 0.1294, d4.loss_iou: 0.3132, dn_loss_cls: 0.0138, dn_loss_bbox: 0.1681, dn_loss_iou: 0.2585, d0.dn_loss_cls: 0.0441, d0.dn_loss_bbox: 0.2838, d0.dn_loss_iou: 0.3833, d1.dn_loss_cls: 0.0221, d1.dn_loss_bbox: 0.1950, d1.dn_loss_iou: 0.2906, d2.dn_loss_cls: 0.0170, d2.dn_loss_bbox: 0.1739, d2.dn_loss_iou: 0.2661, d3.dn_loss_cls: 0.0148, d3.dn_loss_bbox: 0.1698, d3.dn_loss_iou: 0.2611, d4.dn_loss_cls: 0.0141, d4.dn_loss_bbox: 0.1680, d4.dn_loss_iou: 0.2584, loss: 7.3655 2024-05-21 10:48:27,847 - mmdet - INFO - Epoch [27][3250/3665] lr: 2.000e-04, eta: 13:41:35, time: 1.476, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1912, interm_loss_bbox: 0.1550, interm_loss_iou: 0.3596, loss_cls: 0.1588, loss_bbox: 0.1343, loss_iou: 0.3252, d0.loss_cls: 0.2055, d0.loss_bbox: 0.1385, d0.loss_iou: 0.3328, d1.loss_cls: 0.1747, d1.loss_bbox: 0.1382, d1.loss_iou: 0.3299, d2.loss_cls: 0.1677, d2.loss_bbox: 0.1345, d2.loss_iou: 0.3261, d3.loss_cls: 0.1624, d3.loss_bbox: 0.1345, d3.loss_iou: 0.3251, d4.loss_cls: 0.1597, d4.loss_bbox: 0.1345, d4.loss_iou: 0.3252, dn_loss_cls: 0.0139, dn_loss_bbox: 0.1722, dn_loss_iou: 0.2669, d0.dn_loss_cls: 0.0445, d0.dn_loss_bbox: 0.2744, d0.dn_loss_iou: 0.3818, d1.dn_loss_cls: 0.0222, d1.dn_loss_bbox: 0.1969, d1.dn_loss_iou: 0.2972, d2.dn_loss_cls: 0.0170, d2.dn_loss_bbox: 0.1775, d2.dn_loss_iou: 0.2739, d3.dn_loss_cls: 0.0150, d3.dn_loss_bbox: 0.1736, d3.dn_loss_iou: 0.2692, d4.dn_loss_cls: 0.0142, d4.dn_loss_bbox: 0.1721, d4.dn_loss_iou: 0.2667, loss: 7.5627 2024-05-21 10:49:41,614 - mmdet - INFO - Epoch [27][3300/3665] lr: 2.000e-04, eta: 13:40:22, time: 1.475, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1883, interm_loss_bbox: 0.1535, interm_loss_iou: 0.3600, loss_cls: 0.1536, loss_bbox: 0.1297, loss_iou: 0.3237, d0.loss_cls: 0.1999, d0.loss_bbox: 0.1362, d0.loss_iou: 0.3317, d1.loss_cls: 0.1693, d1.loss_bbox: 0.1342, d1.loss_iou: 0.3300, d2.loss_cls: 0.1619, d2.loss_bbox: 0.1310, d2.loss_iou: 0.3254, d3.loss_cls: 0.1566, d3.loss_bbox: 0.1305, d3.loss_iou: 0.3247, d4.loss_cls: 0.1545, d4.loss_bbox: 0.1300, d4.loss_iou: 0.3245, dn_loss_cls: 0.0125, dn_loss_bbox: 0.1741, dn_loss_iou: 0.2615, d0.dn_loss_cls: 0.0431, d0.dn_loss_bbox: 0.2815, d0.dn_loss_iou: 0.3800, d1.dn_loss_cls: 0.0215, d1.dn_loss_bbox: 0.2000, d1.dn_loss_iou: 0.2924, d2.dn_loss_cls: 0.0162, d2.dn_loss_bbox: 0.1799, d2.dn_loss_iou: 0.2689, d3.dn_loss_cls: 0.0138, d3.dn_loss_bbox: 0.1756, d3.dn_loss_iou: 0.2641, d4.dn_loss_cls: 0.0130, d4.dn_loss_bbox: 0.1740, d4.dn_loss_iou: 0.2614, loss: 7.4827 2024-05-21 10:50:55,271 - mmdet - INFO - Epoch [27][3350/3665] lr: 2.000e-04, eta: 13:39:08, time: 1.473, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1954, interm_loss_bbox: 0.1552, interm_loss_iou: 0.3632, loss_cls: 0.1634, loss_bbox: 0.1320, loss_iou: 0.3264, d0.loss_cls: 0.2081, d0.loss_bbox: 0.1367, d0.loss_iou: 0.3342, d1.loss_cls: 0.1791, d1.loss_bbox: 0.1360, d1.loss_iou: 0.3325, d2.loss_cls: 0.1690, d2.loss_bbox: 0.1341, d2.loss_iou: 0.3298, d3.loss_cls: 0.1664, d3.loss_bbox: 0.1322, d3.loss_iou: 0.3272, d4.loss_cls: 0.1655, d4.loss_bbox: 0.1308, d4.loss_iou: 0.3255, dn_loss_cls: 0.0135, dn_loss_bbox: 0.1709, dn_loss_iou: 0.2667, d0.dn_loss_cls: 0.0430, d0.dn_loss_bbox: 0.2703, d0.dn_loss_iou: 0.3820, d1.dn_loss_cls: 0.0215, d1.dn_loss_bbox: 0.1957, d1.dn_loss_iou: 0.2975, d2.dn_loss_cls: 0.0166, d2.dn_loss_bbox: 0.1758, d2.dn_loss_iou: 0.2740, d3.dn_loss_cls: 0.0145, d3.dn_loss_bbox: 0.1725, d3.dn_loss_iou: 0.2692, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1708, d4.dn_loss_iou: 0.2667, loss: 7.5778 2024-05-21 10:52:08,587 - mmdet - INFO - Epoch [27][3400/3665] lr: 2.000e-04, eta: 13:37:54, time: 1.466, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1958, interm_loss_bbox: 0.1532, interm_loss_iou: 0.3522, loss_cls: 0.1611, loss_bbox: 0.1316, loss_iou: 0.3190, d0.loss_cls: 0.2082, d0.loss_bbox: 0.1356, d0.loss_iou: 0.3248, d1.loss_cls: 0.1761, d1.loss_bbox: 0.1362, d1.loss_iou: 0.3234, d2.loss_cls: 0.1673, d2.loss_bbox: 0.1329, d2.loss_iou: 0.3207, d3.loss_cls: 0.1634, d3.loss_bbox: 0.1318, d3.loss_iou: 0.3196, d4.loss_cls: 0.1619, d4.loss_bbox: 0.1318, d4.loss_iou: 0.3194, dn_loss_cls: 0.0134, dn_loss_bbox: 0.1716, dn_loss_iou: 0.2616, d0.dn_loss_cls: 0.0434, d0.dn_loss_bbox: 0.2795, d0.dn_loss_iou: 0.3798, d1.dn_loss_cls: 0.0216, d1.dn_loss_bbox: 0.1990, d1.dn_loss_iou: 0.2933, d2.dn_loss_cls: 0.0165, d2.dn_loss_bbox: 0.1780, d2.dn_loss_iou: 0.2693, d3.dn_loss_cls: 0.0144, d3.dn_loss_bbox: 0.1736, d3.dn_loss_iou: 0.2643, d4.dn_loss_cls: 0.0136, d4.dn_loss_bbox: 0.1715, d4.dn_loss_iou: 0.2615, loss: 7.4920 2024-05-21 10:53:27,010 - mmdet - INFO - Epoch [27][3450/3665] lr: 2.000e-04, eta: 13:36:42, time: 1.568, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1910, interm_loss_bbox: 0.1531, interm_loss_iou: 0.3630, loss_cls: 0.1555, loss_bbox: 0.1329, loss_iou: 0.3279, d0.loss_cls: 0.2025, d0.loss_bbox: 0.1372, d0.loss_iou: 0.3351, d1.loss_cls: 0.1703, d1.loss_bbox: 0.1358, d1.loss_iou: 0.3330, d2.loss_cls: 0.1631, d2.loss_bbox: 0.1331, d2.loss_iou: 0.3294, d3.loss_cls: 0.1585, d3.loss_bbox: 0.1328, d3.loss_iou: 0.3292, d4.loss_cls: 0.1568, d4.loss_bbox: 0.1325, d4.loss_iou: 0.3279, dn_loss_cls: 0.0131, dn_loss_bbox: 0.1719, dn_loss_iou: 0.2657, d0.dn_loss_cls: 0.0434, d0.dn_loss_bbox: 0.2708, d0.dn_loss_iou: 0.3783, d1.dn_loss_cls: 0.0216, d1.dn_loss_bbox: 0.1969, d1.dn_loss_iou: 0.2964, d2.dn_loss_cls: 0.0165, d2.dn_loss_bbox: 0.1770, d2.dn_loss_iou: 0.2731, d3.dn_loss_cls: 0.0142, d3.dn_loss_bbox: 0.1735, d3.dn_loss_iou: 0.2683, d4.dn_loss_cls: 0.0134, d4.dn_loss_bbox: 0.1719, d4.dn_loss_iou: 0.2657, loss: 7.5322 2024-05-21 10:54:44,293 - mmdet - INFO - Epoch [27][3500/3665] lr: 2.000e-04, eta: 13:35:29, time: 1.546, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1896, interm_loss_bbox: 0.1552, interm_loss_iou: 0.3608, loss_cls: 0.1570, loss_bbox: 0.1324, loss_iou: 0.3259, d0.loss_cls: 0.2014, d0.loss_bbox: 0.1365, d0.loss_iou: 0.3315, d1.loss_cls: 0.1718, d1.loss_bbox: 0.1357, d1.loss_iou: 0.3295, d2.loss_cls: 0.1630, d2.loss_bbox: 0.1334, d2.loss_iou: 0.3268, d3.loss_cls: 0.1598, d3.loss_bbox: 0.1327, d3.loss_iou: 0.3258, d4.loss_cls: 0.1574, d4.loss_bbox: 0.1327, d4.loss_iou: 0.3262, dn_loss_cls: 0.0130, dn_loss_bbox: 0.1752, dn_loss_iou: 0.2583, d0.dn_loss_cls: 0.0441, d0.dn_loss_bbox: 0.2843, d0.dn_loss_iou: 0.3744, d1.dn_loss_cls: 0.0218, d1.dn_loss_bbox: 0.2014, d1.dn_loss_iou: 0.2893, d2.dn_loss_cls: 0.0164, d2.dn_loss_bbox: 0.1807, d2.dn_loss_iou: 0.2657, d3.dn_loss_cls: 0.0142, d3.dn_loss_bbox: 0.1769, d3.dn_loss_iou: 0.2608, d4.dn_loss_cls: 0.0133, d4.dn_loss_bbox: 0.1752, d4.dn_loss_iou: 0.2583, loss: 7.5082 2024-05-21 10:55:56,064 - mmdet - INFO - Epoch [27][3550/3665] lr: 2.000e-04, eta: 13:34:14, time: 1.436, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1933, interm_loss_bbox: 0.1546, interm_loss_iou: 0.3578, loss_cls: 0.1575, loss_bbox: 0.1314, loss_iou: 0.3226, d0.loss_cls: 0.2057, d0.loss_bbox: 0.1350, d0.loss_iou: 0.3291, d1.loss_cls: 0.1725, d1.loss_bbox: 0.1353, d1.loss_iou: 0.3303, d2.loss_cls: 0.1648, d2.loss_bbox: 0.1322, d2.loss_iou: 0.3247, d3.loss_cls: 0.1596, d3.loss_bbox: 0.1326, d3.loss_iou: 0.3245, d4.loss_cls: 0.1587, d4.loss_bbox: 0.1310, d4.loss_iou: 0.3224, dn_loss_cls: 0.0134, dn_loss_bbox: 0.1672, dn_loss_iou: 0.2658, d0.dn_loss_cls: 0.0438, d0.dn_loss_bbox: 0.2714, d0.dn_loss_iou: 0.3815, d1.dn_loss_cls: 0.0217, d1.dn_loss_bbox: 0.1925, d1.dn_loss_iou: 0.2970, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1727, d2.dn_loss_iou: 0.2733, d3.dn_loss_cls: 0.0144, d3.dn_loss_bbox: 0.1686, d3.dn_loss_iou: 0.2681, d4.dn_loss_cls: 0.0137, d4.dn_loss_bbox: 0.1671, d4.dn_loss_iou: 0.2656, loss: 7.4900 2024-05-21 10:57:12,495 - mmdet - INFO - Epoch [27][3600/3665] lr: 2.000e-04, eta: 13:33:02, time: 1.529, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1889, interm_loss_bbox: 0.1535, interm_loss_iou: 0.3628, loss_cls: 0.1534, loss_bbox: 0.1322, loss_iou: 0.3296, d0.loss_cls: 0.2006, d0.loss_bbox: 0.1370, d0.loss_iou: 0.3357, d1.loss_cls: 0.1674, d1.loss_bbox: 0.1364, d1.loss_iou: 0.3352, d2.loss_cls: 0.1593, d2.loss_bbox: 0.1337, d2.loss_iou: 0.3320, d3.loss_cls: 0.1556, d3.loss_bbox: 0.1331, d3.loss_iou: 0.3305, d4.loss_cls: 0.1531, d4.loss_bbox: 0.1333, d4.loss_iou: 0.3306, dn_loss_cls: 0.0128, dn_loss_bbox: 0.1703, dn_loss_iou: 0.2648, d0.dn_loss_cls: 0.0416, d0.dn_loss_bbox: 0.2711, d0.dn_loss_iou: 0.3799, d1.dn_loss_cls: 0.0208, d1.dn_loss_bbox: 0.1948, d1.dn_loss_iou: 0.2952, d2.dn_loss_cls: 0.0158, d2.dn_loss_bbox: 0.1753, d2.dn_loss_iou: 0.2721, d3.dn_loss_cls: 0.0137, d3.dn_loss_bbox: 0.1718, d3.dn_loss_iou: 0.2675, d4.dn_loss_cls: 0.0130, d4.dn_loss_bbox: 0.1702, d4.dn_loss_iou: 0.2647, loss: 7.5090 2024-05-21 10:58:28,148 - mmdet - INFO - Epoch [27][3650/3665] lr: 2.000e-04, eta: 13:31:48, time: 1.513, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1894, interm_loss_bbox: 0.1522, interm_loss_iou: 0.3558, loss_cls: 0.1561, loss_bbox: 0.1304, loss_iou: 0.3227, d0.loss_cls: 0.2016, d0.loss_bbox: 0.1352, d0.loss_iou: 0.3278, d1.loss_cls: 0.1706, d1.loss_bbox: 0.1340, d1.loss_iou: 0.3270, d2.loss_cls: 0.1625, d2.loss_bbox: 0.1320, d2.loss_iou: 0.3248, d3.loss_cls: 0.1582, d3.loss_bbox: 0.1313, d3.loss_iou: 0.3240, d4.loss_cls: 0.1572, d4.loss_bbox: 0.1300, d4.loss_iou: 0.3225, dn_loss_cls: 0.0137, dn_loss_bbox: 0.1672, dn_loss_iou: 0.2619, d0.dn_loss_cls: 0.0439, d0.dn_loss_bbox: 0.2709, d0.dn_loss_iou: 0.3809, d1.dn_loss_cls: 0.0220, d1.dn_loss_bbox: 0.1918, d1.dn_loss_iou: 0.2937, d2.dn_loss_cls: 0.0167, d2.dn_loss_bbox: 0.1727, d2.dn_loss_iou: 0.2696, d3.dn_loss_cls: 0.0146, d3.dn_loss_bbox: 0.1689, d3.dn_loss_iou: 0.2646, d4.dn_loss_cls: 0.0139, d4.dn_loss_bbox: 0.1671, d4.dn_loss_iou: 0.2619, loss: 7.4414 2024-05-21 10:58:55,189 - mmdet - INFO - Saving checkpoint at 27 epochs 2024-05-21 11:02:37,200 - mmdet - INFO - Evaluating bbox... 2024-05-21 11:04:23,739 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.561 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.747 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.612 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.379 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.602 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.731 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.763 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.763 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.614 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.806 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.910 2024-05-21 11:04:25,832 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 11:04:25,834 - mmdet - INFO - Epoch(val) [27][313] bbox_mAP: 0.5610, bbox_mAP_50: 0.7470, bbox_mAP_75: 0.6120, bbox_mAP_s: 0.3790, bbox_mAP_m: 0.6020, bbox_mAP_l: 0.7310, bbox_mAP_copypaste: 0.561 0.747 0.612 0.379 0.602 0.731 2024-05-21 11:05:56,289 - mmdet - INFO - Epoch [28][50/3665] lr: 2.000e-05, eta: 13:30:11, time: 1.809, data_time: 0.184, memory: 41053, interm_loss_cls: 0.1861, interm_loss_bbox: 0.1441, interm_loss_iou: 0.3559, loss_cls: 0.1529, loss_bbox: 0.1249, loss_iou: 0.3247, d0.loss_cls: 0.1978, d0.loss_bbox: 0.1289, d0.loss_iou: 0.3327, d1.loss_cls: 0.1670, d1.loss_bbox: 0.1285, d1.loss_iou: 0.3320, d2.loss_cls: 0.1582, d2.loss_bbox: 0.1269, d2.loss_iou: 0.3297, d3.loss_cls: 0.1552, d3.loss_bbox: 0.1252, d3.loss_iou: 0.3264, d4.loss_cls: 0.1535, d4.loss_bbox: 0.1250, d4.loss_iou: 0.3248, dn_loss_cls: 0.0114, dn_loss_bbox: 0.1623, dn_loss_iou: 0.2558, d0.dn_loss_cls: 0.0408, d0.dn_loss_bbox: 0.2601, d0.dn_loss_iou: 0.3642, d1.dn_loss_cls: 0.0196, d1.dn_loss_bbox: 0.1862, d1.dn_loss_iou: 0.2862, d2.dn_loss_cls: 0.0146, d2.dn_loss_bbox: 0.1677, d2.dn_loss_iou: 0.2629, d3.dn_loss_cls: 0.0124, d3.dn_loss_bbox: 0.1638, d3.dn_loss_iou: 0.2580, d4.dn_loss_cls: 0.0117, d4.dn_loss_bbox: 0.1623, d4.dn_loss_iou: 0.2557, loss: 7.2961 2024-05-21 11:07:09,335 - mmdet - INFO - Epoch [28][100/3665] lr: 2.000e-05, eta: 13:28:56, time: 1.460, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1808, interm_loss_bbox: 0.1459, interm_loss_iou: 0.3367, loss_cls: 0.1488, loss_bbox: 0.1275, loss_iou: 0.3084, d0.loss_cls: 0.1917, d0.loss_bbox: 0.1319, d0.loss_iou: 0.3161, d1.loss_cls: 0.1604, d1.loss_bbox: 0.1327, d1.loss_iou: 0.3169, d2.loss_cls: 0.1520, d2.loss_bbox: 0.1303, d2.loss_iou: 0.3144, d3.loss_cls: 0.1503, d3.loss_bbox: 0.1287, d3.loss_iou: 0.3107, d4.loss_cls: 0.1490, d4.loss_bbox: 0.1282, d4.loss_iou: 0.3092, dn_loss_cls: 0.0113, dn_loss_bbox: 0.1639, dn_loss_iou: 0.2507, d0.dn_loss_cls: 0.0397, d0.dn_loss_bbox: 0.2597, d0.dn_loss_iou: 0.3535, d1.dn_loss_cls: 0.0192, d1.dn_loss_bbox: 0.1879, d1.dn_loss_iou: 0.2793, d2.dn_loss_cls: 0.0145, d2.dn_loss_bbox: 0.1690, d2.dn_loss_iou: 0.2572, d3.dn_loss_cls: 0.0124, d3.dn_loss_bbox: 0.1654, d3.dn_loss_iou: 0.2528, d4.dn_loss_cls: 0.0116, d4.dn_loss_bbox: 0.1638, d4.dn_loss_iou: 0.2506, loss: 7.1331 2024-05-21 11:08:22,926 - mmdet - INFO - Epoch [28][150/3665] lr: 2.000e-05, eta: 13:27:43, time: 1.472, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1825, interm_loss_bbox: 0.1438, interm_loss_iou: 0.3477, loss_cls: 0.1515, loss_bbox: 0.1270, loss_iou: 0.3195, d0.loss_cls: 0.1934, d0.loss_bbox: 0.1304, d0.loss_iou: 0.3264, d1.loss_cls: 0.1637, d1.loss_bbox: 0.1308, d1.loss_iou: 0.3252, d2.loss_cls: 0.1566, d2.loss_bbox: 0.1278, d2.loss_iou: 0.3222, d3.loss_cls: 0.1532, d3.loss_bbox: 0.1276, d3.loss_iou: 0.3203, d4.loss_cls: 0.1515, d4.loss_bbox: 0.1274, d4.loss_iou: 0.3198, dn_loss_cls: 0.0116, dn_loss_bbox: 0.1637, dn_loss_iou: 0.2574, d0.dn_loss_cls: 0.0398, d0.dn_loss_bbox: 0.2517, d0.dn_loss_iou: 0.3588, d1.dn_loss_cls: 0.0190, d1.dn_loss_bbox: 0.1845, d1.dn_loss_iou: 0.2849, d2.dn_loss_cls: 0.0145, d2.dn_loss_bbox: 0.1683, d2.dn_loss_iou: 0.2638, d3.dn_loss_cls: 0.0125, d3.dn_loss_bbox: 0.1649, d3.dn_loss_iou: 0.2596, d4.dn_loss_cls: 0.0118, d4.dn_loss_bbox: 0.1636, d4.dn_loss_iou: 0.2573, loss: 7.2358 2024-05-21 11:09:37,647 - mmdet - INFO - Epoch [28][200/3665] lr: 2.000e-05, eta: 13:26:29, time: 1.494, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1764, interm_loss_bbox: 0.1404, interm_loss_iou: 0.3433, loss_cls: 0.1444, loss_bbox: 0.1254, loss_iou: 0.3173, d0.loss_cls: 0.1869, d0.loss_bbox: 0.1288, d0.loss_iou: 0.3231, d1.loss_cls: 0.1583, d1.loss_bbox: 0.1285, d1.loss_iou: 0.3223, d2.loss_cls: 0.1500, d2.loss_bbox: 0.1267, d2.loss_iou: 0.3198, d3.loss_cls: 0.1467, d3.loss_bbox: 0.1254, d3.loss_iou: 0.3175, d4.loss_cls: 0.1448, d4.loss_bbox: 0.1255, d4.loss_iou: 0.3174, dn_loss_cls: 0.0111, dn_loss_bbox: 0.1567, dn_loss_iou: 0.2494, d0.dn_loss_cls: 0.0395, d0.dn_loss_bbox: 0.2454, d0.dn_loss_iou: 0.3510, d1.dn_loss_cls: 0.0184, d1.dn_loss_bbox: 0.1783, d1.dn_loss_iou: 0.2771, d2.dn_loss_cls: 0.0139, d2.dn_loss_bbox: 0.1612, d2.dn_loss_iou: 0.2554, d3.dn_loss_cls: 0.0121, d3.dn_loss_bbox: 0.1579, d3.dn_loss_iou: 0.2515, d4.dn_loss_cls: 0.0113, d4.dn_loss_bbox: 0.1567, d4.dn_loss_iou: 0.2494, loss: 7.0653 2024-05-21 11:10:56,448 - mmdet - INFO - Epoch [28][250/3665] lr: 2.000e-05, eta: 13:25:17, time: 1.576, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1781, interm_loss_bbox: 0.1406, interm_loss_iou: 0.3398, loss_cls: 0.1461, loss_bbox: 0.1255, loss_iou: 0.3147, d0.loss_cls: 0.1881, d0.loss_bbox: 0.1291, d0.loss_iou: 0.3214, d1.loss_cls: 0.1584, d1.loss_bbox: 0.1295, d1.loss_iou: 0.3208, d2.loss_cls: 0.1498, d2.loss_bbox: 0.1282, d2.loss_iou: 0.3196, d3.loss_cls: 0.1473, d3.loss_bbox: 0.1270, d3.loss_iou: 0.3167, d4.loss_cls: 0.1461, d4.loss_bbox: 0.1263, d4.loss_iou: 0.3154, dn_loss_cls: 0.0105, dn_loss_bbox: 0.1608, dn_loss_iou: 0.2484, d0.dn_loss_cls: 0.0396, d0.dn_loss_bbox: 0.2504, d0.dn_loss_iou: 0.3481, d1.dn_loss_cls: 0.0187, d1.dn_loss_bbox: 0.1816, d1.dn_loss_iou: 0.2747, d2.dn_loss_cls: 0.0139, d2.dn_loss_bbox: 0.1649, d2.dn_loss_iou: 0.2544, d3.dn_loss_cls: 0.0117, d3.dn_loss_bbox: 0.1620, d3.dn_loss_iou: 0.2504, d4.dn_loss_cls: 0.0109, d4.dn_loss_bbox: 0.1607, d4.dn_loss_iou: 0.2484, loss: 7.0786 2024-05-21 11:12:08,117 - mmdet - INFO - Epoch [28][300/3665] lr: 2.000e-05, eta: 13:24:02, time: 1.433, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1822, interm_loss_bbox: 0.1356, interm_loss_iou: 0.3331, loss_cls: 0.1483, loss_bbox: 0.1203, loss_iou: 0.3106, d0.loss_cls: 0.1932, d0.loss_bbox: 0.1229, d0.loss_iou: 0.3140, d1.loss_cls: 0.1628, d1.loss_bbox: 0.1231, d1.loss_iou: 0.3145, d2.loss_cls: 0.1540, d2.loss_bbox: 0.1218, d2.loss_iou: 0.3133, d3.loss_cls: 0.1511, d3.loss_bbox: 0.1210, d3.loss_iou: 0.3113, d4.loss_cls: 0.1491, d4.loss_bbox: 0.1208, d4.loss_iou: 0.3108, dn_loss_cls: 0.0106, dn_loss_bbox: 0.1521, dn_loss_iou: 0.2424, d0.dn_loss_cls: 0.0386, d0.dn_loss_bbox: 0.2402, d0.dn_loss_iou: 0.3415, d1.dn_loss_cls: 0.0182, d1.dn_loss_bbox: 0.1736, d1.dn_loss_iou: 0.2692, d2.dn_loss_cls: 0.0136, d2.dn_loss_bbox: 0.1566, d2.dn_loss_iou: 0.2485, d3.dn_loss_cls: 0.0116, d3.dn_loss_bbox: 0.1534, d3.dn_loss_iou: 0.2444, d4.dn_loss_cls: 0.0109, d4.dn_loss_bbox: 0.1520, d4.dn_loss_iou: 0.2423, loss: 6.9338 2024-05-21 11:13:20,534 - mmdet - INFO - Epoch [28][350/3665] lr: 2.000e-05, eta: 13:22:48, time: 1.448, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1771, interm_loss_bbox: 0.1397, interm_loss_iou: 0.3343, loss_cls: 0.1441, loss_bbox: 0.1246, loss_iou: 0.3102, d0.loss_cls: 0.1878, d0.loss_bbox: 0.1274, d0.loss_iou: 0.3159, d1.loss_cls: 0.1587, d1.loss_bbox: 0.1273, d1.loss_iou: 0.3158, d2.loss_cls: 0.1498, d2.loss_bbox: 0.1259, d2.loss_iou: 0.3128, d3.loss_cls: 0.1465, d3.loss_bbox: 0.1253, d3.loss_iou: 0.3114, d4.loss_cls: 0.1447, d4.loss_bbox: 0.1246, d4.loss_iou: 0.3107, dn_loss_cls: 0.0101, dn_loss_bbox: 0.1532, dn_loss_iou: 0.2445, d0.dn_loss_cls: 0.0374, d0.dn_loss_bbox: 0.2405, d0.dn_loss_iou: 0.3432, d1.dn_loss_cls: 0.0174, d1.dn_loss_bbox: 0.1739, d1.dn_loss_iou: 0.2710, d2.dn_loss_cls: 0.0128, d2.dn_loss_bbox: 0.1572, d2.dn_loss_iou: 0.2505, d3.dn_loss_cls: 0.0111, d3.dn_loss_bbox: 0.1543, d3.dn_loss_iou: 0.2465, d4.dn_loss_cls: 0.0104, d4.dn_loss_bbox: 0.1531, d4.dn_loss_iou: 0.2444, loss: 6.9459 2024-05-21 11:14:32,512 - mmdet - INFO - Epoch [28][400/3665] lr: 2.000e-05, eta: 13:21:34, time: 1.440, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1811, interm_loss_bbox: 0.1434, interm_loss_iou: 0.3357, loss_cls: 0.1469, loss_bbox: 0.1268, loss_iou: 0.3112, d0.loss_cls: 0.1922, d0.loss_bbox: 0.1310, d0.loss_iou: 0.3156, d1.loss_cls: 0.1606, d1.loss_bbox: 0.1309, d1.loss_iou: 0.3158, d2.loss_cls: 0.1529, d2.loss_bbox: 0.1284, d2.loss_iou: 0.3135, d3.loss_cls: 0.1490, d3.loss_bbox: 0.1278, d3.loss_iou: 0.3123, d4.loss_cls: 0.1477, d4.loss_bbox: 0.1270, d4.loss_iou: 0.3112, dn_loss_cls: 0.0113, dn_loss_bbox: 0.1574, dn_loss_iou: 0.2516, d0.dn_loss_cls: 0.0401, d0.dn_loss_bbox: 0.2455, d0.dn_loss_iou: 0.3539, d1.dn_loss_cls: 0.0194, d1.dn_loss_bbox: 0.1788, d1.dn_loss_iou: 0.2793, d2.dn_loss_cls: 0.0145, d2.dn_loss_bbox: 0.1618, d2.dn_loss_iou: 0.2578, d3.dn_loss_cls: 0.0124, d3.dn_loss_bbox: 0.1587, d3.dn_loss_iou: 0.2537, d4.dn_loss_cls: 0.0116, d4.dn_loss_bbox: 0.1573, d4.dn_loss_iou: 0.2515, loss: 7.0775 2024-05-21 11:15:44,592 - mmdet - INFO - Epoch [28][450/3665] lr: 2.000e-05, eta: 13:20:19, time: 1.441, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1756, interm_loss_bbox: 0.1393, interm_loss_iou: 0.3387, loss_cls: 0.1448, loss_bbox: 0.1242, loss_iou: 0.3159, d0.loss_cls: 0.1851, d0.loss_bbox: 0.1282, d0.loss_iou: 0.3203, d1.loss_cls: 0.1580, d1.loss_bbox: 0.1266, d1.loss_iou: 0.3194, d2.loss_cls: 0.1508, d2.loss_bbox: 0.1244, d2.loss_iou: 0.3170, d3.loss_cls: 0.1473, d3.loss_bbox: 0.1241, d3.loss_iou: 0.3165, d4.loss_cls: 0.1454, d4.loss_bbox: 0.1241, d4.loss_iou: 0.3161, dn_loss_cls: 0.0105, dn_loss_bbox: 0.1563, dn_loss_iou: 0.2475, d0.dn_loss_cls: 0.0389, d0.dn_loss_bbox: 0.2452, d0.dn_loss_iou: 0.3472, d1.dn_loss_cls: 0.0183, d1.dn_loss_bbox: 0.1765, d1.dn_loss_iou: 0.2738, d2.dn_loss_cls: 0.0135, d2.dn_loss_bbox: 0.1603, d2.dn_loss_iou: 0.2534, d3.dn_loss_cls: 0.0115, d3.dn_loss_bbox: 0.1574, d3.dn_loss_iou: 0.2495, d4.dn_loss_cls: 0.0107, d4.dn_loss_bbox: 0.1562, d4.dn_loss_iou: 0.2475, loss: 7.0159 2024-05-21 11:16:57,132 - mmdet - INFO - Epoch [28][500/3665] lr: 2.000e-05, eta: 13:19:05, time: 1.451, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1756, interm_loss_bbox: 0.1379, interm_loss_iou: 0.3410, loss_cls: 0.1442, loss_bbox: 0.1230, loss_iou: 0.3166, d0.loss_cls: 0.1854, d0.loss_bbox: 0.1267, d0.loss_iou: 0.3221, d1.loss_cls: 0.1566, d1.loss_bbox: 0.1263, d1.loss_iou: 0.3220, d2.loss_cls: 0.1487, d2.loss_bbox: 0.1246, d2.loss_iou: 0.3194, d3.loss_cls: 0.1462, d3.loss_bbox: 0.1233, d3.loss_iou: 0.3174, d4.loss_cls: 0.1452, d4.loss_bbox: 0.1227, d4.loss_iou: 0.3165, dn_loss_cls: 0.0101, dn_loss_bbox: 0.1521, dn_loss_iou: 0.2483, d0.dn_loss_cls: 0.0389, d0.dn_loss_bbox: 0.2427, d0.dn_loss_iou: 0.3496, d1.dn_loss_cls: 0.0181, d1.dn_loss_bbox: 0.1739, d1.dn_loss_iou: 0.2751, d2.dn_loss_cls: 0.0131, d2.dn_loss_bbox: 0.1569, d2.dn_loss_iou: 0.2546, d3.dn_loss_cls: 0.0111, d3.dn_loss_bbox: 0.1532, d3.dn_loss_iou: 0.2504, d4.dn_loss_cls: 0.0104, d4.dn_loss_bbox: 0.1520, d4.dn_loss_iou: 0.2484, loss: 7.0003 2024-05-21 11:18:15,742 - mmdet - INFO - Epoch [28][550/3665] lr: 2.000e-05, eta: 13:17:53, time: 1.572, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1787, interm_loss_bbox: 0.1403, interm_loss_iou: 0.3334, loss_cls: 0.1464, loss_bbox: 0.1260, loss_iou: 0.3095, d0.loss_cls: 0.1876, d0.loss_bbox: 0.1294, d0.loss_iou: 0.3160, d1.loss_cls: 0.1590, d1.loss_bbox: 0.1299, d1.loss_iou: 0.3146, d2.loss_cls: 0.1518, d2.loss_bbox: 0.1270, d2.loss_iou: 0.3124, d3.loss_cls: 0.1485, d3.loss_bbox: 0.1266, d3.loss_iou: 0.3108, d4.loss_cls: 0.1471, d4.loss_bbox: 0.1260, d4.loss_iou: 0.3098, dn_loss_cls: 0.0108, dn_loss_bbox: 0.1577, dn_loss_iou: 0.2503, d0.dn_loss_cls: 0.0391, d0.dn_loss_bbox: 0.2437, d0.dn_loss_iou: 0.3486, d1.dn_loss_cls: 0.0187, d1.dn_loss_bbox: 0.1790, d1.dn_loss_iou: 0.2777, d2.dn_loss_cls: 0.0139, d2.dn_loss_bbox: 0.1619, d2.dn_loss_iou: 0.2563, d3.dn_loss_cls: 0.0118, d3.dn_loss_bbox: 0.1590, d3.dn_loss_iou: 0.2524, d4.dn_loss_cls: 0.0111, d4.dn_loss_bbox: 0.1576, d4.dn_loss_iou: 0.2503, loss: 7.0308 2024-05-21 11:19:27,829 - mmdet - INFO - Epoch [28][600/3665] lr: 2.000e-05, eta: 13:16:39, time: 1.442, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1744, interm_loss_bbox: 0.1376, interm_loss_iou: 0.3316, loss_cls: 0.1408, loss_bbox: 0.1237, loss_iou: 0.3087, d0.loss_cls: 0.1841, d0.loss_bbox: 0.1254, d0.loss_iou: 0.3129, d1.loss_cls: 0.1530, d1.loss_bbox: 0.1262, d1.loss_iou: 0.3127, d2.loss_cls: 0.1458, d2.loss_bbox: 0.1245, d2.loss_iou: 0.3103, d3.loss_cls: 0.1430, d3.loss_bbox: 0.1237, d3.loss_iou: 0.3088, d4.loss_cls: 0.1415, d4.loss_bbox: 0.1233, d4.loss_iou: 0.3086, dn_loss_cls: 0.0102, dn_loss_bbox: 0.1597, dn_loss_iou: 0.2453, d0.dn_loss_cls: 0.0386, d0.dn_loss_bbox: 0.2480, d0.dn_loss_iou: 0.3435, d1.dn_loss_cls: 0.0180, d1.dn_loss_bbox: 0.1809, d1.dn_loss_iou: 0.2719, d2.dn_loss_cls: 0.0133, d2.dn_loss_bbox: 0.1638, d2.dn_loss_iou: 0.2512, d3.dn_loss_cls: 0.0112, d3.dn_loss_bbox: 0.1607, d3.dn_loss_iou: 0.2472, d4.dn_loss_cls: 0.0105, d4.dn_loss_bbox: 0.1596, d4.dn_loss_iou: 0.2452, loss: 6.9393 2024-05-21 11:20:41,562 - mmdet - INFO - Epoch [28][650/3665] lr: 2.000e-05, eta: 13:15:25, time: 1.475, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1807, interm_loss_bbox: 0.1440, interm_loss_iou: 0.3371, loss_cls: 0.1476, loss_bbox: 0.1301, loss_iou: 0.3124, d0.loss_cls: 0.1906, d0.loss_bbox: 0.1325, d0.loss_iou: 0.3193, d1.loss_cls: 0.1595, d1.loss_bbox: 0.1338, d1.loss_iou: 0.3191, d2.loss_cls: 0.1520, d2.loss_bbox: 0.1316, d2.loss_iou: 0.3163, d3.loss_cls: 0.1495, d3.loss_bbox: 0.1305, d3.loss_iou: 0.3145, d4.loss_cls: 0.1485, d4.loss_bbox: 0.1298, d4.loss_iou: 0.3127, dn_loss_cls: 0.0106, dn_loss_bbox: 0.1636, dn_loss_iou: 0.2476, d0.dn_loss_cls: 0.0387, d0.dn_loss_bbox: 0.2522, d0.dn_loss_iou: 0.3465, d1.dn_loss_cls: 0.0182, d1.dn_loss_bbox: 0.1851, d1.dn_loss_iou: 0.2741, d2.dn_loss_cls: 0.0136, d2.dn_loss_bbox: 0.1681, d2.dn_loss_iou: 0.2535, d3.dn_loss_cls: 0.0117, d3.dn_loss_bbox: 0.1650, d3.dn_loss_iou: 0.2497, d4.dn_loss_cls: 0.0109, d4.dn_loss_bbox: 0.1635, d4.dn_loss_iou: 0.2476, loss: 7.1123 2024-05-21 11:21:58,081 - mmdet - INFO - Epoch [28][700/3665] lr: 2.000e-05, eta: 13:14:12, time: 1.530, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1697, interm_loss_bbox: 0.1366, interm_loss_iou: 0.3246, loss_cls: 0.1358, loss_bbox: 0.1247, loss_iou: 0.3029, d0.loss_cls: 0.1791, d0.loss_bbox: 0.1259, d0.loss_iou: 0.3062, d1.loss_cls: 0.1482, d1.loss_bbox: 0.1269, d1.loss_iou: 0.3072, d2.loss_cls: 0.1412, d2.loss_bbox: 0.1252, d2.loss_iou: 0.3045, d3.loss_cls: 0.1386, d3.loss_bbox: 0.1243, d3.loss_iou: 0.3033, d4.loss_cls: 0.1370, d4.loss_bbox: 0.1242, d4.loss_iou: 0.3027, dn_loss_cls: 0.0100, dn_loss_bbox: 0.1538, dn_loss_iou: 0.2388, d0.dn_loss_cls: 0.0377, d0.dn_loss_bbox: 0.2424, d0.dn_loss_iou: 0.3375, d1.dn_loss_cls: 0.0174, d1.dn_loss_bbox: 0.1748, d1.dn_loss_iou: 0.2652, d2.dn_loss_cls: 0.0127, d2.dn_loss_bbox: 0.1585, d2.dn_loss_iou: 0.2451, d3.dn_loss_cls: 0.0109, d3.dn_loss_bbox: 0.1550, d3.dn_loss_iou: 0.2409, d4.dn_loss_cls: 0.0102, d4.dn_loss_bbox: 0.1537, d4.dn_loss_iou: 0.2388, loss: 6.7924 2024-05-21 11:23:12,207 - mmdet - INFO - Epoch [28][750/3665] lr: 2.000e-05, eta: 13:12:58, time: 1.482, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1723, interm_loss_bbox: 0.1398, interm_loss_iou: 0.3259, loss_cls: 0.1385, loss_bbox: 0.1254, loss_iou: 0.3037, d0.loss_cls: 0.1812, d0.loss_bbox: 0.1295, d0.loss_iou: 0.3087, d1.loss_cls: 0.1511, d1.loss_bbox: 0.1287, d1.loss_iou: 0.3082, d2.loss_cls: 0.1444, d2.loss_bbox: 0.1265, d2.loss_iou: 0.3054, d3.loss_cls: 0.1403, d3.loss_bbox: 0.1263, d3.loss_iou: 0.3048, d4.loss_cls: 0.1391, d4.loss_bbox: 0.1257, d4.loss_iou: 0.3036, dn_loss_cls: 0.0102, dn_loss_bbox: 0.1541, dn_loss_iou: 0.2376, d0.dn_loss_cls: 0.0375, d0.dn_loss_bbox: 0.2408, d0.dn_loss_iou: 0.3359, d1.dn_loss_cls: 0.0175, d1.dn_loss_bbox: 0.1740, d1.dn_loss_iou: 0.2641, d2.dn_loss_cls: 0.0130, d2.dn_loss_bbox: 0.1578, d2.dn_loss_iou: 0.2435, d3.dn_loss_cls: 0.0111, d3.dn_loss_bbox: 0.1552, d3.dn_loss_iou: 0.2396, d4.dn_loss_cls: 0.0104, d4.dn_loss_bbox: 0.1540, d4.dn_loss_iou: 0.2376, loss: 6.8229 2024-05-21 11:24:30,937 - mmdet - INFO - Epoch [28][800/3665] lr: 2.000e-05, eta: 13:11:46, time: 1.575, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1716, interm_loss_bbox: 0.1384, interm_loss_iou: 0.3230, loss_cls: 0.1384, loss_bbox: 0.1254, loss_iou: 0.3019, d0.loss_cls: 0.1817, d0.loss_bbox: 0.1283, d0.loss_iou: 0.3051, d1.loss_cls: 0.1511, d1.loss_bbox: 0.1286, d1.loss_iou: 0.3048, d2.loss_cls: 0.1437, d2.loss_bbox: 0.1264, d2.loss_iou: 0.3032, d3.loss_cls: 0.1406, d3.loss_bbox: 0.1258, d3.loss_iou: 0.3026, d4.loss_cls: 0.1389, d4.loss_bbox: 0.1256, d4.loss_iou: 0.3019, dn_loss_cls: 0.0099, dn_loss_bbox: 0.1542, dn_loss_iou: 0.2357, d0.dn_loss_cls: 0.0387, d0.dn_loss_bbox: 0.2465, d0.dn_loss_iou: 0.3368, d1.dn_loss_cls: 0.0176, d1.dn_loss_bbox: 0.1762, d1.dn_loss_iou: 0.2633, d2.dn_loss_cls: 0.0129, d2.dn_loss_bbox: 0.1587, d2.dn_loss_iou: 0.2420, d3.dn_loss_cls: 0.0109, d3.dn_loss_bbox: 0.1554, d3.dn_loss_iou: 0.2377, d4.dn_loss_cls: 0.0101, d4.dn_loss_bbox: 0.1542, d4.dn_loss_iou: 0.2356, loss: 6.8032 2024-05-21 11:25:44,397 - mmdet - INFO - Epoch [28][850/3665] lr: 2.000e-05, eta: 13:10:32, time: 1.469, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1791, interm_loss_bbox: 0.1405, interm_loss_iou: 0.3372, loss_cls: 0.1454, loss_bbox: 0.1250, loss_iou: 0.3133, d0.loss_cls: 0.1890, d0.loss_bbox: 0.1290, d0.loss_iou: 0.3184, d1.loss_cls: 0.1585, d1.loss_bbox: 0.1290, d1.loss_iou: 0.3181, d2.loss_cls: 0.1510, d2.loss_bbox: 0.1263, d2.loss_iou: 0.3149, d3.loss_cls: 0.1484, d3.loss_bbox: 0.1251, d3.loss_iou: 0.3136, d4.loss_cls: 0.1456, d4.loss_bbox: 0.1252, d4.loss_iou: 0.3137, dn_loss_cls: 0.0105, dn_loss_bbox: 0.1586, dn_loss_iou: 0.2490, d0.dn_loss_cls: 0.0395, d0.dn_loss_bbox: 0.2491, d0.dn_loss_iou: 0.3504, d1.dn_loss_cls: 0.0184, d1.dn_loss_bbox: 0.1810, d1.dn_loss_iou: 0.2767, d2.dn_loss_cls: 0.0136, d2.dn_loss_bbox: 0.1636, d2.dn_loss_iou: 0.2554, d3.dn_loss_cls: 0.0115, d3.dn_loss_bbox: 0.1601, d3.dn_loss_iou: 0.2512, d4.dn_loss_cls: 0.0108, d4.dn_loss_bbox: 0.1586, d4.dn_loss_iou: 0.2489, loss: 7.0533 2024-05-21 11:26:56,198 - mmdet - INFO - Epoch [28][900/3665] lr: 2.000e-05, eta: 13:09:18, time: 1.436, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1726, interm_loss_bbox: 0.1388, interm_loss_iou: 0.3356, loss_cls: 0.1407, loss_bbox: 0.1251, loss_iou: 0.3118, d0.loss_cls: 0.1847, d0.loss_bbox: 0.1274, d0.loss_iou: 0.3151, d1.loss_cls: 0.1530, d1.loss_bbox: 0.1283, d1.loss_iou: 0.3163, d2.loss_cls: 0.1455, d2.loss_bbox: 0.1261, d2.loss_iou: 0.3139, d3.loss_cls: 0.1429, d3.loss_bbox: 0.1251, d3.loss_iou: 0.3116, d4.loss_cls: 0.1413, d4.loss_bbox: 0.1250, d4.loss_iou: 0.3118, dn_loss_cls: 0.0101, dn_loss_bbox: 0.1576, dn_loss_iou: 0.2402, d0.dn_loss_cls: 0.0380, d0.dn_loss_bbox: 0.2460, d0.dn_loss_iou: 0.3377, d1.dn_loss_cls: 0.0175, d1.dn_loss_bbox: 0.1783, d1.dn_loss_iou: 0.2665, d2.dn_loss_cls: 0.0130, d2.dn_loss_bbox: 0.1623, d2.dn_loss_iou: 0.2463, d3.dn_loss_cls: 0.0111, d3.dn_loss_bbox: 0.1590, d3.dn_loss_iou: 0.2423, d4.dn_loss_cls: 0.0104, d4.dn_loss_bbox: 0.1576, d4.dn_loss_iou: 0.2401, loss: 6.9266 2024-05-21 11:28:10,880 - mmdet - INFO - Epoch [28][950/3665] lr: 2.000e-05, eta: 13:08:04, time: 1.494, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1782, interm_loss_bbox: 0.1357, interm_loss_iou: 0.3371, loss_cls: 0.1454, loss_bbox: 0.1227, loss_iou: 0.3133, d0.loss_cls: 0.1878, d0.loss_bbox: 0.1253, d0.loss_iou: 0.3189, d1.loss_cls: 0.1603, d1.loss_bbox: 0.1241, d1.loss_iou: 0.3169, d2.loss_cls: 0.1518, d2.loss_bbox: 0.1228, d2.loss_iou: 0.3144, d3.loss_cls: 0.1474, d3.loss_bbox: 0.1230, d3.loss_iou: 0.3141, d4.loss_cls: 0.1460, d4.loss_bbox: 0.1226, d4.loss_iou: 0.3133, dn_loss_cls: 0.0099, dn_loss_bbox: 0.1548, dn_loss_iou: 0.2467, d0.dn_loss_cls: 0.0379, d0.dn_loss_bbox: 0.2396, d0.dn_loss_iou: 0.3459, d1.dn_loss_cls: 0.0174, d1.dn_loss_bbox: 0.1750, d1.dn_loss_iou: 0.2735, d2.dn_loss_cls: 0.0128, d2.dn_loss_bbox: 0.1587, d2.dn_loss_iou: 0.2530, d3.dn_loss_cls: 0.0108, d3.dn_loss_bbox: 0.1556, d3.dn_loss_iou: 0.2487, d4.dn_loss_cls: 0.0101, d4.dn_loss_bbox: 0.1547, d4.dn_loss_iou: 0.2467, loss: 6.9726 2024-05-21 11:29:23,164 - mmdet - INFO - Epoch [28][1000/3665] lr: 2.000e-05, eta: 13:06:50, time: 1.446, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1752, interm_loss_bbox: 0.1372, interm_loss_iou: 0.3314, loss_cls: 0.1439, loss_bbox: 0.1232, loss_iou: 0.3101, d0.loss_cls: 0.1853, d0.loss_bbox: 0.1276, d0.loss_iou: 0.3147, d1.loss_cls: 0.1555, d1.loss_bbox: 0.1276, d1.loss_iou: 0.3155, d2.loss_cls: 0.1485, d2.loss_bbox: 0.1252, d2.loss_iou: 0.3121, d3.loss_cls: 0.1459, d3.loss_bbox: 0.1240, d3.loss_iou: 0.3106, d4.loss_cls: 0.1446, d4.loss_bbox: 0.1233, d4.loss_iou: 0.3098, dn_loss_cls: 0.0101, dn_loss_bbox: 0.1536, dn_loss_iou: 0.2455, d0.dn_loss_cls: 0.0379, d0.dn_loss_bbox: 0.2395, d0.dn_loss_iou: 0.3426, d1.dn_loss_cls: 0.0177, d1.dn_loss_bbox: 0.1738, d1.dn_loss_iou: 0.2711, d2.dn_loss_cls: 0.0131, d2.dn_loss_bbox: 0.1583, d2.dn_loss_iou: 0.2515, d3.dn_loss_cls: 0.0111, d3.dn_loss_bbox: 0.1549, d3.dn_loss_iou: 0.2475, d4.dn_loss_cls: 0.0103, d4.dn_loss_bbox: 0.1535, d4.dn_loss_iou: 0.2453, loss: 6.9284 2024-05-21 11:30:36,869 - mmdet - INFO - Epoch [28][1050/3665] lr: 2.000e-05, eta: 13:05:36, time: 1.474, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1795, interm_loss_bbox: 0.1382, interm_loss_iou: 0.3310, loss_cls: 0.1459, loss_bbox: 0.1245, loss_iou: 0.3099, d0.loss_cls: 0.1886, d0.loss_bbox: 0.1272, d0.loss_iou: 0.3142, d1.loss_cls: 0.1604, d1.loss_bbox: 0.1261, d1.loss_iou: 0.3119, d2.loss_cls: 0.1513, d2.loss_bbox: 0.1259, d2.loss_iou: 0.3117, d3.loss_cls: 0.1479, d3.loss_bbox: 0.1251, d3.loss_iou: 0.3104, d4.loss_cls: 0.1466, d4.loss_bbox: 0.1245, d4.loss_iou: 0.3099, dn_loss_cls: 0.0107, dn_loss_bbox: 0.1536, dn_loss_iou: 0.2471, d0.dn_loss_cls: 0.0393, d0.dn_loss_bbox: 0.2424, d0.dn_loss_iou: 0.3483, d1.dn_loss_cls: 0.0185, d1.dn_loss_bbox: 0.1756, d1.dn_loss_iou: 0.2747, d2.dn_loss_cls: 0.0138, d2.dn_loss_bbox: 0.1580, d2.dn_loss_iou: 0.2532, d3.dn_loss_cls: 0.0117, d3.dn_loss_bbox: 0.1549, d3.dn_loss_iou: 0.2493, d4.dn_loss_cls: 0.0110, d4.dn_loss_bbox: 0.1535, d4.dn_loss_iou: 0.2471, loss: 6.9735 2024-05-21 11:31:55,446 - mmdet - INFO - Epoch [28][1100/3665] lr: 2.000e-05, eta: 13:04:24, time: 1.572, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1718, interm_loss_bbox: 0.1382, interm_loss_iou: 0.3339, loss_cls: 0.1404, loss_bbox: 0.1226, loss_iou: 0.3093, d0.loss_cls: 0.1808, d0.loss_bbox: 0.1284, d0.loss_iou: 0.3163, d1.loss_cls: 0.1524, d1.loss_bbox: 0.1266, d1.loss_iou: 0.3134, d2.loss_cls: 0.1444, d2.loss_bbox: 0.1246, d2.loss_iou: 0.3123, d3.loss_cls: 0.1420, d3.loss_bbox: 0.1238, d3.loss_iou: 0.3107, d4.loss_cls: 0.1409, d4.loss_bbox: 0.1226, d4.loss_iou: 0.3096, dn_loss_cls: 0.0100, dn_loss_bbox: 0.1556, dn_loss_iou: 0.2482, d0.dn_loss_cls: 0.0376, d0.dn_loss_bbox: 0.2434, d0.dn_loss_iou: 0.3480, d1.dn_loss_cls: 0.0174, d1.dn_loss_bbox: 0.1765, d1.dn_loss_iou: 0.2746, d2.dn_loss_cls: 0.0127, d2.dn_loss_bbox: 0.1599, d2.dn_loss_iou: 0.2542, d3.dn_loss_cls: 0.0110, d3.dn_loss_bbox: 0.1568, d3.dn_loss_iou: 0.2502, d4.dn_loss_cls: 0.0103, d4.dn_loss_bbox: 0.1555, d4.dn_loss_iou: 0.2480, loss: 6.9349 2024-05-21 11:33:08,978 - mmdet - INFO - Epoch [28][1150/3665] lr: 2.000e-05, eta: 13:03:10, time: 1.471, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1670, interm_loss_bbox: 0.1352, interm_loss_iou: 0.3291, loss_cls: 0.1369, loss_bbox: 0.1200, loss_iou: 0.3047, d0.loss_cls: 0.1767, d0.loss_bbox: 0.1253, d0.loss_iou: 0.3108, d1.loss_cls: 0.1488, d1.loss_bbox: 0.1233, d1.loss_iou: 0.3102, d2.loss_cls: 0.1417, d2.loss_bbox: 0.1220, d2.loss_iou: 0.3079, d3.loss_cls: 0.1392, d3.loss_bbox: 0.1209, d3.loss_iou: 0.3062, d4.loss_cls: 0.1381, d4.loss_bbox: 0.1199, d4.loss_iou: 0.3045, dn_loss_cls: 0.0100, dn_loss_bbox: 0.1501, dn_loss_iou: 0.2372, d0.dn_loss_cls: 0.0371, d0.dn_loss_bbox: 0.2360, d0.dn_loss_iou: 0.3319, d1.dn_loss_cls: 0.0172, d1.dn_loss_bbox: 0.1702, d1.dn_loss_iou: 0.2619, d2.dn_loss_cls: 0.0129, d2.dn_loss_bbox: 0.1542, d2.dn_loss_iou: 0.2424, d3.dn_loss_cls: 0.0109, d3.dn_loss_bbox: 0.1512, d3.dn_loss_iou: 0.2389, d4.dn_loss_cls: 0.0102, d4.dn_loss_bbox: 0.1500, d4.dn_loss_iou: 0.2371, loss: 6.7478 2024-05-21 11:34:21,056 - mmdet - INFO - Epoch [28][1200/3665] lr: 2.000e-05, eta: 13:01:56, time: 1.441, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1712, interm_loss_bbox: 0.1347, interm_loss_iou: 0.3322, loss_cls: 0.1399, loss_bbox: 0.1222, loss_iou: 0.3101, d0.loss_cls: 0.1807, d0.loss_bbox: 0.1250, d0.loss_iou: 0.3147, d1.loss_cls: 0.1523, d1.loss_bbox: 0.1248, d1.loss_iou: 0.3138, d2.loss_cls: 0.1449, d2.loss_bbox: 0.1232, d2.loss_iou: 0.3120, d3.loss_cls: 0.1421, d3.loss_bbox: 0.1225, d3.loss_iou: 0.3107, d4.loss_cls: 0.1413, d4.loss_bbox: 0.1218, d4.loss_iou: 0.3095, dn_loss_cls: 0.0108, dn_loss_bbox: 0.1511, dn_loss_iou: 0.2435, d0.dn_loss_cls: 0.0389, d0.dn_loss_bbox: 0.2373, d0.dn_loss_iou: 0.3411, d1.dn_loss_cls: 0.0185, d1.dn_loss_bbox: 0.1719, d1.dn_loss_iou: 0.2696, d2.dn_loss_cls: 0.0139, d2.dn_loss_bbox: 0.1555, d2.dn_loss_iou: 0.2494, d3.dn_loss_cls: 0.0118, d3.dn_loss_bbox: 0.1527, d3.dn_loss_iou: 0.2458, d4.dn_loss_cls: 0.0111, d4.dn_loss_bbox: 0.1511, d4.dn_loss_iou: 0.2435, loss: 6.8673 2024-05-21 11:35:36,482 - mmdet - INFO - Epoch [28][1250/3665] lr: 2.000e-05, eta: 13:00:42, time: 1.509, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1740, interm_loss_bbox: 0.1400, interm_loss_iou: 0.3323, loss_cls: 0.1440, loss_bbox: 0.1253, loss_iou: 0.3083, d0.loss_cls: 0.1848, d0.loss_bbox: 0.1301, d0.loss_iou: 0.3150, d1.loss_cls: 0.1551, d1.loss_bbox: 0.1303, d1.loss_iou: 0.3137, d2.loss_cls: 0.1481, d2.loss_bbox: 0.1279, d2.loss_iou: 0.3109, d3.loss_cls: 0.1459, d3.loss_bbox: 0.1261, d3.loss_iou: 0.3091, d4.loss_cls: 0.1444, d4.loss_bbox: 0.1257, d4.loss_iou: 0.3080, dn_loss_cls: 0.0095, dn_loss_bbox: 0.1543, dn_loss_iou: 0.2483, d0.dn_loss_cls: 0.0378, d0.dn_loss_bbox: 0.2374, d0.dn_loss_iou: 0.3476, d1.dn_loss_cls: 0.0172, d1.dn_loss_bbox: 0.1735, d1.dn_loss_iou: 0.2743, d2.dn_loss_cls: 0.0125, d2.dn_loss_bbox: 0.1583, d2.dn_loss_iou: 0.2539, d3.dn_loss_cls: 0.0105, d3.dn_loss_bbox: 0.1554, d3.dn_loss_iou: 0.2502, d4.dn_loss_cls: 0.0097, d4.dn_loss_bbox: 0.1542, d4.dn_loss_iou: 0.2483, loss: 6.9520 2024-05-21 11:36:50,390 - mmdet - INFO - Epoch [28][1300/3665] lr: 2.000e-05, eta: 12:59:28, time: 1.478, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1806, interm_loss_bbox: 0.1405, interm_loss_iou: 0.3330, loss_cls: 0.1487, loss_bbox: 0.1262, loss_iou: 0.3099, d0.loss_cls: 0.1906, d0.loss_bbox: 0.1298, d0.loss_iou: 0.3142, d1.loss_cls: 0.1617, d1.loss_bbox: 0.1296, d1.loss_iou: 0.3144, d2.loss_cls: 0.1540, d2.loss_bbox: 0.1275, d2.loss_iou: 0.3114, d3.loss_cls: 0.1514, d3.loss_bbox: 0.1262, d3.loss_iou: 0.3100, d4.loss_cls: 0.1494, d4.loss_bbox: 0.1262, d4.loss_iou: 0.3100, dn_loss_cls: 0.0106, dn_loss_bbox: 0.1614, dn_loss_iou: 0.2475, d0.dn_loss_cls: 0.0391, d0.dn_loss_bbox: 0.2505, d0.dn_loss_iou: 0.3466, d1.dn_loss_cls: 0.0185, d1.dn_loss_bbox: 0.1824, d1.dn_loss_iou: 0.2736, d2.dn_loss_cls: 0.0137, d2.dn_loss_bbox: 0.1653, d2.dn_loss_iou: 0.2535, d3.dn_loss_cls: 0.0117, d3.dn_loss_bbox: 0.1625, d3.dn_loss_iou: 0.2495, d4.dn_loss_cls: 0.0109, d4.dn_loss_bbox: 0.1613, d4.dn_loss_iou: 0.2473, loss: 7.0511 2024-05-21 11:38:08,264 - mmdet - INFO - Epoch [28][1350/3665] lr: 2.000e-05, eta: 12:58:16, time: 1.557, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1731, interm_loss_bbox: 0.1336, interm_loss_iou: 0.3248, loss_cls: 0.1408, loss_bbox: 0.1200, loss_iou: 0.3031, d0.loss_cls: 0.1822, d0.loss_bbox: 0.1231, d0.loss_iou: 0.3068, d1.loss_cls: 0.1542, d1.loss_bbox: 0.1228, d1.loss_iou: 0.3067, d2.loss_cls: 0.1462, d2.loss_bbox: 0.1204, d2.loss_iou: 0.3050, d3.loss_cls: 0.1436, d3.loss_bbox: 0.1197, d3.loss_iou: 0.3036, d4.loss_cls: 0.1415, d4.loss_bbox: 0.1198, d4.loss_iou: 0.3031, dn_loss_cls: 0.0096, dn_loss_bbox: 0.1571, dn_loss_iou: 0.2398, d0.dn_loss_cls: 0.0378, d0.dn_loss_bbox: 0.2442, d0.dn_loss_iou: 0.3376, d1.dn_loss_cls: 0.0170, d1.dn_loss_bbox: 0.1770, d1.dn_loss_iou: 0.2662, d2.dn_loss_cls: 0.0125, d2.dn_loss_bbox: 0.1608, d2.dn_loss_iou: 0.2453, d3.dn_loss_cls: 0.0106, d3.dn_loss_bbox: 0.1580, d3.dn_loss_iou: 0.2416, d4.dn_loss_cls: 0.0098, d4.dn_loss_bbox: 0.1570, d4.dn_loss_iou: 0.2397, loss: 6.8158 2024-05-21 11:39:24,595 - mmdet - INFO - Epoch [28][1400/3665] lr: 2.000e-05, eta: 12:57:03, time: 1.527, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1766, interm_loss_bbox: 0.1338, interm_loss_iou: 0.3392, loss_cls: 0.1444, loss_bbox: 0.1212, loss_iou: 0.3166, d0.loss_cls: 0.1858, d0.loss_bbox: 0.1248, d0.loss_iou: 0.3214, d1.loss_cls: 0.1571, d1.loss_bbox: 0.1235, d1.loss_iou: 0.3208, d2.loss_cls: 0.1489, d2.loss_bbox: 0.1227, d2.loss_iou: 0.3188, d3.loss_cls: 0.1460, d3.loss_bbox: 0.1217, d3.loss_iou: 0.3174, d4.loss_cls: 0.1447, d4.loss_bbox: 0.1214, d4.loss_iou: 0.3170, dn_loss_cls: 0.0097, dn_loss_bbox: 0.1486, dn_loss_iou: 0.2478, d0.dn_loss_cls: 0.0379, d0.dn_loss_bbox: 0.2354, d0.dn_loss_iou: 0.3485, d1.dn_loss_cls: 0.0174, d1.dn_loss_bbox: 0.1695, d1.dn_loss_iou: 0.2752, d2.dn_loss_cls: 0.0127, d2.dn_loss_bbox: 0.1534, d2.dn_loss_iou: 0.2539, d3.dn_loss_cls: 0.0107, d3.dn_loss_bbox: 0.1499, d3.dn_loss_iou: 0.2498, d4.dn_loss_cls: 0.0100, d4.dn_loss_bbox: 0.1485, d4.dn_loss_iou: 0.2476, loss: 6.9505 2024-05-21 11:40:38,373 - mmdet - INFO - Epoch [28][1450/3665] lr: 2.000e-05, eta: 12:55:49, time: 1.475, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1778, interm_loss_bbox: 0.1390, interm_loss_iou: 0.3416, loss_cls: 0.1467, loss_bbox: 0.1249, loss_iou: 0.3168, d0.loss_cls: 0.1868, d0.loss_bbox: 0.1291, d0.loss_iou: 0.3238, d1.loss_cls: 0.1585, d1.loss_bbox: 0.1290, d1.loss_iou: 0.3235, d2.loss_cls: 0.1521, d2.loss_bbox: 0.1263, d2.loss_iou: 0.3190, d3.loss_cls: 0.1488, d3.loss_bbox: 0.1253, d3.loss_iou: 0.3179, d4.loss_cls: 0.1472, d4.loss_bbox: 0.1251, d4.loss_iou: 0.3174, dn_loss_cls: 0.0105, dn_loss_bbox: 0.1525, dn_loss_iou: 0.2481, d0.dn_loss_cls: 0.0386, d0.dn_loss_bbox: 0.2395, d0.dn_loss_iou: 0.3472, d1.dn_loss_cls: 0.0182, d1.dn_loss_bbox: 0.1735, d1.dn_loss_iou: 0.2746, d2.dn_loss_cls: 0.0134, d2.dn_loss_bbox: 0.1569, d2.dn_loss_iou: 0.2541, d3.dn_loss_cls: 0.0113, d3.dn_loss_bbox: 0.1538, d3.dn_loss_iou: 0.2501, d4.dn_loss_cls: 0.0107, d4.dn_loss_bbox: 0.1524, d4.dn_loss_iou: 0.2480, loss: 7.0299 2024-05-21 11:41:53,663 - mmdet - INFO - Epoch [28][1500/3665] lr: 2.000e-05, eta: 12:54:36, time: 1.506, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1741, interm_loss_bbox: 0.1361, interm_loss_iou: 0.3285, loss_cls: 0.1416, loss_bbox: 0.1238, loss_iou: 0.3083, d0.loss_cls: 0.1831, d0.loss_bbox: 0.1264, d0.loss_iou: 0.3107, d1.loss_cls: 0.1538, d1.loss_bbox: 0.1264, d1.loss_iou: 0.3122, d2.loss_cls: 0.1460, d2.loss_bbox: 0.1246, d2.loss_iou: 0.3105, d3.loss_cls: 0.1440, d3.loss_bbox: 0.1235, d3.loss_iou: 0.3090, d4.loss_cls: 0.1426, d4.loss_bbox: 0.1237, d4.loss_iou: 0.3082, dn_loss_cls: 0.0102, dn_loss_bbox: 0.1515, dn_loss_iou: 0.2358, d0.dn_loss_cls: 0.0383, d0.dn_loss_bbox: 0.2404, d0.dn_loss_iou: 0.3333, d1.dn_loss_cls: 0.0177, d1.dn_loss_bbox: 0.1716, d1.dn_loss_iou: 0.2618, d2.dn_loss_cls: 0.0130, d2.dn_loss_bbox: 0.1555, d2.dn_loss_iou: 0.2414, d3.dn_loss_cls: 0.0112, d3.dn_loss_bbox: 0.1525, d3.dn_loss_iou: 0.2376, d4.dn_loss_cls: 0.0104, d4.dn_loss_bbox: 0.1514, d4.dn_loss_iou: 0.2357, loss: 6.8266 2024-05-21 11:43:05,993 - mmdet - INFO - Epoch [28][1550/3665] lr: 2.000e-05, eta: 12:53:22, time: 1.447, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1760, interm_loss_bbox: 0.1396, interm_loss_iou: 0.3397, loss_cls: 0.1460, loss_bbox: 0.1251, loss_iou: 0.3149, d0.loss_cls: 0.1861, d0.loss_bbox: 0.1303, d0.loss_iou: 0.3221, d1.loss_cls: 0.1579, d1.loss_bbox: 0.1292, d1.loss_iou: 0.3209, d2.loss_cls: 0.1504, d2.loss_bbox: 0.1272, d2.loss_iou: 0.3186, d3.loss_cls: 0.1475, d3.loss_bbox: 0.1266, d3.loss_iou: 0.3172, d4.loss_cls: 0.1460, d4.loss_bbox: 0.1254, d4.loss_iou: 0.3157, dn_loss_cls: 0.0105, dn_loss_bbox: 0.1595, dn_loss_iou: 0.2477, d0.dn_loss_cls: 0.0381, d0.dn_loss_bbox: 0.2446, d0.dn_loss_iou: 0.3459, d1.dn_loss_cls: 0.0180, d1.dn_loss_bbox: 0.1803, d1.dn_loss_iou: 0.2747, d2.dn_loss_cls: 0.0134, d2.dn_loss_bbox: 0.1635, d2.dn_loss_iou: 0.2538, d3.dn_loss_cls: 0.0115, d3.dn_loss_bbox: 0.1607, d3.dn_loss_iou: 0.2499, d4.dn_loss_cls: 0.0107, d4.dn_loss_bbox: 0.1594, d4.dn_loss_iou: 0.2477, loss: 7.0527 2024-05-21 11:44:20,243 - mmdet - INFO - Epoch [28][1600/3665] lr: 2.000e-05, eta: 12:52:08, time: 1.485, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1711, interm_loss_bbox: 0.1364, interm_loss_iou: 0.3261, loss_cls: 0.1405, loss_bbox: 0.1239, loss_iou: 0.3044, d0.loss_cls: 0.1808, d0.loss_bbox: 0.1269, d0.loss_iou: 0.3095, d1.loss_cls: 0.1508, d1.loss_bbox: 0.1273, d1.loss_iou: 0.3101, d2.loss_cls: 0.1438, d2.loss_bbox: 0.1260, d2.loss_iou: 0.3084, d3.loss_cls: 0.1413, d3.loss_bbox: 0.1254, d3.loss_iou: 0.3071, d4.loss_cls: 0.1406, d4.loss_bbox: 0.1245, d4.loss_iou: 0.3049, dn_loss_cls: 0.0102, dn_loss_bbox: 0.1551, dn_loss_iou: 0.2422, d0.dn_loss_cls: 0.0384, d0.dn_loss_bbox: 0.2425, d0.dn_loss_iou: 0.3422, d1.dn_loss_cls: 0.0178, d1.dn_loss_bbox: 0.1761, d1.dn_loss_iou: 0.2690, d2.dn_loss_cls: 0.0130, d2.dn_loss_bbox: 0.1597, d2.dn_loss_iou: 0.2483, d3.dn_loss_cls: 0.0111, d3.dn_loss_bbox: 0.1564, d3.dn_loss_iou: 0.2443, d4.dn_loss_cls: 0.0103, d4.dn_loss_bbox: 0.1550, d4.dn_loss_iou: 0.2422, loss: 6.8637 2024-05-21 11:45:36,278 - mmdet - INFO - Epoch [28][1650/3665] lr: 2.000e-05, eta: 12:50:55, time: 1.521, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1722, interm_loss_bbox: 0.1320, interm_loss_iou: 0.3303, loss_cls: 0.1423, loss_bbox: 0.1187, loss_iou: 0.3072, d0.loss_cls: 0.1820, d0.loss_bbox: 0.1221, d0.loss_iou: 0.3129, d1.loss_cls: 0.1527, d1.loss_bbox: 0.1231, d1.loss_iou: 0.3137, d2.loss_cls: 0.1455, d2.loss_bbox: 0.1211, d2.loss_iou: 0.3110, d3.loss_cls: 0.1438, d3.loss_bbox: 0.1193, d3.loss_iou: 0.3087, d4.loss_cls: 0.1428, d4.loss_bbox: 0.1188, d4.loss_iou: 0.3072, dn_loss_cls: 0.0098, dn_loss_bbox: 0.1430, dn_loss_iou: 0.2418, d0.dn_loss_cls: 0.0373, d0.dn_loss_bbox: 0.2265, d0.dn_loss_iou: 0.3403, d1.dn_loss_cls: 0.0170, d1.dn_loss_bbox: 0.1626, d1.dn_loss_iou: 0.2685, d2.dn_loss_cls: 0.0124, d2.dn_loss_bbox: 0.1470, d2.dn_loss_iou: 0.2480, d3.dn_loss_cls: 0.0105, d3.dn_loss_bbox: 0.1441, d3.dn_loss_iou: 0.2438, d4.dn_loss_cls: 0.0100, d4.dn_loss_bbox: 0.1430, d4.dn_loss_iou: 0.2417, loss: 6.7747 2024-05-21 11:46:49,805 - mmdet - INFO - Epoch [28][1700/3665] lr: 2.000e-05, eta: 12:49:41, time: 1.471, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1719, interm_loss_bbox: 0.1344, interm_loss_iou: 0.3333, loss_cls: 0.1418, loss_bbox: 0.1210, loss_iou: 0.3110, d0.loss_cls: 0.1821, d0.loss_bbox: 0.1242, d0.loss_iou: 0.3160, d1.loss_cls: 0.1535, d1.loss_bbox: 0.1242, d1.loss_iou: 0.3160, d2.loss_cls: 0.1462, d2.loss_bbox: 0.1228, d2.loss_iou: 0.3138, d3.loss_cls: 0.1438, d3.loss_bbox: 0.1213, d3.loss_iou: 0.3120, d4.loss_cls: 0.1422, d4.loss_bbox: 0.1211, d4.loss_iou: 0.3114, dn_loss_cls: 0.0096, dn_loss_bbox: 0.1511, dn_loss_iou: 0.2450, d0.dn_loss_cls: 0.0369, d0.dn_loss_bbox: 0.2331, d0.dn_loss_iou: 0.3414, d1.dn_loss_cls: 0.0170, d1.dn_loss_bbox: 0.1716, d1.dn_loss_iou: 0.2715, d2.dn_loss_cls: 0.0124, d2.dn_loss_bbox: 0.1549, d2.dn_loss_iou: 0.2507, d3.dn_loss_cls: 0.0106, d3.dn_loss_bbox: 0.1521, d3.dn_loss_iou: 0.2469, d4.dn_loss_cls: 0.0099, d4.dn_loss_bbox: 0.1510, d4.dn_loss_iou: 0.2449, loss: 6.8744 2024-05-21 11:48:03,244 - mmdet - INFO - Epoch [28][1750/3665] lr: 2.000e-05, eta: 12:48:27, time: 1.469, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1706, interm_loss_bbox: 0.1363, interm_loss_iou: 0.3321, loss_cls: 0.1404, loss_bbox: 0.1224, loss_iou: 0.3101, d0.loss_cls: 0.1804, d0.loss_bbox: 0.1271, d0.loss_iou: 0.3144, d1.loss_cls: 0.1518, d1.loss_bbox: 0.1251, d1.loss_iou: 0.3150, d2.loss_cls: 0.1443, d2.loss_bbox: 0.1238, d2.loss_iou: 0.3127, d3.loss_cls: 0.1416, d3.loss_bbox: 0.1234, d3.loss_iou: 0.3116, d4.loss_cls: 0.1409, d4.loss_bbox: 0.1225, d4.loss_iou: 0.3102, dn_loss_cls: 0.0097, dn_loss_bbox: 0.1531, dn_loss_iou: 0.2456, d0.dn_loss_cls: 0.0389, d0.dn_loss_bbox: 0.2403, d0.dn_loss_iou: 0.3457, d1.dn_loss_cls: 0.0177, d1.dn_loss_bbox: 0.1739, d1.dn_loss_iou: 0.2718, d2.dn_loss_cls: 0.0129, d2.dn_loss_bbox: 0.1574, d2.dn_loss_iou: 0.2516, d3.dn_loss_cls: 0.0108, d3.dn_loss_bbox: 0.1543, d3.dn_loss_iou: 0.2475, d4.dn_loss_cls: 0.0101, d4.dn_loss_bbox: 0.1529, d4.dn_loss_iou: 0.2456, loss: 6.8965 2024-05-21 11:49:17,006 - mmdet - INFO - Epoch [28][1800/3665] lr: 2.000e-05, eta: 12:47:13, time: 1.475, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1769, interm_loss_bbox: 0.1344, interm_loss_iou: 0.3357, loss_cls: 0.1450, loss_bbox: 0.1213, loss_iou: 0.3136, d0.loss_cls: 0.1852, d0.loss_bbox: 0.1246, d0.loss_iou: 0.3193, d1.loss_cls: 0.1583, d1.loss_bbox: 0.1244, d1.loss_iou: 0.3176, d2.loss_cls: 0.1500, d2.loss_bbox: 0.1233, d2.loss_iou: 0.3162, d3.loss_cls: 0.1478, d3.loss_bbox: 0.1218, d3.loss_iou: 0.3143, d4.loss_cls: 0.1459, d4.loss_bbox: 0.1213, d4.loss_iou: 0.3132, dn_loss_cls: 0.0110, dn_loss_bbox: 0.1501, dn_loss_iou: 0.2460, d0.dn_loss_cls: 0.0385, d0.dn_loss_bbox: 0.2343, d0.dn_loss_iou: 0.3443, d1.dn_loss_cls: 0.0184, d1.dn_loss_bbox: 0.1697, d1.dn_loss_iou: 0.2724, d2.dn_loss_cls: 0.0138, d2.dn_loss_bbox: 0.1541, d2.dn_loss_iou: 0.2518, d3.dn_loss_cls: 0.0120, d3.dn_loss_bbox: 0.1511, d3.dn_loss_iou: 0.2478, d4.dn_loss_cls: 0.0111, d4.dn_loss_bbox: 0.1500, d4.dn_loss_iou: 0.2459, loss: 6.9325 2024-05-21 11:50:32,826 - mmdet - INFO - Epoch [28][1850/3665] lr: 2.000e-05, eta: 12:46:00, time: 1.517, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1697, interm_loss_bbox: 0.1345, interm_loss_iou: 0.3294, loss_cls: 0.1367, loss_bbox: 0.1226, loss_iou: 0.3094, d0.loss_cls: 0.1796, d0.loss_bbox: 0.1242, d0.loss_iou: 0.3116, d1.loss_cls: 0.1490, d1.loss_bbox: 0.1247, d1.loss_iou: 0.3135, d2.loss_cls: 0.1420, d2.loss_bbox: 0.1234, d2.loss_iou: 0.3110, d3.loss_cls: 0.1390, d3.loss_bbox: 0.1227, d3.loss_iou: 0.3098, d4.loss_cls: 0.1373, d4.loss_bbox: 0.1227, d4.loss_iou: 0.3098, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1450, dn_loss_iou: 0.2384, d0.dn_loss_cls: 0.0365, d0.dn_loss_bbox: 0.2315, d0.dn_loss_iou: 0.3349, d1.dn_loss_cls: 0.0164, d1.dn_loss_bbox: 0.1667, d1.dn_loss_iou: 0.2644, d2.dn_loss_cls: 0.0118, d2.dn_loss_bbox: 0.1495, d2.dn_loss_iou: 0.2441, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1461, d3.dn_loss_iou: 0.2403, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1449, d4.dn_loss_iou: 0.2384, loss: 6.7596 2024-05-21 11:51:50,937 - mmdet - INFO - Epoch [28][1900/3665] lr: 2.000e-05, eta: 12:44:47, time: 1.562, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1718, interm_loss_bbox: 0.1364, interm_loss_iou: 0.3310, loss_cls: 0.1393, loss_bbox: 0.1238, loss_iou: 0.3102, d0.loss_cls: 0.1810, d0.loss_bbox: 0.1260, d0.loss_iou: 0.3137, d1.loss_cls: 0.1513, d1.loss_bbox: 0.1265, d1.loss_iou: 0.3149, d2.loss_cls: 0.1439, d2.loss_bbox: 0.1252, d2.loss_iou: 0.3122, d3.loss_cls: 0.1414, d3.loss_bbox: 0.1244, d3.loss_iou: 0.3110, d4.loss_cls: 0.1400, d4.loss_bbox: 0.1240, d4.loss_iou: 0.3103, dn_loss_cls: 0.0105, dn_loss_bbox: 0.1563, dn_loss_iou: 0.2434, d0.dn_loss_cls: 0.0381, d0.dn_loss_bbox: 0.2442, d0.dn_loss_iou: 0.3419, d1.dn_loss_cls: 0.0178, d1.dn_loss_bbox: 0.1771, d1.dn_loss_iou: 0.2699, d2.dn_loss_cls: 0.0132, d2.dn_loss_bbox: 0.1604, d2.dn_loss_iou: 0.2492, d3.dn_loss_cls: 0.0114, d3.dn_loss_bbox: 0.1577, d3.dn_loss_iou: 0.2454, d4.dn_loss_cls: 0.0107, d4.dn_loss_bbox: 0.1562, d4.dn_loss_iou: 0.2433, loss: 6.9049 2024-05-21 11:53:05,308 - mmdet - INFO - Epoch [28][1950/3665] lr: 2.000e-05, eta: 12:43:34, time: 1.487, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1733, interm_loss_bbox: 0.1388, interm_loss_iou: 0.3239, loss_cls: 0.1392, loss_bbox: 0.1260, loss_iou: 0.3031, d0.loss_cls: 0.1805, d0.loss_bbox: 0.1300, d0.loss_iou: 0.3083, d1.loss_cls: 0.1523, d1.loss_bbox: 0.1284, d1.loss_iou: 0.3078, d2.loss_cls: 0.1437, d2.loss_bbox: 0.1278, d2.loss_iou: 0.3064, d3.loss_cls: 0.1416, d3.loss_bbox: 0.1264, d3.loss_iou: 0.3038, d4.loss_cls: 0.1399, d4.loss_bbox: 0.1261, d4.loss_iou: 0.3034, dn_loss_cls: 0.0103, dn_loss_bbox: 0.1561, dn_loss_iou: 0.2413, d0.dn_loss_cls: 0.0392, d0.dn_loss_bbox: 0.2477, d0.dn_loss_iou: 0.3407, d1.dn_loss_cls: 0.0180, d1.dn_loss_bbox: 0.1777, d1.dn_loss_iou: 0.2681, d2.dn_loss_cls: 0.0133, d2.dn_loss_bbox: 0.1606, d2.dn_loss_iou: 0.2475, d3.dn_loss_cls: 0.0113, d3.dn_loss_bbox: 0.1573, d3.dn_loss_iou: 0.2432, d4.dn_loss_cls: 0.0105, d4.dn_loss_bbox: 0.1561, d4.dn_loss_iou: 0.2413, loss: 6.8708 2024-05-21 11:54:21,322 - mmdet - INFO - Epoch [28][2000/3665] lr: 2.000e-05, eta: 12:42:21, time: 1.520, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1743, interm_loss_bbox: 0.1380, interm_loss_iou: 0.3252, loss_cls: 0.1410, loss_bbox: 0.1254, loss_iou: 0.3057, d0.loss_cls: 0.1822, d0.loss_bbox: 0.1275, d0.loss_iou: 0.3085, d1.loss_cls: 0.1541, d1.loss_bbox: 0.1266, d1.loss_iou: 0.3080, d2.loss_cls: 0.1473, d2.loss_bbox: 0.1249, d2.loss_iou: 0.3056, d3.loss_cls: 0.1439, d3.loss_bbox: 0.1258, d3.loss_iou: 0.3051, d4.loss_cls: 0.1418, d4.loss_bbox: 0.1251, d4.loss_iou: 0.3055, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1536, dn_loss_iou: 0.2362, d0.dn_loss_cls: 0.0365, d0.dn_loss_bbox: 0.2407, d0.dn_loss_iou: 0.3311, d1.dn_loss_cls: 0.0166, d1.dn_loss_bbox: 0.1743, d1.dn_loss_iou: 0.2620, d2.dn_loss_cls: 0.0121, d2.dn_loss_bbox: 0.1578, d2.dn_loss_iou: 0.2416, d3.dn_loss_cls: 0.0103, d3.dn_loss_bbox: 0.1547, d3.dn_loss_iou: 0.2380, d4.dn_loss_cls: 0.0097, d4.dn_loss_bbox: 0.1536, d4.dn_loss_iou: 0.2361, loss: 6.8160 2024-05-21 11:55:37,975 - mmdet - INFO - Epoch [28][2050/3665] lr: 2.000e-05, eta: 12:41:08, time: 1.533, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1696, interm_loss_bbox: 0.1340, interm_loss_iou: 0.3326, loss_cls: 0.1370, loss_bbox: 0.1220, loss_iou: 0.3129, d0.loss_cls: 0.1786, d0.loss_bbox: 0.1240, d0.loss_iou: 0.3160, d1.loss_cls: 0.1495, d1.loss_bbox: 0.1240, d1.loss_iou: 0.3168, d2.loss_cls: 0.1435, d2.loss_bbox: 0.1216, d2.loss_iou: 0.3135, d3.loss_cls: 0.1398, d3.loss_bbox: 0.1222, d3.loss_iou: 0.3131, d4.loss_cls: 0.1377, d4.loss_bbox: 0.1221, d4.loss_iou: 0.3131, dn_loss_cls: 0.0104, dn_loss_bbox: 0.1573, dn_loss_iou: 0.2469, d0.dn_loss_cls: 0.0385, d0.dn_loss_bbox: 0.2459, d0.dn_loss_iou: 0.3454, d1.dn_loss_cls: 0.0180, d1.dn_loss_bbox: 0.1799, d1.dn_loss_iou: 0.2741, d2.dn_loss_cls: 0.0133, d2.dn_loss_bbox: 0.1621, d2.dn_loss_iou: 0.2530, d3.dn_loss_cls: 0.0115, d3.dn_loss_bbox: 0.1587, d3.dn_loss_iou: 0.2489, d4.dn_loss_cls: 0.0107, d4.dn_loss_bbox: 0.1573, d4.dn_loss_iou: 0.2469, loss: 6.9221 2024-05-21 11:56:49,881 - mmdet - INFO - Epoch [28][2100/3665] lr: 2.000e-05, eta: 12:39:53, time: 1.438, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1732, interm_loss_bbox: 0.1372, interm_loss_iou: 0.3293, loss_cls: 0.1410, loss_bbox: 0.1244, loss_iou: 0.3085, d0.loss_cls: 0.1823, d0.loss_bbox: 0.1271, d0.loss_iou: 0.3114, d1.loss_cls: 0.1529, d1.loss_bbox: 0.1277, d1.loss_iou: 0.3127, d2.loss_cls: 0.1463, d2.loss_bbox: 0.1251, d2.loss_iou: 0.3092, d3.loss_cls: 0.1432, d3.loss_bbox: 0.1243, d3.loss_iou: 0.3085, d4.loss_cls: 0.1413, d4.loss_bbox: 0.1245, d4.loss_iou: 0.3087, dn_loss_cls: 0.0098, dn_loss_bbox: 0.1527, dn_loss_iou: 0.2419, d0.dn_loss_cls: 0.0376, d0.dn_loss_bbox: 0.2408, d0.dn_loss_iou: 0.3405, d1.dn_loss_cls: 0.0172, d1.dn_loss_bbox: 0.1739, d1.dn_loss_iou: 0.2680, d2.dn_loss_cls: 0.0126, d2.dn_loss_bbox: 0.1575, d2.dn_loss_iou: 0.2479, d3.dn_loss_cls: 0.0108, d3.dn_loss_bbox: 0.1540, d3.dn_loss_iou: 0.2439, d4.dn_loss_cls: 0.0100, d4.dn_loss_bbox: 0.1526, d4.dn_loss_iou: 0.2420, loss: 6.8725 2024-05-21 11:58:04,490 - mmdet - INFO - Epoch [28][2150/3665] lr: 2.000e-05, eta: 12:38:40, time: 1.492, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1670, interm_loss_bbox: 0.1350, interm_loss_iou: 0.3235, loss_cls: 0.1352, loss_bbox: 0.1232, loss_iou: 0.3034, d0.loss_cls: 0.1771, d0.loss_bbox: 0.1241, d0.loss_iou: 0.3054, d1.loss_cls: 0.1481, d1.loss_bbox: 0.1252, d1.loss_iou: 0.3074, d2.loss_cls: 0.1407, d2.loss_bbox: 0.1235, d2.loss_iou: 0.3049, d3.loss_cls: 0.1378, d3.loss_bbox: 0.1229, d3.loss_iou: 0.3039, d4.loss_cls: 0.1358, d4.loss_bbox: 0.1230, d4.loss_iou: 0.3037, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1540, dn_loss_iou: 0.2420, d0.dn_loss_cls: 0.0370, d0.dn_loss_bbox: 0.2371, d0.dn_loss_iou: 0.3379, d1.dn_loss_cls: 0.0166, d1.dn_loss_bbox: 0.1737, d1.dn_loss_iou: 0.2675, d2.dn_loss_cls: 0.0120, d2.dn_loss_bbox: 0.1580, d2.dn_loss_iou: 0.2476, d3.dn_loss_cls: 0.0103, d3.dn_loss_bbox: 0.1550, d3.dn_loss_iou: 0.2437, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1539, d4.dn_loss_iou: 0.2419, loss: 6.7778 2024-05-21 11:59:20,831 - mmdet - INFO - Epoch [28][2200/3665] lr: 2.000e-05, eta: 12:37:27, time: 1.527, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1736, interm_loss_bbox: 0.1370, interm_loss_iou: 0.3279, loss_cls: 0.1405, loss_bbox: 0.1269, loss_iou: 0.3070, d0.loss_cls: 0.1812, d0.loss_bbox: 0.1284, d0.loss_iou: 0.3122, d1.loss_cls: 0.1542, d1.loss_bbox: 0.1283, d1.loss_iou: 0.3110, d2.loss_cls: 0.1463, d2.loss_bbox: 0.1270, d2.loss_iou: 0.3088, d3.loss_cls: 0.1426, d3.loss_bbox: 0.1272, d3.loss_iou: 0.3083, d4.loss_cls: 0.1413, d4.loss_bbox: 0.1267, d4.loss_iou: 0.3071, dn_loss_cls: 0.0101, dn_loss_bbox: 0.1513, dn_loss_iou: 0.2398, d0.dn_loss_cls: 0.0386, d0.dn_loss_bbox: 0.2434, d0.dn_loss_iou: 0.3406, d1.dn_loss_cls: 0.0178, d1.dn_loss_bbox: 0.1738, d1.dn_loss_iou: 0.2669, d2.dn_loss_cls: 0.0130, d2.dn_loss_bbox: 0.1562, d2.dn_loss_iou: 0.2460, d3.dn_loss_cls: 0.0110, d3.dn_loss_bbox: 0.1526, d3.dn_loss_iou: 0.2419, d4.dn_loss_cls: 0.0103, d4.dn_loss_bbox: 0.1512, d4.dn_loss_iou: 0.2397, loss: 6.8681 2024-05-21 12:00:35,341 - mmdet - INFO - Epoch [28][2250/3665] lr: 2.000e-05, eta: 12:36:13, time: 1.490, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1673, interm_loss_bbox: 0.1359, interm_loss_iou: 0.3242, loss_cls: 0.1360, loss_bbox: 0.1233, loss_iou: 0.3034, d0.loss_cls: 0.1771, d0.loss_bbox: 0.1256, d0.loss_iou: 0.3076, d1.loss_cls: 0.1483, d1.loss_bbox: 0.1252, d1.loss_iou: 0.3068, d2.loss_cls: 0.1408, d2.loss_bbox: 0.1248, d2.loss_iou: 0.3059, d3.loss_cls: 0.1382, d3.loss_bbox: 0.1240, d3.loss_iou: 0.3043, d4.loss_cls: 0.1364, d4.loss_bbox: 0.1232, d4.loss_iou: 0.3037, dn_loss_cls: 0.0099, dn_loss_bbox: 0.1570, dn_loss_iou: 0.2419, d0.dn_loss_cls: 0.0376, d0.dn_loss_bbox: 0.2457, d0.dn_loss_iou: 0.3413, d1.dn_loss_cls: 0.0173, d1.dn_loss_bbox: 0.1782, d1.dn_loss_iou: 0.2682, d2.dn_loss_cls: 0.0127, d2.dn_loss_bbox: 0.1610, d2.dn_loss_iou: 0.2477, d3.dn_loss_cls: 0.0108, d3.dn_loss_bbox: 0.1580, d3.dn_loss_iou: 0.2438, d4.dn_loss_cls: 0.0101, d4.dn_loss_bbox: 0.1569, d4.dn_loss_iou: 0.2418, loss: 6.8219 2024-05-21 12:01:46,850 - mmdet - INFO - Epoch [28][2300/3665] lr: 2.000e-05, eta: 12:34:59, time: 1.430, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1702, interm_loss_bbox: 0.1331, interm_loss_iou: 0.3370, loss_cls: 0.1386, loss_bbox: 0.1204, loss_iou: 0.3163, d0.loss_cls: 0.1779, d0.loss_bbox: 0.1240, d0.loss_iou: 0.3211, d1.loss_cls: 0.1515, d1.loss_bbox: 0.1228, d1.loss_iou: 0.3197, d2.loss_cls: 0.1432, d2.loss_bbox: 0.1221, d2.loss_iou: 0.3189, d3.loss_cls: 0.1404, d3.loss_bbox: 0.1212, d3.loss_iou: 0.3171, d4.loss_cls: 0.1390, d4.loss_bbox: 0.1207, d4.loss_iou: 0.3168, dn_loss_cls: 0.0097, dn_loss_bbox: 0.1471, dn_loss_iou: 0.2480, d0.dn_loss_cls: 0.0372, d0.dn_loss_bbox: 0.2324, d0.dn_loss_iou: 0.3493, d1.dn_loss_cls: 0.0170, d1.dn_loss_bbox: 0.1674, d1.dn_loss_iou: 0.2755, d2.dn_loss_cls: 0.0124, d2.dn_loss_bbox: 0.1511, d2.dn_loss_iou: 0.2539, d3.dn_loss_cls: 0.0106, d3.dn_loss_bbox: 0.1482, d3.dn_loss_iou: 0.2499, d4.dn_loss_cls: 0.0099, d4.dn_loss_bbox: 0.1470, d4.dn_loss_iou: 0.2479, loss: 6.8867 2024-05-21 12:03:04,779 - mmdet - INFO - Epoch [28][2350/3665] lr: 2.000e-05, eta: 12:33:45, time: 1.515, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1693, interm_loss_bbox: 0.1303, interm_loss_iou: 0.3312, loss_cls: 0.1371, loss_bbox: 0.1184, loss_iou: 0.3115, d0.loss_cls: 0.1779, d0.loss_bbox: 0.1215, d0.loss_iou: 0.3150, d1.loss_cls: 0.1488, d1.loss_bbox: 0.1209, d1.loss_iou: 0.3154, d2.loss_cls: 0.1418, d2.loss_bbox: 0.1191, d2.loss_iou: 0.3139, d3.loss_cls: 0.1395, d3.loss_bbox: 0.1192, d3.loss_iou: 0.3123, d4.loss_cls: 0.1374, d4.loss_bbox: 0.1189, d4.loss_iou: 0.3120, dn_loss_cls: 0.0095, dn_loss_bbox: 0.1440, dn_loss_iou: 0.2431, d0.dn_loss_cls: 0.0368, d0.dn_loss_bbox: 0.2272, d0.dn_loss_iou: 0.3391, d1.dn_loss_cls: 0.0169, d1.dn_loss_bbox: 0.1637, d1.dn_loss_iou: 0.2691, d2.dn_loss_cls: 0.0123, d2.dn_loss_bbox: 0.1481, d2.dn_loss_iou: 0.2488, d3.dn_loss_cls: 0.0105, d3.dn_loss_bbox: 0.1451, d3.dn_loss_iou: 0.2450, d4.dn_loss_cls: 0.0099, d4.dn_loss_bbox: 0.1439, d4.dn_loss_iou: 0.2430, loss: 6.7671 2024-05-21 12:04:16,405 - mmdet - INFO - Epoch [28][2400/3665] lr: 2.000e-05, eta: 12:32:32, time: 1.476, data_time: 0.059, memory: 41053, interm_loss_cls: 0.1733, interm_loss_bbox: 0.1360, interm_loss_iou: 0.3296, loss_cls: 0.1407, loss_bbox: 0.1241, loss_iou: 0.3092, d0.loss_cls: 0.1824, d0.loss_bbox: 0.1277, d0.loss_iou: 0.3131, d1.loss_cls: 0.1537, d1.loss_bbox: 0.1270, d1.loss_iou: 0.3135, d2.loss_cls: 0.1470, d2.loss_bbox: 0.1251, d2.loss_iou: 0.3100, d3.loss_cls: 0.1437, d3.loss_bbox: 0.1242, d3.loss_iou: 0.3091, d4.loss_cls: 0.1413, d4.loss_bbox: 0.1243, d4.loss_iou: 0.3090, dn_loss_cls: 0.0101, dn_loss_bbox: 0.1500, dn_loss_iou: 0.2459, d0.dn_loss_cls: 0.0384, d0.dn_loss_bbox: 0.2372, d0.dn_loss_iou: 0.3478, d1.dn_loss_cls: 0.0174, d1.dn_loss_bbox: 0.1709, d1.dn_loss_iou: 0.2737, d2.dn_loss_cls: 0.0127, d2.dn_loss_bbox: 0.1541, d2.dn_loss_iou: 0.2522, d3.dn_loss_cls: 0.0110, d3.dn_loss_bbox: 0.1510, d3.dn_loss_iou: 0.2479, d4.dn_loss_cls: 0.0103, d4.dn_loss_bbox: 0.1499, d4.dn_loss_iou: 0.2458, loss: 6.8906 2024-05-21 12:05:33,809 - mmdet - INFO - Epoch [28][2450/3665] lr: 2.000e-05, eta: 12:31:19, time: 1.548, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1747, interm_loss_bbox: 0.1359, interm_loss_iou: 0.3348, loss_cls: 0.1444, loss_bbox: 0.1223, loss_iou: 0.3138, d0.loss_cls: 0.1837, d0.loss_bbox: 0.1267, d0.loss_iou: 0.3191, d1.loss_cls: 0.1565, d1.loss_bbox: 0.1256, d1.loss_iou: 0.3184, d2.loss_cls: 0.1493, d2.loss_bbox: 0.1237, d2.loss_iou: 0.3164, d3.loss_cls: 0.1465, d3.loss_bbox: 0.1231, d3.loss_iou: 0.3149, d4.loss_cls: 0.1452, d4.loss_bbox: 0.1221, d4.loss_iou: 0.3139, dn_loss_cls: 0.0101, dn_loss_bbox: 0.1583, dn_loss_iou: 0.2506, d0.dn_loss_cls: 0.0383, d0.dn_loss_bbox: 0.2439, d0.dn_loss_iou: 0.3496, d1.dn_loss_cls: 0.0179, d1.dn_loss_bbox: 0.1786, d1.dn_loss_iou: 0.2774, d2.dn_loss_cls: 0.0131, d2.dn_loss_bbox: 0.1620, d2.dn_loss_iou: 0.2563, d3.dn_loss_cls: 0.0111, d3.dn_loss_bbox: 0.1594, d3.dn_loss_iou: 0.2526, d4.dn_loss_cls: 0.0103, d4.dn_loss_bbox: 0.1582, d4.dn_loss_iou: 0.2505, loss: 7.0092 2024-05-21 12:06:49,040 - mmdet - INFO - Epoch [28][2500/3665] lr: 2.000e-05, eta: 12:30:05, time: 1.505, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1728, interm_loss_bbox: 0.1343, interm_loss_iou: 0.3212, loss_cls: 0.1390, loss_bbox: 0.1227, loss_iou: 0.3015, d0.loss_cls: 0.1807, d0.loss_bbox: 0.1257, d0.loss_iou: 0.3056, d1.loss_cls: 0.1510, d1.loss_bbox: 0.1254, d1.loss_iou: 0.3064, d2.loss_cls: 0.1451, d2.loss_bbox: 0.1232, d2.loss_iou: 0.3021, d3.loss_cls: 0.1414, d3.loss_bbox: 0.1233, d3.loss_iou: 0.3018, d4.loss_cls: 0.1396, d4.loss_bbox: 0.1230, d4.loss_iou: 0.3016, dn_loss_cls: 0.0104, dn_loss_bbox: 0.1539, dn_loss_iou: 0.2377, d0.dn_loss_cls: 0.0384, d0.dn_loss_bbox: 0.2405, d0.dn_loss_iou: 0.3347, d1.dn_loss_cls: 0.0180, d1.dn_loss_bbox: 0.1740, d1.dn_loss_iou: 0.2635, d2.dn_loss_cls: 0.0132, d2.dn_loss_bbox: 0.1581, d2.dn_loss_iou: 0.2434, d3.dn_loss_cls: 0.0113, d3.dn_loss_bbox: 0.1549, d3.dn_loss_iou: 0.2395, d4.dn_loss_cls: 0.0106, d4.dn_loss_bbox: 0.1538, d4.dn_loss_iou: 0.2376, loss: 6.7809 2024-05-21 12:08:00,887 - mmdet - INFO - Epoch [28][2550/3665] lr: 2.000e-05, eta: 12:28:51, time: 1.437, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1684, interm_loss_bbox: 0.1361, interm_loss_iou: 0.3269, loss_cls: 0.1356, loss_bbox: 0.1256, loss_iou: 0.3087, d0.loss_cls: 0.1765, d0.loss_bbox: 0.1281, d0.loss_iou: 0.3119, d1.loss_cls: 0.1478, d1.loss_bbox: 0.1283, d1.loss_iou: 0.3126, d2.loss_cls: 0.1405, d2.loss_bbox: 0.1264, d2.loss_iou: 0.3100, d3.loss_cls: 0.1375, d3.loss_bbox: 0.1259, d3.loss_iou: 0.3096, d4.loss_cls: 0.1361, d4.loss_bbox: 0.1255, d4.loss_iou: 0.3088, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1563, dn_loss_iou: 0.2388, d0.dn_loss_cls: 0.0365, d0.dn_loss_bbox: 0.2440, d0.dn_loss_iou: 0.3354, d1.dn_loss_cls: 0.0165, d1.dn_loss_bbox: 0.1767, d1.dn_loss_iou: 0.2636, d2.dn_loss_cls: 0.0120, d2.dn_loss_bbox: 0.1605, d2.dn_loss_iou: 0.2442, d3.dn_loss_cls: 0.0101, d3.dn_loss_bbox: 0.1575, d3.dn_loss_iou: 0.2406, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1562, d4.dn_loss_iou: 0.2387, loss: 6.8333 2024-05-21 12:09:18,739 - mmdet - INFO - Epoch [28][2600/3665] lr: 2.000e-05, eta: 12:27:38, time: 1.557, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1725, interm_loss_bbox: 0.1376, interm_loss_iou: 0.3301, loss_cls: 0.1405, loss_bbox: 0.1241, loss_iou: 0.3080, d0.loss_cls: 0.1822, d0.loss_bbox: 0.1263, d0.loss_iou: 0.3114, d1.loss_cls: 0.1525, d1.loss_bbox: 0.1264, d1.loss_iou: 0.3115, d2.loss_cls: 0.1461, d2.loss_bbox: 0.1238, d2.loss_iou: 0.3081, d3.loss_cls: 0.1427, d3.loss_bbox: 0.1241, d3.loss_iou: 0.3081, d4.loss_cls: 0.1412, d4.loss_bbox: 0.1239, d4.loss_iou: 0.3080, dn_loss_cls: 0.0105, dn_loss_bbox: 0.1529, dn_loss_iou: 0.2433, d0.dn_loss_cls: 0.0377, d0.dn_loss_bbox: 0.2378, d0.dn_loss_iou: 0.3391, d1.dn_loss_cls: 0.0179, d1.dn_loss_bbox: 0.1729, d1.dn_loss_iou: 0.2690, d2.dn_loss_cls: 0.0133, d2.dn_loss_bbox: 0.1566, d2.dn_loss_iou: 0.2489, d3.dn_loss_cls: 0.0114, d3.dn_loss_bbox: 0.1538, d3.dn_loss_iou: 0.2452, d4.dn_loss_cls: 0.0108, d4.dn_loss_bbox: 0.1528, d4.dn_loss_iou: 0.2432, loss: 6.8664 2024-05-21 12:10:33,131 - mmdet - INFO - Epoch [28][2650/3665] lr: 2.000e-05, eta: 12:26:25, time: 1.488, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1710, interm_loss_bbox: 0.1334, interm_loss_iou: 0.3333, loss_cls: 0.1403, loss_bbox: 0.1196, loss_iou: 0.3105, d0.loss_cls: 0.1804, d0.loss_bbox: 0.1237, d0.loss_iou: 0.3158, d1.loss_cls: 0.1518, d1.loss_bbox: 0.1226, d1.loss_iou: 0.3160, d2.loss_cls: 0.1448, d2.loss_bbox: 0.1207, d2.loss_iou: 0.3123, d3.loss_cls: 0.1421, d3.loss_bbox: 0.1198, d3.loss_iou: 0.3114, d4.loss_cls: 0.1410, d4.loss_bbox: 0.1195, d4.loss_iou: 0.3105, dn_loss_cls: 0.0096, dn_loss_bbox: 0.1502, dn_loss_iou: 0.2391, d0.dn_loss_cls: 0.0371, d0.dn_loss_bbox: 0.2348, d0.dn_loss_iou: 0.3359, d1.dn_loss_cls: 0.0170, d1.dn_loss_bbox: 0.1700, d1.dn_loss_iou: 0.2648, d2.dn_loss_cls: 0.0124, d2.dn_loss_bbox: 0.1543, d2.dn_loss_iou: 0.2447, d3.dn_loss_cls: 0.0106, d3.dn_loss_bbox: 0.1512, d3.dn_loss_iou: 0.2410, d4.dn_loss_cls: 0.0099, d4.dn_loss_bbox: 0.1502, d4.dn_loss_iou: 0.2390, loss: 6.8121 2024-05-21 12:11:45,131 - mmdet - INFO - Epoch [28][2700/3665] lr: 2.000e-05, eta: 12:25:10, time: 1.440, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1701, interm_loss_bbox: 0.1321, interm_loss_iou: 0.3254, loss_cls: 0.1393, loss_bbox: 0.1199, loss_iou: 0.3035, d0.loss_cls: 0.1776, d0.loss_bbox: 0.1232, d0.loss_iou: 0.3077, d1.loss_cls: 0.1502, d1.loss_bbox: 0.1228, d1.loss_iou: 0.3077, d2.loss_cls: 0.1438, d2.loss_bbox: 0.1211, d2.loss_iou: 0.3055, d3.loss_cls: 0.1410, d3.loss_bbox: 0.1204, d3.loss_iou: 0.3041, d4.loss_cls: 0.1397, d4.loss_bbox: 0.1199, d4.loss_iou: 0.3039, dn_loss_cls: 0.0098, dn_loss_bbox: 0.1484, dn_loss_iou: 0.2389, d0.dn_loss_cls: 0.0374, d0.dn_loss_bbox: 0.2371, d0.dn_loss_iou: 0.3380, d1.dn_loss_cls: 0.0174, d1.dn_loss_bbox: 0.1686, d1.dn_loss_iou: 0.2654, d2.dn_loss_cls: 0.0128, d2.dn_loss_bbox: 0.1522, d2.dn_loss_iou: 0.2445, d3.dn_loss_cls: 0.0108, d3.dn_loss_bbox: 0.1495, d3.dn_loss_iou: 0.2409, d4.dn_loss_cls: 0.0101, d4.dn_loss_bbox: 0.1484, d4.dn_loss_iou: 0.2388, loss: 6.7478 2024-05-21 12:13:01,285 - mmdet - INFO - Epoch [28][2750/3665] lr: 2.000e-05, eta: 12:23:57, time: 1.523, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1712, interm_loss_bbox: 0.1391, interm_loss_iou: 0.3289, loss_cls: 0.1402, loss_bbox: 0.1245, loss_iou: 0.3066, d0.loss_cls: 0.1813, d0.loss_bbox: 0.1275, d0.loss_iou: 0.3095, d1.loss_cls: 0.1526, d1.loss_bbox: 0.1269, d1.loss_iou: 0.3100, d2.loss_cls: 0.1462, d2.loss_bbox: 0.1250, d2.loss_iou: 0.3076, d3.loss_cls: 0.1427, d3.loss_bbox: 0.1247, d3.loss_iou: 0.3072, d4.loss_cls: 0.1409, d4.loss_bbox: 0.1246, d4.loss_iou: 0.3068, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1518, dn_loss_iou: 0.2386, d0.dn_loss_cls: 0.0360, d0.dn_loss_bbox: 0.2352, d0.dn_loss_iou: 0.3323, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1718, d1.dn_loss_iou: 0.2635, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1557, d2.dn_loss_iou: 0.2439, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1527, d3.dn_loss_iou: 0.2403, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1517, d4.dn_loss_iou: 0.2386, loss: 6.8111 2024-05-21 12:14:16,891 - mmdet - INFO - Epoch [28][2800/3665] lr: 2.000e-05, eta: 12:22:44, time: 1.512, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1710, interm_loss_bbox: 0.1341, interm_loss_iou: 0.3256, loss_cls: 0.1401, loss_bbox: 0.1239, loss_iou: 0.3066, d0.loss_cls: 0.1794, d0.loss_bbox: 0.1268, d0.loss_iou: 0.3103, d1.loss_cls: 0.1512, d1.loss_bbox: 0.1264, d1.loss_iou: 0.3098, d2.loss_cls: 0.1446, d2.loss_bbox: 0.1244, d2.loss_iou: 0.3077, d3.loss_cls: 0.1429, d3.loss_bbox: 0.1239, d3.loss_iou: 0.3062, d4.loss_cls: 0.1408, d4.loss_bbox: 0.1240, d4.loss_iou: 0.3065, dn_loss_cls: 0.0099, dn_loss_bbox: 0.1503, dn_loss_iou: 0.2407, d0.dn_loss_cls: 0.0373, d0.dn_loss_bbox: 0.2337, d0.dn_loss_iou: 0.3386, d1.dn_loss_cls: 0.0169, d1.dn_loss_bbox: 0.1702, d1.dn_loss_iou: 0.2671, d2.dn_loss_cls: 0.0126, d2.dn_loss_bbox: 0.1536, d2.dn_loss_iou: 0.2462, d3.dn_loss_cls: 0.0108, d3.dn_loss_bbox: 0.1513, d3.dn_loss_iou: 0.2424, d4.dn_loss_cls: 0.0101, d4.dn_loss_bbox: 0.1502, d4.dn_loss_iou: 0.2406, loss: 6.8086 2024-05-21 12:15:28,457 - mmdet - INFO - Epoch [28][2850/3665] lr: 2.000e-05, eta: 12:21:30, time: 1.431, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1686, interm_loss_bbox: 0.1326, interm_loss_iou: 0.3225, loss_cls: 0.1376, loss_bbox: 0.1205, loss_iou: 0.3030, d0.loss_cls: 0.1785, d0.loss_bbox: 0.1222, d0.loss_iou: 0.3060, d1.loss_cls: 0.1494, d1.loss_bbox: 0.1228, d1.loss_iou: 0.3074, d2.loss_cls: 0.1435, d2.loss_bbox: 0.1210, d2.loss_iou: 0.3036, d3.loss_cls: 0.1402, d3.loss_bbox: 0.1209, d3.loss_iou: 0.3032, d4.loss_cls: 0.1383, d4.loss_bbox: 0.1206, d4.loss_iou: 0.3030, dn_loss_cls: 0.0100, dn_loss_bbox: 0.1552, dn_loss_iou: 0.2407, d0.dn_loss_cls: 0.0379, d0.dn_loss_bbox: 0.2414, d0.dn_loss_iou: 0.3372, d1.dn_loss_cls: 0.0176, d1.dn_loss_bbox: 0.1754, d1.dn_loss_iou: 0.2666, d2.dn_loss_cls: 0.0129, d2.dn_loss_bbox: 0.1593, d2.dn_loss_iou: 0.2464, d3.dn_loss_cls: 0.0110, d3.dn_loss_bbox: 0.1564, d3.dn_loss_iou: 0.2426, d4.dn_loss_cls: 0.0103, d4.dn_loss_bbox: 0.1552, d4.dn_loss_iou: 0.2407, loss: 6.7821 2024-05-21 12:16:42,184 - mmdet - INFO - Epoch [28][2900/3665] lr: 2.000e-05, eta: 12:20:16, time: 1.475, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1708, interm_loss_bbox: 0.1315, interm_loss_iou: 0.3286, loss_cls: 0.1423, loss_bbox: 0.1181, loss_iou: 0.3083, d0.loss_cls: 0.1793, d0.loss_bbox: 0.1224, d0.loss_iou: 0.3141, d1.loss_cls: 0.1513, d1.loss_bbox: 0.1219, d1.loss_iou: 0.3144, d2.loss_cls: 0.1447, d2.loss_bbox: 0.1207, d2.loss_iou: 0.3130, d3.loss_cls: 0.1440, d3.loss_bbox: 0.1187, d3.loss_iou: 0.3099, d4.loss_cls: 0.1428, d4.loss_bbox: 0.1182, d4.loss_iou: 0.3088, dn_loss_cls: 0.0092, dn_loss_bbox: 0.1417, dn_loss_iou: 0.2399, d0.dn_loss_cls: 0.0371, d0.dn_loss_bbox: 0.2247, d0.dn_loss_iou: 0.3369, d1.dn_loss_cls: 0.0166, d1.dn_loss_bbox: 0.1612, d1.dn_loss_iou: 0.2653, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1453, d2.dn_loss_iou: 0.2454, d3.dn_loss_cls: 0.0101, d3.dn_loss_bbox: 0.1427, d3.dn_loss_iou: 0.2417, d4.dn_loss_cls: 0.0094, d4.dn_loss_bbox: 0.1416, d4.dn_loss_iou: 0.2398, loss: 6.7443 2024-05-21 12:17:57,878 - mmdet - INFO - Epoch [28][2950/3665] lr: 2.000e-05, eta: 12:19:02, time: 1.514, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1675, interm_loss_bbox: 0.1363, interm_loss_iou: 0.3239, loss_cls: 0.1368, loss_bbox: 0.1246, loss_iou: 0.3048, d0.loss_cls: 0.1772, d0.loss_bbox: 0.1261, d0.loss_iou: 0.3086, d1.loss_cls: 0.1476, d1.loss_bbox: 0.1272, d1.loss_iou: 0.3093, d2.loss_cls: 0.1409, d2.loss_bbox: 0.1258, d2.loss_iou: 0.3067, d3.loss_cls: 0.1386, d3.loss_bbox: 0.1252, d3.loss_iou: 0.3053, d4.loss_cls: 0.1371, d4.loss_bbox: 0.1246, d4.loss_iou: 0.3055, dn_loss_cls: 0.0097, dn_loss_bbox: 0.1530, dn_loss_iou: 0.2390, d0.dn_loss_cls: 0.0370, d0.dn_loss_bbox: 0.2388, d0.dn_loss_iou: 0.3361, d1.dn_loss_cls: 0.0168, d1.dn_loss_bbox: 0.1725, d1.dn_loss_iou: 0.2647, d2.dn_loss_cls: 0.0123, d2.dn_loss_bbox: 0.1565, d2.dn_loss_iou: 0.2444, d3.dn_loss_cls: 0.0105, d3.dn_loss_bbox: 0.1541, d3.dn_loss_iou: 0.2407, d4.dn_loss_cls: 0.0099, d4.dn_loss_bbox: 0.1529, d4.dn_loss_iou: 0.2388, loss: 6.7874 2024-05-21 12:19:14,054 - mmdet - INFO - Epoch [28][3000/3665] lr: 2.000e-05, eta: 12:17:49, time: 1.523, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1685, interm_loss_bbox: 0.1348, interm_loss_iou: 0.3317, loss_cls: 0.1403, loss_bbox: 0.1206, loss_iou: 0.3090, d0.loss_cls: 0.1786, d0.loss_bbox: 0.1247, d0.loss_iou: 0.3152, d1.loss_cls: 0.1505, d1.loss_bbox: 0.1240, d1.loss_iou: 0.3135, d2.loss_cls: 0.1440, d2.loss_bbox: 0.1227, d2.loss_iou: 0.3114, d3.loss_cls: 0.1420, d3.loss_bbox: 0.1212, d3.loss_iou: 0.3099, d4.loss_cls: 0.1403, d4.loss_bbox: 0.1211, d4.loss_iou: 0.3094, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1505, dn_loss_iou: 0.2434, d0.dn_loss_cls: 0.0374, d0.dn_loss_bbox: 0.2366, d0.dn_loss_iou: 0.3405, d1.dn_loss_cls: 0.0163, d1.dn_loss_bbox: 0.1714, d1.dn_loss_iou: 0.2695, d2.dn_loss_cls: 0.0118, d2.dn_loss_bbox: 0.1548, d2.dn_loss_iou: 0.2493, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1516, d3.dn_loss_iou: 0.2452, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1504, d4.dn_loss_iou: 0.2433, loss: 6.8338 2024-05-21 12:20:29,260 - mmdet - INFO - Epoch [28][3050/3665] lr: 2.000e-05, eta: 12:16:36, time: 1.504, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1697, interm_loss_bbox: 0.1351, interm_loss_iou: 0.3253, loss_cls: 0.1397, loss_bbox: 0.1231, loss_iou: 0.3053, d0.loss_cls: 0.1787, d0.loss_bbox: 0.1259, d0.loss_iou: 0.3089, d1.loss_cls: 0.1498, d1.loss_bbox: 0.1260, d1.loss_iou: 0.3103, d2.loss_cls: 0.1428, d2.loss_bbox: 0.1245, d2.loss_iou: 0.3080, d3.loss_cls: 0.1414, d3.loss_bbox: 0.1233, d3.loss_iou: 0.3057, d4.loss_cls: 0.1403, d4.loss_bbox: 0.1229, d4.loss_iou: 0.3051, dn_loss_cls: 0.0097, dn_loss_bbox: 0.1489, dn_loss_iou: 0.2450, d0.dn_loss_cls: 0.0382, d0.dn_loss_bbox: 0.2342, d0.dn_loss_iou: 0.3439, d1.dn_loss_cls: 0.0173, d1.dn_loss_bbox: 0.1700, d1.dn_loss_iou: 0.2721, d2.dn_loss_cls: 0.0126, d2.dn_loss_bbox: 0.1533, d2.dn_loss_iou: 0.2508, d3.dn_loss_cls: 0.0106, d3.dn_loss_bbox: 0.1500, d3.dn_loss_iou: 0.2468, d4.dn_loss_cls: 0.0099, d4.dn_loss_bbox: 0.1489, d4.dn_loss_iou: 0.2448, loss: 6.8189 2024-05-21 12:21:42,895 - mmdet - INFO - Epoch [28][3100/3665] lr: 2.000e-05, eta: 12:15:22, time: 1.473, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1664, interm_loss_bbox: 0.1375, interm_loss_iou: 0.3264, loss_cls: 0.1360, loss_bbox: 0.1247, loss_iou: 0.3056, d0.loss_cls: 0.1739, d0.loss_bbox: 0.1289, d0.loss_iou: 0.3112, d1.loss_cls: 0.1466, d1.loss_bbox: 0.1284, d1.loss_iou: 0.3112, d2.loss_cls: 0.1402, d2.loss_bbox: 0.1265, d2.loss_iou: 0.3085, d3.loss_cls: 0.1380, d3.loss_bbox: 0.1256, d3.loss_iou: 0.3070, d4.loss_cls: 0.1364, d4.loss_bbox: 0.1250, d4.loss_iou: 0.3058, dn_loss_cls: 0.0099, dn_loss_bbox: 0.1542, dn_loss_iou: 0.2364, d0.dn_loss_cls: 0.0369, d0.dn_loss_bbox: 0.2419, d0.dn_loss_iou: 0.3332, d1.dn_loss_cls: 0.0172, d1.dn_loss_bbox: 0.1743, d1.dn_loss_iou: 0.2617, d2.dn_loss_cls: 0.0127, d2.dn_loss_bbox: 0.1579, d2.dn_loss_iou: 0.2419, d3.dn_loss_cls: 0.0109, d3.dn_loss_bbox: 0.1550, d3.dn_loss_iou: 0.2383, d4.dn_loss_cls: 0.0102, d4.dn_loss_bbox: 0.1541, d4.dn_loss_iou: 0.2364, loss: 6.7930 2024-05-21 12:22:56,519 - mmdet - INFO - Epoch [28][3150/3665] lr: 2.000e-05, eta: 12:14:08, time: 1.472, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1689, interm_loss_bbox: 0.1345, interm_loss_iou: 0.3276, loss_cls: 0.1385, loss_bbox: 0.1223, loss_iou: 0.3056, d0.loss_cls: 0.1790, d0.loss_bbox: 0.1246, d0.loss_iou: 0.3098, d1.loss_cls: 0.1506, d1.loss_bbox: 0.1248, d1.loss_iou: 0.3099, d2.loss_cls: 0.1436, d2.loss_bbox: 0.1228, d2.loss_iou: 0.3079, d3.loss_cls: 0.1411, d3.loss_bbox: 0.1222, d3.loss_iou: 0.3063, d4.loss_cls: 0.1394, d4.loss_bbox: 0.1222, d4.loss_iou: 0.3059, dn_loss_cls: 0.0100, dn_loss_bbox: 0.1511, dn_loss_iou: 0.2411, d0.dn_loss_cls: 0.0379, d0.dn_loss_bbox: 0.2367, d0.dn_loss_iou: 0.3388, d1.dn_loss_cls: 0.0174, d1.dn_loss_bbox: 0.1716, d1.dn_loss_iou: 0.2679, d2.dn_loss_cls: 0.0129, d2.dn_loss_bbox: 0.1552, d2.dn_loss_iou: 0.2471, d3.dn_loss_cls: 0.0110, d3.dn_loss_bbox: 0.1522, d3.dn_loss_iou: 0.2430, d4.dn_loss_cls: 0.0103, d4.dn_loss_bbox: 0.1510, d4.dn_loss_iou: 0.2410, loss: 6.8034 2024-05-21 12:24:12,459 - mmdet - INFO - Epoch [28][3200/3665] lr: 2.000e-05, eta: 12:12:55, time: 1.519, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1703, interm_loss_bbox: 0.1350, interm_loss_iou: 0.3258, loss_cls: 0.1390, loss_bbox: 0.1217, loss_iou: 0.3053, d0.loss_cls: 0.1793, d0.loss_bbox: 0.1250, d0.loss_iou: 0.3096, d1.loss_cls: 0.1518, d1.loss_bbox: 0.1243, d1.loss_iou: 0.3084, d2.loss_cls: 0.1440, d2.loss_bbox: 0.1224, d2.loss_iou: 0.3069, d3.loss_cls: 0.1414, d3.loss_bbox: 0.1219, d3.loss_iou: 0.3058, d4.loss_cls: 0.1398, d4.loss_bbox: 0.1216, d4.loss_iou: 0.3052, dn_loss_cls: 0.0099, dn_loss_bbox: 0.1569, dn_loss_iou: 0.2427, d0.dn_loss_cls: 0.0375, d0.dn_loss_bbox: 0.2465, d0.dn_loss_iou: 0.3419, d1.dn_loss_cls: 0.0173, d1.dn_loss_bbox: 0.1784, d1.dn_loss_iou: 0.2692, d2.dn_loss_cls: 0.0129, d2.dn_loss_bbox: 0.1611, d2.dn_loss_iou: 0.2484, d3.dn_loss_cls: 0.0110, d3.dn_loss_bbox: 0.1580, d3.dn_loss_iou: 0.2445, d4.dn_loss_cls: 0.0102, d4.dn_loss_bbox: 0.1568, d4.dn_loss_iou: 0.2426, loss: 6.8501 2024-05-21 12:25:26,892 - mmdet - INFO - Epoch [28][3250/3665] lr: 2.000e-05, eta: 12:11:41, time: 1.489, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1645, interm_loss_bbox: 0.1360, interm_loss_iou: 0.3259, loss_cls: 0.1357, loss_bbox: 0.1220, loss_iou: 0.3042, d0.loss_cls: 0.1747, d0.loss_bbox: 0.1263, d0.loss_iou: 0.3095, d1.loss_cls: 0.1455, d1.loss_bbox: 0.1255, d1.loss_iou: 0.3101, d2.loss_cls: 0.1396, d2.loss_bbox: 0.1231, d2.loss_iou: 0.3067, d3.loss_cls: 0.1378, d3.loss_bbox: 0.1222, d3.loss_iou: 0.3050, d4.loss_cls: 0.1361, d4.loss_bbox: 0.1219, d4.loss_iou: 0.3045, dn_loss_cls: 0.0100, dn_loss_bbox: 0.1461, dn_loss_iou: 0.2377, d0.dn_loss_cls: 0.0367, d0.dn_loss_bbox: 0.2301, d0.dn_loss_iou: 0.3345, d1.dn_loss_cls: 0.0171, d1.dn_loss_bbox: 0.1667, d1.dn_loss_iou: 0.2638, d2.dn_loss_cls: 0.0127, d2.dn_loss_bbox: 0.1503, d2.dn_loss_iou: 0.2436, d3.dn_loss_cls: 0.0109, d3.dn_loss_bbox: 0.1474, d3.dn_loss_iou: 0.2397, d4.dn_loss_cls: 0.0102, d4.dn_loss_bbox: 0.1460, d4.dn_loss_iou: 0.2376, loss: 6.7175 2024-05-21 12:26:42,676 - mmdet - INFO - Epoch [28][3300/3665] lr: 2.000e-05, eta: 12:10:28, time: 1.516, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1660, interm_loss_bbox: 0.1320, interm_loss_iou: 0.3298, loss_cls: 0.1376, loss_bbox: 0.1179, loss_iou: 0.3071, d0.loss_cls: 0.1762, d0.loss_bbox: 0.1217, d0.loss_iou: 0.3129, d1.loss_cls: 0.1473, d1.loss_bbox: 0.1213, d1.loss_iou: 0.3127, d2.loss_cls: 0.1405, d2.loss_bbox: 0.1197, d2.loss_iou: 0.3101, d3.loss_cls: 0.1395, d3.loss_bbox: 0.1183, d3.loss_iou: 0.3080, d4.loss_cls: 0.1378, d4.loss_bbox: 0.1182, d4.loss_iou: 0.3078, dn_loss_cls: 0.0097, dn_loss_bbox: 0.1453, dn_loss_iou: 0.2405, d0.dn_loss_cls: 0.0362, d0.dn_loss_bbox: 0.2267, d0.dn_loss_iou: 0.3384, d1.dn_loss_cls: 0.0165, d1.dn_loss_bbox: 0.1634, d1.dn_loss_iou: 0.2662, d2.dn_loss_cls: 0.0121, d2.dn_loss_bbox: 0.1490, d2.dn_loss_iou: 0.2463, d3.dn_loss_cls: 0.0106, d3.dn_loss_bbox: 0.1463, d3.dn_loss_iou: 0.2423, d4.dn_loss_cls: 0.0099, d4.dn_loss_bbox: 0.1453, d4.dn_loss_iou: 0.2404, loss: 6.7272 2024-05-21 12:27:58,774 - mmdet - INFO - Epoch [28][3350/3665] lr: 2.000e-05, eta: 12:09:15, time: 1.522, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1692, interm_loss_bbox: 0.1354, interm_loss_iou: 0.3223, loss_cls: 0.1384, loss_bbox: 0.1220, loss_iou: 0.2988, d0.loss_cls: 0.1787, d0.loss_bbox: 0.1253, d0.loss_iou: 0.3060, d1.loss_cls: 0.1493, d1.loss_bbox: 0.1258, d1.loss_iou: 0.3049, d2.loss_cls: 0.1420, d2.loss_bbox: 0.1239, d2.loss_iou: 0.3022, d3.loss_cls: 0.1411, d3.loss_bbox: 0.1218, d3.loss_iou: 0.2991, d4.loss_cls: 0.1390, d4.loss_bbox: 0.1219, d4.loss_iou: 0.2989, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1536, dn_loss_iou: 0.2369, d0.dn_loss_cls: 0.0367, d0.dn_loss_bbox: 0.2375, d0.dn_loss_iou: 0.3320, d1.dn_loss_cls: 0.0166, d1.dn_loss_bbox: 0.1736, d1.dn_loss_iou: 0.2623, d2.dn_loss_cls: 0.0121, d2.dn_loss_bbox: 0.1578, d2.dn_loss_iou: 0.2427, d3.dn_loss_cls: 0.0103, d3.dn_loss_bbox: 0.1547, d3.dn_loss_iou: 0.2389, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1535, d4.dn_loss_iou: 0.2368, loss: 6.7409 2024-05-21 12:29:11,035 - mmdet - INFO - Epoch [28][3400/3665] lr: 2.000e-05, eta: 12:08:01, time: 1.445, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1646, interm_loss_bbox: 0.1345, interm_loss_iou: 0.3291, loss_cls: 0.1359, loss_bbox: 0.1201, loss_iou: 0.3069, d0.loss_cls: 0.1765, d0.loss_bbox: 0.1239, d0.loss_iou: 0.3110, d1.loss_cls: 0.1466, d1.loss_bbox: 0.1248, d1.loss_iou: 0.3123, d2.loss_cls: 0.1404, d2.loss_bbox: 0.1224, d2.loss_iou: 0.3092, d3.loss_cls: 0.1382, d3.loss_bbox: 0.1207, d3.loss_iou: 0.3075, d4.loss_cls: 0.1364, d4.loss_bbox: 0.1203, d4.loss_iou: 0.3072, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1450, dn_loss_iou: 0.2444, d0.dn_loss_cls: 0.0364, d0.dn_loss_bbox: 0.2293, d0.dn_loss_iou: 0.3425, d1.dn_loss_cls: 0.0166, d1.dn_loss_bbox: 0.1650, d1.dn_loss_iou: 0.2706, d2.dn_loss_cls: 0.0121, d2.dn_loss_bbox: 0.1488, d2.dn_loss_iou: 0.2500, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1461, d3.dn_loss_iou: 0.2462, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1449, d4.dn_loss_iou: 0.2441, loss: 6.7589 2024-05-21 12:30:27,256 - mmdet - INFO - Epoch [28][3450/3665] lr: 2.000e-05, eta: 12:06:47, time: 1.524, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1641, interm_loss_bbox: 0.1386, interm_loss_iou: 0.3314, loss_cls: 0.1347, loss_bbox: 0.1231, loss_iou: 0.3097, d0.loss_cls: 0.1732, d0.loss_bbox: 0.1271, d0.loss_iou: 0.3147, d1.loss_cls: 0.1444, d1.loss_bbox: 0.1272, d1.loss_iou: 0.3146, d2.loss_cls: 0.1387, d2.loss_bbox: 0.1250, d2.loss_iou: 0.3119, d3.loss_cls: 0.1371, d3.loss_bbox: 0.1234, d3.loss_iou: 0.3099, d4.loss_cls: 0.1354, d4.loss_bbox: 0.1230, d4.loss_iou: 0.3098, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1514, dn_loss_iou: 0.2408, d0.dn_loss_cls: 0.0370, d0.dn_loss_bbox: 0.2394, d0.dn_loss_iou: 0.3403, d1.dn_loss_cls: 0.0166, d1.dn_loss_bbox: 0.1729, d1.dn_loss_iou: 0.2680, d2.dn_loss_cls: 0.0120, d2.dn_loss_bbox: 0.1560, d2.dn_loss_iou: 0.2469, d3.dn_loss_cls: 0.0102, d3.dn_loss_bbox: 0.1528, d3.dn_loss_iou: 0.2429, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1513, d4.dn_loss_iou: 0.2409, loss: 6.8152 2024-05-21 12:31:41,560 - mmdet - INFO - Epoch [28][3500/3665] lr: 2.000e-05, eta: 12:05:34, time: 1.486, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1678, interm_loss_bbox: 0.1355, interm_loss_iou: 0.3278, loss_cls: 0.1383, loss_bbox: 0.1212, loss_iou: 0.3052, d0.loss_cls: 0.1770, d0.loss_bbox: 0.1258, d0.loss_iou: 0.3114, d1.loss_cls: 0.1507, d1.loss_bbox: 0.1240, d1.loss_iou: 0.3097, d2.loss_cls: 0.1430, d2.loss_bbox: 0.1220, d2.loss_iou: 0.3070, d3.loss_cls: 0.1408, d3.loss_bbox: 0.1212, d3.loss_iou: 0.3057, d4.loss_cls: 0.1393, d4.loss_bbox: 0.1209, d4.loss_iou: 0.3051, dn_loss_cls: 0.0095, dn_loss_bbox: 0.1528, dn_loss_iou: 0.2402, d0.dn_loss_cls: 0.0368, d0.dn_loss_bbox: 0.2350, d0.dn_loss_iou: 0.3363, d1.dn_loss_cls: 0.0168, d1.dn_loss_bbox: 0.1728, d1.dn_loss_iou: 0.2658, d2.dn_loss_cls: 0.0123, d2.dn_loss_bbox: 0.1566, d2.dn_loss_iou: 0.2458, d3.dn_loss_cls: 0.0105, d3.dn_loss_bbox: 0.1538, d3.dn_loss_iou: 0.2419, d4.dn_loss_cls: 0.0099, d4.dn_loss_bbox: 0.1528, d4.dn_loss_iou: 0.2401, loss: 6.7889 2024-05-21 12:32:56,730 - mmdet - INFO - Epoch [28][3550/3665] lr: 2.000e-05, eta: 12:04:20, time: 1.503, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1664, interm_loss_bbox: 0.1328, interm_loss_iou: 0.3234, loss_cls: 0.1350, loss_bbox: 0.1209, loss_iou: 0.3045, d0.loss_cls: 0.1746, d0.loss_bbox: 0.1236, d0.loss_iou: 0.3080, d1.loss_cls: 0.1463, d1.loss_bbox: 0.1238, d1.loss_iou: 0.3084, d2.loss_cls: 0.1396, d2.loss_bbox: 0.1222, d2.loss_iou: 0.3058, d3.loss_cls: 0.1369, d3.loss_bbox: 0.1210, d3.loss_iou: 0.3053, d4.loss_cls: 0.1354, d4.loss_bbox: 0.1209, d4.loss_iou: 0.3049, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1459, dn_loss_iou: 0.2373, d0.dn_loss_cls: 0.0361, d0.dn_loss_bbox: 0.2289, d0.dn_loss_iou: 0.3311, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1658, d1.dn_loss_iou: 0.2619, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1501, d2.dn_loss_iou: 0.2426, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1470, d3.dn_loss_iou: 0.2390, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1458, d4.dn_loss_iou: 0.2372, loss: 6.6842 2024-05-21 12:34:11,421 - mmdet - INFO - Epoch [28][3600/3665] lr: 2.000e-05, eta: 12:03:07, time: 1.494, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1693, interm_loss_bbox: 0.1387, interm_loss_iou: 0.3297, loss_cls: 0.1387, loss_bbox: 0.1249, loss_iou: 0.3088, d0.loss_cls: 0.1798, d0.loss_bbox: 0.1275, d0.loss_iou: 0.3116, d1.loss_cls: 0.1521, d1.loss_bbox: 0.1265, d1.loss_iou: 0.3127, d2.loss_cls: 0.1437, d2.loss_bbox: 0.1255, d2.loss_iou: 0.3110, d3.loss_cls: 0.1411, d3.loss_bbox: 0.1253, d3.loss_iou: 0.3094, d4.loss_cls: 0.1389, d4.loss_bbox: 0.1253, d4.loss_iou: 0.3094, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1538, dn_loss_iou: 0.2387, d0.dn_loss_cls: 0.0361, d0.dn_loss_bbox: 0.2418, d0.dn_loss_iou: 0.3346, d1.dn_loss_cls: 0.0164, d1.dn_loss_bbox: 0.1751, d1.dn_loss_iou: 0.2642, d2.dn_loss_cls: 0.0121, d2.dn_loss_bbox: 0.1581, d2.dn_loss_iou: 0.2443, d3.dn_loss_cls: 0.0103, d3.dn_loss_bbox: 0.1552, d3.dn_loss_iou: 0.2406, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1538, d4.dn_loss_iou: 0.2385, loss: 6.8423 2024-05-21 12:35:25,280 - mmdet - INFO - Epoch [28][3650/3665] lr: 2.000e-05, eta: 12:01:53, time: 1.477, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1750, interm_loss_bbox: 0.1395, interm_loss_iou: 0.3349, loss_cls: 0.1466, loss_bbox: 0.1252, loss_iou: 0.3123, d0.loss_cls: 0.1840, d0.loss_bbox: 0.1294, d0.loss_iou: 0.3172, d1.loss_cls: 0.1582, d1.loss_bbox: 0.1280, d1.loss_iou: 0.3170, d2.loss_cls: 0.1518, d2.loss_bbox: 0.1256, d2.loss_iou: 0.3137, d3.loss_cls: 0.1490, d3.loss_bbox: 0.1249, d3.loss_iou: 0.3123, d4.loss_cls: 0.1472, d4.loss_bbox: 0.1248, d4.loss_iou: 0.3121, dn_loss_cls: 0.0095, dn_loss_bbox: 0.1539, dn_loss_iou: 0.2420, d0.dn_loss_cls: 0.0369, d0.dn_loss_bbox: 0.2382, d0.dn_loss_iou: 0.3380, d1.dn_loss_cls: 0.0165, d1.dn_loss_bbox: 0.1745, d1.dn_loss_iou: 0.2675, d2.dn_loss_cls: 0.0121, d2.dn_loss_bbox: 0.1587, d2.dn_loss_iou: 0.2478, d3.dn_loss_cls: 0.0104, d3.dn_loss_bbox: 0.1552, d3.dn_loss_iou: 0.2438, d4.dn_loss_cls: 0.0098, d4.dn_loss_bbox: 0.1538, d4.dn_loss_iou: 0.2419, loss: 6.9391 2024-05-21 12:35:50,132 - mmdet - INFO - Saving checkpoint at 28 epochs 2024-05-21 12:39:33,833 - mmdet - INFO - Evaluating bbox... 2024-05-21 12:41:26,026 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.577 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.764 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.631 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.403 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.614 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.740 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.625 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.811 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.910 2024-05-21 12:41:28,404 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 12:41:28,407 - mmdet - INFO - Epoch(val) [28][313] bbox_mAP: 0.5770, bbox_mAP_50: 0.7640, bbox_mAP_75: 0.6310, bbox_mAP_s: 0.4030, bbox_mAP_m: 0.6140, bbox_mAP_l: 0.7400, bbox_mAP_copypaste: 0.577 0.764 0.631 0.403 0.614 0.740 2024-05-21 12:42:53,767 - mmdet - INFO - Epoch [29][50/3665] lr: 2.000e-05, eta: 12:00:14, time: 1.707, data_time: 0.102, memory: 41053, interm_loss_cls: 0.1706, interm_loss_bbox: 0.1328, interm_loss_iou: 0.3205, loss_cls: 0.1402, loss_bbox: 0.1207, loss_iou: 0.3018, d0.loss_cls: 0.1790, d0.loss_bbox: 0.1238, d0.loss_iou: 0.3053, d1.loss_cls: 0.1503, d1.loss_bbox: 0.1238, d1.loss_iou: 0.3065, d2.loss_cls: 0.1442, d2.loss_bbox: 0.1220, d2.loss_iou: 0.3040, d3.loss_cls: 0.1423, d3.loss_bbox: 0.1215, d3.loss_iou: 0.3024, d4.loss_cls: 0.1404, d4.loss_bbox: 0.1206, d4.loss_iou: 0.3022, dn_loss_cls: 0.0098, dn_loss_bbox: 0.1515, dn_loss_iou: 0.2349, d0.dn_loss_cls: 0.0370, d0.dn_loss_bbox: 0.2348, d0.dn_loss_iou: 0.3301, d1.dn_loss_cls: 0.0169, d1.dn_loss_bbox: 0.1720, d1.dn_loss_iou: 0.2610, d2.dn_loss_cls: 0.0122, d2.dn_loss_bbox: 0.1560, d2.dn_loss_iou: 0.2408, d3.dn_loss_cls: 0.0106, d3.dn_loss_bbox: 0.1527, d3.dn_loss_iou: 0.2367, d4.dn_loss_cls: 0.0100, d4.dn_loss_bbox: 0.1514, d4.dn_loss_iou: 0.2348, loss: 6.7282 2024-05-21 12:44:05,963 - mmdet - INFO - Epoch [29][100/3665] lr: 2.000e-05, eta: 11:59:00, time: 1.444, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1737, interm_loss_bbox: 0.1343, interm_loss_iou: 0.3343, loss_cls: 0.1425, loss_bbox: 0.1240, loss_iou: 0.3145, d0.loss_cls: 0.1816, d0.loss_bbox: 0.1249, d0.loss_iou: 0.3172, d1.loss_cls: 0.1525, d1.loss_bbox: 0.1272, d1.loss_iou: 0.3199, d2.loss_cls: 0.1473, d2.loss_bbox: 0.1249, d2.loss_iou: 0.3162, d3.loss_cls: 0.1450, d3.loss_bbox: 0.1242, d3.loss_iou: 0.3148, d4.loss_cls: 0.1429, d4.loss_bbox: 0.1242, d4.loss_iou: 0.3146, dn_loss_cls: 0.0099, dn_loss_bbox: 0.1499, dn_loss_iou: 0.2452, d0.dn_loss_cls: 0.0374, d0.dn_loss_bbox: 0.2343, d0.dn_loss_iou: 0.3417, d1.dn_loss_cls: 0.0170, d1.dn_loss_bbox: 0.1702, d1.dn_loss_iou: 0.2713, d2.dn_loss_cls: 0.0124, d2.dn_loss_bbox: 0.1536, d2.dn_loss_iou: 0.2508, d3.dn_loss_cls: 0.0107, d3.dn_loss_bbox: 0.1509, d3.dn_loss_iou: 0.2470, d4.dn_loss_cls: 0.0100, d4.dn_loss_bbox: 0.1498, d4.dn_loss_iou: 0.2450, loss: 6.9079 2024-05-21 12:45:20,101 - mmdet - INFO - Epoch [29][150/3665] lr: 2.000e-05, eta: 11:57:46, time: 1.483, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1710, interm_loss_bbox: 0.1364, interm_loss_iou: 0.3267, loss_cls: 0.1387, loss_bbox: 0.1232, loss_iou: 0.3057, d0.loss_cls: 0.1805, d0.loss_bbox: 0.1265, d0.loss_iou: 0.3097, d1.loss_cls: 0.1517, d1.loss_bbox: 0.1263, d1.loss_iou: 0.3106, d2.loss_cls: 0.1432, d2.loss_bbox: 0.1248, d2.loss_iou: 0.3086, d3.loss_cls: 0.1408, d3.loss_bbox: 0.1238, d3.loss_iou: 0.3070, d4.loss_cls: 0.1395, d4.loss_bbox: 0.1231, d4.loss_iou: 0.3058, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1511, dn_loss_iou: 0.2329, d0.dn_loss_cls: 0.0368, d0.dn_loss_bbox: 0.2394, d0.dn_loss_iou: 0.3315, d1.dn_loss_cls: 0.0164, d1.dn_loss_bbox: 0.1722, d1.dn_loss_iou: 0.2589, d2.dn_loss_cls: 0.0118, d2.dn_loss_bbox: 0.1555, d2.dn_loss_iou: 0.2389, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1522, d3.dn_loss_iou: 0.2349, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1510, d4.dn_loss_iou: 0.2329, loss: 6.7680 2024-05-21 12:46:33,932 - mmdet - INFO - Epoch [29][200/3665] lr: 2.000e-05, eta: 11:56:32, time: 1.477, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1691, interm_loss_bbox: 0.1361, interm_loss_iou: 0.3154, loss_cls: 0.1357, loss_bbox: 0.1235, loss_iou: 0.2970, d0.loss_cls: 0.1776, d0.loss_bbox: 0.1273, d0.loss_iou: 0.2994, d1.loss_cls: 0.1489, d1.loss_bbox: 0.1260, d1.loss_iou: 0.2997, d2.loss_cls: 0.1412, d2.loss_bbox: 0.1243, d2.loss_iou: 0.2978, d3.loss_cls: 0.1376, d3.loss_bbox: 0.1241, d3.loss_iou: 0.2973, d4.loss_cls: 0.1359, d4.loss_bbox: 0.1237, d4.loss_iou: 0.2971, dn_loss_cls: 0.0097, dn_loss_bbox: 0.1559, dn_loss_iou: 0.2366, d0.dn_loss_cls: 0.0370, d0.dn_loss_bbox: 0.2445, d0.dn_loss_iou: 0.3339, d1.dn_loss_cls: 0.0168, d1.dn_loss_bbox: 0.1773, d1.dn_loss_iou: 0.2626, d2.dn_loss_cls: 0.0123, d2.dn_loss_bbox: 0.1603, d2.dn_loss_iou: 0.2425, d3.dn_loss_cls: 0.0105, d3.dn_loss_bbox: 0.1569, d3.dn_loss_iou: 0.2384, d4.dn_loss_cls: 0.0099, d4.dn_loss_bbox: 0.1558, d4.dn_loss_iou: 0.2365, loss: 6.7320 2024-05-21 12:47:45,995 - mmdet - INFO - Epoch [29][250/3665] lr: 2.000e-05, eta: 11:55:18, time: 1.441, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1672, interm_loss_bbox: 0.1343, interm_loss_iou: 0.3286, loss_cls: 0.1375, loss_bbox: 0.1220, loss_iou: 0.3074, d0.loss_cls: 0.1757, d0.loss_bbox: 0.1248, d0.loss_iou: 0.3113, d1.loss_cls: 0.1488, d1.loss_bbox: 0.1238, d1.loss_iou: 0.3112, d2.loss_cls: 0.1420, d2.loss_bbox: 0.1231, d2.loss_iou: 0.3091, d3.loss_cls: 0.1394, d3.loss_bbox: 0.1226, d3.loss_iou: 0.3077, d4.loss_cls: 0.1375, d4.loss_bbox: 0.1224, d4.loss_iou: 0.3076, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1502, dn_loss_iou: 0.2414, d0.dn_loss_cls: 0.0361, d0.dn_loss_bbox: 0.2361, d0.dn_loss_iou: 0.3417, d1.dn_loss_cls: 0.0161, d1.dn_loss_bbox: 0.1700, d1.dn_loss_iou: 0.2687, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1540, d2.dn_loss_iou: 0.2474, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1512, d3.dn_loss_iou: 0.2432, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1501, d4.dn_loss_iou: 0.2413, loss: 6.7915 2024-05-21 12:48:59,664 - mmdet - INFO - Epoch [29][300/3665] lr: 2.000e-05, eta: 11:54:04, time: 1.473, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1679, interm_loss_bbox: 0.1313, interm_loss_iou: 0.3212, loss_cls: 0.1367, loss_bbox: 0.1200, loss_iou: 0.3021, d0.loss_cls: 0.1774, d0.loss_bbox: 0.1222, d0.loss_iou: 0.3058, d1.loss_cls: 0.1495, d1.loss_bbox: 0.1215, d1.loss_iou: 0.3056, d2.loss_cls: 0.1425, d2.loss_bbox: 0.1203, d2.loss_iou: 0.3037, d3.loss_cls: 0.1394, d3.loss_bbox: 0.1205, d3.loss_iou: 0.3030, d4.loss_cls: 0.1373, d4.loss_bbox: 0.1202, d4.loss_iou: 0.3024, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1443, dn_loss_iou: 0.2350, d0.dn_loss_cls: 0.0359, d0.dn_loss_bbox: 0.2218, d0.dn_loss_iou: 0.3269, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1616, d1.dn_loss_iou: 0.2588, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1478, d2.dn_loss_iou: 0.2401, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1453, d3.dn_loss_iou: 0.2367, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1443, d4.dn_loss_iou: 0.2349, loss: 6.6386 2024-05-21 12:50:12,214 - mmdet - INFO - Epoch [29][350/3665] lr: 2.000e-05, eta: 11:52:50, time: 1.451, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1700, interm_loss_bbox: 0.1350, interm_loss_iou: 0.3270, loss_cls: 0.1390, loss_bbox: 0.1239, loss_iou: 0.3090, d0.loss_cls: 0.1778, d0.loss_bbox: 0.1260, d0.loss_iou: 0.3122, d1.loss_cls: 0.1508, d1.loss_bbox: 0.1267, d1.loss_iou: 0.3129, d2.loss_cls: 0.1445, d2.loss_bbox: 0.1245, d2.loss_iou: 0.3099, d3.loss_cls: 0.1412, d3.loss_bbox: 0.1246, d3.loss_iou: 0.3093, d4.loss_cls: 0.1397, d4.loss_bbox: 0.1241, d4.loss_iou: 0.3091, dn_loss_cls: 0.0092, dn_loss_bbox: 0.1477, dn_loss_iou: 0.2357, d0.dn_loss_cls: 0.0364, d0.dn_loss_bbox: 0.2294, d0.dn_loss_iou: 0.3312, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1668, d1.dn_loss_iou: 0.2607, d2.dn_loss_cls: 0.0118, d2.dn_loss_bbox: 0.1513, d2.dn_loss_iou: 0.2409, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1487, d3.dn_loss_iou: 0.2375, d4.dn_loss_cls: 0.0094, d4.dn_loss_bbox: 0.1476, d4.dn_loss_iou: 0.2357, loss: 6.7634 2024-05-21 12:51:26,446 - mmdet - INFO - Epoch [29][400/3665] lr: 2.000e-05, eta: 11:51:36, time: 1.485, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1730, interm_loss_bbox: 0.1347, interm_loss_iou: 0.3343, loss_cls: 0.1433, loss_bbox: 0.1221, loss_iou: 0.3117, d0.loss_cls: 0.1815, d0.loss_bbox: 0.1261, d0.loss_iou: 0.3178, d1.loss_cls: 0.1547, d1.loss_bbox: 0.1268, d1.loss_iou: 0.3173, d2.loss_cls: 0.1475, d2.loss_bbox: 0.1244, d2.loss_iou: 0.3144, d3.loss_cls: 0.1452, d3.loss_bbox: 0.1231, d3.loss_iou: 0.3134, d4.loss_cls: 0.1433, d4.loss_bbox: 0.1226, d4.loss_iou: 0.3127, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1490, dn_loss_iou: 0.2388, d0.dn_loss_cls: 0.0357, d0.dn_loss_bbox: 0.2325, d0.dn_loss_iou: 0.3351, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1675, d1.dn_loss_iou: 0.2645, d2.dn_loss_cls: 0.0118, d2.dn_loss_bbox: 0.1525, d2.dn_loss_iou: 0.2442, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1498, d3.dn_loss_iou: 0.2405, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1490, d4.dn_loss_iou: 0.2388, loss: 6.8436 2024-05-21 12:52:40,054 - mmdet - INFO - Epoch [29][450/3665] lr: 2.000e-05, eta: 11:50:22, time: 1.472, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1659, interm_loss_bbox: 0.1361, interm_loss_iou: 0.3356, loss_cls: 0.1369, loss_bbox: 0.1233, loss_iou: 0.3134, d0.loss_cls: 0.1768, d0.loss_bbox: 0.1262, d0.loss_iou: 0.3165, d1.loss_cls: 0.1480, d1.loss_bbox: 0.1265, d1.loss_iou: 0.3175, d2.loss_cls: 0.1415, d2.loss_bbox: 0.1246, d2.loss_iou: 0.3154, d3.loss_cls: 0.1387, d3.loss_bbox: 0.1242, d3.loss_iou: 0.3141, d4.loss_cls: 0.1376, d4.loss_bbox: 0.1233, d4.loss_iou: 0.3134, dn_loss_cls: 0.0092, dn_loss_bbox: 0.1483, dn_loss_iou: 0.2403, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2308, d0.dn_loss_iou: 0.3363, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1683, d1.dn_loss_iou: 0.2660, d2.dn_loss_cls: 0.0118, d2.dn_loss_bbox: 0.1526, d2.dn_loss_iou: 0.2459, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1493, d3.dn_loss_iou: 0.2421, d4.dn_loss_cls: 0.0094, d4.dn_loss_bbox: 0.1482, d4.dn_loss_iou: 0.2402, loss: 6.8161 2024-05-21 12:53:52,042 - mmdet - INFO - Epoch [29][500/3665] lr: 2.000e-05, eta: 11:49:08, time: 1.440, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1620, interm_loss_bbox: 0.1350, interm_loss_iou: 0.3158, loss_cls: 0.1308, loss_bbox: 0.1220, loss_iou: 0.2960, d0.loss_cls: 0.1696, d0.loss_bbox: 0.1253, d0.loss_iou: 0.3004, d1.loss_cls: 0.1429, d1.loss_bbox: 0.1241, d1.loss_iou: 0.3000, d2.loss_cls: 0.1357, d2.loss_bbox: 0.1221, d2.loss_iou: 0.2972, d3.loss_cls: 0.1335, d3.loss_bbox: 0.1219, d3.loss_iou: 0.2958, d4.loss_cls: 0.1314, d4.loss_bbox: 0.1219, d4.loss_iou: 0.2959, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1451, dn_loss_iou: 0.2273, d0.dn_loss_cls: 0.0353, d0.dn_loss_bbox: 0.2277, d0.dn_loss_iou: 0.3196, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1640, d1.dn_loss_iou: 0.2510, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1488, d2.dn_loss_iou: 0.2324, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1462, d3.dn_loss_iou: 0.2290, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1451, d4.dn_loss_iou: 0.2273, loss: 6.5338 2024-05-21 12:55:06,220 - mmdet - INFO - Epoch [29][550/3665] lr: 2.000e-05, eta: 11:47:54, time: 1.484, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1657, interm_loss_bbox: 0.1310, interm_loss_iou: 0.3275, loss_cls: 0.1345, loss_bbox: 0.1195, loss_iou: 0.3072, d0.loss_cls: 0.1731, d0.loss_bbox: 0.1224, d0.loss_iou: 0.3119, d1.loss_cls: 0.1450, d1.loss_bbox: 0.1219, d1.loss_iou: 0.3130, d2.loss_cls: 0.1383, d2.loss_bbox: 0.1205, d2.loss_iou: 0.3101, d3.loss_cls: 0.1366, d3.loss_bbox: 0.1196, d3.loss_iou: 0.3080, d4.loss_cls: 0.1356, d4.loss_bbox: 0.1191, d4.loss_iou: 0.3072, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1470, dn_loss_iou: 0.2364, d0.dn_loss_cls: 0.0365, d0.dn_loss_bbox: 0.2325, d0.dn_loss_iou: 0.3329, d1.dn_loss_cls: 0.0163, d1.dn_loss_bbox: 0.1668, d1.dn_loss_iou: 0.2617, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1504, d2.dn_loss_iou: 0.2416, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1480, d3.dn_loss_iou: 0.2383, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1469, d4.dn_loss_iou: 0.2364, loss: 6.6987 2024-05-21 12:56:19,916 - mmdet - INFO - Epoch [29][600/3665] lr: 2.000e-05, eta: 11:46:40, time: 1.474, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1629, interm_loss_bbox: 0.1347, interm_loss_iou: 0.3174, loss_cls: 0.1318, loss_bbox: 0.1221, loss_iou: 0.2969, d0.loss_cls: 0.1714, d0.loss_bbox: 0.1246, d0.loss_iou: 0.3009, d1.loss_cls: 0.1415, d1.loss_bbox: 0.1252, d1.loss_iou: 0.3026, d2.loss_cls: 0.1368, d2.loss_bbox: 0.1223, d2.loss_iou: 0.2985, d3.loss_cls: 0.1341, d3.loss_bbox: 0.1218, d3.loss_iou: 0.2975, d4.loss_cls: 0.1326, d4.loss_bbox: 0.1219, d4.loss_iou: 0.2969, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1482, dn_loss_iou: 0.2322, d0.dn_loss_cls: 0.0370, d0.dn_loss_bbox: 0.2333, d0.dn_loss_iou: 0.3273, d1.dn_loss_cls: 0.0164, d1.dn_loss_bbox: 0.1679, d1.dn_loss_iou: 0.2568, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1523, d2.dn_loss_iou: 0.2376, d3.dn_loss_cls: 0.0101, d3.dn_loss_bbox: 0.1492, d3.dn_loss_iou: 0.2340, d4.dn_loss_cls: 0.0094, d4.dn_loss_bbox: 0.1481, d4.dn_loss_iou: 0.2321, loss: 6.6075 2024-05-21 12:57:31,714 - mmdet - INFO - Epoch [29][650/3665] lr: 2.000e-05, eta: 11:45:26, time: 1.436, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1606, interm_loss_bbox: 0.1326, interm_loss_iou: 0.3221, loss_cls: 0.1323, loss_bbox: 0.1195, loss_iou: 0.3000, d0.loss_cls: 0.1700, d0.loss_bbox: 0.1227, d0.loss_iou: 0.3049, d1.loss_cls: 0.1426, d1.loss_bbox: 0.1221, d1.loss_iou: 0.3042, d2.loss_cls: 0.1360, d2.loss_bbox: 0.1211, d2.loss_iou: 0.3022, d3.loss_cls: 0.1343, d3.loss_bbox: 0.1200, d3.loss_iou: 0.3010, d4.loss_cls: 0.1332, d4.loss_bbox: 0.1191, d4.loss_iou: 0.3000, dn_loss_cls: 0.0097, dn_loss_bbox: 0.1446, dn_loss_iou: 0.2364, d0.dn_loss_cls: 0.0361, d0.dn_loss_bbox: 0.2226, d0.dn_loss_iou: 0.3286, d1.dn_loss_cls: 0.0168, d1.dn_loss_bbox: 0.1627, d1.dn_loss_iou: 0.2606, d2.dn_loss_cls: 0.0123, d2.dn_loss_bbox: 0.1478, d2.dn_loss_iou: 0.2414, d3.dn_loss_cls: 0.0106, d3.dn_loss_bbox: 0.1455, d3.dn_loss_iou: 0.2380, d4.dn_loss_cls: 0.0099, d4.dn_loss_bbox: 0.1445, d4.dn_loss_iou: 0.2363, loss: 6.6046 2024-05-21 12:58:45,760 - mmdet - INFO - Epoch [29][700/3665] lr: 2.000e-05, eta: 11:44:12, time: 1.481, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1644, interm_loss_bbox: 0.1328, interm_loss_iou: 0.3300, loss_cls: 0.1356, loss_bbox: 0.1208, loss_iou: 0.3089, d0.loss_cls: 0.1730, d0.loss_bbox: 0.1248, d0.loss_iou: 0.3140, d1.loss_cls: 0.1455, d1.loss_bbox: 0.1246, d1.loss_iou: 0.3137, d2.loss_cls: 0.1387, d2.loss_bbox: 0.1225, d2.loss_iou: 0.3125, d3.loss_cls: 0.1376, d3.loss_bbox: 0.1209, d3.loss_iou: 0.3098, d4.loss_cls: 0.1363, d4.loss_bbox: 0.1208, d4.loss_iou: 0.3091, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1505, dn_loss_iou: 0.2369, d0.dn_loss_cls: 0.0350, d0.dn_loss_bbox: 0.2325, d0.dn_loss_iou: 0.3310, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1694, d1.dn_loss_iou: 0.2620, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1542, d2.dn_loss_iou: 0.2422, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1514, d3.dn_loss_iou: 0.2387, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1504, d4.dn_loss_iou: 0.2368, loss: 6.7423 2024-05-21 12:59:59,231 - mmdet - INFO - Epoch [29][750/3665] lr: 2.000e-05, eta: 11:42:58, time: 1.469, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1741, interm_loss_bbox: 0.1324, interm_loss_iou: 0.3312, loss_cls: 0.1428, loss_bbox: 0.1210, loss_iou: 0.3123, d0.loss_cls: 0.1829, d0.loss_bbox: 0.1241, d0.loss_iou: 0.3159, d1.loss_cls: 0.1542, d1.loss_bbox: 0.1242, d1.loss_iou: 0.3172, d2.loss_cls: 0.1477, d2.loss_bbox: 0.1220, d2.loss_iou: 0.3148, d3.loss_cls: 0.1453, d3.loss_bbox: 0.1213, d3.loss_iou: 0.3133, d4.loss_cls: 0.1437, d4.loss_bbox: 0.1209, d4.loss_iou: 0.3124, dn_loss_cls: 0.0097, dn_loss_bbox: 0.1471, dn_loss_iou: 0.2423, d0.dn_loss_cls: 0.0371, d0.dn_loss_bbox: 0.2300, d0.dn_loss_iou: 0.3380, d1.dn_loss_cls: 0.0171, d1.dn_loss_bbox: 0.1674, d1.dn_loss_iou: 0.2685, d2.dn_loss_cls: 0.0123, d2.dn_loss_bbox: 0.1508, d2.dn_loss_iou: 0.2479, d3.dn_loss_cls: 0.0106, d3.dn_loss_bbox: 0.1480, d3.dn_loss_iou: 0.2440, d4.dn_loss_cls: 0.0099, d4.dn_loss_bbox: 0.1470, d4.dn_loss_iou: 0.2422, loss: 6.8437 2024-05-21 13:01:13,036 - mmdet - INFO - Epoch [29][800/3665] lr: 2.000e-05, eta: 11:41:44, time: 1.476, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1601, interm_loss_bbox: 0.1320, interm_loss_iou: 0.3204, loss_cls: 0.1314, loss_bbox: 0.1189, loss_iou: 0.3024, d0.loss_cls: 0.1696, d0.loss_bbox: 0.1223, d0.loss_iou: 0.3050, d1.loss_cls: 0.1413, d1.loss_bbox: 0.1221, d1.loss_iou: 0.3063, d2.loss_cls: 0.1355, d2.loss_bbox: 0.1210, d2.loss_iou: 0.3043, d3.loss_cls: 0.1338, d3.loss_bbox: 0.1193, d3.loss_iou: 0.3022, d4.loss_cls: 0.1321, d4.loss_bbox: 0.1187, d4.loss_iou: 0.3021, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1482, dn_loss_iou: 0.2354, d0.dn_loss_cls: 0.0344, d0.dn_loss_bbox: 0.2254, d0.dn_loss_iou: 0.3264, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1660, d1.dn_loss_iou: 0.2587, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1520, d2.dn_loss_iou: 0.2405, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1491, d3.dn_loss_iou: 0.2370, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1481, d4.dn_loss_iou: 0.2354, loss: 6.6105 2024-05-21 13:02:24,422 - mmdet - INFO - Epoch [29][850/3665] lr: 2.000e-05, eta: 11:40:30, time: 1.427, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1681, interm_loss_bbox: 0.1336, interm_loss_iou: 0.3250, loss_cls: 0.1369, loss_bbox: 0.1210, loss_iou: 0.3049, d0.loss_cls: 0.1775, d0.loss_bbox: 0.1239, d0.loss_iou: 0.3080, d1.loss_cls: 0.1489, d1.loss_bbox: 0.1237, d1.loss_iou: 0.3081, d2.loss_cls: 0.1417, d2.loss_bbox: 0.1215, d2.loss_iou: 0.3061, d3.loss_cls: 0.1389, d3.loss_bbox: 0.1212, d3.loss_iou: 0.3055, d4.loss_cls: 0.1380, d4.loss_bbox: 0.1205, d4.loss_iou: 0.3044, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1486, dn_loss_iou: 0.2406, d0.dn_loss_cls: 0.0368, d0.dn_loss_bbox: 0.2308, d0.dn_loss_iou: 0.3355, d1.dn_loss_cls: 0.0167, d1.dn_loss_bbox: 0.1681, d1.dn_loss_iou: 0.2665, d2.dn_loss_cls: 0.0120, d2.dn_loss_bbox: 0.1529, d2.dn_loss_iou: 0.2463, d3.dn_loss_cls: 0.0102, d3.dn_loss_bbox: 0.1498, d3.dn_loss_iou: 0.2424, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1485, d4.dn_loss_iou: 0.2405, loss: 6.7424 2024-05-21 13:03:38,839 - mmdet - INFO - Epoch [29][900/3665] lr: 2.000e-05, eta: 11:39:16, time: 1.488, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1680, interm_loss_bbox: 0.1326, interm_loss_iou: 0.3271, loss_cls: 0.1382, loss_bbox: 0.1202, loss_iou: 0.3078, d0.loss_cls: 0.1769, d0.loss_bbox: 0.1242, d0.loss_iou: 0.3121, d1.loss_cls: 0.1506, d1.loss_bbox: 0.1232, d1.loss_iou: 0.3107, d2.loss_cls: 0.1434, d2.loss_bbox: 0.1213, d2.loss_iou: 0.3092, d3.loss_cls: 0.1399, d3.loss_bbox: 0.1209, d3.loss_iou: 0.3086, d4.loss_cls: 0.1390, d4.loss_bbox: 0.1200, d4.loss_iou: 0.3079, dn_loss_cls: 0.0100, dn_loss_bbox: 0.1491, dn_loss_iou: 0.2429, d0.dn_loss_cls: 0.0373, d0.dn_loss_bbox: 0.2352, d0.dn_loss_iou: 0.3399, d1.dn_loss_cls: 0.0172, d1.dn_loss_bbox: 0.1702, d1.dn_loss_iou: 0.2691, d2.dn_loss_cls: 0.0126, d2.dn_loss_bbox: 0.1532, d2.dn_loss_iou: 0.2484, d3.dn_loss_cls: 0.0108, d3.dn_loss_bbox: 0.1503, d3.dn_loss_iou: 0.2448, d4.dn_loss_cls: 0.0102, d4.dn_loss_bbox: 0.1490, d4.dn_loss_iou: 0.2429, loss: 6.7948 2024-05-21 13:04:54,746 - mmdet - INFO - Epoch [29][950/3665] lr: 2.000e-05, eta: 11:38:03, time: 1.518, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1684, interm_loss_bbox: 0.1379, interm_loss_iou: 0.3252, loss_cls: 0.1383, loss_bbox: 0.1247, loss_iou: 0.3043, d0.loss_cls: 0.1795, d0.loss_bbox: 0.1278, d0.loss_iou: 0.3085, d1.loss_cls: 0.1513, d1.loss_bbox: 0.1268, d1.loss_iou: 0.3071, d2.loss_cls: 0.1439, d2.loss_bbox: 0.1259, d2.loss_iou: 0.3060, d3.loss_cls: 0.1405, d3.loss_bbox: 0.1250, d3.loss_iou: 0.3051, d4.loss_cls: 0.1392, d4.loss_bbox: 0.1247, d4.loss_iou: 0.3042, dn_loss_cls: 0.0097, dn_loss_bbox: 0.1456, dn_loss_iou: 0.2363, d0.dn_loss_cls: 0.0371, d0.dn_loss_bbox: 0.2296, d0.dn_loss_iou: 0.3330, d1.dn_loss_cls: 0.0169, d1.dn_loss_bbox: 0.1659, d1.dn_loss_iou: 0.2621, d2.dn_loss_cls: 0.0123, d2.dn_loss_bbox: 0.1496, d2.dn_loss_iou: 0.2419, d3.dn_loss_cls: 0.0106, d3.dn_loss_bbox: 0.1466, d3.dn_loss_iou: 0.2381, d4.dn_loss_cls: 0.0099, d4.dn_loss_bbox: 0.1455, d4.dn_loss_iou: 0.2362, loss: 6.7414 2024-05-21 13:06:10,646 - mmdet - INFO - Epoch [29][1000/3665] lr: 2.000e-05, eta: 11:36:50, time: 1.518, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1621, interm_loss_bbox: 0.1324, interm_loss_iou: 0.3235, loss_cls: 0.1331, loss_bbox: 0.1190, loss_iou: 0.3006, d0.loss_cls: 0.1714, d0.loss_bbox: 0.1228, d0.loss_iou: 0.3066, d1.loss_cls: 0.1455, d1.loss_bbox: 0.1217, d1.loss_iou: 0.3045, d2.loss_cls: 0.1384, d2.loss_bbox: 0.1201, d2.loss_iou: 0.3020, d3.loss_cls: 0.1358, d3.loss_bbox: 0.1189, d3.loss_iou: 0.3012, d4.loss_cls: 0.1337, d4.loss_bbox: 0.1192, d4.loss_iou: 0.3005, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1436, dn_loss_iou: 0.2345, d0.dn_loss_cls: 0.0350, d0.dn_loss_bbox: 0.2268, d0.dn_loss_iou: 0.3302, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1630, d1.dn_loss_iou: 0.2595, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1474, d2.dn_loss_iou: 0.2400, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1446, d3.dn_loss_iou: 0.2363, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1436, d4.dn_loss_iou: 0.2344, loss: 6.6054 2024-05-21 13:07:24,308 - mmdet - INFO - Epoch [29][1050/3665] lr: 2.000e-05, eta: 11:35:36, time: 1.473, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1645, interm_loss_bbox: 0.1370, interm_loss_iou: 0.3233, loss_cls: 0.1354, loss_bbox: 0.1236, loss_iou: 0.3026, d0.loss_cls: 0.1743, d0.loss_bbox: 0.1265, d0.loss_iou: 0.3076, d1.loss_cls: 0.1469, d1.loss_bbox: 0.1260, d1.loss_iou: 0.3063, d2.loss_cls: 0.1403, d2.loss_bbox: 0.1244, d2.loss_iou: 0.3039, d3.loss_cls: 0.1374, d3.loss_bbox: 0.1240, d3.loss_iou: 0.3034, d4.loss_cls: 0.1363, d4.loss_bbox: 0.1235, d4.loss_iou: 0.3025, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1518, dn_loss_iou: 0.2342, d0.dn_loss_cls: 0.0371, d0.dn_loss_bbox: 0.2378, d0.dn_loss_iou: 0.3303, d1.dn_loss_cls: 0.0167, d1.dn_loss_bbox: 0.1723, d1.dn_loss_iou: 0.2600, d2.dn_loss_cls: 0.0121, d2.dn_loss_bbox: 0.1560, d2.dn_loss_iou: 0.2398, d3.dn_loss_cls: 0.0103, d3.dn_loss_bbox: 0.1529, d3.dn_loss_iou: 0.2360, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1517, d4.dn_loss_iou: 0.2342, loss: 6.7218 2024-05-21 13:08:37,722 - mmdet - INFO - Epoch [29][1100/3665] lr: 2.000e-05, eta: 11:34:22, time: 1.468, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1651, interm_loss_bbox: 0.1375, interm_loss_iou: 0.3314, loss_cls: 0.1382, loss_bbox: 0.1237, loss_iou: 0.3094, d0.loss_cls: 0.1743, d0.loss_bbox: 0.1281, d0.loss_iou: 0.3156, d1.loss_cls: 0.1484, d1.loss_bbox: 0.1273, d1.loss_iou: 0.3145, d2.loss_cls: 0.1423, d2.loss_bbox: 0.1241, d2.loss_iou: 0.3111, d3.loss_cls: 0.1404, d3.loss_bbox: 0.1235, d3.loss_iou: 0.3096, d4.loss_cls: 0.1390, d4.loss_bbox: 0.1233, d4.loss_iou: 0.3095, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1526, dn_loss_iou: 0.2455, d0.dn_loss_cls: 0.0377, d0.dn_loss_bbox: 0.2387, d0.dn_loss_iou: 0.3453, d1.dn_loss_cls: 0.0168, d1.dn_loss_bbox: 0.1721, d1.dn_loss_iou: 0.2714, d2.dn_loss_cls: 0.0121, d2.dn_loss_bbox: 0.1566, d2.dn_loss_iou: 0.2514, d3.dn_loss_cls: 0.0102, d3.dn_loss_bbox: 0.1538, d3.dn_loss_iou: 0.2475, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1525, d4.dn_loss_iou: 0.2454, loss: 6.8648 2024-05-21 13:09:51,202 - mmdet - INFO - Epoch [29][1150/3665] lr: 2.000e-05, eta: 11:33:08, time: 1.470, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1651, interm_loss_bbox: 0.1321, interm_loss_iou: 0.3164, loss_cls: 0.1340, loss_bbox: 0.1203, loss_iou: 0.2966, d0.loss_cls: 0.1726, d0.loss_bbox: 0.1227, d0.loss_iou: 0.3009, d1.loss_cls: 0.1456, d1.loss_bbox: 0.1227, d1.loss_iou: 0.3003, d2.loss_cls: 0.1386, d2.loss_bbox: 0.1205, d2.loss_iou: 0.2980, d3.loss_cls: 0.1364, d3.loss_bbox: 0.1203, d3.loss_iou: 0.2969, d4.loss_cls: 0.1349, d4.loss_bbox: 0.1202, d4.loss_iou: 0.2965, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1415, dn_loss_iou: 0.2289, d0.dn_loss_cls: 0.0358, d0.dn_loss_bbox: 0.2235, d0.dn_loss_iou: 0.3226, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1601, d1.dn_loss_iou: 0.2534, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1450, d2.dn_loss_iou: 0.2341, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1423, d3.dn_loss_iou: 0.2306, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1414, d4.dn_loss_iou: 0.2288, loss: 6.5344 2024-05-21 13:11:05,240 - mmdet - INFO - Epoch [29][1200/3665] lr: 2.000e-05, eta: 11:31:54, time: 1.481, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1704, interm_loss_bbox: 0.1380, interm_loss_iou: 0.3353, loss_cls: 0.1391, loss_bbox: 0.1252, loss_iou: 0.3154, d0.loss_cls: 0.1779, d0.loss_bbox: 0.1285, d0.loss_iou: 0.3187, d1.loss_cls: 0.1498, d1.loss_bbox: 0.1293, d1.loss_iou: 0.3204, d2.loss_cls: 0.1442, d2.loss_bbox: 0.1268, d2.loss_iou: 0.3167, d3.loss_cls: 0.1419, d3.loss_bbox: 0.1255, d3.loss_iou: 0.3155, d4.loss_cls: 0.1400, d4.loss_bbox: 0.1252, d4.loss_iou: 0.3154, dn_loss_cls: 0.0095, dn_loss_bbox: 0.1526, dn_loss_iou: 0.2426, d0.dn_loss_cls: 0.0374, d0.dn_loss_bbox: 0.2396, d0.dn_loss_iou: 0.3402, d1.dn_loss_cls: 0.0172, d1.dn_loss_bbox: 0.1736, d1.dn_loss_iou: 0.2689, d2.dn_loss_cls: 0.0125, d2.dn_loss_bbox: 0.1568, d2.dn_loss_iou: 0.2483, d3.dn_loss_cls: 0.0105, d3.dn_loss_bbox: 0.1538, d3.dn_loss_iou: 0.2444, d4.dn_loss_cls: 0.0098, d4.dn_loss_bbox: 0.1525, d4.dn_loss_iou: 0.2426, loss: 6.9121 2024-05-21 13:12:17,194 - mmdet - INFO - Epoch [29][1250/3665] lr: 2.000e-05, eta: 11:30:40, time: 1.439, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1693, interm_loss_bbox: 0.1300, interm_loss_iou: 0.3360, loss_cls: 0.1395, loss_bbox: 0.1196, loss_iou: 0.3162, d0.loss_cls: 0.1766, d0.loss_bbox: 0.1221, d0.loss_iou: 0.3209, d1.loss_cls: 0.1502, d1.loss_bbox: 0.1230, d1.loss_iou: 0.3205, d2.loss_cls: 0.1439, d2.loss_bbox: 0.1206, d2.loss_iou: 0.3172, d3.loss_cls: 0.1415, d3.loss_bbox: 0.1199, d3.loss_iou: 0.3168, d4.loss_cls: 0.1399, d4.loss_bbox: 0.1195, d4.loss_iou: 0.3162, dn_loss_cls: 0.0092, dn_loss_bbox: 0.1440, dn_loss_iou: 0.2453, d0.dn_loss_cls: 0.0370, d0.dn_loss_bbox: 0.2263, d0.dn_loss_iou: 0.3425, d1.dn_loss_cls: 0.0166, d1.dn_loss_bbox: 0.1634, d1.dn_loss_iou: 0.2707, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1475, d2.dn_loss_iou: 0.2506, d3.dn_loss_cls: 0.0101, d3.dn_loss_bbox: 0.1448, d3.dn_loss_iou: 0.2470, d4.dn_loss_cls: 0.0094, d4.dn_loss_bbox: 0.1439, d4.dn_loss_iou: 0.2451, loss: 6.8247 2024-05-21 13:13:32,548 - mmdet - INFO - Epoch [29][1300/3665] lr: 2.000e-05, eta: 11:29:27, time: 1.507, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1637, interm_loss_bbox: 0.1368, interm_loss_iou: 0.3288, loss_cls: 0.1337, loss_bbox: 0.1234, loss_iou: 0.3100, d0.loss_cls: 0.1721, d0.loss_bbox: 0.1274, d0.loss_iou: 0.3140, d1.loss_cls: 0.1449, d1.loss_bbox: 0.1271, d1.loss_iou: 0.3133, d2.loss_cls: 0.1383, d2.loss_bbox: 0.1253, d2.loss_iou: 0.3115, d3.loss_cls: 0.1356, d3.loss_bbox: 0.1244, d3.loss_iou: 0.3103, d4.loss_cls: 0.1339, d4.loss_bbox: 0.1238, d4.loss_iou: 0.3104, dn_loss_cls: 0.0097, dn_loss_bbox: 0.1504, dn_loss_iou: 0.2372, d0.dn_loss_cls: 0.0365, d0.dn_loss_bbox: 0.2324, d0.dn_loss_iou: 0.3325, d1.dn_loss_cls: 0.0166, d1.dn_loss_bbox: 0.1680, d1.dn_loss_iou: 0.2618, d2.dn_loss_cls: 0.0123, d2.dn_loss_bbox: 0.1540, d2.dn_loss_iou: 0.2424, d3.dn_loss_cls: 0.0106, d3.dn_loss_bbox: 0.1511, d3.dn_loss_iou: 0.2389, d4.dn_loss_cls: 0.0098, d4.dn_loss_bbox: 0.1503, d4.dn_loss_iou: 0.2372, loss: 6.7604 2024-05-21 13:14:48,343 - mmdet - INFO - Epoch [29][1350/3665] lr: 2.000e-05, eta: 11:28:13, time: 1.516, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1678, interm_loss_bbox: 0.1366, interm_loss_iou: 0.3220, loss_cls: 0.1381, loss_bbox: 0.1228, loss_iou: 0.3004, d0.loss_cls: 0.1770, d0.loss_bbox: 0.1269, d0.loss_iou: 0.3056, d1.loss_cls: 0.1501, d1.loss_bbox: 0.1267, d1.loss_iou: 0.3045, d2.loss_cls: 0.1436, d2.loss_bbox: 0.1239, d2.loss_iou: 0.3010, d3.loss_cls: 0.1401, d3.loss_bbox: 0.1239, d3.loss_iou: 0.3006, d4.loss_cls: 0.1383, d4.loss_bbox: 0.1233, d4.loss_iou: 0.3004, dn_loss_cls: 0.0101, dn_loss_bbox: 0.1539, dn_loss_iou: 0.2405, d0.dn_loss_cls: 0.0378, d0.dn_loss_bbox: 0.2391, d0.dn_loss_iou: 0.3370, d1.dn_loss_cls: 0.0176, d1.dn_loss_bbox: 0.1741, d1.dn_loss_iou: 0.2662, d2.dn_loss_cls: 0.0129, d2.dn_loss_bbox: 0.1578, d2.dn_loss_iou: 0.2458, d3.dn_loss_cls: 0.0109, d3.dn_loss_bbox: 0.1552, d3.dn_loss_iou: 0.2424, d4.dn_loss_cls: 0.0103, d4.dn_loss_bbox: 0.1538, d4.dn_loss_iou: 0.2405, loss: 6.7793 2024-05-21 13:15:59,840 - mmdet - INFO - Epoch [29][1400/3665] lr: 2.000e-05, eta: 11:26:59, time: 1.430, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1668, interm_loss_bbox: 0.1325, interm_loss_iou: 0.3306, loss_cls: 0.1358, loss_bbox: 0.1209, loss_iou: 0.3095, d0.loss_cls: 0.1746, d0.loss_bbox: 0.1238, d0.loss_iou: 0.3153, d1.loss_cls: 0.1477, d1.loss_bbox: 0.1234, d1.loss_iou: 0.3137, d2.loss_cls: 0.1409, d2.loss_bbox: 0.1221, d2.loss_iou: 0.3112, d3.loss_cls: 0.1380, d3.loss_bbox: 0.1217, d3.loss_iou: 0.3098, d4.loss_cls: 0.1369, d4.loss_bbox: 0.1209, d4.loss_iou: 0.3093, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1499, dn_loss_iou: 0.2369, d0.dn_loss_cls: 0.0364, d0.dn_loss_bbox: 0.2291, d0.dn_loss_iou: 0.3301, d1.dn_loss_cls: 0.0166, d1.dn_loss_bbox: 0.1696, d1.dn_loss_iou: 0.2625, d2.dn_loss_cls: 0.0121, d2.dn_loss_bbox: 0.1543, d2.dn_loss_iou: 0.2428, d3.dn_loss_cls: 0.0103, d3.dn_loss_bbox: 0.1511, d3.dn_loss_iou: 0.2387, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1498, d4.dn_loss_iou: 0.2368, loss: 6.7515 2024-05-21 13:17:11,518 - mmdet - INFO - Epoch [29][1450/3665] lr: 2.000e-05, eta: 11:25:44, time: 1.434, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1658, interm_loss_bbox: 0.1343, interm_loss_iou: 0.3205, loss_cls: 0.1353, loss_bbox: 0.1223, loss_iou: 0.3014, d0.loss_cls: 0.1736, d0.loss_bbox: 0.1260, d0.loss_iou: 0.3060, d1.loss_cls: 0.1491, d1.loss_bbox: 0.1246, d1.loss_iou: 0.3056, d2.loss_cls: 0.1412, d2.loss_bbox: 0.1225, d2.loss_iou: 0.3024, d3.loss_cls: 0.1381, d3.loss_bbox: 0.1224, d3.loss_iou: 0.3017, d4.loss_cls: 0.1364, d4.loss_bbox: 0.1219, d4.loss_iou: 0.3010, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1569, dn_loss_iou: 0.2371, d0.dn_loss_cls: 0.0364, d0.dn_loss_bbox: 0.2411, d0.dn_loss_iou: 0.3327, d1.dn_loss_cls: 0.0163, d1.dn_loss_bbox: 0.1743, d1.dn_loss_iou: 0.2615, d2.dn_loss_cls: 0.0118, d2.dn_loss_bbox: 0.1603, d2.dn_loss_iou: 0.2423, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1578, d3.dn_loss_iou: 0.2388, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1568, d4.dn_loss_iou: 0.2369, loss: 6.7417 2024-05-21 13:18:27,542 - mmdet - INFO - Epoch [29][1500/3665] lr: 2.000e-05, eta: 11:24:31, time: 1.520, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1598, interm_loss_bbox: 0.1334, interm_loss_iou: 0.3140, loss_cls: 0.1287, loss_bbox: 0.1221, loss_iou: 0.2940, d0.loss_cls: 0.1692, d0.loss_bbox: 0.1231, d0.loss_iou: 0.2968, d1.loss_cls: 0.1435, d1.loss_bbox: 0.1225, d1.loss_iou: 0.2961, d2.loss_cls: 0.1342, d2.loss_bbox: 0.1225, d2.loss_iou: 0.2953, d3.loss_cls: 0.1317, d3.loss_bbox: 0.1215, d3.loss_iou: 0.2939, d4.loss_cls: 0.1298, d4.loss_bbox: 0.1214, d4.loss_iou: 0.2937, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1463, dn_loss_iou: 0.2349, d0.dn_loss_cls: 0.0363, d0.dn_loss_bbox: 0.2313, d0.dn_loss_iou: 0.3309, d1.dn_loss_cls: 0.0164, d1.dn_loss_bbox: 0.1672, d1.dn_loss_iou: 0.2606, d2.dn_loss_cls: 0.0120, d2.dn_loss_bbox: 0.1507, d2.dn_loss_iou: 0.2406, d3.dn_loss_cls: 0.0102, d3.dn_loss_bbox: 0.1473, d3.dn_loss_iou: 0.2367, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1462, d4.dn_loss_iou: 0.2348, loss: 6.5684 2024-05-21 13:19:43,469 - mmdet - INFO - Epoch [29][1550/3665] lr: 2.000e-05, eta: 11:23:18, time: 1.518, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1711, interm_loss_bbox: 0.1372, interm_loss_iou: 0.3369, loss_cls: 0.1407, loss_bbox: 0.1261, loss_iou: 0.3154, d0.loss_cls: 0.1796, d0.loss_bbox: 0.1286, d0.loss_iou: 0.3209, d1.loss_cls: 0.1534, d1.loss_bbox: 0.1276, d1.loss_iou: 0.3191, d2.loss_cls: 0.1461, d2.loss_bbox: 0.1266, d2.loss_iou: 0.3169, d3.loss_cls: 0.1434, d3.loss_bbox: 0.1261, d3.loss_iou: 0.3159, d4.loss_cls: 0.1413, d4.loss_bbox: 0.1258, d4.loss_iou: 0.3156, dn_loss_cls: 0.0097, dn_loss_bbox: 0.1520, dn_loss_iou: 0.2445, d0.dn_loss_cls: 0.0370, d0.dn_loss_bbox: 0.2338, d0.dn_loss_iou: 0.3408, d1.dn_loss_cls: 0.0170, d1.dn_loss_bbox: 0.1705, d1.dn_loss_iou: 0.2696, d2.dn_loss_cls: 0.0125, d2.dn_loss_bbox: 0.1557, d2.dn_loss_iou: 0.2498, d3.dn_loss_cls: 0.0105, d3.dn_loss_bbox: 0.1530, d3.dn_loss_iou: 0.2463, d4.dn_loss_cls: 0.0099, d4.dn_loss_bbox: 0.1519, d4.dn_loss_iou: 0.2444, loss: 6.9231 2024-05-21 13:21:00,766 - mmdet - INFO - Epoch [29][1600/3665] lr: 2.000e-05, eta: 11:22:05, time: 1.546, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1639, interm_loss_bbox: 0.1278, interm_loss_iou: 0.3242, loss_cls: 0.1348, loss_bbox: 0.1160, loss_iou: 0.3036, d0.loss_cls: 0.1703, d0.loss_bbox: 0.1203, d0.loss_iou: 0.3093, d1.loss_cls: 0.1463, d1.loss_bbox: 0.1182, d1.loss_iou: 0.3074, d2.loss_cls: 0.1397, d2.loss_bbox: 0.1169, d2.loss_iou: 0.3056, d3.loss_cls: 0.1379, d3.loss_bbox: 0.1158, d3.loss_iou: 0.3037, d4.loss_cls: 0.1354, d4.loss_bbox: 0.1162, d4.loss_iou: 0.3038, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1402, dn_loss_iou: 0.2381, d0.dn_loss_cls: 0.0350, d0.dn_loss_bbox: 0.2237, d0.dn_loss_iou: 0.3335, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1603, d1.dn_loss_iou: 0.2636, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1446, d2.dn_loss_iou: 0.2435, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1414, d3.dn_loss_iou: 0.2396, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1402, d4.dn_loss_iou: 0.2378, loss: 6.6116 2024-05-21 13:22:14,255 - mmdet - INFO - Epoch [29][1650/3665] lr: 2.000e-05, eta: 11:20:51, time: 1.470, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1650, interm_loss_bbox: 0.1323, interm_loss_iou: 0.3308, loss_cls: 0.1350, loss_bbox: 0.1203, loss_iou: 0.3102, d0.loss_cls: 0.1744, d0.loss_bbox: 0.1226, d0.loss_iou: 0.3150, d1.loss_cls: 0.1461, d1.loss_bbox: 0.1233, d1.loss_iou: 0.3146, d2.loss_cls: 0.1386, d2.loss_bbox: 0.1222, d2.loss_iou: 0.3125, d3.loss_cls: 0.1374, d3.loss_bbox: 0.1201, d3.loss_iou: 0.3104, d4.loss_cls: 0.1357, d4.loss_bbox: 0.1203, d4.loss_iou: 0.3102, dn_loss_cls: 0.0092, dn_loss_bbox: 0.1465, dn_loss_iou: 0.2423, d0.dn_loss_cls: 0.0368, d0.dn_loss_bbox: 0.2300, d0.dn_loss_iou: 0.3391, d1.dn_loss_cls: 0.0165, d1.dn_loss_bbox: 0.1663, d1.dn_loss_iou: 0.2679, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1502, d2.dn_loss_iou: 0.2477, d3.dn_loss_cls: 0.0101, d3.dn_loss_bbox: 0.1475, d3.dn_loss_iou: 0.2441, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1464, d4.dn_loss_iou: 0.2422, loss: 6.7614 2024-05-21 13:23:28,975 - mmdet - INFO - Epoch [29][1700/3665] lr: 2.000e-05, eta: 11:19:38, time: 1.494, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1724, interm_loss_bbox: 0.1361, interm_loss_iou: 0.3327, loss_cls: 0.1415, loss_bbox: 0.1223, loss_iou: 0.3143, d0.loss_cls: 0.1805, d0.loss_bbox: 0.1264, d0.loss_iou: 0.3178, d1.loss_cls: 0.1517, d1.loss_bbox: 0.1264, d1.loss_iou: 0.3199, d2.loss_cls: 0.1460, d2.loss_bbox: 0.1233, d2.loss_iou: 0.3158, d3.loss_cls: 0.1445, d3.loss_bbox: 0.1220, d3.loss_iou: 0.3139, d4.loss_cls: 0.1421, d4.loss_bbox: 0.1220, d4.loss_iou: 0.3144, dn_loss_cls: 0.0098, dn_loss_bbox: 0.1553, dn_loss_iou: 0.2430, d0.dn_loss_cls: 0.0375, d0.dn_loss_bbox: 0.2398, d0.dn_loss_iou: 0.3388, d1.dn_loss_cls: 0.0172, d1.dn_loss_bbox: 0.1761, d1.dn_loss_iou: 0.2688, d2.dn_loss_cls: 0.0126, d2.dn_loss_bbox: 0.1593, d2.dn_loss_iou: 0.2486, d3.dn_loss_cls: 0.0107, d3.dn_loss_bbox: 0.1563, d3.dn_loss_iou: 0.2448, d4.dn_loss_cls: 0.0100, d4.dn_loss_bbox: 0.1552, d4.dn_loss_iou: 0.2430, loss: 6.9129 2024-05-21 13:24:43,395 - mmdet - INFO - Epoch [29][1750/3665] lr: 2.000e-05, eta: 11:18:24, time: 1.488, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1656, interm_loss_bbox: 0.1345, interm_loss_iou: 0.3210, loss_cls: 0.1347, loss_bbox: 0.1202, loss_iou: 0.2996, d0.loss_cls: 0.1740, d0.loss_bbox: 0.1239, d0.loss_iou: 0.3038, d1.loss_cls: 0.1452, d1.loss_bbox: 0.1239, d1.loss_iou: 0.3050, d2.loss_cls: 0.1393, d2.loss_bbox: 0.1216, d2.loss_iou: 0.3016, d3.loss_cls: 0.1375, d3.loss_bbox: 0.1201, d3.loss_iou: 0.2997, d4.loss_cls: 0.1353, d4.loss_bbox: 0.1202, d4.loss_iou: 0.2998, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1500, dn_loss_iou: 0.2391, d0.dn_loss_cls: 0.0366, d0.dn_loss_bbox: 0.2336, d0.dn_loss_iou: 0.3344, d1.dn_loss_cls: 0.0163, d1.dn_loss_bbox: 0.1703, d1.dn_loss_iou: 0.2643, d2.dn_loss_cls: 0.0120, d2.dn_loss_bbox: 0.1544, d2.dn_loss_iou: 0.2446, d3.dn_loss_cls: 0.0102, d3.dn_loss_bbox: 0.1510, d3.dn_loss_iou: 0.2408, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1500, d4.dn_loss_iou: 0.2391, loss: 6.6921 2024-05-21 13:25:57,691 - mmdet - INFO - Epoch [29][1800/3665] lr: 2.000e-05, eta: 11:17:10, time: 1.486, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1670, interm_loss_bbox: 0.1312, interm_loss_iou: 0.3381, loss_cls: 0.1381, loss_bbox: 0.1187, loss_iou: 0.3177, d0.loss_cls: 0.1758, d0.loss_bbox: 0.1225, d0.loss_iou: 0.3225, d1.loss_cls: 0.1498, d1.loss_bbox: 0.1218, d1.loss_iou: 0.3217, d2.loss_cls: 0.1425, d2.loss_bbox: 0.1202, d2.loss_iou: 0.3197, d3.loss_cls: 0.1398, d3.loss_bbox: 0.1192, d3.loss_iou: 0.3186, d4.loss_cls: 0.1385, d4.loss_bbox: 0.1188, d4.loss_iou: 0.3180, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1481, dn_loss_iou: 0.2486, d0.dn_loss_cls: 0.0369, d0.dn_loss_bbox: 0.2301, d0.dn_loss_iou: 0.3457, d1.dn_loss_cls: 0.0164, d1.dn_loss_bbox: 0.1679, d1.dn_loss_iou: 0.2744, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1519, d2.dn_loss_iou: 0.2538, d3.dn_loss_cls: 0.0101, d3.dn_loss_bbox: 0.1492, d3.dn_loss_iou: 0.2504, d4.dn_loss_cls: 0.0094, d4.dn_loss_bbox: 0.1480, d4.dn_loss_iou: 0.2485, loss: 6.8705 2024-05-21 13:27:11,530 - mmdet - INFO - Epoch [29][1850/3665] lr: 2.000e-05, eta: 11:15:56, time: 1.477, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1600, interm_loss_bbox: 0.1326, interm_loss_iou: 0.3131, loss_cls: 0.1303, loss_bbox: 0.1190, loss_iou: 0.2926, d0.loss_cls: 0.1694, d0.loss_bbox: 0.1219, d0.loss_iou: 0.2970, d1.loss_cls: 0.1415, d1.loss_bbox: 0.1221, d1.loss_iou: 0.2972, d2.loss_cls: 0.1349, d2.loss_bbox: 0.1202, d2.loss_iou: 0.2947, d3.loss_cls: 0.1325, d3.loss_bbox: 0.1194, d3.loss_iou: 0.2933, d4.loss_cls: 0.1309, d4.loss_bbox: 0.1192, d4.loss_iou: 0.2929, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1487, dn_loss_iou: 0.2281, d0.dn_loss_cls: 0.0355, d0.dn_loss_bbox: 0.2345, d0.dn_loss_iou: 0.3235, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1681, d1.dn_loss_iou: 0.2524, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1525, d2.dn_loss_iou: 0.2331, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1496, d3.dn_loss_iou: 0.2297, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1486, d4.dn_loss_iou: 0.2280, loss: 6.5220 2024-05-21 13:28:28,598 - mmdet - INFO - Epoch [29][1900/3665] lr: 2.000e-05, eta: 11:14:43, time: 1.541, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1740, interm_loss_bbox: 0.1395, interm_loss_iou: 0.3344, loss_cls: 0.1445, loss_bbox: 0.1253, loss_iou: 0.3136, d0.loss_cls: 0.1835, d0.loss_bbox: 0.1282, d0.loss_iou: 0.3178, d1.loss_cls: 0.1568, d1.loss_bbox: 0.1281, d1.loss_iou: 0.3180, d2.loss_cls: 0.1493, d2.loss_bbox: 0.1267, d2.loss_iou: 0.3159, d3.loss_cls: 0.1470, d3.loss_bbox: 0.1251, d3.loss_iou: 0.3141, d4.loss_cls: 0.1454, d4.loss_bbox: 0.1252, d4.loss_iou: 0.3134, dn_loss_cls: 0.0101, dn_loss_bbox: 0.1551, dn_loss_iou: 0.2424, d0.dn_loss_cls: 0.0374, d0.dn_loss_bbox: 0.2425, d0.dn_loss_iou: 0.3391, d1.dn_loss_cls: 0.0175, d1.dn_loss_bbox: 0.1774, d1.dn_loss_iou: 0.2689, d2.dn_loss_cls: 0.0129, d2.dn_loss_bbox: 0.1595, d2.dn_loss_iou: 0.2480, d3.dn_loss_cls: 0.0111, d3.dn_loss_bbox: 0.1563, d3.dn_loss_iou: 0.2444, d4.dn_loss_cls: 0.0104, d4.dn_loss_bbox: 0.1549, d4.dn_loss_iou: 0.2423, loss: 6.9559 2024-05-21 13:29:42,344 - mmdet - INFO - Epoch [29][1950/3665] lr: 2.000e-05, eta: 11:13:30, time: 1.474, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1657, interm_loss_bbox: 0.1331, interm_loss_iou: 0.3189, loss_cls: 0.1364, loss_bbox: 0.1202, loss_iou: 0.2966, d0.loss_cls: 0.1754, d0.loss_bbox: 0.1225, d0.loss_iou: 0.3018, d1.loss_cls: 0.1474, d1.loss_bbox: 0.1230, d1.loss_iou: 0.3016, d2.loss_cls: 0.1408, d2.loss_bbox: 0.1215, d2.loss_iou: 0.2994, d3.loss_cls: 0.1383, d3.loss_bbox: 0.1207, d3.loss_iou: 0.2979, d4.loss_cls: 0.1375, d4.loss_bbox: 0.1199, d4.loss_iou: 0.2963, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1486, dn_loss_iou: 0.2357, d0.dn_loss_cls: 0.0353, d0.dn_loss_bbox: 0.2316, d0.dn_loss_iou: 0.3330, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1679, d1.dn_loss_iou: 0.2612, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1528, d2.dn_loss_iou: 0.2413, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1498, d3.dn_loss_iou: 0.2375, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1485, d4.dn_loss_iou: 0.2355, loss: 6.6480 2024-05-21 13:30:54,588 - mmdet - INFO - Epoch [29][2000/3665] lr: 2.000e-05, eta: 11:12:15, time: 1.445, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1610, interm_loss_bbox: 0.1324, interm_loss_iou: 0.3176, loss_cls: 0.1306, loss_bbox: 0.1206, loss_iou: 0.2995, d0.loss_cls: 0.1703, d0.loss_bbox: 0.1235, d0.loss_iou: 0.3035, d1.loss_cls: 0.1411, d1.loss_bbox: 0.1239, d1.loss_iou: 0.3047, d2.loss_cls: 0.1348, d2.loss_bbox: 0.1218, d2.loss_iou: 0.3015, d3.loss_cls: 0.1330, d3.loss_bbox: 0.1208, d3.loss_iou: 0.2996, d4.loss_cls: 0.1308, d4.loss_bbox: 0.1209, d4.loss_iou: 0.2995, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1480, dn_loss_iou: 0.2360, d0.dn_loss_cls: 0.0354, d0.dn_loss_bbox: 0.2283, d0.dn_loss_iou: 0.3315, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1663, d1.dn_loss_iou: 0.2613, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1519, d2.dn_loss_iou: 0.2416, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1490, d3.dn_loss_iou: 0.2377, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1479, d4.dn_loss_iou: 0.2359, loss: 6.6178 2024-05-21 13:32:11,292 - mmdet - INFO - Epoch [29][2050/3665] lr: 2.000e-05, eta: 11:11:02, time: 1.534, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1696, interm_loss_bbox: 0.1350, interm_loss_iou: 0.3270, loss_cls: 0.1393, loss_bbox: 0.1215, loss_iou: 0.3070, d0.loss_cls: 0.1780, d0.loss_bbox: 0.1253, d0.loss_iou: 0.3113, d1.loss_cls: 0.1510, d1.loss_bbox: 0.1248, d1.loss_iou: 0.3107, d2.loss_cls: 0.1446, d2.loss_bbox: 0.1225, d2.loss_iou: 0.3071, d3.loss_cls: 0.1420, d3.loss_bbox: 0.1216, d3.loss_iou: 0.3067, d4.loss_cls: 0.1405, d4.loss_bbox: 0.1211, d4.loss_iou: 0.3065, dn_loss_cls: 0.0102, dn_loss_bbox: 0.1512, dn_loss_iou: 0.2442, d0.dn_loss_cls: 0.0389, d0.dn_loss_bbox: 0.2342, d0.dn_loss_iou: 0.3418, d1.dn_loss_cls: 0.0178, d1.dn_loss_bbox: 0.1704, d1.dn_loss_iou: 0.2698, d2.dn_loss_cls: 0.0131, d2.dn_loss_bbox: 0.1546, d2.dn_loss_iou: 0.2496, d3.dn_loss_cls: 0.0111, d3.dn_loss_bbox: 0.1520, d3.dn_loss_iou: 0.2459, d4.dn_loss_cls: 0.0105, d4.dn_loss_bbox: 0.1511, d4.dn_loss_iou: 0.2440, loss: 6.8233 2024-05-21 13:33:29,367 - mmdet - INFO - Epoch [29][2100/3665] lr: 2.000e-05, eta: 11:09:50, time: 1.562, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1673, interm_loss_bbox: 0.1367, interm_loss_iou: 0.3233, loss_cls: 0.1369, loss_bbox: 0.1236, loss_iou: 0.3019, d0.loss_cls: 0.1759, d0.loss_bbox: 0.1274, d0.loss_iou: 0.3074, d1.loss_cls: 0.1482, d1.loss_bbox: 0.1272, d1.loss_iou: 0.3066, d2.loss_cls: 0.1413, d2.loss_bbox: 0.1255, d2.loss_iou: 0.3043, d3.loss_cls: 0.1387, d3.loss_bbox: 0.1242, d3.loss_iou: 0.3029, d4.loss_cls: 0.1376, d4.loss_bbox: 0.1236, d4.loss_iou: 0.3020, dn_loss_cls: 0.0102, dn_loss_bbox: 0.1532, dn_loss_iou: 0.2357, d0.dn_loss_cls: 0.0374, d0.dn_loss_bbox: 0.2421, d0.dn_loss_iou: 0.3335, d1.dn_loss_cls: 0.0172, d1.dn_loss_bbox: 0.1745, d1.dn_loss_iou: 0.2617, d2.dn_loss_cls: 0.0128, d2.dn_loss_bbox: 0.1576, d2.dn_loss_iou: 0.2414, d3.dn_loss_cls: 0.0111, d3.dn_loss_bbox: 0.1544, d3.dn_loss_iou: 0.2376, d4.dn_loss_cls: 0.0105, d4.dn_loss_bbox: 0.1531, d4.dn_loss_iou: 0.2355, loss: 6.7618 2024-05-21 13:34:42,855 - mmdet - INFO - Epoch [29][2150/3665] lr: 2.000e-05, eta: 11:08:36, time: 1.469, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1650, interm_loss_bbox: 0.1299, interm_loss_iou: 0.3222, loss_cls: 0.1348, loss_bbox: 0.1190, loss_iou: 0.3030, d0.loss_cls: 0.1730, d0.loss_bbox: 0.1219, d0.loss_iou: 0.3068, d1.loss_cls: 0.1461, d1.loss_bbox: 0.1211, d1.loss_iou: 0.3073, d2.loss_cls: 0.1394, d2.loss_bbox: 0.1195, d2.loss_iou: 0.3043, d3.loss_cls: 0.1366, d3.loss_bbox: 0.1188, d3.loss_iou: 0.3037, d4.loss_cls: 0.1349, d4.loss_bbox: 0.1191, d4.loss_iou: 0.3033, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1509, dn_loss_iou: 0.2353, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2340, d0.dn_loss_iou: 0.3299, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1701, d1.dn_loss_iou: 0.2599, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1550, d2.dn_loss_iou: 0.2406, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1518, d3.dn_loss_iou: 0.2370, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1508, d4.dn_loss_iou: 0.2352, loss: 6.6714 2024-05-21 13:35:58,970 - mmdet - INFO - Epoch [29][2200/3665] lr: 2.000e-05, eta: 11:07:22, time: 1.523, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1609, interm_loss_bbox: 0.1326, interm_loss_iou: 0.3240, loss_cls: 0.1320, loss_bbox: 0.1215, loss_iou: 0.3039, d0.loss_cls: 0.1682, d0.loss_bbox: 0.1250, d0.loss_iou: 0.3089, d1.loss_cls: 0.1429, d1.loss_bbox: 0.1235, d1.loss_iou: 0.3070, d2.loss_cls: 0.1360, d2.loss_bbox: 0.1227, d2.loss_iou: 0.3060, d3.loss_cls: 0.1348, d3.loss_bbox: 0.1212, d3.loss_iou: 0.3040, d4.loss_cls: 0.1328, d4.loss_bbox: 0.1214, d4.loss_iou: 0.3039, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1534, dn_loss_iou: 0.2360, d0.dn_loss_cls: 0.0353, d0.dn_loss_bbox: 0.2323, d0.dn_loss_iou: 0.3294, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1720, d1.dn_loss_iou: 0.2607, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1571, d2.dn_loss_iou: 0.2414, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1544, d3.dn_loss_iou: 0.2379, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1533, d4.dn_loss_iou: 0.2359, loss: 6.6874 2024-05-21 13:37:12,693 - mmdet - INFO - Epoch [29][2250/3665] lr: 2.000e-05, eta: 11:06:09, time: 1.474, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1690, interm_loss_bbox: 0.1341, interm_loss_iou: 0.3257, loss_cls: 0.1389, loss_bbox: 0.1219, loss_iou: 0.3052, d0.loss_cls: 0.1771, d0.loss_bbox: 0.1259, d0.loss_iou: 0.3106, d1.loss_cls: 0.1506, d1.loss_bbox: 0.1257, d1.loss_iou: 0.3092, d2.loss_cls: 0.1436, d2.loss_bbox: 0.1229, d2.loss_iou: 0.3063, d3.loss_cls: 0.1408, d3.loss_bbox: 0.1225, d3.loss_iou: 0.3052, d4.loss_cls: 0.1396, d4.loss_bbox: 0.1219, d4.loss_iou: 0.3048, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1490, dn_loss_iou: 0.2358, d0.dn_loss_cls: 0.0366, d0.dn_loss_bbox: 0.2302, d0.dn_loss_iou: 0.3297, d1.dn_loss_cls: 0.0166, d1.dn_loss_bbox: 0.1673, d1.dn_loss_iou: 0.2605, d2.dn_loss_cls: 0.0121, d2.dn_loss_bbox: 0.1529, d2.dn_loss_iou: 0.2411, d3.dn_loss_cls: 0.0102, d3.dn_loss_bbox: 0.1501, d3.dn_loss_iou: 0.2376, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1489, d4.dn_loss_iou: 0.2357, loss: 6.7345 2024-05-21 13:38:26,485 - mmdet - INFO - Epoch [29][2300/3665] lr: 2.000e-05, eta: 11:04:55, time: 1.476, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1636, interm_loss_bbox: 0.1360, interm_loss_iou: 0.3251, loss_cls: 0.1359, loss_bbox: 0.1228, loss_iou: 0.3058, d0.loss_cls: 0.1728, d0.loss_bbox: 0.1264, d0.loss_iou: 0.3098, d1.loss_cls: 0.1454, d1.loss_bbox: 0.1272, d1.loss_iou: 0.3098, d2.loss_cls: 0.1398, d2.loss_bbox: 0.1247, d2.loss_iou: 0.3069, d3.loss_cls: 0.1380, d3.loss_bbox: 0.1230, d3.loss_iou: 0.3063, d4.loss_cls: 0.1364, d4.loss_bbox: 0.1231, d4.loss_iou: 0.3058, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1499, dn_loss_iou: 0.2371, d0.dn_loss_cls: 0.0361, d0.dn_loss_bbox: 0.2343, d0.dn_loss_iou: 0.3322, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1692, d1.dn_loss_iou: 0.2617, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1537, d2.dn_loss_iou: 0.2424, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1508, d3.dn_loss_iou: 0.2389, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1499, d4.dn_loss_iou: 0.2371, loss: 6.7335 2024-05-21 13:39:40,131 - mmdet - INFO - Epoch [29][2350/3665] lr: 2.000e-05, eta: 11:03:41, time: 1.473, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1642, interm_loss_bbox: 0.1337, interm_loss_iou: 0.3295, loss_cls: 0.1359, loss_bbox: 0.1220, loss_iou: 0.3098, d0.loss_cls: 0.1725, d0.loss_bbox: 0.1246, d0.loss_iou: 0.3143, d1.loss_cls: 0.1461, d1.loss_bbox: 0.1246, d1.loss_iou: 0.3136, d2.loss_cls: 0.1402, d2.loss_bbox: 0.1233, d2.loss_iou: 0.3123, d3.loss_cls: 0.1380, d3.loss_bbox: 0.1221, d3.loss_iou: 0.3106, d4.loss_cls: 0.1367, d4.loss_bbox: 0.1218, d4.loss_iou: 0.3096, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1536, dn_loss_iou: 0.2406, d0.dn_loss_cls: 0.0358, d0.dn_loss_bbox: 0.2356, d0.dn_loss_iou: 0.3341, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1733, d1.dn_loss_iou: 0.2657, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1574, d2.dn_loss_iou: 0.2460, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1545, d3.dn_loss_iou: 0.2423, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1535, d4.dn_loss_iou: 0.2404, loss: 6.7932 2024-05-21 13:40:54,115 - mmdet - INFO - Epoch [29][2400/3665] lr: 2.000e-05, eta: 11:02:27, time: 1.480, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1626, interm_loss_bbox: 0.1352, interm_loss_iou: 0.3153, loss_cls: 0.1331, loss_bbox: 0.1238, loss_iou: 0.2967, d0.loss_cls: 0.1714, d0.loss_bbox: 0.1262, d0.loss_iou: 0.3004, d1.loss_cls: 0.1442, d1.loss_bbox: 0.1259, d1.loss_iou: 0.2993, d2.loss_cls: 0.1379, d2.loss_bbox: 0.1251, d2.loss_iou: 0.2975, d3.loss_cls: 0.1359, d3.loss_bbox: 0.1236, d3.loss_iou: 0.2964, d4.loss_cls: 0.1341, d4.loss_bbox: 0.1234, d4.loss_iou: 0.2962, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1493, dn_loss_iou: 0.2317, d0.dn_loss_cls: 0.0365, d0.dn_loss_bbox: 0.2307, d0.dn_loss_iou: 0.3255, d1.dn_loss_cls: 0.0163, d1.dn_loss_bbox: 0.1688, d1.dn_loss_iou: 0.2560, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1532, d2.dn_loss_iou: 0.2371, d3.dn_loss_cls: 0.0102, d3.dn_loss_bbox: 0.1502, d3.dn_loss_iou: 0.2334, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1492, d4.dn_loss_iou: 0.2316, loss: 6.6150 2024-05-21 13:42:12,357 - mmdet - INFO - Epoch [29][2450/3665] lr: 2.000e-05, eta: 11:01:14, time: 1.565, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1639, interm_loss_bbox: 0.1332, interm_loss_iou: 0.3193, loss_cls: 0.1348, loss_bbox: 0.1213, loss_iou: 0.3001, d0.loss_cls: 0.1724, d0.loss_bbox: 0.1239, d0.loss_iou: 0.3039, d1.loss_cls: 0.1448, d1.loss_bbox: 0.1238, d1.loss_iou: 0.3043, d2.loss_cls: 0.1390, d2.loss_bbox: 0.1219, d2.loss_iou: 0.3021, d3.loss_cls: 0.1368, d3.loss_bbox: 0.1213, d3.loss_iou: 0.3008, d4.loss_cls: 0.1349, d4.loss_bbox: 0.1218, d4.loss_iou: 0.3005, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1445, dn_loss_iou: 0.2328, d0.dn_loss_cls: 0.0353, d0.dn_loss_bbox: 0.2245, d0.dn_loss_iou: 0.3263, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1622, d1.dn_loss_iou: 0.2567, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1484, d2.dn_loss_iou: 0.2381, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1456, d3.dn_loss_iou: 0.2345, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1444, d4.dn_loss_iou: 0.2327, loss: 6.6055 2024-05-21 13:43:24,756 - mmdet - INFO - Epoch [29][2500/3665] lr: 2.000e-05, eta: 11:00:00, time: 1.448, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1638, interm_loss_bbox: 0.1329, interm_loss_iou: 0.3265, loss_cls: 0.1345, loss_bbox: 0.1221, loss_iou: 0.3076, d0.loss_cls: 0.1733, d0.loss_bbox: 0.1236, d0.loss_iou: 0.3114, d1.loss_cls: 0.1447, d1.loss_bbox: 0.1257, d1.loss_iou: 0.3132, d2.loss_cls: 0.1392, d2.loss_bbox: 0.1228, d2.loss_iou: 0.3097, d3.loss_cls: 0.1363, d3.loss_bbox: 0.1220, d3.loss_iou: 0.3087, d4.loss_cls: 0.1356, d4.loss_bbox: 0.1216, d4.loss_iou: 0.3074, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1471, dn_loss_iou: 0.2398, d0.dn_loss_cls: 0.0359, d0.dn_loss_bbox: 0.2295, d0.dn_loss_iou: 0.3345, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1674, d1.dn_loss_iou: 0.2651, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1514, d2.dn_loss_iou: 0.2453, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1482, d3.dn_loss_iou: 0.2415, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1470, d4.dn_loss_iou: 0.2397, loss: 6.7307 2024-05-21 13:44:37,569 - mmdet - INFO - Epoch [29][2550/3665] lr: 2.000e-05, eta: 10:58:46, time: 1.456, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1663, interm_loss_bbox: 0.1364, interm_loss_iou: 0.3208, loss_cls: 0.1373, loss_bbox: 0.1234, loss_iou: 0.3005, d0.loss_cls: 0.1751, d0.loss_bbox: 0.1267, d0.loss_iou: 0.3054, d1.loss_cls: 0.1464, d1.loss_bbox: 0.1276, d1.loss_iou: 0.3058, d2.loss_cls: 0.1412, d2.loss_bbox: 0.1245, d2.loss_iou: 0.3016, d3.loss_cls: 0.1390, d3.loss_bbox: 0.1232, d3.loss_iou: 0.3008, d4.loss_cls: 0.1378, d4.loss_bbox: 0.1233, d4.loss_iou: 0.3003, dn_loss_cls: 0.0097, dn_loss_bbox: 0.1586, dn_loss_iou: 0.2391, d0.dn_loss_cls: 0.0370, d0.dn_loss_bbox: 0.2441, d0.dn_loss_iou: 0.3339, d1.dn_loss_cls: 0.0169, d1.dn_loss_bbox: 0.1780, d1.dn_loss_iou: 0.2644, d2.dn_loss_cls: 0.0125, d2.dn_loss_bbox: 0.1622, d2.dn_loss_iou: 0.2446, d3.dn_loss_cls: 0.0107, d3.dn_loss_bbox: 0.1597, d3.dn_loss_iou: 0.2410, d4.dn_loss_cls: 0.0100, d4.dn_loss_bbox: 0.1585, d4.dn_loss_iou: 0.2391, loss: 6.7834 2024-05-21 13:45:52,334 - mmdet - INFO - Epoch [29][2600/3665] lr: 2.000e-05, eta: 10:57:33, time: 1.495, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1656, interm_loss_bbox: 0.1344, interm_loss_iou: 0.3274, loss_cls: 0.1364, loss_bbox: 0.1218, loss_iou: 0.3071, d0.loss_cls: 0.1740, d0.loss_bbox: 0.1247, d0.loss_iou: 0.3113, d1.loss_cls: 0.1462, d1.loss_bbox: 0.1250, d1.loss_iou: 0.3127, d2.loss_cls: 0.1404, d2.loss_bbox: 0.1226, d2.loss_iou: 0.3095, d3.loss_cls: 0.1383, d3.loss_bbox: 0.1222, d3.loss_iou: 0.3079, d4.loss_cls: 0.1369, d4.loss_bbox: 0.1216, d4.loss_iou: 0.3071, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1555, dn_loss_iou: 0.2428, d0.dn_loss_cls: 0.0365, d0.dn_loss_bbox: 0.2345, d0.dn_loss_iou: 0.3377, d1.dn_loss_cls: 0.0165, d1.dn_loss_bbox: 0.1743, d1.dn_loss_iou: 0.2683, d2.dn_loss_cls: 0.0121, d2.dn_loss_bbox: 0.1590, d2.dn_loss_iou: 0.2482, d3.dn_loss_cls: 0.0103, d3.dn_loss_bbox: 0.1564, d3.dn_loss_iou: 0.2446, d4.dn_loss_cls: 0.0097, d4.dn_loss_bbox: 0.1555, d4.dn_loss_iou: 0.2427, loss: 6.8069 2024-05-21 13:47:12,821 - mmdet - INFO - Epoch [29][2650/3665] lr: 2.000e-05, eta: 10:56:20, time: 1.610, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1658, interm_loss_bbox: 0.1342, interm_loss_iou: 0.3295, loss_cls: 0.1366, loss_bbox: 0.1226, loss_iou: 0.3080, d0.loss_cls: 0.1743, d0.loss_bbox: 0.1256, d0.loss_iou: 0.3132, d1.loss_cls: 0.1487, d1.loss_bbox: 0.1245, d1.loss_iou: 0.3122, d2.loss_cls: 0.1415, d2.loss_bbox: 0.1236, d2.loss_iou: 0.3101, d3.loss_cls: 0.1392, d3.loss_bbox: 0.1228, d3.loss_iou: 0.3084, d4.loss_cls: 0.1375, d4.loss_bbox: 0.1224, d4.loss_iou: 0.3076, dn_loss_cls: 0.0098, dn_loss_bbox: 0.1466, dn_loss_iou: 0.2394, d0.dn_loss_cls: 0.0370, d0.dn_loss_bbox: 0.2310, d0.dn_loss_iou: 0.3367, d1.dn_loss_cls: 0.0169, d1.dn_loss_bbox: 0.1662, d1.dn_loss_iou: 0.2651, d2.dn_loss_cls: 0.0125, d2.dn_loss_bbox: 0.1505, d2.dn_loss_iou: 0.2450, d3.dn_loss_cls: 0.0106, d3.dn_loss_bbox: 0.1476, d3.dn_loss_iou: 0.2413, d4.dn_loss_cls: 0.0100, d4.dn_loss_bbox: 0.1465, d4.dn_loss_iou: 0.2393, loss: 6.7602 2024-05-21 13:48:26,296 - mmdet - INFO - Epoch [29][2700/3665] lr: 2.000e-05, eta: 10:55:06, time: 1.469, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1688, interm_loss_bbox: 0.1349, interm_loss_iou: 0.3335, loss_cls: 0.1388, loss_bbox: 0.1209, loss_iou: 0.3096, d0.loss_cls: 0.1772, d0.loss_bbox: 0.1248, d0.loss_iou: 0.3160, d1.loss_cls: 0.1503, d1.loss_bbox: 0.1239, d1.loss_iou: 0.3152, d2.loss_cls: 0.1426, d2.loss_bbox: 0.1219, d2.loss_iou: 0.3132, d3.loss_cls: 0.1407, d3.loss_bbox: 0.1207, d3.loss_iou: 0.3110, d4.loss_cls: 0.1393, d4.loss_bbox: 0.1207, d4.loss_iou: 0.3098, dn_loss_cls: 0.0101, dn_loss_bbox: 0.1478, dn_loss_iou: 0.2448, d0.dn_loss_cls: 0.0376, d0.dn_loss_bbox: 0.2324, d0.dn_loss_iou: 0.3423, d1.dn_loss_cls: 0.0172, d1.dn_loss_bbox: 0.1675, d1.dn_loss_iou: 0.2705, d2.dn_loss_cls: 0.0127, d2.dn_loss_bbox: 0.1515, d2.dn_loss_iou: 0.2503, d3.dn_loss_cls: 0.0110, d3.dn_loss_bbox: 0.1486, d3.dn_loss_iou: 0.2466, d4.dn_loss_cls: 0.0104, d4.dn_loss_bbox: 0.1477, d4.dn_loss_iou: 0.2447, loss: 6.8273 2024-05-21 13:49:40,859 - mmdet - INFO - Epoch [29][2750/3665] lr: 2.000e-05, eta: 10:53:53, time: 1.491, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1605, interm_loss_bbox: 0.1340, interm_loss_iou: 0.3257, loss_cls: 0.1340, loss_bbox: 0.1180, loss_iou: 0.3018, d0.loss_cls: 0.1688, d0.loss_bbox: 0.1239, d0.loss_iou: 0.3094, d1.loss_cls: 0.1438, d1.loss_bbox: 0.1227, d1.loss_iou: 0.3076, d2.loss_cls: 0.1383, d2.loss_bbox: 0.1192, d2.loss_iou: 0.3036, d3.loss_cls: 0.1357, d3.loss_bbox: 0.1183, d3.loss_iou: 0.3027, d4.loss_cls: 0.1340, d4.loss_bbox: 0.1184, d4.loss_iou: 0.3023, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1445, dn_loss_iou: 0.2351, d0.dn_loss_cls: 0.0358, d0.dn_loss_bbox: 0.2280, d0.dn_loss_iou: 0.3310, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1646, d1.dn_loss_iou: 0.2609, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1489, d2.dn_loss_iou: 0.2407, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1457, d3.dn_loss_iou: 0.2370, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1444, d4.dn_loss_iou: 0.2351, loss: 6.6291 2024-05-21 13:50:54,386 - mmdet - INFO - Epoch [29][2800/3665] lr: 2.000e-05, eta: 10:52:39, time: 1.470, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1590, interm_loss_bbox: 0.1340, interm_loss_iou: 0.3200, loss_cls: 0.1306, loss_bbox: 0.1207, loss_iou: 0.2989, d0.loss_cls: 0.1672, d0.loss_bbox: 0.1252, d0.loss_iou: 0.3047, d1.loss_cls: 0.1394, d1.loss_bbox: 0.1255, d1.loss_iou: 0.3055, d2.loss_cls: 0.1333, d2.loss_bbox: 0.1226, d2.loss_iou: 0.3021, d3.loss_cls: 0.1319, d3.loss_bbox: 0.1216, d3.loss_iou: 0.2996, d4.loss_cls: 0.1311, d4.loss_bbox: 0.1207, d4.loss_iou: 0.2985, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1498, dn_loss_iou: 0.2369, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2360, d0.dn_loss_iou: 0.3342, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1699, d1.dn_loss_iou: 0.2624, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1537, d2.dn_loss_iou: 0.2425, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1509, d3.dn_loss_iou: 0.2386, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1497, d4.dn_loss_iou: 0.2369, loss: 6.6433 2024-05-21 13:52:05,652 - mmdet - INFO - Epoch [29][2850/3665] lr: 2.000e-05, eta: 10:51:24, time: 1.425, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1666, interm_loss_bbox: 0.1334, interm_loss_iou: 0.3287, loss_cls: 0.1356, loss_bbox: 0.1216, loss_iou: 0.3081, d0.loss_cls: 0.1749, d0.loss_bbox: 0.1252, d0.loss_iou: 0.3128, d1.loss_cls: 0.1469, d1.loss_bbox: 0.1244, d1.loss_iou: 0.3136, d2.loss_cls: 0.1403, d2.loss_bbox: 0.1228, d2.loss_iou: 0.3109, d3.loss_cls: 0.1375, d3.loss_bbox: 0.1219, d3.loss_iou: 0.3096, d4.loss_cls: 0.1363, d4.loss_bbox: 0.1216, d4.loss_iou: 0.3084, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1494, dn_loss_iou: 0.2372, d0.dn_loss_cls: 0.0370, d0.dn_loss_bbox: 0.2324, d0.dn_loss_iou: 0.3322, d1.dn_loss_cls: 0.0169, d1.dn_loss_bbox: 0.1690, d1.dn_loss_iou: 0.2625, d2.dn_loss_cls: 0.0124, d2.dn_loss_bbox: 0.1537, d2.dn_loss_iou: 0.2427, d3.dn_loss_cls: 0.0104, d3.dn_loss_bbox: 0.1506, d3.dn_loss_iou: 0.2389, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1494, d4.dn_loss_iou: 0.2371, loss: 6.7521 2024-05-21 13:53:19,648 - mmdet - INFO - Epoch [29][2900/3665] lr: 2.000e-05, eta: 10:50:11, time: 1.480, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1725, interm_loss_bbox: 0.1339, interm_loss_iou: 0.3279, loss_cls: 0.1405, loss_bbox: 0.1218, loss_iou: 0.3089, d0.loss_cls: 0.1802, d0.loss_bbox: 0.1250, d0.loss_iou: 0.3125, d1.loss_cls: 0.1531, d1.loss_bbox: 0.1242, d1.loss_iou: 0.3115, d2.loss_cls: 0.1461, d2.loss_bbox: 0.1226, d2.loss_iou: 0.3102, d3.loss_cls: 0.1438, d3.loss_bbox: 0.1217, d3.loss_iou: 0.3087, d4.loss_cls: 0.1416, d4.loss_bbox: 0.1214, d4.loss_iou: 0.3086, dn_loss_cls: 0.0099, dn_loss_bbox: 0.1526, dn_loss_iou: 0.2443, d0.dn_loss_cls: 0.0378, d0.dn_loss_bbox: 0.2405, d0.dn_loss_iou: 0.3435, d1.dn_loss_cls: 0.0174, d1.dn_loss_bbox: 0.1746, d1.dn_loss_iou: 0.2713, d2.dn_loss_cls: 0.0128, d2.dn_loss_bbox: 0.1570, d2.dn_loss_iou: 0.2502, d3.dn_loss_cls: 0.0109, d3.dn_loss_bbox: 0.1537, d3.dn_loss_iou: 0.2461, d4.dn_loss_cls: 0.0102, d4.dn_loss_bbox: 0.1525, d4.dn_loss_iou: 0.2442, loss: 6.8664 2024-05-21 13:54:37,612 - mmdet - INFO - Epoch [29][2950/3665] lr: 2.000e-05, eta: 10:48:58, time: 1.559, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1653, interm_loss_bbox: 0.1332, interm_loss_iou: 0.3147, loss_cls: 0.1341, loss_bbox: 0.1219, loss_iou: 0.2966, d0.loss_cls: 0.1725, d0.loss_bbox: 0.1248, d0.loss_iou: 0.3003, d1.loss_cls: 0.1451, d1.loss_bbox: 0.1257, d1.loss_iou: 0.2997, d2.loss_cls: 0.1382, d2.loss_bbox: 0.1231, d2.loss_iou: 0.2976, d3.loss_cls: 0.1367, d3.loss_bbox: 0.1216, d3.loss_iou: 0.2969, d4.loss_cls: 0.1346, d4.loss_bbox: 0.1218, d4.loss_iou: 0.2966, dn_loss_cls: 0.0101, dn_loss_bbox: 0.1481, dn_loss_iou: 0.2322, d0.dn_loss_cls: 0.0375, d0.dn_loss_bbox: 0.2319, d0.dn_loss_iou: 0.3273, d1.dn_loss_cls: 0.0172, d1.dn_loss_bbox: 0.1682, d1.dn_loss_iou: 0.2574, d2.dn_loss_cls: 0.0128, d2.dn_loss_bbox: 0.1526, d2.dn_loss_iou: 0.2379, d3.dn_loss_cls: 0.0109, d3.dn_loss_bbox: 0.1493, d3.dn_loss_iou: 0.2340, d4.dn_loss_cls: 0.0103, d4.dn_loss_bbox: 0.1481, d4.dn_loss_iou: 0.2321, loss: 6.6188 2024-05-21 13:55:54,772 - mmdet - INFO - Epoch [29][3000/3665] lr: 2.000e-05, eta: 10:47:45, time: 1.543, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1661, interm_loss_bbox: 0.1285, interm_loss_iou: 0.3179, loss_cls: 0.1374, loss_bbox: 0.1170, loss_iou: 0.2992, d0.loss_cls: 0.1754, d0.loss_bbox: 0.1189, d0.loss_iou: 0.3021, d1.loss_cls: 0.1494, d1.loss_bbox: 0.1194, d1.loss_iou: 0.3012, d2.loss_cls: 0.1421, d2.loss_bbox: 0.1181, d2.loss_iou: 0.2999, d3.loss_cls: 0.1400, d3.loss_bbox: 0.1170, d3.loss_iou: 0.2997, d4.loss_cls: 0.1384, d4.loss_bbox: 0.1168, d4.loss_iou: 0.2990, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1450, dn_loss_iou: 0.2324, d0.dn_loss_cls: 0.0349, d0.dn_loss_bbox: 0.2240, d0.dn_loss_iou: 0.3256, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1631, d1.dn_loss_iou: 0.2567, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1483, d2.dn_loss_iou: 0.2373, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1458, d3.dn_loss_iou: 0.2339, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1449, d4.dn_loss_iou: 0.2324, loss: 6.5824 2024-05-21 13:57:07,098 - mmdet - INFO - Epoch [29][3050/3665] lr: 2.000e-05, eta: 10:46:31, time: 1.447, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1643, interm_loss_bbox: 0.1310, interm_loss_iou: 0.3243, loss_cls: 0.1337, loss_bbox: 0.1185, loss_iou: 0.3056, d0.loss_cls: 0.1722, d0.loss_bbox: 0.1226, d0.loss_iou: 0.3093, d1.loss_cls: 0.1455, d1.loss_bbox: 0.1210, d1.loss_iou: 0.3086, d2.loss_cls: 0.1384, d2.loss_bbox: 0.1193, d2.loss_iou: 0.3067, d3.loss_cls: 0.1357, d3.loss_bbox: 0.1186, d3.loss_iou: 0.3063, d4.loss_cls: 0.1345, d4.loss_bbox: 0.1184, d4.loss_iou: 0.3053, dn_loss_cls: 0.0099, dn_loss_bbox: 0.1493, dn_loss_iou: 0.2405, d0.dn_loss_cls: 0.0374, d0.dn_loss_bbox: 0.2319, d0.dn_loss_iou: 0.3363, d1.dn_loss_cls: 0.0171, d1.dn_loss_bbox: 0.1686, d1.dn_loss_iou: 0.2659, d2.dn_loss_cls: 0.0125, d2.dn_loss_bbox: 0.1533, d2.dn_loss_iou: 0.2459, d3.dn_loss_cls: 0.0107, d3.dn_loss_bbox: 0.1503, d3.dn_loss_iou: 0.2423, d4.dn_loss_cls: 0.0101, d4.dn_loss_bbox: 0.1492, d4.dn_loss_iou: 0.2404, loss: 6.7114 2024-05-21 13:58:18,990 - mmdet - INFO - Epoch [29][3100/3665] lr: 2.000e-05, eta: 10:45:16, time: 1.438, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1640, interm_loss_bbox: 0.1340, interm_loss_iou: 0.3140, loss_cls: 0.1347, loss_bbox: 0.1215, loss_iou: 0.2929, d0.loss_cls: 0.1716, d0.loss_bbox: 0.1247, d0.loss_iou: 0.2984, d1.loss_cls: 0.1457, d1.loss_bbox: 0.1252, d1.loss_iou: 0.2968, d2.loss_cls: 0.1392, d2.loss_bbox: 0.1225, d2.loss_iou: 0.2948, d3.loss_cls: 0.1374, d3.loss_bbox: 0.1214, d3.loss_iou: 0.2930, d4.loss_cls: 0.1353, d4.loss_bbox: 0.1214, d4.loss_iou: 0.2928, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1518, dn_loss_iou: 0.2337, d0.dn_loss_cls: 0.0357, d0.dn_loss_bbox: 0.2341, d0.dn_loss_iou: 0.3279, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1710, d1.dn_loss_iou: 0.2581, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1555, d2.dn_loss_iou: 0.2391, d3.dn_loss_cls: 0.0101, d3.dn_loss_bbox: 0.1528, d3.dn_loss_iou: 0.2354, d4.dn_loss_cls: 0.0094, d4.dn_loss_bbox: 0.1518, d4.dn_loss_iou: 0.2336, loss: 6.6185 2024-05-21 13:59:34,839 - mmdet - INFO - Epoch [29][3150/3665] lr: 2.000e-05, eta: 10:44:03, time: 1.517, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1701, interm_loss_bbox: 0.1322, interm_loss_iou: 0.3232, loss_cls: 0.1381, loss_bbox: 0.1206, loss_iou: 0.3045, d0.loss_cls: 0.1772, d0.loss_bbox: 0.1238, d0.loss_iou: 0.3093, d1.loss_cls: 0.1497, d1.loss_bbox: 0.1241, d1.loss_iou: 0.3090, d2.loss_cls: 0.1429, d2.loss_bbox: 0.1216, d2.loss_iou: 0.3062, d3.loss_cls: 0.1405, d3.loss_bbox: 0.1209, d3.loss_iou: 0.3048, d4.loss_cls: 0.1384, d4.loss_bbox: 0.1211, d4.loss_iou: 0.3049, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1467, dn_loss_iou: 0.2372, d0.dn_loss_cls: 0.0366, d0.dn_loss_bbox: 0.2287, d0.dn_loss_iou: 0.3318, d1.dn_loss_cls: 0.0165, d1.dn_loss_bbox: 0.1652, d1.dn_loss_iou: 0.2623, d2.dn_loss_cls: 0.0121, d2.dn_loss_bbox: 0.1505, d2.dn_loss_iou: 0.2426, d3.dn_loss_cls: 0.0102, d3.dn_loss_bbox: 0.1476, d3.dn_loss_iou: 0.2388, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1466, d4.dn_loss_iou: 0.2371, loss: 6.7126 2024-05-21 14:00:52,318 - mmdet - INFO - Epoch [29][3200/3665] lr: 2.000e-05, eta: 10:42:50, time: 1.549, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1683, interm_loss_bbox: 0.1327, interm_loss_iou: 0.3185, loss_cls: 0.1374, loss_bbox: 0.1210, loss_iou: 0.3004, d0.loss_cls: 0.1767, d0.loss_bbox: 0.1251, d0.loss_iou: 0.3043, d1.loss_cls: 0.1503, d1.loss_bbox: 0.1234, d1.loss_iou: 0.3030, d2.loss_cls: 0.1426, d2.loss_bbox: 0.1219, d2.loss_iou: 0.3020, d3.loss_cls: 0.1397, d3.loss_bbox: 0.1213, d3.loss_iou: 0.3010, d4.loss_cls: 0.1382, d4.loss_bbox: 0.1208, d4.loss_iou: 0.3001, dn_loss_cls: 0.0097, dn_loss_bbox: 0.1507, dn_loss_iou: 0.2382, d0.dn_loss_cls: 0.0370, d0.dn_loss_bbox: 0.2369, d0.dn_loss_iou: 0.3349, d1.dn_loss_cls: 0.0168, d1.dn_loss_bbox: 0.1718, d1.dn_loss_iou: 0.2642, d2.dn_loss_cls: 0.0124, d2.dn_loss_bbox: 0.1550, d2.dn_loss_iou: 0.2441, d3.dn_loss_cls: 0.0106, d3.dn_loss_bbox: 0.1519, d3.dn_loss_iou: 0.2399, d4.dn_loss_cls: 0.0099, d4.dn_loss_bbox: 0.1507, d4.dn_loss_iou: 0.2381, loss: 6.7214 2024-05-21 14:02:06,471 - mmdet - INFO - Epoch [29][3250/3665] lr: 2.000e-05, eta: 10:41:36, time: 1.483, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1632, interm_loss_bbox: 0.1304, interm_loss_iou: 0.3233, loss_cls: 0.1338, loss_bbox: 0.1167, loss_iou: 0.3029, d0.loss_cls: 0.1722, d0.loss_bbox: 0.1199, d0.loss_iou: 0.3067, d1.loss_cls: 0.1445, d1.loss_bbox: 0.1204, d1.loss_iou: 0.3068, d2.loss_cls: 0.1380, d2.loss_bbox: 0.1182, d2.loss_iou: 0.3044, d3.loss_cls: 0.1355, d3.loss_bbox: 0.1170, d3.loss_iou: 0.3037, d4.loss_cls: 0.1343, d4.loss_bbox: 0.1167, d4.loss_iou: 0.3030, dn_loss_cls: 0.0092, dn_loss_bbox: 0.1435, dn_loss_iou: 0.2369, d0.dn_loss_cls: 0.0364, d0.dn_loss_bbox: 0.2300, d0.dn_loss_iou: 0.3360, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1638, d1.dn_loss_iou: 0.2627, d2.dn_loss_cls: 0.0118, d2.dn_loss_bbox: 0.1473, d2.dn_loss_iou: 0.2424, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1445, d3.dn_loss_iou: 0.2387, d4.dn_loss_cls: 0.0094, d4.dn_loss_bbox: 0.1434, d4.dn_loss_iou: 0.2369, loss: 6.6306 2024-05-21 14:03:19,084 - mmdet - INFO - Epoch [29][3300/3665] lr: 2.000e-05, eta: 10:40:22, time: 1.452, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1664, interm_loss_bbox: 0.1298, interm_loss_iou: 0.3333, loss_cls: 0.1361, loss_bbox: 0.1206, loss_iou: 0.3159, d0.loss_cls: 0.1762, d0.loss_bbox: 0.1212, d0.loss_iou: 0.3173, d1.loss_cls: 0.1469, d1.loss_bbox: 0.1225, d1.loss_iou: 0.3204, d2.loss_cls: 0.1402, d2.loss_bbox: 0.1215, d2.loss_iou: 0.3178, d3.loss_cls: 0.1384, d3.loss_bbox: 0.1209, d3.loss_iou: 0.3166, d4.loss_cls: 0.1367, d4.loss_bbox: 0.1207, d4.loss_iou: 0.3160, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1424, dn_loss_iou: 0.2452, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2213, d0.dn_loss_iou: 0.3399, d1.dn_loss_cls: 0.0161, d1.dn_loss_bbox: 0.1614, d1.dn_loss_iou: 0.2711, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1463, d2.dn_loss_iou: 0.2509, d3.dn_loss_cls: 0.0101, d3.dn_loss_bbox: 0.1435, d3.dn_loss_iou: 0.2470, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1423, d4.dn_loss_iou: 0.2451, loss: 6.7844 2024-05-21 14:04:34,710 - mmdet - INFO - Epoch [29][3350/3665] lr: 2.000e-05, eta: 10:39:09, time: 1.512, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1638, interm_loss_bbox: 0.1344, interm_loss_iou: 0.3253, loss_cls: 0.1336, loss_bbox: 0.1239, loss_iou: 0.3066, d0.loss_cls: 0.1717, d0.loss_bbox: 0.1259, d0.loss_iou: 0.3105, d1.loss_cls: 0.1455, d1.loss_bbox: 0.1257, d1.loss_iou: 0.3102, d2.loss_cls: 0.1391, d2.loss_bbox: 0.1235, d2.loss_iou: 0.3068, d3.loss_cls: 0.1359, d3.loss_bbox: 0.1236, d3.loss_iou: 0.3065, d4.loss_cls: 0.1343, d4.loss_bbox: 0.1235, d4.loss_iou: 0.3066, dn_loss_cls: 0.0096, dn_loss_bbox: 0.1480, dn_loss_iou: 0.2411, d0.dn_loss_cls: 0.0359, d0.dn_loss_bbox: 0.2280, d0.dn_loss_iou: 0.3349, d1.dn_loss_cls: 0.0165, d1.dn_loss_bbox: 0.1666, d1.dn_loss_iou: 0.2657, d2.dn_loss_cls: 0.0121, d2.dn_loss_bbox: 0.1517, d2.dn_loss_iou: 0.2465, d3.dn_loss_cls: 0.0104, d3.dn_loss_bbox: 0.1489, d3.dn_loss_iou: 0.2429, d4.dn_loss_cls: 0.0098, d4.dn_loss_bbox: 0.1479, d4.dn_loss_iou: 0.2409, loss: 6.7345 2024-05-21 14:05:48,797 - mmdet - INFO - Epoch [29][3400/3665] lr: 2.000e-05, eta: 10:37:55, time: 1.482, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1678, interm_loss_bbox: 0.1328, interm_loss_iou: 0.3225, loss_cls: 0.1369, loss_bbox: 0.1192, loss_iou: 0.3027, d0.loss_cls: 0.1759, d0.loss_bbox: 0.1235, d0.loss_iou: 0.3075, d1.loss_cls: 0.1491, d1.loss_bbox: 0.1215, d1.loss_iou: 0.3060, d2.loss_cls: 0.1418, d2.loss_bbox: 0.1201, d2.loss_iou: 0.3040, d3.loss_cls: 0.1394, d3.loss_bbox: 0.1189, d3.loss_iou: 0.3028, d4.loss_cls: 0.1375, d4.loss_bbox: 0.1190, d4.loss_iou: 0.3026, dn_loss_cls: 0.0096, dn_loss_bbox: 0.1458, dn_loss_iou: 0.2353, d0.dn_loss_cls: 0.0371, d0.dn_loss_bbox: 0.2309, d0.dn_loss_iou: 0.3319, d1.dn_loss_cls: 0.0168, d1.dn_loss_bbox: 0.1661, d1.dn_loss_iou: 0.2612, d2.dn_loss_cls: 0.0124, d2.dn_loss_bbox: 0.1502, d2.dn_loss_iou: 0.2412, d3.dn_loss_cls: 0.0106, d3.dn_loss_bbox: 0.1469, d3.dn_loss_iou: 0.2372, d4.dn_loss_cls: 0.0099, d4.dn_loss_bbox: 0.1457, d4.dn_loss_iou: 0.2353, loss: 6.6753 2024-05-21 14:07:04,164 - mmdet - INFO - Epoch [29][3450/3665] lr: 2.000e-05, eta: 10:36:42, time: 1.507, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1644, interm_loss_bbox: 0.1325, interm_loss_iou: 0.3178, loss_cls: 0.1340, loss_bbox: 0.1217, loss_iou: 0.2993, d0.loss_cls: 0.1729, d0.loss_bbox: 0.1249, d0.loss_iou: 0.3036, d1.loss_cls: 0.1462, d1.loss_bbox: 0.1230, d1.loss_iou: 0.3034, d2.loss_cls: 0.1389, d2.loss_bbox: 0.1225, d2.loss_iou: 0.3015, d3.loss_cls: 0.1373, d3.loss_bbox: 0.1214, d3.loss_iou: 0.2987, d4.loss_cls: 0.1354, d4.loss_bbox: 0.1209, d4.loss_iou: 0.2988, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1474, dn_loss_iou: 0.2336, d0.dn_loss_cls: 0.0360, d0.dn_loss_bbox: 0.2268, d0.dn_loss_iou: 0.3267, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1653, d1.dn_loss_iou: 0.2576, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1505, d2.dn_loss_iou: 0.2387, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1482, d3.dn_loss_iou: 0.2354, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1473, d4.dn_loss_iou: 0.2336, loss: 6.6210 2024-05-21 14:08:18,259 - mmdet - INFO - Epoch [29][3500/3665] lr: 2.000e-05, eta: 10:35:28, time: 1.482, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1672, interm_loss_bbox: 0.1359, interm_loss_iou: 0.3237, loss_cls: 0.1376, loss_bbox: 0.1221, loss_iou: 0.3020, d0.loss_cls: 0.1765, d0.loss_bbox: 0.1257, d0.loss_iou: 0.3074, d1.loss_cls: 0.1483, d1.loss_bbox: 0.1256, d1.loss_iou: 0.3070, d2.loss_cls: 0.1418, d2.loss_bbox: 0.1235, d2.loss_iou: 0.3044, d3.loss_cls: 0.1400, d3.loss_bbox: 0.1218, d3.loss_iou: 0.3029, d4.loss_cls: 0.1380, d4.loss_bbox: 0.1222, d4.loss_iou: 0.3023, dn_loss_cls: 0.0092, dn_loss_bbox: 0.1547, dn_loss_iou: 0.2395, d0.dn_loss_cls: 0.0361, d0.dn_loss_bbox: 0.2390, d0.dn_loss_iou: 0.3344, d1.dn_loss_cls: 0.0165, d1.dn_loss_bbox: 0.1747, d1.dn_loss_iou: 0.2651, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1583, d2.dn_loss_iou: 0.2450, d3.dn_loss_cls: 0.0101, d3.dn_loss_bbox: 0.1555, d3.dn_loss_iou: 0.2414, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1546, d4.dn_loss_iou: 0.2395, loss: 6.7709 2024-05-21 14:09:36,339 - mmdet - INFO - Epoch [29][3550/3665] lr: 2.000e-05, eta: 10:34:15, time: 1.561, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1592, interm_loss_bbox: 0.1296, interm_loss_iou: 0.3165, loss_cls: 0.1285, loss_bbox: 0.1173, loss_iou: 0.2979, d0.loss_cls: 0.1675, d0.loss_bbox: 0.1206, d0.loss_iou: 0.3018, d1.loss_cls: 0.1395, d1.loss_bbox: 0.1202, d1.loss_iou: 0.3014, d2.loss_cls: 0.1330, d2.loss_bbox: 0.1182, d2.loss_iou: 0.2989, d3.loss_cls: 0.1306, d3.loss_bbox: 0.1173, d3.loss_iou: 0.2983, d4.loss_cls: 0.1296, d4.loss_bbox: 0.1171, d4.loss_iou: 0.2975, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1422, dn_loss_iou: 0.2323, d0.dn_loss_cls: 0.0357, d0.dn_loss_bbox: 0.2225, d0.dn_loss_iou: 0.3261, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1613, d1.dn_loss_iou: 0.2567, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1458, d2.dn_loss_iou: 0.2374, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1433, d3.dn_loss_iou: 0.2341, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1421, d4.dn_loss_iou: 0.2323, loss: 6.5074 2024-05-21 14:10:47,756 - mmdet - INFO - Epoch [29][3600/3665] lr: 2.000e-05, eta: 10:33:01, time: 1.429, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1649, interm_loss_bbox: 0.1343, interm_loss_iou: 0.3180, loss_cls: 0.1344, loss_bbox: 0.1206, loss_iou: 0.2969, d0.loss_cls: 0.1737, d0.loss_bbox: 0.1241, d0.loss_iou: 0.3009, d1.loss_cls: 0.1466, d1.loss_bbox: 0.1230, d1.loss_iou: 0.3006, d2.loss_cls: 0.1404, d2.loss_bbox: 0.1214, d2.loss_iou: 0.2981, d3.loss_cls: 0.1367, d3.loss_bbox: 0.1213, d3.loss_iou: 0.2973, d4.loss_cls: 0.1353, d4.loss_bbox: 0.1207, d4.loss_iou: 0.2967, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1497, dn_loss_iou: 0.2374, d0.dn_loss_cls: 0.0366, d0.dn_loss_bbox: 0.2358, d0.dn_loss_iou: 0.3343, d1.dn_loss_cls: 0.0168, d1.dn_loss_bbox: 0.1706, d1.dn_loss_iou: 0.2638, d2.dn_loss_cls: 0.0123, d2.dn_loss_bbox: 0.1539, d2.dn_loss_iou: 0.2433, d3.dn_loss_cls: 0.0104, d3.dn_loss_bbox: 0.1508, d3.dn_loss_iou: 0.2394, d4.dn_loss_cls: 0.0097, d4.dn_loss_bbox: 0.1496, d4.dn_loss_iou: 0.2374, loss: 6.6670 2024-05-21 14:11:59,647 - mmdet - INFO - Epoch [29][3650/3665] lr: 2.000e-05, eta: 10:31:46, time: 1.438, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1611, interm_loss_bbox: 0.1319, interm_loss_iou: 0.3263, loss_cls: 0.1318, loss_bbox: 0.1197, loss_iou: 0.3068, d0.loss_cls: 0.1692, d0.loss_bbox: 0.1228, d0.loss_iou: 0.3101, d1.loss_cls: 0.1421, d1.loss_bbox: 0.1219, d1.loss_iou: 0.3107, d2.loss_cls: 0.1363, d2.loss_bbox: 0.1199, d2.loss_iou: 0.3077, d3.loss_cls: 0.1339, d3.loss_bbox: 0.1198, d3.loss_iou: 0.3070, d4.loss_cls: 0.1323, d4.loss_bbox: 0.1196, d4.loss_iou: 0.3070, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1436, dn_loss_iou: 0.2366, d0.dn_loss_cls: 0.0355, d0.dn_loss_bbox: 0.2251, d0.dn_loss_iou: 0.3317, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1633, d1.dn_loss_iou: 0.2624, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1475, d2.dn_loss_iou: 0.2421, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1445, d3.dn_loss_iou: 0.2383, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1434, d4.dn_loss_iou: 0.2365, loss: 6.6426 2024-05-21 14:12:25,133 - mmdet - INFO - Saving checkpoint at 29 epochs 2024-05-21 14:16:05,304 - mmdet - INFO - Evaluating bbox... 2024-05-21 14:17:58,590 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.577 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.766 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.631 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.404 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.615 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.740 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.772 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.772 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.630 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.811 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.911 2024-05-21 14:18:00,888 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 14:18:00,891 - mmdet - INFO - Epoch(val) [29][313] bbox_mAP: 0.5770, bbox_mAP_50: 0.7660, bbox_mAP_75: 0.6310, bbox_mAP_s: 0.4040, bbox_mAP_m: 0.6150, bbox_mAP_l: 0.7400, bbox_mAP_copypaste: 0.577 0.766 0.631 0.404 0.615 0.740 2024-05-21 14:19:24,167 - mmdet - INFO - Epoch [30][50/3665] lr: 2.000e-05, eta: 10:30:07, time: 1.665, data_time: 0.087, memory: 41053, interm_loss_cls: 0.1666, interm_loss_bbox: 0.1299, interm_loss_iou: 0.3191, loss_cls: 0.1360, loss_bbox: 0.1174, loss_iou: 0.2992, d0.loss_cls: 0.1751, d0.loss_bbox: 0.1208, d0.loss_iou: 0.3025, d1.loss_cls: 0.1484, d1.loss_bbox: 0.1194, d1.loss_iou: 0.3013, d2.loss_cls: 0.1414, d2.loss_bbox: 0.1176, d2.loss_iou: 0.2997, d3.loss_cls: 0.1380, d3.loss_bbox: 0.1180, d3.loss_iou: 0.2994, d4.loss_cls: 0.1367, d4.loss_bbox: 0.1172, d4.loss_iou: 0.2992, dn_loss_cls: 0.0096, dn_loss_bbox: 0.1408, dn_loss_iou: 0.2369, d0.dn_loss_cls: 0.0373, d0.dn_loss_bbox: 0.2236, d0.dn_loss_iou: 0.3336, d1.dn_loss_cls: 0.0172, d1.dn_loss_bbox: 0.1614, d1.dn_loss_iou: 0.2641, d2.dn_loss_cls: 0.0125, d2.dn_loss_bbox: 0.1454, d2.dn_loss_iou: 0.2432, d3.dn_loss_cls: 0.0105, d3.dn_loss_bbox: 0.1420, d3.dn_loss_iou: 0.2389, d4.dn_loss_cls: 0.0098, d4.dn_loss_bbox: 0.1407, d4.dn_loss_iou: 0.2369, loss: 6.6074 2024-05-21 14:20:41,846 - mmdet - INFO - Epoch [30][100/3665] lr: 2.000e-05, eta: 10:28:54, time: 1.554, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1624, interm_loss_bbox: 0.1316, interm_loss_iou: 0.3180, loss_cls: 0.1323, loss_bbox: 0.1190, loss_iou: 0.2979, d0.loss_cls: 0.1709, d0.loss_bbox: 0.1228, d0.loss_iou: 0.3027, d1.loss_cls: 0.1448, d1.loss_bbox: 0.1214, d1.loss_iou: 0.3009, d2.loss_cls: 0.1373, d2.loss_bbox: 0.1202, d2.loss_iou: 0.2999, d3.loss_cls: 0.1340, d3.loss_bbox: 0.1201, d3.loss_iou: 0.2993, d4.loss_cls: 0.1324, d4.loss_bbox: 0.1195, d4.loss_iou: 0.2983, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1439, dn_loss_iou: 0.2334, d0.dn_loss_cls: 0.0371, d0.dn_loss_bbox: 0.2304, d0.dn_loss_iou: 0.3303, d1.dn_loss_cls: 0.0166, d1.dn_loss_bbox: 0.1635, d1.dn_loss_iou: 0.2587, d2.dn_loss_cls: 0.0121, d2.dn_loss_bbox: 0.1481, d2.dn_loss_iou: 0.2392, d3.dn_loss_cls: 0.0103, d3.dn_loss_bbox: 0.1451, d3.dn_loss_iou: 0.2352, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1438, d4.dn_loss_iou: 0.2332, loss: 6.5855 2024-05-21 14:21:53,259 - mmdet - INFO - Epoch [30][150/3665] lr: 2.000e-05, eta: 10:27:40, time: 1.428, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1600, interm_loss_bbox: 0.1315, interm_loss_iou: 0.3141, loss_cls: 0.1296, loss_bbox: 0.1196, loss_iou: 0.2948, d0.loss_cls: 0.1689, d0.loss_bbox: 0.1222, d0.loss_iou: 0.2987, d1.loss_cls: 0.1422, d1.loss_bbox: 0.1212, d1.loss_iou: 0.2982, d2.loss_cls: 0.1348, d2.loss_bbox: 0.1201, d2.loss_iou: 0.2964, d3.loss_cls: 0.1321, d3.loss_bbox: 0.1195, d3.loss_iou: 0.2957, d4.loss_cls: 0.1304, d4.loss_bbox: 0.1195, d4.loss_iou: 0.2947, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1419, dn_loss_iou: 0.2287, d0.dn_loss_cls: 0.0363, d0.dn_loss_bbox: 0.2263, d0.dn_loss_iou: 0.3225, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1619, d1.dn_loss_iou: 0.2536, d2.dn_loss_cls: 0.0120, d2.dn_loss_bbox: 0.1457, d2.dn_loss_iou: 0.2339, d3.dn_loss_cls: 0.0101, d3.dn_loss_bbox: 0.1430, d3.dn_loss_iou: 0.2304, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1418, d4.dn_loss_iou: 0.2287, loss: 6.4960 2024-05-21 14:23:05,336 - mmdet - INFO - Epoch [30][200/3665] lr: 2.000e-05, eta: 10:26:26, time: 1.441, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1668, interm_loss_bbox: 0.1325, interm_loss_iou: 0.3235, loss_cls: 0.1350, loss_bbox: 0.1218, loss_iou: 0.3055, d0.loss_cls: 0.1726, d0.loss_bbox: 0.1252, d0.loss_iou: 0.3111, d1.loss_cls: 0.1471, d1.loss_bbox: 0.1241, d1.loss_iou: 0.3092, d2.loss_cls: 0.1407, d2.loss_bbox: 0.1224, d2.loss_iou: 0.3068, d3.loss_cls: 0.1374, d3.loss_bbox: 0.1221, d3.loss_iou: 0.3060, d4.loss_cls: 0.1357, d4.loss_bbox: 0.1217, d4.loss_iou: 0.3053, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1444, dn_loss_iou: 0.2408, d0.dn_loss_cls: 0.0361, d0.dn_loss_bbox: 0.2295, d0.dn_loss_iou: 0.3390, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1652, d1.dn_loss_iou: 0.2673, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1488, d2.dn_loss_iou: 0.2467, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1456, d3.dn_loss_iou: 0.2427, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1444, d4.dn_loss_iou: 0.2407, loss: 6.7203 2024-05-21 14:24:21,415 - mmdet - INFO - Epoch [30][250/3665] lr: 2.000e-05, eta: 10:25:12, time: 1.522, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1649, interm_loss_bbox: 0.1310, interm_loss_iou: 0.3216, loss_cls: 0.1342, loss_bbox: 0.1197, loss_iou: 0.3024, d0.loss_cls: 0.1732, d0.loss_bbox: 0.1223, d0.loss_iou: 0.3063, d1.loss_cls: 0.1449, d1.loss_bbox: 0.1226, d1.loss_iou: 0.3064, d2.loss_cls: 0.1380, d2.loss_bbox: 0.1206, d2.loss_iou: 0.3042, d3.loss_cls: 0.1361, d3.loss_bbox: 0.1200, d3.loss_iou: 0.3024, d4.loss_cls: 0.1351, d4.loss_bbox: 0.1194, d4.loss_iou: 0.3020, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1424, dn_loss_iou: 0.2363, d0.dn_loss_cls: 0.0357, d0.dn_loss_bbox: 0.2201, d0.dn_loss_iou: 0.3275, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1602, d1.dn_loss_iou: 0.2605, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1462, d2.dn_loss_iou: 0.2415, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1434, d3.dn_loss_iou: 0.2378, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1423, d4.dn_loss_iou: 0.2362, loss: 6.6136 2024-05-21 14:25:39,592 - mmdet - INFO - Epoch [30][300/3665] lr: 2.000e-05, eta: 10:24:00, time: 1.563, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1679, interm_loss_bbox: 0.1359, interm_loss_iou: 0.3232, loss_cls: 0.1381, loss_bbox: 0.1233, loss_iou: 0.3029, d0.loss_cls: 0.1753, d0.loss_bbox: 0.1273, d0.loss_iou: 0.3082, d1.loss_cls: 0.1489, d1.loss_bbox: 0.1265, d1.loss_iou: 0.3076, d2.loss_cls: 0.1428, d2.loss_bbox: 0.1244, d2.loss_iou: 0.3044, d3.loss_cls: 0.1398, d3.loss_bbox: 0.1241, d3.loss_iou: 0.3034, d4.loss_cls: 0.1391, d4.loss_bbox: 0.1232, d4.loss_iou: 0.3025, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1500, dn_loss_iou: 0.2396, d0.dn_loss_cls: 0.0361, d0.dn_loss_bbox: 0.2293, d0.dn_loss_iou: 0.3350, d1.dn_loss_cls: 0.0167, d1.dn_loss_bbox: 0.1695, d1.dn_loss_iou: 0.2656, d2.dn_loss_cls: 0.0122, d2.dn_loss_bbox: 0.1540, d2.dn_loss_iou: 0.2454, d3.dn_loss_cls: 0.0103, d3.dn_loss_bbox: 0.1510, d3.dn_loss_iou: 0.2415, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1500, d4.dn_loss_iou: 0.2395, loss: 6.7535 2024-05-21 14:26:51,485 - mmdet - INFO - Epoch [30][350/3665] lr: 2.000e-05, eta: 10:22:45, time: 1.438, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1641, interm_loss_bbox: 0.1312, interm_loss_iou: 0.3200, loss_cls: 0.1343, loss_bbox: 0.1186, loss_iou: 0.2995, d0.loss_cls: 0.1716, d0.loss_bbox: 0.1227, d0.loss_iou: 0.3038, d1.loss_cls: 0.1458, d1.loss_bbox: 0.1207, d1.loss_iou: 0.3035, d2.loss_cls: 0.1386, d2.loss_bbox: 0.1193, d2.loss_iou: 0.3010, d3.loss_cls: 0.1361, d3.loss_bbox: 0.1190, d3.loss_iou: 0.3004, d4.loss_cls: 0.1345, d4.loss_bbox: 0.1188, d4.loss_iou: 0.3004, dn_loss_cls: 0.0097, dn_loss_bbox: 0.1493, dn_loss_iou: 0.2375, d0.dn_loss_cls: 0.0371, d0.dn_loss_bbox: 0.2334, d0.dn_loss_iou: 0.3334, d1.dn_loss_cls: 0.0170, d1.dn_loss_bbox: 0.1691, d1.dn_loss_iou: 0.2630, d2.dn_loss_cls: 0.0124, d2.dn_loss_bbox: 0.1537, d2.dn_loss_iou: 0.2430, d3.dn_loss_cls: 0.0106, d3.dn_loss_bbox: 0.1505, d3.dn_loss_iou: 0.2392, d4.dn_loss_cls: 0.0099, d4.dn_loss_bbox: 0.1492, d4.dn_loss_iou: 0.2373, loss: 6.6595 2024-05-21 14:28:04,852 - mmdet - INFO - Epoch [30][400/3665] lr: 2.000e-05, eta: 10:21:31, time: 1.467, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1685, interm_loss_bbox: 0.1347, interm_loss_iou: 0.3274, loss_cls: 0.1377, loss_bbox: 0.1233, loss_iou: 0.3072, d0.loss_cls: 0.1766, d0.loss_bbox: 0.1271, d0.loss_iou: 0.3126, d1.loss_cls: 0.1495, d1.loss_bbox: 0.1267, d1.loss_iou: 0.3116, d2.loss_cls: 0.1423, d2.loss_bbox: 0.1247, d2.loss_iou: 0.3095, d3.loss_cls: 0.1400, d3.loss_bbox: 0.1234, d3.loss_iou: 0.3077, d4.loss_cls: 0.1384, d4.loss_bbox: 0.1231, d4.loss_iou: 0.3070, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1466, dn_loss_iou: 0.2370, d0.dn_loss_cls: 0.0364, d0.dn_loss_bbox: 0.2287, d0.dn_loss_iou: 0.3298, d1.dn_loss_cls: 0.0161, d1.dn_loss_bbox: 0.1660, d1.dn_loss_iou: 0.2617, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1506, d2.dn_loss_iou: 0.2425, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1476, d3.dn_loss_iou: 0.2388, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1465, d4.dn_loss_iou: 0.2369, loss: 6.7443 2024-05-21 14:29:16,800 - mmdet - INFO - Epoch [30][450/3665] lr: 2.000e-05, eta: 10:20:17, time: 1.439, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1669, interm_loss_bbox: 0.1322, interm_loss_iou: 0.3251, loss_cls: 0.1363, loss_bbox: 0.1210, loss_iou: 0.3064, d0.loss_cls: 0.1752, d0.loss_bbox: 0.1233, d0.loss_iou: 0.3103, d1.loss_cls: 0.1481, d1.loss_bbox: 0.1230, d1.loss_iou: 0.3102, d2.loss_cls: 0.1413, d2.loss_bbox: 0.1214, d2.loss_iou: 0.3078, d3.loss_cls: 0.1383, d3.loss_bbox: 0.1214, d3.loss_iou: 0.3076, d4.loss_cls: 0.1376, d4.loss_bbox: 0.1207, d4.loss_iou: 0.3060, dn_loss_cls: 0.0097, dn_loss_bbox: 0.1492, dn_loss_iou: 0.2365, d0.dn_loss_cls: 0.0361, d0.dn_loss_bbox: 0.2328, d0.dn_loss_iou: 0.3313, d1.dn_loss_cls: 0.0167, d1.dn_loss_bbox: 0.1688, d1.dn_loss_iou: 0.2616, d2.dn_loss_cls: 0.0123, d2.dn_loss_bbox: 0.1528, d2.dn_loss_iou: 0.2418, d3.dn_loss_cls: 0.0105, d3.dn_loss_bbox: 0.1500, d3.dn_loss_iou: 0.2382, d4.dn_loss_cls: 0.0099, d4.dn_loss_bbox: 0.1492, d4.dn_loss_iou: 0.2365, loss: 6.7240 2024-05-21 14:30:28,889 - mmdet - INFO - Epoch [30][500/3665] lr: 2.000e-05, eta: 10:19:03, time: 1.442, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1611, interm_loss_bbox: 0.1316, interm_loss_iou: 0.3233, loss_cls: 0.1294, loss_bbox: 0.1209, loss_iou: 0.3037, d0.loss_cls: 0.1684, d0.loss_bbox: 0.1238, d0.loss_iou: 0.3086, d1.loss_cls: 0.1407, d1.loss_bbox: 0.1241, d1.loss_iou: 0.3083, d2.loss_cls: 0.1340, d2.loss_bbox: 0.1218, d2.loss_iou: 0.3054, d3.loss_cls: 0.1323, d3.loss_bbox: 0.1208, d3.loss_iou: 0.3039, d4.loss_cls: 0.1306, d4.loss_bbox: 0.1204, d4.loss_iou: 0.3034, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1464, dn_loss_iou: 0.2387, d0.dn_loss_cls: 0.0360, d0.dn_loss_bbox: 0.2284, d0.dn_loss_iou: 0.3346, d1.dn_loss_cls: 0.0161, d1.dn_loss_bbox: 0.1655, d1.dn_loss_iou: 0.2646, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1503, d2.dn_loss_iou: 0.2443, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1476, d3.dn_loss_iou: 0.2405, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1464, d4.dn_loss_iou: 0.2386, loss: 6.6543 2024-05-21 14:31:40,468 - mmdet - INFO - Epoch [30][550/3665] lr: 2.000e-05, eta: 10:17:48, time: 1.432, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1612, interm_loss_bbox: 0.1318, interm_loss_iou: 0.3190, loss_cls: 0.1335, loss_bbox: 0.1189, loss_iou: 0.2987, d0.loss_cls: 0.1696, d0.loss_bbox: 0.1222, d0.loss_iou: 0.3038, d1.loss_cls: 0.1433, d1.loss_bbox: 0.1223, d1.loss_iou: 0.3034, d2.loss_cls: 0.1383, d2.loss_bbox: 0.1195, d2.loss_iou: 0.3001, d3.loss_cls: 0.1360, d3.loss_bbox: 0.1191, d3.loss_iou: 0.2988, d4.loss_cls: 0.1345, d4.loss_bbox: 0.1187, d4.loss_iou: 0.2983, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1490, dn_loss_iou: 0.2345, d0.dn_loss_cls: 0.0359, d0.dn_loss_bbox: 0.2287, d0.dn_loss_iou: 0.3272, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1667, d1.dn_loss_iou: 0.2584, d2.dn_loss_cls: 0.0118, d2.dn_loss_bbox: 0.1525, d2.dn_loss_iou: 0.2396, d3.dn_loss_cls: 0.0102, d3.dn_loss_bbox: 0.1498, d3.dn_loss_iou: 0.2362, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1489, d4.dn_loss_iou: 0.2343, loss: 6.6098 2024-05-21 14:32:51,995 - mmdet - INFO - Epoch [30][600/3665] lr: 2.000e-05, eta: 10:16:34, time: 1.431, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1619, interm_loss_bbox: 0.1369, interm_loss_iou: 0.3242, loss_cls: 0.1318, loss_bbox: 0.1250, loss_iou: 0.3061, d0.loss_cls: 0.1700, d0.loss_bbox: 0.1279, d0.loss_iou: 0.3095, d1.loss_cls: 0.1422, d1.loss_bbox: 0.1281, d1.loss_iou: 0.3108, d2.loss_cls: 0.1363, d2.loss_bbox: 0.1258, d2.loss_iou: 0.3075, d3.loss_cls: 0.1338, d3.loss_bbox: 0.1257, d3.loss_iou: 0.3061, d4.loss_cls: 0.1326, d4.loss_bbox: 0.1248, d4.loss_iou: 0.3057, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1501, dn_loss_iou: 0.2399, d0.dn_loss_cls: 0.0354, d0.dn_loss_bbox: 0.2322, d0.dn_loss_iou: 0.3344, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1696, d1.dn_loss_iou: 0.2650, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1542, d2.dn_loss_iou: 0.2455, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1513, d3.dn_loss_iou: 0.2417, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1500, d4.dn_loss_iou: 0.2399, loss: 6.7365 2024-05-21 14:34:07,842 - mmdet - INFO - Epoch [30][650/3665] lr: 2.000e-05, eta: 10:15:21, time: 1.517, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1673, interm_loss_bbox: 0.1351, interm_loss_iou: 0.3335, loss_cls: 0.1392, loss_bbox: 0.1226, loss_iou: 0.3110, d0.loss_cls: 0.1764, d0.loss_bbox: 0.1255, d0.loss_iou: 0.3154, d1.loss_cls: 0.1491, d1.loss_bbox: 0.1256, d1.loss_iou: 0.3163, d2.loss_cls: 0.1432, d2.loss_bbox: 0.1242, d2.loss_iou: 0.3133, d3.loss_cls: 0.1413, d3.loss_bbox: 0.1229, d3.loss_iou: 0.3117, d4.loss_cls: 0.1399, d4.loss_bbox: 0.1225, d4.loss_iou: 0.3114, dn_loss_cls: 0.0098, dn_loss_bbox: 0.1481, dn_loss_iou: 0.2437, d0.dn_loss_cls: 0.0382, d0.dn_loss_bbox: 0.2307, d0.dn_loss_iou: 0.3409, d1.dn_loss_cls: 0.0171, d1.dn_loss_bbox: 0.1677, d1.dn_loss_iou: 0.2691, d2.dn_loss_cls: 0.0126, d2.dn_loss_bbox: 0.1521, d2.dn_loss_iou: 0.2493, d3.dn_loss_cls: 0.0107, d3.dn_loss_bbox: 0.1490, d3.dn_loss_iou: 0.2454, d4.dn_loss_cls: 0.0100, d4.dn_loss_bbox: 0.1481, d4.dn_loss_iou: 0.2436, loss: 6.8332 2024-05-21 14:35:21,791 - mmdet - INFO - Epoch [30][700/3665] lr: 2.000e-05, eta: 10:14:07, time: 1.479, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1665, interm_loss_bbox: 0.1347, interm_loss_iou: 0.3251, loss_cls: 0.1366, loss_bbox: 0.1213, loss_iou: 0.3059, d0.loss_cls: 0.1751, d0.loss_bbox: 0.1256, d0.loss_iou: 0.3093, d1.loss_cls: 0.1478, d1.loss_bbox: 0.1254, d1.loss_iou: 0.3103, d2.loss_cls: 0.1420, d2.loss_bbox: 0.1222, d2.loss_iou: 0.3075, d3.loss_cls: 0.1384, d3.loss_bbox: 0.1221, d3.loss_iou: 0.3072, d4.loss_cls: 0.1375, d4.loss_bbox: 0.1212, d4.loss_iou: 0.3059, dn_loss_cls: 0.0092, dn_loss_bbox: 0.1503, dn_loss_iou: 0.2396, d0.dn_loss_cls: 0.0359, d0.dn_loss_bbox: 0.2318, d0.dn_loss_iou: 0.3339, d1.dn_loss_cls: 0.0164, d1.dn_loss_bbox: 0.1692, d1.dn_loss_iou: 0.2642, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1540, d2.dn_loss_iou: 0.2448, d3.dn_loss_cls: 0.0101, d3.dn_loss_bbox: 0.1513, d3.dn_loss_iou: 0.2412, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1502, d4.dn_loss_iou: 0.2395, loss: 6.7507 2024-05-21 14:36:34,030 - mmdet - INFO - Epoch [30][750/3665] lr: 2.000e-05, eta: 10:12:53, time: 1.445, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1618, interm_loss_bbox: 0.1329, interm_loss_iou: 0.3235, loss_cls: 0.1336, loss_bbox: 0.1210, loss_iou: 0.3040, d0.loss_cls: 0.1715, d0.loss_bbox: 0.1240, d0.loss_iou: 0.3089, d1.loss_cls: 0.1453, d1.loss_bbox: 0.1231, d1.loss_iou: 0.3081, d2.loss_cls: 0.1388, d2.loss_bbox: 0.1214, d2.loss_iou: 0.3050, d3.loss_cls: 0.1352, d3.loss_bbox: 0.1213, d3.loss_iou: 0.3047, d4.loss_cls: 0.1340, d4.loss_bbox: 0.1210, d4.loss_iou: 0.3040, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1499, dn_loss_iou: 0.2389, d0.dn_loss_cls: 0.0361, d0.dn_loss_bbox: 0.2329, d0.dn_loss_iou: 0.3358, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1691, d1.dn_loss_iou: 0.2645, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1536, d2.dn_loss_iou: 0.2443, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1508, d3.dn_loss_iou: 0.2406, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1498, d4.dn_loss_iou: 0.2388, loss: 6.7033 2024-05-21 14:37:49,116 - mmdet - INFO - Epoch [30][800/3665] lr: 2.000e-05, eta: 10:11:39, time: 1.502, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1646, interm_loss_bbox: 0.1340, interm_loss_iou: 0.3226, loss_cls: 0.1352, loss_bbox: 0.1232, loss_iou: 0.3020, d0.loss_cls: 0.1736, d0.loss_bbox: 0.1249, d0.loss_iou: 0.3053, d1.loss_cls: 0.1468, d1.loss_bbox: 0.1245, d1.loss_iou: 0.3061, d2.loss_cls: 0.1401, d2.loss_bbox: 0.1231, d2.loss_iou: 0.3035, d3.loss_cls: 0.1374, d3.loss_bbox: 0.1230, d3.loss_iou: 0.3023, d4.loss_cls: 0.1359, d4.loss_bbox: 0.1231, d4.loss_iou: 0.3019, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1505, dn_loss_iou: 0.2394, d0.dn_loss_cls: 0.0357, d0.dn_loss_bbox: 0.2334, d0.dn_loss_iou: 0.3343, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1700, d1.dn_loss_iou: 0.2648, d2.dn_loss_cls: 0.0120, d2.dn_loss_bbox: 0.1544, d2.dn_loss_iou: 0.2449, d3.dn_loss_cls: 0.0103, d3.dn_loss_bbox: 0.1515, d3.dn_loss_iou: 0.2412, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1504, d4.dn_loss_iou: 0.2393, loss: 6.7199 2024-05-21 14:39:06,993 - mmdet - INFO - Epoch [30][850/3665] lr: 2.000e-05, eta: 10:10:26, time: 1.558, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1635, interm_loss_bbox: 0.1343, interm_loss_iou: 0.3237, loss_cls: 0.1352, loss_bbox: 0.1223, loss_iou: 0.3027, d0.loss_cls: 0.1724, d0.loss_bbox: 0.1247, d0.loss_iou: 0.3084, d1.loss_cls: 0.1462, d1.loss_bbox: 0.1245, d1.loss_iou: 0.3072, d2.loss_cls: 0.1388, d2.loss_bbox: 0.1233, d2.loss_iou: 0.3050, d3.loss_cls: 0.1371, d3.loss_bbox: 0.1218, d3.loss_iou: 0.3035, d4.loss_cls: 0.1356, d4.loss_bbox: 0.1223, d4.loss_iou: 0.3027, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1478, dn_loss_iou: 0.2386, d0.dn_loss_cls: 0.0363, d0.dn_loss_bbox: 0.2288, d0.dn_loss_iou: 0.3342, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1665, d1.dn_loss_iou: 0.2640, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1513, d2.dn_loss_iou: 0.2441, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1487, d3.dn_loss_iou: 0.2403, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1477, d4.dn_loss_iou: 0.2385, loss: 6.6976 2024-05-21 14:40:17,798 - mmdet - INFO - Epoch [30][900/3665] lr: 2.000e-05, eta: 10:09:12, time: 1.416, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1612, interm_loss_bbox: 0.1350, interm_loss_iou: 0.3206, loss_cls: 0.1327, loss_bbox: 0.1223, loss_iou: 0.3022, d0.loss_cls: 0.1706, d0.loss_bbox: 0.1252, d0.loss_iou: 0.3056, d1.loss_cls: 0.1446, d1.loss_bbox: 0.1239, d1.loss_iou: 0.3052, d2.loss_cls: 0.1357, d2.loss_bbox: 0.1241, d2.loss_iou: 0.3047, d3.loss_cls: 0.1342, d3.loss_bbox: 0.1228, d3.loss_iou: 0.3030, d4.loss_cls: 0.1331, d4.loss_bbox: 0.1225, d4.loss_iou: 0.3023, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1492, dn_loss_iou: 0.2406, d0.dn_loss_cls: 0.0367, d0.dn_loss_bbox: 0.2345, d0.dn_loss_iou: 0.3378, d1.dn_loss_cls: 0.0167, d1.dn_loss_bbox: 0.1688, d1.dn_loss_iou: 0.2666, d2.dn_loss_cls: 0.0121, d2.dn_loss_bbox: 0.1530, d2.dn_loss_iou: 0.2459, d3.dn_loss_cls: 0.0103, d3.dn_loss_bbox: 0.1502, d3.dn_loss_iou: 0.2423, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1491, d4.dn_loss_iou: 0.2405, loss: 6.7046 2024-05-21 14:41:29,566 - mmdet - INFO - Epoch [30][950/3665] lr: 2.000e-05, eta: 10:07:58, time: 1.435, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1641, interm_loss_bbox: 0.1310, interm_loss_iou: 0.3260, loss_cls: 0.1365, loss_bbox: 0.1171, loss_iou: 0.3044, d0.loss_cls: 0.1717, d0.loss_bbox: 0.1219, d0.loss_iou: 0.3108, d1.loss_cls: 0.1469, d1.loss_bbox: 0.1202, d1.loss_iou: 0.3097, d2.loss_cls: 0.1412, d2.loss_bbox: 0.1182, d2.loss_iou: 0.3059, d3.loss_cls: 0.1390, d3.loss_bbox: 0.1174, d3.loss_iou: 0.3043, d4.loss_cls: 0.1374, d4.loss_bbox: 0.1170, d4.loss_iou: 0.3044, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1451, dn_loss_iou: 0.2377, d0.dn_loss_cls: 0.0354, d0.dn_loss_bbox: 0.2290, d0.dn_loss_iou: 0.3338, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1644, d1.dn_loss_iou: 0.2629, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1491, d2.dn_loss_iou: 0.2431, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1463, d3.dn_loss_iou: 0.2394, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1451, d4.dn_loss_iou: 0.2375, loss: 6.6688 2024-05-21 14:42:43,748 - mmdet - INFO - Epoch [30][1000/3665] lr: 2.000e-05, eta: 10:06:44, time: 1.484, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1576, interm_loss_bbox: 0.1310, interm_loss_iou: 0.3180, loss_cls: 0.1288, loss_bbox: 0.1189, loss_iou: 0.2976, d0.loss_cls: 0.1658, d0.loss_bbox: 0.1229, d0.loss_iou: 0.3040, d1.loss_cls: 0.1382, d1.loss_bbox: 0.1231, d1.loss_iou: 0.3034, d2.loss_cls: 0.1323, d2.loss_bbox: 0.1206, d2.loss_iou: 0.3010, d3.loss_cls: 0.1302, d3.loss_bbox: 0.1194, d3.loss_iou: 0.2986, d4.loss_cls: 0.1289, d4.loss_bbox: 0.1191, d4.loss_iou: 0.2979, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1444, dn_loss_iou: 0.2333, d0.dn_loss_cls: 0.0357, d0.dn_loss_bbox: 0.2295, d0.dn_loss_iou: 0.3296, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1639, d1.dn_loss_iou: 0.2589, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1484, d2.dn_loss_iou: 0.2390, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1454, d3.dn_loss_iou: 0.2350, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1443, d4.dn_loss_iou: 0.2333, loss: 6.5521 2024-05-21 14:43:55,339 - mmdet - INFO - Epoch [30][1050/3665] lr: 2.000e-05, eta: 10:05:29, time: 1.432, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1596, interm_loss_bbox: 0.1331, interm_loss_iou: 0.3082, loss_cls: 0.1310, loss_bbox: 0.1201, loss_iou: 0.2859, d0.loss_cls: 0.1686, d0.loss_bbox: 0.1229, d0.loss_iou: 0.2910, d1.loss_cls: 0.1422, d1.loss_bbox: 0.1237, d1.loss_iou: 0.2910, d2.loss_cls: 0.1361, d2.loss_bbox: 0.1214, d2.loss_iou: 0.2874, d3.loss_cls: 0.1333, d3.loss_bbox: 0.1204, d3.loss_iou: 0.2863, d4.loss_cls: 0.1315, d4.loss_bbox: 0.1203, d4.loss_iou: 0.2861, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1530, dn_loss_iou: 0.2285, d0.dn_loss_cls: 0.0344, d0.dn_loss_bbox: 0.2330, d0.dn_loss_iou: 0.3210, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1708, d1.dn_loss_iou: 0.2517, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1564, d2.dn_loss_iou: 0.2332, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1539, d3.dn_loss_iou: 0.2300, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1529, d4.dn_loss_iou: 0.2283, loss: 6.5001 2024-05-21 14:45:07,195 - mmdet - INFO - Epoch [30][1100/3665] lr: 2.000e-05, eta: 10:04:15, time: 1.437, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1594, interm_loss_bbox: 0.1337, interm_loss_iou: 0.3121, loss_cls: 0.1321, loss_bbox: 0.1192, loss_iou: 0.2893, d0.loss_cls: 0.1678, d0.loss_bbox: 0.1249, d0.loss_iou: 0.2973, d1.loss_cls: 0.1425, d1.loss_bbox: 0.1232, d1.loss_iou: 0.2951, d2.loss_cls: 0.1373, d2.loss_bbox: 0.1203, d2.loss_iou: 0.2914, d3.loss_cls: 0.1343, d3.loss_bbox: 0.1199, d3.loss_iou: 0.2906, d4.loss_cls: 0.1323, d4.loss_bbox: 0.1197, d4.loss_iou: 0.2901, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1491, dn_loss_iou: 0.2284, d0.dn_loss_cls: 0.0354, d0.dn_loss_bbox: 0.2325, d0.dn_loss_iou: 0.3209, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1680, d1.dn_loss_iou: 0.2520, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1528, d2.dn_loss_iou: 0.2334, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1501, d3.dn_loss_iou: 0.2301, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1490, d4.dn_loss_iou: 0.2283, loss: 6.5167 2024-05-21 14:46:19,319 - mmdet - INFO - Epoch [30][1150/3665] lr: 2.000e-05, eta: 10:03:01, time: 1.443, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1601, interm_loss_bbox: 0.1353, interm_loss_iou: 0.3260, loss_cls: 0.1338, loss_bbox: 0.1203, loss_iou: 0.3035, d0.loss_cls: 0.1697, d0.loss_bbox: 0.1260, d0.loss_iou: 0.3098, d1.loss_cls: 0.1434, d1.loss_bbox: 0.1244, d1.loss_iou: 0.3093, d2.loss_cls: 0.1380, d2.loss_bbox: 0.1216, d2.loss_iou: 0.3056, d3.loss_cls: 0.1358, d3.loss_bbox: 0.1208, d3.loss_iou: 0.3038, d4.loss_cls: 0.1344, d4.loss_bbox: 0.1205, d4.loss_iou: 0.3038, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1437, dn_loss_iou: 0.2378, d0.dn_loss_cls: 0.0361, d0.dn_loss_bbox: 0.2259, d0.dn_loss_iou: 0.3338, d1.dn_loss_cls: 0.0159, d1.dn_loss_bbox: 0.1633, d1.dn_loss_iou: 0.2634, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1478, d2.dn_loss_iou: 0.2433, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1448, d3.dn_loss_iou: 0.2396, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1436, d4.dn_loss_iou: 0.2376, loss: 6.6625 2024-05-21 14:47:35,848 - mmdet - INFO - Epoch [30][1200/3665] lr: 2.000e-05, eta: 10:01:48, time: 1.531, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1661, interm_loss_bbox: 0.1367, interm_loss_iou: 0.3232, loss_cls: 0.1350, loss_bbox: 0.1231, loss_iou: 0.3030, d0.loss_cls: 0.1725, d0.loss_bbox: 0.1283, d0.loss_iou: 0.3093, d1.loss_cls: 0.1474, d1.loss_bbox: 0.1258, d1.loss_iou: 0.3078, d2.loss_cls: 0.1406, d2.loss_bbox: 0.1230, d2.loss_iou: 0.3040, d3.loss_cls: 0.1375, d3.loss_bbox: 0.1232, d3.loss_iou: 0.3033, d4.loss_cls: 0.1358, d4.loss_bbox: 0.1228, d4.loss_iou: 0.3029, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1513, dn_loss_iou: 0.2395, d0.dn_loss_cls: 0.0374, d0.dn_loss_bbox: 0.2386, d0.dn_loss_iou: 0.3362, d1.dn_loss_cls: 0.0167, d1.dn_loss_bbox: 0.1722, d1.dn_loss_iou: 0.2655, d2.dn_loss_cls: 0.0120, d2.dn_loss_bbox: 0.1556, d2.dn_loss_iou: 0.2453, d3.dn_loss_cls: 0.0102, d3.dn_loss_bbox: 0.1524, d3.dn_loss_iou: 0.2414, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1512, d4.dn_loss_iou: 0.2395, loss: 6.7552 2024-05-21 14:48:49,782 - mmdet - INFO - Epoch [30][1250/3665] lr: 2.000e-05, eta: 10:00:34, time: 1.479, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1634, interm_loss_bbox: 0.1295, interm_loss_iou: 0.3169, loss_cls: 0.1344, loss_bbox: 0.1174, loss_iou: 0.2963, d0.loss_cls: 0.1717, d0.loss_bbox: 0.1204, d0.loss_iou: 0.3000, d1.loss_cls: 0.1454, d1.loss_bbox: 0.1198, d1.loss_iou: 0.3006, d2.loss_cls: 0.1390, d2.loss_bbox: 0.1182, d2.loss_iou: 0.2974, d3.loss_cls: 0.1366, d3.loss_bbox: 0.1172, d3.loss_iou: 0.2964, d4.loss_cls: 0.1348, d4.loss_bbox: 0.1174, d4.loss_iou: 0.2966, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1487, dn_loss_iou: 0.2349, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2331, d0.dn_loss_iou: 0.3302, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1682, d1.dn_loss_iou: 0.2603, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1522, d2.dn_loss_iou: 0.2401, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1493, d3.dn_loss_iou: 0.2364, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1485, d4.dn_loss_iou: 0.2348, loss: 6.5966 2024-05-21 14:50:06,451 - mmdet - INFO - Epoch [30][1300/3665] lr: 2.000e-05, eta: 9:59:21, time: 1.533, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1631, interm_loss_bbox: 0.1326, interm_loss_iou: 0.3253, loss_cls: 0.1324, loss_bbox: 0.1212, loss_iou: 0.3062, d0.loss_cls: 0.1700, d0.loss_bbox: 0.1242, d0.loss_iou: 0.3102, d1.loss_cls: 0.1444, d1.loss_bbox: 0.1226, d1.loss_iou: 0.3091, d2.loss_cls: 0.1378, d2.loss_bbox: 0.1209, d2.loss_iou: 0.3073, d3.loss_cls: 0.1347, d3.loss_bbox: 0.1213, d3.loss_iou: 0.3062, d4.loss_cls: 0.1333, d4.loss_bbox: 0.1209, d4.loss_iou: 0.3059, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1411, dn_loss_iou: 0.2297, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2203, d0.dn_loss_iou: 0.3223, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1589, d1.dn_loss_iou: 0.2540, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1449, d2.dn_loss_iou: 0.2351, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1420, d3.dn_loss_iou: 0.2313, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1410, d4.dn_loss_iou: 0.2297, loss: 6.5895 2024-05-21 14:51:23,838 - mmdet - INFO - Epoch [30][1350/3665] lr: 2.000e-05, eta: 9:58:08, time: 1.548, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1638, interm_loss_bbox: 0.1336, interm_loss_iou: 0.3259, loss_cls: 0.1338, loss_bbox: 0.1218, loss_iou: 0.3075, d0.loss_cls: 0.1717, d0.loss_bbox: 0.1245, d0.loss_iou: 0.3103, d1.loss_cls: 0.1445, d1.loss_bbox: 0.1238, d1.loss_iou: 0.3109, d2.loss_cls: 0.1386, d2.loss_bbox: 0.1222, d2.loss_iou: 0.3083, d3.loss_cls: 0.1359, d3.loss_bbox: 0.1221, d3.loss_iou: 0.3080, d4.loss_cls: 0.1343, d4.loss_bbox: 0.1219, d4.loss_iou: 0.3075, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1479, dn_loss_iou: 0.2385, d0.dn_loss_cls: 0.0355, d0.dn_loss_bbox: 0.2331, d0.dn_loss_iou: 0.3341, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1678, d1.dn_loss_iou: 0.2640, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1519, d2.dn_loss_iou: 0.2439, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1490, d3.dn_loss_iou: 0.2401, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1478, d4.dn_loss_iou: 0.2384, loss: 6.7151 2024-05-21 14:52:41,322 - mmdet - INFO - Epoch [30][1400/3665] lr: 2.000e-05, eta: 9:56:55, time: 1.550, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1650, interm_loss_bbox: 0.1308, interm_loss_iou: 0.3218, loss_cls: 0.1351, loss_bbox: 0.1188, loss_iou: 0.3013, d0.loss_cls: 0.1741, d0.loss_bbox: 0.1212, d0.loss_iou: 0.3055, d1.loss_cls: 0.1465, d1.loss_bbox: 0.1205, d1.loss_iou: 0.3048, d2.loss_cls: 0.1405, d2.loss_bbox: 0.1185, d2.loss_iou: 0.3021, d3.loss_cls: 0.1379, d3.loss_bbox: 0.1180, d3.loss_iou: 0.3012, d4.loss_cls: 0.1359, d4.loss_bbox: 0.1183, d4.loss_iou: 0.3016, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1473, dn_loss_iou: 0.2331, d0.dn_loss_cls: 0.0361, d0.dn_loss_bbox: 0.2292, d0.dn_loss_iou: 0.3268, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1666, d1.dn_loss_iou: 0.2578, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1508, d2.dn_loss_iou: 0.2382, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1482, d3.dn_loss_iou: 0.2347, d4.dn_loss_cls: 0.0094, d4.dn_loss_bbox: 0.1472, d4.dn_loss_iou: 0.2330, loss: 6.6246 2024-05-21 14:53:52,814 - mmdet - INFO - Epoch [30][1450/3665] lr: 2.000e-05, eta: 9:55:40, time: 1.430, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1684, interm_loss_bbox: 0.1293, interm_loss_iou: 0.3257, loss_cls: 0.1390, loss_bbox: 0.1159, loss_iou: 0.3049, d0.loss_cls: 0.1772, d0.loss_bbox: 0.1194, d0.loss_iou: 0.3092, d1.loss_cls: 0.1510, d1.loss_bbox: 0.1189, d1.loss_iou: 0.3088, d2.loss_cls: 0.1446, d2.loss_bbox: 0.1172, d2.loss_iou: 0.3065, d3.loss_cls: 0.1417, d3.loss_bbox: 0.1162, d3.loss_iou: 0.3052, d4.loss_cls: 0.1402, d4.loss_bbox: 0.1157, d4.loss_iou: 0.3045, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1457, dn_loss_iou: 0.2335, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2282, d0.dn_loss_iou: 0.3291, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1645, d1.dn_loss_iou: 0.2583, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1498, d2.dn_loss_iou: 0.2390, d3.dn_loss_cls: 0.0101, d3.dn_loss_bbox: 0.1467, d3.dn_loss_iou: 0.2352, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1456, d4.dn_loss_iou: 0.2334, loss: 6.6613 2024-05-21 14:55:08,149 - mmdet - INFO - Epoch [30][1500/3665] lr: 2.000e-05, eta: 9:54:27, time: 1.507, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1610, interm_loss_bbox: 0.1305, interm_loss_iou: 0.3289, loss_cls: 0.1311, loss_bbox: 0.1180, loss_iou: 0.3095, d0.loss_cls: 0.1698, d0.loss_bbox: 0.1206, d0.loss_iou: 0.3131, d1.loss_cls: 0.1420, d1.loss_bbox: 0.1211, d1.loss_iou: 0.3149, d2.loss_cls: 0.1358, d2.loss_bbox: 0.1194, d2.loss_iou: 0.3113, d3.loss_cls: 0.1332, d3.loss_bbox: 0.1185, d3.loss_iou: 0.3100, d4.loss_cls: 0.1318, d4.loss_bbox: 0.1178, d4.loss_iou: 0.3099, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1389, dn_loss_iou: 0.2348, d0.dn_loss_cls: 0.0349, d0.dn_loss_bbox: 0.2169, d0.dn_loss_iou: 0.3273, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1571, d1.dn_loss_iou: 0.2596, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1424, d2.dn_loss_iou: 0.2400, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1398, d3.dn_loss_iou: 0.2366, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1388, d4.dn_loss_iou: 0.2348, loss: 6.6027 2024-05-21 14:56:20,973 - mmdet - INFO - Epoch [30][1550/3665] lr: 2.000e-05, eta: 9:53:13, time: 1.456, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1651, interm_loss_bbox: 0.1326, interm_loss_iou: 0.3252, loss_cls: 0.1365, loss_bbox: 0.1202, loss_iou: 0.3041, d0.loss_cls: 0.1732, d0.loss_bbox: 0.1238, d0.loss_iou: 0.3099, d1.loss_cls: 0.1463, d1.loss_bbox: 0.1233, d1.loss_iou: 0.3097, d2.loss_cls: 0.1407, d2.loss_bbox: 0.1214, d2.loss_iou: 0.3058, d3.loss_cls: 0.1388, d3.loss_bbox: 0.1206, d3.loss_iou: 0.3048, d4.loss_cls: 0.1368, d4.loss_bbox: 0.1203, d4.loss_iou: 0.3045, dn_loss_cls: 0.0098, dn_loss_bbox: 0.1534, dn_loss_iou: 0.2405, d0.dn_loss_cls: 0.0362, d0.dn_loss_bbox: 0.2360, d0.dn_loss_iou: 0.3359, d1.dn_loss_cls: 0.0166, d1.dn_loss_bbox: 0.1733, d1.dn_loss_iou: 0.2660, d2.dn_loss_cls: 0.0123, d2.dn_loss_bbox: 0.1572, d2.dn_loss_iou: 0.2459, d3.dn_loss_cls: 0.0106, d3.dn_loss_bbox: 0.1545, d3.dn_loss_iou: 0.2424, d4.dn_loss_cls: 0.0100, d4.dn_loss_bbox: 0.1533, d4.dn_loss_iou: 0.2405, loss: 6.7580 2024-05-21 14:57:34,209 - mmdet - INFO - Epoch [30][1600/3665] lr: 2.000e-05, eta: 9:51:59, time: 1.464, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1609, interm_loss_bbox: 0.1316, interm_loss_iou: 0.3274, loss_cls: 0.1340, loss_bbox: 0.1175, loss_iou: 0.3043, d0.loss_cls: 0.1694, d0.loss_bbox: 0.1215, d0.loss_iou: 0.3111, d1.loss_cls: 0.1445, d1.loss_bbox: 0.1216, d1.loss_iou: 0.3106, d2.loss_cls: 0.1377, d2.loss_bbox: 0.1198, d2.loss_iou: 0.3074, d3.loss_cls: 0.1354, d3.loss_bbox: 0.1187, d3.loss_iou: 0.3051, d4.loss_cls: 0.1343, d4.loss_bbox: 0.1177, d4.loss_iou: 0.3047, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1459, dn_loss_iou: 0.2392, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2263, d0.dn_loss_iou: 0.3347, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1650, d1.dn_loss_iou: 0.2643, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1498, d2.dn_loss_iou: 0.2447, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1468, d3.dn_loss_iou: 0.2408, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1457, d4.dn_loss_iou: 0.2391, loss: 6.6689 2024-05-21 14:58:46,000 - mmdet - INFO - Epoch [30][1650/3665] lr: 2.000e-05, eta: 9:50:45, time: 1.436, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1640, interm_loss_bbox: 0.1294, interm_loss_iou: 0.3293, loss_cls: 0.1347, loss_bbox: 0.1186, loss_iou: 0.3078, d0.loss_cls: 0.1731, d0.loss_bbox: 0.1210, d0.loss_iou: 0.3135, d1.loss_cls: 0.1463, d1.loss_bbox: 0.1209, d1.loss_iou: 0.3122, d2.loss_cls: 0.1394, d2.loss_bbox: 0.1198, d2.loss_iou: 0.3100, d3.loss_cls: 0.1366, d3.loss_bbox: 0.1191, d3.loss_iou: 0.3086, d4.loss_cls: 0.1353, d4.loss_bbox: 0.1185, d4.loss_iou: 0.3080, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1436, dn_loss_iou: 0.2370, d0.dn_loss_cls: 0.0360, d0.dn_loss_bbox: 0.2264, d0.dn_loss_iou: 0.3339, d1.dn_loss_cls: 0.0161, d1.dn_loss_bbox: 0.1621, d1.dn_loss_iou: 0.2622, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1474, d2.dn_loss_iou: 0.2426, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1445, d3.dn_loss_iou: 0.2388, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1435, d4.dn_loss_iou: 0.2369, loss: 6.6764 2024-05-21 14:59:57,325 - mmdet - INFO - Epoch [30][1700/3665] lr: 2.000e-05, eta: 9:49:30, time: 1.426, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1636, interm_loss_bbox: 0.1324, interm_loss_iou: 0.3217, loss_cls: 0.1350, loss_bbox: 0.1192, loss_iou: 0.3002, d0.loss_cls: 0.1717, d0.loss_bbox: 0.1242, d0.loss_iou: 0.3064, d1.loss_cls: 0.1455, d1.loss_bbox: 0.1226, d1.loss_iou: 0.3048, d2.loss_cls: 0.1391, d2.loss_bbox: 0.1206, d2.loss_iou: 0.3016, d3.loss_cls: 0.1371, d3.loss_bbox: 0.1198, d3.loss_iou: 0.3003, d4.loss_cls: 0.1359, d4.loss_bbox: 0.1189, d4.loss_iou: 0.2997, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1419, dn_loss_iou: 0.2323, d0.dn_loss_cls: 0.0362, d0.dn_loss_bbox: 0.2236, d0.dn_loss_iou: 0.3247, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1609, d1.dn_loss_iou: 0.2564, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1456, d2.dn_loss_iou: 0.2372, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1428, d3.dn_loss_iou: 0.2336, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1418, d4.dn_loss_iou: 0.2322, loss: 6.5841 2024-05-21 15:01:14,498 - mmdet - INFO - Epoch [30][1750/3665] lr: 2.000e-05, eta: 9:48:17, time: 1.543, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1631, interm_loss_bbox: 0.1315, interm_loss_iou: 0.3179, loss_cls: 0.1371, loss_bbox: 0.1177, loss_iou: 0.2957, d0.loss_cls: 0.1712, d0.loss_bbox: 0.1226, d0.loss_iou: 0.3028, d1.loss_cls: 0.1465, d1.loss_bbox: 0.1219, d1.loss_iou: 0.3019, d2.loss_cls: 0.1419, d2.loss_bbox: 0.1187, d2.loss_iou: 0.2973, d3.loss_cls: 0.1390, d3.loss_bbox: 0.1179, d3.loss_iou: 0.2964, d4.loss_cls: 0.1379, d4.loss_bbox: 0.1176, d4.loss_iou: 0.2958, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1516, dn_loss_iou: 0.2376, d0.dn_loss_cls: 0.0367, d0.dn_loss_bbox: 0.2337, d0.dn_loss_iou: 0.3312, d1.dn_loss_cls: 0.0163, d1.dn_loss_bbox: 0.1718, d1.dn_loss_iou: 0.2630, d2.dn_loss_cls: 0.0118, d2.dn_loss_bbox: 0.1554, d2.dn_loss_iou: 0.2428, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1527, d3.dn_loss_iou: 0.2392, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1516, d4.dn_loss_iou: 0.2374, loss: 6.6537 2024-05-21 15:02:30,017 - mmdet - INFO - Epoch [30][1800/3665] lr: 2.000e-05, eta: 9:47:04, time: 1.510, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1659, interm_loss_bbox: 0.1338, interm_loss_iou: 0.3242, loss_cls: 0.1394, loss_bbox: 0.1192, loss_iou: 0.3006, d0.loss_cls: 0.1740, d0.loss_bbox: 0.1250, d0.loss_iou: 0.3089, d1.loss_cls: 0.1494, d1.loss_bbox: 0.1236, d1.loss_iou: 0.3074, d2.loss_cls: 0.1440, d2.loss_bbox: 0.1208, d2.loss_iou: 0.3025, d3.loss_cls: 0.1418, d3.loss_bbox: 0.1194, d3.loss_iou: 0.3013, d4.loss_cls: 0.1407, d4.loss_bbox: 0.1190, d4.loss_iou: 0.3000, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1453, dn_loss_iou: 0.2306, d0.dn_loss_cls: 0.0365, d0.dn_loss_bbox: 0.2286, d0.dn_loss_iou: 0.3263, d1.dn_loss_cls: 0.0165, d1.dn_loss_bbox: 0.1651, d1.dn_loss_iou: 0.2561, d2.dn_loss_cls: 0.0121, d2.dn_loss_bbox: 0.1498, d2.dn_loss_iou: 0.2365, d3.dn_loss_cls: 0.0104, d3.dn_loss_bbox: 0.1465, d3.dn_loss_iou: 0.2325, d4.dn_loss_cls: 0.0097, d4.dn_loss_bbox: 0.1452, d4.dn_loss_iou: 0.2306, loss: 6.6484 2024-05-21 15:03:44,918 - mmdet - INFO - Epoch [30][1850/3665] lr: 2.000e-05, eta: 9:45:50, time: 1.498, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1629, interm_loss_bbox: 0.1286, interm_loss_iou: 0.3267, loss_cls: 0.1343, loss_bbox: 0.1161, loss_iou: 0.3071, d0.loss_cls: 0.1701, d0.loss_bbox: 0.1199, d0.loss_iou: 0.3128, d1.loss_cls: 0.1448, d1.loss_bbox: 0.1184, d1.loss_iou: 0.3112, d2.loss_cls: 0.1382, d2.loss_bbox: 0.1171, d2.loss_iou: 0.3092, d3.loss_cls: 0.1364, d3.loss_bbox: 0.1163, d3.loss_iou: 0.3078, d4.loss_cls: 0.1346, d4.loss_bbox: 0.1164, d4.loss_iou: 0.3073, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1435, dn_loss_iou: 0.2417, d0.dn_loss_cls: 0.0360, d0.dn_loss_bbox: 0.2254, d0.dn_loss_iou: 0.3377, d1.dn_loss_cls: 0.0159, d1.dn_loss_bbox: 0.1634, d1.dn_loss_iou: 0.2670, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1472, d2.dn_loss_iou: 0.2471, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1443, d3.dn_loss_iou: 0.2435, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1434, d4.dn_loss_iou: 0.2417, loss: 6.6733 2024-05-21 15:05:00,798 - mmdet - INFO - Epoch [30][1900/3665] lr: 2.000e-05, eta: 9:44:37, time: 1.518, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1685, interm_loss_bbox: 0.1307, interm_loss_iou: 0.3317, loss_cls: 0.1389, loss_bbox: 0.1178, loss_iou: 0.3112, d0.loss_cls: 0.1761, d0.loss_bbox: 0.1227, d0.loss_iou: 0.3167, d1.loss_cls: 0.1496, d1.loss_bbox: 0.1215, d1.loss_iou: 0.3168, d2.loss_cls: 0.1438, d2.loss_bbox: 0.1193, d2.loss_iou: 0.3135, d3.loss_cls: 0.1410, d3.loss_bbox: 0.1184, d3.loss_iou: 0.3118, d4.loss_cls: 0.1402, d4.loss_bbox: 0.1173, d4.loss_iou: 0.3106, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1470, dn_loss_iou: 0.2392, d0.dn_loss_cls: 0.0364, d0.dn_loss_bbox: 0.2326, d0.dn_loss_iou: 0.3348, d1.dn_loss_cls: 0.0163, d1.dn_loss_bbox: 0.1677, d1.dn_loss_iou: 0.2649, d2.dn_loss_cls: 0.0121, d2.dn_loss_bbox: 0.1509, d2.dn_loss_iou: 0.2449, d3.dn_loss_cls: 0.0102, d3.dn_loss_bbox: 0.1479, d3.dn_loss_iou: 0.2408, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1469, d4.dn_loss_iou: 0.2391, loss: 6.7689 2024-05-21 15:06:17,860 - mmdet - INFO - Epoch [30][1950/3665] lr: 2.000e-05, eta: 9:43:24, time: 1.541, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1575, interm_loss_bbox: 0.1325, interm_loss_iou: 0.3185, loss_cls: 0.1291, loss_bbox: 0.1196, loss_iou: 0.2984, d0.loss_cls: 0.1657, d0.loss_bbox: 0.1231, d0.loss_iou: 0.3036, d1.loss_cls: 0.1401, d1.loss_bbox: 0.1217, d1.loss_iou: 0.3016, d2.loss_cls: 0.1341, d2.loss_bbox: 0.1200, d2.loss_iou: 0.2994, d3.loss_cls: 0.1312, d3.loss_bbox: 0.1197, d3.loss_iou: 0.2989, d4.loss_cls: 0.1299, d4.loss_bbox: 0.1196, d4.loss_iou: 0.2981, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1448, dn_loss_iou: 0.2315, d0.dn_loss_cls: 0.0353, d0.dn_loss_bbox: 0.2280, d0.dn_loss_iou: 0.3248, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1656, d1.dn_loss_iou: 0.2563, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1493, d2.dn_loss_iou: 0.2368, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1459, d3.dn_loss_iou: 0.2331, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1447, d4.dn_loss_iou: 0.2315, loss: 6.5413 2024-05-21 15:07:30,612 - mmdet - INFO - Epoch [30][2000/3665] lr: 2.000e-05, eta: 9:42:09, time: 1.455, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1622, interm_loss_bbox: 0.1318, interm_loss_iou: 0.3249, loss_cls: 0.1341, loss_bbox: 0.1196, loss_iou: 0.3051, d0.loss_cls: 0.1703, d0.loss_bbox: 0.1231, d0.loss_iou: 0.3107, d1.loss_cls: 0.1443, d1.loss_bbox: 0.1232, d1.loss_iou: 0.3099, d2.loss_cls: 0.1393, d2.loss_bbox: 0.1195, d2.loss_iou: 0.3062, d3.loss_cls: 0.1373, d3.loss_bbox: 0.1193, d3.loss_iou: 0.3051, d4.loss_cls: 0.1351, d4.loss_bbox: 0.1193, d4.loss_iou: 0.3053, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1426, dn_loss_iou: 0.2322, d0.dn_loss_cls: 0.0353, d0.dn_loss_bbox: 0.2228, d0.dn_loss_iou: 0.3252, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1607, d1.dn_loss_iou: 0.2566, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1461, d2.dn_loss_iou: 0.2375, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1435, d3.dn_loss_iou: 0.2338, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1425, d4.dn_loss_iou: 0.2322, loss: 6.6097 2024-05-21 15:08:45,903 - mmdet - INFO - Epoch [30][2050/3665] lr: 2.000e-05, eta: 9:40:56, time: 1.506, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1660, interm_loss_bbox: 0.1284, interm_loss_iou: 0.3257, loss_cls: 0.1365, loss_bbox: 0.1165, loss_iou: 0.3058, d0.loss_cls: 0.1738, d0.loss_bbox: 0.1192, d0.loss_iou: 0.3105, d1.loss_cls: 0.1471, d1.loss_bbox: 0.1194, d1.loss_iou: 0.3109, d2.loss_cls: 0.1407, d2.loss_bbox: 0.1178, d2.loss_iou: 0.3080, d3.loss_cls: 0.1392, d3.loss_bbox: 0.1162, d3.loss_iou: 0.3058, d4.loss_cls: 0.1368, d4.loss_bbox: 0.1165, d4.loss_iou: 0.3061, dn_loss_cls: 0.0092, dn_loss_bbox: 0.1418, dn_loss_iou: 0.2371, d0.dn_loss_cls: 0.0369, d0.dn_loss_bbox: 0.2259, d0.dn_loss_iou: 0.3349, d1.dn_loss_cls: 0.0164, d1.dn_loss_bbox: 0.1619, d1.dn_loss_iou: 0.2638, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1456, d2.dn_loss_iou: 0.2427, d3.dn_loss_cls: 0.0101, d3.dn_loss_bbox: 0.1427, d3.dn_loss_iou: 0.2388, d4.dn_loss_cls: 0.0094, d4.dn_loss_bbox: 0.1417, d4.dn_loss_iou: 0.2371, loss: 6.6549 2024-05-21 15:09:58,932 - mmdet - INFO - Epoch [30][2100/3665] lr: 2.000e-05, eta: 9:39:42, time: 1.461, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1627, interm_loss_bbox: 0.1311, interm_loss_iou: 0.3229, loss_cls: 0.1331, loss_bbox: 0.1191, loss_iou: 0.3022, d0.loss_cls: 0.1704, d0.loss_bbox: 0.1218, d0.loss_iou: 0.3076, d1.loss_cls: 0.1432, d1.loss_bbox: 0.1223, d1.loss_iou: 0.3081, d2.loss_cls: 0.1369, d2.loss_bbox: 0.1200, d2.loss_iou: 0.3046, d3.loss_cls: 0.1357, d3.loss_bbox: 0.1189, d3.loss_iou: 0.3023, d4.loss_cls: 0.1332, d4.loss_bbox: 0.1195, d4.loss_iou: 0.3030, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1470, dn_loss_iou: 0.2357, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2283, d0.dn_loss_iou: 0.3285, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1655, d1.dn_loss_iou: 0.2603, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1504, d2.dn_loss_iou: 0.2409, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1477, d3.dn_loss_iou: 0.2373, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1470, d4.dn_loss_iou: 0.2356, loss: 6.6348 2024-05-21 15:11:10,632 - mmdet - INFO - Epoch [30][2150/3665] lr: 2.000e-05, eta: 9:38:28, time: 1.434, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1682, interm_loss_bbox: 0.1340, interm_loss_iou: 0.3339, loss_cls: 0.1406, loss_bbox: 0.1211, loss_iou: 0.3128, d0.loss_cls: 0.1771, d0.loss_bbox: 0.1248, d0.loss_iou: 0.3182, d1.loss_cls: 0.1507, d1.loss_bbox: 0.1241, d1.loss_iou: 0.3179, d2.loss_cls: 0.1447, d2.loss_bbox: 0.1223, d2.loss_iou: 0.3149, d3.loss_cls: 0.1426, d3.loss_bbox: 0.1213, d3.loss_iou: 0.3133, d4.loss_cls: 0.1414, d4.loss_bbox: 0.1207, d4.loss_iou: 0.3126, dn_loss_cls: 0.0095, dn_loss_bbox: 0.1493, dn_loss_iou: 0.2392, d0.dn_loss_cls: 0.0367, d0.dn_loss_bbox: 0.2318, d0.dn_loss_iou: 0.3333, d1.dn_loss_cls: 0.0166, d1.dn_loss_bbox: 0.1686, d1.dn_loss_iou: 0.2641, d2.dn_loss_cls: 0.0121, d2.dn_loss_bbox: 0.1534, d2.dn_loss_iou: 0.2448, d3.dn_loss_cls: 0.0104, d3.dn_loss_bbox: 0.1504, d3.dn_loss_iou: 0.2409, d4.dn_loss_cls: 0.0097, d4.dn_loss_bbox: 0.1492, d4.dn_loss_iou: 0.2391, loss: 6.8165 2024-05-21 15:12:24,129 - mmdet - INFO - Epoch [30][2200/3665] lr: 2.000e-05, eta: 9:37:14, time: 1.470, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1593, interm_loss_bbox: 0.1281, interm_loss_iou: 0.3224, loss_cls: 0.1307, loss_bbox: 0.1156, loss_iou: 0.3025, d0.loss_cls: 0.1673, d0.loss_bbox: 0.1195, d0.loss_iou: 0.3079, d1.loss_cls: 0.1415, d1.loss_bbox: 0.1189, d1.loss_iou: 0.3075, d2.loss_cls: 0.1352, d2.loss_bbox: 0.1173, d2.loss_iou: 0.3042, d3.loss_cls: 0.1328, d3.loss_bbox: 0.1162, d3.loss_iou: 0.3031, d4.loss_cls: 0.1314, d4.loss_bbox: 0.1158, d4.loss_iou: 0.3025, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1422, dn_loss_iou: 0.2381, d0.dn_loss_cls: 0.0350, d0.dn_loss_bbox: 0.2220, d0.dn_loss_iou: 0.3338, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1608, d1.dn_loss_iou: 0.2637, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1457, d2.dn_loss_iou: 0.2438, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1430, d3.dn_loss_iou: 0.2399, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1421, d4.dn_loss_iou: 0.2381, loss: 6.5798 2024-05-21 15:13:36,287 - mmdet - INFO - Epoch [30][2250/3665] lr: 2.000e-05, eta: 9:36:00, time: 1.443, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1642, interm_loss_bbox: 0.1332, interm_loss_iou: 0.3327, loss_cls: 0.1358, loss_bbox: 0.1213, loss_iou: 0.3145, d0.loss_cls: 0.1729, d0.loss_bbox: 0.1243, d0.loss_iou: 0.3181, d1.loss_cls: 0.1472, d1.loss_bbox: 0.1247, d1.loss_iou: 0.3181, d2.loss_cls: 0.1400, d2.loss_bbox: 0.1228, d2.loss_iou: 0.3165, d3.loss_cls: 0.1375, d3.loss_bbox: 0.1216, d3.loss_iou: 0.3153, d4.loss_cls: 0.1363, d4.loss_bbox: 0.1213, d4.loss_iou: 0.3147, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1468, dn_loss_iou: 0.2401, d0.dn_loss_cls: 0.0364, d0.dn_loss_bbox: 0.2285, d0.dn_loss_iou: 0.3357, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1655, d1.dn_loss_iou: 0.2651, d2.dn_loss_cls: 0.0118, d2.dn_loss_bbox: 0.1509, d2.dn_loss_iou: 0.2459, d3.dn_loss_cls: 0.0101, d3.dn_loss_bbox: 0.1479, d3.dn_loss_iou: 0.2419, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1467, d4.dn_loss_iou: 0.2400, loss: 6.7815 2024-05-21 15:14:53,494 - mmdet - INFO - Epoch [30][2300/3665] lr: 2.000e-05, eta: 9:34:46, time: 1.544, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1603, interm_loss_bbox: 0.1302, interm_loss_iou: 0.3173, loss_cls: 0.1319, loss_bbox: 0.1180, loss_iou: 0.2983, d0.loss_cls: 0.1677, d0.loss_bbox: 0.1216, d0.loss_iou: 0.3036, d1.loss_cls: 0.1411, d1.loss_bbox: 0.1215, d1.loss_iou: 0.3031, d2.loss_cls: 0.1348, d2.loss_bbox: 0.1194, d2.loss_iou: 0.3008, d3.loss_cls: 0.1329, d3.loss_bbox: 0.1189, d3.loss_iou: 0.2998, d4.loss_cls: 0.1322, d4.loss_bbox: 0.1184, d4.loss_iou: 0.2988, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1446, dn_loss_iou: 0.2328, d0.dn_loss_cls: 0.0351, d0.dn_loss_bbox: 0.2282, d0.dn_loss_iou: 0.3279, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1646, d1.dn_loss_iou: 0.2580, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1488, d2.dn_loss_iou: 0.2384, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1458, d3.dn_loss_iou: 0.2348, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1445, d4.dn_loss_iou: 0.2327, loss: 6.5619 2024-05-21 15:16:08,391 - mmdet - INFO - Epoch [30][2350/3665] lr: 2.000e-05, eta: 9:33:33, time: 1.498, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1604, interm_loss_bbox: 0.1364, interm_loss_iou: 0.3243, loss_cls: 0.1318, loss_bbox: 0.1239, loss_iou: 0.3043, d0.loss_cls: 0.1687, d0.loss_bbox: 0.1276, d0.loss_iou: 0.3094, d1.loss_cls: 0.1432, d1.loss_bbox: 0.1269, d1.loss_iou: 0.3077, d2.loss_cls: 0.1358, d2.loss_bbox: 0.1257, d2.loss_iou: 0.3059, d3.loss_cls: 0.1334, d3.loss_bbox: 0.1248, d3.loss_iou: 0.3050, d4.loss_cls: 0.1321, d4.loss_bbox: 0.1241, d4.loss_iou: 0.3046, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1506, dn_loss_iou: 0.2403, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2357, d0.dn_loss_iou: 0.3382, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1702, d1.dn_loss_iou: 0.2658, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1546, d2.dn_loss_iou: 0.2457, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1516, d3.dn_loss_iou: 0.2420, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1505, d4.dn_loss_iou: 0.2402, loss: 6.7322 2024-05-21 15:17:22,255 - mmdet - INFO - Epoch [30][2400/3665] lr: 2.000e-05, eta: 9:32:19, time: 1.477, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1619, interm_loss_bbox: 0.1294, interm_loss_iou: 0.3215, loss_cls: 0.1337, loss_bbox: 0.1187, loss_iou: 0.3025, d0.loss_cls: 0.1704, d0.loss_bbox: 0.1211, d0.loss_iou: 0.3071, d1.loss_cls: 0.1452, d1.loss_bbox: 0.1205, d1.loss_iou: 0.3057, d2.loss_cls: 0.1391, d2.loss_bbox: 0.1189, d2.loss_iou: 0.3033, d3.loss_cls: 0.1361, d3.loss_bbox: 0.1188, d3.loss_iou: 0.3030, d4.loss_cls: 0.1345, d4.loss_bbox: 0.1185, d4.loss_iou: 0.3022, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1456, dn_loss_iou: 0.2363, d0.dn_loss_cls: 0.0353, d0.dn_loss_bbox: 0.2238, d0.dn_loss_iou: 0.3288, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1639, d1.dn_loss_iou: 0.2608, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1493, d2.dn_loss_iou: 0.2416, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1466, d3.dn_loss_iou: 0.2381, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1455, d4.dn_loss_iou: 0.2362, loss: 6.6187 2024-05-21 15:18:37,773 - mmdet - INFO - Epoch [30][2450/3665] lr: 2.000e-05, eta: 9:31:06, time: 1.510, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1573, interm_loss_bbox: 0.1329, interm_loss_iou: 0.3179, loss_cls: 0.1301, loss_bbox: 0.1202, loss_iou: 0.2974, d0.loss_cls: 0.1665, d0.loss_bbox: 0.1236, d0.loss_iou: 0.3024, d1.loss_cls: 0.1409, d1.loss_bbox: 0.1239, d1.loss_iou: 0.3023, d2.loss_cls: 0.1351, d2.loss_bbox: 0.1207, d2.loss_iou: 0.2984, d3.loss_cls: 0.1321, d3.loss_bbox: 0.1205, d3.loss_iou: 0.2983, d4.loss_cls: 0.1304, d4.loss_bbox: 0.1203, d4.loss_iou: 0.2976, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1471, dn_loss_iou: 0.2297, d0.dn_loss_cls: 0.0352, d0.dn_loss_bbox: 0.2305, d0.dn_loss_iou: 0.3235, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1667, d1.dn_loss_iou: 0.2541, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1506, d2.dn_loss_iou: 0.2350, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1479, d3.dn_loss_iou: 0.2313, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1470, d4.dn_loss_iou: 0.2297, loss: 6.5511 2024-05-21 15:19:53,346 - mmdet - INFO - Epoch [30][2500/3665] lr: 2.000e-05, eta: 9:29:52, time: 1.512, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1569, interm_loss_bbox: 0.1282, interm_loss_iou: 0.3156, loss_cls: 0.1284, loss_bbox: 0.1168, loss_iou: 0.2967, d0.loss_cls: 0.1655, d0.loss_bbox: 0.1199, d0.loss_iou: 0.3000, d1.loss_cls: 0.1386, d1.loss_bbox: 0.1196, d1.loss_iou: 0.3009, d2.loss_cls: 0.1325, d2.loss_bbox: 0.1180, d2.loss_iou: 0.2980, d3.loss_cls: 0.1307, d3.loss_bbox: 0.1170, d3.loss_iou: 0.2968, d4.loss_cls: 0.1291, d4.loss_bbox: 0.1168, d4.loss_iou: 0.2964, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1411, dn_loss_iou: 0.2312, d0.dn_loss_cls: 0.0342, d0.dn_loss_bbox: 0.2195, d0.dn_loss_iou: 0.3217, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1592, d1.dn_loss_iou: 0.2547, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1447, d2.dn_loss_iou: 0.2362, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1419, d3.dn_loss_iou: 0.2328, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1411, d4.dn_loss_iou: 0.2312, loss: 6.4646 2024-05-21 15:21:08,401 - mmdet - INFO - Epoch [30][2550/3665] lr: 2.000e-05, eta: 9:28:39, time: 1.501, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1605, interm_loss_bbox: 0.1315, interm_loss_iou: 0.3224, loss_cls: 0.1329, loss_bbox: 0.1191, loss_iou: 0.3019, d0.loss_cls: 0.1678, d0.loss_bbox: 0.1235, d0.loss_iou: 0.3086, d1.loss_cls: 0.1422, d1.loss_bbox: 0.1229, d1.loss_iou: 0.3077, d2.loss_cls: 0.1374, d2.loss_bbox: 0.1200, d2.loss_iou: 0.3035, d3.loss_cls: 0.1344, d3.loss_bbox: 0.1192, d3.loss_iou: 0.3026, d4.loss_cls: 0.1334, d4.loss_bbox: 0.1187, d4.loss_iou: 0.3019, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1440, dn_loss_iou: 0.2332, d0.dn_loss_cls: 0.0361, d0.dn_loss_bbox: 0.2220, d0.dn_loss_iou: 0.3271, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1619, d1.dn_loss_iou: 0.2579, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1473, d2.dn_loss_iou: 0.2384, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1450, d3.dn_loss_iou: 0.2348, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1439, d4.dn_loss_iou: 0.2331, loss: 6.5912 2024-05-21 15:22:21,732 - mmdet - INFO - Epoch [30][2600/3665] lr: 2.000e-05, eta: 9:27:25, time: 1.466, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1644, interm_loss_bbox: 0.1307, interm_loss_iou: 0.3256, loss_cls: 0.1359, loss_bbox: 0.1200, loss_iou: 0.3057, d0.loss_cls: 0.1731, d0.loss_bbox: 0.1218, d0.loss_iou: 0.3098, d1.loss_cls: 0.1464, d1.loss_bbox: 0.1233, d1.loss_iou: 0.3106, d2.loss_cls: 0.1400, d2.loss_bbox: 0.1212, d2.loss_iou: 0.3078, d3.loss_cls: 0.1378, d3.loss_bbox: 0.1201, d3.loss_iou: 0.3068, d4.loss_cls: 0.1367, d4.loss_bbox: 0.1198, d4.loss_iou: 0.3057, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1455, dn_loss_iou: 0.2329, d0.dn_loss_cls: 0.0353, d0.dn_loss_bbox: 0.2234, d0.dn_loss_iou: 0.3232, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1625, d1.dn_loss_iou: 0.2569, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1486, d2.dn_loss_iou: 0.2379, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1463, d3.dn_loss_iou: 0.2344, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1454, d4.dn_loss_iou: 0.2329, loss: 6.6411 2024-05-21 15:23:37,657 - mmdet - INFO - Epoch [30][2650/3665] lr: 2.000e-05, eta: 9:26:11, time: 1.518, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1605, interm_loss_bbox: 0.1263, interm_loss_iou: 0.3127, loss_cls: 0.1307, loss_bbox: 0.1161, loss_iou: 0.2938, d0.loss_cls: 0.1682, d0.loss_bbox: 0.1181, d0.loss_iou: 0.2985, d1.loss_cls: 0.1420, d1.loss_bbox: 0.1178, d1.loss_iou: 0.2980, d2.loss_cls: 0.1359, d2.loss_bbox: 0.1161, d2.loss_iou: 0.2952, d3.loss_cls: 0.1327, d3.loss_bbox: 0.1163, d3.loss_iou: 0.2943, d4.loss_cls: 0.1316, d4.loss_bbox: 0.1161, d4.loss_iou: 0.2940, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1422, dn_loss_iou: 0.2290, d0.dn_loss_cls: 0.0360, d0.dn_loss_bbox: 0.2255, d0.dn_loss_iou: 0.3225, d1.dn_loss_cls: 0.0159, d1.dn_loss_bbox: 0.1624, d1.dn_loss_iou: 0.2537, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1465, d2.dn_loss_iou: 0.2346, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1433, d3.dn_loss_iou: 0.2308, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1422, d4.dn_loss_iou: 0.2289, loss: 6.4671 2024-05-21 15:24:49,376 - mmdet - INFO - Epoch [30][2700/3665] lr: 2.000e-05, eta: 9:24:57, time: 1.434, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1623, interm_loss_bbox: 0.1307, interm_loss_iou: 0.3258, loss_cls: 0.1363, loss_bbox: 0.1183, loss_iou: 0.3059, d0.loss_cls: 0.1708, d0.loss_bbox: 0.1215, d0.loss_iou: 0.3104, d1.loss_cls: 0.1460, d1.loss_bbox: 0.1206, d1.loss_iou: 0.3100, d2.loss_cls: 0.1405, d2.loss_bbox: 0.1194, d2.loss_iou: 0.3076, d3.loss_cls: 0.1383, d3.loss_bbox: 0.1188, d3.loss_iou: 0.3065, d4.loss_cls: 0.1373, d4.loss_bbox: 0.1181, d4.loss_iou: 0.3059, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1438, dn_loss_iou: 0.2387, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2213, d0.dn_loss_iou: 0.3335, d1.dn_loss_cls: 0.0163, d1.dn_loss_bbox: 0.1614, d1.dn_loss_iou: 0.2639, d2.dn_loss_cls: 0.0118, d2.dn_loss_bbox: 0.1472, d2.dn_loss_iou: 0.2442, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1445, d3.dn_loss_iou: 0.2407, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1437, d4.dn_loss_iou: 0.2388, loss: 6.6647 2024-05-21 15:26:01,267 - mmdet - INFO - Epoch [30][2750/3665] lr: 2.000e-05, eta: 9:23:43, time: 1.438, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1634, interm_loss_bbox: 0.1341, interm_loss_iou: 0.3252, loss_cls: 0.1356, loss_bbox: 0.1208, loss_iou: 0.3037, d0.loss_cls: 0.1706, d0.loss_bbox: 0.1244, d0.loss_iou: 0.3094, d1.loss_cls: 0.1451, d1.loss_bbox: 0.1231, d1.loss_iou: 0.3086, d2.loss_cls: 0.1396, d2.loss_bbox: 0.1215, d2.loss_iou: 0.3060, d3.loss_cls: 0.1373, d3.loss_bbox: 0.1211, d3.loss_iou: 0.3044, d4.loss_cls: 0.1363, d4.loss_bbox: 0.1205, d4.loss_iou: 0.3037, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1455, dn_loss_iou: 0.2303, d0.dn_loss_cls: 0.0351, d0.dn_loss_bbox: 0.2274, d0.dn_loss_iou: 0.3217, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1647, d1.dn_loss_iou: 0.2542, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1496, d2.dn_loss_iou: 0.2356, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1466, d3.dn_loss_iou: 0.2320, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1454, d4.dn_loss_iou: 0.2302, loss: 6.6267 2024-05-21 15:27:13,673 - mmdet - INFO - Epoch [30][2800/3665] lr: 2.000e-05, eta: 9:22:29, time: 1.448, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1573, interm_loss_bbox: 0.1304, interm_loss_iou: 0.3218, loss_cls: 0.1305, loss_bbox: 0.1180, loss_iou: 0.3015, d0.loss_cls: 0.1652, d0.loss_bbox: 0.1219, d0.loss_iou: 0.3074, d1.loss_cls: 0.1402, d1.loss_bbox: 0.1206, d1.loss_iou: 0.3046, d2.loss_cls: 0.1347, d2.loss_bbox: 0.1187, d2.loss_iou: 0.3020, d3.loss_cls: 0.1326, d3.loss_bbox: 0.1179, d3.loss_iou: 0.3016, d4.loss_cls: 0.1314, d4.loss_bbox: 0.1177, d4.loss_iou: 0.3010, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1410, dn_loss_iou: 0.2316, d0.dn_loss_cls: 0.0343, d0.dn_loss_bbox: 0.2201, d0.dn_loss_iou: 0.3234, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1588, d1.dn_loss_iou: 0.2552, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1448, d2.dn_loss_iou: 0.2368, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1421, d3.dn_loss_iou: 0.2333, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1409, d4.dn_loss_iou: 0.2314, loss: 6.5242 2024-05-21 15:28:27,040 - mmdet - INFO - Epoch [30][2850/3665] lr: 2.000e-05, eta: 9:21:15, time: 1.467, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1631, interm_loss_bbox: 0.1350, interm_loss_iou: 0.3237, loss_cls: 0.1341, loss_bbox: 0.1220, loss_iou: 0.3026, d0.loss_cls: 0.1712, d0.loss_bbox: 0.1259, d0.loss_iou: 0.3080, d1.loss_cls: 0.1449, d1.loss_bbox: 0.1256, d1.loss_iou: 0.3057, d2.loss_cls: 0.1386, d2.loss_bbox: 0.1234, d2.loss_iou: 0.3037, d3.loss_cls: 0.1363, d3.loss_bbox: 0.1223, d3.loss_iou: 0.3024, d4.loss_cls: 0.1348, d4.loss_bbox: 0.1218, d4.loss_iou: 0.3024, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1497, dn_loss_iou: 0.2372, d0.dn_loss_cls: 0.0353, d0.dn_loss_bbox: 0.2304, d0.dn_loss_iou: 0.3305, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1685, d1.dn_loss_iou: 0.2622, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1535, d2.dn_loss_iou: 0.2428, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1506, d3.dn_loss_iou: 0.2389, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1496, d4.dn_loss_iou: 0.2370, loss: 6.6884 2024-05-21 15:29:48,272 - mmdet - INFO - Epoch [30][2900/3665] lr: 2.000e-05, eta: 9:20:02, time: 1.625, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1623, interm_loss_bbox: 0.1374, interm_loss_iou: 0.3185, loss_cls: 0.1326, loss_bbox: 0.1259, loss_iou: 0.2996, d0.loss_cls: 0.1712, d0.loss_bbox: 0.1284, d0.loss_iou: 0.3035, d1.loss_cls: 0.1435, d1.loss_bbox: 0.1290, d1.loss_iou: 0.3035, d2.loss_cls: 0.1367, d2.loss_bbox: 0.1273, d2.loss_iou: 0.3020, d3.loss_cls: 0.1352, d3.loss_bbox: 0.1262, d3.loss_iou: 0.2998, d4.loss_cls: 0.1330, d4.loss_bbox: 0.1262, d4.loss_iou: 0.3000, dn_loss_cls: 0.0096, dn_loss_bbox: 0.1538, dn_loss_iou: 0.2344, d0.dn_loss_cls: 0.0368, d0.dn_loss_bbox: 0.2378, d0.dn_loss_iou: 0.3284, d1.dn_loss_cls: 0.0169, d1.dn_loss_bbox: 0.1739, d1.dn_loss_iou: 0.2596, d2.dn_loss_cls: 0.0125, d2.dn_loss_bbox: 0.1578, d2.dn_loss_iou: 0.2402, d3.dn_loss_cls: 0.0105, d3.dn_loss_bbox: 0.1547, d3.dn_loss_iou: 0.2362, d4.dn_loss_cls: 0.0099, d4.dn_loss_bbox: 0.1538, d4.dn_loss_iou: 0.2344, loss: 6.7031 2024-05-21 15:31:01,383 - mmdet - INFO - Epoch [30][2950/3665] lr: 2.000e-05, eta: 9:18:48, time: 1.462, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1640, interm_loss_bbox: 0.1352, interm_loss_iou: 0.3214, loss_cls: 0.1355, loss_bbox: 0.1229, loss_iou: 0.3002, d0.loss_cls: 0.1721, d0.loss_bbox: 0.1253, d0.loss_iou: 0.3051, d1.loss_cls: 0.1469, d1.loss_bbox: 0.1251, d1.loss_iou: 0.3041, d2.loss_cls: 0.1399, d2.loss_bbox: 0.1240, d2.loss_iou: 0.3017, d3.loss_cls: 0.1379, d3.loss_bbox: 0.1229, d3.loss_iou: 0.3002, d4.loss_cls: 0.1364, d4.loss_bbox: 0.1228, d4.loss_iou: 0.2998, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1483, dn_loss_iou: 0.2338, d0.dn_loss_cls: 0.0354, d0.dn_loss_bbox: 0.2295, d0.dn_loss_iou: 0.3270, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1676, d1.dn_loss_iou: 0.2582, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1520, d2.dn_loss_iou: 0.2389, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1493, d3.dn_loss_iou: 0.2354, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1482, d4.dn_loss_iou: 0.2336, loss: 6.6537 2024-05-21 15:32:12,274 - mmdet - INFO - Epoch [30][3000/3665] lr: 2.000e-05, eta: 9:17:34, time: 1.418, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1639, interm_loss_bbox: 0.1333, interm_loss_iou: 0.3195, loss_cls: 0.1341, loss_bbox: 0.1216, loss_iou: 0.3001, d0.loss_cls: 0.1714, d0.loss_bbox: 0.1246, d0.loss_iou: 0.3043, d1.loss_cls: 0.1455, d1.loss_bbox: 0.1244, d1.loss_iou: 0.3045, d2.loss_cls: 0.1392, d2.loss_bbox: 0.1222, d2.loss_iou: 0.3018, d3.loss_cls: 0.1366, d3.loss_bbox: 0.1217, d3.loss_iou: 0.3005, d4.loss_cls: 0.1350, d4.loss_bbox: 0.1213, d4.loss_iou: 0.2997, dn_loss_cls: 0.0092, dn_loss_bbox: 0.1507, dn_loss_iou: 0.2365, d0.dn_loss_cls: 0.0359, d0.dn_loss_bbox: 0.2393, d0.dn_loss_iou: 0.3346, d1.dn_loss_cls: 0.0163, d1.dn_loss_bbox: 0.1722, d1.dn_loss_iou: 0.2628, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1555, d2.dn_loss_iou: 0.2425, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1521, d3.dn_loss_iou: 0.2383, d4.dn_loss_cls: 0.0094, d4.dn_loss_bbox: 0.1507, d4.dn_loss_iou: 0.2364, loss: 6.6893 2024-05-21 15:33:29,892 - mmdet - INFO - Epoch [30][3050/3665] lr: 2.000e-05, eta: 9:16:21, time: 1.552, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1646, interm_loss_bbox: 0.1334, interm_loss_iou: 0.3260, loss_cls: 0.1375, loss_bbox: 0.1195, loss_iou: 0.3021, d0.loss_cls: 0.1734, d0.loss_bbox: 0.1239, d0.loss_iou: 0.3090, d1.loss_cls: 0.1471, d1.loss_bbox: 0.1234, d1.loss_iou: 0.3075, d2.loss_cls: 0.1428, d2.loss_bbox: 0.1197, d2.loss_iou: 0.3036, d3.loss_cls: 0.1401, d3.loss_bbox: 0.1192, d3.loss_iou: 0.3025, d4.loss_cls: 0.1382, d4.loss_bbox: 0.1194, d4.loss_iou: 0.3020, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1436, dn_loss_iou: 0.2357, d0.dn_loss_cls: 0.0351, d0.dn_loss_bbox: 0.2228, d0.dn_loss_iou: 0.3294, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1627, d1.dn_loss_iou: 0.2610, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1478, d2.dn_loss_iou: 0.2414, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1447, d3.dn_loss_iou: 0.2374, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1435, d4.dn_loss_iou: 0.2355, loss: 6.6505 2024-05-21 15:34:46,346 - mmdet - INFO - Epoch [30][3100/3665] lr: 2.000e-05, eta: 9:15:08, time: 1.529, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1597, interm_loss_bbox: 0.1356, interm_loss_iou: 0.3145, loss_cls: 0.1311, loss_bbox: 0.1237, loss_iou: 0.2960, d0.loss_cls: 0.1680, d0.loss_bbox: 0.1260, d0.loss_iou: 0.3002, d1.loss_cls: 0.1416, d1.loss_bbox: 0.1265, d1.loss_iou: 0.2993, d2.loss_cls: 0.1354, d2.loss_bbox: 0.1245, d2.loss_iou: 0.2977, d3.loss_cls: 0.1331, d3.loss_bbox: 0.1238, d3.loss_iou: 0.2963, d4.loss_cls: 0.1315, d4.loss_bbox: 0.1238, d4.loss_iou: 0.2963, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1557, dn_loss_iou: 0.2315, d0.dn_loss_cls: 0.0365, d0.dn_loss_bbox: 0.2442, d0.dn_loss_iou: 0.3282, d1.dn_loss_cls: 0.0161, d1.dn_loss_bbox: 0.1768, d1.dn_loss_iou: 0.2568, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1602, d2.dn_loss_iou: 0.2372, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1568, d3.dn_loss_iou: 0.2333, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1556, d4.dn_loss_iou: 0.2313, loss: 6.6441 2024-05-21 15:36:01,787 - mmdet - INFO - Epoch [30][3150/3665] lr: 2.000e-05, eta: 9:13:54, time: 1.509, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1555, interm_loss_bbox: 0.1277, interm_loss_iou: 0.3110, loss_cls: 0.1268, loss_bbox: 0.1166, loss_iou: 0.2926, d0.loss_cls: 0.1623, d0.loss_bbox: 0.1187, d0.loss_iou: 0.2967, d1.loss_cls: 0.1367, d1.loss_bbox: 0.1190, d1.loss_iou: 0.2963, d2.loss_cls: 0.1316, d2.loss_bbox: 0.1172, d2.loss_iou: 0.2938, d3.loss_cls: 0.1291, d3.loss_bbox: 0.1168, d3.loss_iou: 0.2923, d4.loss_cls: 0.1276, d4.loss_bbox: 0.1166, d4.loss_iou: 0.2924, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1404, dn_loss_iou: 0.2211, d0.dn_loss_cls: 0.0336, d0.dn_loss_bbox: 0.2176, d0.dn_loss_iou: 0.3112, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1575, d1.dn_loss_iou: 0.2436, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1440, d2.dn_loss_iou: 0.2263, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1411, d3.dn_loss_iou: 0.2226, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1403, d4.dn_loss_iou: 0.2210, loss: 6.3475 2024-05-21 15:37:16,978 - mmdet - INFO - Epoch [30][3200/3665] lr: 2.000e-05, eta: 9:12:40, time: 1.504, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1623, interm_loss_bbox: 0.1289, interm_loss_iou: 0.3171, loss_cls: 0.1327, loss_bbox: 0.1170, loss_iou: 0.2965, d0.loss_cls: 0.1689, d0.loss_bbox: 0.1206, d0.loss_iou: 0.3021, d1.loss_cls: 0.1447, d1.loss_bbox: 0.1195, d1.loss_iou: 0.3002, d2.loss_cls: 0.1374, d2.loss_bbox: 0.1183, d2.loss_iou: 0.2983, d3.loss_cls: 0.1348, d3.loss_bbox: 0.1175, d3.loss_iou: 0.2975, d4.loss_cls: 0.1331, d4.loss_bbox: 0.1174, d4.loss_iou: 0.2969, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1439, dn_loss_iou: 0.2279, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2235, d0.dn_loss_iou: 0.3195, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1618, d1.dn_loss_iou: 0.2516, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1473, d2.dn_loss_iou: 0.2329, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1449, d3.dn_loss_iou: 0.2295, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1439, d4.dn_loss_iou: 0.2278, loss: 6.5025 2024-05-21 15:38:29,139 - mmdet - INFO - Epoch [30][3250/3665] lr: 2.000e-05, eta: 9:11:26, time: 1.443, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1640, interm_loss_bbox: 0.1381, interm_loss_iou: 0.3225, loss_cls: 0.1349, loss_bbox: 0.1239, loss_iou: 0.3002, d0.loss_cls: 0.1736, d0.loss_bbox: 0.1280, d0.loss_iou: 0.3046, d1.loss_cls: 0.1483, d1.loss_bbox: 0.1265, d1.loss_iou: 0.3034, d2.loss_cls: 0.1413, d2.loss_bbox: 0.1244, d2.loss_iou: 0.3006, d3.loss_cls: 0.1376, d3.loss_bbox: 0.1243, d3.loss_iou: 0.3007, d4.loss_cls: 0.1363, d4.loss_bbox: 0.1234, d4.loss_iou: 0.2996, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1504, dn_loss_iou: 0.2351, d0.dn_loss_cls: 0.0362, d0.dn_loss_bbox: 0.2365, d0.dn_loss_iou: 0.3300, d1.dn_loss_cls: 0.0164, d1.dn_loss_bbox: 0.1719, d1.dn_loss_iou: 0.2608, d2.dn_loss_cls: 0.0122, d2.dn_loss_bbox: 0.1551, d2.dn_loss_iou: 0.2408, d3.dn_loss_cls: 0.0102, d3.dn_loss_bbox: 0.1519, d3.dn_loss_iou: 0.2371, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1503, d4.dn_loss_iou: 0.2350, loss: 6.7048 2024-05-21 15:39:41,090 - mmdet - INFO - Epoch [30][3300/3665] lr: 2.000e-05, eta: 9:10:12, time: 1.439, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1561, interm_loss_bbox: 0.1304, interm_loss_iou: 0.3108, loss_cls: 0.1286, loss_bbox: 0.1170, loss_iou: 0.2901, d0.loss_cls: 0.1642, d0.loss_bbox: 0.1214, d0.loss_iou: 0.2954, d1.loss_cls: 0.1391, d1.loss_bbox: 0.1202, d1.loss_iou: 0.2933, d2.loss_cls: 0.1334, d2.loss_bbox: 0.1175, d2.loss_iou: 0.2904, d3.loss_cls: 0.1305, d3.loss_bbox: 0.1173, d3.loss_iou: 0.2898, d4.loss_cls: 0.1291, d4.loss_bbox: 0.1170, d4.loss_iou: 0.2899, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1415, dn_loss_iou: 0.2234, d0.dn_loss_cls: 0.0342, d0.dn_loss_bbox: 0.2243, d0.dn_loss_iou: 0.3154, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1608, d1.dn_loss_iou: 0.2473, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1454, d2.dn_loss_iou: 0.2285, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1426, d3.dn_loss_iou: 0.2251, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1414, d4.dn_loss_iou: 0.2234, loss: 6.3853 2024-05-21 15:40:54,747 - mmdet - INFO - Epoch [30][3350/3665] lr: 2.000e-05, eta: 9:08:58, time: 1.473, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1603, interm_loss_bbox: 0.1333, interm_loss_iou: 0.3184, loss_cls: 0.1314, loss_bbox: 0.1202, loss_iou: 0.2978, d0.loss_cls: 0.1696, d0.loss_bbox: 0.1236, d0.loss_iou: 0.3034, d1.loss_cls: 0.1430, d1.loss_bbox: 0.1234, d1.loss_iou: 0.3022, d2.loss_cls: 0.1363, d2.loss_bbox: 0.1215, d2.loss_iou: 0.2997, d3.loss_cls: 0.1334, d3.loss_bbox: 0.1205, d3.loss_iou: 0.2988, d4.loss_cls: 0.1320, d4.loss_bbox: 0.1202, d4.loss_iou: 0.2980, dn_loss_cls: 0.0097, dn_loss_bbox: 0.1479, dn_loss_iou: 0.2315, d0.dn_loss_cls: 0.0366, d0.dn_loss_bbox: 0.2263, d0.dn_loss_iou: 0.3232, d1.dn_loss_cls: 0.0169, d1.dn_loss_bbox: 0.1655, d1.dn_loss_iou: 0.2557, d2.dn_loss_cls: 0.0125, d2.dn_loss_bbox: 0.1508, d2.dn_loss_iou: 0.2364, d3.dn_loss_cls: 0.0107, d3.dn_loss_bbox: 0.1486, d3.dn_loss_iou: 0.2328, d4.dn_loss_cls: 0.0100, d4.dn_loss_bbox: 0.1478, d4.dn_loss_iou: 0.2314, loss: 6.5812 2024-05-21 15:42:07,342 - mmdet - INFO - Epoch [30][3400/3665] lr: 2.000e-05, eta: 9:07:44, time: 1.452, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1673, interm_loss_bbox: 0.1330, interm_loss_iou: 0.3266, loss_cls: 0.1376, loss_bbox: 0.1220, loss_iou: 0.3077, d0.loss_cls: 0.1752, d0.loss_bbox: 0.1244, d0.loss_iou: 0.3106, d1.loss_cls: 0.1490, d1.loss_bbox: 0.1248, d1.loss_iou: 0.3120, d2.loss_cls: 0.1432, d2.loss_bbox: 0.1228, d2.loss_iou: 0.3087, d3.loss_cls: 0.1401, d3.loss_bbox: 0.1223, d3.loss_iou: 0.3080, d4.loss_cls: 0.1385, d4.loss_bbox: 0.1221, d4.loss_iou: 0.3076, dn_loss_cls: 0.0095, dn_loss_bbox: 0.1490, dn_loss_iou: 0.2405, d0.dn_loss_cls: 0.0364, d0.dn_loss_bbox: 0.2313, d0.dn_loss_iou: 0.3354, d1.dn_loss_cls: 0.0166, d1.dn_loss_bbox: 0.1680, d1.dn_loss_iou: 0.2651, d2.dn_loss_cls: 0.0121, d2.dn_loss_bbox: 0.1526, d2.dn_loss_iou: 0.2457, d3.dn_loss_cls: 0.0103, d3.dn_loss_bbox: 0.1498, d3.dn_loss_iou: 0.2420, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1489, d4.dn_loss_iou: 0.2404, loss: 6.7669 2024-05-21 15:43:23,186 - mmdet - INFO - Epoch [30][3450/3665] lr: 2.000e-05, eta: 9:06:31, time: 1.517, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1622, interm_loss_bbox: 0.1304, interm_loss_iou: 0.3261, loss_cls: 0.1348, loss_bbox: 0.1175, loss_iou: 0.3046, d0.loss_cls: 0.1707, d0.loss_bbox: 0.1210, d0.loss_iou: 0.3108, d1.loss_cls: 0.1453, d1.loss_bbox: 0.1199, d1.loss_iou: 0.3088, d2.loss_cls: 0.1395, d2.loss_bbox: 0.1177, d2.loss_iou: 0.3057, d3.loss_cls: 0.1370, d3.loss_bbox: 0.1172, d3.loss_iou: 0.3048, d4.loss_cls: 0.1355, d4.loss_bbox: 0.1173, d4.loss_iou: 0.3045, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1443, dn_loss_iou: 0.2374, d0.dn_loss_cls: 0.0366, d0.dn_loss_bbox: 0.2304, d0.dn_loss_iou: 0.3344, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1656, d1.dn_loss_iou: 0.2637, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1486, d2.dn_loss_iou: 0.2427, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1455, d3.dn_loss_iou: 0.2391, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1442, d4.dn_loss_iou: 0.2374, loss: 6.6571 2024-05-21 15:44:41,196 - mmdet - INFO - Epoch [30][3500/3665] lr: 2.000e-05, eta: 9:05:18, time: 1.560, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1598, interm_loss_bbox: 0.1330, interm_loss_iou: 0.3114, loss_cls: 0.1330, loss_bbox: 0.1197, loss_iou: 0.2912, d0.loss_cls: 0.1692, d0.loss_bbox: 0.1232, d0.loss_iou: 0.2947, d1.loss_cls: 0.1432, d1.loss_bbox: 0.1232, d1.loss_iou: 0.2954, d2.loss_cls: 0.1377, d2.loss_bbox: 0.1206, d2.loss_iou: 0.2924, d3.loss_cls: 0.1346, d3.loss_bbox: 0.1204, d3.loss_iou: 0.2918, d4.loss_cls: 0.1335, d4.loss_bbox: 0.1197, d4.loss_iou: 0.2913, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1547, dn_loss_iou: 0.2294, d0.dn_loss_cls: 0.0355, d0.dn_loss_bbox: 0.2386, d0.dn_loss_iou: 0.3214, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1746, d1.dn_loss_iou: 0.2538, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1588, d2.dn_loss_iou: 0.2348, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1558, d3.dn_loss_iou: 0.2310, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1547, d4.dn_loss_iou: 0.2293, loss: 6.5663 2024-05-21 15:45:53,423 - mmdet - INFO - Epoch [30][3550/3665] lr: 2.000e-05, eta: 9:04:03, time: 1.444, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1608, interm_loss_bbox: 0.1300, interm_loss_iou: 0.3204, loss_cls: 0.1325, loss_bbox: 0.1179, loss_iou: 0.3007, d0.loss_cls: 0.1692, d0.loss_bbox: 0.1206, d0.loss_iou: 0.3061, d1.loss_cls: 0.1429, d1.loss_bbox: 0.1210, d1.loss_iou: 0.3053, d2.loss_cls: 0.1368, d2.loss_bbox: 0.1191, d2.loss_iou: 0.3028, d3.loss_cls: 0.1347, d3.loss_bbox: 0.1179, d3.loss_iou: 0.3011, d4.loss_cls: 0.1334, d4.loss_bbox: 0.1176, d4.loss_iou: 0.3006, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1385, dn_loss_iou: 0.2322, d0.dn_loss_cls: 0.0350, d0.dn_loss_bbox: 0.2180, d0.dn_loss_iou: 0.3268, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1566, d1.dn_loss_iou: 0.2570, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1422, d2.dn_loss_iou: 0.2376, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1394, d3.dn_loss_iou: 0.2339, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1384, d4.dn_loss_iou: 0.2321, loss: 6.5322 2024-05-21 15:47:10,703 - mmdet - INFO - Epoch [30][3600/3665] lr: 2.000e-05, eta: 9:02:50, time: 1.545, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1643, interm_loss_bbox: 0.1305, interm_loss_iou: 0.3282, loss_cls: 0.1347, loss_bbox: 0.1188, loss_iou: 0.3098, d0.loss_cls: 0.1727, d0.loss_bbox: 0.1227, d0.loss_iou: 0.3146, d1.loss_cls: 0.1455, d1.loss_bbox: 0.1215, d1.loss_iou: 0.3147, d2.loss_cls: 0.1389, d2.loss_bbox: 0.1199, d2.loss_iou: 0.3118, d3.loss_cls: 0.1362, d3.loss_bbox: 0.1191, d3.loss_iou: 0.3110, d4.loss_cls: 0.1352, d4.loss_bbox: 0.1186, d4.loss_iou: 0.3097, dn_loss_cls: 0.0092, dn_loss_bbox: 0.1497, dn_loss_iou: 0.2401, d0.dn_loss_cls: 0.0366, d0.dn_loss_bbox: 0.2316, d0.dn_loss_iou: 0.3375, d1.dn_loss_cls: 0.0163, d1.dn_loss_bbox: 0.1698, d1.dn_loss_iou: 0.2662, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1536, d2.dn_loss_iou: 0.2457, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1507, d3.dn_loss_iou: 0.2420, d4.dn_loss_cls: 0.0094, d4.dn_loss_bbox: 0.1496, d4.dn_loss_iou: 0.2401, loss: 6.7485 2024-05-21 15:48:25,984 - mmdet - INFO - Epoch [30][3650/3665] lr: 2.000e-05, eta: 9:01:37, time: 1.506, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1655, interm_loss_bbox: 0.1306, interm_loss_iou: 0.3338, loss_cls: 0.1376, loss_bbox: 0.1180, loss_iou: 0.3139, d0.loss_cls: 0.1740, d0.loss_bbox: 0.1222, d0.loss_iou: 0.3181, d1.loss_cls: 0.1477, d1.loss_bbox: 0.1211, d1.loss_iou: 0.3183, d2.loss_cls: 0.1414, d2.loss_bbox: 0.1193, d2.loss_iou: 0.3166, d3.loss_cls: 0.1395, d3.loss_bbox: 0.1188, d3.loss_iou: 0.3148, d4.loss_cls: 0.1381, d4.loss_bbox: 0.1182, d4.loss_iou: 0.3138, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1451, dn_loss_iou: 0.2362, d0.dn_loss_cls: 0.0363, d0.dn_loss_bbox: 0.2266, d0.dn_loss_iou: 0.3302, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1644, d1.dn_loss_iou: 0.2609, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1489, d2.dn_loss_iou: 0.2415, d3.dn_loss_cls: 0.0101, d3.dn_loss_bbox: 0.1461, d3.dn_loss_iou: 0.2378, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1450, d4.dn_loss_iou: 0.2361, loss: 6.7333 2024-05-21 15:48:51,271 - mmdet - INFO - Saving checkpoint at 30 epochs 2024-05-21 15:52:21,953 - mmdet - INFO - Evaluating bbox... 2024-05-21 15:54:13,144 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.578 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.766 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.632 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.407 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.616 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.741 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.630 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.812 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.911 2024-05-21 15:54:15,047 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 15:54:15,049 - mmdet - INFO - Epoch(val) [30][313] bbox_mAP: 0.5780, bbox_mAP_50: 0.7660, bbox_mAP_75: 0.6320, bbox_mAP_s: 0.4070, bbox_mAP_m: 0.6160, bbox_mAP_l: 0.7410, bbox_mAP_copypaste: 0.578 0.766 0.632 0.407 0.616 0.741 2024-05-21 15:55:43,100 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 15:55:43,100 - mmdet - INFO - Epoch [31][50/3665] lr: 2.000e-05, eta: 8:59:59, time: 1.761, data_time: 0.100, memory: 41053, interm_loss_cls: 0.1601, interm_loss_bbox: 0.1296, interm_loss_iou: 0.3223, loss_cls: 0.1310, loss_bbox: 0.1185, loss_iou: 0.3030, d0.loss_cls: 0.1673, d0.loss_bbox: 0.1212, d0.loss_iou: 0.3069, d1.loss_cls: 0.1413, d1.loss_bbox: 0.1211, d1.loss_iou: 0.3068, d2.loss_cls: 0.1357, d2.loss_bbox: 0.1196, d2.loss_iou: 0.3047, d3.loss_cls: 0.1332, d3.loss_bbox: 0.1189, d3.loss_iou: 0.3041, d4.loss_cls: 0.1321, d4.loss_bbox: 0.1185, d4.loss_iou: 0.3030, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1435, dn_loss_iou: 0.2350, d0.dn_loss_cls: 0.0351, d0.dn_loss_bbox: 0.2257, d0.dn_loss_iou: 0.3288, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1624, d1.dn_loss_iou: 0.2600, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1469, d2.dn_loss_iou: 0.2403, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1442, d3.dn_loss_iou: 0.2366, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1434, d4.dn_loss_iou: 0.2349, loss: 6.5887 2024-05-21 15:56:59,352 - mmdet - INFO - Epoch [31][100/3665] lr: 2.000e-05, eta: 8:58:46, time: 1.525, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1603, interm_loss_bbox: 0.1334, interm_loss_iou: 0.3197, loss_cls: 0.1316, loss_bbox: 0.1224, loss_iou: 0.3005, d0.loss_cls: 0.1687, d0.loss_bbox: 0.1246, d0.loss_iou: 0.3041, d1.loss_cls: 0.1425, d1.loss_bbox: 0.1249, d1.loss_iou: 0.3045, d2.loss_cls: 0.1367, d2.loss_bbox: 0.1230, d2.loss_iou: 0.3020, d3.loss_cls: 0.1334, d3.loss_bbox: 0.1228, d3.loss_iou: 0.3014, d4.loss_cls: 0.1322, d4.loss_bbox: 0.1224, d4.loss_iou: 0.3007, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1518, dn_loss_iou: 0.2363, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2328, d0.dn_loss_iou: 0.3292, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1719, d1.dn_loss_iou: 0.2612, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1555, d2.dn_loss_iou: 0.2417, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1529, d3.dn_loss_iou: 0.2381, d4.dn_loss_cls: 0.0094, d4.dn_loss_bbox: 0.1517, d4.dn_loss_iou: 0.2362, loss: 6.6632 2024-05-21 15:58:12,974 - mmdet - INFO - Epoch [31][150/3665] lr: 2.000e-05, eta: 8:57:32, time: 1.472, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1619, interm_loss_bbox: 0.1293, interm_loss_iou: 0.3130, loss_cls: 0.1342, loss_bbox: 0.1170, loss_iou: 0.2934, d0.loss_cls: 0.1723, d0.loss_bbox: 0.1198, d0.loss_iou: 0.2972, d1.loss_cls: 0.1453, d1.loss_bbox: 0.1201, d1.loss_iou: 0.2974, d2.loss_cls: 0.1398, d2.loss_bbox: 0.1178, d2.loss_iou: 0.2941, d3.loss_cls: 0.1364, d3.loss_bbox: 0.1172, d3.loss_iou: 0.2939, d4.loss_cls: 0.1351, d4.loss_bbox: 0.1170, d4.loss_iou: 0.2928, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1433, dn_loss_iou: 0.2331, d0.dn_loss_cls: 0.0354, d0.dn_loss_bbox: 0.2246, d0.dn_loss_iou: 0.3270, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1620, d1.dn_loss_iou: 0.2574, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1470, d2.dn_loss_iou: 0.2382, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1442, d3.dn_loss_iou: 0.2347, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1432, d4.dn_loss_iou: 0.2329, loss: 6.5224 2024-05-21 15:59:25,348 - mmdet - INFO - Epoch [31][200/3665] lr: 2.000e-05, eta: 8:56:18, time: 1.448, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1612, interm_loss_bbox: 0.1280, interm_loss_iou: 0.3182, loss_cls: 0.1322, loss_bbox: 0.1167, loss_iou: 0.2992, d0.loss_cls: 0.1697, d0.loss_bbox: 0.1194, d0.loss_iou: 0.3024, d1.loss_cls: 0.1430, d1.loss_bbox: 0.1190, d1.loss_iou: 0.3026, d2.loss_cls: 0.1368, d2.loss_bbox: 0.1177, d2.loss_iou: 0.3013, d3.loss_cls: 0.1344, d3.loss_bbox: 0.1170, d3.loss_iou: 0.3002, d4.loss_cls: 0.1328, d4.loss_bbox: 0.1170, d4.loss_iou: 0.2995, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1471, dn_loss_iou: 0.2356, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2307, d0.dn_loss_iou: 0.3300, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1667, d1.dn_loss_iou: 0.2607, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1512, d2.dn_loss_iou: 0.2411, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1481, d3.dn_loss_iou: 0.2373, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1469, d4.dn_loss_iou: 0.2355, loss: 6.5896 2024-05-21 16:00:37,603 - mmdet - INFO - Epoch [31][250/3665] lr: 2.000e-05, eta: 8:55:04, time: 1.444, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1639, interm_loss_bbox: 0.1318, interm_loss_iou: 0.3255, loss_cls: 0.1331, loss_bbox: 0.1201, loss_iou: 0.3062, d0.loss_cls: 0.1707, d0.loss_bbox: 0.1228, d0.loss_iou: 0.3096, d1.loss_cls: 0.1446, d1.loss_bbox: 0.1227, d1.loss_iou: 0.3106, d2.loss_cls: 0.1383, d2.loss_bbox: 0.1210, d2.loss_iou: 0.3077, d3.loss_cls: 0.1355, d3.loss_bbox: 0.1202, d3.loss_iou: 0.3066, d4.loss_cls: 0.1335, d4.loss_bbox: 0.1204, d4.loss_iou: 0.3067, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1490, dn_loss_iou: 0.2368, d0.dn_loss_cls: 0.0361, d0.dn_loss_bbox: 0.2335, d0.dn_loss_iou: 0.3328, d1.dn_loss_cls: 0.0161, d1.dn_loss_bbox: 0.1690, d1.dn_loss_iou: 0.2621, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1533, d2.dn_loss_iou: 0.2423, d3.dn_loss_cls: 0.0103, d3.dn_loss_bbox: 0.1501, d3.dn_loss_iou: 0.2386, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1489, d4.dn_loss_iou: 0.2368, loss: 6.6982 2024-05-21 16:01:48,731 - mmdet - INFO - Epoch [31][300/3665] lr: 2.000e-05, eta: 8:53:49, time: 1.423, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1627, interm_loss_bbox: 0.1344, interm_loss_iou: 0.3299, loss_cls: 0.1333, loss_bbox: 0.1231, loss_iou: 0.3108, d0.loss_cls: 0.1713, d0.loss_bbox: 0.1259, d0.loss_iou: 0.3145, d1.loss_cls: 0.1442, d1.loss_bbox: 0.1257, d1.loss_iou: 0.3149, d2.loss_cls: 0.1387, d2.loss_bbox: 0.1236, d2.loss_iou: 0.3113, d3.loss_cls: 0.1356, d3.loss_bbox: 0.1232, d3.loss_iou: 0.3116, d4.loss_cls: 0.1336, d4.loss_bbox: 0.1231, d4.loss_iou: 0.3112, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1495, dn_loss_iou: 0.2397, d0.dn_loss_cls: 0.0346, d0.dn_loss_bbox: 0.2324, d0.dn_loss_iou: 0.3343, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1693, d1.dn_loss_iou: 0.2645, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1536, d2.dn_loss_iou: 0.2449, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1506, d3.dn_loss_iou: 0.2413, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1494, d4.dn_loss_iou: 0.2396, loss: 6.7610 2024-05-21 16:03:01,154 - mmdet - INFO - Epoch [31][350/3665] lr: 2.000e-05, eta: 8:52:35, time: 1.448, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1623, interm_loss_bbox: 0.1288, interm_loss_iou: 0.3235, loss_cls: 0.1341, loss_bbox: 0.1187, loss_iou: 0.3051, d0.loss_cls: 0.1701, d0.loss_bbox: 0.1215, d0.loss_iou: 0.3092, d1.loss_cls: 0.1441, d1.loss_bbox: 0.1220, d1.loss_iou: 0.3100, d2.loss_cls: 0.1389, d2.loss_bbox: 0.1195, d2.loss_iou: 0.3059, d3.loss_cls: 0.1367, d3.loss_bbox: 0.1186, d3.loss_iou: 0.3052, d4.loss_cls: 0.1348, d4.loss_bbox: 0.1186, d4.loss_iou: 0.3050, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1405, dn_loss_iou: 0.2378, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2184, d0.dn_loss_iou: 0.3314, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1588, d1.dn_loss_iou: 0.2631, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1442, d2.dn_loss_iou: 0.2433, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1414, d3.dn_loss_iou: 0.2397, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1405, d4.dn_loss_iou: 0.2378, loss: 6.6190 2024-05-21 16:04:13,311 - mmdet - INFO - Epoch [31][400/3665] lr: 2.000e-05, eta: 8:51:21, time: 1.443, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1584, interm_loss_bbox: 0.1269, interm_loss_iou: 0.3209, loss_cls: 0.1287, loss_bbox: 0.1168, loss_iou: 0.3018, d0.loss_cls: 0.1651, d0.loss_bbox: 0.1194, d0.loss_iou: 0.3067, d1.loss_cls: 0.1394, d1.loss_bbox: 0.1193, d1.loss_iou: 0.3067, d2.loss_cls: 0.1333, d2.loss_bbox: 0.1176, d2.loss_iou: 0.3035, d3.loss_cls: 0.1308, d3.loss_bbox: 0.1169, d3.loss_iou: 0.3028, d4.loss_cls: 0.1290, d4.loss_bbox: 0.1169, d4.loss_iou: 0.3024, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1418, dn_loss_iou: 0.2341, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2210, d0.dn_loss_iou: 0.3283, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1601, d1.dn_loss_iou: 0.2586, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1457, d2.dn_loss_iou: 0.2395, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1431, d3.dn_loss_iou: 0.2358, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1417, d4.dn_loss_iou: 0.2340, loss: 6.5357 2024-05-21 16:05:25,216 - mmdet - INFO - Epoch [31][450/3665] lr: 2.000e-05, eta: 8:50:07, time: 1.438, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1595, interm_loss_bbox: 0.1297, interm_loss_iou: 0.3159, loss_cls: 0.1297, loss_bbox: 0.1194, loss_iou: 0.2983, d0.loss_cls: 0.1687, d0.loss_bbox: 0.1208, d0.loss_iou: 0.2996, d1.loss_cls: 0.1416, d1.loss_bbox: 0.1205, d1.loss_iou: 0.3000, d2.loss_cls: 0.1347, d2.loss_bbox: 0.1195, d2.loss_iou: 0.2987, d3.loss_cls: 0.1324, d3.loss_bbox: 0.1188, d3.loss_iou: 0.2981, d4.loss_cls: 0.1304, d4.loss_bbox: 0.1191, d4.loss_iou: 0.2979, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1401, dn_loss_iou: 0.2361, d0.dn_loss_cls: 0.0355, d0.dn_loss_bbox: 0.2177, d0.dn_loss_iou: 0.3285, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1567, d1.dn_loss_iou: 0.2598, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1433, d2.dn_loss_iou: 0.2410, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1409, d3.dn_loss_iou: 0.2376, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1400, d4.dn_loss_iou: 0.2360, loss: 6.5207 2024-05-21 16:06:37,545 - mmdet - INFO - Epoch [31][500/3665] lr: 2.000e-05, eta: 8:48:53, time: 1.447, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1632, interm_loss_bbox: 0.1297, interm_loss_iou: 0.3216, loss_cls: 0.1333, loss_bbox: 0.1206, loss_iou: 0.3051, d0.loss_cls: 0.1717, d0.loss_bbox: 0.1219, d0.loss_iou: 0.3070, d1.loss_cls: 0.1458, d1.loss_bbox: 0.1222, d1.loss_iou: 0.3073, d2.loss_cls: 0.1392, d2.loss_bbox: 0.1201, d2.loss_iou: 0.3055, d3.loss_cls: 0.1358, d3.loss_bbox: 0.1202, d3.loss_iou: 0.3054, d4.loss_cls: 0.1342, d4.loss_bbox: 0.1204, d4.loss_iou: 0.3051, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1467, dn_loss_iou: 0.2384, d0.dn_loss_cls: 0.0365, d0.dn_loss_bbox: 0.2278, d0.dn_loss_iou: 0.3314, d1.dn_loss_cls: 0.0164, d1.dn_loss_bbox: 0.1660, d1.dn_loss_iou: 0.2629, d2.dn_loss_cls: 0.0121, d2.dn_loss_bbox: 0.1506, d2.dn_loss_iou: 0.2437, d3.dn_loss_cls: 0.0103, d3.dn_loss_bbox: 0.1476, d3.dn_loss_iou: 0.2400, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1466, d4.dn_loss_iou: 0.2383, loss: 6.6694 2024-05-21 16:07:49,309 - mmdet - INFO - Epoch [31][550/3665] lr: 2.000e-05, eta: 8:47:38, time: 1.435, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1624, interm_loss_bbox: 0.1301, interm_loss_iou: 0.3132, loss_cls: 0.1323, loss_bbox: 0.1195, loss_iou: 0.2940, d0.loss_cls: 0.1701, d0.loss_bbox: 0.1219, d0.loss_iou: 0.2985, d1.loss_cls: 0.1435, d1.loss_bbox: 0.1223, d1.loss_iou: 0.2983, d2.loss_cls: 0.1378, d2.loss_bbox: 0.1192, d2.loss_iou: 0.2946, d3.loss_cls: 0.1343, d3.loss_bbox: 0.1197, d3.loss_iou: 0.2951, d4.loss_cls: 0.1331, d4.loss_bbox: 0.1191, d4.loss_iou: 0.2940, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1486, dn_loss_iou: 0.2331, d0.dn_loss_cls: 0.0364, d0.dn_loss_bbox: 0.2342, d0.dn_loss_iou: 0.3299, d1.dn_loss_cls: 0.0164, d1.dn_loss_bbox: 0.1697, d1.dn_loss_iou: 0.2591, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1530, d2.dn_loss_iou: 0.2389, d3.dn_loss_cls: 0.0101, d3.dn_loss_bbox: 0.1498, d3.dn_loss_iou: 0.2350, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1485, d4.dn_loss_iou: 0.2328, loss: 6.5792 2024-05-21 16:09:01,384 - mmdet - INFO - Epoch [31][600/3665] lr: 2.000e-05, eta: 8:46:24, time: 1.442, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1574, interm_loss_bbox: 0.1298, interm_loss_iou: 0.3216, loss_cls: 0.1281, loss_bbox: 0.1191, loss_iou: 0.3047, d0.loss_cls: 0.1657, d0.loss_bbox: 0.1216, d0.loss_iou: 0.3065, d1.loss_cls: 0.1405, d1.loss_bbox: 0.1207, d1.loss_iou: 0.3064, d2.loss_cls: 0.1334, d2.loss_bbox: 0.1196, d2.loss_iou: 0.3054, d3.loss_cls: 0.1309, d3.loss_bbox: 0.1189, d3.loss_iou: 0.3048, d4.loss_cls: 0.1286, d4.loss_bbox: 0.1190, d4.loss_iou: 0.3048, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1450, dn_loss_iou: 0.2365, d0.dn_loss_cls: 0.0355, d0.dn_loss_bbox: 0.2256, d0.dn_loss_iou: 0.3316, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1632, d1.dn_loss_iou: 0.2620, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1484, d2.dn_loss_iou: 0.2419, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1458, d3.dn_loss_iou: 0.2382, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1449, d4.dn_loss_iou: 0.2364, loss: 6.5970 2024-05-21 16:10:21,077 - mmdet - INFO - Epoch [31][650/3665] lr: 2.000e-05, eta: 8:45:12, time: 1.594, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1645, interm_loss_bbox: 0.1299, interm_loss_iou: 0.3226, loss_cls: 0.1349, loss_bbox: 0.1191, loss_iou: 0.3057, d0.loss_cls: 0.1710, d0.loss_bbox: 0.1221, d0.loss_iou: 0.3091, d1.loss_cls: 0.1456, d1.loss_bbox: 0.1208, d1.loss_iou: 0.3083, d2.loss_cls: 0.1404, d2.loss_bbox: 0.1196, d2.loss_iou: 0.3054, d3.loss_cls: 0.1376, d3.loss_bbox: 0.1186, d3.loss_iou: 0.3053, d4.loss_cls: 0.1356, d4.loss_bbox: 0.1190, d4.loss_iou: 0.3057, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1482, dn_loss_iou: 0.2400, d0.dn_loss_cls: 0.0362, d0.dn_loss_bbox: 0.2265, d0.dn_loss_iou: 0.3332, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1665, d1.dn_loss_iou: 0.2644, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1521, d2.dn_loss_iou: 0.2454, d3.dn_loss_cls: 0.0101, d3.dn_loss_bbox: 0.1492, d3.dn_loss_iou: 0.2416, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1481, d4.dn_loss_iou: 0.2398, loss: 6.6889 2024-05-21 16:11:36,482 - mmdet - INFO - Epoch [31][700/3665] lr: 2.000e-05, eta: 8:43:58, time: 1.508, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1620, interm_loss_bbox: 0.1307, interm_loss_iou: 0.3220, loss_cls: 0.1322, loss_bbox: 0.1186, loss_iou: 0.3026, d0.loss_cls: 0.1715, d0.loss_bbox: 0.1211, d0.loss_iou: 0.3049, d1.loss_cls: 0.1440, d1.loss_bbox: 0.1212, d1.loss_iou: 0.3059, d2.loss_cls: 0.1364, d2.loss_bbox: 0.1196, d2.loss_iou: 0.3043, d3.loss_cls: 0.1343, d3.loss_bbox: 0.1187, d3.loss_iou: 0.3027, d4.loss_cls: 0.1326, d4.loss_bbox: 0.1185, d4.loss_iou: 0.3025, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1445, dn_loss_iou: 0.2350, d0.dn_loss_cls: 0.0357, d0.dn_loss_bbox: 0.2248, d0.dn_loss_iou: 0.3296, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1631, d1.dn_loss_iou: 0.2603, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1483, d2.dn_loss_iou: 0.2405, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1454, d3.dn_loss_iou: 0.2366, d4.dn_loss_cls: 0.0094, d4.dn_loss_bbox: 0.1445, d4.dn_loss_iou: 0.2348, loss: 6.6055 2024-05-21 16:12:50,013 - mmdet - INFO - Epoch [31][750/3665] lr: 2.000e-05, eta: 8:42:44, time: 1.471, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1629, interm_loss_bbox: 0.1292, interm_loss_iou: 0.3202, loss_cls: 0.1336, loss_bbox: 0.1193, loss_iou: 0.3030, d0.loss_cls: 0.1717, d0.loss_bbox: 0.1202, d0.loss_iou: 0.3057, d1.loss_cls: 0.1455, d1.loss_bbox: 0.1209, d1.loss_iou: 0.3048, d2.loss_cls: 0.1384, d2.loss_bbox: 0.1201, d2.loss_iou: 0.3041, d3.loss_cls: 0.1357, d3.loss_bbox: 0.1192, d3.loss_iou: 0.3035, d4.loss_cls: 0.1340, d4.loss_bbox: 0.1194, d4.loss_iou: 0.3036, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1428, dn_loss_iou: 0.2343, d0.dn_loss_cls: 0.0350, d0.dn_loss_bbox: 0.2213, d0.dn_loss_iou: 0.3279, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1618, d1.dn_loss_iou: 0.2596, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1464, d2.dn_loss_iou: 0.2397, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1437, d3.dn_loss_iou: 0.2359, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1427, d4.dn_loss_iou: 0.2342, loss: 6.5933 2024-05-21 16:14:01,917 - mmdet - INFO - Epoch [31][800/3665] lr: 2.000e-05, eta: 8:41:30, time: 1.438, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1666, interm_loss_bbox: 0.1289, interm_loss_iou: 0.3215, loss_cls: 0.1370, loss_bbox: 0.1172, loss_iou: 0.3006, d0.loss_cls: 0.1741, d0.loss_bbox: 0.1201, d0.loss_iou: 0.3051, d1.loss_cls: 0.1475, d1.loss_bbox: 0.1199, d1.loss_iou: 0.3047, d2.loss_cls: 0.1417, d2.loss_bbox: 0.1177, d2.loss_iou: 0.3022, d3.loss_cls: 0.1387, d3.loss_bbox: 0.1179, d3.loss_iou: 0.3017, d4.loss_cls: 0.1378, d4.loss_bbox: 0.1171, d4.loss_iou: 0.3002, dn_loss_cls: 0.0096, dn_loss_bbox: 0.1457, dn_loss_iou: 0.2372, d0.dn_loss_cls: 0.0365, d0.dn_loss_bbox: 0.2297, d0.dn_loss_iou: 0.3320, d1.dn_loss_cls: 0.0166, d1.dn_loss_bbox: 0.1660, d1.dn_loss_iou: 0.2622, d2.dn_loss_cls: 0.0123, d2.dn_loss_bbox: 0.1498, d2.dn_loss_iou: 0.2427, d3.dn_loss_cls: 0.0104, d3.dn_loss_bbox: 0.1467, d3.dn_loss_iou: 0.2389, d4.dn_loss_cls: 0.0097, d4.dn_loss_bbox: 0.1456, d4.dn_loss_iou: 0.2372, loss: 6.6471 2024-05-21 16:15:15,318 - mmdet - INFO - Epoch [31][850/3665] lr: 2.000e-05, eta: 8:40:16, time: 1.468, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1602, interm_loss_bbox: 0.1277, interm_loss_iou: 0.3237, loss_cls: 0.1324, loss_bbox: 0.1164, loss_iou: 0.3054, d0.loss_cls: 0.1671, d0.loss_bbox: 0.1197, d0.loss_iou: 0.3097, d1.loss_cls: 0.1425, d1.loss_bbox: 0.1198, d1.loss_iou: 0.3088, d2.loss_cls: 0.1366, d2.loss_bbox: 0.1176, d2.loss_iou: 0.3073, d3.loss_cls: 0.1341, d3.loss_bbox: 0.1172, d3.loss_iou: 0.3063, d4.loss_cls: 0.1331, d4.loss_bbox: 0.1166, d4.loss_iou: 0.3054, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1450, dn_loss_iou: 0.2355, d0.dn_loss_cls: 0.0353, d0.dn_loss_bbox: 0.2274, d0.dn_loss_iou: 0.3296, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1646, d1.dn_loss_iou: 0.2605, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1492, d2.dn_loss_iou: 0.2410, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1461, d3.dn_loss_iou: 0.2372, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1449, d4.dn_loss_iou: 0.2354, loss: 6.6116 2024-05-21 16:16:29,411 - mmdet - INFO - Epoch [31][900/3665] lr: 2.000e-05, eta: 8:39:02, time: 1.482, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1580, interm_loss_bbox: 0.1344, interm_loss_iou: 0.3178, loss_cls: 0.1303, loss_bbox: 0.1214, loss_iou: 0.2980, d0.loss_cls: 0.1691, d0.loss_bbox: 0.1264, d0.loss_iou: 0.3044, d1.loss_cls: 0.1411, d1.loss_bbox: 0.1252, d1.loss_iou: 0.3034, d2.loss_cls: 0.1350, d2.loss_bbox: 0.1226, d2.loss_iou: 0.2997, d3.loss_cls: 0.1328, d3.loss_bbox: 0.1216, d3.loss_iou: 0.2985, d4.loss_cls: 0.1312, d4.loss_bbox: 0.1212, d4.loss_iou: 0.2977, dn_loss_cls: 0.0098, dn_loss_bbox: 0.1463, dn_loss_iou: 0.2326, d0.dn_loss_cls: 0.0368, d0.dn_loss_bbox: 0.2301, d0.dn_loss_iou: 0.3280, d1.dn_loss_cls: 0.0168, d1.dn_loss_bbox: 0.1658, d1.dn_loss_iou: 0.2580, d2.dn_loss_cls: 0.0124, d2.dn_loss_bbox: 0.1502, d2.dn_loss_iou: 0.2380, d3.dn_loss_cls: 0.0106, d3.dn_loss_bbox: 0.1471, d3.dn_loss_iou: 0.2342, d4.dn_loss_cls: 0.0099, d4.dn_loss_bbox: 0.1463, d4.dn_loss_iou: 0.2324, loss: 6.5949 2024-05-21 16:17:40,813 - mmdet - INFO - Epoch [31][950/3665] lr: 2.000e-05, eta: 8:37:48, time: 1.428, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1616, interm_loss_bbox: 0.1312, interm_loss_iou: 0.3219, loss_cls: 0.1326, loss_bbox: 0.1201, loss_iou: 0.3042, d0.loss_cls: 0.1707, d0.loss_bbox: 0.1234, d0.loss_iou: 0.3083, d1.loss_cls: 0.1435, d1.loss_bbox: 0.1226, d1.loss_iou: 0.3079, d2.loss_cls: 0.1364, d2.loss_bbox: 0.1213, d2.loss_iou: 0.3063, d3.loss_cls: 0.1342, d3.loss_bbox: 0.1204, d3.loss_iou: 0.3055, d4.loss_cls: 0.1332, d4.loss_bbox: 0.1199, d4.loss_iou: 0.3042, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1483, dn_loss_iou: 0.2338, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2285, d0.dn_loss_iou: 0.3266, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1666, d1.dn_loss_iou: 0.2586, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1521, d2.dn_loss_iou: 0.2392, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1492, d3.dn_loss_iou: 0.2355, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1483, d4.dn_loss_iou: 0.2338, loss: 6.6412 2024-05-21 16:18:52,845 - mmdet - INFO - Epoch [31][1000/3665] lr: 2.000e-05, eta: 8:36:34, time: 1.441, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1621, interm_loss_bbox: 0.1271, interm_loss_iou: 0.3263, loss_cls: 0.1338, loss_bbox: 0.1160, loss_iou: 0.3066, d0.loss_cls: 0.1701, d0.loss_bbox: 0.1188, d0.loss_iou: 0.3113, d1.loss_cls: 0.1441, d1.loss_bbox: 0.1187, d1.loss_iou: 0.3113, d2.loss_cls: 0.1382, d2.loss_bbox: 0.1168, d2.loss_iou: 0.3086, d3.loss_cls: 0.1357, d3.loss_bbox: 0.1162, d3.loss_iou: 0.3072, d4.loss_cls: 0.1344, d4.loss_bbox: 0.1157, d4.loss_iou: 0.3066, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1410, dn_loss_iou: 0.2359, d0.dn_loss_cls: 0.0363, d0.dn_loss_bbox: 0.2187, d0.dn_loss_iou: 0.3304, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1599, d1.dn_loss_iou: 0.2611, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1451, d2.dn_loss_iou: 0.2413, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1421, d3.dn_loss_iou: 0.2376, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1410, d4.dn_loss_iou: 0.2358, loss: 6.6072 2024-05-21 16:20:05,349 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 16:20:05,349 - mmdet - INFO - Epoch [31][1050/3665] lr: 2.000e-05, eta: 8:35:20, time: 1.450, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1571, interm_loss_bbox: 0.1282, interm_loss_iou: 0.3186, loss_cls: 0.1308, loss_bbox: 0.1152, loss_iou: 0.2971, d0.loss_cls: 0.1666, d0.loss_bbox: 0.1190, d0.loss_iou: 0.3023, d1.loss_cls: 0.1392, d1.loss_bbox: 0.1202, d1.loss_iou: 0.3025, d2.loss_cls: 0.1351, d2.loss_bbox: 0.1163, d2.loss_iou: 0.2990, d3.loss_cls: 0.1328, d3.loss_bbox: 0.1159, d3.loss_iou: 0.2978, d4.loss_cls: 0.1310, d4.loss_bbox: 0.1158, d4.loss_iou: 0.2975, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1412, dn_loss_iou: 0.2371, d0.dn_loss_cls: 0.0351, d0.dn_loss_bbox: 0.2212, d0.dn_loss_iou: 0.3335, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1586, d1.dn_loss_iou: 0.2618, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1443, d2.dn_loss_iou: 0.2423, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1420, d3.dn_loss_iou: 0.2387, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1411, d4.dn_loss_iou: 0.2369, loss: 6.5259 2024-05-21 16:21:17,040 - mmdet - INFO - Epoch [31][1100/3665] lr: 2.000e-05, eta: 8:34:05, time: 1.434, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1621, interm_loss_bbox: 0.1313, interm_loss_iou: 0.3141, loss_cls: 0.1323, loss_bbox: 0.1199, loss_iou: 0.2931, d0.loss_cls: 0.1698, d0.loss_bbox: 0.1230, d0.loss_iou: 0.2976, d1.loss_cls: 0.1429, d1.loss_bbox: 0.1231, d1.loss_iou: 0.2979, d2.loss_cls: 0.1367, d2.loss_bbox: 0.1211, d2.loss_iou: 0.2951, d3.loss_cls: 0.1344, d3.loss_bbox: 0.1206, d3.loss_iou: 0.2939, d4.loss_cls: 0.1332, d4.loss_bbox: 0.1200, d4.loss_iou: 0.2931, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1463, dn_loss_iou: 0.2318, d0.dn_loss_cls: 0.0366, d0.dn_loss_bbox: 0.2322, d0.dn_loss_iou: 0.3274, d1.dn_loss_cls: 0.0166, d1.dn_loss_bbox: 0.1671, d1.dn_loss_iou: 0.2577, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1506, d2.dn_loss_iou: 0.2373, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1473, d3.dn_loss_iou: 0.2335, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1462, d4.dn_loss_iou: 0.2318, loss: 6.5574 2024-05-21 16:22:28,670 - mmdet - INFO - Epoch [31][1150/3665] lr: 2.000e-05, eta: 8:32:51, time: 1.433, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1605, interm_loss_bbox: 0.1333, interm_loss_iou: 0.3176, loss_cls: 0.1313, loss_bbox: 0.1204, loss_iou: 0.2972, d0.loss_cls: 0.1693, d0.loss_bbox: 0.1241, d0.loss_iou: 0.3016, d1.loss_cls: 0.1431, d1.loss_bbox: 0.1236, d1.loss_iou: 0.3004, d2.loss_cls: 0.1360, d2.loss_bbox: 0.1215, d2.loss_iou: 0.2987, d3.loss_cls: 0.1333, d3.loss_bbox: 0.1211, d3.loss_iou: 0.2976, d4.loss_cls: 0.1316, d4.loss_bbox: 0.1208, d4.loss_iou: 0.2972, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1485, dn_loss_iou: 0.2320, d0.dn_loss_cls: 0.0352, d0.dn_loss_bbox: 0.2315, d0.dn_loss_iou: 0.3270, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1664, d1.dn_loss_iou: 0.2562, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1519, d2.dn_loss_iou: 0.2371, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1493, d3.dn_loss_iou: 0.2337, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1484, d4.dn_loss_iou: 0.2319, loss: 6.5844 2024-05-21 16:23:42,744 - mmdet - INFO - Epoch [31][1200/3665] lr: 2.000e-05, eta: 8:31:37, time: 1.482, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1602, interm_loss_bbox: 0.1312, interm_loss_iou: 0.3172, loss_cls: 0.1323, loss_bbox: 0.1191, loss_iou: 0.2970, d0.loss_cls: 0.1689, d0.loss_bbox: 0.1229, d0.loss_iou: 0.3029, d1.loss_cls: 0.1429, d1.loss_bbox: 0.1227, d1.loss_iou: 0.3016, d2.loss_cls: 0.1371, d2.loss_bbox: 0.1202, d2.loss_iou: 0.2986, d3.loss_cls: 0.1343, d3.loss_bbox: 0.1196, d3.loss_iou: 0.2979, d4.loss_cls: 0.1323, d4.loss_bbox: 0.1195, d4.loss_iou: 0.2976, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1435, dn_loss_iou: 0.2284, d0.dn_loss_cls: 0.0350, d0.dn_loss_bbox: 0.2289, d0.dn_loss_iou: 0.3249, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1625, d1.dn_loss_iou: 0.2535, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1471, d2.dn_loss_iou: 0.2338, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1445, d3.dn_loss_iou: 0.2302, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1434, d4.dn_loss_iou: 0.2284, loss: 6.5306 2024-05-21 16:25:04,785 - mmdet - INFO - Epoch [31][1250/3665] lr: 2.000e-05, eta: 8:30:25, time: 1.641, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1602, interm_loss_bbox: 0.1302, interm_loss_iou: 0.3183, loss_cls: 0.1308, loss_bbox: 0.1176, loss_iou: 0.2994, d0.loss_cls: 0.1683, d0.loss_bbox: 0.1214, d0.loss_iou: 0.3045, d1.loss_cls: 0.1410, d1.loss_bbox: 0.1215, d1.loss_iou: 0.3045, d2.loss_cls: 0.1358, d2.loss_bbox: 0.1186, d2.loss_iou: 0.3012, d3.loss_cls: 0.1328, d3.loss_bbox: 0.1183, d3.loss_iou: 0.3005, d4.loss_cls: 0.1313, d4.loss_bbox: 0.1177, d4.loss_iou: 0.2996, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1449, dn_loss_iou: 0.2329, d0.dn_loss_cls: 0.0363, d0.dn_loss_bbox: 0.2308, d0.dn_loss_iou: 0.3274, d1.dn_loss_cls: 0.0165, d1.dn_loss_bbox: 0.1662, d1.dn_loss_iou: 0.2580, d2.dn_loss_cls: 0.0120, d2.dn_loss_bbox: 0.1494, d2.dn_loss_iou: 0.2384, d3.dn_loss_cls: 0.0103, d3.dn_loss_bbox: 0.1461, d3.dn_loss_iou: 0.2346, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1448, d4.dn_loss_iou: 0.2328, loss: 6.5736 2024-05-21 16:26:21,524 - mmdet - INFO - Epoch [31][1300/3665] lr: 2.000e-05, eta: 8:29:12, time: 1.535, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1653, interm_loss_bbox: 0.1306, interm_loss_iou: 0.3223, loss_cls: 0.1356, loss_bbox: 0.1191, loss_iou: 0.3036, d0.loss_cls: 0.1731, d0.loss_bbox: 0.1226, d0.loss_iou: 0.3078, d1.loss_cls: 0.1458, d1.loss_bbox: 0.1230, d1.loss_iou: 0.3085, d2.loss_cls: 0.1403, d2.loss_bbox: 0.1211, d2.loss_iou: 0.3053, d3.loss_cls: 0.1376, d3.loss_bbox: 0.1199, d3.loss_iou: 0.3050, d4.loss_cls: 0.1363, d4.loss_bbox: 0.1191, d4.loss_iou: 0.3038, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1478, dn_loss_iou: 0.2346, d0.dn_loss_cls: 0.0359, d0.dn_loss_bbox: 0.2291, d0.dn_loss_iou: 0.3269, d1.dn_loss_cls: 0.0161, d1.dn_loss_bbox: 0.1669, d1.dn_loss_iou: 0.2595, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1518, d2.dn_loss_iou: 0.2400, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1490, d3.dn_loss_iou: 0.2364, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1477, d4.dn_loss_iou: 0.2346, loss: 6.6615 2024-05-21 16:27:35,557 - mmdet - INFO - Epoch [31][1350/3665] lr: 2.000e-05, eta: 8:27:58, time: 1.481, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1589, interm_loss_bbox: 0.1307, interm_loss_iou: 0.3134, loss_cls: 0.1291, loss_bbox: 0.1187, loss_iou: 0.2946, d0.loss_cls: 0.1672, d0.loss_bbox: 0.1211, d0.loss_iou: 0.2975, d1.loss_cls: 0.1389, d1.loss_bbox: 0.1216, d1.loss_iou: 0.3001, d2.loss_cls: 0.1334, d2.loss_bbox: 0.1198, d2.loss_iou: 0.2967, d3.loss_cls: 0.1316, d3.loss_bbox: 0.1184, d3.loss_iou: 0.2951, d4.loss_cls: 0.1303, d4.loss_bbox: 0.1179, d4.loss_iou: 0.2942, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1414, dn_loss_iou: 0.2257, d0.dn_loss_cls: 0.0330, d0.dn_loss_bbox: 0.2196, d0.dn_loss_iou: 0.3150, d1.dn_loss_cls: 0.0144, d1.dn_loss_bbox: 0.1599, d1.dn_loss_iou: 0.2495, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1453, d2.dn_loss_iou: 0.2310, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1421, d3.dn_loss_iou: 0.2273, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1413, d4.dn_loss_iou: 0.2256, loss: 6.4357 2024-05-21 16:28:52,403 - mmdet - INFO - Epoch [31][1400/3665] lr: 2.000e-05, eta: 8:26:45, time: 1.537, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1589, interm_loss_bbox: 0.1298, interm_loss_iou: 0.3250, loss_cls: 0.1300, loss_bbox: 0.1192, loss_iou: 0.3072, d0.loss_cls: 0.1672, d0.loss_bbox: 0.1215, d0.loss_iou: 0.3108, d1.loss_cls: 0.1404, d1.loss_bbox: 0.1217, d1.loss_iou: 0.3107, d2.loss_cls: 0.1348, d2.loss_bbox: 0.1198, d2.loss_iou: 0.3080, d3.loss_cls: 0.1319, d3.loss_bbox: 0.1194, d3.loss_iou: 0.3074, d4.loss_cls: 0.1305, d4.loss_bbox: 0.1190, d4.loss_iou: 0.3072, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1459, dn_loss_iou: 0.2330, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2256, d0.dn_loss_iou: 0.3277, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1643, d1.dn_loss_iou: 0.2586, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1494, d2.dn_loss_iou: 0.2385, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1467, d3.dn_loss_iou: 0.2347, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1458, d4.dn_loss_iou: 0.2330, loss: 6.6119 2024-05-21 16:30:05,689 - mmdet - INFO - Epoch [31][1450/3665] lr: 2.000e-05, eta: 8:25:31, time: 1.466, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1585, interm_loss_bbox: 0.1284, interm_loss_iou: 0.3205, loss_cls: 0.1317, loss_bbox: 0.1152, loss_iou: 0.2987, d0.loss_cls: 0.1678, d0.loss_bbox: 0.1197, d0.loss_iou: 0.3040, d1.loss_cls: 0.1416, d1.loss_bbox: 0.1178, d1.loss_iou: 0.3031, d2.loss_cls: 0.1355, d2.loss_bbox: 0.1163, d2.loss_iou: 0.3007, d3.loss_cls: 0.1341, d3.loss_bbox: 0.1153, d3.loss_iou: 0.2991, d4.loss_cls: 0.1324, d4.loss_bbox: 0.1153, d4.loss_iou: 0.2984, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1401, dn_loss_iou: 0.2326, d0.dn_loss_cls: 0.0348, d0.dn_loss_bbox: 0.2179, d0.dn_loss_iou: 0.3256, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1582, d1.dn_loss_iou: 0.2571, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1437, d2.dn_loss_iou: 0.2377, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1409, d3.dn_loss_iou: 0.2340, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1400, d4.dn_loss_iou: 0.2325, loss: 6.5005 2024-05-21 16:31:21,179 - mmdet - INFO - Epoch [31][1500/3665] lr: 2.000e-05, eta: 8:24:17, time: 1.510, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1581, interm_loss_bbox: 0.1348, interm_loss_iou: 0.3139, loss_cls: 0.1291, loss_bbox: 0.1220, loss_iou: 0.2941, d0.loss_cls: 0.1669, d0.loss_bbox: 0.1248, d0.loss_iou: 0.2987, d1.loss_cls: 0.1404, d1.loss_bbox: 0.1243, d1.loss_iou: 0.2986, d2.loss_cls: 0.1342, d2.loss_bbox: 0.1226, d2.loss_iou: 0.2960, d3.loss_cls: 0.1318, d3.loss_bbox: 0.1219, d3.loss_iou: 0.2942, d4.loss_cls: 0.1298, d4.loss_bbox: 0.1219, d4.loss_iou: 0.2944, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1516, dn_loss_iou: 0.2323, d0.dn_loss_cls: 0.0351, d0.dn_loss_bbox: 0.2343, d0.dn_loss_iou: 0.3275, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1711, d1.dn_loss_iou: 0.2575, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1558, d2.dn_loss_iou: 0.2381, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1526, d3.dn_loss_iou: 0.2340, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1515, d4.dn_loss_iou: 0.2322, loss: 6.5795 2024-05-21 16:32:32,857 - mmdet - INFO - Epoch [31][1550/3665] lr: 2.000e-05, eta: 8:23:03, time: 1.433, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1599, interm_loss_bbox: 0.1335, interm_loss_iou: 0.3158, loss_cls: 0.1322, loss_bbox: 0.1207, loss_iou: 0.2950, d0.loss_cls: 0.1666, d0.loss_bbox: 0.1254, d0.loss_iou: 0.3010, d1.loss_cls: 0.1413, d1.loss_bbox: 0.1247, d1.loss_iou: 0.3000, d2.loss_cls: 0.1362, d2.loss_bbox: 0.1218, d2.loss_iou: 0.2967, d3.loss_cls: 0.1334, d3.loss_bbox: 0.1215, d3.loss_iou: 0.2961, d4.loss_cls: 0.1326, d4.loss_bbox: 0.1206, d4.loss_iou: 0.2952, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1501, dn_loss_iou: 0.2296, d0.dn_loss_cls: 0.0341, d0.dn_loss_bbox: 0.2314, d0.dn_loss_iou: 0.3220, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1676, d1.dn_loss_iou: 0.2530, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1530, d2.dn_loss_iou: 0.2344, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1508, d3.dn_loss_iou: 0.2310, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1500, d4.dn_loss_iou: 0.2293, loss: 6.5568 2024-05-21 16:33:46,844 - mmdet - INFO - Epoch [31][1600/3665] lr: 2.000e-05, eta: 8:21:49, time: 1.480, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1596, interm_loss_bbox: 0.1337, interm_loss_iou: 0.3219, loss_cls: 0.1329, loss_bbox: 0.1182, loss_iou: 0.2986, d0.loss_cls: 0.1685, d0.loss_bbox: 0.1243, d0.loss_iou: 0.3058, d1.loss_cls: 0.1412, d1.loss_bbox: 0.1231, d1.loss_iou: 0.3042, d2.loss_cls: 0.1369, d2.loss_bbox: 0.1196, d2.loss_iou: 0.2998, d3.loss_cls: 0.1342, d3.loss_bbox: 0.1190, d3.loss_iou: 0.2996, d4.loss_cls: 0.1331, d4.loss_bbox: 0.1186, d4.loss_iou: 0.2989, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1450, dn_loss_iou: 0.2325, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2291, d0.dn_loss_iou: 0.3280, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1642, d1.dn_loss_iou: 0.2573, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1489, d2.dn_loss_iou: 0.2379, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1460, d3.dn_loss_iou: 0.2341, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1450, d4.dn_loss_iou: 0.2323, loss: 6.5814 2024-05-21 16:34:59,613 - mmdet - INFO - Epoch [31][1650/3665] lr: 2.000e-05, eta: 8:20:35, time: 1.456, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1622, interm_loss_bbox: 0.1322, interm_loss_iou: 0.3184, loss_cls: 0.1324, loss_bbox: 0.1198, loss_iou: 0.2992, d0.loss_cls: 0.1702, d0.loss_bbox: 0.1226, d0.loss_iou: 0.3027, d1.loss_cls: 0.1431, d1.loss_bbox: 0.1226, d1.loss_iou: 0.3031, d2.loss_cls: 0.1364, d2.loss_bbox: 0.1211, d2.loss_iou: 0.3008, d3.loss_cls: 0.1344, d3.loss_bbox: 0.1204, d3.loss_iou: 0.2999, d4.loss_cls: 0.1334, d4.loss_bbox: 0.1193, d4.loss_iou: 0.2990, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1465, dn_loss_iou: 0.2355, d0.dn_loss_cls: 0.0355, d0.dn_loss_bbox: 0.2287, d0.dn_loss_iou: 0.3307, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1659, d1.dn_loss_iou: 0.2608, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1503, d2.dn_loss_iou: 0.2410, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1476, d3.dn_loss_iou: 0.2373, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1465, d4.dn_loss_iou: 0.2354, loss: 6.6093 2024-05-21 16:36:10,716 - mmdet - INFO - Epoch [31][1700/3665] lr: 2.000e-05, eta: 8:19:21, time: 1.422, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1574, interm_loss_bbox: 0.1323, interm_loss_iou: 0.3202, loss_cls: 0.1287, loss_bbox: 0.1177, loss_iou: 0.2983, d0.loss_cls: 0.1663, d0.loss_bbox: 0.1216, d0.loss_iou: 0.3026, d1.loss_cls: 0.1400, d1.loss_bbox: 0.1216, d1.loss_iou: 0.3022, d2.loss_cls: 0.1333, d2.loss_bbox: 0.1192, d2.loss_iou: 0.2997, d3.loss_cls: 0.1310, d3.loss_bbox: 0.1183, d3.loss_iou: 0.2985, d4.loss_cls: 0.1297, d4.loss_bbox: 0.1176, d4.loss_iou: 0.2979, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1420, dn_loss_iou: 0.2293, d0.dn_loss_cls: 0.0337, d0.dn_loss_bbox: 0.2193, d0.dn_loss_iou: 0.3198, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1599, d1.dn_loss_iou: 0.2525, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1457, d2.dn_loss_iou: 0.2345, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1429, d3.dn_loss_iou: 0.2310, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1419, d4.dn_loss_iou: 0.2293, loss: 6.4874 2024-05-21 16:37:24,554 - mmdet - INFO - Epoch [31][1750/3665] lr: 2.000e-05, eta: 8:18:07, time: 1.477, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1635, interm_loss_bbox: 0.1342, interm_loss_iou: 0.3221, loss_cls: 0.1354, loss_bbox: 0.1201, loss_iou: 0.3015, d0.loss_cls: 0.1718, d0.loss_bbox: 0.1249, d0.loss_iou: 0.3071, d1.loss_cls: 0.1465, d1.loss_bbox: 0.1230, d1.loss_iou: 0.3054, d2.loss_cls: 0.1392, d2.loss_bbox: 0.1220, d2.loss_iou: 0.3036, d3.loss_cls: 0.1369, d3.loss_bbox: 0.1208, d3.loss_iou: 0.3028, d4.loss_cls: 0.1357, d4.loss_bbox: 0.1204, d4.loss_iou: 0.3017, dn_loss_cls: 0.0095, dn_loss_bbox: 0.1501, dn_loss_iou: 0.2347, d0.dn_loss_cls: 0.0363, d0.dn_loss_bbox: 0.2324, d0.dn_loss_iou: 0.3288, d1.dn_loss_cls: 0.0165, d1.dn_loss_bbox: 0.1694, d1.dn_loss_iou: 0.2598, d2.dn_loss_cls: 0.0120, d2.dn_loss_bbox: 0.1537, d2.dn_loss_iou: 0.2400, d3.dn_loss_cls: 0.0103, d3.dn_loss_bbox: 0.1510, d3.dn_loss_iou: 0.2365, d4.dn_loss_cls: 0.0097, d4.dn_loss_bbox: 0.1500, d4.dn_loss_iou: 0.2347, loss: 6.6740 2024-05-21 16:38:46,422 - mmdet - INFO - Epoch [31][1800/3665] lr: 2.000e-05, eta: 8:16:55, time: 1.637, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1645, interm_loss_bbox: 0.1283, interm_loss_iou: 0.3275, loss_cls: 0.1353, loss_bbox: 0.1172, loss_iou: 0.3087, d0.loss_cls: 0.1713, d0.loss_bbox: 0.1202, d0.loss_iou: 0.3128, d1.loss_cls: 0.1469, d1.loss_bbox: 0.1192, d1.loss_iou: 0.3126, d2.loss_cls: 0.1398, d2.loss_bbox: 0.1176, d2.loss_iou: 0.3108, d3.loss_cls: 0.1368, d3.loss_bbox: 0.1177, d3.loss_iou: 0.3096, d4.loss_cls: 0.1358, d4.loss_bbox: 0.1170, d4.loss_iou: 0.3085, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1470, dn_loss_iou: 0.2372, d0.dn_loss_cls: 0.0363, d0.dn_loss_bbox: 0.2306, d0.dn_loss_iou: 0.3338, d1.dn_loss_cls: 0.0163, d1.dn_loss_bbox: 0.1666, d1.dn_loss_iou: 0.2629, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1511, d2.dn_loss_iou: 0.2428, d3.dn_loss_cls: 0.0101, d3.dn_loss_bbox: 0.1480, d3.dn_loss_iou: 0.2388, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1469, d4.dn_loss_iou: 0.2370, loss: 6.6934 2024-05-21 16:40:04,715 - mmdet - INFO - Epoch [31][1850/3665] lr: 2.000e-05, eta: 8:15:42, time: 1.566, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1663, interm_loss_bbox: 0.1291, interm_loss_iou: 0.3259, loss_cls: 0.1389, loss_bbox: 0.1164, loss_iou: 0.3046, d0.loss_cls: 0.1750, d0.loss_bbox: 0.1210, d0.loss_iou: 0.3119, d1.loss_cls: 0.1496, d1.loss_bbox: 0.1204, d1.loss_iou: 0.3101, d2.loss_cls: 0.1434, d2.loss_bbox: 0.1182, d2.loss_iou: 0.3078, d3.loss_cls: 0.1406, d3.loss_bbox: 0.1173, d3.loss_iou: 0.3064, d4.loss_cls: 0.1391, d4.loss_bbox: 0.1166, d4.loss_iou: 0.3054, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1422, dn_loss_iou: 0.2335, d0.dn_loss_cls: 0.0351, d0.dn_loss_bbox: 0.2290, d0.dn_loss_iou: 0.3307, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1632, d1.dn_loss_iou: 0.2602, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1464, d2.dn_loss_iou: 0.2393, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1432, d3.dn_loss_iou: 0.2353, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1421, d4.dn_loss_iou: 0.2335, loss: 6.6514 2024-05-21 16:41:16,733 - mmdet - INFO - Epoch [31][1900/3665] lr: 2.000e-05, eta: 8:14:28, time: 1.440, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1636, interm_loss_bbox: 0.1273, interm_loss_iou: 0.3178, loss_cls: 0.1347, loss_bbox: 0.1186, loss_iou: 0.3001, d0.loss_cls: 0.1718, d0.loss_bbox: 0.1196, d0.loss_iou: 0.3027, d1.loss_cls: 0.1463, d1.loss_bbox: 0.1203, d1.loss_iou: 0.3033, d2.loss_cls: 0.1389, d2.loss_bbox: 0.1193, d2.loss_iou: 0.3024, d3.loss_cls: 0.1363, d3.loss_bbox: 0.1190, d3.loss_iou: 0.3014, d4.loss_cls: 0.1354, d4.loss_bbox: 0.1185, d4.loss_iou: 0.3003, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1416, dn_loss_iou: 0.2314, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2215, d0.dn_loss_iou: 0.3245, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1597, d1.dn_loss_iou: 0.2561, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1458, d2.dn_loss_iou: 0.2370, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1428, d3.dn_loss_iou: 0.2332, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1415, d4.dn_loss_iou: 0.2312, loss: 6.5550 2024-05-21 16:42:33,082 - mmdet - INFO - Epoch [31][1950/3665] lr: 2.000e-05, eta: 8:13:14, time: 1.527, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1556, interm_loss_bbox: 0.1287, interm_loss_iou: 0.3178, loss_cls: 0.1282, loss_bbox: 0.1163, loss_iou: 0.2997, d0.loss_cls: 0.1650, d0.loss_bbox: 0.1193, d0.loss_iou: 0.3018, d1.loss_cls: 0.1381, d1.loss_bbox: 0.1195, d1.loss_iou: 0.3035, d2.loss_cls: 0.1314, d2.loss_bbox: 0.1174, d2.loss_iou: 0.3018, d3.loss_cls: 0.1296, d3.loss_bbox: 0.1167, d3.loss_iou: 0.3007, d4.loss_cls: 0.1289, d4.loss_bbox: 0.1163, d4.loss_iou: 0.2998, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1439, dn_loss_iou: 0.2289, d0.dn_loss_cls: 0.0353, d0.dn_loss_bbox: 0.2296, d0.dn_loss_iou: 0.3240, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1631, d1.dn_loss_iou: 0.2538, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1477, d2.dn_loss_iou: 0.2341, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1450, d3.dn_loss_iou: 0.2305, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1438, d4.dn_loss_iou: 0.2288, loss: 6.4961 2024-05-21 16:43:46,797 - mmdet - INFO - Epoch [31][2000/3665] lr: 2.000e-05, eta: 8:12:00, time: 1.474, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1564, interm_loss_bbox: 0.1315, interm_loss_iou: 0.3244, loss_cls: 0.1291, loss_bbox: 0.1190, loss_iou: 0.3053, d0.loss_cls: 0.1652, d0.loss_bbox: 0.1228, d0.loss_iou: 0.3101, d1.loss_cls: 0.1386, d1.loss_bbox: 0.1226, d1.loss_iou: 0.3106, d2.loss_cls: 0.1325, d2.loss_bbox: 0.1205, d2.loss_iou: 0.3086, d3.loss_cls: 0.1306, d3.loss_bbox: 0.1197, d3.loss_iou: 0.3064, d4.loss_cls: 0.1297, d4.loss_bbox: 0.1191, d4.loss_iou: 0.3052, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1442, dn_loss_iou: 0.2404, d0.dn_loss_cls: 0.0344, d0.dn_loss_bbox: 0.2244, d0.dn_loss_iou: 0.3353, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1626, d1.dn_loss_iou: 0.2654, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1476, d2.dn_loss_iou: 0.2457, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1452, d3.dn_loss_iou: 0.2421, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1441, d4.dn_loss_iou: 0.2403, loss: 6.6319 2024-05-21 16:44:58,317 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 16:44:58,317 - mmdet - INFO - Epoch [31][2050/3665] lr: 2.000e-05, eta: 8:10:46, time: 1.430, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1659, interm_loss_bbox: 0.1343, interm_loss_iou: 0.3214, loss_cls: 0.1358, loss_bbox: 0.1227, loss_iou: 0.3030, d0.loss_cls: 0.1737, d0.loss_bbox: 0.1255, d0.loss_iou: 0.3068, d1.loss_cls: 0.1476, d1.loss_bbox: 0.1258, d1.loss_iou: 0.3070, d2.loss_cls: 0.1407, d2.loss_bbox: 0.1241, d2.loss_iou: 0.3045, d3.loss_cls: 0.1382, d3.loss_bbox: 0.1227, d3.loss_iou: 0.3033, d4.loss_cls: 0.1365, d4.loss_bbox: 0.1228, d4.loss_iou: 0.3031, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1500, dn_loss_iou: 0.2333, d0.dn_loss_cls: 0.0353, d0.dn_loss_bbox: 0.2358, d0.dn_loss_iou: 0.3284, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1701, d1.dn_loss_iou: 0.2588, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1536, d2.dn_loss_iou: 0.2387, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1508, d3.dn_loss_iou: 0.2350, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1498, d4.dn_loss_iou: 0.2333, loss: 6.6918 2024-05-21 16:46:14,825 - mmdet - INFO - Epoch [31][2100/3665] lr: 2.000e-05, eta: 8:09:33, time: 1.530, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1567, interm_loss_bbox: 0.1298, interm_loss_iou: 0.3154, loss_cls: 0.1279, loss_bbox: 0.1191, loss_iou: 0.2970, d0.loss_cls: 0.1646, d0.loss_bbox: 0.1219, d0.loss_iou: 0.3018, d1.loss_cls: 0.1389, d1.loss_bbox: 0.1223, d1.loss_iou: 0.3018, d2.loss_cls: 0.1321, d2.loss_bbox: 0.1206, d2.loss_iou: 0.2991, d3.loss_cls: 0.1292, d3.loss_bbox: 0.1203, d3.loss_iou: 0.2988, d4.loss_cls: 0.1287, d4.loss_bbox: 0.1191, d4.loss_iou: 0.2971, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1402, dn_loss_iou: 0.2281, d0.dn_loss_cls: 0.0340, d0.dn_loss_bbox: 0.2218, d0.dn_loss_iou: 0.3195, d1.dn_loss_cls: 0.0150, d1.dn_loss_bbox: 0.1601, d1.dn_loss_iou: 0.2526, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1443, d2.dn_loss_iou: 0.2336, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1412, d3.dn_loss_iou: 0.2297, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1401, d4.dn_loss_iou: 0.2280, loss: 6.4676 2024-05-21 16:47:26,797 - mmdet - INFO - Epoch [31][2150/3665] lr: 2.000e-05, eta: 8:08:18, time: 1.440, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1617, interm_loss_bbox: 0.1261, interm_loss_iou: 0.3200, loss_cls: 0.1337, loss_bbox: 0.1155, loss_iou: 0.3023, d0.loss_cls: 0.1693, d0.loss_bbox: 0.1184, d0.loss_iou: 0.3061, d1.loss_cls: 0.1427, d1.loss_bbox: 0.1181, d1.loss_iou: 0.3066, d2.loss_cls: 0.1373, d2.loss_bbox: 0.1162, d2.loss_iou: 0.3041, d3.loss_cls: 0.1346, d3.loss_bbox: 0.1157, d3.loss_iou: 0.3038, d4.loss_cls: 0.1336, d4.loss_bbox: 0.1156, d4.loss_iou: 0.3027, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1353, dn_loss_iou: 0.2312, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2129, d0.dn_loss_iou: 0.3222, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1531, d1.dn_loss_iou: 0.2552, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1389, d2.dn_loss_iou: 0.2362, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1362, d3.dn_loss_iou: 0.2328, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1352, d4.dn_loss_iou: 0.2312, loss: 6.4917 2024-05-21 16:48:42,885 - mmdet - INFO - Epoch [31][2200/3665] lr: 2.000e-05, eta: 8:07:05, time: 1.522, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1593, interm_loss_bbox: 0.1302, interm_loss_iou: 0.3221, loss_cls: 0.1318, loss_bbox: 0.1172, loss_iou: 0.3013, d0.loss_cls: 0.1665, d0.loss_bbox: 0.1225, d0.loss_iou: 0.3071, d1.loss_cls: 0.1412, d1.loss_bbox: 0.1211, d1.loss_iou: 0.3066, d2.loss_cls: 0.1356, d2.loss_bbox: 0.1188, d2.loss_iou: 0.3042, d3.loss_cls: 0.1333, d3.loss_bbox: 0.1175, d3.loss_iou: 0.3027, d4.loss_cls: 0.1322, d4.loss_bbox: 0.1172, d4.loss_iou: 0.3018, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1410, dn_loss_iou: 0.2321, d0.dn_loss_cls: 0.0345, d0.dn_loss_bbox: 0.2210, d0.dn_loss_iou: 0.3262, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1588, d1.dn_loss_iou: 0.2562, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1444, d2.dn_loss_iou: 0.2372, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1418, d3.dn_loss_iou: 0.2336, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1410, d4.dn_loss_iou: 0.2320, loss: 6.5448 2024-05-21 16:49:54,553 - mmdet - INFO - Epoch [31][2250/3665] lr: 2.000e-05, eta: 8:05:51, time: 1.433, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1580, interm_loss_bbox: 0.1284, interm_loss_iou: 0.3173, loss_cls: 0.1296, loss_bbox: 0.1164, loss_iou: 0.2969, d0.loss_cls: 0.1664, d0.loss_bbox: 0.1195, d0.loss_iou: 0.3021, d1.loss_cls: 0.1406, d1.loss_bbox: 0.1187, d1.loss_iou: 0.3012, d2.loss_cls: 0.1339, d2.loss_bbox: 0.1176, d2.loss_iou: 0.2988, d3.loss_cls: 0.1318, d3.loss_bbox: 0.1164, d3.loss_iou: 0.2979, d4.loss_cls: 0.1302, d4.loss_bbox: 0.1162, d4.loss_iou: 0.2970, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1398, dn_loss_iou: 0.2297, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2203, d0.dn_loss_iou: 0.3230, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1580, d1.dn_loss_iou: 0.2540, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1431, d2.dn_loss_iou: 0.2347, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1408, d3.dn_loss_iou: 0.2313, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1397, d4.dn_loss_iou: 0.2296, loss: 6.4662 2024-05-21 16:51:09,641 - mmdet - INFO - Epoch [31][2300/3665] lr: 2.000e-05, eta: 8:04:37, time: 1.502, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1615, interm_loss_bbox: 0.1298, interm_loss_iou: 0.3184, loss_cls: 0.1327, loss_bbox: 0.1171, loss_iou: 0.2984, d0.loss_cls: 0.1689, d0.loss_bbox: 0.1204, d0.loss_iou: 0.3039, d1.loss_cls: 0.1424, d1.loss_bbox: 0.1204, d1.loss_iou: 0.3031, d2.loss_cls: 0.1363, d2.loss_bbox: 0.1188, d2.loss_iou: 0.3007, d3.loss_cls: 0.1344, d3.loss_bbox: 0.1180, d3.loss_iou: 0.2995, d4.loss_cls: 0.1332, d4.loss_bbox: 0.1171, d4.loss_iou: 0.2983, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1445, dn_loss_iou: 0.2316, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2242, d0.dn_loss_iou: 0.3246, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1630, d1.dn_loss_iou: 0.2554, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1483, d2.dn_loss_iou: 0.2370, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1453, d3.dn_loss_iou: 0.2333, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1444, d4.dn_loss_iou: 0.2315, loss: 6.5429 2024-05-21 16:52:29,814 - mmdet - INFO - Epoch [31][2350/3665] lr: 2.000e-05, eta: 8:03:24, time: 1.603, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1630, interm_loss_bbox: 0.1338, interm_loss_iou: 0.3202, loss_cls: 0.1342, loss_bbox: 0.1221, loss_iou: 0.2999, d0.loss_cls: 0.1715, d0.loss_bbox: 0.1241, d0.loss_iou: 0.3042, d1.loss_cls: 0.1455, d1.loss_bbox: 0.1248, d1.loss_iou: 0.3045, d2.loss_cls: 0.1386, d2.loss_bbox: 0.1230, d2.loss_iou: 0.3019, d3.loss_cls: 0.1359, d3.loss_bbox: 0.1223, d3.loss_iou: 0.3012, d4.loss_cls: 0.1347, d4.loss_bbox: 0.1220, d4.loss_iou: 0.3001, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1433, dn_loss_iou: 0.2337, d0.dn_loss_cls: 0.0354, d0.dn_loss_bbox: 0.2212, d0.dn_loss_iou: 0.3267, d1.dn_loss_cls: 0.0161, d1.dn_loss_bbox: 0.1608, d1.dn_loss_iou: 0.2583, d2.dn_loss_cls: 0.0118, d2.dn_loss_bbox: 0.1468, d2.dn_loss_iou: 0.2389, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1443, d3.dn_loss_iou: 0.2354, d4.dn_loss_cls: 0.0094, d4.dn_loss_bbox: 0.1432, d4.dn_loss_iou: 0.2335, loss: 6.6053 2024-05-21 16:53:45,939 - mmdet - INFO - Epoch [31][2400/3665] lr: 2.000e-05, eta: 8:02:11, time: 1.523, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1623, interm_loss_bbox: 0.1295, interm_loss_iou: 0.3284, loss_cls: 0.1342, loss_bbox: 0.1191, loss_iou: 0.3092, d0.loss_cls: 0.1701, d0.loss_bbox: 0.1212, d0.loss_iou: 0.3130, d1.loss_cls: 0.1453, d1.loss_bbox: 0.1215, d1.loss_iou: 0.3124, d2.loss_cls: 0.1387, d2.loss_bbox: 0.1207, d2.loss_iou: 0.3110, d3.loss_cls: 0.1363, d3.loss_bbox: 0.1198, d3.loss_iou: 0.3098, d4.loss_cls: 0.1344, d4.loss_bbox: 0.1197, d4.loss_iou: 0.3099, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1475, dn_loss_iou: 0.2388, d0.dn_loss_cls: 0.0348, d0.dn_loss_bbox: 0.2267, d0.dn_loss_iou: 0.3317, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1652, d1.dn_loss_iou: 0.2630, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1506, d2.dn_loss_iou: 0.2438, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1481, d3.dn_loss_iou: 0.2402, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1474, d4.dn_loss_iou: 0.2386, loss: 6.6969 2024-05-21 16:54:59,811 - mmdet - INFO - Epoch [31][2450/3665] lr: 2.000e-05, eta: 8:00:57, time: 1.477, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1589, interm_loss_bbox: 0.1315, interm_loss_iou: 0.3189, loss_cls: 0.1312, loss_bbox: 0.1185, loss_iou: 0.2989, d0.loss_cls: 0.1682, d0.loss_bbox: 0.1210, d0.loss_iou: 0.3026, d1.loss_cls: 0.1425, d1.loss_bbox: 0.1219, d1.loss_iou: 0.3032, d2.loss_cls: 0.1356, d2.loss_bbox: 0.1198, d2.loss_iou: 0.3006, d3.loss_cls: 0.1332, d3.loss_bbox: 0.1190, d3.loss_iou: 0.2999, d4.loss_cls: 0.1320, d4.loss_bbox: 0.1187, d4.loss_iou: 0.2991, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1445, dn_loss_iou: 0.2297, d0.dn_loss_cls: 0.0351, d0.dn_loss_bbox: 0.2291, d0.dn_loss_iou: 0.3232, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1640, d1.dn_loss_iou: 0.2543, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1481, d2.dn_loss_iou: 0.2350, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1454, d3.dn_loss_iou: 0.2313, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1444, d4.dn_loss_iou: 0.2296, loss: 6.5418 2024-05-21 16:56:14,882 - mmdet - INFO - Epoch [31][2500/3665] lr: 2.000e-05, eta: 7:59:44, time: 1.501, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1580, interm_loss_bbox: 0.1325, interm_loss_iou: 0.3176, loss_cls: 0.1301, loss_bbox: 0.1214, loss_iou: 0.2989, d0.loss_cls: 0.1668, d0.loss_bbox: 0.1233, d0.loss_iou: 0.3018, d1.loss_cls: 0.1401, d1.loss_bbox: 0.1238, d1.loss_iou: 0.3028, d2.loss_cls: 0.1343, d2.loss_bbox: 0.1223, d2.loss_iou: 0.3001, d3.loss_cls: 0.1316, d3.loss_bbox: 0.1218, d3.loss_iou: 0.2999, d4.loss_cls: 0.1303, d4.loss_bbox: 0.1214, d4.loss_iou: 0.2992, dn_loss_cls: 0.0092, dn_loss_bbox: 0.1450, dn_loss_iou: 0.2313, d0.dn_loss_cls: 0.0357, d0.dn_loss_bbox: 0.2229, d0.dn_loss_iou: 0.3210, d1.dn_loss_cls: 0.0161, d1.dn_loss_bbox: 0.1615, d1.dn_loss_iou: 0.2541, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1484, d2.dn_loss_iou: 0.2362, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1458, d3.dn_loss_iou: 0.2330, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1449, d4.dn_loss_iou: 0.2312, loss: 6.5453 2024-05-21 16:57:27,393 - mmdet - INFO - Epoch [31][2550/3665] lr: 2.000e-05, eta: 7:58:29, time: 1.450, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1616, interm_loss_bbox: 0.1291, interm_loss_iou: 0.3165, loss_cls: 0.1330, loss_bbox: 0.1169, loss_iou: 0.2964, d0.loss_cls: 0.1692, d0.loss_bbox: 0.1203, d0.loss_iou: 0.3007, d1.loss_cls: 0.1431, d1.loss_bbox: 0.1200, d1.loss_iou: 0.3000, d2.loss_cls: 0.1369, d2.loss_bbox: 0.1181, d2.loss_iou: 0.2982, d3.loss_cls: 0.1346, d3.loss_bbox: 0.1178, d3.loss_iou: 0.2971, d4.loss_cls: 0.1336, d4.loss_bbox: 0.1169, d4.loss_iou: 0.2962, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1414, dn_loss_iou: 0.2331, d0.dn_loss_cls: 0.0363, d0.dn_loss_bbox: 0.2236, d0.dn_loss_iou: 0.3268, d1.dn_loss_cls: 0.0163, d1.dn_loss_bbox: 0.1608, d1.dn_loss_iou: 0.2574, d2.dn_loss_cls: 0.0118, d2.dn_loss_bbox: 0.1451, d2.dn_loss_iou: 0.2382, d3.dn_loss_cls: 0.0101, d3.dn_loss_bbox: 0.1423, d3.dn_loss_iou: 0.2347, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1413, d4.dn_loss_iou: 0.2330, loss: 6.5273 2024-05-21 16:58:39,501 - mmdet - INFO - Epoch [31][2600/3665] lr: 2.000e-05, eta: 7:57:15, time: 1.442, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1644, interm_loss_bbox: 0.1342, interm_loss_iou: 0.3198, loss_cls: 0.1366, loss_bbox: 0.1207, loss_iou: 0.2989, d0.loss_cls: 0.1720, d0.loss_bbox: 0.1251, d0.loss_iou: 0.3056, d1.loss_cls: 0.1469, d1.loss_bbox: 0.1243, d1.loss_iou: 0.3039, d2.loss_cls: 0.1413, d2.loss_bbox: 0.1212, d2.loss_iou: 0.3004, d3.loss_cls: 0.1388, d3.loss_bbox: 0.1207, d3.loss_iou: 0.2989, d4.loss_cls: 0.1371, d4.loss_bbox: 0.1207, d4.loss_iou: 0.2989, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1543, dn_loss_iou: 0.2369, d0.dn_loss_cls: 0.0360, d0.dn_loss_bbox: 0.2394, d0.dn_loss_iou: 0.3317, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1753, d1.dn_loss_iou: 0.2625, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1585, d2.dn_loss_iou: 0.2425, d3.dn_loss_cls: 0.0102, d3.dn_loss_bbox: 0.1554, d3.dn_loss_iou: 0.2386, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1542, d4.dn_loss_iou: 0.2368, loss: 6.7097 2024-05-21 16:59:53,251 - mmdet - INFO - Epoch [31][2650/3665] lr: 2.000e-05, eta: 7:56:01, time: 1.475, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1613, interm_loss_bbox: 0.1311, interm_loss_iou: 0.3144, loss_cls: 0.1329, loss_bbox: 0.1176, loss_iou: 0.2936, d0.loss_cls: 0.1687, d0.loss_bbox: 0.1222, d0.loss_iou: 0.2980, d1.loss_cls: 0.1430, d1.loss_bbox: 0.1224, d1.loss_iou: 0.2987, d2.loss_cls: 0.1364, d2.loss_bbox: 0.1203, d2.loss_iou: 0.2961, d3.loss_cls: 0.1346, d3.loss_bbox: 0.1186, d3.loss_iou: 0.2944, d4.loss_cls: 0.1332, d4.loss_bbox: 0.1179, d4.loss_iou: 0.2938, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1490, dn_loss_iou: 0.2341, d0.dn_loss_cls: 0.0354, d0.dn_loss_bbox: 0.2311, d0.dn_loss_iou: 0.3282, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1692, d1.dn_loss_iou: 0.2589, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1534, d2.dn_loss_iou: 0.2393, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1501, d3.dn_loss_iou: 0.2356, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1490, d4.dn_loss_iou: 0.2338, loss: 6.5716 2024-05-21 17:01:06,682 - mmdet - INFO - Epoch [31][2700/3665] lr: 2.000e-05, eta: 7:54:48, time: 1.469, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1615, interm_loss_bbox: 0.1330, interm_loss_iou: 0.3226, loss_cls: 0.1338, loss_bbox: 0.1194, loss_iou: 0.3024, d0.loss_cls: 0.1697, d0.loss_bbox: 0.1224, d0.loss_iou: 0.3065, d1.loss_cls: 0.1457, d1.loss_bbox: 0.1216, d1.loss_iou: 0.3065, d2.loss_cls: 0.1388, d2.loss_bbox: 0.1199, d2.loss_iou: 0.3037, d3.loss_cls: 0.1365, d3.loss_bbox: 0.1194, d3.loss_iou: 0.3028, d4.loss_cls: 0.1347, d4.loss_bbox: 0.1193, d4.loss_iou: 0.3023, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1459, dn_loss_iou: 0.2321, d0.dn_loss_cls: 0.0349, d0.dn_loss_bbox: 0.2291, d0.dn_loss_iou: 0.3260, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1658, d1.dn_loss_iou: 0.2568, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1500, d2.dn_loss_iou: 0.2373, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1471, d3.dn_loss_iou: 0.2339, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1459, d4.dn_loss_iou: 0.2320, loss: 6.6120 2024-05-21 17:02:19,924 - mmdet - INFO - Epoch [31][2750/3665] lr: 2.000e-05, eta: 7:53:34, time: 1.465, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1601, interm_loss_bbox: 0.1289, interm_loss_iou: 0.3289, loss_cls: 0.1325, loss_bbox: 0.1163, loss_iou: 0.3091, d0.loss_cls: 0.1680, d0.loss_bbox: 0.1208, d0.loss_iou: 0.3146, d1.loss_cls: 0.1446, d1.loss_bbox: 0.1187, d1.loss_iou: 0.3122, d2.loss_cls: 0.1368, d2.loss_bbox: 0.1182, d2.loss_iou: 0.3110, d3.loss_cls: 0.1343, d3.loss_bbox: 0.1172, d3.loss_iou: 0.3098, d4.loss_cls: 0.1327, d4.loss_bbox: 0.1166, d4.loss_iou: 0.3093, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1426, dn_loss_iou: 0.2393, d0.dn_loss_cls: 0.0353, d0.dn_loss_bbox: 0.2221, d0.dn_loss_iou: 0.3330, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1608, d1.dn_loss_iou: 0.2640, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1461, d2.dn_loss_iou: 0.2445, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1435, d3.dn_loss_iou: 0.2409, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1426, d4.dn_loss_iou: 0.2391, loss: 6.6505 2024-05-21 17:03:33,955 - mmdet - INFO - Epoch [31][2800/3665] lr: 2.000e-05, eta: 7:52:20, time: 1.480, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1609, interm_loss_bbox: 0.1319, interm_loss_iou: 0.3174, loss_cls: 0.1322, loss_bbox: 0.1202, loss_iou: 0.2990, d0.loss_cls: 0.1684, d0.loss_bbox: 0.1235, d0.loss_iou: 0.3024, d1.loss_cls: 0.1428, d1.loss_bbox: 0.1228, d1.loss_iou: 0.3021, d2.loss_cls: 0.1365, d2.loss_bbox: 0.1214, d2.loss_iou: 0.3002, d3.loss_cls: 0.1339, d3.loss_bbox: 0.1209, d3.loss_iou: 0.2996, d4.loss_cls: 0.1331, d4.loss_bbox: 0.1200, d4.loss_iou: 0.2986, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1462, dn_loss_iou: 0.2299, d0.dn_loss_cls: 0.0360, d0.dn_loss_bbox: 0.2306, d0.dn_loss_iou: 0.3257, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1659, d1.dn_loss_iou: 0.2554, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1501, d2.dn_loss_iou: 0.2354, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1474, d3.dn_loss_iou: 0.2317, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1461, d4.dn_loss_iou: 0.2297, loss: 6.5733 2024-05-21 17:04:49,385 - mmdet - INFO - Epoch [31][2850/3665] lr: 2.000e-05, eta: 7:51:06, time: 1.509, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1618, interm_loss_bbox: 0.1305, interm_loss_iou: 0.3272, loss_cls: 0.1348, loss_bbox: 0.1192, loss_iou: 0.3078, d0.loss_cls: 0.1693, d0.loss_bbox: 0.1225, d0.loss_iou: 0.3124, d1.loss_cls: 0.1438, d1.loss_bbox: 0.1223, d1.loss_iou: 0.3131, d2.loss_cls: 0.1383, d2.loss_bbox: 0.1210, d2.loss_iou: 0.3101, d3.loss_cls: 0.1366, d3.loss_bbox: 0.1200, d3.loss_iou: 0.3085, d4.loss_cls: 0.1352, d4.loss_bbox: 0.1195, d4.loss_iou: 0.3083, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1435, dn_loss_iou: 0.2345, d0.dn_loss_cls: 0.0355, d0.dn_loss_bbox: 0.2241, d0.dn_loss_iou: 0.3285, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1622, d1.dn_loss_iou: 0.2593, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1474, d2.dn_loss_iou: 0.2398, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1443, d3.dn_loss_iou: 0.2361, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1434, d4.dn_loss_iou: 0.2344, loss: 6.6491 2024-05-21 17:06:08,673 - mmdet - INFO - Epoch [31][2900/3665] lr: 2.000e-05, eta: 7:49:53, time: 1.586, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1597, interm_loss_bbox: 0.1322, interm_loss_iou: 0.3168, loss_cls: 0.1318, loss_bbox: 0.1190, loss_iou: 0.2978, d0.loss_cls: 0.1680, d0.loss_bbox: 0.1230, d0.loss_iou: 0.3020, d1.loss_cls: 0.1415, d1.loss_bbox: 0.1234, d1.loss_iou: 0.3020, d2.loss_cls: 0.1359, d2.loss_bbox: 0.1211, d2.loss_iou: 0.2995, d3.loss_cls: 0.1340, d3.loss_bbox: 0.1194, d3.loss_iou: 0.2979, d4.loss_cls: 0.1327, d4.loss_bbox: 0.1189, d4.loss_iou: 0.2973, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1413, dn_loss_iou: 0.2366, d0.dn_loss_cls: 0.0355, d0.dn_loss_bbox: 0.2193, d0.dn_loss_iou: 0.3297, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1597, d1.dn_loss_iou: 0.2610, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1448, d2.dn_loss_iou: 0.2417, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1423, d3.dn_loss_iou: 0.2382, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1413, d4.dn_loss_iou: 0.2364, loss: 6.5562 2024-05-21 17:07:24,947 - mmdet - INFO - Epoch [31][2950/3665] lr: 2.000e-05, eta: 7:48:40, time: 1.526, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1571, interm_loss_bbox: 0.1336, interm_loss_iou: 0.3126, loss_cls: 0.1280, loss_bbox: 0.1212, loss_iou: 0.2927, d0.loss_cls: 0.1648, d0.loss_bbox: 0.1250, d0.loss_iou: 0.2989, d1.loss_cls: 0.1379, d1.loss_bbox: 0.1244, d1.loss_iou: 0.2983, d2.loss_cls: 0.1319, d2.loss_bbox: 0.1227, d2.loss_iou: 0.2947, d3.loss_cls: 0.1297, d3.loss_bbox: 0.1217, d3.loss_iou: 0.2937, d4.loss_cls: 0.1281, d4.loss_bbox: 0.1215, d4.loss_iou: 0.2931, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1450, dn_loss_iou: 0.2258, d0.dn_loss_cls: 0.0352, d0.dn_loss_bbox: 0.2316, d0.dn_loss_iou: 0.3194, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1659, d1.dn_loss_iou: 0.2500, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1488, d2.dn_loss_iou: 0.2309, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1460, d3.dn_loss_iou: 0.2273, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1449, d4.dn_loss_iou: 0.2257, loss: 6.4809 2024-05-21 17:08:38,381 - mmdet - INFO - Epoch [31][3000/3665] lr: 2.000e-05, eta: 7:47:26, time: 1.469, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1615, interm_loss_bbox: 0.1302, interm_loss_iou: 0.3263, loss_cls: 0.1337, loss_bbox: 0.1185, loss_iou: 0.3077, d0.loss_cls: 0.1699, d0.loss_bbox: 0.1215, d0.loss_iou: 0.3116, d1.loss_cls: 0.1434, d1.loss_bbox: 0.1210, d1.loss_iou: 0.3116, d2.loss_cls: 0.1384, d2.loss_bbox: 0.1187, d2.loss_iou: 0.3087, d3.loss_cls: 0.1355, d3.loss_bbox: 0.1191, d3.loss_iou: 0.3083, d4.loss_cls: 0.1343, d4.loss_bbox: 0.1187, d4.loss_iou: 0.3076, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1421, dn_loss_iou: 0.2415, d0.dn_loss_cls: 0.0362, d0.dn_loss_bbox: 0.2209, d0.dn_loss_iou: 0.3372, d1.dn_loss_cls: 0.0164, d1.dn_loss_bbox: 0.1615, d1.dn_loss_iou: 0.2675, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1462, d2.dn_loss_iou: 0.2471, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1432, d3.dn_loss_iou: 0.2433, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1420, d4.dn_loss_iou: 0.2415, loss: 6.6729 2024-05-21 17:09:54,210 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 17:09:54,210 - mmdet - INFO - Epoch [31][3050/3665] lr: 2.000e-05, eta: 7:46:12, time: 1.516, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1583, interm_loss_bbox: 0.1354, interm_loss_iou: 0.3207, loss_cls: 0.1294, loss_bbox: 0.1215, loss_iou: 0.3006, d0.loss_cls: 0.1667, d0.loss_bbox: 0.1250, d0.loss_iou: 0.3040, d1.loss_cls: 0.1404, d1.loss_bbox: 0.1248, d1.loss_iou: 0.3046, d2.loss_cls: 0.1344, d2.loss_bbox: 0.1229, d2.loss_iou: 0.3022, d3.loss_cls: 0.1318, d3.loss_bbox: 0.1218, d3.loss_iou: 0.3010, d4.loss_cls: 0.1298, d4.loss_bbox: 0.1218, d4.loss_iou: 0.3009, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1439, dn_loss_iou: 0.2296, d0.dn_loss_cls: 0.0343, d0.dn_loss_bbox: 0.2265, d0.dn_loss_iou: 0.3229, d1.dn_loss_cls: 0.0150, d1.dn_loss_bbox: 0.1632, d1.dn_loss_iou: 0.2541, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1481, d2.dn_loss_iou: 0.2350, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1450, d3.dn_loss_iou: 0.2313, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1438, d4.dn_loss_iou: 0.2296, loss: 6.5572 2024-05-21 17:11:05,507 - mmdet - INFO - Epoch [31][3100/3665] lr: 2.000e-05, eta: 7:44:58, time: 1.426, data_time: 0.019, memory: 41053, interm_loss_cls: 0.1632, interm_loss_bbox: 0.1298, interm_loss_iou: 0.3191, loss_cls: 0.1344, loss_bbox: 0.1179, loss_iou: 0.3001, d0.loss_cls: 0.1719, d0.loss_bbox: 0.1211, d0.loss_iou: 0.3038, d1.loss_cls: 0.1441, d1.loss_bbox: 0.1216, d1.loss_iou: 0.3055, d2.loss_cls: 0.1392, d2.loss_bbox: 0.1193, d2.loss_iou: 0.3012, d3.loss_cls: 0.1367, d3.loss_bbox: 0.1181, d3.loss_iou: 0.3000, d4.loss_cls: 0.1348, d4.loss_bbox: 0.1180, d4.loss_iou: 0.3002, dn_loss_cls: 0.0092, dn_loss_bbox: 0.1414, dn_loss_iou: 0.2359, d0.dn_loss_cls: 0.0357, d0.dn_loss_bbox: 0.2192, d0.dn_loss_iou: 0.3296, d1.dn_loss_cls: 0.0161, d1.dn_loss_bbox: 0.1595, d1.dn_loss_iou: 0.2610, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1449, d2.dn_loss_iou: 0.2413, d3.dn_loss_cls: 0.0101, d3.dn_loss_bbox: 0.1422, d3.dn_loss_iou: 0.2375, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1413, d4.dn_loss_iou: 0.2359, loss: 6.5823 2024-05-21 17:12:19,732 - mmdet - INFO - Epoch [31][3150/3665] lr: 2.000e-05, eta: 7:43:44, time: 1.484, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1555, interm_loss_bbox: 0.1345, interm_loss_iou: 0.3052, loss_cls: 0.1253, loss_bbox: 0.1234, loss_iou: 0.2873, d0.loss_cls: 0.1644, d0.loss_bbox: 0.1246, d0.loss_iou: 0.2898, d1.loss_cls: 0.1365, d1.loss_bbox: 0.1255, d1.loss_iou: 0.2915, d2.loss_cls: 0.1298, d2.loss_bbox: 0.1238, d2.loss_iou: 0.2881, d3.loss_cls: 0.1278, d3.loss_bbox: 0.1231, d3.loss_iou: 0.2871, d4.loss_cls: 0.1260, d4.loss_bbox: 0.1230, d4.loss_iou: 0.2872, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1524, dn_loss_iou: 0.2322, d0.dn_loss_cls: 0.0350, d0.dn_loss_bbox: 0.2385, d0.dn_loss_iou: 0.3287, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1723, d1.dn_loss_iou: 0.2574, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1559, d2.dn_loss_iou: 0.2375, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1533, d3.dn_loss_iou: 0.2339, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1523, d4.dn_loss_iou: 0.2321, loss: 6.5131 2024-05-21 17:13:31,641 - mmdet - INFO - Epoch [31][3200/3665] lr: 2.000e-05, eta: 7:42:30, time: 1.438, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1638, interm_loss_bbox: 0.1291, interm_loss_iou: 0.3297, loss_cls: 0.1358, loss_bbox: 0.1168, loss_iou: 0.3088, d0.loss_cls: 0.1710, d0.loss_bbox: 0.1211, d0.loss_iou: 0.3142, d1.loss_cls: 0.1450, d1.loss_bbox: 0.1208, d1.loss_iou: 0.3147, d2.loss_cls: 0.1395, d2.loss_bbox: 0.1186, d2.loss_iou: 0.3114, d3.loss_cls: 0.1380, d3.loss_bbox: 0.1171, d3.loss_iou: 0.3089, d4.loss_cls: 0.1364, d4.loss_bbox: 0.1165, d4.loss_iou: 0.3089, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1402, dn_loss_iou: 0.2296, d0.dn_loss_cls: 0.0343, d0.dn_loss_bbox: 0.2183, d0.dn_loss_iou: 0.3217, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1583, d1.dn_loss_iou: 0.2540, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1440, d2.dn_loss_iou: 0.2347, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1412, d3.dn_loss_iou: 0.2312, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1401, d4.dn_loss_iou: 0.2295, loss: 6.5943 2024-05-21 17:14:45,060 - mmdet - INFO - Epoch [31][3250/3665] lr: 2.000e-05, eta: 7:41:16, time: 1.468, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1578, interm_loss_bbox: 0.1314, interm_loss_iou: 0.3187, loss_cls: 0.1298, loss_bbox: 0.1186, loss_iou: 0.2982, d0.loss_cls: 0.1660, d0.loss_bbox: 0.1226, d0.loss_iou: 0.3031, d1.loss_cls: 0.1403, d1.loss_bbox: 0.1216, d1.loss_iou: 0.3022, d2.loss_cls: 0.1343, d2.loss_bbox: 0.1193, d2.loss_iou: 0.2996, d3.loss_cls: 0.1321, d3.loss_bbox: 0.1184, d3.loss_iou: 0.2987, d4.loss_cls: 0.1308, d4.loss_bbox: 0.1182, d4.loss_iou: 0.2982, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1448, dn_loss_iou: 0.2337, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2253, d0.dn_loss_iou: 0.3283, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1630, d1.dn_loss_iou: 0.2583, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1483, d2.dn_loss_iou: 0.2389, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1456, d3.dn_loss_iou: 0.2353, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1447, d4.dn_loss_iou: 0.2337, loss: 6.5491 2024-05-21 17:16:00,183 - mmdet - INFO - Epoch [31][3300/3665] lr: 2.000e-05, eta: 7:40:03, time: 1.503, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1607, interm_loss_bbox: 0.1326, interm_loss_iou: 0.3189, loss_cls: 0.1334, loss_bbox: 0.1197, loss_iou: 0.2988, d0.loss_cls: 0.1695, d0.loss_bbox: 0.1231, d0.loss_iou: 0.3028, d1.loss_cls: 0.1436, d1.loss_bbox: 0.1235, d1.loss_iou: 0.3030, d2.loss_cls: 0.1371, d2.loss_bbox: 0.1212, d2.loss_iou: 0.3008, d3.loss_cls: 0.1354, d3.loss_bbox: 0.1196, d3.loss_iou: 0.2995, d4.loss_cls: 0.1340, d4.loss_bbox: 0.1197, d4.loss_iou: 0.2986, dn_loss_cls: 0.0094, dn_loss_bbox: 0.1457, dn_loss_iou: 0.2356, d0.dn_loss_cls: 0.0362, d0.dn_loss_bbox: 0.2257, d0.dn_loss_iou: 0.3287, d1.dn_loss_cls: 0.0163, d1.dn_loss_bbox: 0.1647, d1.dn_loss_iou: 0.2605, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1493, d2.dn_loss_iou: 0.2410, d3.dn_loss_cls: 0.0103, d3.dn_loss_bbox: 0.1466, d3.dn_loss_iou: 0.2374, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1456, d4.dn_loss_iou: 0.2356, loss: 6.6055 2024-05-21 17:17:12,089 - mmdet - INFO - Epoch [31][3350/3665] lr: 2.000e-05, eta: 7:38:49, time: 1.438, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1589, interm_loss_bbox: 0.1336, interm_loss_iou: 0.3147, loss_cls: 0.1311, loss_bbox: 0.1205, loss_iou: 0.2948, d0.loss_cls: 0.1650, d0.loss_bbox: 0.1256, d0.loss_iou: 0.3005, d1.loss_cls: 0.1400, d1.loss_bbox: 0.1241, d1.loss_iou: 0.2998, d2.loss_cls: 0.1359, d2.loss_bbox: 0.1208, d2.loss_iou: 0.2954, d3.loss_cls: 0.1324, d3.loss_bbox: 0.1211, d3.loss_iou: 0.2953, d4.loss_cls: 0.1313, d4.loss_bbox: 0.1207, d4.loss_iou: 0.2950, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1485, dn_loss_iou: 0.2312, d0.dn_loss_cls: 0.0354, d0.dn_loss_bbox: 0.2301, d0.dn_loss_iou: 0.3225, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1662, d1.dn_loss_iou: 0.2543, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1520, d2.dn_loss_iou: 0.2361, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1494, d3.dn_loss_iou: 0.2326, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1484, d4.dn_loss_iou: 0.2310, loss: 6.5494 2024-05-21 17:18:29,778 - mmdet - INFO - Epoch [31][3400/3665] lr: 2.000e-05, eta: 7:37:35, time: 1.554, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1627, interm_loss_bbox: 0.1334, interm_loss_iou: 0.3284, loss_cls: 0.1356, loss_bbox: 0.1191, loss_iou: 0.3059, d0.loss_cls: 0.1707, d0.loss_bbox: 0.1239, d0.loss_iou: 0.3118, d1.loss_cls: 0.1457, d1.loss_bbox: 0.1221, d1.loss_iou: 0.3107, d2.loss_cls: 0.1407, d2.loss_bbox: 0.1197, d2.loss_iou: 0.3077, d3.loss_cls: 0.1377, d3.loss_bbox: 0.1193, d3.loss_iou: 0.3068, d4.loss_cls: 0.1363, d4.loss_bbox: 0.1191, d4.loss_iou: 0.3062, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1466, dn_loss_iou: 0.2389, d0.dn_loss_cls: 0.0355, d0.dn_loss_bbox: 0.2274, d0.dn_loss_iou: 0.3348, d1.dn_loss_cls: 0.0159, d1.dn_loss_bbox: 0.1654, d1.dn_loss_iou: 0.2645, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1503, d2.dn_loss_iou: 0.2446, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1476, d3.dn_loss_iou: 0.2408, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1465, d4.dn_loss_iou: 0.2389, loss: 6.7007 2024-05-21 17:19:49,831 - mmdet - INFO - Epoch [31][3450/3665] lr: 2.000e-05, eta: 7:36:22, time: 1.601, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1583, interm_loss_bbox: 0.1300, interm_loss_iou: 0.3180, loss_cls: 0.1308, loss_bbox: 0.1175, loss_iou: 0.2980, d0.loss_cls: 0.1666, d0.loss_bbox: 0.1203, d0.loss_iou: 0.3018, d1.loss_cls: 0.1408, d1.loss_bbox: 0.1206, d1.loss_iou: 0.3027, d2.loss_cls: 0.1345, d2.loss_bbox: 0.1187, d2.loss_iou: 0.2995, d3.loss_cls: 0.1320, d3.loss_bbox: 0.1181, d3.loss_iou: 0.2991, d4.loss_cls: 0.1314, d4.loss_bbox: 0.1174, d4.loss_iou: 0.2976, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1441, dn_loss_iou: 0.2376, d0.dn_loss_cls: 0.0352, d0.dn_loss_bbox: 0.2230, d0.dn_loss_iou: 0.3325, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1622, d1.dn_loss_iou: 0.2628, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1473, d2.dn_loss_iou: 0.2427, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1449, d3.dn_loss_iou: 0.2392, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1440, d4.dn_loss_iou: 0.2375, loss: 6.5608 2024-05-21 17:21:01,288 - mmdet - INFO - Epoch [31][3500/3665] lr: 2.000e-05, eta: 7:35:08, time: 1.429, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1609, interm_loss_bbox: 0.1292, interm_loss_iou: 0.3285, loss_cls: 0.1322, loss_bbox: 0.1173, loss_iou: 0.3104, d0.loss_cls: 0.1685, d0.loss_bbox: 0.1212, d0.loss_iou: 0.3141, d1.loss_cls: 0.1439, d1.loss_bbox: 0.1199, d1.loss_iou: 0.3134, d2.loss_cls: 0.1368, d2.loss_bbox: 0.1187, d2.loss_iou: 0.3113, d3.loss_cls: 0.1344, d3.loss_bbox: 0.1176, d3.loss_iou: 0.3105, d4.loss_cls: 0.1330, d4.loss_bbox: 0.1170, d4.loss_iou: 0.3102, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1443, dn_loss_iou: 0.2372, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2250, d0.dn_loss_iou: 0.3309, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1630, d1.dn_loss_iou: 0.2621, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1482, d2.dn_loss_iou: 0.2426, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1453, d3.dn_loss_iou: 0.2388, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1442, d4.dn_loss_iou: 0.2371, loss: 6.6582 2024-05-21 17:22:16,517 - mmdet - INFO - Epoch [31][3550/3665] lr: 2.000e-05, eta: 7:33:55, time: 1.504, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1639, interm_loss_bbox: 0.1322, interm_loss_iou: 0.3270, loss_cls: 0.1355, loss_bbox: 0.1199, loss_iou: 0.3063, d0.loss_cls: 0.1722, d0.loss_bbox: 0.1235, d0.loss_iou: 0.3116, d1.loss_cls: 0.1456, d1.loss_bbox: 0.1230, d1.loss_iou: 0.3110, d2.loss_cls: 0.1405, d2.loss_bbox: 0.1203, d2.loss_iou: 0.3077, d3.loss_cls: 0.1376, d3.loss_bbox: 0.1204, d3.loss_iou: 0.3069, d4.loss_cls: 0.1363, d4.loss_bbox: 0.1199, d4.loss_iou: 0.3063, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1438, dn_loss_iou: 0.2311, d0.dn_loss_cls: 0.0357, d0.dn_loss_bbox: 0.2263, d0.dn_loss_iou: 0.3243, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1617, d1.dn_loss_iou: 0.2549, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1472, d2.dn_loss_iou: 0.2361, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1448, d3.dn_loss_iou: 0.2326, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1437, d4.dn_loss_iou: 0.2310, loss: 6.6347 2024-05-21 17:23:31,623 - mmdet - INFO - Epoch [31][3600/3665] lr: 2.000e-05, eta: 7:32:41, time: 1.502, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1572, interm_loss_bbox: 0.1266, interm_loss_iou: 0.3233, loss_cls: 0.1281, loss_bbox: 0.1145, loss_iou: 0.3071, d0.loss_cls: 0.1643, d0.loss_bbox: 0.1180, d0.loss_iou: 0.3100, d1.loss_cls: 0.1381, d1.loss_bbox: 0.1180, d1.loss_iou: 0.3110, d2.loss_cls: 0.1324, d2.loss_bbox: 0.1164, d2.loss_iou: 0.3092, d3.loss_cls: 0.1303, d3.loss_bbox: 0.1154, d3.loss_iou: 0.3076, d4.loss_cls: 0.1288, d4.loss_bbox: 0.1147, d4.loss_iou: 0.3068, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1390, dn_loss_iou: 0.2314, d0.dn_loss_cls: 0.0343, d0.dn_loss_bbox: 0.2191, d0.dn_loss_iou: 0.3244, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1573, d1.dn_loss_iou: 0.2555, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1430, d2.dn_loss_iou: 0.2366, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1400, d3.dn_loss_iou: 0.2329, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1389, d4.dn_loss_iou: 0.2313, loss: 6.5122 2024-05-21 17:24:45,075 - mmdet - INFO - Epoch [31][3650/3665] lr: 2.000e-05, eta: 7:31:27, time: 1.469, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1617, interm_loss_bbox: 0.1329, interm_loss_iou: 0.3167, loss_cls: 0.1327, loss_bbox: 0.1209, loss_iou: 0.2983, d0.loss_cls: 0.1691, d0.loss_bbox: 0.1243, d0.loss_iou: 0.3034, d1.loss_cls: 0.1428, d1.loss_bbox: 0.1239, d1.loss_iou: 0.3042, d2.loss_cls: 0.1369, d2.loss_bbox: 0.1221, d2.loss_iou: 0.3007, d3.loss_cls: 0.1344, d3.loss_bbox: 0.1215, d3.loss_iou: 0.3001, d4.loss_cls: 0.1335, d4.loss_bbox: 0.1211, d4.loss_iou: 0.2984, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1494, dn_loss_iou: 0.2309, d0.dn_loss_cls: 0.0358, d0.dn_loss_bbox: 0.2324, d0.dn_loss_iou: 0.3239, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1687, d1.dn_loss_iou: 0.2555, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1532, d2.dn_loss_iou: 0.2361, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1504, d3.dn_loss_iou: 0.2326, d4.dn_loss_cls: 0.0094, d4.dn_loss_bbox: 0.1494, d4.dn_loss_iou: 0.2309, loss: 6.6051 2024-05-21 17:25:12,616 - mmdet - INFO - Saving checkpoint at 31 epochs 2024-05-21 17:28:51,388 - mmdet - INFO - Evaluating bbox... 2024-05-21 17:30:46,539 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.579 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.769 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.633 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.407 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.615 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.742 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.631 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.810 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.910 2024-05-21 17:30:48,699 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 17:30:48,702 - mmdet - INFO - Epoch(val) [31][313] bbox_mAP: 0.5790, bbox_mAP_50: 0.7690, bbox_mAP_75: 0.6330, bbox_mAP_s: 0.4070, bbox_mAP_m: 0.6150, bbox_mAP_l: 0.7420, bbox_mAP_copypaste: 0.579 0.769 0.633 0.407 0.615 0.742 2024-05-21 17:32:08,646 - mmdet - INFO - Epoch [32][50/3665] lr: 2.000e-05, eta: 7:29:48, time: 1.598, data_time: 0.126, memory: 41053, interm_loss_cls: 0.1611, interm_loss_bbox: 0.1293, interm_loss_iou: 0.3212, loss_cls: 0.1337, loss_bbox: 0.1175, loss_iou: 0.3023, d0.loss_cls: 0.1708, d0.loss_bbox: 0.1208, d0.loss_iou: 0.3059, d1.loss_cls: 0.1433, d1.loss_bbox: 0.1209, d1.loss_iou: 0.3072, d2.loss_cls: 0.1373, d2.loss_bbox: 0.1198, d2.loss_iou: 0.3051, d3.loss_cls: 0.1349, d3.loss_bbox: 0.1187, d3.loss_iou: 0.3033, d4.loss_cls: 0.1342, d4.loss_bbox: 0.1177, d4.loss_iou: 0.3025, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1435, dn_loss_iou: 0.2380, d0.dn_loss_cls: 0.0355, d0.dn_loss_bbox: 0.2268, d0.dn_loss_iou: 0.3358, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1633, d1.dn_loss_iou: 0.2650, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1480, d2.dn_loss_iou: 0.2442, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1445, d3.dn_loss_iou: 0.2398, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1434, d4.dn_loss_iou: 0.2378, loss: 6.6288 2024-05-21 17:33:24,266 - mmdet - INFO - Epoch [32][100/3665] lr: 2.000e-05, eta: 7:28:35, time: 1.512, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1612, interm_loss_bbox: 0.1304, interm_loss_iou: 0.3134, loss_cls: 0.1324, loss_bbox: 0.1190, loss_iou: 0.2934, d0.loss_cls: 0.1685, d0.loss_bbox: 0.1231, d0.loss_iou: 0.2977, d1.loss_cls: 0.1439, d1.loss_bbox: 0.1213, d1.loss_iou: 0.2967, d2.loss_cls: 0.1366, d2.loss_bbox: 0.1201, d2.loss_iou: 0.2953, d3.loss_cls: 0.1345, d3.loss_bbox: 0.1190, d3.loss_iou: 0.2937, d4.loss_cls: 0.1325, d4.loss_bbox: 0.1190, d4.loss_iou: 0.2939, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1419, dn_loss_iou: 0.2256, d0.dn_loss_cls: 0.0338, d0.dn_loss_bbox: 0.2220, d0.dn_loss_iou: 0.3171, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1597, d1.dn_loss_iou: 0.2495, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1457, d2.dn_loss_iou: 0.2308, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1428, d3.dn_loss_iou: 0.2271, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1418, d4.dn_loss_iou: 0.2254, loss: 6.4587 2024-05-21 17:34:39,032 - mmdet - INFO - Epoch [32][150/3665] lr: 2.000e-05, eta: 7:27:21, time: 1.495, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1604, interm_loss_bbox: 0.1289, interm_loss_iou: 0.3165, loss_cls: 0.1301, loss_bbox: 0.1176, loss_iou: 0.2966, d0.loss_cls: 0.1678, d0.loss_bbox: 0.1201, d0.loss_iou: 0.3008, d1.loss_cls: 0.1399, d1.loss_bbox: 0.1201, d1.loss_iou: 0.3011, d2.loss_cls: 0.1346, d2.loss_bbox: 0.1186, d2.loss_iou: 0.2983, d3.loss_cls: 0.1321, d3.loss_bbox: 0.1177, d3.loss_iou: 0.2970, d4.loss_cls: 0.1307, d4.loss_bbox: 0.1177, d4.loss_iou: 0.2968, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1404, dn_loss_iou: 0.2280, d0.dn_loss_cls: 0.0354, d0.dn_loss_bbox: 0.2237, d0.dn_loss_iou: 0.3218, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1600, d1.dn_loss_iou: 0.2527, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1443, d2.dn_loss_iou: 0.2331, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1415, d3.dn_loss_iou: 0.2296, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1403, d4.dn_loss_iou: 0.2279, loss: 6.4758 2024-05-21 17:35:50,439 - mmdet - INFO - Epoch [32][200/3665] lr: 2.000e-05, eta: 7:26:07, time: 1.428, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1553, interm_loss_bbox: 0.1273, interm_loss_iou: 0.3174, loss_cls: 0.1267, loss_bbox: 0.1167, loss_iou: 0.2971, d0.loss_cls: 0.1632, d0.loss_bbox: 0.1187, d0.loss_iou: 0.3024, d1.loss_cls: 0.1361, d1.loss_bbox: 0.1189, d1.loss_iou: 0.3023, d2.loss_cls: 0.1305, d2.loss_bbox: 0.1173, d2.loss_iou: 0.2991, d3.loss_cls: 0.1279, d3.loss_bbox: 0.1172, d3.loss_iou: 0.2981, d4.loss_cls: 0.1270, d4.loss_bbox: 0.1166, d4.loss_iou: 0.2971, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1395, dn_loss_iou: 0.2280, d0.dn_loss_cls: 0.0333, d0.dn_loss_bbox: 0.2178, d0.dn_loss_iou: 0.3192, d1.dn_loss_cls: 0.0143, d1.dn_loss_bbox: 0.1571, d1.dn_loss_iou: 0.2517, d2.dn_loss_cls: 0.0103, d2.dn_loss_bbox: 0.1429, d2.dn_loss_iou: 0.2331, d3.dn_loss_cls: 0.0086, d3.dn_loss_bbox: 0.1405, d3.dn_loss_iou: 0.2297, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1394, d4.dn_loss_iou: 0.2279, loss: 6.4223 2024-05-21 17:37:04,558 - mmdet - INFO - Epoch [32][250/3665] lr: 2.000e-05, eta: 7:24:53, time: 1.482, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1569, interm_loss_bbox: 0.1309, interm_loss_iou: 0.3241, loss_cls: 0.1267, loss_bbox: 0.1188, loss_iou: 0.3049, d0.loss_cls: 0.1642, d0.loss_bbox: 0.1222, d0.loss_iou: 0.3094, d1.loss_cls: 0.1363, d1.loss_bbox: 0.1225, d1.loss_iou: 0.3101, d2.loss_cls: 0.1311, d2.loss_bbox: 0.1198, d2.loss_iou: 0.3068, d3.loss_cls: 0.1288, d3.loss_bbox: 0.1193, d3.loss_iou: 0.3054, d4.loss_cls: 0.1274, d4.loss_bbox: 0.1189, d4.loss_iou: 0.3051, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1455, dn_loss_iou: 0.2356, d0.dn_loss_cls: 0.0349, d0.dn_loss_bbox: 0.2262, d0.dn_loss_iou: 0.3290, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1646, d1.dn_loss_iou: 0.2607, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1496, d2.dn_loss_iou: 0.2412, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1467, d3.dn_loss_iou: 0.2373, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1455, d4.dn_loss_iou: 0.2355, loss: 6.5953 2024-05-21 17:38:16,091 - mmdet - INFO - Epoch [32][300/3665] lr: 2.000e-05, eta: 7:23:39, time: 1.431, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1674, interm_loss_bbox: 0.1299, interm_loss_iou: 0.3172, loss_cls: 0.1369, loss_bbox: 0.1184, loss_iou: 0.2990, d0.loss_cls: 0.1751, d0.loss_bbox: 0.1213, d0.loss_iou: 0.3022, d1.loss_cls: 0.1486, d1.loss_bbox: 0.1209, d1.loss_iou: 0.3034, d2.loss_cls: 0.1420, d2.loss_bbox: 0.1191, d2.loss_iou: 0.3005, d3.loss_cls: 0.1392, d3.loss_bbox: 0.1185, d3.loss_iou: 0.2996, d4.loss_cls: 0.1379, d4.loss_bbox: 0.1183, d4.loss_iou: 0.2988, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1472, dn_loss_iou: 0.2337, d0.dn_loss_cls: 0.0362, d0.dn_loss_bbox: 0.2310, d0.dn_loss_iou: 0.3289, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1670, d1.dn_loss_iou: 0.2587, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1516, d2.dn_loss_iou: 0.2394, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1484, d3.dn_loss_iou: 0.2355, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1472, d4.dn_loss_iou: 0.2335, loss: 6.6268 2024-05-21 17:39:28,444 - mmdet - INFO - Epoch [32][350/3665] lr: 2.000e-05, eta: 7:22:25, time: 1.447, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1579, interm_loss_bbox: 0.1258, interm_loss_iou: 0.3178, loss_cls: 0.1316, loss_bbox: 0.1131, loss_iou: 0.2982, d0.loss_cls: 0.1669, d0.loss_bbox: 0.1176, d0.loss_iou: 0.3036, d1.loss_cls: 0.1402, d1.loss_bbox: 0.1167, d1.loss_iou: 0.3035, d2.loss_cls: 0.1354, d2.loss_bbox: 0.1147, d2.loss_iou: 0.3009, d3.loss_cls: 0.1337, d3.loss_bbox: 0.1135, d3.loss_iou: 0.2990, d4.loss_cls: 0.1324, d4.loss_bbox: 0.1132, d4.loss_iou: 0.2982, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1391, dn_loss_iou: 0.2302, d0.dn_loss_cls: 0.0345, d0.dn_loss_bbox: 0.2145, d0.dn_loss_iou: 0.3203, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1572, d1.dn_loss_iou: 0.2541, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1426, d2.dn_loss_iou: 0.2352, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1401, d3.dn_loss_iou: 0.2319, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1390, d4.dn_loss_iou: 0.2301, loss: 6.4541 2024-05-21 17:40:44,124 - mmdet - INFO - Epoch [32][400/3665] lr: 2.000e-05, eta: 7:21:11, time: 1.514, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1576, interm_loss_bbox: 0.1305, interm_loss_iou: 0.3187, loss_cls: 0.1295, loss_bbox: 0.1190, loss_iou: 0.3011, d0.loss_cls: 0.1656, d0.loss_bbox: 0.1228, d0.loss_iou: 0.3062, d1.loss_cls: 0.1398, d1.loss_bbox: 0.1220, d1.loss_iou: 0.3054, d2.loss_cls: 0.1341, d2.loss_bbox: 0.1201, d2.loss_iou: 0.3027, d3.loss_cls: 0.1311, d3.loss_bbox: 0.1195, d3.loss_iou: 0.3023, d4.loss_cls: 0.1305, d4.loss_bbox: 0.1188, d4.loss_iou: 0.3008, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1496, dn_loss_iou: 0.2390, d0.dn_loss_cls: 0.0358, d0.dn_loss_bbox: 0.2333, d0.dn_loss_iou: 0.3349, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1708, d1.dn_loss_iou: 0.2645, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1540, d2.dn_loss_iou: 0.2446, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1508, d3.dn_loss_iou: 0.2408, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1495, d4.dn_loss_iou: 0.2389, loss: 6.6403 2024-05-21 17:41:57,913 - mmdet - INFO - Epoch [32][450/3665] lr: 2.000e-05, eta: 7:19:58, time: 1.476, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1617, interm_loss_bbox: 0.1344, interm_loss_iou: 0.3230, loss_cls: 0.1318, loss_bbox: 0.1230, loss_iou: 0.3042, d0.loss_cls: 0.1703, d0.loss_bbox: 0.1251, d0.loss_iou: 0.3076, d1.loss_cls: 0.1432, d1.loss_bbox: 0.1245, d1.loss_iou: 0.3071, d2.loss_cls: 0.1363, d2.loss_bbox: 0.1233, d2.loss_iou: 0.3056, d3.loss_cls: 0.1339, d3.loss_bbox: 0.1229, d3.loss_iou: 0.3045, d4.loss_cls: 0.1324, d4.loss_bbox: 0.1227, d4.loss_iou: 0.3038, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1471, dn_loss_iou: 0.2339, d0.dn_loss_cls: 0.0354, d0.dn_loss_bbox: 0.2321, d0.dn_loss_iou: 0.3284, d1.dn_loss_cls: 0.0159, d1.dn_loss_bbox: 0.1664, d1.dn_loss_iou: 0.2587, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1510, d2.dn_loss_iou: 0.2391, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1480, d3.dn_loss_iou: 0.2355, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1470, d4.dn_loss_iou: 0.2338, loss: 6.6532 2024-05-21 17:43:10,253 - mmdet - INFO - Epoch [32][500/3665] lr: 2.000e-05, eta: 7:18:43, time: 1.447, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1614, interm_loss_bbox: 0.1285, interm_loss_iou: 0.3282, loss_cls: 0.1317, loss_bbox: 0.1164, loss_iou: 0.3092, d0.loss_cls: 0.1691, d0.loss_bbox: 0.1191, d0.loss_iou: 0.3117, d1.loss_cls: 0.1424, d1.loss_bbox: 0.1197, d1.loss_iou: 0.3136, d2.loss_cls: 0.1368, d2.loss_bbox: 0.1173, d2.loss_iou: 0.3106, d3.loss_cls: 0.1349, d3.loss_bbox: 0.1158, d3.loss_iou: 0.3084, d4.loss_cls: 0.1327, d4.loss_bbox: 0.1163, d4.loss_iou: 0.3089, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1356, dn_loss_iou: 0.2330, d0.dn_loss_cls: 0.0346, d0.dn_loss_bbox: 0.2128, d0.dn_loss_iou: 0.3241, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1538, d1.dn_loss_iou: 0.2569, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1395, d2.dn_loss_iou: 0.2382, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1367, d3.dn_loss_iou: 0.2346, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1356, d4.dn_loss_iou: 0.2328, loss: 6.5564 2024-05-21 17:44:22,229 - mmdet - INFO - Epoch [32][550/3665] lr: 2.000e-05, eta: 7:17:29, time: 1.440, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1574, interm_loss_bbox: 0.1299, interm_loss_iou: 0.3161, loss_cls: 0.1286, loss_bbox: 0.1196, loss_iou: 0.2993, d0.loss_cls: 0.1653, d0.loss_bbox: 0.1216, d0.loss_iou: 0.3026, d1.loss_cls: 0.1385, d1.loss_bbox: 0.1226, d1.loss_iou: 0.3032, d2.loss_cls: 0.1325, d2.loss_bbox: 0.1209, d2.loss_iou: 0.3005, d3.loss_cls: 0.1301, d3.loss_bbox: 0.1203, d3.loss_iou: 0.3000, d4.loss_cls: 0.1289, d4.loss_bbox: 0.1201, d4.loss_iou: 0.2994, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1389, dn_loss_iou: 0.2281, d0.dn_loss_cls: 0.0342, d0.dn_loss_bbox: 0.2179, d0.dn_loss_iou: 0.3196, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1570, d1.dn_loss_iou: 0.2513, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1427, d2.dn_loss_iou: 0.2327, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1398, d3.dn_loss_iou: 0.2294, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1387, d4.dn_loss_iou: 0.2280, loss: 6.4661 2024-05-21 17:45:34,028 - mmdet - INFO - Epoch [32][600/3665] lr: 2.000e-05, eta: 7:16:15, time: 1.436, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1566, interm_loss_bbox: 0.1289, interm_loss_iou: 0.3178, loss_cls: 0.1286, loss_bbox: 0.1177, loss_iou: 0.2999, d0.loss_cls: 0.1644, d0.loss_bbox: 0.1200, d0.loss_iou: 0.3041, d1.loss_cls: 0.1386, d1.loss_bbox: 0.1204, d1.loss_iou: 0.3051, d2.loss_cls: 0.1336, d2.loss_bbox: 0.1181, d2.loss_iou: 0.3012, d3.loss_cls: 0.1307, d3.loss_bbox: 0.1179, d3.loss_iou: 0.3005, d4.loss_cls: 0.1292, d4.loss_bbox: 0.1175, d4.loss_iou: 0.2998, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1427, dn_loss_iou: 0.2323, d0.dn_loss_cls: 0.0340, d0.dn_loss_bbox: 0.2217, d0.dn_loss_iou: 0.3249, d1.dn_loss_cls: 0.0145, d1.dn_loss_bbox: 0.1606, d1.dn_loss_iou: 0.2570, d2.dn_loss_cls: 0.0103, d2.dn_loss_bbox: 0.1463, d2.dn_loss_iou: 0.2376, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1437, d3.dn_loss_iou: 0.2339, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1426, d4.dn_loss_iou: 0.2321, loss: 6.5096 2024-05-21 17:46:45,469 - mmdet - INFO - Epoch [32][650/3665] lr: 2.000e-05, eta: 7:15:01, time: 1.429, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1558, interm_loss_bbox: 0.1283, interm_loss_iou: 0.3101, loss_cls: 0.1295, loss_bbox: 0.1159, loss_iou: 0.2915, d0.loss_cls: 0.1647, d0.loss_bbox: 0.1216, d0.loss_iou: 0.2976, d1.loss_cls: 0.1385, d1.loss_bbox: 0.1199, d1.loss_iou: 0.2972, d2.loss_cls: 0.1332, d2.loss_bbox: 0.1176, d2.loss_iou: 0.2941, d3.loss_cls: 0.1313, d3.loss_bbox: 0.1164, d3.loss_iou: 0.2925, d4.loss_cls: 0.1302, d4.loss_bbox: 0.1159, d4.loss_iou: 0.2915, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1401, dn_loss_iou: 0.2255, d0.dn_loss_cls: 0.0344, d0.dn_loss_bbox: 0.2222, d0.dn_loss_iou: 0.3170, d1.dn_loss_cls: 0.0150, d1.dn_loss_bbox: 0.1592, d1.dn_loss_iou: 0.2493, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1441, d2.dn_loss_iou: 0.2304, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1412, d3.dn_loss_iou: 0.2270, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1400, d4.dn_loss_iou: 0.2254, loss: 6.4013 2024-05-21 17:48:02,482 - mmdet - INFO - Epoch [32][700/3665] lr: 2.000e-05, eta: 7:13:48, time: 1.540, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1631, interm_loss_bbox: 0.1332, interm_loss_iou: 0.3182, loss_cls: 0.1347, loss_bbox: 0.1222, loss_iou: 0.2995, d0.loss_cls: 0.1713, d0.loss_bbox: 0.1242, d0.loss_iou: 0.3019, d1.loss_cls: 0.1450, d1.loss_bbox: 0.1253, d1.loss_iou: 0.3040, d2.loss_cls: 0.1386, d2.loss_bbox: 0.1239, d2.loss_iou: 0.3017, d3.loss_cls: 0.1368, d3.loss_bbox: 0.1224, d3.loss_iou: 0.2999, d4.loss_cls: 0.1351, d4.loss_bbox: 0.1223, d4.loss_iou: 0.2993, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1504, dn_loss_iou: 0.2339, d0.dn_loss_cls: 0.0361, d0.dn_loss_bbox: 0.2341, d0.dn_loss_iou: 0.3284, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1707, d1.dn_loss_iou: 0.2594, d2.dn_loss_cls: 0.0118, d2.dn_loss_bbox: 0.1550, d2.dn_loss_iou: 0.2396, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1517, d3.dn_loss_iou: 0.2357, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1503, d4.dn_loss_iou: 0.2338, loss: 6.6578 2024-05-21 17:49:13,665 - mmdet - INFO - Epoch [32][750/3665] lr: 2.000e-05, eta: 7:12:33, time: 1.424, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1641, interm_loss_bbox: 0.1277, interm_loss_iou: 0.3286, loss_cls: 0.1356, loss_bbox: 0.1159, loss_iou: 0.3070, d0.loss_cls: 0.1723, d0.loss_bbox: 0.1189, d0.loss_iou: 0.3126, d1.loss_cls: 0.1461, d1.loss_bbox: 0.1186, d1.loss_iou: 0.3133, d2.loss_cls: 0.1401, d2.loss_bbox: 0.1166, d2.loss_iou: 0.3093, d3.loss_cls: 0.1373, d3.loss_bbox: 0.1162, d3.loss_iou: 0.3086, d4.loss_cls: 0.1359, d4.loss_bbox: 0.1158, d4.loss_iou: 0.3078, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1473, dn_loss_iou: 0.2370, d0.dn_loss_cls: 0.0361, d0.dn_loss_bbox: 0.2281, d0.dn_loss_iou: 0.3322, d1.dn_loss_cls: 0.0164, d1.dn_loss_bbox: 0.1665, d1.dn_loss_iou: 0.2621, d2.dn_loss_cls: 0.0120, d2.dn_loss_bbox: 0.1508, d2.dn_loss_iou: 0.2425, d3.dn_loss_cls: 0.0102, d3.dn_loss_bbox: 0.1481, d3.dn_loss_iou: 0.2387, d4.dn_loss_cls: 0.0096, d4.dn_loss_bbox: 0.1472, d4.dn_loss_iou: 0.2368, loss: 6.6792 2024-05-21 17:50:33,554 - mmdet - INFO - Epoch [32][800/3665] lr: 2.000e-05, eta: 7:11:20, time: 1.598, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1597, interm_loss_bbox: 0.1313, interm_loss_iou: 0.3232, loss_cls: 0.1297, loss_bbox: 0.1197, loss_iou: 0.3046, d0.loss_cls: 0.1699, d0.loss_bbox: 0.1218, d0.loss_iou: 0.3072, d1.loss_cls: 0.1409, d1.loss_bbox: 0.1230, d1.loss_iou: 0.3092, d2.loss_cls: 0.1347, d2.loss_bbox: 0.1209, d2.loss_iou: 0.3059, d3.loss_cls: 0.1326, d3.loss_bbox: 0.1196, d3.loss_iou: 0.3043, d4.loss_cls: 0.1305, d4.loss_bbox: 0.1197, d4.loss_iou: 0.3047, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1409, dn_loss_iou: 0.2306, d0.dn_loss_cls: 0.0350, d0.dn_loss_bbox: 0.2211, d0.dn_loss_iou: 0.3237, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1596, d1.dn_loss_iou: 0.2551, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1446, d2.dn_loss_iou: 0.2358, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1418, d3.dn_loss_iou: 0.2322, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1408, d4.dn_loss_iou: 0.2305, loss: 6.5572 2024-05-21 17:51:45,134 - mmdet - INFO - Epoch [32][850/3665] lr: 2.000e-05, eta: 7:10:06, time: 1.431, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1595, interm_loss_bbox: 0.1285, interm_loss_iou: 0.3193, loss_cls: 0.1312, loss_bbox: 0.1182, loss_iou: 0.3018, d0.loss_cls: 0.1699, d0.loss_bbox: 0.1206, d0.loss_iou: 0.3041, d1.loss_cls: 0.1413, d1.loss_bbox: 0.1212, d1.loss_iou: 0.3069, d2.loss_cls: 0.1361, d2.loss_bbox: 0.1193, d2.loss_iou: 0.3035, d3.loss_cls: 0.1328, d3.loss_bbox: 0.1188, d3.loss_iou: 0.3032, d4.loss_cls: 0.1316, d4.loss_bbox: 0.1182, d4.loss_iou: 0.3025, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1407, dn_loss_iou: 0.2325, d0.dn_loss_cls: 0.0346, d0.dn_loss_bbox: 0.2226, d0.dn_loss_iou: 0.3253, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1600, d1.dn_loss_iou: 0.2569, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1447, d2.dn_loss_iou: 0.2377, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1417, d3.dn_loss_iou: 0.2340, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1407, d4.dn_loss_iou: 0.2323, loss: 6.5453 2024-05-21 17:52:56,958 - mmdet - INFO - Epoch [32][900/3665] lr: 2.000e-05, eta: 7:08:52, time: 1.436, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1571, interm_loss_bbox: 0.1302, interm_loss_iou: 0.3131, loss_cls: 0.1293, loss_bbox: 0.1174, loss_iou: 0.2939, d0.loss_cls: 0.1658, d0.loss_bbox: 0.1210, d0.loss_iou: 0.2975, d1.loss_cls: 0.1388, d1.loss_bbox: 0.1213, d1.loss_iou: 0.2988, d2.loss_cls: 0.1334, d2.loss_bbox: 0.1193, d2.loss_iou: 0.2956, d3.loss_cls: 0.1315, d3.loss_bbox: 0.1186, d3.loss_iou: 0.2943, d4.loss_cls: 0.1298, d4.loss_bbox: 0.1183, d4.loss_iou: 0.2937, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1408, dn_loss_iou: 0.2297, d0.dn_loss_cls: 0.0344, d0.dn_loss_bbox: 0.2191, d0.dn_loss_iou: 0.3221, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1589, d1.dn_loss_iou: 0.2539, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1443, d2.dn_loss_iou: 0.2347, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1415, d3.dn_loss_iou: 0.2311, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1408, d4.dn_loss_iou: 0.2297, loss: 6.4511 2024-05-21 17:54:08,639 - mmdet - INFO - Epoch [32][950/3665] lr: 2.000e-05, eta: 7:07:38, time: 1.434, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1605, interm_loss_bbox: 0.1276, interm_loss_iou: 0.3208, loss_cls: 0.1312, loss_bbox: 0.1175, loss_iou: 0.3031, d0.loss_cls: 0.1689, d0.loss_bbox: 0.1198, d0.loss_iou: 0.3061, d1.loss_cls: 0.1430, d1.loss_bbox: 0.1196, d1.loss_iou: 0.3059, d2.loss_cls: 0.1362, d2.loss_bbox: 0.1183, d2.loss_iou: 0.3043, d3.loss_cls: 0.1341, d3.loss_bbox: 0.1169, d3.loss_iou: 0.3029, d4.loss_cls: 0.1322, d4.loss_bbox: 0.1172, d4.loss_iou: 0.3023, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1394, dn_loss_iou: 0.2315, d0.dn_loss_cls: 0.0342, d0.dn_loss_bbox: 0.2177, d0.dn_loss_iou: 0.3243, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1585, d1.dn_loss_iou: 0.2565, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1434, d2.dn_loss_iou: 0.2370, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1405, d3.dn_loss_iou: 0.2332, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1393, d4.dn_loss_iou: 0.2313, loss: 6.5261 2024-05-21 17:55:24,893 - mmdet - INFO - Epoch [32][1000/3665] lr: 2.000e-05, eta: 7:06:24, time: 1.525, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1579, interm_loss_bbox: 0.1364, interm_loss_iou: 0.3170, loss_cls: 0.1306, loss_bbox: 0.1234, loss_iou: 0.2979, d0.loss_cls: 0.1664, d0.loss_bbox: 0.1272, d0.loss_iou: 0.3018, d1.loss_cls: 0.1407, d1.loss_bbox: 0.1269, d1.loss_iou: 0.3017, d2.loss_cls: 0.1352, d2.loss_bbox: 0.1247, d2.loss_iou: 0.2990, d3.loss_cls: 0.1331, d3.loss_bbox: 0.1237, d3.loss_iou: 0.2975, d4.loss_cls: 0.1313, d4.loss_bbox: 0.1233, d4.loss_iou: 0.2977, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1547, dn_loss_iou: 0.2308, d0.dn_loss_cls: 0.0346, d0.dn_loss_bbox: 0.2417, d0.dn_loss_iou: 0.3253, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1750, d1.dn_loss_iou: 0.2560, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1589, d2.dn_loss_iou: 0.2361, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1557, d3.dn_loss_iou: 0.2325, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1547, d4.dn_loss_iou: 0.2307, loss: 6.6335 2024-05-21 17:56:38,658 - mmdet - INFO - Epoch [32][1050/3665] lr: 2.000e-05, eta: 7:05:11, time: 1.475, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1582, interm_loss_bbox: 0.1289, interm_loss_iou: 0.3178, loss_cls: 0.1311, loss_bbox: 0.1156, loss_iou: 0.2987, d0.loss_cls: 0.1658, d0.loss_bbox: 0.1206, d0.loss_iou: 0.3041, d1.loss_cls: 0.1409, d1.loss_bbox: 0.1197, d1.loss_iou: 0.3035, d2.loss_cls: 0.1357, d2.loss_bbox: 0.1172, d2.loss_iou: 0.2995, d3.loss_cls: 0.1336, d3.loss_bbox: 0.1159, d3.loss_iou: 0.2983, d4.loss_cls: 0.1317, d4.loss_bbox: 0.1159, d4.loss_iou: 0.2984, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1397, dn_loss_iou: 0.2341, d0.dn_loss_cls: 0.0343, d0.dn_loss_bbox: 0.2191, d0.dn_loss_iou: 0.3285, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1580, d1.dn_loss_iou: 0.2591, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1435, d2.dn_loss_iou: 0.2395, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1406, d3.dn_loss_iou: 0.2358, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1396, d4.dn_loss_iou: 0.2340, loss: 6.5088 2024-05-21 17:57:50,607 - mmdet - INFO - Epoch [32][1100/3665] lr: 2.000e-05, eta: 7:03:57, time: 1.439, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1606, interm_loss_bbox: 0.1299, interm_loss_iou: 0.3272, loss_cls: 0.1331, loss_bbox: 0.1186, loss_iou: 0.3075, d0.loss_cls: 0.1682, d0.loss_bbox: 0.1225, d0.loss_iou: 0.3130, d1.loss_cls: 0.1424, d1.loss_bbox: 0.1219, d1.loss_iou: 0.3129, d2.loss_cls: 0.1368, d2.loss_bbox: 0.1199, d2.loss_iou: 0.3100, d3.loss_cls: 0.1351, d3.loss_bbox: 0.1189, d3.loss_iou: 0.3081, d4.loss_cls: 0.1336, d4.loss_bbox: 0.1184, d4.loss_iou: 0.3075, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1391, dn_loss_iou: 0.2369, d0.dn_loss_cls: 0.0345, d0.dn_loss_bbox: 0.2181, d0.dn_loss_iou: 0.3290, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1575, d1.dn_loss_iou: 0.2614, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1428, d2.dn_loss_iou: 0.2420, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1400, d3.dn_loss_iou: 0.2384, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1390, d4.dn_loss_iou: 0.2368, loss: 6.6129 2024-05-21 17:59:02,200 - mmdet - INFO - Epoch [32][1150/3665] lr: 2.000e-05, eta: 7:02:42, time: 1.432, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1577, interm_loss_bbox: 0.1316, interm_loss_iou: 0.3188, loss_cls: 0.1309, loss_bbox: 0.1195, loss_iou: 0.2987, d0.loss_cls: 0.1659, d0.loss_bbox: 0.1229, d0.loss_iou: 0.3022, d1.loss_cls: 0.1406, d1.loss_bbox: 0.1226, d1.loss_iou: 0.3028, d2.loss_cls: 0.1355, d2.loss_bbox: 0.1202, d2.loss_iou: 0.2999, d3.loss_cls: 0.1334, d3.loss_bbox: 0.1193, d3.loss_iou: 0.2991, d4.loss_cls: 0.1317, d4.loss_bbox: 0.1192, d4.loss_iou: 0.2984, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1364, dn_loss_iou: 0.2313, d0.dn_loss_cls: 0.0342, d0.dn_loss_bbox: 0.2132, d0.dn_loss_iou: 0.3240, d1.dn_loss_cls: 0.0150, d1.dn_loss_bbox: 0.1539, d1.dn_loss_iou: 0.2559, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1397, d2.dn_loss_iou: 0.2364, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1372, d3.dn_loss_iou: 0.2330, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1363, d4.dn_loss_iou: 0.2313, loss: 6.4847 2024-05-21 18:00:14,014 - mmdet - INFO - Epoch [32][1200/3665] lr: 2.000e-05, eta: 7:01:28, time: 1.436, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1550, interm_loss_bbox: 0.1292, interm_loss_iou: 0.3165, loss_cls: 0.1269, loss_bbox: 0.1178, loss_iou: 0.2972, d0.loss_cls: 0.1620, d0.loss_bbox: 0.1211, d0.loss_iou: 0.3016, d1.loss_cls: 0.1374, d1.loss_bbox: 0.1213, d1.loss_iou: 0.3019, d2.loss_cls: 0.1312, d2.loss_bbox: 0.1198, d2.loss_iou: 0.2992, d3.loss_cls: 0.1291, d3.loss_bbox: 0.1183, d3.loss_iou: 0.2979, d4.loss_cls: 0.1273, d4.loss_bbox: 0.1182, d4.loss_iou: 0.2975, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1438, dn_loss_iou: 0.2305, d0.dn_loss_cls: 0.0355, d0.dn_loss_bbox: 0.2281, d0.dn_loss_iou: 0.3251, d1.dn_loss_cls: 0.0159, d1.dn_loss_bbox: 0.1638, d1.dn_loss_iou: 0.2558, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1481, d2.dn_loss_iou: 0.2359, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1449, d3.dn_loss_iou: 0.2321, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1437, d4.dn_loss_iou: 0.2303, loss: 6.4992 2024-05-21 18:01:29,293 - mmdet - INFO - Epoch [32][1250/3665] lr: 2.000e-05, eta: 7:00:15, time: 1.506, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1540, interm_loss_bbox: 0.1271, interm_loss_iou: 0.3144, loss_cls: 0.1272, loss_bbox: 0.1172, loss_iou: 0.2953, d0.loss_cls: 0.1627, d0.loss_bbox: 0.1195, d0.loss_iou: 0.2995, d1.loss_cls: 0.1362, d1.loss_bbox: 0.1201, d1.loss_iou: 0.2997, d2.loss_cls: 0.1308, d2.loss_bbox: 0.1181, d2.loss_iou: 0.2970, d3.loss_cls: 0.1290, d3.loss_bbox: 0.1175, d3.loss_iou: 0.2958, d4.loss_cls: 0.1282, d4.loss_bbox: 0.1170, d4.loss_iou: 0.2951, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1381, dn_loss_iou: 0.2303, d0.dn_loss_cls: 0.0337, d0.dn_loss_bbox: 0.2165, d0.dn_loss_iou: 0.3227, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1566, d1.dn_loss_iou: 0.2546, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1415, d2.dn_loss_iou: 0.2354, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1389, d3.dn_loss_iou: 0.2319, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1381, d4.dn_loss_iou: 0.2302, loss: 6.4204 2024-05-21 18:02:43,273 - mmdet - INFO - Epoch [32][1300/3665] lr: 2.000e-05, eta: 6:59:01, time: 1.480, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1585, interm_loss_bbox: 0.1308, interm_loss_iou: 0.3091, loss_cls: 0.1276, loss_bbox: 0.1201, loss_iou: 0.2919, d0.loss_cls: 0.1651, d0.loss_bbox: 0.1225, d0.loss_iou: 0.2951, d1.loss_cls: 0.1390, d1.loss_bbox: 0.1223, d1.loss_iou: 0.2950, d2.loss_cls: 0.1322, d2.loss_bbox: 0.1211, d2.loss_iou: 0.2928, d3.loss_cls: 0.1295, d3.loss_bbox: 0.1204, d3.loss_iou: 0.2924, d4.loss_cls: 0.1285, d4.loss_bbox: 0.1199, d4.loss_iou: 0.2917, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1455, dn_loss_iou: 0.2274, d0.dn_loss_cls: 0.0348, d0.dn_loss_bbox: 0.2274, d0.dn_loss_iou: 0.3193, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1638, d1.dn_loss_iou: 0.2512, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1489, d2.dn_loss_iou: 0.2322, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1463, d3.dn_loss_iou: 0.2289, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1454, d4.dn_loss_iou: 0.2273, loss: 6.4560 2024-05-21 18:04:00,959 - mmdet - INFO - Epoch [32][1350/3665] lr: 2.000e-05, eta: 6:57:47, time: 1.554, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1557, interm_loss_bbox: 0.1306, interm_loss_iou: 0.3076, loss_cls: 0.1265, loss_bbox: 0.1204, loss_iou: 0.2905, d0.loss_cls: 0.1627, d0.loss_bbox: 0.1224, d0.loss_iou: 0.2936, d1.loss_cls: 0.1373, d1.loss_bbox: 0.1213, d1.loss_iou: 0.2931, d2.loss_cls: 0.1310, d2.loss_bbox: 0.1207, d2.loss_iou: 0.2914, d3.loss_cls: 0.1287, d3.loss_bbox: 0.1204, d3.loss_iou: 0.2909, d4.loss_cls: 0.1266, d4.loss_bbox: 0.1209, d4.loss_iou: 0.2908, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1449, dn_loss_iou: 0.2279, d0.dn_loss_cls: 0.0343, d0.dn_loss_bbox: 0.2269, d0.dn_loss_iou: 0.3197, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1646, d1.dn_loss_iou: 0.2518, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1490, d2.dn_loss_iou: 0.2331, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1460, d3.dn_loss_iou: 0.2294, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1449, d4.dn_loss_iou: 0.2277, loss: 6.4353 2024-05-21 18:05:14,124 - mmdet - INFO - Epoch [32][1400/3665] lr: 2.000e-05, eta: 6:56:34, time: 1.463, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1606, interm_loss_bbox: 0.1284, interm_loss_iou: 0.3255, loss_cls: 0.1327, loss_bbox: 0.1179, loss_iou: 0.3063, d0.loss_cls: 0.1675, d0.loss_bbox: 0.1200, d0.loss_iou: 0.3108, d1.loss_cls: 0.1433, d1.loss_bbox: 0.1203, d1.loss_iou: 0.3097, d2.loss_cls: 0.1366, d2.loss_bbox: 0.1192, d2.loss_iou: 0.3078, d3.loss_cls: 0.1344, d3.loss_bbox: 0.1186, d3.loss_iou: 0.3067, d4.loss_cls: 0.1333, d4.loss_bbox: 0.1180, d4.loss_iou: 0.3062, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1419, dn_loss_iou: 0.2353, d0.dn_loss_cls: 0.0349, d0.dn_loss_bbox: 0.2211, d0.dn_loss_iou: 0.3287, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1601, d1.dn_loss_iou: 0.2602, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1455, d2.dn_loss_iou: 0.2407, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1428, d3.dn_loss_iou: 0.2370, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1418, d4.dn_loss_iou: 0.2352, loss: 6.6023 2024-05-21 18:06:25,658 - mmdet - INFO - Epoch [32][1450/3665] lr: 2.000e-05, eta: 6:55:19, time: 1.431, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1533, interm_loss_bbox: 0.1292, interm_loss_iou: 0.3119, loss_cls: 0.1241, loss_bbox: 0.1193, loss_iou: 0.2936, d0.loss_cls: 0.1606, d0.loss_bbox: 0.1220, d0.loss_iou: 0.2981, d1.loss_cls: 0.1350, d1.loss_bbox: 0.1214, d1.loss_iou: 0.2974, d2.loss_cls: 0.1288, d2.loss_bbox: 0.1195, d2.loss_iou: 0.2944, d3.loss_cls: 0.1261, d3.loss_bbox: 0.1195, d3.loss_iou: 0.2942, d4.loss_cls: 0.1244, d4.loss_bbox: 0.1195, d4.loss_iou: 0.2939, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1450, dn_loss_iou: 0.2300, d0.dn_loss_cls: 0.0354, d0.dn_loss_bbox: 0.2253, d0.dn_loss_iou: 0.3236, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1634, d1.dn_loss_iou: 0.2544, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1482, d2.dn_loss_iou: 0.2348, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1458, d3.dn_loss_iou: 0.2316, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1449, d4.dn_loss_iou: 0.2299, loss: 6.4527 2024-05-21 18:07:39,671 - mmdet - INFO - Epoch [32][1500/3665] lr: 2.000e-05, eta: 6:54:06, time: 1.480, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1571, interm_loss_bbox: 0.1296, interm_loss_iou: 0.3090, loss_cls: 0.1282, loss_bbox: 0.1180, loss_iou: 0.2920, d0.loss_cls: 0.1648, d0.loss_bbox: 0.1216, d0.loss_iou: 0.2943, d1.loss_cls: 0.1385, d1.loss_bbox: 0.1207, d1.loss_iou: 0.2949, d2.loss_cls: 0.1324, d2.loss_bbox: 0.1196, d2.loss_iou: 0.2934, d3.loss_cls: 0.1303, d3.loss_bbox: 0.1183, d3.loss_iou: 0.2919, d4.loss_cls: 0.1289, d4.loss_bbox: 0.1179, d4.loss_iou: 0.2918, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1436, dn_loss_iou: 0.2283, d0.dn_loss_cls: 0.0351, d0.dn_loss_bbox: 0.2233, d0.dn_loss_iou: 0.3193, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1621, d1.dn_loss_iou: 0.2523, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1468, d2.dn_loss_iou: 0.2332, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1443, d3.dn_loss_iou: 0.2298, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1435, d4.dn_loss_iou: 0.2282, loss: 6.4362 2024-05-21 18:08:55,166 - mmdet - INFO - Epoch [32][1550/3665] lr: 2.000e-05, eta: 6:52:52, time: 1.510, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1604, interm_loss_bbox: 0.1325, interm_loss_iou: 0.3185, loss_cls: 0.1328, loss_bbox: 0.1217, loss_iou: 0.2997, d0.loss_cls: 0.1677, d0.loss_bbox: 0.1229, d0.loss_iou: 0.3039, d1.loss_cls: 0.1421, d1.loss_bbox: 0.1239, d1.loss_iou: 0.3035, d2.loss_cls: 0.1367, d2.loss_bbox: 0.1226, d2.loss_iou: 0.3004, d3.loss_cls: 0.1341, d3.loss_bbox: 0.1227, d3.loss_iou: 0.3002, d4.loss_cls: 0.1336, d4.loss_bbox: 0.1219, d4.loss_iou: 0.2992, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1516, dn_loss_iou: 0.2335, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2341, d0.dn_loss_iou: 0.3258, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1708, d1.dn_loss_iou: 0.2582, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1553, d2.dn_loss_iou: 0.2388, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1526, d3.dn_loss_iou: 0.2352, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1515, d4.dn_loss_iou: 0.2334, loss: 6.6320 2024-05-21 18:10:13,653 - mmdet - INFO - Epoch [32][1600/3665] lr: 2.000e-05, eta: 6:51:39, time: 1.570, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1642, interm_loss_bbox: 0.1363, interm_loss_iou: 0.3173, loss_cls: 0.1326, loss_bbox: 0.1257, loss_iou: 0.2985, d0.loss_cls: 0.1712, d0.loss_bbox: 0.1277, d0.loss_iou: 0.3024, d1.loss_cls: 0.1458, d1.loss_bbox: 0.1271, d1.loss_iou: 0.3018, d2.loss_cls: 0.1383, d2.loss_bbox: 0.1259, d2.loss_iou: 0.3004, d3.loss_cls: 0.1351, d3.loss_bbox: 0.1259, d3.loss_iou: 0.2992, d4.loss_cls: 0.1336, d4.loss_bbox: 0.1258, d4.loss_iou: 0.2983, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1481, dn_loss_iou: 0.2327, d0.dn_loss_cls: 0.0361, d0.dn_loss_bbox: 0.2324, d0.dn_loss_iou: 0.3266, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1692, d1.dn_loss_iou: 0.2581, d2.dn_loss_cls: 0.0119, d2.dn_loss_bbox: 0.1529, d2.dn_loss_iou: 0.2384, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1497, d3.dn_loss_iou: 0.2345, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1481, d4.dn_loss_iou: 0.2326, loss: 6.6489 2024-05-21 18:11:27,700 - mmdet - INFO - Epoch [32][1650/3665] lr: 2.000e-05, eta: 6:50:25, time: 1.481, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1615, interm_loss_bbox: 0.1307, interm_loss_iou: 0.3204, loss_cls: 0.1324, loss_bbox: 0.1188, loss_iou: 0.3013, d0.loss_cls: 0.1702, d0.loss_bbox: 0.1210, d0.loss_iou: 0.3041, d1.loss_cls: 0.1432, d1.loss_bbox: 0.1223, d1.loss_iou: 0.3060, d2.loss_cls: 0.1375, d2.loss_bbox: 0.1195, d2.loss_iou: 0.3024, d3.loss_cls: 0.1348, d3.loss_bbox: 0.1190, d3.loss_iou: 0.3018, d4.loss_cls: 0.1331, d4.loss_bbox: 0.1188, d4.loss_iou: 0.3013, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1440, dn_loss_iou: 0.2301, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2263, d0.dn_loss_iou: 0.3230, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1639, d1.dn_loss_iou: 0.2549, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1485, d2.dn_loss_iou: 0.2356, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1450, d3.dn_loss_iou: 0.2318, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1439, d4.dn_loss_iou: 0.2300, loss: 6.5653 2024-05-21 18:12:39,001 - mmdet - INFO - Epoch [32][1700/3665] lr: 2.000e-05, eta: 6:49:11, time: 1.426, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1578, interm_loss_bbox: 0.1309, interm_loss_iou: 0.3110, loss_cls: 0.1291, loss_bbox: 0.1185, loss_iou: 0.2908, d0.loss_cls: 0.1641, d0.loss_bbox: 0.1218, d0.loss_iou: 0.2951, d1.loss_cls: 0.1400, d1.loss_bbox: 0.1209, d1.loss_iou: 0.2951, d2.loss_cls: 0.1335, d2.loss_bbox: 0.1195, d2.loss_iou: 0.2920, d3.loss_cls: 0.1314, d3.loss_bbox: 0.1189, d3.loss_iou: 0.2913, d4.loss_cls: 0.1300, d4.loss_bbox: 0.1186, d4.loss_iou: 0.2908, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1452, dn_loss_iou: 0.2301, d0.dn_loss_cls: 0.0354, d0.dn_loss_bbox: 0.2250, d0.dn_loss_iou: 0.3211, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1640, d1.dn_loss_iou: 0.2542, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1488, d2.dn_loss_iou: 0.2353, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1462, d3.dn_loss_iou: 0.2316, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1451, d4.dn_loss_iou: 0.2300, loss: 6.4686 2024-05-21 18:13:53,666 - mmdet - INFO - Epoch [32][1750/3665] lr: 2.000e-05, eta: 6:47:57, time: 1.493, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1638, interm_loss_bbox: 0.1278, interm_loss_iou: 0.3265, loss_cls: 0.1356, loss_bbox: 0.1163, loss_iou: 0.3071, d0.loss_cls: 0.1709, d0.loss_bbox: 0.1196, d0.loss_iou: 0.3118, d1.loss_cls: 0.1462, d1.loss_bbox: 0.1188, d1.loss_iou: 0.3114, d2.loss_cls: 0.1397, d2.loss_bbox: 0.1172, d2.loss_iou: 0.3094, d3.loss_cls: 0.1374, d3.loss_bbox: 0.1165, d3.loss_iou: 0.3079, d4.loss_cls: 0.1364, d4.loss_bbox: 0.1159, d4.loss_iou: 0.3070, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1416, dn_loss_iou: 0.2363, d0.dn_loss_cls: 0.0352, d0.dn_loss_bbox: 0.2232, d0.dn_loss_iou: 0.3306, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1605, d1.dn_loss_iou: 0.2617, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1454, d2.dn_loss_iou: 0.2419, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1426, d3.dn_loss_iou: 0.2380, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1415, d4.dn_loss_iou: 0.2362, loss: 6.6310 2024-05-21 18:15:07,396 - mmdet - INFO - Epoch [32][1800/3665] lr: 2.000e-05, eta: 6:46:43, time: 1.475, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1626, interm_loss_bbox: 0.1299, interm_loss_iou: 0.3228, loss_cls: 0.1354, loss_bbox: 0.1180, loss_iou: 0.3009, d0.loss_cls: 0.1709, d0.loss_bbox: 0.1210, d0.loss_iou: 0.3070, d1.loss_cls: 0.1464, d1.loss_bbox: 0.1203, d1.loss_iou: 0.3058, d2.loss_cls: 0.1395, d2.loss_bbox: 0.1187, d2.loss_iou: 0.3027, d3.loss_cls: 0.1370, d3.loss_bbox: 0.1182, d3.loss_iou: 0.3018, d4.loss_cls: 0.1359, d4.loss_bbox: 0.1179, d4.loss_iou: 0.3012, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1402, dn_loss_iou: 0.2351, d0.dn_loss_cls: 0.0353, d0.dn_loss_bbox: 0.2205, d0.dn_loss_iou: 0.3297, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1587, d1.dn_loss_iou: 0.2602, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1440, d2.dn_loss_iou: 0.2405, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1413, d3.dn_loss_iou: 0.2367, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1401, d4.dn_loss_iou: 0.2349, loss: 6.5856 2024-05-21 18:16:20,779 - mmdet - INFO - Epoch [32][1850/3665] lr: 2.000e-05, eta: 6:45:29, time: 1.468, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1637, interm_loss_bbox: 0.1308, interm_loss_iou: 0.3160, loss_cls: 0.1345, loss_bbox: 0.1189, loss_iou: 0.2939, d0.loss_cls: 0.1705, d0.loss_bbox: 0.1231, d0.loss_iou: 0.2998, d1.loss_cls: 0.1450, d1.loss_bbox: 0.1220, d1.loss_iou: 0.2994, d2.loss_cls: 0.1395, d2.loss_bbox: 0.1200, d2.loss_iou: 0.2953, d3.loss_cls: 0.1356, d3.loss_bbox: 0.1200, d3.loss_iou: 0.2951, d4.loss_cls: 0.1351, d4.loss_bbox: 0.1190, d4.loss_iou: 0.2939, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1469, dn_loss_iou: 0.2308, d0.dn_loss_cls: 0.0345, d0.dn_loss_bbox: 0.2269, d0.dn_loss_iou: 0.3243, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1663, d1.dn_loss_iou: 0.2557, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1511, d2.dn_loss_iou: 0.2366, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1479, d3.dn_loss_iou: 0.2327, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1469, d4.dn_loss_iou: 0.2308, loss: 6.5554 2024-05-21 18:17:42,769 - mmdet - INFO - Epoch [32][1900/3665] lr: 2.000e-05, eta: 6:44:16, time: 1.595, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1605, interm_loss_bbox: 0.1282, interm_loss_iou: 0.3216, loss_cls: 0.1321, loss_bbox: 0.1154, loss_iou: 0.3006, d0.loss_cls: 0.1671, d0.loss_bbox: 0.1196, d0.loss_iou: 0.3069, d1.loss_cls: 0.1426, d1.loss_bbox: 0.1183, d1.loss_iou: 0.3051, d2.loss_cls: 0.1364, d2.loss_bbox: 0.1169, d2.loss_iou: 0.3029, d3.loss_cls: 0.1337, d3.loss_bbox: 0.1162, d3.loss_iou: 0.3017, d4.loss_cls: 0.1326, d4.loss_bbox: 0.1154, d4.loss_iou: 0.3007, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1401, dn_loss_iou: 0.2324, d0.dn_loss_cls: 0.0358, d0.dn_loss_bbox: 0.2191, d0.dn_loss_iou: 0.3249, d1.dn_loss_cls: 0.0159, d1.dn_loss_bbox: 0.1586, d1.dn_loss_iou: 0.2570, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1441, d2.dn_loss_iou: 0.2378, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1412, d3.dn_loss_iou: 0.2342, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1399, d4.dn_loss_iou: 0.2323, loss: 6.5268 2024-05-21 18:18:56,620 - mmdet - INFO - Epoch [32][1950/3665] lr: 2.000e-05, eta: 6:43:03, time: 1.522, data_time: 0.061, memory: 41053, interm_loss_cls: 0.1571, interm_loss_bbox: 0.1314, interm_loss_iou: 0.3280, loss_cls: 0.1300, loss_bbox: 0.1185, loss_iou: 0.3057, d0.loss_cls: 0.1654, d0.loss_bbox: 0.1230, d0.loss_iou: 0.3121, d1.loss_cls: 0.1404, d1.loss_bbox: 0.1219, d1.loss_iou: 0.3107, d2.loss_cls: 0.1347, d2.loss_bbox: 0.1191, d2.loss_iou: 0.3071, d3.loss_cls: 0.1317, d3.loss_bbox: 0.1192, d3.loss_iou: 0.3067, d4.loss_cls: 0.1303, d4.loss_bbox: 0.1186, d4.loss_iou: 0.3061, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1449, dn_loss_iou: 0.2351, d0.dn_loss_cls: 0.0350, d0.dn_loss_bbox: 0.2242, d0.dn_loss_iou: 0.3288, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1631, d1.dn_loss_iou: 0.2598, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1486, d2.dn_loss_iou: 0.2405, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1460, d3.dn_loss_iou: 0.2369, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1448, d4.dn_loss_iou: 0.2351, loss: 6.6127 2024-05-21 18:20:08,250 - mmdet - INFO - Epoch [32][2000/3665] lr: 2.000e-05, eta: 6:41:49, time: 1.432, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1546, interm_loss_bbox: 0.1269, interm_loss_iou: 0.3136, loss_cls: 0.1255, loss_bbox: 0.1158, loss_iou: 0.2934, d0.loss_cls: 0.1620, d0.loss_bbox: 0.1194, d0.loss_iou: 0.2984, d1.loss_cls: 0.1364, d1.loss_bbox: 0.1183, d1.loss_iou: 0.2971, d2.loss_cls: 0.1300, d2.loss_bbox: 0.1167, d2.loss_iou: 0.2948, d3.loss_cls: 0.1277, d3.loss_bbox: 0.1160, d3.loss_iou: 0.2938, d4.loss_cls: 0.1263, d4.loss_bbox: 0.1156, d4.loss_iou: 0.2932, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1424, dn_loss_iou: 0.2307, d0.dn_loss_cls: 0.0346, d0.dn_loss_bbox: 0.2226, d0.dn_loss_iou: 0.3252, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1608, d1.dn_loss_iou: 0.2552, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1464, d2.dn_loss_iou: 0.2361, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1435, d3.dn_loss_iou: 0.2325, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1424, d4.dn_loss_iou: 0.2306, loss: 6.4313 2024-05-21 18:21:22,323 - mmdet - INFO - Epoch [32][2050/3665] lr: 2.000e-05, eta: 6:40:35, time: 1.482, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1591, interm_loss_bbox: 0.1295, interm_loss_iou: 0.3149, loss_cls: 0.1300, loss_bbox: 0.1171, loss_iou: 0.2962, d0.loss_cls: 0.1659, d0.loss_bbox: 0.1207, d0.loss_iou: 0.3011, d1.loss_cls: 0.1399, d1.loss_bbox: 0.1207, d1.loss_iou: 0.3003, d2.loss_cls: 0.1346, d2.loss_bbox: 0.1179, d2.loss_iou: 0.2979, d3.loss_cls: 0.1323, d3.loss_bbox: 0.1175, d3.loss_iou: 0.2968, d4.loss_cls: 0.1306, d4.loss_bbox: 0.1173, d4.loss_iou: 0.2961, dn_loss_cls: 0.0092, dn_loss_bbox: 0.1475, dn_loss_iou: 0.2379, d0.dn_loss_cls: 0.0359, d0.dn_loss_bbox: 0.2282, d0.dn_loss_iou: 0.3318, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1663, d1.dn_loss_iou: 0.2624, d2.dn_loss_cls: 0.0118, d2.dn_loss_bbox: 0.1515, d2.dn_loss_iou: 0.2433, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1483, d3.dn_loss_iou: 0.2395, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1474, d4.dn_loss_iou: 0.2377, loss: 6.5706 2024-05-21 18:22:38,079 - mmdet - INFO - Epoch [32][2100/3665] lr: 2.000e-05, eta: 6:39:21, time: 1.515, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1587, interm_loss_bbox: 0.1296, interm_loss_iou: 0.3170, loss_cls: 0.1305, loss_bbox: 0.1193, loss_iou: 0.2990, d0.loss_cls: 0.1658, d0.loss_bbox: 0.1223, d0.loss_iou: 0.3035, d1.loss_cls: 0.1403, d1.loss_bbox: 0.1224, d1.loss_iou: 0.3031, d2.loss_cls: 0.1351, d2.loss_bbox: 0.1197, d2.loss_iou: 0.2999, d3.loss_cls: 0.1323, d3.loss_bbox: 0.1197, d3.loss_iou: 0.2996, d4.loss_cls: 0.1314, d4.loss_bbox: 0.1191, d4.loss_iou: 0.2987, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1461, dn_loss_iou: 0.2336, d0.dn_loss_cls: 0.0357, d0.dn_loss_bbox: 0.2263, d0.dn_loss_iou: 0.3273, d1.dn_loss_cls: 0.0159, d1.dn_loss_bbox: 0.1648, d1.dn_loss_iou: 0.2583, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1494, d2.dn_loss_iou: 0.2386, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1470, d3.dn_loss_iou: 0.2352, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1459, d4.dn_loss_iou: 0.2334, loss: 6.5633 2024-05-21 18:23:56,717 - mmdet - INFO - Epoch [32][2150/3665] lr: 2.000e-05, eta: 6:38:08, time: 1.573, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1631, interm_loss_bbox: 0.1307, interm_loss_iou: 0.3196, loss_cls: 0.1329, loss_bbox: 0.1202, loss_iou: 0.3024, d0.loss_cls: 0.1697, d0.loss_bbox: 0.1225, d0.loss_iou: 0.3055, d1.loss_cls: 0.1439, d1.loss_bbox: 0.1221, d1.loss_iou: 0.3060, d2.loss_cls: 0.1374, d2.loss_bbox: 0.1207, d2.loss_iou: 0.3029, d3.loss_cls: 0.1347, d3.loss_bbox: 0.1206, d3.loss_iou: 0.3029, d4.loss_cls: 0.1336, d4.loss_bbox: 0.1201, d4.loss_iou: 0.3023, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1500, dn_loss_iou: 0.2330, d0.dn_loss_cls: 0.0344, d0.dn_loss_bbox: 0.2334, d0.dn_loss_iou: 0.3268, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1699, d1.dn_loss_iou: 0.2582, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1538, d2.dn_loss_iou: 0.2385, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1508, d3.dn_loss_iou: 0.2347, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1499, d4.dn_loss_iou: 0.2330, loss: 6.6330 2024-05-21 18:25:08,402 - mmdet - INFO - Epoch [32][2200/3665] lr: 2.000e-05, eta: 6:36:54, time: 1.434, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1580, interm_loss_bbox: 0.1333, interm_loss_iou: 0.3182, loss_cls: 0.1285, loss_bbox: 0.1220, loss_iou: 0.2994, d0.loss_cls: 0.1657, d0.loss_bbox: 0.1251, d0.loss_iou: 0.3041, d1.loss_cls: 0.1392, d1.loss_bbox: 0.1247, d1.loss_iou: 0.3040, d2.loss_cls: 0.1328, d2.loss_bbox: 0.1233, d2.loss_iou: 0.3019, d3.loss_cls: 0.1312, d3.loss_bbox: 0.1221, d3.loss_iou: 0.2996, d4.loss_cls: 0.1294, d4.loss_bbox: 0.1220, d4.loss_iou: 0.2990, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1520, dn_loss_iou: 0.2340, d0.dn_loss_cls: 0.0362, d0.dn_loss_bbox: 0.2383, d0.dn_loss_iou: 0.3306, d1.dn_loss_cls: 0.0161, d1.dn_loss_bbox: 0.1724, d1.dn_loss_iou: 0.2593, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1559, d2.dn_loss_iou: 0.2394, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1532, d3.dn_loss_iou: 0.2357, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1519, d4.dn_loss_iou: 0.2340, loss: 6.6322 2024-05-21 18:26:22,466 - mmdet - INFO - Epoch [32][2250/3665] lr: 2.000e-05, eta: 6:35:40, time: 1.481, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1612, interm_loss_bbox: 0.1296, interm_loss_iou: 0.3175, loss_cls: 0.1320, loss_bbox: 0.1189, loss_iou: 0.2998, d0.loss_cls: 0.1693, d0.loss_bbox: 0.1208, d0.loss_iou: 0.3021, d1.loss_cls: 0.1430, d1.loss_bbox: 0.1208, d1.loss_iou: 0.3029, d2.loss_cls: 0.1368, d2.loss_bbox: 0.1196, d2.loss_iou: 0.3014, d3.loss_cls: 0.1345, d3.loss_bbox: 0.1186, d3.loss_iou: 0.2997, d4.loss_cls: 0.1331, d4.loss_bbox: 0.1182, d4.loss_iou: 0.2992, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1430, dn_loss_iou: 0.2306, d0.dn_loss_cls: 0.0351, d0.dn_loss_bbox: 0.2249, d0.dn_loss_iou: 0.3251, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1612, d1.dn_loss_iou: 0.2555, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1468, d2.dn_loss_iou: 0.2359, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1438, d3.dn_loss_iou: 0.2322, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1428, d4.dn_loss_iou: 0.2305, loss: 6.5394 2024-05-21 18:27:35,788 - mmdet - INFO - Epoch [32][2300/3665] lr: 2.000e-05, eta: 6:34:26, time: 1.466, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1568, interm_loss_bbox: 0.1289, interm_loss_iou: 0.3229, loss_cls: 0.1291, loss_bbox: 0.1180, loss_iou: 0.3052, d0.loss_cls: 0.1639, d0.loss_bbox: 0.1208, d0.loss_iou: 0.3087, d1.loss_cls: 0.1391, d1.loss_bbox: 0.1216, d1.loss_iou: 0.3091, d2.loss_cls: 0.1334, d2.loss_bbox: 0.1194, d2.loss_iou: 0.3068, d3.loss_cls: 0.1314, d3.loss_bbox: 0.1182, d3.loss_iou: 0.3050, d4.loss_cls: 0.1296, d4.loss_bbox: 0.1179, d4.loss_iou: 0.3054, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1437, dn_loss_iou: 0.2317, d0.dn_loss_cls: 0.0350, d0.dn_loss_bbox: 0.2208, d0.dn_loss_iou: 0.3236, d1.dn_loss_cls: 0.0159, d1.dn_loss_bbox: 0.1618, d1.dn_loss_iou: 0.2561, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1472, d2.dn_loss_iou: 0.2368, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1446, d3.dn_loss_iou: 0.2333, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1437, d4.dn_loss_iou: 0.2317, loss: 6.5563 2024-05-21 18:28:49,019 - mmdet - INFO - Epoch [32][2350/3665] lr: 2.000e-05, eta: 6:33:12, time: 1.465, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1555, interm_loss_bbox: 0.1344, interm_loss_iou: 0.3175, loss_cls: 0.1277, loss_bbox: 0.1218, loss_iou: 0.2990, d0.loss_cls: 0.1626, d0.loss_bbox: 0.1257, d0.loss_iou: 0.3033, d1.loss_cls: 0.1380, d1.loss_bbox: 0.1250, d1.loss_iou: 0.3030, d2.loss_cls: 0.1322, d2.loss_bbox: 0.1227, d2.loss_iou: 0.3008, d3.loss_cls: 0.1295, d3.loss_bbox: 0.1222, d3.loss_iou: 0.2997, d4.loss_cls: 0.1281, d4.loss_bbox: 0.1221, d4.loss_iou: 0.2993, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1470, dn_loss_iou: 0.2293, d0.dn_loss_cls: 0.0344, d0.dn_loss_bbox: 0.2295, d0.dn_loss_iou: 0.3202, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1664, d1.dn_loss_iou: 0.2530, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1513, d2.dn_loss_iou: 0.2346, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1480, d3.dn_loss_iou: 0.2308, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1469, d4.dn_loss_iou: 0.2292, loss: 6.5420 2024-05-21 18:30:00,614 - mmdet - INFO - Epoch [32][2400/3665] lr: 2.000e-05, eta: 6:31:58, time: 1.432, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1585, interm_loss_bbox: 0.1310, interm_loss_iou: 0.3112, loss_cls: 0.1291, loss_bbox: 0.1176, loss_iou: 0.2912, d0.loss_cls: 0.1672, d0.loss_bbox: 0.1211, d0.loss_iou: 0.2953, d1.loss_cls: 0.1400, d1.loss_bbox: 0.1206, d1.loss_iou: 0.2948, d2.loss_cls: 0.1337, d2.loss_bbox: 0.1182, d2.loss_iou: 0.2928, d3.loss_cls: 0.1310, d3.loss_bbox: 0.1178, d3.loss_iou: 0.2919, d4.loss_cls: 0.1298, d4.loss_bbox: 0.1177, d4.loss_iou: 0.2910, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1439, dn_loss_iou: 0.2315, d0.dn_loss_cls: 0.0351, d0.dn_loss_bbox: 0.2221, d0.dn_loss_iou: 0.3229, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1625, d1.dn_loss_iou: 0.2554, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1475, d2.dn_loss_iou: 0.2367, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1448, d3.dn_loss_iou: 0.2331, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1438, d4.dn_loss_iou: 0.2314, loss: 6.4668 2024-05-21 18:31:21,987 - mmdet - INFO - Epoch [32][2450/3665] lr: 2.000e-05, eta: 6:30:45, time: 1.628, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1619, interm_loss_bbox: 0.1323, interm_loss_iou: 0.3294, loss_cls: 0.1337, loss_bbox: 0.1194, loss_iou: 0.3096, d0.loss_cls: 0.1691, d0.loss_bbox: 0.1232, d0.loss_iou: 0.3149, d1.loss_cls: 0.1446, d1.loss_bbox: 0.1224, d1.loss_iou: 0.3139, d2.loss_cls: 0.1384, d2.loss_bbox: 0.1206, d2.loss_iou: 0.3112, d3.loss_cls: 0.1359, d3.loss_bbox: 0.1196, d3.loss_iou: 0.3103, d4.loss_cls: 0.1345, d4.loss_bbox: 0.1194, d4.loss_iou: 0.3092, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1438, dn_loss_iou: 0.2350, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2264, d0.dn_loss_iou: 0.3283, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1640, d1.dn_loss_iou: 0.2602, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1479, d2.dn_loss_iou: 0.2403, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1448, d3.dn_loss_iou: 0.2366, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1437, d4.dn_loss_iou: 0.2349, loss: 6.6666 2024-05-21 18:32:38,511 - mmdet - INFO - Epoch [32][2500/3665] lr: 2.000e-05, eta: 6:29:32, time: 1.530, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1581, interm_loss_bbox: 0.1302, interm_loss_iou: 0.3153, loss_cls: 0.1288, loss_bbox: 0.1187, loss_iou: 0.2972, d0.loss_cls: 0.1652, d0.loss_bbox: 0.1213, d0.loss_iou: 0.3003, d1.loss_cls: 0.1402, d1.loss_bbox: 0.1205, d1.loss_iou: 0.3002, d2.loss_cls: 0.1332, d2.loss_bbox: 0.1198, d2.loss_iou: 0.2997, d3.loss_cls: 0.1307, d3.loss_bbox: 0.1196, d3.loss_iou: 0.2977, d4.loss_cls: 0.1294, d4.loss_bbox: 0.1192, d4.loss_iou: 0.2972, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1466, dn_loss_iou: 0.2301, d0.dn_loss_cls: 0.0353, d0.dn_loss_bbox: 0.2299, d0.dn_loss_iou: 0.3223, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1667, d1.dn_loss_iou: 0.2549, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1510, d2.dn_loss_iou: 0.2359, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1476, d3.dn_loss_iou: 0.2318, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1465, d4.dn_loss_iou: 0.2300, loss: 6.5249 2024-05-21 18:33:52,154 - mmdet - INFO - Epoch [32][2550/3665] lr: 2.000e-05, eta: 6:28:18, time: 1.473, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1600, interm_loss_bbox: 0.1293, interm_loss_iou: 0.3218, loss_cls: 0.1306, loss_bbox: 0.1176, loss_iou: 0.3026, d0.loss_cls: 0.1663, d0.loss_bbox: 0.1203, d0.loss_iou: 0.3073, d1.loss_cls: 0.1414, d1.loss_bbox: 0.1199, d1.loss_iou: 0.3069, d2.loss_cls: 0.1357, d2.loss_bbox: 0.1182, d2.loss_iou: 0.3034, d3.loss_cls: 0.1327, d3.loss_bbox: 0.1177, d3.loss_iou: 0.3032, d4.loss_cls: 0.1312, d4.loss_bbox: 0.1173, d4.loss_iou: 0.3027, dn_loss_cls: 0.0093, dn_loss_bbox: 0.1392, dn_loss_iou: 0.2320, d0.dn_loss_cls: 0.0351, d0.dn_loss_bbox: 0.2182, d0.dn_loss_iou: 0.3256, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1569, d1.dn_loss_iou: 0.2561, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1426, d2.dn_loss_iou: 0.2371, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1401, d3.dn_loss_iou: 0.2336, d4.dn_loss_cls: 0.0095, d4.dn_loss_bbox: 0.1391, d4.dn_loss_iou: 0.2318, loss: 6.5299 2024-05-21 18:35:05,175 - mmdet - INFO - Epoch [32][2600/3665] lr: 2.000e-05, eta: 6:27:04, time: 1.460, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1574, interm_loss_bbox: 0.1304, interm_loss_iou: 0.3223, loss_cls: 0.1307, loss_bbox: 0.1181, loss_iou: 0.3034, d0.loss_cls: 0.1657, d0.loss_bbox: 0.1208, d0.loss_iou: 0.3068, d1.loss_cls: 0.1405, d1.loss_bbox: 0.1210, d1.loss_iou: 0.3072, d2.loss_cls: 0.1348, d2.loss_bbox: 0.1183, d2.loss_iou: 0.3043, d3.loss_cls: 0.1329, d3.loss_bbox: 0.1175, d3.loss_iou: 0.3035, d4.loss_cls: 0.1312, d4.loss_bbox: 0.1181, d4.loss_iou: 0.3037, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1408, dn_loss_iou: 0.2327, d0.dn_loss_cls: 0.0345, d0.dn_loss_bbox: 0.2228, d0.dn_loss_iou: 0.3277, d1.dn_loss_cls: 0.0150, d1.dn_loss_bbox: 0.1597, d1.dn_loss_iou: 0.2577, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1445, d2.dn_loss_iou: 0.2379, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1415, d3.dn_loss_iou: 0.2343, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1407, d4.dn_loss_iou: 0.2326, loss: 6.5473 2024-05-21 18:36:22,511 - mmdet - INFO - Epoch [32][2650/3665] lr: 2.000e-05, eta: 6:25:51, time: 1.547, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1613, interm_loss_bbox: 0.1311, interm_loss_iou: 0.3192, loss_cls: 0.1331, loss_bbox: 0.1199, loss_iou: 0.2996, d0.loss_cls: 0.1680, d0.loss_bbox: 0.1234, d0.loss_iou: 0.3044, d1.loss_cls: 0.1438, d1.loss_bbox: 0.1228, d1.loss_iou: 0.3032, d2.loss_cls: 0.1377, d2.loss_bbox: 0.1209, d2.loss_iou: 0.3005, d3.loss_cls: 0.1346, d3.loss_bbox: 0.1207, d3.loss_iou: 0.3002, d4.loss_cls: 0.1336, d4.loss_bbox: 0.1201, d4.loss_iou: 0.2996, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1460, dn_loss_iou: 0.2345, d0.dn_loss_cls: 0.0346, d0.dn_loss_bbox: 0.2240, d0.dn_loss_iou: 0.3272, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1637, d1.dn_loss_iou: 0.2586, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1495, d2.dn_loss_iou: 0.2397, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1470, d3.dn_loss_iou: 0.2362, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1459, d4.dn_loss_iou: 0.2345, loss: 6.5932 2024-05-21 18:37:39,317 - mmdet - INFO - Epoch [32][2700/3665] lr: 2.000e-05, eta: 6:24:37, time: 1.536, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1551, interm_loss_bbox: 0.1300, interm_loss_iou: 0.3182, loss_cls: 0.1284, loss_bbox: 0.1174, loss_iou: 0.2966, d0.loss_cls: 0.1631, d0.loss_bbox: 0.1209, d0.loss_iou: 0.3025, d1.loss_cls: 0.1394, d1.loss_bbox: 0.1205, d1.loss_iou: 0.3002, d2.loss_cls: 0.1336, d2.loss_bbox: 0.1180, d2.loss_iou: 0.2970, d3.loss_cls: 0.1307, d3.loss_bbox: 0.1177, d3.loss_iou: 0.2967, d4.loss_cls: 0.1291, d4.loss_bbox: 0.1176, d4.loss_iou: 0.2963, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1424, dn_loss_iou: 0.2315, d0.dn_loss_cls: 0.0342, d0.dn_loss_bbox: 0.2219, d0.dn_loss_iou: 0.3261, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1616, d1.dn_loss_iou: 0.2574, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1463, d2.dn_loss_iou: 0.2371, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1433, d3.dn_loss_iou: 0.2332, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1424, d4.dn_loss_iou: 0.2314, loss: 6.4907 2024-05-21 18:38:51,433 - mmdet - INFO - Epoch [32][2750/3665] lr: 2.000e-05, eta: 6:23:23, time: 1.442, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1572, interm_loss_bbox: 0.1306, interm_loss_iou: 0.3198, loss_cls: 0.1301, loss_bbox: 0.1193, loss_iou: 0.3013, d0.loss_cls: 0.1643, d0.loss_bbox: 0.1223, d0.loss_iou: 0.3044, d1.loss_cls: 0.1395, d1.loss_bbox: 0.1220, d1.loss_iou: 0.3050, d2.loss_cls: 0.1350, d2.loss_bbox: 0.1197, d2.loss_iou: 0.3015, d3.loss_cls: 0.1320, d3.loss_bbox: 0.1194, d3.loss_iou: 0.3020, d4.loss_cls: 0.1307, d4.loss_bbox: 0.1193, d4.loss_iou: 0.3017, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1420, dn_loss_iou: 0.2326, d0.dn_loss_cls: 0.0352, d0.dn_loss_bbox: 0.2263, d0.dn_loss_iou: 0.3286, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1618, d1.dn_loss_iou: 0.2584, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1460, d2.dn_loss_iou: 0.2383, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1430, d3.dn_loss_iou: 0.2343, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1419, d4.dn_loss_iou: 0.2324, loss: 6.5507 2024-05-21 18:40:05,265 - mmdet - INFO - Epoch [32][2800/3665] lr: 2.000e-05, eta: 6:22:09, time: 1.476, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1582, interm_loss_bbox: 0.1275, interm_loss_iou: 0.3213, loss_cls: 0.1305, loss_bbox: 0.1167, loss_iou: 0.3007, d0.loss_cls: 0.1650, d0.loss_bbox: 0.1192, d0.loss_iou: 0.3058, d1.loss_cls: 0.1403, d1.loss_bbox: 0.1192, d1.loss_iou: 0.3058, d2.loss_cls: 0.1356, d2.loss_bbox: 0.1168, d2.loss_iou: 0.3017, d3.loss_cls: 0.1327, d3.loss_bbox: 0.1169, d3.loss_iou: 0.3012, d4.loss_cls: 0.1310, d4.loss_bbox: 0.1168, d4.loss_iou: 0.3010, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1434, dn_loss_iou: 0.2325, d0.dn_loss_cls: 0.0340, d0.dn_loss_bbox: 0.2216, d0.dn_loss_iou: 0.3264, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1624, d1.dn_loss_iou: 0.2576, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1475, d2.dn_loss_iou: 0.2379, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1445, d3.dn_loss_iou: 0.2343, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1433, d4.dn_loss_iou: 0.2325, loss: 6.5333 2024-05-21 18:41:18,186 - mmdet - INFO - Epoch [32][2850/3665] lr: 2.000e-05, eta: 6:20:55, time: 1.459, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1551, interm_loss_bbox: 0.1303, interm_loss_iou: 0.3156, loss_cls: 0.1285, loss_bbox: 0.1176, loss_iou: 0.2968, d0.loss_cls: 0.1626, d0.loss_bbox: 0.1217, d0.loss_iou: 0.3019, d1.loss_cls: 0.1392, d1.loss_bbox: 0.1207, d1.loss_iou: 0.3008, d2.loss_cls: 0.1338, d2.loss_bbox: 0.1178, d2.loss_iou: 0.2971, d3.loss_cls: 0.1318, d3.loss_bbox: 0.1167, d3.loss_iou: 0.2961, d4.loss_cls: 0.1296, d4.loss_bbox: 0.1171, d4.loss_iou: 0.2963, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1455, dn_loss_iou: 0.2341, d0.dn_loss_cls: 0.0343, d0.dn_loss_bbox: 0.2261, d0.dn_loss_iou: 0.3274, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1636, d1.dn_loss_iou: 0.2585, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1490, d2.dn_loss_iou: 0.2391, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1464, d3.dn_loss_iou: 0.2356, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1455, d4.dn_loss_iou: 0.2338, loss: 6.5175 2024-05-21 18:42:31,983 - mmdet - INFO - Epoch [32][2900/3665] lr: 2.000e-05, eta: 6:19:41, time: 1.475, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1600, interm_loss_bbox: 0.1321, interm_loss_iou: 0.3170, loss_cls: 0.1320, loss_bbox: 0.1202, loss_iou: 0.2975, d0.loss_cls: 0.1661, d0.loss_bbox: 0.1238, d0.loss_iou: 0.3027, d1.loss_cls: 0.1413, d1.loss_bbox: 0.1233, d1.loss_iou: 0.3022, d2.loss_cls: 0.1355, d2.loss_bbox: 0.1216, d2.loss_iou: 0.2995, d3.loss_cls: 0.1334, d3.loss_bbox: 0.1206, d3.loss_iou: 0.2980, d4.loss_cls: 0.1322, d4.loss_bbox: 0.1203, d4.loss_iou: 0.2977, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1434, dn_loss_iou: 0.2309, d0.dn_loss_cls: 0.0354, d0.dn_loss_bbox: 0.2265, d0.dn_loss_iou: 0.3278, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1626, d1.dn_loss_iou: 0.2568, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1474, d2.dn_loss_iou: 0.2367, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1445, d3.dn_loss_iou: 0.2327, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1433, d4.dn_loss_iou: 0.2308, loss: 6.5492 2024-05-21 18:43:43,532 - mmdet - INFO - Epoch [32][2950/3665] lr: 2.000e-05, eta: 6:18:27, time: 1.432, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1575, interm_loss_bbox: 0.1326, interm_loss_iou: 0.3091, loss_cls: 0.1309, loss_bbox: 0.1200, loss_iou: 0.2890, d0.loss_cls: 0.1647, d0.loss_bbox: 0.1251, d0.loss_iou: 0.2949, d1.loss_cls: 0.1405, d1.loss_bbox: 0.1234, d1.loss_iou: 0.2932, d2.loss_cls: 0.1344, d2.loss_bbox: 0.1217, d2.loss_iou: 0.2910, d3.loss_cls: 0.1333, d3.loss_bbox: 0.1200, d3.loss_iou: 0.2889, d4.loss_cls: 0.1319, d4.loss_bbox: 0.1200, d4.loss_iou: 0.2887, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1421, dn_loss_iou: 0.2265, d0.dn_loss_cls: 0.0349, d0.dn_loss_bbox: 0.2212, d0.dn_loss_iou: 0.3180, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1594, d1.dn_loss_iou: 0.2498, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1455, d2.dn_loss_iou: 0.2314, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1428, d3.dn_loss_iou: 0.2280, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1420, d4.dn_loss_iou: 0.2264, loss: 6.4332 2024-05-21 18:45:03,121 - mmdet - INFO - Epoch [32][3000/3665] lr: 2.000e-05, eta: 6:17:14, time: 1.592, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1560, interm_loss_bbox: 0.1292, interm_loss_iou: 0.3200, loss_cls: 0.1286, loss_bbox: 0.1189, loss_iou: 0.3018, d0.loss_cls: 0.1637, d0.loss_bbox: 0.1212, d0.loss_iou: 0.3054, d1.loss_cls: 0.1391, d1.loss_bbox: 0.1210, d1.loss_iou: 0.3051, d2.loss_cls: 0.1325, d2.loss_bbox: 0.1198, d2.loss_iou: 0.3042, d3.loss_cls: 0.1305, d3.loss_bbox: 0.1190, d3.loss_iou: 0.3022, d4.loss_cls: 0.1293, d4.loss_bbox: 0.1186, d4.loss_iou: 0.3014, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1417, dn_loss_iou: 0.2326, d0.dn_loss_cls: 0.0348, d0.dn_loss_bbox: 0.2186, d0.dn_loss_iou: 0.3250, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1595, d1.dn_loss_iou: 0.2573, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1452, d2.dn_loss_iou: 0.2380, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1424, d3.dn_loss_iou: 0.2342, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1415, d4.dn_loss_iou: 0.2325, loss: 6.5240 2024-05-21 18:46:15,319 - mmdet - INFO - Epoch [32][3050/3665] lr: 2.000e-05, eta: 6:16:00, time: 1.444, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1604, interm_loss_bbox: 0.1283, interm_loss_iou: 0.3233, loss_cls: 0.1329, loss_bbox: 0.1167, loss_iou: 0.3041, d0.loss_cls: 0.1682, d0.loss_bbox: 0.1203, d0.loss_iou: 0.3092, d1.loss_cls: 0.1435, d1.loss_bbox: 0.1198, d1.loss_iou: 0.3086, d2.loss_cls: 0.1385, d2.loss_bbox: 0.1176, d2.loss_iou: 0.3048, d3.loss_cls: 0.1355, d3.loss_bbox: 0.1169, d3.loss_iou: 0.3042, d4.loss_cls: 0.1338, d4.loss_bbox: 0.1166, d4.loss_iou: 0.3041, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1394, dn_loss_iou: 0.2316, d0.dn_loss_cls: 0.0357, d0.dn_loss_bbox: 0.2213, d0.dn_loss_iou: 0.3280, d1.dn_loss_cls: 0.0159, d1.dn_loss_bbox: 0.1590, d1.dn_loss_iou: 0.2571, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1436, d2.dn_loss_iou: 0.2371, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1405, d3.dn_loss_iou: 0.2332, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1393, d4.dn_loss_iou: 0.2315, loss: 6.5595 2024-05-21 18:47:31,540 - mmdet - INFO - Epoch [32][3100/3665] lr: 2.000e-05, eta: 6:14:47, time: 1.524, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1571, interm_loss_bbox: 0.1313, interm_loss_iou: 0.3212, loss_cls: 0.1279, loss_bbox: 0.1201, loss_iou: 0.3039, d0.loss_cls: 0.1651, d0.loss_bbox: 0.1219, d0.loss_iou: 0.3057, d1.loss_cls: 0.1391, d1.loss_bbox: 0.1222, d1.loss_iou: 0.3065, d2.loss_cls: 0.1330, d2.loss_bbox: 0.1206, d2.loss_iou: 0.3039, d3.loss_cls: 0.1304, d3.loss_bbox: 0.1202, d3.loss_iou: 0.3036, d4.loss_cls: 0.1286, d4.loss_bbox: 0.1200, d4.loss_iou: 0.3034, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1436, dn_loss_iou: 0.2321, d0.dn_loss_cls: 0.0331, d0.dn_loss_bbox: 0.2205, d0.dn_loss_iou: 0.3235, d1.dn_loss_cls: 0.0144, d1.dn_loss_bbox: 0.1618, d1.dn_loss_iou: 0.2562, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1472, d2.dn_loss_iou: 0.2369, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1445, d3.dn_loss_iou: 0.2337, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1435, d4.dn_loss_iou: 0.2321, loss: 6.5439 2024-05-21 18:48:48,127 - mmdet - INFO - Epoch [32][3150/3665] lr: 2.000e-05, eta: 6:13:33, time: 1.532, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1590, interm_loss_bbox: 0.1307, interm_loss_iou: 0.3223, loss_cls: 0.1301, loss_bbox: 0.1193, loss_iou: 0.3044, d0.loss_cls: 0.1667, d0.loss_bbox: 0.1222, d0.loss_iou: 0.3083, d1.loss_cls: 0.1408, d1.loss_bbox: 0.1226, d1.loss_iou: 0.3088, d2.loss_cls: 0.1342, d2.loss_bbox: 0.1208, d2.loss_iou: 0.3064, d3.loss_cls: 0.1325, d3.loss_bbox: 0.1194, d3.loss_iou: 0.3041, d4.loss_cls: 0.1306, d4.loss_bbox: 0.1196, d4.loss_iou: 0.3043, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1461, dn_loss_iou: 0.2374, d0.dn_loss_cls: 0.0348, d0.dn_loss_bbox: 0.2234, d0.dn_loss_iou: 0.3304, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1631, d1.dn_loss_iou: 0.2615, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1495, d2.dn_loss_iou: 0.2428, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1471, d3.dn_loss_iou: 0.2389, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1461, d4.dn_loss_iou: 0.2372, loss: 6.6172 2024-05-21 18:50:05,923 - mmdet - INFO - Epoch [32][3200/3665] lr: 2.000e-05, eta: 6:12:20, time: 1.556, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1567, interm_loss_bbox: 0.1270, interm_loss_iou: 0.3200, loss_cls: 0.1286, loss_bbox: 0.1166, loss_iou: 0.3020, d0.loss_cls: 0.1635, d0.loss_bbox: 0.1183, d0.loss_iou: 0.3067, d1.loss_cls: 0.1390, d1.loss_bbox: 0.1191, d1.loss_iou: 0.3063, d2.loss_cls: 0.1337, d2.loss_bbox: 0.1170, d2.loss_iou: 0.3030, d3.loss_cls: 0.1310, d3.loss_bbox: 0.1168, d3.loss_iou: 0.3025, d4.loss_cls: 0.1295, d4.loss_bbox: 0.1168, d4.loss_iou: 0.3016, dn_loss_cls: 0.0078, dn_loss_bbox: 0.1366, dn_loss_iou: 0.2314, d0.dn_loss_cls: 0.0337, d0.dn_loss_bbox: 0.2152, d0.dn_loss_iou: 0.3256, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1543, d1.dn_loss_iou: 0.2560, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1405, d2.dn_loss_iou: 0.2366, d3.dn_loss_cls: 0.0086, d3.dn_loss_bbox: 0.1376, d3.dn_loss_iou: 0.2329, d4.dn_loss_cls: 0.0080, d4.dn_loss_bbox: 0.1365, d4.dn_loss_iou: 0.2313, loss: 6.4735 2024-05-21 18:51:19,404 - mmdet - INFO - Epoch [32][3250/3665] lr: 2.000e-05, eta: 6:11:06, time: 1.470, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1584, interm_loss_bbox: 0.1289, interm_loss_iou: 0.3190, loss_cls: 0.1299, loss_bbox: 0.1168, loss_iou: 0.3006, d0.loss_cls: 0.1652, d0.loss_bbox: 0.1201, d0.loss_iou: 0.3056, d1.loss_cls: 0.1402, d1.loss_bbox: 0.1196, d1.loss_iou: 0.3046, d2.loss_cls: 0.1348, d2.loss_bbox: 0.1174, d2.loss_iou: 0.3016, d3.loss_cls: 0.1320, d3.loss_bbox: 0.1173, d3.loss_iou: 0.3013, d4.loss_cls: 0.1305, d4.loss_bbox: 0.1170, d4.loss_iou: 0.3008, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1418, dn_loss_iou: 0.2331, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2191, d0.dn_loss_iou: 0.3249, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1591, d1.dn_loss_iou: 0.2571, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1450, d2.dn_loss_iou: 0.2380, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1425, d3.dn_loss_iou: 0.2345, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1417, d4.dn_loss_iou: 0.2329, loss: 6.5181 2024-05-21 18:52:33,074 - mmdet - INFO - Epoch [32][3300/3665] lr: 2.000e-05, eta: 6:09:52, time: 1.473, data_time: 0.020, memory: 41053, interm_loss_cls: 0.1643, interm_loss_bbox: 0.1334, interm_loss_iou: 0.3122, loss_cls: 0.1333, loss_bbox: 0.1218, loss_iou: 0.2949, d0.loss_cls: 0.1708, d0.loss_bbox: 0.1246, d0.loss_iou: 0.2980, d1.loss_cls: 0.1447, d1.loss_bbox: 0.1241, d1.loss_iou: 0.2979, d2.loss_cls: 0.1388, d2.loss_bbox: 0.1225, d2.loss_iou: 0.2960, d3.loss_cls: 0.1357, d3.loss_bbox: 0.1217, d3.loss_iou: 0.2953, d4.loss_cls: 0.1345, d4.loss_bbox: 0.1214, d4.loss_iou: 0.2943, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1444, dn_loss_iou: 0.2256, d0.dn_loss_cls: 0.0355, d0.dn_loss_bbox: 0.2253, d0.dn_loss_iou: 0.3190, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1630, d1.dn_loss_iou: 0.2506, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1483, d2.dn_loss_iou: 0.2312, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1453, d3.dn_loss_iou: 0.2274, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1443, d4.dn_loss_iou: 0.2257, loss: 6.5202 2024-05-21 18:53:47,261 - mmdet - INFO - Epoch [32][3350/3665] lr: 2.000e-05, eta: 6:08:38, time: 1.484, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1627, interm_loss_bbox: 0.1291, interm_loss_iou: 0.3277, loss_cls: 0.1343, loss_bbox: 0.1176, loss_iou: 0.3089, d0.loss_cls: 0.1688, d0.loss_bbox: 0.1215, d0.loss_iou: 0.3132, d1.loss_cls: 0.1454, d1.loss_bbox: 0.1199, d1.loss_iou: 0.3127, d2.loss_cls: 0.1393, d2.loss_bbox: 0.1179, d2.loss_iou: 0.3103, d3.loss_cls: 0.1368, d3.loss_bbox: 0.1179, d3.loss_iou: 0.3094, d4.loss_cls: 0.1350, d4.loss_bbox: 0.1175, d4.loss_iou: 0.3091, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1448, dn_loss_iou: 0.2317, d0.dn_loss_cls: 0.0359, d0.dn_loss_bbox: 0.2285, d0.dn_loss_iou: 0.3254, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1657, d1.dn_loss_iou: 0.2571, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1489, d2.dn_loss_iou: 0.2370, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1461, d3.dn_loss_iou: 0.2335, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1448, d4.dn_loss_iou: 0.2316, loss: 6.6404 2024-05-21 18:54:59,638 - mmdet - INFO - Epoch [32][3400/3665] lr: 2.000e-05, eta: 6:07:24, time: 1.448, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1607, interm_loss_bbox: 0.1315, interm_loss_iou: 0.3295, loss_cls: 0.1346, loss_bbox: 0.1195, loss_iou: 0.3101, d0.loss_cls: 0.1680, d0.loss_bbox: 0.1235, d0.loss_iou: 0.3156, d1.loss_cls: 0.1436, d1.loss_bbox: 0.1227, d1.loss_iou: 0.3146, d2.loss_cls: 0.1387, d2.loss_bbox: 0.1206, d2.loss_iou: 0.3114, d3.loss_cls: 0.1365, d3.loss_bbox: 0.1198, d3.loss_iou: 0.3104, d4.loss_cls: 0.1357, d4.loss_bbox: 0.1191, d4.loss_iou: 0.3096, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1421, dn_loss_iou: 0.2379, d0.dn_loss_cls: 0.0353, d0.dn_loss_bbox: 0.2208, d0.dn_loss_iou: 0.3337, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1603, d1.dn_loss_iou: 0.2638, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1459, d2.dn_loss_iou: 0.2432, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1431, d3.dn_loss_iou: 0.2395, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1420, d4.dn_loss_iou: 0.2378, loss: 6.6739 2024-05-21 18:56:13,166 - mmdet - INFO - Epoch [32][3450/3665] lr: 2.000e-05, eta: 6:06:10, time: 1.471, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1599, interm_loss_bbox: 0.1280, interm_loss_iou: 0.3213, loss_cls: 0.1311, loss_bbox: 0.1154, loss_iou: 0.3006, d0.loss_cls: 0.1677, d0.loss_bbox: 0.1192, d0.loss_iou: 0.3063, d1.loss_cls: 0.1416, d1.loss_bbox: 0.1196, d1.loss_iou: 0.3056, d2.loss_cls: 0.1358, d2.loss_bbox: 0.1172, d2.loss_iou: 0.3026, d3.loss_cls: 0.1341, d3.loss_bbox: 0.1155, d3.loss_iou: 0.3004, d4.loss_cls: 0.1319, d4.loss_bbox: 0.1156, d4.loss_iou: 0.3003, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1418, dn_loss_iou: 0.2347, d0.dn_loss_cls: 0.0348, d0.dn_loss_bbox: 0.2207, d0.dn_loss_iou: 0.3293, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1589, d1.dn_loss_iou: 0.2596, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1453, d2.dn_loss_iou: 0.2402, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1425, d3.dn_loss_iou: 0.2362, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1417, d4.dn_loss_iou: 0.2345, loss: 6.5441 2024-05-21 18:57:27,376 - mmdet - INFO - Epoch [32][3500/3665] lr: 2.000e-05, eta: 6:04:56, time: 1.484, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1585, interm_loss_bbox: 0.1305, interm_loss_iou: 0.3197, loss_cls: 0.1294, loss_bbox: 0.1198, loss_iou: 0.3015, d0.loss_cls: 0.1665, d0.loss_bbox: 0.1226, d0.loss_iou: 0.3052, d1.loss_cls: 0.1398, d1.loss_bbox: 0.1227, d1.loss_iou: 0.3058, d2.loss_cls: 0.1349, d2.loss_bbox: 0.1202, d2.loss_iou: 0.3020, d3.loss_cls: 0.1320, d3.loss_bbox: 0.1197, d3.loss_iou: 0.3019, d4.loss_cls: 0.1304, d4.loss_bbox: 0.1195, d4.loss_iou: 0.3016, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1448, dn_loss_iou: 0.2359, d0.dn_loss_cls: 0.0360, d0.dn_loss_bbox: 0.2263, d0.dn_loss_iou: 0.3308, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1645, d1.dn_loss_iou: 0.2615, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1491, d2.dn_loss_iou: 0.2414, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1457, d3.dn_loss_iou: 0.2375, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1447, d4.dn_loss_iou: 0.2357, loss: 6.5939 2024-05-21 18:58:42,506 - mmdet - INFO - Epoch [32][3550/3665] lr: 2.000e-05, eta: 6:03:43, time: 1.503, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1586, interm_loss_bbox: 0.1333, interm_loss_iou: 0.3100, loss_cls: 0.1310, loss_bbox: 0.1231, loss_iou: 0.2923, d0.loss_cls: 0.1665, d0.loss_bbox: 0.1255, d0.loss_iou: 0.2954, d1.loss_cls: 0.1411, d1.loss_bbox: 0.1252, d1.loss_iou: 0.2958, d2.loss_cls: 0.1359, d2.loss_bbox: 0.1234, d2.loss_iou: 0.2926, d3.loss_cls: 0.1336, d3.loss_bbox: 0.1231, d3.loss_iou: 0.2918, d4.loss_cls: 0.1314, d4.loss_bbox: 0.1230, d4.loss_iou: 0.2921, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1479, dn_loss_iou: 0.2263, d0.dn_loss_cls: 0.0345, d0.dn_loss_bbox: 0.2317, d0.dn_loss_iou: 0.3186, d1.dn_loss_cls: 0.0150, d1.dn_loss_bbox: 0.1677, d1.dn_loss_iou: 0.2508, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1520, d2.dn_loss_iou: 0.2318, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1490, d3.dn_loss_iou: 0.2280, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1478, d4.dn_loss_iou: 0.2261, loss: 6.5085 2024-05-21 18:59:57,746 - mmdet - INFO - Epoch [32][3600/3665] lr: 2.000e-05, eta: 6:02:29, time: 1.505, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1548, interm_loss_bbox: 0.1292, interm_loss_iou: 0.3174, loss_cls: 0.1267, loss_bbox: 0.1186, loss_iou: 0.2989, d0.loss_cls: 0.1615, d0.loss_bbox: 0.1218, d0.loss_iou: 0.3032, d1.loss_cls: 0.1364, d1.loss_bbox: 0.1217, d1.loss_iou: 0.3040, d2.loss_cls: 0.1303, d2.loss_bbox: 0.1201, d2.loss_iou: 0.3011, d3.loss_cls: 0.1284, d3.loss_bbox: 0.1194, d3.loss_iou: 0.2994, d4.loss_cls: 0.1271, d4.loss_bbox: 0.1187, d4.loss_iou: 0.2993, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1464, dn_loss_iou: 0.2312, d0.dn_loss_cls: 0.0351, d0.dn_loss_bbox: 0.2253, d0.dn_loss_iou: 0.3234, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1656, d1.dn_loss_iou: 0.2564, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1500, d2.dn_loss_iou: 0.2366, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1472, d3.dn_loss_iou: 0.2329, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1463, d4.dn_loss_iou: 0.2312, loss: 6.5206 2024-05-21 19:01:09,498 - mmdet - INFO - Epoch [32][3650/3665] lr: 2.000e-05, eta: 6:01:15, time: 1.435, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1577, interm_loss_bbox: 0.1295, interm_loss_iou: 0.3115, loss_cls: 0.1292, loss_bbox: 0.1170, loss_iou: 0.2934, d0.loss_cls: 0.1663, d0.loss_bbox: 0.1197, d0.loss_iou: 0.2959, d1.loss_cls: 0.1397, d1.loss_bbox: 0.1191, d1.loss_iou: 0.2971, d2.loss_cls: 0.1330, d2.loss_bbox: 0.1184, d2.loss_iou: 0.2955, d3.loss_cls: 0.1313, d3.loss_bbox: 0.1170, d3.loss_iou: 0.2930, d4.loss_cls: 0.1296, d4.loss_bbox: 0.1170, d4.loss_iou: 0.2935, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1378, dn_loss_iou: 0.2257, d0.dn_loss_cls: 0.0348, d0.dn_loss_bbox: 0.2196, d0.dn_loss_iou: 0.3199, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1565, d1.dn_loss_iou: 0.2507, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1419, d2.dn_loss_iou: 0.2311, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1387, d3.dn_loss_iou: 0.2274, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1377, d4.dn_loss_iou: 0.2255, loss: 6.4035 2024-05-21 19:01:36,922 - mmdet - INFO - Saving checkpoint at 32 epochs 2024-05-21 19:05:17,466 - mmdet - INFO - Evaluating bbox... 2024-05-21 19:07:12,841 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.578 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.768 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.632 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.407 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.615 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.741 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.633 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.810 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.909 2024-05-21 19:07:14,922 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 19:07:14,925 - mmdet - INFO - Epoch(val) [32][313] bbox_mAP: 0.5780, bbox_mAP_50: 0.7680, bbox_mAP_75: 0.6320, bbox_mAP_s: 0.4070, bbox_mAP_m: 0.6150, bbox_mAP_l: 0.7410, bbox_mAP_copypaste: 0.578 0.768 0.632 0.407 0.615 0.741 2024-05-21 19:08:41,004 - mmdet - INFO - Epoch [33][50/3665] lr: 2.000e-05, eta: 5:59:38, time: 1.721, data_time: 0.086, memory: 41053, interm_loss_cls: 0.1547, interm_loss_bbox: 0.1269, interm_loss_iou: 0.3089, loss_cls: 0.1266, loss_bbox: 0.1159, loss_iou: 0.2911, d0.loss_cls: 0.1622, d0.loss_bbox: 0.1192, d0.loss_iou: 0.2946, d1.loss_cls: 0.1372, d1.loss_bbox: 0.1187, d1.loss_iou: 0.2953, d2.loss_cls: 0.1304, d2.loss_bbox: 0.1174, d2.loss_iou: 0.2928, d3.loss_cls: 0.1287, d3.loss_bbox: 0.1160, d3.loss_iou: 0.2913, d4.loss_cls: 0.1272, d4.loss_bbox: 0.1157, d4.loss_iou: 0.2908, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1411, dn_loss_iou: 0.2279, d0.dn_loss_cls: 0.0345, d0.dn_loss_bbox: 0.2220, d0.dn_loss_iou: 0.3209, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1613, d1.dn_loss_iou: 0.2526, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1451, d2.dn_loss_iou: 0.2331, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1422, d3.dn_loss_iou: 0.2296, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1410, d4.dn_loss_iou: 0.2278, loss: 6.3929 2024-05-21 19:09:57,094 - mmdet - INFO - Epoch [33][100/3665] lr: 2.000e-05, eta: 5:58:24, time: 1.522, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1565, interm_loss_bbox: 0.1275, interm_loss_iou: 0.3121, loss_cls: 0.1273, loss_bbox: 0.1183, loss_iou: 0.2944, d0.loss_cls: 0.1620, d0.loss_bbox: 0.1204, d0.loss_iou: 0.2989, d1.loss_cls: 0.1374, d1.loss_bbox: 0.1210, d1.loss_iou: 0.2983, d2.loss_cls: 0.1326, d2.loss_bbox: 0.1188, d2.loss_iou: 0.2955, d3.loss_cls: 0.1298, d3.loss_bbox: 0.1186, d3.loss_iou: 0.2949, d4.loss_cls: 0.1279, d4.loss_bbox: 0.1184, d4.loss_iou: 0.2947, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1382, dn_loss_iou: 0.2243, d0.dn_loss_cls: 0.0333, d0.dn_loss_bbox: 0.2146, d0.dn_loss_iou: 0.3132, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1550, d1.dn_loss_iou: 0.2471, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1416, d2.dn_loss_iou: 0.2291, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1390, d3.dn_loss_iou: 0.2258, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1381, d4.dn_loss_iou: 0.2242, loss: 6.3792 2024-05-21 19:11:08,870 - mmdet - INFO - Epoch [33][150/3665] lr: 2.000e-05, eta: 5:57:10, time: 1.435, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1552, interm_loss_bbox: 0.1276, interm_loss_iou: 0.3141, loss_cls: 0.1269, loss_bbox: 0.1160, loss_iou: 0.2948, d0.loss_cls: 0.1626, d0.loss_bbox: 0.1184, d0.loss_iou: 0.2998, d1.loss_cls: 0.1368, d1.loss_bbox: 0.1189, d1.loss_iou: 0.2995, d2.loss_cls: 0.1315, d2.loss_bbox: 0.1169, d2.loss_iou: 0.2962, d3.loss_cls: 0.1284, d3.loss_bbox: 0.1167, d3.loss_iou: 0.2956, d4.loss_cls: 0.1274, d4.loss_bbox: 0.1158, d4.loss_iou: 0.2948, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1373, dn_loss_iou: 0.2275, d0.dn_loss_cls: 0.0336, d0.dn_loss_bbox: 0.2149, d0.dn_loss_iou: 0.3192, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1552, d1.dn_loss_iou: 0.2513, d2.dn_loss_cls: 0.0103, d2.dn_loss_bbox: 0.1412, d2.dn_loss_iou: 0.2326, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1384, d3.dn_loss_iou: 0.2291, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1373, d4.dn_loss_iou: 0.2274, loss: 6.3886 2024-05-21 19:12:20,901 - mmdet - INFO - Epoch [33][200/3665] lr: 2.000e-05, eta: 5:55:56, time: 1.441, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1588, interm_loss_bbox: 0.1281, interm_loss_iou: 0.3160, loss_cls: 0.1308, loss_bbox: 0.1177, loss_iou: 0.2982, d0.loss_cls: 0.1658, d0.loss_bbox: 0.1205, d0.loss_iou: 0.3019, d1.loss_cls: 0.1404, d1.loss_bbox: 0.1205, d1.loss_iou: 0.3028, d2.loss_cls: 0.1357, d2.loss_bbox: 0.1182, d2.loss_iou: 0.2993, d3.loss_cls: 0.1336, d3.loss_bbox: 0.1172, d3.loss_iou: 0.2983, d4.loss_cls: 0.1317, d4.loss_bbox: 0.1174, d4.loss_iou: 0.2982, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1387, dn_loss_iou: 0.2315, d0.dn_loss_cls: 0.0357, d0.dn_loss_bbox: 0.2193, d0.dn_loss_iou: 0.3258, d1.dn_loss_cls: 0.0161, d1.dn_loss_bbox: 0.1568, d1.dn_loss_iou: 0.2565, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1426, d2.dn_loss_iou: 0.2369, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1397, d3.dn_loss_iou: 0.2333, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1386, d4.dn_loss_iou: 0.2315, loss: 6.4945 2024-05-21 19:13:33,025 - mmdet - INFO - Epoch [33][250/3665] lr: 2.000e-05, eta: 5:54:42, time: 1.442, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1555, interm_loss_bbox: 0.1294, interm_loss_iou: 0.3135, loss_cls: 0.1267, loss_bbox: 0.1184, loss_iou: 0.2957, d0.loss_cls: 0.1631, d0.loss_bbox: 0.1209, d0.loss_iou: 0.2986, d1.loss_cls: 0.1374, d1.loss_bbox: 0.1212, d1.loss_iou: 0.2998, d2.loss_cls: 0.1315, d2.loss_bbox: 0.1192, d2.loss_iou: 0.2963, d3.loss_cls: 0.1294, d3.loss_bbox: 0.1183, d3.loss_iou: 0.2954, d4.loss_cls: 0.1273, d4.loss_bbox: 0.1183, d4.loss_iou: 0.2958, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1397, dn_loss_iou: 0.2284, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2221, d0.dn_loss_iou: 0.3244, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1587, d1.dn_loss_iou: 0.2536, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1436, d2.dn_loss_iou: 0.2337, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1406, d3.dn_loss_iou: 0.2299, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1396, d4.dn_loss_iou: 0.2282, loss: 6.4435 2024-05-21 19:14:46,718 - mmdet - INFO - Epoch [33][300/3665] lr: 2.000e-05, eta: 5:53:28, time: 1.474, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1609, interm_loss_bbox: 0.1284, interm_loss_iou: 0.3168, loss_cls: 0.1297, loss_bbox: 0.1189, loss_iou: 0.3017, d0.loss_cls: 0.1695, d0.loss_bbox: 0.1203, d0.loss_iou: 0.3026, d1.loss_cls: 0.1424, d1.loss_bbox: 0.1202, d1.loss_iou: 0.3032, d2.loss_cls: 0.1350, d2.loss_bbox: 0.1198, d2.loss_iou: 0.3022, d3.loss_cls: 0.1325, d3.loss_bbox: 0.1187, d3.loss_iou: 0.3019, d4.loss_cls: 0.1309, d4.loss_bbox: 0.1184, d4.loss_iou: 0.3013, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1431, dn_loss_iou: 0.2267, d0.dn_loss_cls: 0.0349, d0.dn_loss_bbox: 0.2226, d0.dn_loss_iou: 0.3176, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1629, d1.dn_loss_iou: 0.2509, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1471, d2.dn_loss_iou: 0.2318, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1442, d3.dn_loss_iou: 0.2282, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1430, d4.dn_loss_iou: 0.2266, loss: 6.5091 2024-05-21 19:16:02,192 - mmdet - INFO - Epoch [33][350/3665] lr: 2.000e-05, eta: 5:52:14, time: 1.509, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1576, interm_loss_bbox: 0.1280, interm_loss_iou: 0.3233, loss_cls: 0.1297, loss_bbox: 0.1167, loss_iou: 0.3042, d0.loss_cls: 0.1658, d0.loss_bbox: 0.1198, d0.loss_iou: 0.3081, d1.loss_cls: 0.1397, d1.loss_bbox: 0.1198, d1.loss_iou: 0.3078, d2.loss_cls: 0.1336, d2.loss_bbox: 0.1184, d2.loss_iou: 0.3062, d3.loss_cls: 0.1322, d3.loss_bbox: 0.1171, d3.loss_iou: 0.3046, d4.loss_cls: 0.1308, d4.loss_bbox: 0.1166, d4.loss_iou: 0.3041, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1345, dn_loss_iou: 0.2342, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2136, d0.dn_loss_iou: 0.3290, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1526, d1.dn_loss_iou: 0.2595, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1380, d2.dn_loss_iou: 0.2391, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1354, d3.dn_loss_iou: 0.2358, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1344, d4.dn_loss_iou: 0.2341, loss: 6.5127 2024-05-21 19:17:14,074 - mmdet - INFO - Epoch [33][400/3665] lr: 2.000e-05, eta: 5:51:00, time: 1.438, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1562, interm_loss_bbox: 0.1280, interm_loss_iou: 0.3204, loss_cls: 0.1273, loss_bbox: 0.1158, loss_iou: 0.3015, d0.loss_cls: 0.1636, d0.loss_bbox: 0.1189, d0.loss_iou: 0.3054, d1.loss_cls: 0.1376, d1.loss_bbox: 0.1187, d1.loss_iou: 0.3058, d2.loss_cls: 0.1319, d2.loss_bbox: 0.1167, d2.loss_iou: 0.3031, d3.loss_cls: 0.1300, d3.loss_bbox: 0.1155, d3.loss_iou: 0.3013, d4.loss_cls: 0.1282, d4.loss_bbox: 0.1157, d4.loss_iou: 0.3015, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1362, dn_loss_iou: 0.2301, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2162, d0.dn_loss_iou: 0.3228, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1547, d1.dn_loss_iou: 0.2539, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1400, d2.dn_loss_iou: 0.2352, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1370, d3.dn_loss_iou: 0.2317, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1361, d4.dn_loss_iou: 0.2300, loss: 6.4524 2024-05-21 19:18:25,989 - mmdet - INFO - Epoch [33][450/3665] lr: 2.000e-05, eta: 5:49:46, time: 1.438, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1545, interm_loss_bbox: 0.1285, interm_loss_iou: 0.3106, loss_cls: 0.1267, loss_bbox: 0.1167, loss_iou: 0.2916, d0.loss_cls: 0.1619, d0.loss_bbox: 0.1200, d0.loss_iou: 0.2963, d1.loss_cls: 0.1364, d1.loss_bbox: 0.1196, d1.loss_iou: 0.2964, d2.loss_cls: 0.1309, d2.loss_bbox: 0.1173, d2.loss_iou: 0.2933, d3.loss_cls: 0.1284, d3.loss_bbox: 0.1170, d3.loss_iou: 0.2928, d4.loss_cls: 0.1267, d4.loss_bbox: 0.1170, d4.loss_iou: 0.2922, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1422, dn_loss_iou: 0.2299, d0.dn_loss_cls: 0.0332, d0.dn_loss_bbox: 0.2159, d0.dn_loss_iou: 0.3178, d1.dn_loss_cls: 0.0145, d1.dn_loss_bbox: 0.1577, d1.dn_loss_iou: 0.2524, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1453, d2.dn_loss_iou: 0.2347, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1429, d3.dn_loss_iou: 0.2312, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1421, d4.dn_loss_iou: 0.2298, loss: 6.4005 2024-05-21 19:19:38,222 - mmdet - INFO - Epoch [33][500/3665] lr: 2.000e-05, eta: 5:48:32, time: 1.445, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1563, interm_loss_bbox: 0.1264, interm_loss_iou: 0.3224, loss_cls: 0.1301, loss_bbox: 0.1151, loss_iou: 0.3039, d0.loss_cls: 0.1638, d0.loss_bbox: 0.1179, d0.loss_iou: 0.3072, d1.loss_cls: 0.1401, d1.loss_bbox: 0.1177, d1.loss_iou: 0.3069, d2.loss_cls: 0.1340, d2.loss_bbox: 0.1166, d2.loss_iou: 0.3056, d3.loss_cls: 0.1322, d3.loss_bbox: 0.1148, d3.loss_iou: 0.3043, d4.loss_cls: 0.1309, d4.loss_bbox: 0.1146, d4.loss_iou: 0.3036, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1417, dn_loss_iou: 0.2324, d0.dn_loss_cls: 0.0341, d0.dn_loss_bbox: 0.2170, d0.dn_loss_iou: 0.3227, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1598, d1.dn_loss_iou: 0.2568, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1452, d2.dn_loss_iou: 0.2375, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1426, d3.dn_loss_iou: 0.2340, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1415, d4.dn_loss_iou: 0.2323, loss: 6.5140 2024-05-21 19:20:50,854 - mmdet - INFO - Epoch [33][550/3665] lr: 2.000e-05, eta: 5:47:18, time: 1.452, data_time: 0.019, memory: 41053, interm_loss_cls: 0.1623, interm_loss_bbox: 0.1332, interm_loss_iou: 0.3206, loss_cls: 0.1346, loss_bbox: 0.1217, loss_iou: 0.3023, d0.loss_cls: 0.1696, d0.loss_bbox: 0.1241, d0.loss_iou: 0.3058, d1.loss_cls: 0.1454, d1.loss_bbox: 0.1238, d1.loss_iou: 0.3049, d2.loss_cls: 0.1396, d2.loss_bbox: 0.1223, d2.loss_iou: 0.3031, d3.loss_cls: 0.1370, d3.loss_bbox: 0.1216, d3.loss_iou: 0.3026, d4.loss_cls: 0.1357, d4.loss_bbox: 0.1212, d4.loss_iou: 0.3019, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1517, dn_loss_iou: 0.2326, d0.dn_loss_cls: 0.0351, d0.dn_loss_bbox: 0.2343, d0.dn_loss_iou: 0.3247, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1717, d1.dn_loss_iou: 0.2571, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1557, d2.dn_loss_iou: 0.2379, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1526, d3.dn_loss_iou: 0.2343, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1516, d4.dn_loss_iou: 0.2325, loss: 6.6595 2024-05-21 19:22:02,603 - mmdet - INFO - Epoch [33][600/3665] lr: 2.000e-05, eta: 5:46:04, time: 1.435, data_time: 0.020, memory: 41053, interm_loss_cls: 0.1572, interm_loss_bbox: 0.1309, interm_loss_iou: 0.3181, loss_cls: 0.1291, loss_bbox: 0.1199, loss_iou: 0.3013, d0.loss_cls: 0.1641, d0.loss_bbox: 0.1230, d0.loss_iou: 0.3046, d1.loss_cls: 0.1397, d1.loss_bbox: 0.1226, d1.loss_iou: 0.3046, d2.loss_cls: 0.1342, d2.loss_bbox: 0.1210, d2.loss_iou: 0.3021, d3.loss_cls: 0.1318, d3.loss_bbox: 0.1201, d3.loss_iou: 0.3015, d4.loss_cls: 0.1302, d4.loss_bbox: 0.1196, d4.loss_iou: 0.3008, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1447, dn_loss_iou: 0.2319, d0.dn_loss_cls: 0.0353, d0.dn_loss_bbox: 0.2272, d0.dn_loss_iou: 0.3248, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1646, d1.dn_loss_iou: 0.2559, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1485, d2.dn_loss_iou: 0.2370, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1455, d3.dn_loss_iou: 0.2334, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1446, d4.dn_loss_iou: 0.2318, loss: 6.5553 2024-05-21 19:23:18,146 - mmdet - INFO - Epoch [33][650/3665] lr: 2.000e-05, eta: 5:44:50, time: 1.510, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1593, interm_loss_bbox: 0.1302, interm_loss_iou: 0.3181, loss_cls: 0.1304, loss_bbox: 0.1187, loss_iou: 0.2992, d0.loss_cls: 0.1664, d0.loss_bbox: 0.1219, d0.loss_iou: 0.3041, d1.loss_cls: 0.1410, d1.loss_bbox: 0.1214, d1.loss_iou: 0.3042, d2.loss_cls: 0.1354, d2.loss_bbox: 0.1194, d2.loss_iou: 0.2996, d3.loss_cls: 0.1326, d3.loss_bbox: 0.1190, d3.loss_iou: 0.2993, d4.loss_cls: 0.1315, d4.loss_bbox: 0.1183, d4.loss_iou: 0.2986, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1470, dn_loss_iou: 0.2305, d0.dn_loss_cls: 0.0353, d0.dn_loss_bbox: 0.2285, d0.dn_loss_iou: 0.3232, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1660, d1.dn_loss_iou: 0.2546, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1511, d2.dn_loss_iou: 0.2359, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1479, d3.dn_loss_iou: 0.2322, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1469, d4.dn_loss_iou: 0.2303, loss: 6.5515 2024-05-21 19:24:33,789 - mmdet - INFO - Epoch [33][700/3665] lr: 2.000e-05, eta: 5:43:37, time: 1.513, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1607, interm_loss_bbox: 0.1318, interm_loss_iou: 0.3257, loss_cls: 0.1328, loss_bbox: 0.1207, loss_iou: 0.3068, d0.loss_cls: 0.1664, d0.loss_bbox: 0.1240, d0.loss_iou: 0.3125, d1.loss_cls: 0.1421, d1.loss_bbox: 0.1237, d1.loss_iou: 0.3106, d2.loss_cls: 0.1362, d2.loss_bbox: 0.1222, d2.loss_iou: 0.3085, d3.loss_cls: 0.1342, d3.loss_bbox: 0.1213, d3.loss_iou: 0.3074, d4.loss_cls: 0.1333, d4.loss_bbox: 0.1207, d4.loss_iou: 0.3065, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1484, dn_loss_iou: 0.2387, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2303, d0.dn_loss_iou: 0.3333, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1678, d1.dn_loss_iou: 0.2643, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1521, d2.dn_loss_iou: 0.2443, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1491, d3.dn_loss_iou: 0.2404, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1483, d4.dn_loss_iou: 0.2385, loss: 6.6944 2024-05-21 19:25:46,058 - mmdet - INFO - Epoch [33][750/3665] lr: 2.000e-05, eta: 5:42:23, time: 1.445, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1617, interm_loss_bbox: 0.1328, interm_loss_iou: 0.3141, loss_cls: 0.1347, loss_bbox: 0.1206, loss_iou: 0.2938, d0.loss_cls: 0.1690, d0.loss_bbox: 0.1241, d0.loss_iou: 0.3002, d1.loss_cls: 0.1436, d1.loss_bbox: 0.1241, d1.loss_iou: 0.2987, d2.loss_cls: 0.1388, d2.loss_bbox: 0.1218, d2.loss_iou: 0.2961, d3.loss_cls: 0.1362, d3.loss_bbox: 0.1212, d3.loss_iou: 0.2948, d4.loss_cls: 0.1350, d4.loss_bbox: 0.1207, d4.loss_iou: 0.2939, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1463, dn_loss_iou: 0.2283, d0.dn_loss_cls: 0.0349, d0.dn_loss_bbox: 0.2271, d0.dn_loss_iou: 0.3191, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1647, d1.dn_loss_iou: 0.2516, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1501, d2.dn_loss_iou: 0.2334, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1473, d3.dn_loss_iou: 0.2299, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1462, d4.dn_loss_iou: 0.2282, loss: 6.5358 2024-05-21 19:26:57,820 - mmdet - INFO - Epoch [33][800/3665] lr: 2.000e-05, eta: 5:41:09, time: 1.435, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1528, interm_loss_bbox: 0.1258, interm_loss_iou: 0.3136, loss_cls: 0.1259, loss_bbox: 0.1136, loss_iou: 0.2935, d0.loss_cls: 0.1606, d0.loss_bbox: 0.1177, d0.loss_iou: 0.3000, d1.loss_cls: 0.1346, d1.loss_bbox: 0.1172, d1.loss_iou: 0.2993, d2.loss_cls: 0.1293, d2.loss_bbox: 0.1152, d2.loss_iou: 0.2958, d3.loss_cls: 0.1280, d3.loss_bbox: 0.1137, d3.loss_iou: 0.2942, d4.loss_cls: 0.1267, d4.loss_bbox: 0.1134, d4.loss_iou: 0.2935, dn_loss_cls: 0.0077, dn_loss_bbox: 0.1362, dn_loss_iou: 0.2285, d0.dn_loss_cls: 0.0334, d0.dn_loss_bbox: 0.2131, d0.dn_loss_iou: 0.3210, d1.dn_loss_cls: 0.0144, d1.dn_loss_bbox: 0.1539, d1.dn_loss_iou: 0.2530, d2.dn_loss_cls: 0.0103, d2.dn_loss_bbox: 0.1399, d2.dn_loss_iou: 0.2336, d3.dn_loss_cls: 0.0085, d3.dn_loss_bbox: 0.1371, d3.dn_loss_iou: 0.2300, d4.dn_loss_cls: 0.0079, d4.dn_loss_bbox: 0.1361, d4.dn_loss_iou: 0.2284, loss: 6.3575 2024-05-21 19:28:12,449 - mmdet - INFO - Epoch [33][850/3665] lr: 2.000e-05, eta: 5:39:55, time: 1.493, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1536, interm_loss_bbox: 0.1314, interm_loss_iou: 0.3120, loss_cls: 0.1286, loss_bbox: 0.1173, loss_iou: 0.2907, d0.loss_cls: 0.1622, d0.loss_bbox: 0.1225, d0.loss_iou: 0.2969, d1.loss_cls: 0.1387, d1.loss_bbox: 0.1211, d1.loss_iou: 0.2955, d2.loss_cls: 0.1326, d2.loss_bbox: 0.1194, d2.loss_iou: 0.2930, d3.loss_cls: 0.1304, d3.loss_bbox: 0.1182, d3.loss_iou: 0.2917, d4.loss_cls: 0.1291, d4.loss_bbox: 0.1174, d4.loss_iou: 0.2908, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1494, dn_loss_iou: 0.2273, d0.dn_loss_cls: 0.0345, d0.dn_loss_bbox: 0.2325, d0.dn_loss_iou: 0.3182, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1698, d1.dn_loss_iou: 0.2515, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1537, d2.dn_loss_iou: 0.2325, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1504, d3.dn_loss_iou: 0.2288, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1493, d4.dn_loss_iou: 0.2271, loss: 6.4714 2024-05-21 19:29:27,873 - mmdet - INFO - Epoch [33][900/3665] lr: 2.000e-05, eta: 5:38:41, time: 1.509, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1559, interm_loss_bbox: 0.1289, interm_loss_iou: 0.3136, loss_cls: 0.1283, loss_bbox: 0.1162, loss_iou: 0.2937, d0.loss_cls: 0.1617, d0.loss_bbox: 0.1209, d0.loss_iou: 0.2991, d1.loss_cls: 0.1382, d1.loss_bbox: 0.1195, d1.loss_iou: 0.2971, d2.loss_cls: 0.1321, d2.loss_bbox: 0.1179, d2.loss_iou: 0.2952, d3.loss_cls: 0.1302, d3.loss_bbox: 0.1167, d3.loss_iou: 0.2943, d4.loss_cls: 0.1284, d4.loss_bbox: 0.1168, d4.loss_iou: 0.2940, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1357, dn_loss_iou: 0.2243, d0.dn_loss_cls: 0.0341, d0.dn_loss_bbox: 0.2122, d0.dn_loss_iou: 0.3156, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1528, d1.dn_loss_iou: 0.2481, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1390, d2.dn_loss_iou: 0.2295, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1365, d3.dn_loss_iou: 0.2259, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1356, d4.dn_loss_iou: 0.2242, loss: 6.3640 2024-05-21 19:30:40,437 - mmdet - INFO - Epoch [33][950/3665] lr: 2.000e-05, eta: 5:37:27, time: 1.451, data_time: 0.019, memory: 41053, interm_loss_cls: 0.1558, interm_loss_bbox: 0.1296, interm_loss_iou: 0.3124, loss_cls: 0.1286, loss_bbox: 0.1177, loss_iou: 0.2946, d0.loss_cls: 0.1649, d0.loss_bbox: 0.1208, d0.loss_iou: 0.2975, d1.loss_cls: 0.1385, d1.loss_bbox: 0.1205, d1.loss_iou: 0.2984, d2.loss_cls: 0.1334, d2.loss_bbox: 0.1183, d2.loss_iou: 0.2958, d3.loss_cls: 0.1306, d3.loss_bbox: 0.1179, d3.loss_iou: 0.2949, d4.loss_cls: 0.1288, d4.loss_bbox: 0.1177, d4.loss_iou: 0.2948, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1428, dn_loss_iou: 0.2316, d0.dn_loss_cls: 0.0341, d0.dn_loss_bbox: 0.2223, d0.dn_loss_iou: 0.3252, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1612, d1.dn_loss_iou: 0.2565, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1463, d2.dn_loss_iou: 0.2370, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1436, d3.dn_loss_iou: 0.2334, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1427, d4.dn_loss_iou: 0.2316, loss: 6.4716 2024-05-21 19:31:54,253 - mmdet - INFO - Epoch [33][1000/3665] lr: 2.000e-05, eta: 5:36:13, time: 1.476, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1577, interm_loss_bbox: 0.1260, interm_loss_iou: 0.3156, loss_cls: 0.1296, loss_bbox: 0.1149, loss_iou: 0.2968, d0.loss_cls: 0.1650, d0.loss_bbox: 0.1168, d0.loss_iou: 0.3011, d1.loss_cls: 0.1401, d1.loss_bbox: 0.1169, d1.loss_iou: 0.3010, d2.loss_cls: 0.1335, d2.loss_bbox: 0.1162, d2.loss_iou: 0.2984, d3.loss_cls: 0.1312, d3.loss_bbox: 0.1153, d3.loss_iou: 0.2976, d4.loss_cls: 0.1301, d4.loss_bbox: 0.1149, d4.loss_iou: 0.2966, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1432, dn_loss_iou: 0.2318, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2235, d0.dn_loss_iou: 0.3256, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1619, d1.dn_loss_iou: 0.2562, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1468, d2.dn_loss_iou: 0.2370, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1440, d3.dn_loss_iou: 0.2335, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1430, d4.dn_loss_iou: 0.2317, loss: 6.4817 2024-05-21 19:33:06,478 - mmdet - INFO - Epoch [33][1050/3665] lr: 2.000e-05, eta: 5:34:59, time: 1.445, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1570, interm_loss_bbox: 0.1304, interm_loss_iou: 0.3106, loss_cls: 0.1291, loss_bbox: 0.1171, loss_iou: 0.2901, d0.loss_cls: 0.1632, d0.loss_bbox: 0.1216, d0.loss_iou: 0.2978, d1.loss_cls: 0.1388, d1.loss_bbox: 0.1207, d1.loss_iou: 0.2954, d2.loss_cls: 0.1327, d2.loss_bbox: 0.1187, d2.loss_iou: 0.2925, d3.loss_cls: 0.1306, d3.loss_bbox: 0.1173, d3.loss_iou: 0.2910, d4.loss_cls: 0.1296, d4.loss_bbox: 0.1172, d4.loss_iou: 0.2903, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1438, dn_loss_iou: 0.2263, d0.dn_loss_cls: 0.0342, d0.dn_loss_bbox: 0.2254, d0.dn_loss_iou: 0.3181, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1627, d1.dn_loss_iou: 0.2500, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1478, d2.dn_loss_iou: 0.2314, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1449, d3.dn_loss_iou: 0.2280, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1437, d4.dn_loss_iou: 0.2262, loss: 6.4259 2024-05-21 19:34:18,650 - mmdet - INFO - Epoch [33][1100/3665] lr: 2.000e-05, eta: 5:33:45, time: 1.443, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1602, interm_loss_bbox: 0.1278, interm_loss_iou: 0.3230, loss_cls: 0.1317, loss_bbox: 0.1164, loss_iou: 0.3052, d0.loss_cls: 0.1679, d0.loss_bbox: 0.1192, d0.loss_iou: 0.3088, d1.loss_cls: 0.1421, d1.loss_bbox: 0.1192, d1.loss_iou: 0.3085, d2.loss_cls: 0.1358, d2.loss_bbox: 0.1179, d2.loss_iou: 0.3063, d3.loss_cls: 0.1334, d3.loss_bbox: 0.1170, d3.loss_iou: 0.3058, d4.loss_cls: 0.1323, d4.loss_bbox: 0.1164, d4.loss_iou: 0.3052, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1433, dn_loss_iou: 0.2343, d0.dn_loss_cls: 0.0352, d0.dn_loss_bbox: 0.2242, d0.dn_loss_iou: 0.3271, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1625, d1.dn_loss_iou: 0.2594, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1474, d2.dn_loss_iou: 0.2400, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1446, d3.dn_loss_iou: 0.2363, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1432, d4.dn_loss_iou: 0.2343, loss: 6.5861 2024-05-21 19:35:34,898 - mmdet - INFO - Epoch [33][1150/3665] lr: 2.000e-05, eta: 5:32:32, time: 1.525, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1554, interm_loss_bbox: 0.1324, interm_loss_iou: 0.3239, loss_cls: 0.1279, loss_bbox: 0.1200, loss_iou: 0.3034, d0.loss_cls: 0.1617, d0.loss_bbox: 0.1248, d0.loss_iou: 0.3092, d1.loss_cls: 0.1365, d1.loss_bbox: 0.1243, d1.loss_iou: 0.3089, d2.loss_cls: 0.1320, d2.loss_bbox: 0.1214, d2.loss_iou: 0.3054, d3.loss_cls: 0.1299, d3.loss_bbox: 0.1208, d3.loss_iou: 0.3033, d4.loss_cls: 0.1290, d4.loss_bbox: 0.1198, d4.loss_iou: 0.3029, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1449, dn_loss_iou: 0.2323, d0.dn_loss_cls: 0.0358, d0.dn_loss_bbox: 0.2287, d0.dn_loss_iou: 0.3266, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1650, d1.dn_loss_iou: 0.2572, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1490, d2.dn_loss_iou: 0.2375, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1460, d3.dn_loss_iou: 0.2338, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1448, d4.dn_loss_iou: 0.2322, loss: 6.5809 2024-05-21 19:36:48,546 - mmdet - INFO - Epoch [33][1200/3665] lr: 2.000e-05, eta: 5:31:18, time: 1.473, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1543, interm_loss_bbox: 0.1294, interm_loss_iou: 0.3074, loss_cls: 0.1276, loss_bbox: 0.1168, loss_iou: 0.2863, d0.loss_cls: 0.1608, d0.loss_bbox: 0.1212, d0.loss_iou: 0.2927, d1.loss_cls: 0.1361, d1.loss_bbox: 0.1217, d1.loss_iou: 0.2920, d2.loss_cls: 0.1319, d2.loss_bbox: 0.1180, d2.loss_iou: 0.2878, d3.loss_cls: 0.1289, d3.loss_bbox: 0.1177, d3.loss_iou: 0.2875, d4.loss_cls: 0.1281, d4.loss_bbox: 0.1167, d4.loss_iou: 0.2864, dn_loss_cls: 0.0078, dn_loss_bbox: 0.1444, dn_loss_iou: 0.2249, d0.dn_loss_cls: 0.0336, d0.dn_loss_bbox: 0.2223, d0.dn_loss_iou: 0.3153, d1.dn_loss_cls: 0.0144, d1.dn_loss_bbox: 0.1623, d1.dn_loss_iou: 0.2479, d2.dn_loss_cls: 0.0102, d2.dn_loss_bbox: 0.1481, d2.dn_loss_iou: 0.2299, d3.dn_loss_cls: 0.0086, d3.dn_loss_bbox: 0.1454, d3.dn_loss_iou: 0.2264, d4.dn_loss_cls: 0.0080, d4.dn_loss_bbox: 0.1444, d4.dn_loss_iou: 0.2248, loss: 6.3679 2024-05-21 19:38:06,879 - mmdet - INFO - Epoch [33][1250/3665] lr: 2.000e-05, eta: 5:30:05, time: 1.567, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1590, interm_loss_bbox: 0.1302, interm_loss_iou: 0.3233, loss_cls: 0.1316, loss_bbox: 0.1175, loss_iou: 0.3048, d0.loss_cls: 0.1666, d0.loss_bbox: 0.1213, d0.loss_iou: 0.3087, d1.loss_cls: 0.1417, d1.loss_bbox: 0.1208, d1.loss_iou: 0.3089, d2.loss_cls: 0.1357, d2.loss_bbox: 0.1185, d2.loss_iou: 0.3062, d3.loss_cls: 0.1336, d3.loss_bbox: 0.1177, d3.loss_iou: 0.3050, d4.loss_cls: 0.1323, d4.loss_bbox: 0.1174, d4.loss_iou: 0.3045, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1403, dn_loss_iou: 0.2328, d0.dn_loss_cls: 0.0349, d0.dn_loss_bbox: 0.2190, d0.dn_loss_iou: 0.3250, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1586, d1.dn_loss_iou: 0.2570, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1439, d2.dn_loss_iou: 0.2378, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1413, d3.dn_loss_iou: 0.2343, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1402, d4.dn_loss_iou: 0.2326, loss: 6.5551 2024-05-21 19:39:20,944 - mmdet - INFO - Epoch [33][1300/3665] lr: 2.000e-05, eta: 5:28:51, time: 1.481, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1597, interm_loss_bbox: 0.1284, interm_loss_iou: 0.3191, loss_cls: 0.1319, loss_bbox: 0.1173, loss_iou: 0.3013, d0.loss_cls: 0.1661, d0.loss_bbox: 0.1210, d0.loss_iou: 0.3065, d1.loss_cls: 0.1417, d1.loss_bbox: 0.1199, d1.loss_iou: 0.3064, d2.loss_cls: 0.1367, d2.loss_bbox: 0.1180, d2.loss_iou: 0.3027, d3.loss_cls: 0.1345, d3.loss_bbox: 0.1172, d3.loss_iou: 0.3017, d4.loss_cls: 0.1327, d4.loss_bbox: 0.1171, d4.loss_iou: 0.3012, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1418, dn_loss_iou: 0.2323, d0.dn_loss_cls: 0.0340, d0.dn_loss_bbox: 0.2202, d0.dn_loss_iou: 0.3249, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1595, d1.dn_loss_iou: 0.2567, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1453, d2.dn_loss_iou: 0.2375, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1427, d3.dn_loss_iou: 0.2340, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1416, d4.dn_loss_iou: 0.2322, loss: 6.5347 2024-05-21 19:40:35,249 - mmdet - INFO - Epoch [33][1350/3665] lr: 2.000e-05, eta: 5:27:37, time: 1.486, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1601, interm_loss_bbox: 0.1267, interm_loss_iou: 0.3226, loss_cls: 0.1318, loss_bbox: 0.1156, loss_iou: 0.3029, d0.loss_cls: 0.1673, d0.loss_bbox: 0.1179, d0.loss_iou: 0.3082, d1.loss_cls: 0.1423, d1.loss_bbox: 0.1181, d1.loss_iou: 0.3080, d2.loss_cls: 0.1366, d2.loss_bbox: 0.1161, d2.loss_iou: 0.3040, d3.loss_cls: 0.1337, d3.loss_bbox: 0.1160, d3.loss_iou: 0.3034, d4.loss_cls: 0.1326, d4.loss_bbox: 0.1156, d4.loss_iou: 0.3028, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1417, dn_loss_iou: 0.2333, d0.dn_loss_cls: 0.0354, d0.dn_loss_bbox: 0.2227, d0.dn_loss_iou: 0.3264, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1606, d1.dn_loss_iou: 0.2577, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1458, d2.dn_loss_iou: 0.2386, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1426, d3.dn_loss_iou: 0.2350, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1416, d4.dn_loss_iou: 0.2332, loss: 6.5521 2024-05-21 19:41:51,906 - mmdet - INFO - Epoch [33][1400/3665] lr: 2.000e-05, eta: 5:26:23, time: 1.533, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1562, interm_loss_bbox: 0.1310, interm_loss_iou: 0.3144, loss_cls: 0.1301, loss_bbox: 0.1190, loss_iou: 0.2943, d0.loss_cls: 0.1636, d0.loss_bbox: 0.1232, d0.loss_iou: 0.3007, d1.loss_cls: 0.1386, d1.loss_bbox: 0.1224, d1.loss_iou: 0.2995, d2.loss_cls: 0.1336, d2.loss_bbox: 0.1206, d2.loss_iou: 0.2971, d3.loss_cls: 0.1313, d3.loss_bbox: 0.1200, d3.loss_iou: 0.2955, d4.loss_cls: 0.1306, d4.loss_bbox: 0.1189, d4.loss_iou: 0.2945, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1499, dn_loss_iou: 0.2340, d0.dn_loss_cls: 0.0360, d0.dn_loss_bbox: 0.2316, d0.dn_loss_iou: 0.3289, d1.dn_loss_cls: 0.0161, d1.dn_loss_bbox: 0.1687, d1.dn_loss_iou: 0.2594, d2.dn_loss_cls: 0.0118, d2.dn_loss_bbox: 0.1539, d2.dn_loss_iou: 0.2396, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1509, d3.dn_loss_iou: 0.2358, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1498, d4.dn_loss_iou: 0.2339, loss: 6.5636 2024-05-21 19:43:05,040 - mmdet - INFO - Epoch [33][1450/3665] lr: 2.000e-05, eta: 5:25:10, time: 1.463, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1591, interm_loss_bbox: 0.1313, interm_loss_iou: 0.3216, loss_cls: 0.1317, loss_bbox: 0.1210, loss_iou: 0.3032, d0.loss_cls: 0.1660, d0.loss_bbox: 0.1232, d0.loss_iou: 0.3072, d1.loss_cls: 0.1420, d1.loss_bbox: 0.1234, d1.loss_iou: 0.3055, d2.loss_cls: 0.1361, d2.loss_bbox: 0.1220, d2.loss_iou: 0.3042, d3.loss_cls: 0.1340, d3.loss_bbox: 0.1208, d3.loss_iou: 0.3030, d4.loss_cls: 0.1326, d4.loss_bbox: 0.1207, d4.loss_iou: 0.3023, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1455, dn_loss_iou: 0.2328, d0.dn_loss_cls: 0.0354, d0.dn_loss_bbox: 0.2256, d0.dn_loss_iou: 0.3264, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1631, d1.dn_loss_iou: 0.2572, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1489, d2.dn_loss_iou: 0.2381, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1462, d3.dn_loss_iou: 0.2345, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1454, d4.dn_loss_iou: 0.2327, loss: 6.5966 2024-05-21 19:44:18,652 - mmdet - INFO - Epoch [33][1500/3665] lr: 2.000e-05, eta: 5:23:56, time: 1.472, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1631, interm_loss_bbox: 0.1305, interm_loss_iou: 0.3206, loss_cls: 0.1331, loss_bbox: 0.1202, loss_iou: 0.3032, d0.loss_cls: 0.1695, d0.loss_bbox: 0.1231, d0.loss_iou: 0.3076, d1.loss_cls: 0.1441, d1.loss_bbox: 0.1228, d1.loss_iou: 0.3066, d2.loss_cls: 0.1384, d2.loss_bbox: 0.1205, d2.loss_iou: 0.3041, d3.loss_cls: 0.1355, d3.loss_bbox: 0.1203, d3.loss_iou: 0.3031, d4.loss_cls: 0.1340, d4.loss_bbox: 0.1198, d4.loss_iou: 0.3024, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1436, dn_loss_iou: 0.2288, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2278, d0.dn_loss_iou: 0.3227, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1646, d1.dn_loss_iou: 0.2541, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1486, d2.dn_loss_iou: 0.2345, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1451, d3.dn_loss_iou: 0.2307, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1435, d4.dn_loss_iou: 0.2286, loss: 6.5811 2024-05-21 19:45:34,799 - mmdet - INFO - Epoch [33][1550/3665] lr: 2.000e-05, eta: 5:22:42, time: 1.523, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1597, interm_loss_bbox: 0.1341, interm_loss_iou: 0.3111, loss_cls: 0.1294, loss_bbox: 0.1219, loss_iou: 0.2925, d0.loss_cls: 0.1691, d0.loss_bbox: 0.1248, d0.loss_iou: 0.2976, d1.loss_cls: 0.1399, d1.loss_bbox: 0.1250, d1.loss_iou: 0.2977, d2.loss_cls: 0.1347, d2.loss_bbox: 0.1222, d2.loss_iou: 0.2934, d3.loss_cls: 0.1318, d3.loss_bbox: 0.1224, d3.loss_iou: 0.2927, d4.loss_cls: 0.1298, d4.loss_bbox: 0.1222, d4.loss_iou: 0.2929, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1507, dn_loss_iou: 0.2294, d0.dn_loss_cls: 0.0359, d0.dn_loss_bbox: 0.2379, d0.dn_loss_iou: 0.3254, d1.dn_loss_cls: 0.0159, d1.dn_loss_bbox: 0.1724, d1.dn_loss_iou: 0.2550, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1554, d2.dn_loss_iou: 0.2352, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1520, d3.dn_loss_iou: 0.2313, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1506, d4.dn_loss_iou: 0.2293, loss: 6.5605 2024-05-21 19:46:45,799 - mmdet - INFO - Epoch [33][1600/3665] lr: 2.000e-05, eta: 5:21:28, time: 1.420, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1569, interm_loss_bbox: 0.1306, interm_loss_iou: 0.3209, loss_cls: 0.1297, loss_bbox: 0.1179, loss_iou: 0.3008, d0.loss_cls: 0.1655, d0.loss_bbox: 0.1223, d0.loss_iou: 0.3066, d1.loss_cls: 0.1389, d1.loss_bbox: 0.1219, d1.loss_iou: 0.3061, d2.loss_cls: 0.1331, d2.loss_bbox: 0.1203, d2.loss_iou: 0.3038, d3.loss_cls: 0.1319, d3.loss_bbox: 0.1184, d3.loss_iou: 0.3013, d4.loss_cls: 0.1303, d4.loss_bbox: 0.1181, d4.loss_iou: 0.3010, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1453, dn_loss_iou: 0.2315, d0.dn_loss_cls: 0.0340, d0.dn_loss_bbox: 0.2237, d0.dn_loss_iou: 0.3223, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1633, d1.dn_loss_iou: 0.2553, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1490, d2.dn_loss_iou: 0.2366, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1461, d3.dn_loss_iou: 0.2330, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1452, d4.dn_loss_iou: 0.2314, loss: 6.5441 2024-05-21 19:47:57,276 - mmdet - INFO - Epoch [33][1650/3665] lr: 2.000e-05, eta: 5:20:14, time: 1.429, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1579, interm_loss_bbox: 0.1256, interm_loss_iou: 0.3280, loss_cls: 0.1305, loss_bbox: 0.1146, loss_iou: 0.3093, d0.loss_cls: 0.1667, d0.loss_bbox: 0.1172, d0.loss_iou: 0.3138, d1.loss_cls: 0.1401, d1.loss_bbox: 0.1177, d1.loss_iou: 0.3142, d2.loss_cls: 0.1351, d2.loss_bbox: 0.1151, d2.loss_iou: 0.3108, d3.loss_cls: 0.1333, d3.loss_bbox: 0.1143, d3.loss_iou: 0.3090, d4.loss_cls: 0.1314, d4.loss_bbox: 0.1143, d4.loss_iou: 0.3089, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1388, dn_loss_iou: 0.2370, d0.dn_loss_cls: 0.0340, d0.dn_loss_bbox: 0.2153, d0.dn_loss_iou: 0.3286, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1562, d1.dn_loss_iou: 0.2611, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1418, d2.dn_loss_iou: 0.2418, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1394, d3.dn_loss_iou: 0.2384, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1387, d4.dn_loss_iou: 0.2368, loss: 6.5678 2024-05-21 19:49:10,590 - mmdet - INFO - Epoch [33][1700/3665] lr: 2.000e-05, eta: 5:19:00, time: 1.466, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1551, interm_loss_bbox: 0.1266, interm_loss_iou: 0.3167, loss_cls: 0.1277, loss_bbox: 0.1158, loss_iou: 0.2985, d0.loss_cls: 0.1645, d0.loss_bbox: 0.1171, d0.loss_iou: 0.3015, d1.loss_cls: 0.1382, d1.loss_bbox: 0.1177, d1.loss_iou: 0.3012, d2.loss_cls: 0.1314, d2.loss_bbox: 0.1168, d2.loss_iou: 0.2999, d3.loss_cls: 0.1298, d3.loss_bbox: 0.1157, d3.loss_iou: 0.2986, d4.loss_cls: 0.1281, d4.loss_bbox: 0.1158, d4.loss_iou: 0.2985, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1363, dn_loss_iou: 0.2310, d0.dn_loss_cls: 0.0345, d0.dn_loss_bbox: 0.2166, d0.dn_loss_iou: 0.3239, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1555, d1.dn_loss_iou: 0.2556, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1405, d2.dn_loss_iou: 0.2364, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1374, d3.dn_loss_iou: 0.2325, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1362, d4.dn_loss_iou: 0.2308, loss: 6.4348 2024-05-21 19:50:26,401 - mmdet - INFO - Epoch [33][1750/3665] lr: 2.000e-05, eta: 5:17:46, time: 1.516, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1541, interm_loss_bbox: 0.1319, interm_loss_iou: 0.3121, loss_cls: 0.1267, loss_bbox: 0.1199, loss_iou: 0.2932, d0.loss_cls: 0.1621, d0.loss_bbox: 0.1234, d0.loss_iou: 0.2980, d1.loss_cls: 0.1356, d1.loss_bbox: 0.1236, d1.loss_iou: 0.2985, d2.loss_cls: 0.1299, d2.loss_bbox: 0.1213, d2.loss_iou: 0.2955, d3.loss_cls: 0.1282, d3.loss_bbox: 0.1200, d3.loss_iou: 0.2939, d4.loss_cls: 0.1273, d4.loss_bbox: 0.1196, d4.loss_iou: 0.2930, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1461, dn_loss_iou: 0.2322, d0.dn_loss_cls: 0.0348, d0.dn_loss_bbox: 0.2268, d0.dn_loss_iou: 0.3275, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1648, d1.dn_loss_iou: 0.2570, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1496, d2.dn_loss_iou: 0.2375, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1469, d3.dn_loss_iou: 0.2338, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1460, d4.dn_loss_iou: 0.2320, loss: 6.4973 2024-05-21 19:51:43,914 - mmdet - INFO - Epoch [33][1800/3665] lr: 2.000e-05, eta: 5:16:33, time: 1.551, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1592, interm_loss_bbox: 0.1310, interm_loss_iou: 0.3114, loss_cls: 0.1316, loss_bbox: 0.1192, loss_iou: 0.2929, d0.loss_cls: 0.1662, d0.loss_bbox: 0.1232, d0.loss_iou: 0.2967, d1.loss_cls: 0.1407, d1.loss_bbox: 0.1225, d1.loss_iou: 0.2979, d2.loss_cls: 0.1353, d2.loss_bbox: 0.1204, d2.loss_iou: 0.2948, d3.loss_cls: 0.1334, d3.loss_bbox: 0.1195, d3.loss_iou: 0.2936, d4.loss_cls: 0.1322, d4.loss_bbox: 0.1193, d4.loss_iou: 0.2933, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1468, dn_loss_iou: 0.2315, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2279, d0.dn_loss_iou: 0.3237, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1655, d1.dn_loss_iou: 0.2556, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1502, d2.dn_loss_iou: 0.2365, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1476, d3.dn_loss_iou: 0.2331, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1467, d4.dn_loss_iou: 0.2315, loss: 6.5189 2024-05-21 19:52:59,694 - mmdet - INFO - Epoch [33][1850/3665] lr: 2.000e-05, eta: 5:15:19, time: 1.516, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1602, interm_loss_bbox: 0.1262, interm_loss_iou: 0.3164, loss_cls: 0.1316, loss_bbox: 0.1140, loss_iou: 0.2951, d0.loss_cls: 0.1677, d0.loss_bbox: 0.1173, d0.loss_iou: 0.3001, d1.loss_cls: 0.1422, d1.loss_bbox: 0.1169, d1.loss_iou: 0.2996, d2.loss_cls: 0.1353, d2.loss_bbox: 0.1159, d2.loss_iou: 0.2982, d3.loss_cls: 0.1337, d3.loss_bbox: 0.1144, d3.loss_iou: 0.2957, d4.loss_cls: 0.1321, d4.loss_bbox: 0.1142, d4.loss_iou: 0.2949, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1388, dn_loss_iou: 0.2280, d0.dn_loss_cls: 0.0353, d0.dn_loss_bbox: 0.2193, d0.dn_loss_iou: 0.3223, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1566, d1.dn_loss_iou: 0.2530, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1426, d2.dn_loss_iou: 0.2334, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1396, d3.dn_loss_iou: 0.2296, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1387, d4.dn_loss_iou: 0.2279, loss: 6.4411 2024-05-21 19:54:16,389 - mmdet - INFO - Epoch [33][1900/3665] lr: 2.000e-05, eta: 5:14:06, time: 1.534, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1534, interm_loss_bbox: 0.1292, interm_loss_iou: 0.3204, loss_cls: 0.1264, loss_bbox: 0.1176, loss_iou: 0.3000, d0.loss_cls: 0.1617, d0.loss_bbox: 0.1206, d0.loss_iou: 0.3063, d1.loss_cls: 0.1348, d1.loss_bbox: 0.1218, d1.loss_iou: 0.3062, d2.loss_cls: 0.1299, d2.loss_bbox: 0.1189, d2.loss_iou: 0.3034, d3.loss_cls: 0.1285, d3.loss_bbox: 0.1178, d3.loss_iou: 0.3009, d4.loss_cls: 0.1272, d4.loss_bbox: 0.1174, d4.loss_iou: 0.3003, dn_loss_cls: 0.0078, dn_loss_bbox: 0.1376, dn_loss_iou: 0.2345, d0.dn_loss_cls: 0.0336, d0.dn_loss_bbox: 0.2133, d0.dn_loss_iou: 0.3291, d1.dn_loss_cls: 0.0145, d1.dn_loss_bbox: 0.1551, d1.dn_loss_iou: 0.2594, d2.dn_loss_cls: 0.0103, d2.dn_loss_bbox: 0.1411, d2.dn_loss_iou: 0.2398, d3.dn_loss_cls: 0.0086, d3.dn_loss_bbox: 0.1384, d3.dn_loss_iou: 0.2362, d4.dn_loss_cls: 0.0080, d4.dn_loss_bbox: 0.1376, d4.dn_loss_iou: 0.2345, loss: 6.4820 2024-05-21 19:55:30,005 - mmdet - INFO - Epoch [33][1950/3665] lr: 2.000e-05, eta: 5:12:52, time: 1.472, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1589, interm_loss_bbox: 0.1262, interm_loss_iou: 0.3166, loss_cls: 0.1303, loss_bbox: 0.1171, loss_iou: 0.2995, d0.loss_cls: 0.1678, d0.loss_bbox: 0.1197, d0.loss_iou: 0.3023, d1.loss_cls: 0.1419, d1.loss_bbox: 0.1202, d1.loss_iou: 0.3030, d2.loss_cls: 0.1346, d2.loss_bbox: 0.1183, d2.loss_iou: 0.3010, d3.loss_cls: 0.1324, d3.loss_bbox: 0.1174, d3.loss_iou: 0.2996, d4.loss_cls: 0.1312, d4.loss_bbox: 0.1169, d4.loss_iou: 0.2992, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1397, dn_loss_iou: 0.2396, d0.dn_loss_cls: 0.0349, d0.dn_loss_bbox: 0.2130, d0.dn_loss_iou: 0.3326, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1575, d1.dn_loss_iou: 0.2648, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1432, d2.dn_loss_iou: 0.2452, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1405, d3.dn_loss_iou: 0.2413, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1396, d4.dn_loss_iou: 0.2395, loss: 6.5398 2024-05-21 19:56:45,767 - mmdet - INFO - Epoch [33][2000/3665] lr: 2.000e-05, eta: 5:11:38, time: 1.515, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1602, interm_loss_bbox: 0.1336, interm_loss_iou: 0.3182, loss_cls: 0.1305, loss_bbox: 0.1209, loss_iou: 0.2997, d0.loss_cls: 0.1683, d0.loss_bbox: 0.1241, d0.loss_iou: 0.3032, d1.loss_cls: 0.1416, d1.loss_bbox: 0.1240, d1.loss_iou: 0.3045, d2.loss_cls: 0.1346, d2.loss_bbox: 0.1230, d2.loss_iou: 0.3024, d3.loss_cls: 0.1328, d3.loss_bbox: 0.1214, d3.loss_iou: 0.3001, d4.loss_cls: 0.1312, d4.loss_bbox: 0.1209, d4.loss_iou: 0.2996, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1450, dn_loss_iou: 0.2300, d0.dn_loss_cls: 0.0354, d0.dn_loss_bbox: 0.2285, d0.dn_loss_iou: 0.3244, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1647, d1.dn_loss_iou: 0.2549, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1490, d2.dn_loss_iou: 0.2356, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1460, d3.dn_loss_iou: 0.2316, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1449, d4.dn_loss_iou: 0.2299, loss: 6.5700 2024-05-21 19:57:59,270 - mmdet - INFO - Epoch [33][2050/3665] lr: 2.000e-05, eta: 5:10:24, time: 1.470, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1585, interm_loss_bbox: 0.1270, interm_loss_iou: 0.3151, loss_cls: 0.1297, loss_bbox: 0.1167, loss_iou: 0.2969, d0.loss_cls: 0.1654, d0.loss_bbox: 0.1187, d0.loss_iou: 0.3006, d1.loss_cls: 0.1404, d1.loss_bbox: 0.1187, d1.loss_iou: 0.2998, d2.loss_cls: 0.1336, d2.loss_bbox: 0.1176, d2.loss_iou: 0.2983, d3.loss_cls: 0.1315, d3.loss_bbox: 0.1172, d3.loss_iou: 0.2974, d4.loss_cls: 0.1302, d4.loss_bbox: 0.1168, d4.loss_iou: 0.2971, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1398, dn_loss_iou: 0.2298, d0.dn_loss_cls: 0.0341, d0.dn_loss_bbox: 0.2190, d0.dn_loss_iou: 0.3237, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1584, d1.dn_loss_iou: 0.2542, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1432, d2.dn_loss_iou: 0.2350, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1405, d3.dn_loss_iou: 0.2315, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1398, d4.dn_loss_iou: 0.2298, loss: 6.4569 2024-05-21 19:59:14,585 - mmdet - INFO - Epoch [33][2100/3665] lr: 2.000e-05, eta: 5:09:11, time: 1.506, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1515, interm_loss_bbox: 0.1268, interm_loss_iou: 0.3071, loss_cls: 0.1228, loss_bbox: 0.1158, loss_iou: 0.2894, d0.loss_cls: 0.1593, d0.loss_bbox: 0.1185, d0.loss_iou: 0.2928, d1.loss_cls: 0.1328, d1.loss_bbox: 0.1189, d1.loss_iou: 0.2945, d2.loss_cls: 0.1266, d2.loss_bbox: 0.1174, d2.loss_iou: 0.2924, d3.loss_cls: 0.1245, d3.loss_bbox: 0.1165, d3.loss_iou: 0.2909, d4.loss_cls: 0.1235, d4.loss_bbox: 0.1160, d4.loss_iou: 0.2896, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1382, dn_loss_iou: 0.2200, d0.dn_loss_cls: 0.0335, d0.dn_loss_bbox: 0.2177, d0.dn_loss_iou: 0.3090, d1.dn_loss_cls: 0.0144, d1.dn_loss_bbox: 0.1560, d1.dn_loss_iou: 0.2432, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1417, d2.dn_loss_iou: 0.2250, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1390, d3.dn_loss_iou: 0.2215, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1381, d4.dn_loss_iou: 0.2199, loss: 6.2799 2024-05-21 20:00:26,240 - mmdet - INFO - Epoch [33][2150/3665] lr: 2.000e-05, eta: 5:07:56, time: 1.433, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1597, interm_loss_bbox: 0.1273, interm_loss_iou: 0.3280, loss_cls: 0.1312, loss_bbox: 0.1174, loss_iou: 0.3123, d0.loss_cls: 0.1679, d0.loss_bbox: 0.1194, d0.loss_iou: 0.3151, d1.loss_cls: 0.1418, d1.loss_bbox: 0.1206, d1.loss_iou: 0.3151, d2.loss_cls: 0.1354, d2.loss_bbox: 0.1187, d2.loss_iou: 0.3138, d3.loss_cls: 0.1332, d3.loss_bbox: 0.1175, d3.loss_iou: 0.3128, d4.loss_cls: 0.1316, d4.loss_bbox: 0.1172, d4.loss_iou: 0.3121, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1409, dn_loss_iou: 0.2375, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2183, d0.dn_loss_iou: 0.3310, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1579, d1.dn_loss_iou: 0.2619, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1441, d2.dn_loss_iou: 0.2427, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1417, d3.dn_loss_iou: 0.2391, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1409, d4.dn_loss_iou: 0.2374, loss: 6.6321 2024-05-21 20:01:38,524 - mmdet - INFO - Epoch [33][2200/3665] lr: 2.000e-05, eta: 5:06:42, time: 1.446, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1550, interm_loss_bbox: 0.1260, interm_loss_iou: 0.3190, loss_cls: 0.1291, loss_bbox: 0.1149, loss_iou: 0.2994, d0.loss_cls: 0.1639, d0.loss_bbox: 0.1172, d0.loss_iou: 0.3043, d1.loss_cls: 0.1387, d1.loss_bbox: 0.1174, d1.loss_iou: 0.3039, d2.loss_cls: 0.1328, d2.loss_bbox: 0.1157, d2.loss_iou: 0.3017, d3.loss_cls: 0.1307, d3.loss_bbox: 0.1150, d3.loss_iou: 0.3004, d4.loss_cls: 0.1294, d4.loss_bbox: 0.1148, d4.loss_iou: 0.2997, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1380, dn_loss_iou: 0.2258, d0.dn_loss_cls: 0.0337, d0.dn_loss_bbox: 0.2181, d0.dn_loss_iou: 0.3187, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1567, d1.dn_loss_iou: 0.2499, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1416, d2.dn_loss_iou: 0.2313, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1391, d3.dn_loss_iou: 0.2276, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1379, d4.dn_loss_iou: 0.2260, loss: 6.4239 2024-05-21 20:02:51,834 - mmdet - INFO - Epoch [33][2250/3665] lr: 2.000e-05, eta: 5:05:29, time: 1.466, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1623, interm_loss_bbox: 0.1294, interm_loss_iou: 0.3232, loss_cls: 0.1329, loss_bbox: 0.1190, loss_iou: 0.3064, d0.loss_cls: 0.1706, d0.loss_bbox: 0.1213, d0.loss_iou: 0.3079, d1.loss_cls: 0.1444, d1.loss_bbox: 0.1222, d1.loss_iou: 0.3090, d2.loss_cls: 0.1376, d2.loss_bbox: 0.1206, d2.loss_iou: 0.3075, d3.loss_cls: 0.1357, d3.loss_bbox: 0.1193, d3.loss_iou: 0.3067, d4.loss_cls: 0.1339, d4.loss_bbox: 0.1190, d4.loss_iou: 0.3066, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1486, dn_loss_iou: 0.2314, d0.dn_loss_cls: 0.0351, d0.dn_loss_bbox: 0.2332, d0.dn_loss_iou: 0.3246, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1665, d1.dn_loss_iou: 0.2545, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1519, d2.dn_loss_iou: 0.2361, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1494, d3.dn_loss_iou: 0.2329, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1485, d4.dn_loss_iou: 0.2313, loss: 6.6303 2024-05-21 20:04:07,692 - mmdet - INFO - Epoch [33][2300/3665] lr: 2.000e-05, eta: 5:04:15, time: 1.517, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1519, interm_loss_bbox: 0.1267, interm_loss_iou: 0.3138, loss_cls: 0.1252, loss_bbox: 0.1162, loss_iou: 0.2963, d0.loss_cls: 0.1602, d0.loss_bbox: 0.1184, d0.loss_iou: 0.2995, d1.loss_cls: 0.1336, d1.loss_bbox: 0.1194, d1.loss_iou: 0.3004, d2.loss_cls: 0.1288, d2.loss_bbox: 0.1174, d2.loss_iou: 0.2982, d3.loss_cls: 0.1275, d3.loss_bbox: 0.1160, d3.loss_iou: 0.2964, d4.loss_cls: 0.1262, d4.loss_bbox: 0.1158, d4.loss_iou: 0.2959, dn_loss_cls: 0.0076, dn_loss_bbox: 0.1441, dn_loss_iou: 0.2281, d0.dn_loss_cls: 0.0327, d0.dn_loss_bbox: 0.2208, d0.dn_loss_iou: 0.3186, d1.dn_loss_cls: 0.0138, d1.dn_loss_bbox: 0.1613, d1.dn_loss_iou: 0.2513, d2.dn_loss_cls: 0.0099, d2.dn_loss_bbox: 0.1474, d2.dn_loss_iou: 0.2329, d3.dn_loss_cls: 0.0083, d3.dn_loss_bbox: 0.1449, d3.dn_loss_iou: 0.2296, d4.dn_loss_cls: 0.0078, d4.dn_loss_bbox: 0.1440, d4.dn_loss_iou: 0.2280, loss: 6.4149 2024-05-21 20:05:24,015 - mmdet - INFO - Epoch [33][2350/3665] lr: 2.000e-05, eta: 5:03:01, time: 1.526, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1584, interm_loss_bbox: 0.1263, interm_loss_iou: 0.3244, loss_cls: 0.1304, loss_bbox: 0.1146, loss_iou: 0.3057, d0.loss_cls: 0.1649, d0.loss_bbox: 0.1179, d0.loss_iou: 0.3107, d1.loss_cls: 0.1402, d1.loss_bbox: 0.1179, d1.loss_iou: 0.3100, d2.loss_cls: 0.1342, d2.loss_bbox: 0.1163, d2.loss_iou: 0.3083, d3.loss_cls: 0.1328, d3.loss_bbox: 0.1145, d3.loss_iou: 0.3061, d4.loss_cls: 0.1307, d4.loss_bbox: 0.1148, d4.loss_iou: 0.3063, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1421, dn_loss_iou: 0.2302, d0.dn_loss_cls: 0.0334, d0.dn_loss_bbox: 0.2205, d0.dn_loss_iou: 0.3222, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1602, d1.dn_loss_iou: 0.2538, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1459, d2.dn_loss_iou: 0.2353, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1429, d3.dn_loss_iou: 0.2316, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1419, d4.dn_loss_iou: 0.2301, loss: 6.5256 2024-05-21 20:06:37,706 - mmdet - INFO - Epoch [33][2400/3665] lr: 2.000e-05, eta: 5:01:47, time: 1.474, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1572, interm_loss_bbox: 0.1315, interm_loss_iou: 0.3178, loss_cls: 0.1299, loss_bbox: 0.1201, loss_iou: 0.2971, d0.loss_cls: 0.1642, d0.loss_bbox: 0.1236, d0.loss_iou: 0.3043, d1.loss_cls: 0.1390, d1.loss_bbox: 0.1241, d1.loss_iou: 0.3025, d2.loss_cls: 0.1339, d2.loss_bbox: 0.1214, d2.loss_iou: 0.2988, d3.loss_cls: 0.1322, d3.loss_bbox: 0.1201, d3.loss_iou: 0.2972, d4.loss_cls: 0.1305, d4.loss_bbox: 0.1200, d4.loss_iou: 0.2968, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1421, dn_loss_iou: 0.2298, d0.dn_loss_cls: 0.0339, d0.dn_loss_bbox: 0.2212, d0.dn_loss_iou: 0.3227, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1599, d1.dn_loss_iou: 0.2540, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1457, d2.dn_loss_iou: 0.2353, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1428, d3.dn_loss_iou: 0.2314, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1420, d4.dn_loss_iou: 0.2298, loss: 6.5042 2024-05-21 20:07:56,489 - mmdet - INFO - Epoch [33][2450/3665] lr: 2.000e-05, eta: 5:00:34, time: 1.576, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1594, interm_loss_bbox: 0.1262, interm_loss_iou: 0.3195, loss_cls: 0.1310, loss_bbox: 0.1157, loss_iou: 0.3010, d0.loss_cls: 0.1664, d0.loss_bbox: 0.1184, d0.loss_iou: 0.3053, d1.loss_cls: 0.1409, d1.loss_bbox: 0.1185, d1.loss_iou: 0.3064, d2.loss_cls: 0.1361, d2.loss_bbox: 0.1161, d2.loss_iou: 0.3025, d3.loss_cls: 0.1336, d3.loss_bbox: 0.1154, d3.loss_iou: 0.3008, d4.loss_cls: 0.1318, d4.loss_bbox: 0.1154, d4.loss_iou: 0.3009, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1394, dn_loss_iou: 0.2279, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2191, d0.dn_loss_iou: 0.3200, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1567, d1.dn_loss_iou: 0.2514, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1426, d2.dn_loss_iou: 0.2328, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1399, d3.dn_loss_iou: 0.2293, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1393, d4.dn_loss_iou: 0.2278, loss: 6.4766 2024-05-21 20:09:08,858 - mmdet - INFO - Epoch [33][2500/3665] lr: 2.000e-05, eta: 4:59:20, time: 1.448, data_time: 0.019, memory: 41053, interm_loss_cls: 0.1547, interm_loss_bbox: 0.1281, interm_loss_iou: 0.3162, loss_cls: 0.1263, loss_bbox: 0.1185, loss_iou: 0.2987, d0.loss_cls: 0.1607, d0.loss_bbox: 0.1220, d0.loss_iou: 0.3036, d1.loss_cls: 0.1356, d1.loss_bbox: 0.1218, d1.loss_iou: 0.3031, d2.loss_cls: 0.1311, d2.loss_bbox: 0.1191, d2.loss_iou: 0.2998, d3.loss_cls: 0.1287, d3.loss_bbox: 0.1185, d3.loss_iou: 0.2987, d4.loss_cls: 0.1273, d4.loss_bbox: 0.1184, d4.loss_iou: 0.2984, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1429, dn_loss_iou: 0.2282, d0.dn_loss_cls: 0.0339, d0.dn_loss_bbox: 0.2256, d0.dn_loss_iou: 0.3218, d1.dn_loss_cls: 0.0150, d1.dn_loss_bbox: 0.1629, d1.dn_loss_iou: 0.2529, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1473, d2.dn_loss_iou: 0.2336, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1440, d3.dn_loss_iou: 0.2298, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1428, d4.dn_loss_iou: 0.2281, loss: 6.4743 2024-05-21 20:10:25,612 - mmdet - INFO - Epoch [33][2550/3665] lr: 2.000e-05, eta: 4:58:07, time: 1.535, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1584, interm_loss_bbox: 0.1271, interm_loss_iou: 0.3137, loss_cls: 0.1313, loss_bbox: 0.1157, loss_iou: 0.2954, d0.loss_cls: 0.1649, d0.loss_bbox: 0.1198, d0.loss_iou: 0.3013, d1.loss_cls: 0.1401, d1.loss_bbox: 0.1194, d1.loss_iou: 0.3003, d2.loss_cls: 0.1348, d2.loss_bbox: 0.1166, d2.loss_iou: 0.2971, d3.loss_cls: 0.1334, d3.loss_bbox: 0.1157, d3.loss_iou: 0.2960, d4.loss_cls: 0.1322, d4.loss_bbox: 0.1152, d4.loss_iou: 0.2950, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1373, dn_loss_iou: 0.2266, d0.dn_loss_cls: 0.0341, d0.dn_loss_bbox: 0.2149, d0.dn_loss_iou: 0.3177, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1549, d1.dn_loss_iou: 0.2503, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1414, d2.dn_loss_iou: 0.2318, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1385, d3.dn_loss_iou: 0.2283, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1372, d4.dn_loss_iou: 0.2265, loss: 6.4152 2024-05-21 20:11:39,019 - mmdet - INFO - Epoch [33][2600/3665] lr: 2.000e-05, eta: 4:56:53, time: 1.468, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1567, interm_loss_bbox: 0.1260, interm_loss_iou: 0.3210, loss_cls: 0.1284, loss_bbox: 0.1146, loss_iou: 0.3029, d0.loss_cls: 0.1636, d0.loss_bbox: 0.1180, d0.loss_iou: 0.3068, d1.loss_cls: 0.1387, d1.loss_bbox: 0.1178, d1.loss_iou: 0.3063, d2.loss_cls: 0.1324, d2.loss_bbox: 0.1162, d2.loss_iou: 0.3041, d3.loss_cls: 0.1302, d3.loss_bbox: 0.1154, d3.loss_iou: 0.3031, d4.loss_cls: 0.1291, d4.loss_bbox: 0.1148, d4.loss_iou: 0.3028, dn_loss_cls: 0.0078, dn_loss_bbox: 0.1377, dn_loss_iou: 0.2249, d0.dn_loss_cls: 0.0344, d0.dn_loss_bbox: 0.2200, d0.dn_loss_iou: 0.3179, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1567, d1.dn_loss_iou: 0.2494, d2.dn_loss_cls: 0.0103, d2.dn_loss_bbox: 0.1416, d2.dn_loss_iou: 0.2301, d3.dn_loss_cls: 0.0085, d3.dn_loss_bbox: 0.1388, d3.dn_loss_iou: 0.2267, d4.dn_loss_cls: 0.0079, d4.dn_loss_bbox: 0.1376, d4.dn_loss_iou: 0.2248, loss: 6.4386 2024-05-21 20:12:55,232 - mmdet - INFO - Epoch [33][2650/3665] lr: 2.000e-05, eta: 4:55:39, time: 1.524, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1559, interm_loss_bbox: 0.1320, interm_loss_iou: 0.3161, loss_cls: 0.1280, loss_bbox: 0.1190, loss_iou: 0.2957, d0.loss_cls: 0.1630, d0.loss_bbox: 0.1232, d0.loss_iou: 0.3018, d1.loss_cls: 0.1378, d1.loss_bbox: 0.1225, d1.loss_iou: 0.3003, d2.loss_cls: 0.1321, d2.loss_bbox: 0.1206, d2.loss_iou: 0.2983, d3.loss_cls: 0.1300, d3.loss_bbox: 0.1195, d3.loss_iou: 0.2966, d4.loss_cls: 0.1285, d4.loss_bbox: 0.1193, d4.loss_iou: 0.2958, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1410, dn_loss_iou: 0.2298, d0.dn_loss_cls: 0.0342, d0.dn_loss_bbox: 0.2206, d0.dn_loss_iou: 0.3223, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1596, d1.dn_loss_iou: 0.2544, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1447, d2.dn_loss_iou: 0.2349, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1419, d3.dn_loss_iou: 0.2313, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1409, d4.dn_loss_iou: 0.2296, loss: 6.4731 2024-05-21 20:14:07,303 - mmdet - INFO - Epoch [33][2700/3665] lr: 2.000e-05, eta: 4:54:25, time: 1.442, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1559, interm_loss_bbox: 0.1273, interm_loss_iou: 0.3163, loss_cls: 0.1295, loss_bbox: 0.1163, loss_iou: 0.2974, d0.loss_cls: 0.1641, d0.loss_bbox: 0.1195, d0.loss_iou: 0.3018, d1.loss_cls: 0.1394, d1.loss_bbox: 0.1186, d1.loss_iou: 0.3017, d2.loss_cls: 0.1344, d2.loss_bbox: 0.1171, d2.loss_iou: 0.2988, d3.loss_cls: 0.1321, d3.loss_bbox: 0.1165, d3.loss_iou: 0.2979, d4.loss_cls: 0.1304, d4.loss_bbox: 0.1161, d4.loss_iou: 0.2973, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1430, dn_loss_iou: 0.2316, d0.dn_loss_cls: 0.0351, d0.dn_loss_bbox: 0.2254, d0.dn_loss_iou: 0.3253, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1629, d1.dn_loss_iou: 0.2568, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1471, d2.dn_loss_iou: 0.2370, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1440, d3.dn_loss_iou: 0.2334, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1429, d4.dn_loss_iou: 0.2315, loss: 6.4977 2024-05-21 20:15:19,496 - mmdet - INFO - Epoch [33][2750/3665] lr: 2.000e-05, eta: 4:53:11, time: 1.444, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1615, interm_loss_bbox: 0.1326, interm_loss_iou: 0.3261, loss_cls: 0.1344, loss_bbox: 0.1207, loss_iou: 0.3063, d0.loss_cls: 0.1682, d0.loss_bbox: 0.1248, d0.loss_iou: 0.3128, d1.loss_cls: 0.1438, d1.loss_bbox: 0.1244, d1.loss_iou: 0.3115, d2.loss_cls: 0.1385, d2.loss_bbox: 0.1215, d2.loss_iou: 0.3076, d3.loss_cls: 0.1365, d3.loss_bbox: 0.1209, d3.loss_iou: 0.3070, d4.loss_cls: 0.1349, d4.loss_bbox: 0.1208, d4.loss_iou: 0.3062, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1493, dn_loss_iou: 0.2388, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2293, d0.dn_loss_iou: 0.3343, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1679, d1.dn_loss_iou: 0.2639, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1530, d2.dn_loss_iou: 0.2443, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1503, d3.dn_loss_iou: 0.2406, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1492, d4.dn_loss_iou: 0.2387, loss: 6.7121 2024-05-21 20:16:33,138 - mmdet - INFO - Epoch [33][2800/3665] lr: 2.000e-05, eta: 4:51:57, time: 1.473, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1555, interm_loss_bbox: 0.1292, interm_loss_iou: 0.3170, loss_cls: 0.1260, loss_bbox: 0.1189, loss_iou: 0.2977, d0.loss_cls: 0.1629, d0.loss_bbox: 0.1215, d0.loss_iou: 0.3029, d1.loss_cls: 0.1374, d1.loss_bbox: 0.1205, d1.loss_iou: 0.3007, d2.loss_cls: 0.1304, d2.loss_bbox: 0.1196, d2.loss_iou: 0.2994, d3.loss_cls: 0.1277, d3.loss_bbox: 0.1192, d3.loss_iou: 0.2988, d4.loss_cls: 0.1264, d4.loss_bbox: 0.1188, d4.loss_iou: 0.2981, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1447, dn_loss_iou: 0.2276, d0.dn_loss_cls: 0.0338, d0.dn_loss_bbox: 0.2218, d0.dn_loss_iou: 0.3199, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1612, d1.dn_loss_iou: 0.2514, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1476, d2.dn_loss_iou: 0.2322, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1455, d3.dn_loss_iou: 0.2290, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1446, d4.dn_loss_iou: 0.2274, loss: 6.4657 2024-05-21 20:17:47,377 - mmdet - INFO - Epoch [33][2850/3665] lr: 2.000e-05, eta: 4:50:43, time: 1.485, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1562, interm_loss_bbox: 0.1289, interm_loss_iou: 0.3203, loss_cls: 0.1277, loss_bbox: 0.1173, loss_iou: 0.3011, d0.loss_cls: 0.1641, d0.loss_bbox: 0.1208, d0.loss_iou: 0.3055, d1.loss_cls: 0.1385, d1.loss_bbox: 0.1197, d1.loss_iou: 0.3048, d2.loss_cls: 0.1331, d2.loss_bbox: 0.1174, d2.loss_iou: 0.3020, d3.loss_cls: 0.1301, d3.loss_bbox: 0.1173, d3.loss_iou: 0.3012, d4.loss_cls: 0.1286, d4.loss_bbox: 0.1169, d4.loss_iou: 0.3006, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1414, dn_loss_iou: 0.2294, d0.dn_loss_cls: 0.0352, d0.dn_loss_bbox: 0.2229, d0.dn_loss_iou: 0.3217, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1605, d1.dn_loss_iou: 0.2535, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1456, d2.dn_loss_iou: 0.2346, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1426, d3.dn_loss_iou: 0.2311, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1413, d4.dn_loss_iou: 0.2292, loss: 6.4959 2024-05-21 20:19:06,341 - mmdet - INFO - Epoch [33][2900/3665] lr: 2.000e-05, eta: 4:49:30, time: 1.579, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1574, interm_loss_bbox: 0.1316, interm_loss_iou: 0.3153, loss_cls: 0.1292, loss_bbox: 0.1196, loss_iou: 0.2957, d0.loss_cls: 0.1650, d0.loss_bbox: 0.1231, d0.loss_iou: 0.3011, d1.loss_cls: 0.1406, d1.loss_bbox: 0.1223, d1.loss_iou: 0.2997, d2.loss_cls: 0.1331, d2.loss_bbox: 0.1215, d2.loss_iou: 0.2979, d3.loss_cls: 0.1315, d3.loss_bbox: 0.1200, d3.loss_iou: 0.2960, d4.loss_cls: 0.1301, d4.loss_bbox: 0.1196, d4.loss_iou: 0.2955, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1418, dn_loss_iou: 0.2292, d0.dn_loss_cls: 0.0341, d0.dn_loss_bbox: 0.2183, d0.dn_loss_iou: 0.3196, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1596, d1.dn_loss_iou: 0.2531, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1451, d2.dn_loss_iou: 0.2344, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1425, d3.dn_loss_iou: 0.2307, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1416, d4.dn_loss_iou: 0.2290, loss: 6.4749 2024-05-21 20:20:22,084 - mmdet - INFO - Epoch [33][2950/3665] lr: 2.000e-05, eta: 4:48:16, time: 1.515, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1561, interm_loss_bbox: 0.1322, interm_loss_iou: 0.3139, loss_cls: 0.1275, loss_bbox: 0.1201, loss_iou: 0.2939, d0.loss_cls: 0.1644, d0.loss_bbox: 0.1229, d0.loss_iou: 0.2987, d1.loss_cls: 0.1388, d1.loss_bbox: 0.1226, d1.loss_iou: 0.2987, d2.loss_cls: 0.1325, d2.loss_bbox: 0.1210, d2.loss_iou: 0.2956, d3.loss_cls: 0.1306, d3.loss_bbox: 0.1197, d3.loss_iou: 0.2939, d4.loss_cls: 0.1288, d4.loss_bbox: 0.1194, d4.loss_iou: 0.2932, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1477, dn_loss_iou: 0.2281, d0.dn_loss_cls: 0.0343, d0.dn_loss_bbox: 0.2263, d0.dn_loss_iou: 0.3195, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1655, d1.dn_loss_iou: 0.2518, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1512, d2.dn_loss_iou: 0.2332, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1487, d3.dn_loss_iou: 0.2298, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1476, d4.dn_loss_iou: 0.2281, loss: 6.4879 2024-05-21 20:21:33,518 - mmdet - INFO - Epoch [33][3000/3665] lr: 2.000e-05, eta: 4:47:02, time: 1.429, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1580, interm_loss_bbox: 0.1278, interm_loss_iou: 0.3173, loss_cls: 0.1308, loss_bbox: 0.1160, loss_iou: 0.2982, d0.loss_cls: 0.1661, d0.loss_bbox: 0.1188, d0.loss_iou: 0.3022, d1.loss_cls: 0.1419, d1.loss_bbox: 0.1180, d1.loss_iou: 0.3017, d2.loss_cls: 0.1360, d2.loss_bbox: 0.1160, d2.loss_iou: 0.2990, d3.loss_cls: 0.1340, d3.loss_bbox: 0.1152, d3.loss_iou: 0.2976, d4.loss_cls: 0.1316, d4.loss_bbox: 0.1155, d4.loss_iou: 0.2980, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1439, dn_loss_iou: 0.2288, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2258, d0.dn_loss_iou: 0.3204, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1636, d1.dn_loss_iou: 0.2534, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1482, d2.dn_loss_iou: 0.2340, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1448, d3.dn_loss_iou: 0.2304, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1438, d4.dn_loss_iou: 0.2287, loss: 6.4946 2024-05-21 20:22:50,164 - mmdet - INFO - Epoch [33][3050/3665] lr: 2.000e-05, eta: 4:45:49, time: 1.533, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1543, interm_loss_bbox: 0.1292, interm_loss_iou: 0.3197, loss_cls: 0.1275, loss_bbox: 0.1180, loss_iou: 0.3006, d0.loss_cls: 0.1626, d0.loss_bbox: 0.1194, d0.loss_iou: 0.3041, d1.loss_cls: 0.1372, d1.loss_bbox: 0.1204, d1.loss_iou: 0.3039, d2.loss_cls: 0.1310, d2.loss_bbox: 0.1192, d2.loss_iou: 0.3019, d3.loss_cls: 0.1295, d3.loss_bbox: 0.1181, d3.loss_iou: 0.3005, d4.loss_cls: 0.1282, d4.loss_bbox: 0.1180, d4.loss_iou: 0.3003, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1409, dn_loss_iou: 0.2317, d0.dn_loss_cls: 0.0343, d0.dn_loss_bbox: 0.2148, d0.dn_loss_iou: 0.3221, d1.dn_loss_cls: 0.0150, d1.dn_loss_bbox: 0.1580, d1.dn_loss_iou: 0.2555, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1443, d2.dn_loss_iou: 0.2367, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1418, d3.dn_loss_iou: 0.2332, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1408, d4.dn_loss_iou: 0.2315, loss: 6.4815 2024-05-21 20:24:06,430 - mmdet - INFO - Epoch [33][3100/3665] lr: 2.000e-05, eta: 4:44:35, time: 1.525, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1545, interm_loss_bbox: 0.1318, interm_loss_iou: 0.3128, loss_cls: 0.1273, loss_bbox: 0.1193, loss_iou: 0.2934, d0.loss_cls: 0.1624, d0.loss_bbox: 0.1227, d0.loss_iou: 0.2974, d1.loss_cls: 0.1371, d1.loss_bbox: 0.1219, d1.loss_iou: 0.2980, d2.loss_cls: 0.1315, d2.loss_bbox: 0.1203, d2.loss_iou: 0.2947, d3.loss_cls: 0.1294, d3.loss_bbox: 0.1194, d3.loss_iou: 0.2938, d4.loss_cls: 0.1283, d4.loss_bbox: 0.1186, d4.loss_iou: 0.2929, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1489, dn_loss_iou: 0.2321, d0.dn_loss_cls: 0.0348, d0.dn_loss_bbox: 0.2290, d0.dn_loss_iou: 0.3242, d1.dn_loss_cls: 0.0150, d1.dn_loss_bbox: 0.1673, d1.dn_loss_iou: 0.2561, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1524, d2.dn_loss_iou: 0.2372, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1496, d3.dn_loss_iou: 0.2337, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1487, d4.dn_loss_iou: 0.2321, loss: 6.5058 2024-05-21 20:25:23,155 - mmdet - INFO - Epoch [33][3150/3665] lr: 2.000e-05, eta: 4:43:21, time: 1.535, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1638, interm_loss_bbox: 0.1284, interm_loss_iou: 0.3273, loss_cls: 0.1359, loss_bbox: 0.1185, loss_iou: 0.3095, d0.loss_cls: 0.1715, d0.loss_bbox: 0.1214, d0.loss_iou: 0.3133, d1.loss_cls: 0.1478, d1.loss_bbox: 0.1201, d1.loss_iou: 0.3119, d2.loss_cls: 0.1402, d2.loss_bbox: 0.1198, d2.loss_iou: 0.3109, d3.loss_cls: 0.1379, d3.loss_bbox: 0.1187, d3.loss_iou: 0.3099, d4.loss_cls: 0.1368, d4.loss_bbox: 0.1184, d4.loss_iou: 0.3092, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1415, dn_loss_iou: 0.2346, d0.dn_loss_cls: 0.0360, d0.dn_loss_bbox: 0.2246, d0.dn_loss_iou: 0.3289, d1.dn_loss_cls: 0.0162, d1.dn_loss_bbox: 0.1604, d1.dn_loss_iou: 0.2598, d2.dn_loss_cls: 0.0118, d2.dn_loss_bbox: 0.1456, d2.dn_loss_iou: 0.2403, d3.dn_loss_cls: 0.0100, d3.dn_loss_bbox: 0.1426, d3.dn_loss_iou: 0.2365, d4.dn_loss_cls: 0.0094, d4.dn_loss_bbox: 0.1415, d4.dn_loss_iou: 0.2346, loss: 6.6546 2024-05-21 20:26:36,833 - mmdet - INFO - Epoch [33][3200/3665] lr: 2.000e-05, eta: 4:42:08, time: 1.473, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1599, interm_loss_bbox: 0.1306, interm_loss_iou: 0.3235, loss_cls: 0.1333, loss_bbox: 0.1185, loss_iou: 0.3027, d0.loss_cls: 0.1677, d0.loss_bbox: 0.1215, d0.loss_iou: 0.3086, d1.loss_cls: 0.1430, d1.loss_bbox: 0.1221, d1.loss_iou: 0.3070, d2.loss_cls: 0.1373, d2.loss_bbox: 0.1195, d2.loss_iou: 0.3041, d3.loss_cls: 0.1348, d3.loss_bbox: 0.1185, d3.loss_iou: 0.3038, d4.loss_cls: 0.1340, d4.loss_bbox: 0.1184, d4.loss_iou: 0.3029, dn_loss_cls: 0.0091, dn_loss_bbox: 0.1488, dn_loss_iou: 0.2366, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2292, d0.dn_loss_iou: 0.3297, d1.dn_loss_cls: 0.0159, d1.dn_loss_bbox: 0.1684, d1.dn_loss_iou: 0.2612, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1529, d2.dn_loss_iou: 0.2420, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1498, d3.dn_loss_iou: 0.2383, d4.dn_loss_cls: 0.0093, d4.dn_loss_bbox: 0.1487, d4.dn_loss_iou: 0.2365, loss: 6.6452 2024-05-21 20:27:48,448 - mmdet - INFO - Epoch [33][3250/3665] lr: 2.000e-05, eta: 4:40:53, time: 1.433, data_time: 0.020, memory: 41053, interm_loss_cls: 0.1525, interm_loss_bbox: 0.1299, interm_loss_iou: 0.3192, loss_cls: 0.1260, loss_bbox: 0.1183, loss_iou: 0.3007, d0.loss_cls: 0.1613, d0.loss_bbox: 0.1207, d0.loss_iou: 0.3046, d1.loss_cls: 0.1355, d1.loss_bbox: 0.1205, d1.loss_iou: 0.3051, d2.loss_cls: 0.1304, d2.loss_bbox: 0.1188, d2.loss_iou: 0.3016, d3.loss_cls: 0.1277, d3.loss_bbox: 0.1187, d3.loss_iou: 0.3013, d4.loss_cls: 0.1267, d4.loss_bbox: 0.1182, d4.loss_iou: 0.3008, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1406, dn_loss_iou: 0.2329, d0.dn_loss_cls: 0.0337, d0.dn_loss_bbox: 0.2161, d0.dn_loss_iou: 0.3242, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1570, d1.dn_loss_iou: 0.2564, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1436, d2.dn_loss_iou: 0.2377, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1414, d3.dn_loss_iou: 0.2343, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1406, d4.dn_loss_iou: 0.2328, loss: 6.4808 2024-05-21 20:29:00,265 - mmdet - INFO - Epoch [33][3300/3665] lr: 2.000e-05, eta: 4:39:39, time: 1.436, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1551, interm_loss_bbox: 0.1324, interm_loss_iou: 0.3171, loss_cls: 0.1273, loss_bbox: 0.1210, loss_iou: 0.2976, d0.loss_cls: 0.1627, d0.loss_bbox: 0.1243, d0.loss_iou: 0.3023, d1.loss_cls: 0.1376, d1.loss_bbox: 0.1237, d1.loss_iou: 0.3025, d2.loss_cls: 0.1313, d2.loss_bbox: 0.1223, d2.loss_iou: 0.2997, d3.loss_cls: 0.1294, d3.loss_bbox: 0.1209, d3.loss_iou: 0.2980, d4.loss_cls: 0.1281, d4.loss_bbox: 0.1207, d4.loss_iou: 0.2976, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1426, dn_loss_iou: 0.2311, d0.dn_loss_cls: 0.0344, d0.dn_loss_bbox: 0.2210, d0.dn_loss_iou: 0.3218, d1.dn_loss_cls: 0.0150, d1.dn_loss_bbox: 0.1610, d1.dn_loss_iou: 0.2548, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1461, d2.dn_loss_iou: 0.2360, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1434, d3.dn_loss_iou: 0.2326, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1425, d4.dn_loss_iou: 0.2310, loss: 6.5008 2024-05-21 20:30:13,863 - mmdet - INFO - Epoch [33][3350/3665] lr: 2.000e-05, eta: 4:38:26, time: 1.472, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1570, interm_loss_bbox: 0.1267, interm_loss_iou: 0.3175, loss_cls: 0.1304, loss_bbox: 0.1157, loss_iou: 0.2988, d0.loss_cls: 0.1656, d0.loss_bbox: 0.1182, d0.loss_iou: 0.3025, d1.loss_cls: 0.1395, d1.loss_bbox: 0.1187, d1.loss_iou: 0.3037, d2.loss_cls: 0.1347, d2.loss_bbox: 0.1160, d2.loss_iou: 0.3003, d3.loss_cls: 0.1330, d3.loss_bbox: 0.1152, d3.loss_iou: 0.2990, d4.loss_cls: 0.1311, d4.loss_bbox: 0.1155, d4.loss_iou: 0.2985, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1415, dn_loss_iou: 0.2329, d0.dn_loss_cls: 0.0354, d0.dn_loss_bbox: 0.2188, d0.dn_loss_iou: 0.3254, d1.dn_loss_cls: 0.0159, d1.dn_loss_bbox: 0.1592, d1.dn_loss_iou: 0.2573, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1446, d2.dn_loss_iou: 0.2379, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1423, d3.dn_loss_iou: 0.2345, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1414, d4.dn_loss_iou: 0.2327, loss: 6.4966 2024-05-21 20:31:27,821 - mmdet - INFO - Epoch [33][3400/3665] lr: 2.000e-05, eta: 4:37:12, time: 1.479, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1569, interm_loss_bbox: 0.1307, interm_loss_iou: 0.3154, loss_cls: 0.1303, loss_bbox: 0.1191, loss_iou: 0.2974, d0.loss_cls: 0.1648, d0.loss_bbox: 0.1229, d0.loss_iou: 0.3012, d1.loss_cls: 0.1392, d1.loss_bbox: 0.1236, d1.loss_iou: 0.3029, d2.loss_cls: 0.1346, d2.loss_bbox: 0.1200, d2.loss_iou: 0.2995, d3.loss_cls: 0.1325, d3.loss_bbox: 0.1194, d3.loss_iou: 0.2981, d4.loss_cls: 0.1309, d4.loss_bbox: 0.1190, d4.loss_iou: 0.2977, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1431, dn_loss_iou: 0.2304, d0.dn_loss_cls: 0.0351, d0.dn_loss_bbox: 0.2287, d0.dn_loss_iou: 0.3263, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1631, d1.dn_loss_iou: 0.2560, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1467, d2.dn_loss_iou: 0.2356, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1439, d3.dn_loss_iou: 0.2321, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1430, d4.dn_loss_iou: 0.2303, loss: 6.5224 2024-05-21 20:32:42,972 - mmdet - INFO - Epoch [33][3450/3665] lr: 2.000e-05, eta: 4:35:58, time: 1.503, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1593, interm_loss_bbox: 0.1335, interm_loss_iou: 0.3201, loss_cls: 0.1323, loss_bbox: 0.1210, loss_iou: 0.3007, d0.loss_cls: 0.1670, d0.loss_bbox: 0.1247, d0.loss_iou: 0.3047, d1.loss_cls: 0.1418, d1.loss_bbox: 0.1250, d1.loss_iou: 0.3062, d2.loss_cls: 0.1366, d2.loss_bbox: 0.1224, d2.loss_iou: 0.3027, d3.loss_cls: 0.1343, d3.loss_bbox: 0.1212, d3.loss_iou: 0.3010, d4.loss_cls: 0.1329, d4.loss_bbox: 0.1209, d4.loss_iou: 0.3006, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1472, dn_loss_iou: 0.2326, d0.dn_loss_cls: 0.0362, d0.dn_loss_bbox: 0.2278, d0.dn_loss_iou: 0.3242, d1.dn_loss_cls: 0.0161, d1.dn_loss_bbox: 0.1662, d1.dn_loss_iou: 0.2568, d2.dn_loss_cls: 0.0118, d2.dn_loss_bbox: 0.1512, d2.dn_loss_iou: 0.2378, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1481, d3.dn_loss_iou: 0.2341, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1471, d4.dn_loss_iou: 0.2323, loss: 6.6063 2024-05-21 20:34:02,612 - mmdet - INFO - Epoch [33][3500/3665] lr: 2.000e-05, eta: 4:34:45, time: 1.593, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1580, interm_loss_bbox: 0.1260, interm_loss_iou: 0.3178, loss_cls: 0.1295, loss_bbox: 0.1151, loss_iou: 0.3004, d0.loss_cls: 0.1652, d0.loss_bbox: 0.1177, d0.loss_iou: 0.3035, d1.loss_cls: 0.1394, d1.loss_bbox: 0.1187, d1.loss_iou: 0.3048, d2.loss_cls: 0.1337, d2.loss_bbox: 0.1168, d2.loss_iou: 0.3026, d3.loss_cls: 0.1318, d3.loss_bbox: 0.1153, d3.loss_iou: 0.3013, d4.loss_cls: 0.1305, d4.loss_bbox: 0.1149, d4.loss_iou: 0.3004, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1392, dn_loss_iou: 0.2312, d0.dn_loss_cls: 0.0349, d0.dn_loss_bbox: 0.2175, d0.dn_loss_iou: 0.3237, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1574, d1.dn_loss_iou: 0.2562, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1430, d2.dn_loss_iou: 0.2368, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1404, d3.dn_loss_iou: 0.2331, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1391, d4.dn_loss_iou: 0.2312, loss: 6.4806 2024-05-21 20:35:14,632 - mmdet - INFO - Epoch [33][3550/3665] lr: 2.000e-05, eta: 4:33:31, time: 1.440, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1557, interm_loss_bbox: 0.1285, interm_loss_iou: 0.3169, loss_cls: 0.1286, loss_bbox: 0.1178, loss_iou: 0.3017, d0.loss_cls: 0.1633, d0.loss_bbox: 0.1199, d0.loss_iou: 0.3021, d1.loss_cls: 0.1382, d1.loss_bbox: 0.1205, d1.loss_iou: 0.3047, d2.loss_cls: 0.1333, d2.loss_bbox: 0.1182, d2.loss_iou: 0.3026, d3.loss_cls: 0.1308, d3.loss_bbox: 0.1180, d3.loss_iou: 0.3020, d4.loss_cls: 0.1296, d4.loss_bbox: 0.1178, d4.loss_iou: 0.3015, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1419, dn_loss_iou: 0.2333, d0.dn_loss_cls: 0.0341, d0.dn_loss_bbox: 0.2209, d0.dn_loss_iou: 0.3256, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1604, d1.dn_loss_iou: 0.2574, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1455, d2.dn_loss_iou: 0.2382, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1427, d3.dn_loss_iou: 0.2347, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1418, d4.dn_loss_iou: 0.2332, loss: 6.5138 2024-05-21 20:36:29,134 - mmdet - INFO - Epoch [33][3600/3665] lr: 2.000e-05, eta: 4:32:17, time: 1.490, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1585, interm_loss_bbox: 0.1318, interm_loss_iou: 0.3137, loss_cls: 0.1304, loss_bbox: 0.1198, loss_iou: 0.2947, d0.loss_cls: 0.1663, d0.loss_bbox: 0.1223, d0.loss_iou: 0.2991, d1.loss_cls: 0.1409, d1.loss_bbox: 0.1227, d1.loss_iou: 0.2986, d2.loss_cls: 0.1356, d2.loss_bbox: 0.1208, d2.loss_iou: 0.2961, d3.loss_cls: 0.1331, d3.loss_bbox: 0.1203, d3.loss_iou: 0.2947, d4.loss_cls: 0.1316, d4.loss_bbox: 0.1198, d4.loss_iou: 0.2943, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1452, dn_loss_iou: 0.2288, d0.dn_loss_cls: 0.0358, d0.dn_loss_bbox: 0.2285, d0.dn_loss_iou: 0.3221, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1647, d1.dn_loss_iou: 0.2537, d2.dn_loss_cls: 0.0116, d2.dn_loss_bbox: 0.1491, d2.dn_loss_iou: 0.2341, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1464, d3.dn_loss_iou: 0.2306, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1452, d4.dn_loss_iou: 0.2287, loss: 6.5135 2024-05-21 20:37:47,310 - mmdet - INFO - Epoch [33][3650/3665] lr: 2.000e-05, eta: 4:31:03, time: 1.564, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1587, interm_loss_bbox: 0.1319, interm_loss_iou: 0.3136, loss_cls: 0.1318, loss_bbox: 0.1198, loss_iou: 0.2952, d0.loss_cls: 0.1662, d0.loss_bbox: 0.1226, d0.loss_iou: 0.2987, d1.loss_cls: 0.1412, d1.loss_bbox: 0.1237, d1.loss_iou: 0.2995, d2.loss_cls: 0.1363, d2.loss_bbox: 0.1206, d2.loss_iou: 0.2960, d3.loss_cls: 0.1337, d3.loss_bbox: 0.1195, d3.loss_iou: 0.2955, d4.loss_cls: 0.1328, d4.loss_bbox: 0.1192, d4.loss_iou: 0.2948, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1412, dn_loss_iou: 0.2325, d0.dn_loss_cls: 0.0354, d0.dn_loss_bbox: 0.2206, d0.dn_loss_iou: 0.3250, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1599, d1.dn_loss_iou: 0.2572, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1448, d2.dn_loss_iou: 0.2376, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1421, d3.dn_loss_iou: 0.2341, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1411, d4.dn_loss_iou: 0.2323, loss: 6.5098 2024-05-21 20:38:14,617 - mmdet - INFO - Saving checkpoint at 33 epochs 2024-05-21 20:41:53,612 - mmdet - INFO - Evaluating bbox... 2024-05-21 20:43:45,996 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.577 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.768 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.632 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.405 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.613 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.739 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.766 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.628 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.808 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.910 2024-05-21 20:43:48,113 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 20:43:48,116 - mmdet - INFO - Epoch(val) [33][313] bbox_mAP: 0.5770, bbox_mAP_50: 0.7680, bbox_mAP_75: 0.6320, bbox_mAP_s: 0.4050, bbox_mAP_m: 0.6130, bbox_mAP_l: 0.7390, bbox_mAP_copypaste: 0.577 0.768 0.632 0.405 0.613 0.739 2024-05-21 20:45:15,057 - mmdet - INFO - Epoch [34][50/3665] lr: 2.000e-06, eta: 4:29:27, time: 1.738, data_time: 0.153, memory: 41053, interm_loss_cls: 0.1594, interm_loss_bbox: 0.1263, interm_loss_iou: 0.3239, loss_cls: 0.1303, loss_bbox: 0.1156, loss_iou: 0.3063, d0.loss_cls: 0.1672, d0.loss_bbox: 0.1185, d0.loss_iou: 0.3086, d1.loss_cls: 0.1413, d1.loss_bbox: 0.1189, d1.loss_iou: 0.3097, d2.loss_cls: 0.1356, d2.loss_bbox: 0.1166, d2.loss_iou: 0.3077, d3.loss_cls: 0.1329, d3.loss_bbox: 0.1159, d3.loss_iou: 0.3067, d4.loss_cls: 0.1312, d4.loss_bbox: 0.1155, d4.loss_iou: 0.3062, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1395, dn_loss_iou: 0.2356, d0.dn_loss_cls: 0.0345, d0.dn_loss_bbox: 0.2176, d0.dn_loss_iou: 0.3280, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1571, d1.dn_loss_iou: 0.2597, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1433, d2.dn_loss_iou: 0.2408, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1403, d3.dn_loss_iou: 0.2372, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1394, d4.dn_loss_iou: 0.2355, loss: 6.5551 2024-05-21 20:46:26,795 - mmdet - INFO - Epoch [34][100/3665] lr: 2.000e-06, eta: 4:28:12, time: 1.435, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1548, interm_loss_bbox: 0.1316, interm_loss_iou: 0.3225, loss_cls: 0.1289, loss_bbox: 0.1182, loss_iou: 0.3030, d0.loss_cls: 0.1647, d0.loss_bbox: 0.1222, d0.loss_iou: 0.3079, d1.loss_cls: 0.1387, d1.loss_bbox: 0.1220, d1.loss_iou: 0.3079, d2.loss_cls: 0.1327, d2.loss_bbox: 0.1200, d2.loss_iou: 0.3049, d3.loss_cls: 0.1302, d3.loss_bbox: 0.1189, d3.loss_iou: 0.3042, d4.loss_cls: 0.1296, d4.loss_bbox: 0.1184, d4.loss_iou: 0.3028, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1394, dn_loss_iou: 0.2282, d0.dn_loss_cls: 0.0349, d0.dn_loss_bbox: 0.2184, d0.dn_loss_iou: 0.3191, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1579, d1.dn_loss_iou: 0.2520, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1430, d2.dn_loss_iou: 0.2332, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1403, d3.dn_loss_iou: 0.2297, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1393, d4.dn_loss_iou: 0.2280, loss: 6.5002 2024-05-21 20:47:40,847 - mmdet - INFO - Epoch [34][150/3665] lr: 2.000e-06, eta: 4:26:59, time: 1.481, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1542, interm_loss_bbox: 0.1304, interm_loss_iou: 0.3141, loss_cls: 0.1269, loss_bbox: 0.1197, loss_iou: 0.2969, d0.loss_cls: 0.1622, d0.loss_bbox: 0.1222, d0.loss_iou: 0.2994, d1.loss_cls: 0.1366, d1.loss_bbox: 0.1221, d1.loss_iou: 0.3002, d2.loss_cls: 0.1314, d2.loss_bbox: 0.1204, d2.loss_iou: 0.2975, d3.loss_cls: 0.1291, d3.loss_bbox: 0.1198, d3.loss_iou: 0.2975, d4.loss_cls: 0.1277, d4.loss_bbox: 0.1196, d4.loss_iou: 0.2969, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1471, dn_loss_iou: 0.2284, d0.dn_loss_cls: 0.0343, d0.dn_loss_bbox: 0.2270, d0.dn_loss_iou: 0.3182, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1653, d1.dn_loss_iou: 0.2521, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1507, d2.dn_loss_iou: 0.2332, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1479, d3.dn_loss_iou: 0.2299, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1470, d4.dn_loss_iou: 0.2283, loss: 6.4863 2024-05-21 20:48:54,868 - mmdet - INFO - Epoch [34][200/3665] lr: 2.000e-06, eta: 4:25:45, time: 1.480, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1554, interm_loss_bbox: 0.1300, interm_loss_iou: 0.3182, loss_cls: 0.1269, loss_bbox: 0.1197, loss_iou: 0.3007, d0.loss_cls: 0.1623, d0.loss_bbox: 0.1216, d0.loss_iou: 0.3040, d1.loss_cls: 0.1369, d1.loss_bbox: 0.1231, d1.loss_iou: 0.3056, d2.loss_cls: 0.1322, d2.loss_bbox: 0.1204, d2.loss_iou: 0.3016, d3.loss_cls: 0.1295, d3.loss_bbox: 0.1199, d3.loss_iou: 0.3011, d4.loss_cls: 0.1280, d4.loss_bbox: 0.1193, d4.loss_iou: 0.3003, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1432, dn_loss_iou: 0.2338, d0.dn_loss_cls: 0.0348, d0.dn_loss_bbox: 0.2206, d0.dn_loss_iou: 0.3257, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1617, d1.dn_loss_iou: 0.2578, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1473, d2.dn_loss_iou: 0.2390, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1442, d3.dn_loss_iou: 0.2352, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1432, d4.dn_loss_iou: 0.2334, loss: 6.5283 2024-05-21 20:50:06,607 - mmdet - INFO - Epoch [34][250/3665] lr: 2.000e-06, eta: 4:24:31, time: 1.435, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1529, interm_loss_bbox: 0.1295, interm_loss_iou: 0.3032, loss_cls: 0.1258, loss_bbox: 0.1182, loss_iou: 0.2855, d0.loss_cls: 0.1610, d0.loss_bbox: 0.1210, d0.loss_iou: 0.2898, d1.loss_cls: 0.1351, d1.loss_bbox: 0.1209, d1.loss_iou: 0.2899, d2.loss_cls: 0.1298, d2.loss_bbox: 0.1194, d2.loss_iou: 0.2872, d3.loss_cls: 0.1270, d3.loss_bbox: 0.1189, d3.loss_iou: 0.2864, d4.loss_cls: 0.1259, d4.loss_bbox: 0.1187, d4.loss_iou: 0.2857, dn_loss_cls: 0.0078, dn_loss_bbox: 0.1421, dn_loss_iou: 0.2262, d0.dn_loss_cls: 0.0340, d0.dn_loss_bbox: 0.2222, d0.dn_loss_iou: 0.3167, d1.dn_loss_cls: 0.0145, d1.dn_loss_bbox: 0.1603, d1.dn_loss_iou: 0.2496, d2.dn_loss_cls: 0.0103, d2.dn_loss_bbox: 0.1461, d2.dn_loss_iou: 0.2313, d3.dn_loss_cls: 0.0086, d3.dn_loss_bbox: 0.1431, d3.dn_loss_iou: 0.2279, d4.dn_loss_cls: 0.0080, d4.dn_loss_bbox: 0.1420, d4.dn_loss_iou: 0.2261, loss: 6.3489 2024-05-21 20:51:24,214 - mmdet - INFO - Epoch [34][300/3665] lr: 2.000e-06, eta: 4:23:17, time: 1.552, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1528, interm_loss_bbox: 0.1292, interm_loss_iou: 0.3158, loss_cls: 0.1252, loss_bbox: 0.1178, loss_iou: 0.2986, d0.loss_cls: 0.1607, d0.loss_bbox: 0.1202, d0.loss_iou: 0.3016, d1.loss_cls: 0.1349, d1.loss_bbox: 0.1213, d1.loss_iou: 0.3029, d2.loss_cls: 0.1300, d2.loss_bbox: 0.1188, d2.loss_iou: 0.2995, d3.loss_cls: 0.1280, d3.loss_bbox: 0.1177, d3.loss_iou: 0.2979, d4.loss_cls: 0.1262, d4.loss_bbox: 0.1175, d4.loss_iou: 0.2981, dn_loss_cls: 0.0078, dn_loss_bbox: 0.1444, dn_loss_iou: 0.2272, d0.dn_loss_cls: 0.0339, d0.dn_loss_bbox: 0.2246, d0.dn_loss_iou: 0.3193, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1633, d1.dn_loss_iou: 0.2513, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1484, d2.dn_loss_iou: 0.2325, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1453, d3.dn_loss_iou: 0.2289, d4.dn_loss_cls: 0.0080, d4.dn_loss_bbox: 0.1443, d4.dn_loss_iou: 0.2272, loss: 6.4552 2024-05-21 20:52:35,924 - mmdet - INFO - Epoch [34][350/3665] lr: 2.000e-06, eta: 4:22:03, time: 1.434, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1538, interm_loss_bbox: 0.1257, interm_loss_iou: 0.3105, loss_cls: 0.1263, loss_bbox: 0.1154, loss_iou: 0.2925, d0.loss_cls: 0.1627, d0.loss_bbox: 0.1168, d0.loss_iou: 0.2960, d1.loss_cls: 0.1363, d1.loss_bbox: 0.1177, d1.loss_iou: 0.2973, d2.loss_cls: 0.1311, d2.loss_bbox: 0.1157, d2.loss_iou: 0.2935, d3.loss_cls: 0.1285, d3.loss_bbox: 0.1154, d3.loss_iou: 0.2929, d4.loss_cls: 0.1269, d4.loss_bbox: 0.1152, d4.loss_iou: 0.2926, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1418, dn_loss_iou: 0.2333, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2205, d0.dn_loss_iou: 0.3254, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1604, d1.dn_loss_iou: 0.2575, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1455, d2.dn_loss_iou: 0.2383, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1425, d3.dn_loss_iou: 0.2349, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1417, d4.dn_loss_iou: 0.2330, loss: 6.4276 2024-05-21 20:53:47,400 - mmdet - INFO - Epoch [34][400/3665] lr: 2.000e-06, eta: 4:20:49, time: 1.429, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1556, interm_loss_bbox: 0.1285, interm_loss_iou: 0.3187, loss_cls: 0.1273, loss_bbox: 0.1182, loss_iou: 0.3016, d0.loss_cls: 0.1625, d0.loss_bbox: 0.1201, d0.loss_iou: 0.3051, d1.loss_cls: 0.1379, d1.loss_bbox: 0.1204, d1.loss_iou: 0.3051, d2.loss_cls: 0.1333, d2.loss_bbox: 0.1183, d2.loss_iou: 0.3022, d3.loss_cls: 0.1304, d3.loss_bbox: 0.1179, d3.loss_iou: 0.3015, d4.loss_cls: 0.1284, d4.loss_bbox: 0.1179, d4.loss_iou: 0.3013, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1375, dn_loss_iou: 0.2269, d0.dn_loss_cls: 0.0343, d0.dn_loss_bbox: 0.2178, d0.dn_loss_iou: 0.3187, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1569, d1.dn_loss_iou: 0.2508, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1416, d2.dn_loss_iou: 0.2320, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1386, d3.dn_loss_iou: 0.2285, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1375, d4.dn_loss_iou: 0.2267, loss: 6.4507 2024-05-21 20:54:59,614 - mmdet - INFO - Epoch [34][450/3665] lr: 2.000e-06, eta: 4:19:35, time: 1.444, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1546, interm_loss_bbox: 0.1302, interm_loss_iou: 0.3122, loss_cls: 0.1273, loss_bbox: 0.1169, loss_iou: 0.2921, d0.loss_cls: 0.1630, d0.loss_bbox: 0.1209, d0.loss_iou: 0.2978, d1.loss_cls: 0.1382, d1.loss_bbox: 0.1199, d1.loss_iou: 0.2964, d2.loss_cls: 0.1310, d2.loss_bbox: 0.1184, d2.loss_iou: 0.2943, d3.loss_cls: 0.1287, d3.loss_bbox: 0.1177, d3.loss_iou: 0.2933, d4.loss_cls: 0.1281, d4.loss_bbox: 0.1166, d4.loss_iou: 0.2916, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1429, dn_loss_iou: 0.2236, d0.dn_loss_cls: 0.0336, d0.dn_loss_bbox: 0.2218, d0.dn_loss_iou: 0.3132, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1612, d1.dn_loss_iou: 0.2472, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1463, d2.dn_loss_iou: 0.2285, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1438, d3.dn_loss_iou: 0.2252, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1428, d4.dn_loss_iou: 0.2236, loss: 6.3932 2024-05-21 20:56:11,486 - mmdet - INFO - Epoch [34][500/3665] lr: 2.000e-06, eta: 4:18:21, time: 1.437, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1531, interm_loss_bbox: 0.1263, interm_loss_iou: 0.3191, loss_cls: 0.1261, loss_bbox: 0.1158, loss_iou: 0.3014, d0.loss_cls: 0.1613, d0.loss_bbox: 0.1185, d0.loss_iou: 0.3056, d1.loss_cls: 0.1362, d1.loss_bbox: 0.1186, d1.loss_iou: 0.3062, d2.loss_cls: 0.1311, d2.loss_bbox: 0.1169, d2.loss_iou: 0.3024, d3.loss_cls: 0.1286, d3.loss_bbox: 0.1160, d3.loss_iou: 0.3016, d4.loss_cls: 0.1266, d4.loss_bbox: 0.1161, d4.loss_iou: 0.3017, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1356, dn_loss_iou: 0.2256, d0.dn_loss_cls: 0.0329, d0.dn_loss_bbox: 0.2132, d0.dn_loss_iou: 0.3146, d1.dn_loss_cls: 0.0143, d1.dn_loss_bbox: 0.1537, d1.dn_loss_iou: 0.2491, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1388, d2.dn_loss_iou: 0.2304, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1362, d3.dn_loss_iou: 0.2270, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1355, d4.dn_loss_iou: 0.2255, loss: 6.3967 2024-05-21 20:57:23,703 - mmdet - INFO - Epoch [34][550/3665] lr: 2.000e-06, eta: 4:17:07, time: 1.445, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1582, interm_loss_bbox: 0.1274, interm_loss_iou: 0.3173, loss_cls: 0.1290, loss_bbox: 0.1181, loss_iou: 0.3012, d0.loss_cls: 0.1646, d0.loss_bbox: 0.1197, d0.loss_iou: 0.3033, d1.loss_cls: 0.1394, d1.loss_bbox: 0.1202, d1.loss_iou: 0.3053, d2.loss_cls: 0.1337, d2.loss_bbox: 0.1180, d2.loss_iou: 0.3024, d3.loss_cls: 0.1314, d3.loss_bbox: 0.1181, d3.loss_iou: 0.3011, d4.loss_cls: 0.1300, d4.loss_bbox: 0.1179, d4.loss_iou: 0.3006, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1412, dn_loss_iou: 0.2295, d0.dn_loss_cls: 0.0355, d0.dn_loss_bbox: 0.2239, d0.dn_loss_iou: 0.3221, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1602, d1.dn_loss_iou: 0.2540, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1449, d2.dn_loss_iou: 0.2346, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1419, d3.dn_loss_iou: 0.2311, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1410, d4.dn_loss_iou: 0.2295, loss: 6.4996 2024-05-21 20:58:37,423 - mmdet - INFO - Epoch [34][600/3665] lr: 2.000e-06, eta: 4:15:53, time: 1.474, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1564, interm_loss_bbox: 0.1316, interm_loss_iou: 0.3115, loss_cls: 0.1272, loss_bbox: 0.1200, loss_iou: 0.2925, d0.loss_cls: 0.1636, d0.loss_bbox: 0.1235, d0.loss_iou: 0.2973, d1.loss_cls: 0.1379, d1.loss_bbox: 0.1227, d1.loss_iou: 0.2969, d2.loss_cls: 0.1325, d2.loss_bbox: 0.1205, d2.loss_iou: 0.2937, d3.loss_cls: 0.1299, d3.loss_bbox: 0.1196, d3.loss_iou: 0.2923, d4.loss_cls: 0.1283, d4.loss_bbox: 0.1195, d4.loss_iou: 0.2918, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1405, dn_loss_iou: 0.2309, d0.dn_loss_cls: 0.0352, d0.dn_loss_bbox: 0.2209, d0.dn_loss_iou: 0.3241, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1593, d1.dn_loss_iou: 0.2554, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1445, d2.dn_loss_iou: 0.2362, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1415, d3.dn_loss_iou: 0.2327, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1404, d4.dn_loss_iou: 0.2308, loss: 6.4539 2024-05-21 20:59:49,115 - mmdet - INFO - Epoch [34][650/3665] lr: 2.000e-06, eta: 4:14:39, time: 1.434, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1559, interm_loss_bbox: 0.1301, interm_loss_iou: 0.3140, loss_cls: 0.1281, loss_bbox: 0.1188, loss_iou: 0.2940, d0.loss_cls: 0.1635, d0.loss_bbox: 0.1214, d0.loss_iou: 0.2994, d1.loss_cls: 0.1382, d1.loss_bbox: 0.1219, d1.loss_iou: 0.2991, d2.loss_cls: 0.1331, d2.loss_bbox: 0.1195, d2.loss_iou: 0.2957, d3.loss_cls: 0.1307, d3.loss_bbox: 0.1186, d3.loss_iou: 0.2942, d4.loss_cls: 0.1285, d4.loss_bbox: 0.1189, d4.loss_iou: 0.2942, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1457, dn_loss_iou: 0.2304, d0.dn_loss_cls: 0.0342, d0.dn_loss_bbox: 0.2239, d0.dn_loss_iou: 0.3215, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1649, d1.dn_loss_iou: 0.2553, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1494, d2.dn_loss_iou: 0.2359, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1464, d3.dn_loss_iou: 0.2321, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1456, d4.dn_loss_iou: 0.2303, loss: 6.4838 2024-05-21 21:01:03,378 - mmdet - INFO - Epoch [34][700/3665] lr: 2.000e-06, eta: 4:13:25, time: 1.485, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1522, interm_loss_bbox: 0.1262, interm_loss_iou: 0.3090, loss_cls: 0.1250, loss_bbox: 0.1153, loss_iou: 0.2920, d0.loss_cls: 0.1591, d0.loss_bbox: 0.1189, d0.loss_iou: 0.2953, d1.loss_cls: 0.1346, d1.loss_bbox: 0.1182, d1.loss_iou: 0.2958, d2.loss_cls: 0.1296, d2.loss_bbox: 0.1161, d2.loss_iou: 0.2930, d3.loss_cls: 0.1271, d3.loss_bbox: 0.1154, d3.loss_iou: 0.2921, d4.loss_cls: 0.1252, d4.loss_bbox: 0.1158, d4.loss_iou: 0.2921, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1370, dn_loss_iou: 0.2234, d0.dn_loss_cls: 0.0332, d0.dn_loss_bbox: 0.2109, d0.dn_loss_iou: 0.3111, d1.dn_loss_cls: 0.0143, d1.dn_loss_bbox: 0.1530, d1.dn_loss_iou: 0.2458, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1401, d2.dn_loss_iou: 0.2280, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1376, d3.dn_loss_iou: 0.2249, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1369, d4.dn_loss_iou: 0.2234, loss: 6.3031 2024-05-21 21:02:15,241 - mmdet - INFO - Epoch [34][750/3665] lr: 2.000e-06, eta: 4:12:11, time: 1.437, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1608, interm_loss_bbox: 0.1284, interm_loss_iou: 0.3154, loss_cls: 0.1327, loss_bbox: 0.1180, loss_iou: 0.2998, d0.loss_cls: 0.1669, d0.loss_bbox: 0.1216, d0.loss_iou: 0.3038, d1.loss_cls: 0.1428, d1.loss_bbox: 0.1209, d1.loss_iou: 0.3038, d2.loss_cls: 0.1377, d2.loss_bbox: 0.1188, d2.loss_iou: 0.3007, d3.loss_cls: 0.1349, d3.loss_bbox: 0.1191, d3.loss_iou: 0.2999, d4.loss_cls: 0.1337, d4.loss_bbox: 0.1180, d4.loss_iou: 0.2998, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1433, dn_loss_iou: 0.2318, d0.dn_loss_cls: 0.0346, d0.dn_loss_bbox: 0.2211, d0.dn_loss_iou: 0.3236, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1624, d1.dn_loss_iou: 0.2565, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1470, d2.dn_loss_iou: 0.2370, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1440, d3.dn_loss_iou: 0.2334, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1431, d4.dn_loss_iou: 0.2317, loss: 6.5390 2024-05-21 21:03:30,345 - mmdet - INFO - Epoch [34][800/3665] lr: 2.000e-06, eta: 4:10:58, time: 1.502, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1541, interm_loss_bbox: 0.1310, interm_loss_iou: 0.3166, loss_cls: 0.1271, loss_bbox: 0.1196, loss_iou: 0.2975, d0.loss_cls: 0.1622, d0.loss_bbox: 0.1240, d0.loss_iou: 0.3017, d1.loss_cls: 0.1373, d1.loss_bbox: 0.1231, d1.loss_iou: 0.3014, d2.loss_cls: 0.1310, d2.loss_bbox: 0.1213, d2.loss_iou: 0.2990, d3.loss_cls: 0.1294, d3.loss_bbox: 0.1195, d3.loss_iou: 0.2977, d4.loss_cls: 0.1272, d4.loss_bbox: 0.1200, d4.loss_iou: 0.2979, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1398, dn_loss_iou: 0.2282, d0.dn_loss_cls: 0.0340, d0.dn_loss_bbox: 0.2184, d0.dn_loss_iou: 0.3208, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1575, d1.dn_loss_iou: 0.2525, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1439, d2.dn_loss_iou: 0.2337, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1408, d3.dn_loss_iou: 0.2300, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1397, d4.dn_loss_iou: 0.2281, loss: 6.4571 2024-05-21 21:04:43,769 - mmdet - INFO - Epoch [34][850/3665] lr: 2.000e-06, eta: 4:09:44, time: 1.469, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1579, interm_loss_bbox: 0.1278, interm_loss_iou: 0.3211, loss_cls: 0.1300, loss_bbox: 0.1172, loss_iou: 0.3038, d0.loss_cls: 0.1646, d0.loss_bbox: 0.1199, d0.loss_iou: 0.3083, d1.loss_cls: 0.1388, d1.loss_bbox: 0.1203, d1.loss_iou: 0.3078, d2.loss_cls: 0.1339, d2.loss_bbox: 0.1190, d2.loss_iou: 0.3056, d3.loss_cls: 0.1326, d3.loss_bbox: 0.1175, d3.loss_iou: 0.3034, d4.loss_cls: 0.1305, d4.loss_bbox: 0.1173, d4.loss_iou: 0.3038, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1414, dn_loss_iou: 0.2330, d0.dn_loss_cls: 0.0349, d0.dn_loss_bbox: 0.2205, d0.dn_loss_iou: 0.3254, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1595, d1.dn_loss_iou: 0.2575, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1446, d2.dn_loss_iou: 0.2379, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1422, d3.dn_loss_iou: 0.2345, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1412, d4.dn_loss_iou: 0.2329, loss: 6.5403 2024-05-21 21:05:58,086 - mmdet - INFO - Epoch [34][900/3665] lr: 2.000e-06, eta: 4:08:30, time: 1.486, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1522, interm_loss_bbox: 0.1252, interm_loss_iou: 0.3052, loss_cls: 0.1250, loss_bbox: 0.1144, loss_iou: 0.2885, d0.loss_cls: 0.1591, d0.loss_bbox: 0.1171, d0.loss_iou: 0.2918, d1.loss_cls: 0.1340, d1.loss_bbox: 0.1175, d1.loss_iou: 0.2931, d2.loss_cls: 0.1288, d2.loss_bbox: 0.1152, d2.loss_iou: 0.2898, d3.loss_cls: 0.1270, d3.loss_bbox: 0.1144, d3.loss_iou: 0.2886, d4.loss_cls: 0.1254, d4.loss_bbox: 0.1146, d4.loss_iou: 0.2884, dn_loss_cls: 0.0077, dn_loss_bbox: 0.1352, dn_loss_iou: 0.2240, d0.dn_loss_cls: 0.0324, d0.dn_loss_bbox: 0.2080, d0.dn_loss_iou: 0.3111, d1.dn_loss_cls: 0.0139, d1.dn_loss_bbox: 0.1516, d1.dn_loss_iou: 0.2469, d2.dn_loss_cls: 0.0100, d2.dn_loss_bbox: 0.1385, d2.dn_loss_iou: 0.2288, d3.dn_loss_cls: 0.0084, d3.dn_loss_bbox: 0.1360, d3.dn_loss_iou: 0.2254, d4.dn_loss_cls: 0.0079, d4.dn_loss_bbox: 0.1351, d4.dn_loss_iou: 0.2239, loss: 6.2602 2024-05-21 21:07:14,019 - mmdet - INFO - Epoch [34][950/3665] lr: 2.000e-06, eta: 4:07:16, time: 1.519, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1549, interm_loss_bbox: 0.1277, interm_loss_iou: 0.3123, loss_cls: 0.1265, loss_bbox: 0.1165, loss_iou: 0.2946, d0.loss_cls: 0.1614, d0.loss_bbox: 0.1204, d0.loss_iou: 0.2990, d1.loss_cls: 0.1363, d1.loss_bbox: 0.1189, d1.loss_iou: 0.2983, d2.loss_cls: 0.1308, d2.loss_bbox: 0.1170, d2.loss_iou: 0.2956, d3.loss_cls: 0.1285, d3.loss_bbox: 0.1161, d3.loss_iou: 0.2941, d4.loss_cls: 0.1272, d4.loss_bbox: 0.1162, d4.loss_iou: 0.2942, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1418, dn_loss_iou: 0.2243, d0.dn_loss_cls: 0.0341, d0.dn_loss_bbox: 0.2184, d0.dn_loss_iou: 0.3136, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1593, d1.dn_loss_iou: 0.2481, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1452, d2.dn_loss_iou: 0.2295, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1426, d3.dn_loss_iou: 0.2259, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1417, d4.dn_loss_iou: 0.2243, loss: 6.3866 2024-05-21 21:08:27,079 - mmdet - INFO - Epoch [34][1000/3665] lr: 2.000e-06, eta: 4:06:02, time: 1.461, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1538, interm_loss_bbox: 0.1245, interm_loss_iou: 0.3097, loss_cls: 0.1260, loss_bbox: 0.1151, loss_iou: 0.2933, d0.loss_cls: 0.1599, d0.loss_bbox: 0.1172, d0.loss_iou: 0.2970, d1.loss_cls: 0.1356, d1.loss_bbox: 0.1179, d1.loss_iou: 0.2974, d2.loss_cls: 0.1301, d2.loss_bbox: 0.1162, d2.loss_iou: 0.2948, d3.loss_cls: 0.1279, d3.loss_bbox: 0.1154, d3.loss_iou: 0.2938, d4.loss_cls: 0.1266, d4.loss_bbox: 0.1151, d4.loss_iou: 0.2931, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1417, dn_loss_iou: 0.2311, d0.dn_loss_cls: 0.0341, d0.dn_loss_bbox: 0.2168, d0.dn_loss_iou: 0.3218, d1.dn_loss_cls: 0.0150, d1.dn_loss_bbox: 0.1592, d1.dn_loss_iou: 0.2547, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1454, d2.dn_loss_iou: 0.2362, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1425, d3.dn_loss_iou: 0.2327, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1416, d4.dn_loss_iou: 0.2309, loss: 6.3996 2024-05-21 21:09:38,399 - mmdet - INFO - Epoch [34][1050/3665] lr: 2.000e-06, eta: 4:04:48, time: 1.426, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1534, interm_loss_bbox: 0.1323, interm_loss_iou: 0.3122, loss_cls: 0.1282, loss_bbox: 0.1191, loss_iou: 0.2915, d0.loss_cls: 0.1610, d0.loss_bbox: 0.1233, d0.loss_iou: 0.2972, d1.loss_cls: 0.1373, d1.loss_bbox: 0.1222, d1.loss_iou: 0.2961, d2.loss_cls: 0.1316, d2.loss_bbox: 0.1204, d2.loss_iou: 0.2931, d3.loss_cls: 0.1300, d3.loss_bbox: 0.1191, d3.loss_iou: 0.2914, d4.loss_cls: 0.1286, d4.loss_bbox: 0.1190, d4.loss_iou: 0.2916, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1414, dn_loss_iou: 0.2253, d0.dn_loss_cls: 0.0337, d0.dn_loss_bbox: 0.2196, d0.dn_loss_iou: 0.3155, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1597, d1.dn_loss_iou: 0.2487, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1452, d2.dn_loss_iou: 0.2302, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1423, d3.dn_loss_iou: 0.2268, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1412, d4.dn_loss_iou: 0.2251, loss: 6.4051 2024-05-21 21:10:50,729 - mmdet - INFO - Epoch [34][1100/3665] lr: 2.000e-06, eta: 4:03:34, time: 1.447, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1537, interm_loss_bbox: 0.1272, interm_loss_iou: 0.3156, loss_cls: 0.1274, loss_bbox: 0.1167, loss_iou: 0.2969, d0.loss_cls: 0.1614, d0.loss_bbox: 0.1192, d0.loss_iou: 0.3012, d1.loss_cls: 0.1363, d1.loss_bbox: 0.1195, d1.loss_iou: 0.3014, d2.loss_cls: 0.1312, d2.loss_bbox: 0.1172, d2.loss_iou: 0.2984, d3.loss_cls: 0.1295, d3.loss_bbox: 0.1166, d3.loss_iou: 0.2972, d4.loss_cls: 0.1283, d4.loss_bbox: 0.1167, d4.loss_iou: 0.2968, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1366, dn_loss_iou: 0.2315, d0.dn_loss_cls: 0.0341, d0.dn_loss_bbox: 0.2102, d0.dn_loss_iou: 0.3220, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1533, d1.dn_loss_iou: 0.2551, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1398, d2.dn_loss_iou: 0.2365, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1372, d3.dn_loss_iou: 0.2330, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1364, d4.dn_loss_iou: 0.2314, loss: 6.4166 2024-05-21 21:12:02,333 - mmdet - INFO - Epoch [34][1150/3665] lr: 2.000e-06, eta: 4:02:20, time: 1.432, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1512, interm_loss_bbox: 0.1292, interm_loss_iou: 0.3102, loss_cls: 0.1232, loss_bbox: 0.1172, loss_iou: 0.2915, d0.loss_cls: 0.1580, d0.loss_bbox: 0.1203, d0.loss_iou: 0.2962, d1.loss_cls: 0.1334, d1.loss_bbox: 0.1200, d1.loss_iou: 0.2957, d2.loss_cls: 0.1280, d2.loss_bbox: 0.1179, d2.loss_iou: 0.2934, d3.loss_cls: 0.1254, d3.loss_bbox: 0.1169, d3.loss_iou: 0.2921, d4.loss_cls: 0.1240, d4.loss_bbox: 0.1169, d4.loss_iou: 0.2910, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1416, dn_loss_iou: 0.2268, d0.dn_loss_cls: 0.0336, d0.dn_loss_bbox: 0.2235, d0.dn_loss_iou: 0.3187, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1610, d1.dn_loss_iou: 0.2511, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1454, d2.dn_loss_iou: 0.2319, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1426, d3.dn_loss_iou: 0.2284, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1415, d4.dn_loss_iou: 0.2266, loss: 6.3747 2024-05-21 21:13:18,182 - mmdet - INFO - Epoch [34][1200/3665] lr: 2.000e-06, eta: 4:01:07, time: 1.517, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1525, interm_loss_bbox: 0.1297, interm_loss_iou: 0.3050, loss_cls: 0.1239, loss_bbox: 0.1176, loss_iou: 0.2865, d0.loss_cls: 0.1592, d0.loss_bbox: 0.1224, d0.loss_iou: 0.2923, d1.loss_cls: 0.1335, d1.loss_bbox: 0.1214, d1.loss_iou: 0.2924, d2.loss_cls: 0.1281, d2.loss_bbox: 0.1195, d2.loss_iou: 0.2887, d3.loss_cls: 0.1262, d3.loss_bbox: 0.1181, d3.loss_iou: 0.2868, d4.loss_cls: 0.1243, d4.loss_bbox: 0.1181, d4.loss_iou: 0.2866, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1414, dn_loss_iou: 0.2218, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2233, d0.dn_loss_iou: 0.3143, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1610, d1.dn_loss_iou: 0.2460, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1455, d2.dn_loss_iou: 0.2269, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1426, d3.dn_loss_iou: 0.2233, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1414, d4.dn_loss_iou: 0.2217, loss: 6.3277 2024-05-21 21:14:31,730 - mmdet - INFO - Epoch [34][1250/3665] lr: 2.000e-06, eta: 3:59:53, time: 1.471, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1531, interm_loss_bbox: 0.1255, interm_loss_iou: 0.3227, loss_cls: 0.1253, loss_bbox: 0.1154, loss_iou: 0.3077, d0.loss_cls: 0.1603, d0.loss_bbox: 0.1184, d0.loss_iou: 0.3099, d1.loss_cls: 0.1345, d1.loss_bbox: 0.1190, d1.loss_iou: 0.3115, d2.loss_cls: 0.1294, d2.loss_bbox: 0.1168, d2.loss_iou: 0.3082, d3.loss_cls: 0.1273, d3.loss_bbox: 0.1159, d3.loss_iou: 0.3075, d4.loss_cls: 0.1261, d4.loss_bbox: 0.1154, d4.loss_iou: 0.3074, dn_loss_cls: 0.0075, dn_loss_bbox: 0.1371, dn_loss_iou: 0.2352, d0.dn_loss_cls: 0.0331, d0.dn_loss_bbox: 0.2144, d0.dn_loss_iou: 0.3260, d1.dn_loss_cls: 0.0141, d1.dn_loss_bbox: 0.1551, d1.dn_loss_iou: 0.2591, d2.dn_loss_cls: 0.0100, d2.dn_loss_bbox: 0.1404, d2.dn_loss_iou: 0.2402, d3.dn_loss_cls: 0.0083, d3.dn_loss_bbox: 0.1380, d3.dn_loss_iou: 0.2368, d4.dn_loss_cls: 0.0077, d4.dn_loss_bbox: 0.1369, d4.dn_loss_iou: 0.2350, loss: 6.4926 2024-05-21 21:15:43,919 - mmdet - INFO - Epoch [34][1300/3665] lr: 2.000e-06, eta: 3:58:39, time: 1.444, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1543, interm_loss_bbox: 0.1277, interm_loss_iou: 0.3150, loss_cls: 0.1272, loss_bbox: 0.1159, loss_iou: 0.2969, d0.loss_cls: 0.1620, d0.loss_bbox: 0.1195, d0.loss_iou: 0.3015, d1.loss_cls: 0.1373, d1.loss_bbox: 0.1190, d1.loss_iou: 0.3009, d2.loss_cls: 0.1321, d2.loss_bbox: 0.1167, d2.loss_iou: 0.2984, d3.loss_cls: 0.1301, d3.loss_bbox: 0.1156, d3.loss_iou: 0.2965, d4.loss_cls: 0.1281, d4.loss_bbox: 0.1157, d4.loss_iou: 0.2969, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1381, dn_loss_iou: 0.2259, d0.dn_loss_cls: 0.0346, d0.dn_loss_bbox: 0.2160, d0.dn_loss_iou: 0.3171, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1555, d1.dn_loss_iou: 0.2498, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1421, d2.dn_loss_iou: 0.2312, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1390, d3.dn_loss_iou: 0.2275, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1381, d4.dn_loss_iou: 0.2258, loss: 6.3983 2024-05-21 21:16:59,484 - mmdet - INFO - Epoch [34][1350/3665] lr: 2.000e-06, eta: 3:57:25, time: 1.511, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1580, interm_loss_bbox: 0.1271, interm_loss_iou: 0.3257, loss_cls: 0.1308, loss_bbox: 0.1169, loss_iou: 0.3076, d0.loss_cls: 0.1653, d0.loss_bbox: 0.1196, d0.loss_iou: 0.3117, d1.loss_cls: 0.1397, d1.loss_bbox: 0.1200, d1.loss_iou: 0.3128, d2.loss_cls: 0.1353, d2.loss_bbox: 0.1181, d2.loss_iou: 0.3097, d3.loss_cls: 0.1332, d3.loss_bbox: 0.1170, d3.loss_iou: 0.3083, d4.loss_cls: 0.1317, d4.loss_bbox: 0.1168, d4.loss_iou: 0.3078, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1405, dn_loss_iou: 0.2330, d0.dn_loss_cls: 0.0351, d0.dn_loss_bbox: 0.2155, d0.dn_loss_iou: 0.3240, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1565, d1.dn_loss_iou: 0.2566, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1433, d2.dn_loss_iou: 0.2376, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1412, d3.dn_loss_iou: 0.2346, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1404, d4.dn_loss_iou: 0.2329, loss: 6.5582 2024-05-21 21:18:13,528 - mmdet - INFO - Epoch [34][1400/3665] lr: 2.000e-06, eta: 3:56:11, time: 1.481, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1564, interm_loss_bbox: 0.1273, interm_loss_iou: 0.3162, loss_cls: 0.1276, loss_bbox: 0.1170, loss_iou: 0.2986, d0.loss_cls: 0.1640, d0.loss_bbox: 0.1191, d0.loss_iou: 0.3020, d1.loss_cls: 0.1381, d1.loss_bbox: 0.1197, d1.loss_iou: 0.3037, d2.loss_cls: 0.1324, d2.loss_bbox: 0.1178, d2.loss_iou: 0.3002, d3.loss_cls: 0.1304, d3.loss_bbox: 0.1168, d3.loss_iou: 0.2991, d4.loss_cls: 0.1285, d4.loss_bbox: 0.1167, d4.loss_iou: 0.2985, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1385, dn_loss_iou: 0.2226, d0.dn_loss_cls: 0.0336, d0.dn_loss_bbox: 0.2182, d0.dn_loss_iou: 0.3138, d1.dn_loss_cls: 0.0145, d1.dn_loss_bbox: 0.1575, d1.dn_loss_iou: 0.2473, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1423, d2.dn_loss_iou: 0.2279, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1395, d3.dn_loss_iou: 0.2243, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1385, d4.dn_loss_iou: 0.2226, loss: 6.4080 2024-05-21 21:19:28,701 - mmdet - INFO - Epoch [34][1450/3665] lr: 2.000e-06, eta: 3:54:57, time: 1.503, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1522, interm_loss_bbox: 0.1247, interm_loss_iou: 0.3176, loss_cls: 0.1265, loss_bbox: 0.1143, loss_iou: 0.3000, d0.loss_cls: 0.1591, d0.loss_bbox: 0.1174, d0.loss_iou: 0.3049, d1.loss_cls: 0.1362, d1.loss_bbox: 0.1161, d1.loss_iou: 0.3044, d2.loss_cls: 0.1302, d2.loss_bbox: 0.1150, d2.loss_iou: 0.3016, d3.loss_cls: 0.1284, d3.loss_bbox: 0.1141, d3.loss_iou: 0.3004, d4.loss_cls: 0.1268, d4.loss_bbox: 0.1145, d4.loss_iou: 0.3006, dn_loss_cls: 0.0077, dn_loss_bbox: 0.1369, dn_loss_iou: 0.2361, d0.dn_loss_cls: 0.0337, d0.dn_loss_bbox: 0.2175, d0.dn_loss_iou: 0.3310, d1.dn_loss_cls: 0.0145, d1.dn_loss_bbox: 0.1564, d1.dn_loss_iou: 0.2616, d2.dn_loss_cls: 0.0103, d2.dn_loss_bbox: 0.1406, d2.dn_loss_iou: 0.2413, d3.dn_loss_cls: 0.0086, d3.dn_loss_bbox: 0.1378, d3.dn_loss_iou: 0.2378, d4.dn_loss_cls: 0.0079, d4.dn_loss_bbox: 0.1368, d4.dn_loss_iou: 0.2360, loss: 6.4575 2024-05-21 21:20:46,560 - mmdet - INFO - Epoch [34][1500/3665] lr: 2.000e-06, eta: 3:53:44, time: 1.557, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1583, interm_loss_bbox: 0.1278, interm_loss_iou: 0.3193, loss_cls: 0.1301, loss_bbox: 0.1172, loss_iou: 0.3022, d0.loss_cls: 0.1645, d0.loss_bbox: 0.1210, d0.loss_iou: 0.3065, d1.loss_cls: 0.1400, d1.loss_bbox: 0.1208, d1.loss_iou: 0.3069, d2.loss_cls: 0.1345, d2.loss_bbox: 0.1182, d2.loss_iou: 0.3036, d3.loss_cls: 0.1322, d3.loss_bbox: 0.1176, d3.loss_iou: 0.3025, d4.loss_cls: 0.1307, d4.loss_bbox: 0.1173, d4.loss_iou: 0.3022, dn_loss_cls: 0.0078, dn_loss_bbox: 0.1441, dn_loss_iou: 0.2319, d0.dn_loss_cls: 0.0341, d0.dn_loss_bbox: 0.2246, d0.dn_loss_iou: 0.3245, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1633, d1.dn_loss_iou: 0.2566, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1480, d2.dn_loss_iou: 0.2372, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1451, d3.dn_loss_iou: 0.2335, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1441, d4.dn_loss_iou: 0.2319, loss: 6.5423 2024-05-21 21:22:02,295 - mmdet - INFO - Epoch [34][1550/3665] lr: 2.000e-06, eta: 3:52:30, time: 1.515, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1557, interm_loss_bbox: 0.1268, interm_loss_iou: 0.3185, loss_cls: 0.1284, loss_bbox: 0.1169, loss_iou: 0.3011, d0.loss_cls: 0.1636, d0.loss_bbox: 0.1199, d0.loss_iou: 0.3045, d1.loss_cls: 0.1376, d1.loss_bbox: 0.1200, d1.loss_iou: 0.3052, d2.loss_cls: 0.1330, d2.loss_bbox: 0.1178, d2.loss_iou: 0.3026, d3.loss_cls: 0.1308, d3.loss_bbox: 0.1170, d3.loss_iou: 0.3015, d4.loss_cls: 0.1295, d4.loss_bbox: 0.1166, d4.loss_iou: 0.3007, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1364, dn_loss_iou: 0.2284, d0.dn_loss_cls: 0.0339, d0.dn_loss_bbox: 0.2117, d0.dn_loss_iou: 0.3191, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1529, d1.dn_loss_iou: 0.2522, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1393, d2.dn_loss_iou: 0.2332, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1370, d3.dn_loss_iou: 0.2299, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1363, d4.dn_loss_iou: 0.2284, loss: 6.4364 2024-05-21 21:23:14,569 - mmdet - INFO - Epoch [34][1600/3665] lr: 2.000e-06, eta: 3:51:16, time: 1.445, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1529, interm_loss_bbox: 0.1252, interm_loss_iou: 0.3161, loss_cls: 0.1247, loss_bbox: 0.1151, loss_iou: 0.2999, d0.loss_cls: 0.1605, d0.loss_bbox: 0.1173, d0.loss_iou: 0.3029, d1.loss_cls: 0.1359, d1.loss_bbox: 0.1175, d1.loss_iou: 0.3038, d2.loss_cls: 0.1299, d2.loss_bbox: 0.1157, d2.loss_iou: 0.3010, d3.loss_cls: 0.1271, d3.loss_bbox: 0.1150, d3.loss_iou: 0.3004, d4.loss_cls: 0.1253, d4.loss_bbox: 0.1148, d4.loss_iou: 0.3001, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1359, dn_loss_iou: 0.2304, d0.dn_loss_cls: 0.0341, d0.dn_loss_bbox: 0.2118, d0.dn_loss_iou: 0.3204, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1530, d1.dn_loss_iou: 0.2533, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1398, d2.dn_loss_iou: 0.2353, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1369, d3.dn_loss_iou: 0.2320, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1359, d4.dn_loss_iou: 0.2303, loss: 6.4008 2024-05-21 21:24:28,361 - mmdet - INFO - Epoch [34][1650/3665] lr: 2.000e-06, eta: 3:50:02, time: 1.476, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1505, interm_loss_bbox: 0.1268, interm_loss_iou: 0.3123, loss_cls: 0.1233, loss_bbox: 0.1156, loss_iou: 0.2938, d0.loss_cls: 0.1578, d0.loss_bbox: 0.1181, d0.loss_iou: 0.2988, d1.loss_cls: 0.1327, d1.loss_bbox: 0.1188, d1.loss_iou: 0.2990, d2.loss_cls: 0.1274, d2.loss_bbox: 0.1165, d2.loss_iou: 0.2956, d3.loss_cls: 0.1250, d3.loss_bbox: 0.1158, d3.loss_iou: 0.2950, d4.loss_cls: 0.1236, d4.loss_bbox: 0.1160, d4.loss_iou: 0.2943, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1384, dn_loss_iou: 0.2239, d0.dn_loss_cls: 0.0339, d0.dn_loss_bbox: 0.2148, d0.dn_loss_iou: 0.3140, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1561, d1.dn_loss_iou: 0.2479, d2.dn_loss_cls: 0.0103, d2.dn_loss_bbox: 0.1423, d2.dn_loss_iou: 0.2291, d3.dn_loss_cls: 0.0086, d3.dn_loss_bbox: 0.1393, d3.dn_loss_iou: 0.2254, d4.dn_loss_cls: 0.0080, d4.dn_loss_bbox: 0.1383, d4.dn_loss_iou: 0.2237, loss: 6.3329 2024-05-21 21:25:39,760 - mmdet - INFO - Epoch [34][1700/3665] lr: 2.000e-06, eta: 3:48:48, time: 1.428, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1496, interm_loss_bbox: 0.1262, interm_loss_iou: 0.3094, loss_cls: 0.1228, loss_bbox: 0.1154, loss_iou: 0.2917, d0.loss_cls: 0.1569, d0.loss_bbox: 0.1191, d0.loss_iou: 0.2952, d1.loss_cls: 0.1314, d1.loss_bbox: 0.1194, d1.loss_iou: 0.2971, d2.loss_cls: 0.1269, d2.loss_bbox: 0.1164, d2.loss_iou: 0.2936, d3.loss_cls: 0.1247, d3.loss_bbox: 0.1157, d3.loss_iou: 0.2926, d4.loss_cls: 0.1234, d4.loss_bbox: 0.1154, d4.loss_iou: 0.2918, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1421, dn_loss_iou: 0.2264, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2229, d0.dn_loss_iou: 0.3182, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1599, d1.dn_loss_iou: 0.2498, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1458, d2.dn_loss_iou: 0.2316, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1428, d3.dn_loss_iou: 0.2280, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1419, d4.dn_loss_iou: 0.2262, loss: 6.3552 2024-05-21 21:26:57,174 - mmdet - INFO - Epoch [34][1750/3665] lr: 2.000e-06, eta: 3:47:35, time: 1.548, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1539, interm_loss_bbox: 0.1321, interm_loss_iou: 0.3097, loss_cls: 0.1274, loss_bbox: 0.1201, loss_iou: 0.2915, d0.loss_cls: 0.1623, d0.loss_bbox: 0.1240, d0.loss_iou: 0.2957, d1.loss_cls: 0.1370, d1.loss_bbox: 0.1227, d1.loss_iou: 0.2946, d2.loss_cls: 0.1312, d2.loss_bbox: 0.1210, d2.loss_iou: 0.2931, d3.loss_cls: 0.1291, d3.loss_bbox: 0.1202, d3.loss_iou: 0.2919, d4.loss_cls: 0.1280, d4.loss_bbox: 0.1200, d4.loss_iou: 0.2915, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1436, dn_loss_iou: 0.2288, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2258, d0.dn_loss_iou: 0.3219, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1619, d1.dn_loss_iou: 0.2528, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1475, d2.dn_loss_iou: 0.2339, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1445, d3.dn_loss_iou: 0.2304, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1435, d4.dn_loss_iou: 0.2288, loss: 6.4475 2024-05-21 21:28:10,327 - mmdet - INFO - Epoch [34][1800/3665] lr: 2.000e-06, eta: 3:46:21, time: 1.463, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1532, interm_loss_bbox: 0.1302, interm_loss_iou: 0.3155, loss_cls: 0.1252, loss_bbox: 0.1180, loss_iou: 0.2968, d0.loss_cls: 0.1611, d0.loss_bbox: 0.1207, d0.loss_iou: 0.3014, d1.loss_cls: 0.1356, d1.loss_bbox: 0.1210, d1.loss_iou: 0.3015, d2.loss_cls: 0.1294, d2.loss_bbox: 0.1197, d2.loss_iou: 0.2986, d3.loss_cls: 0.1274, d3.loss_bbox: 0.1185, d3.loss_iou: 0.2974, d4.loss_cls: 0.1256, d4.loss_bbox: 0.1182, d4.loss_iou: 0.2970, dn_loss_cls: 0.0078, dn_loss_bbox: 0.1425, dn_loss_iou: 0.2271, d0.dn_loss_cls: 0.0338, d0.dn_loss_bbox: 0.2239, d0.dn_loss_iou: 0.3191, d1.dn_loss_cls: 0.0144, d1.dn_loss_bbox: 0.1614, d1.dn_loss_iou: 0.2513, d2.dn_loss_cls: 0.0103, d2.dn_loss_bbox: 0.1463, d2.dn_loss_iou: 0.2322, d3.dn_loss_cls: 0.0086, d3.dn_loss_bbox: 0.1434, d3.dn_loss_iou: 0.2287, d4.dn_loss_cls: 0.0080, d4.dn_loss_bbox: 0.1424, d4.dn_loss_iou: 0.2270, loss: 6.4401 2024-05-21 21:29:22,325 - mmdet - INFO - Epoch [34][1850/3665] lr: 2.000e-06, eta: 3:45:07, time: 1.440, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1533, interm_loss_bbox: 0.1313, interm_loss_iou: 0.3078, loss_cls: 0.1247, loss_bbox: 0.1214, loss_iou: 0.2919, d0.loss_cls: 0.1610, d0.loss_bbox: 0.1231, d0.loss_iou: 0.2944, d1.loss_cls: 0.1354, d1.loss_bbox: 0.1235, d1.loss_iou: 0.2951, d2.loss_cls: 0.1292, d2.loss_bbox: 0.1224, d2.loss_iou: 0.2937, d3.loss_cls: 0.1275, d3.loss_bbox: 0.1209, d3.loss_iou: 0.2916, d4.loss_cls: 0.1257, d4.loss_bbox: 0.1213, d4.loss_iou: 0.2917, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1405, dn_loss_iou: 0.2269, d0.dn_loss_cls: 0.0332, d0.dn_loss_bbox: 0.2157, d0.dn_loss_iou: 0.3154, d1.dn_loss_cls: 0.0144, d1.dn_loss_bbox: 0.1573, d1.dn_loss_iou: 0.2496, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1434, d2.dn_loss_iou: 0.2316, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1411, d3.dn_loss_iou: 0.2284, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1404, d4.dn_loss_iou: 0.2269, loss: 6.3868 2024-05-21 21:30:40,593 - mmdet - INFO - Epoch [34][1900/3665] lr: 2.000e-06, eta: 3:43:53, time: 1.565, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1519, interm_loss_bbox: 0.1257, interm_loss_iou: 0.3130, loss_cls: 0.1244, loss_bbox: 0.1155, loss_iou: 0.2983, d0.loss_cls: 0.1593, d0.loss_bbox: 0.1176, d0.loss_iou: 0.3007, d1.loss_cls: 0.1334, d1.loss_bbox: 0.1189, d1.loss_iou: 0.3019, d2.loss_cls: 0.1285, d2.loss_bbox: 0.1168, d2.loss_iou: 0.2994, d3.loss_cls: 0.1261, d3.loss_bbox: 0.1160, d3.loss_iou: 0.2992, d4.loss_cls: 0.1251, d4.loss_bbox: 0.1154, d4.loss_iou: 0.2984, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1391, dn_loss_iou: 0.2265, d0.dn_loss_cls: 0.0333, d0.dn_loss_bbox: 0.2182, d0.dn_loss_iou: 0.3159, d1.dn_loss_cls: 0.0145, d1.dn_loss_bbox: 0.1565, d1.dn_loss_iou: 0.2491, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1428, d2.dn_loss_iou: 0.2313, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1401, d3.dn_loss_iou: 0.2281, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1390, d4.dn_loss_iou: 0.2264, loss: 6.3822 2024-05-21 21:31:52,277 - mmdet - INFO - Epoch [34][1950/3665] lr: 2.000e-06, eta: 3:42:39, time: 1.434, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1541, interm_loss_bbox: 0.1293, interm_loss_iou: 0.3094, loss_cls: 0.1255, loss_bbox: 0.1187, loss_iou: 0.2909, d0.loss_cls: 0.1617, d0.loss_bbox: 0.1207, d0.loss_iou: 0.2952, d1.loss_cls: 0.1356, d1.loss_bbox: 0.1219, d1.loss_iou: 0.2963, d2.loss_cls: 0.1300, d2.loss_bbox: 0.1198, d2.loss_iou: 0.2932, d3.loss_cls: 0.1276, d3.loss_bbox: 0.1191, d3.loss_iou: 0.2919, d4.loss_cls: 0.1260, d4.loss_bbox: 0.1187, d4.loss_iou: 0.2911, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1439, dn_loss_iou: 0.2258, d0.dn_loss_cls: 0.0348, d0.dn_loss_bbox: 0.2188, d0.dn_loss_iou: 0.3142, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1609, d1.dn_loss_iou: 0.2491, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1469, d2.dn_loss_iou: 0.2305, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1445, d3.dn_loss_iou: 0.2272, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1438, d4.dn_loss_iou: 0.2257, loss: 6.3961 2024-05-21 21:33:12,716 - mmdet - INFO - Epoch [34][2000/3665] lr: 2.000e-06, eta: 3:41:26, time: 1.609, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1570, interm_loss_bbox: 0.1287, interm_loss_iou: 0.3252, loss_cls: 0.1288, loss_bbox: 0.1187, loss_iou: 0.3085, d0.loss_cls: 0.1647, d0.loss_bbox: 0.1217, d0.loss_iou: 0.3112, d1.loss_cls: 0.1401, d1.loss_bbox: 0.1206, d1.loss_iou: 0.3115, d2.loss_cls: 0.1335, d2.loss_bbox: 0.1194, d2.loss_iou: 0.3096, d3.loss_cls: 0.1318, d3.loss_bbox: 0.1179, d3.loss_iou: 0.3078, d4.loss_cls: 0.1301, d4.loss_bbox: 0.1181, d4.loss_iou: 0.3081, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1436, dn_loss_iou: 0.2312, d0.dn_loss_cls: 0.0336, d0.dn_loss_bbox: 0.2213, d0.dn_loss_iou: 0.3219, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1615, d1.dn_loss_iou: 0.2548, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1470, d2.dn_loss_iou: 0.2360, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1445, d3.dn_loss_iou: 0.2328, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1435, d4.dn_loss_iou: 0.2310, loss: 6.5667 2024-05-21 21:34:29,380 - mmdet - INFO - Epoch [34][2050/3665] lr: 2.000e-06, eta: 3:40:12, time: 1.533, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1532, interm_loss_bbox: 0.1258, interm_loss_iou: 0.3178, loss_cls: 0.1246, loss_bbox: 0.1161, loss_iou: 0.3024, d0.loss_cls: 0.1599, d0.loss_bbox: 0.1185, d0.loss_iou: 0.3048, d1.loss_cls: 0.1341, d1.loss_bbox: 0.1188, d1.loss_iou: 0.3065, d2.loss_cls: 0.1284, d2.loss_bbox: 0.1173, d2.loss_iou: 0.3042, d3.loss_cls: 0.1270, d3.loss_bbox: 0.1156, d3.loss_iou: 0.3023, d4.loss_cls: 0.1253, d4.loss_bbox: 0.1161, d4.loss_iou: 0.3021, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1344, dn_loss_iou: 0.2308, d0.dn_loss_cls: 0.0336, d0.dn_loss_bbox: 0.2080, d0.dn_loss_iou: 0.3213, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1514, d1.dn_loss_iou: 0.2551, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1376, d2.dn_loss_iou: 0.2358, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1353, d3.dn_loss_iou: 0.2324, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1343, d4.dn_loss_iou: 0.2308, loss: 6.4122 2024-05-21 21:35:44,609 - mmdet - INFO - Epoch [34][2100/3665] lr: 2.000e-06, eta: 3:38:59, time: 1.505, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1540, interm_loss_bbox: 0.1303, interm_loss_iou: 0.3141, loss_cls: 0.1274, loss_bbox: 0.1191, loss_iou: 0.2970, d0.loss_cls: 0.1624, d0.loss_bbox: 0.1219, d0.loss_iou: 0.3004, d1.loss_cls: 0.1372, d1.loss_bbox: 0.1224, d1.loss_iou: 0.3020, d2.loss_cls: 0.1314, d2.loss_bbox: 0.1201, d2.loss_iou: 0.2993, d3.loss_cls: 0.1293, d3.loss_bbox: 0.1196, d3.loss_iou: 0.2973, d4.loss_cls: 0.1279, d4.loss_bbox: 0.1195, d4.loss_iou: 0.2971, dn_loss_cls: 0.0095, dn_loss_bbox: 0.1482, dn_loss_iou: 0.2308, d0.dn_loss_cls: 0.0357, d0.dn_loss_bbox: 0.2268, d0.dn_loss_iou: 0.3209, d1.dn_loss_cls: 0.0163, d1.dn_loss_bbox: 0.1669, d1.dn_loss_iou: 0.2547, d2.dn_loss_cls: 0.0120, d2.dn_loss_bbox: 0.1521, d2.dn_loss_iou: 0.2360, d3.dn_loss_cls: 0.0103, d3.dn_loss_bbox: 0.1492, d3.dn_loss_iou: 0.2324, d4.dn_loss_cls: 0.0097, d4.dn_loss_bbox: 0.1481, d4.dn_loss_iou: 0.2307, loss: 6.5201 2024-05-21 21:36:56,262 - mmdet - INFO - Epoch [34][2150/3665] lr: 2.000e-06, eta: 3:37:45, time: 1.433, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1554, interm_loss_bbox: 0.1262, interm_loss_iou: 0.3152, loss_cls: 0.1280, loss_bbox: 0.1160, loss_iou: 0.2984, d0.loss_cls: 0.1624, d0.loss_bbox: 0.1178, d0.loss_iou: 0.3007, d1.loss_cls: 0.1382, d1.loss_bbox: 0.1181, d1.loss_iou: 0.3016, d2.loss_cls: 0.1321, d2.loss_bbox: 0.1168, d2.loss_iou: 0.3001, d3.loss_cls: 0.1296, d3.loss_bbox: 0.1163, d3.loss_iou: 0.2991, d4.loss_cls: 0.1286, d4.loss_bbox: 0.1159, d4.loss_iou: 0.2983, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1402, dn_loss_iou: 0.2333, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2187, d0.dn_loss_iou: 0.3235, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1583, d1.dn_loss_iou: 0.2568, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1439, d2.dn_loss_iou: 0.2383, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1410, d3.dn_loss_iou: 0.2346, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1400, d4.dn_loss_iou: 0.2331, loss: 6.4661 2024-05-21 21:38:09,303 - mmdet - INFO - Epoch [34][2200/3665] lr: 2.000e-06, eta: 3:36:31, time: 1.461, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1490, interm_loss_bbox: 0.1272, interm_loss_iou: 0.3089, loss_cls: 0.1233, loss_bbox: 0.1168, loss_iou: 0.2921, d0.loss_cls: 0.1559, d0.loss_bbox: 0.1200, d0.loss_iou: 0.2971, d1.loss_cls: 0.1322, d1.loss_bbox: 0.1192, d1.loss_iou: 0.2963, d2.loss_cls: 0.1268, d2.loss_bbox: 0.1179, d2.loss_iou: 0.2943, d3.loss_cls: 0.1250, d3.loss_bbox: 0.1172, d3.loss_iou: 0.2930, d4.loss_cls: 0.1240, d4.loss_bbox: 0.1166, d4.loss_iou: 0.2920, dn_loss_cls: 0.0078, dn_loss_bbox: 0.1426, dn_loss_iou: 0.2280, d0.dn_loss_cls: 0.0337, d0.dn_loss_bbox: 0.2190, d0.dn_loss_iou: 0.3181, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1607, d1.dn_loss_iou: 0.2517, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1464, d2.dn_loss_iou: 0.2333, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1436, d3.dn_loss_iou: 0.2297, d4.dn_loss_cls: 0.0080, d4.dn_loss_bbox: 0.1425, d4.dn_loss_iou: 0.2280, loss: 6.3716 2024-05-21 21:39:22,981 - mmdet - INFO - Epoch [34][2250/3665] lr: 2.000e-06, eta: 3:35:17, time: 1.437, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1464, interm_loss_bbox: 0.1236, interm_loss_iou: 0.3029, loss_cls: 0.1203, loss_bbox: 0.1141, loss_iou: 0.2862, d0.loss_cls: 0.1545, d0.loss_bbox: 0.1169, d0.loss_iou: 0.2905, d1.loss_cls: 0.1296, d1.loss_bbox: 0.1171, d1.loss_iou: 0.2908, d2.loss_cls: 0.1241, d2.loss_bbox: 0.1150, d2.loss_iou: 0.2876, d3.loss_cls: 0.1222, d3.loss_bbox: 0.1142, d3.loss_iou: 0.2866, d4.loss_cls: 0.1209, d4.loss_bbox: 0.1140, d4.loss_iou: 0.2863, dn_loss_cls: 0.0074, dn_loss_bbox: 0.1357, dn_loss_iou: 0.2187, d0.dn_loss_cls: 0.0321, d0.dn_loss_bbox: 0.2141, d0.dn_loss_iou: 0.3083, d1.dn_loss_cls: 0.0138, d1.dn_loss_bbox: 0.1525, d1.dn_loss_iou: 0.2411, d2.dn_loss_cls: 0.0098, d2.dn_loss_bbox: 0.1388, d2.dn_loss_iou: 0.2235, d3.dn_loss_cls: 0.0082, d3.dn_loss_bbox: 0.1363, d3.dn_loss_iou: 0.2203, d4.dn_loss_cls: 0.0076, d4.dn_loss_bbox: 0.1356, d4.dn_loss_iou: 0.2185, loss: 6.1861 2024-05-21 21:40:36,952 - mmdet - INFO - Epoch [34][2300/3665] lr: 2.000e-06, eta: 3:34:03, time: 1.516, data_time: 0.052, memory: 41053, interm_loss_cls: 0.1522, interm_loss_bbox: 0.1262, interm_loss_iou: 0.3120, loss_cls: 0.1252, loss_bbox: 0.1131, loss_iou: 0.2930, d0.loss_cls: 0.1608, d0.loss_bbox: 0.1172, d0.loss_iou: 0.2957, d1.loss_cls: 0.1348, d1.loss_bbox: 0.1172, d1.loss_iou: 0.2976, d2.loss_cls: 0.1290, d2.loss_bbox: 0.1149, d2.loss_iou: 0.2952, d3.loss_cls: 0.1268, d3.loss_bbox: 0.1141, d3.loss_iou: 0.2940, d4.loss_cls: 0.1259, d4.loss_bbox: 0.1133, d4.loss_iou: 0.2931, dn_loss_cls: 0.0077, dn_loss_bbox: 0.1361, dn_loss_iou: 0.2286, d0.dn_loss_cls: 0.0334, d0.dn_loss_bbox: 0.2121, d0.dn_loss_iou: 0.3184, d1.dn_loss_cls: 0.0144, d1.dn_loss_bbox: 0.1537, d1.dn_loss_iou: 0.2520, d2.dn_loss_cls: 0.0102, d2.dn_loss_bbox: 0.1394, d2.dn_loss_iou: 0.2332, d3.dn_loss_cls: 0.0086, d3.dn_loss_bbox: 0.1369, d3.dn_loss_iou: 0.2300, d4.dn_loss_cls: 0.0079, d4.dn_loss_bbox: 0.1360, d4.dn_loss_iou: 0.2283, loss: 6.3382 2024-05-21 21:41:52,629 - mmdet - INFO - Epoch [34][2350/3665] lr: 2.000e-06, eta: 3:32:49, time: 1.513, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1608, interm_loss_bbox: 0.1303, interm_loss_iou: 0.3244, loss_cls: 0.1324, loss_bbox: 0.1197, loss_iou: 0.3086, d0.loss_cls: 0.1682, d0.loss_bbox: 0.1226, d0.loss_iou: 0.3119, d1.loss_cls: 0.1422, d1.loss_bbox: 0.1226, d1.loss_iou: 0.3124, d2.loss_cls: 0.1373, d2.loss_bbox: 0.1204, d2.loss_iou: 0.3100, d3.loss_cls: 0.1341, d3.loss_bbox: 0.1201, d3.loss_iou: 0.3090, d4.loss_cls: 0.1327, d4.loss_bbox: 0.1198, d4.loss_iou: 0.3087, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1489, dn_loss_iou: 0.2360, d0.dn_loss_cls: 0.0349, d0.dn_loss_bbox: 0.2271, d0.dn_loss_iou: 0.3283, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1673, d1.dn_loss_iou: 0.2605, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1526, d2.dn_loss_iou: 0.2412, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1497, d3.dn_loss_iou: 0.2377, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1488, d4.dn_loss_iou: 0.2359, loss: 6.6713 2024-05-21 21:43:06,750 - mmdet - INFO - Epoch [34][2400/3665] lr: 2.000e-06, eta: 3:31:35, time: 1.482, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1543, interm_loss_bbox: 0.1293, interm_loss_iou: 0.3200, loss_cls: 0.1269, loss_bbox: 0.1169, loss_iou: 0.3010, d0.loss_cls: 0.1612, d0.loss_bbox: 0.1215, d0.loss_iou: 0.3062, d1.loss_cls: 0.1368, d1.loss_bbox: 0.1210, d1.loss_iou: 0.3062, d2.loss_cls: 0.1320, d2.loss_bbox: 0.1175, d2.loss_iou: 0.3018, d3.loss_cls: 0.1289, d3.loss_bbox: 0.1174, d3.loss_iou: 0.3020, d4.loss_cls: 0.1276, d4.loss_bbox: 0.1169, d4.loss_iou: 0.3011, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1402, dn_loss_iou: 0.2373, d0.dn_loss_cls: 0.0335, d0.dn_loss_bbox: 0.2149, d0.dn_loss_iou: 0.3293, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1580, d1.dn_loss_iou: 0.2617, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1439, d2.dn_loss_iou: 0.2424, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1411, d3.dn_loss_iou: 0.2390, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1401, d4.dn_loss_iou: 0.2372, loss: 6.5157 2024-05-21 21:44:18,501 - mmdet - INFO - Epoch [34][2450/3665] lr: 2.000e-06, eta: 3:30:21, time: 1.435, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1505, interm_loss_bbox: 0.1256, interm_loss_iou: 0.3118, loss_cls: 0.1230, loss_bbox: 0.1165, loss_iou: 0.2953, d0.loss_cls: 0.1574, d0.loss_bbox: 0.1187, d0.loss_iou: 0.2982, d1.loss_cls: 0.1324, d1.loss_bbox: 0.1190, d1.loss_iou: 0.2995, d2.loss_cls: 0.1272, d2.loss_bbox: 0.1172, d2.loss_iou: 0.2964, d3.loss_cls: 0.1249, d3.loss_bbox: 0.1168, d3.loss_iou: 0.2959, d4.loss_cls: 0.1241, d4.loss_bbox: 0.1159, d4.loss_iou: 0.2951, dn_loss_cls: 0.0071, dn_loss_bbox: 0.1395, dn_loss_iou: 0.2217, d0.dn_loss_cls: 0.0327, d0.dn_loss_bbox: 0.2153, d0.dn_loss_iou: 0.3091, d1.dn_loss_cls: 0.0137, d1.dn_loss_bbox: 0.1566, d1.dn_loss_iou: 0.2446, d2.dn_loss_cls: 0.0096, d2.dn_loss_bbox: 0.1429, d2.dn_loss_iou: 0.2265, d3.dn_loss_cls: 0.0080, d3.dn_loss_bbox: 0.1403, d3.dn_loss_iou: 0.2232, d4.dn_loss_cls: 0.0074, d4.dn_loss_bbox: 0.1395, d4.dn_loss_iou: 0.2217, loss: 6.3207 2024-05-21 21:45:33,568 - mmdet - INFO - Epoch [34][2500/3665] lr: 2.000e-06, eta: 3:29:08, time: 1.501, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1525, interm_loss_bbox: 0.1305, interm_loss_iou: 0.3112, loss_cls: 0.1260, loss_bbox: 0.1195, loss_iou: 0.2936, d0.loss_cls: 0.1595, d0.loss_bbox: 0.1222, d0.loss_iou: 0.2970, d1.loss_cls: 0.1352, d1.loss_bbox: 0.1227, d1.loss_iou: 0.2977, d2.loss_cls: 0.1302, d2.loss_bbox: 0.1207, d2.loss_iou: 0.2951, d3.loss_cls: 0.1281, d3.loss_bbox: 0.1198, d3.loss_iou: 0.2940, d4.loss_cls: 0.1266, d4.loss_bbox: 0.1196, d4.loss_iou: 0.2935, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1419, dn_loss_iou: 0.2299, d0.dn_loss_cls: 0.0337, d0.dn_loss_bbox: 0.2181, d0.dn_loss_iou: 0.3194, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1594, d1.dn_loss_iou: 0.2536, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1456, d2.dn_loss_iou: 0.2349, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1428, d3.dn_loss_iou: 0.2315, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1418, d4.dn_loss_iou: 0.2297, loss: 6.4284 2024-05-21 21:46:50,457 - mmdet - INFO - Epoch [34][2550/3665] lr: 2.000e-06, eta: 3:27:54, time: 1.538, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1500, interm_loss_bbox: 0.1261, interm_loss_iou: 0.3090, loss_cls: 0.1241, loss_bbox: 0.1152, loss_iou: 0.2912, d0.loss_cls: 0.1579, d0.loss_bbox: 0.1176, d0.loss_iou: 0.2951, d1.loss_cls: 0.1331, d1.loss_bbox: 0.1182, d1.loss_iou: 0.2956, d2.loss_cls: 0.1276, d2.loss_bbox: 0.1162, d2.loss_iou: 0.2934, d3.loss_cls: 0.1253, d3.loss_bbox: 0.1158, d3.loss_iou: 0.2926, d4.loss_cls: 0.1247, d4.loss_bbox: 0.1153, d4.loss_iou: 0.2913, dn_loss_cls: 0.0076, dn_loss_bbox: 0.1382, dn_loss_iou: 0.2227, d0.dn_loss_cls: 0.0329, d0.dn_loss_bbox: 0.2146, d0.dn_loss_iou: 0.3116, d1.dn_loss_cls: 0.0141, d1.dn_loss_bbox: 0.1556, d1.dn_loss_iou: 0.2461, d2.dn_loss_cls: 0.0101, d2.dn_loss_bbox: 0.1415, d2.dn_loss_iou: 0.2274, d3.dn_loss_cls: 0.0085, d3.dn_loss_bbox: 0.1388, d3.dn_loss_iou: 0.2241, d4.dn_loss_cls: 0.0079, d4.dn_loss_bbox: 0.1381, d4.dn_loss_iou: 0.2225, loss: 6.2976 2024-05-21 21:48:06,181 - mmdet - INFO - Epoch [34][2600/3665] lr: 2.000e-06, eta: 3:26:40, time: 1.514, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1553, interm_loss_bbox: 0.1253, interm_loss_iou: 0.3167, loss_cls: 0.1291, loss_bbox: 0.1138, loss_iou: 0.2992, d0.loss_cls: 0.1635, d0.loss_bbox: 0.1169, d0.loss_iou: 0.3029, d1.loss_cls: 0.1375, d1.loss_bbox: 0.1172, d1.loss_iou: 0.3047, d2.loss_cls: 0.1330, d2.loss_bbox: 0.1149, d2.loss_iou: 0.3004, d3.loss_cls: 0.1307, d3.loss_bbox: 0.1143, d3.loss_iou: 0.3000, d4.loss_cls: 0.1296, d4.loss_bbox: 0.1139, d4.loss_iou: 0.2993, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1369, dn_loss_iou: 0.2277, d0.dn_loss_cls: 0.0338, d0.dn_loss_bbox: 0.2156, d0.dn_loss_iou: 0.3180, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1549, d1.dn_loss_iou: 0.2512, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1407, d2.dn_loss_iou: 0.2327, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1378, d3.dn_loss_iou: 0.2292, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1368, d4.dn_loss_iou: 0.2276, loss: 6.4120 2024-05-21 21:49:24,898 - mmdet - INFO - Epoch [34][2650/3665] lr: 2.000e-06, eta: 3:25:27, time: 1.574, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1558, interm_loss_bbox: 0.1264, interm_loss_iou: 0.3157, loss_cls: 0.1277, loss_bbox: 0.1160, loss_iou: 0.2991, d0.loss_cls: 0.1626, d0.loss_bbox: 0.1192, d0.loss_iou: 0.3031, d1.loss_cls: 0.1377, d1.loss_bbox: 0.1191, d1.loss_iou: 0.3028, d2.loss_cls: 0.1324, d2.loss_bbox: 0.1172, d2.loss_iou: 0.3004, d3.loss_cls: 0.1299, d3.loss_bbox: 0.1167, d3.loss_iou: 0.2991, d4.loss_cls: 0.1284, d4.loss_bbox: 0.1157, d4.loss_iou: 0.2988, dn_loss_cls: 0.0078, dn_loss_bbox: 0.1338, dn_loss_iou: 0.2296, d0.dn_loss_cls: 0.0334, d0.dn_loss_bbox: 0.2083, d0.dn_loss_iou: 0.3189, d1.dn_loss_cls: 0.0144, d1.dn_loss_bbox: 0.1517, d1.dn_loss_iou: 0.2534, d2.dn_loss_cls: 0.0102, d2.dn_loss_bbox: 0.1372, d2.dn_loss_iou: 0.2345, d3.dn_loss_cls: 0.0086, d3.dn_loss_bbox: 0.1347, d3.dn_loss_iou: 0.2311, d4.dn_loss_cls: 0.0080, d4.dn_loss_bbox: 0.1337, d4.dn_loss_iou: 0.2295, loss: 6.4028 2024-05-21 21:50:36,879 - mmdet - INFO - Epoch [34][2700/3665] lr: 2.000e-06, eta: 3:24:13, time: 1.440, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1567, interm_loss_bbox: 0.1304, interm_loss_iou: 0.3100, loss_cls: 0.1297, loss_bbox: 0.1203, loss_iou: 0.2936, d0.loss_cls: 0.1642, d0.loss_bbox: 0.1224, d0.loss_iou: 0.2976, d1.loss_cls: 0.1391, d1.loss_bbox: 0.1226, d1.loss_iou: 0.2984, d2.loss_cls: 0.1334, d2.loss_bbox: 0.1207, d2.loss_iou: 0.2956, d3.loss_cls: 0.1309, d3.loss_bbox: 0.1205, d3.loss_iou: 0.2952, d4.loss_cls: 0.1298, d4.loss_bbox: 0.1205, d4.loss_iou: 0.2941, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1421, dn_loss_iou: 0.2320, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2193, d0.dn_loss_iou: 0.3231, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1590, d1.dn_loss_iou: 0.2562, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1452, d2.dn_loss_iou: 0.2370, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1429, d3.dn_loss_iou: 0.2336, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1420, d4.dn_loss_iou: 0.2320, loss: 6.4770 2024-05-21 21:51:50,846 - mmdet - INFO - Epoch [34][2750/3665] lr: 2.000e-06, eta: 3:22:59, time: 1.479, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1509, interm_loss_bbox: 0.1245, interm_loss_iou: 0.3150, loss_cls: 0.1239, loss_bbox: 0.1135, loss_iou: 0.2964, d0.loss_cls: 0.1584, d0.loss_bbox: 0.1163, d0.loss_iou: 0.3017, d1.loss_cls: 0.1323, d1.loss_bbox: 0.1176, d1.loss_iou: 0.3027, d2.loss_cls: 0.1281, d2.loss_bbox: 0.1142, d2.loss_iou: 0.2980, d3.loss_cls: 0.1256, d3.loss_bbox: 0.1139, d3.loss_iou: 0.2977, d4.loss_cls: 0.1248, d4.loss_bbox: 0.1133, d4.loss_iou: 0.2966, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1377, dn_loss_iou: 0.2294, d0.dn_loss_cls: 0.0338, d0.dn_loss_bbox: 0.2147, d0.dn_loss_iou: 0.3215, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1549, d1.dn_loss_iou: 0.2531, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1409, d2.dn_loss_iou: 0.2345, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1384, d3.dn_loss_iou: 0.2309, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1376, d4.dn_loss_iou: 0.2292, loss: 6.3724 2024-05-21 21:53:04,291 - mmdet - INFO - Epoch [34][2800/3665] lr: 2.000e-06, eta: 3:21:45, time: 1.469, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1528, interm_loss_bbox: 0.1321, interm_loss_iou: 0.3065, loss_cls: 0.1264, loss_bbox: 0.1193, loss_iou: 0.2876, d0.loss_cls: 0.1609, d0.loss_bbox: 0.1235, d0.loss_iou: 0.2927, d1.loss_cls: 0.1355, d1.loss_bbox: 0.1228, d1.loss_iou: 0.2924, d2.loss_cls: 0.1305, d2.loss_bbox: 0.1203, d2.loss_iou: 0.2889, d3.loss_cls: 0.1287, d3.loss_bbox: 0.1195, d3.loss_iou: 0.2873, d4.loss_cls: 0.1273, d4.loss_bbox: 0.1192, d4.loss_iou: 0.2872, dn_loss_cls: 0.0077, dn_loss_bbox: 0.1427, dn_loss_iou: 0.2226, d0.dn_loss_cls: 0.0328, d0.dn_loss_bbox: 0.2174, d0.dn_loss_iou: 0.3101, d1.dn_loss_cls: 0.0139, d1.dn_loss_bbox: 0.1598, d1.dn_loss_iou: 0.2448, d2.dn_loss_cls: 0.0100, d2.dn_loss_bbox: 0.1459, d2.dn_loss_iou: 0.2272, d3.dn_loss_cls: 0.0084, d3.dn_loss_bbox: 0.1434, d3.dn_loss_iou: 0.2239, d4.dn_loss_cls: 0.0079, d4.dn_loss_bbox: 0.1426, d4.dn_loss_iou: 0.2225, loss: 6.3448 2024-05-21 21:54:17,067 - mmdet - INFO - Epoch [34][2850/3665] lr: 2.000e-06, eta: 3:20:31, time: 1.455, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1577, interm_loss_bbox: 0.1277, interm_loss_iou: 0.3185, loss_cls: 0.1294, loss_bbox: 0.1157, loss_iou: 0.3017, d0.loss_cls: 0.1651, d0.loss_bbox: 0.1187, d0.loss_iou: 0.3052, d1.loss_cls: 0.1405, d1.loss_bbox: 0.1183, d1.loss_iou: 0.3051, d2.loss_cls: 0.1345, d2.loss_bbox: 0.1170, d2.loss_iou: 0.3034, d3.loss_cls: 0.1318, d3.loss_bbox: 0.1161, d3.loss_iou: 0.3026, d4.loss_cls: 0.1305, d4.loss_bbox: 0.1153, d4.loss_iou: 0.3014, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1395, dn_loss_iou: 0.2347, d0.dn_loss_cls: 0.0345, d0.dn_loss_bbox: 0.2157, d0.dn_loss_iou: 0.3269, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1570, d1.dn_loss_iou: 0.2593, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1430, d2.dn_loss_iou: 0.2399, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1403, d3.dn_loss_iou: 0.2363, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1394, d4.dn_loss_iou: 0.2346, loss: 6.5104 2024-05-21 21:55:28,628 - mmdet - INFO - Epoch [34][2900/3665] lr: 2.000e-06, eta: 3:19:17, time: 1.431, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1544, interm_loss_bbox: 0.1230, interm_loss_iou: 0.3210, loss_cls: 0.1275, loss_bbox: 0.1116, loss_iou: 0.3028, d0.loss_cls: 0.1630, d0.loss_bbox: 0.1151, d0.loss_iou: 0.3073, d1.loss_cls: 0.1378, d1.loss_bbox: 0.1144, d1.loss_iou: 0.3072, d2.loss_cls: 0.1320, d2.loss_bbox: 0.1131, d2.loss_iou: 0.3040, d3.loss_cls: 0.1301, d3.loss_bbox: 0.1119, d3.loss_iou: 0.3027, d4.loss_cls: 0.1282, d4.loss_bbox: 0.1118, d4.loss_iou: 0.3027, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1335, dn_loss_iou: 0.2277, d0.dn_loss_cls: 0.0346, d0.dn_loss_bbox: 0.2068, d0.dn_loss_iou: 0.3171, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1500, d1.dn_loss_iou: 0.2515, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1363, d2.dn_loss_iou: 0.2326, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1343, d3.dn_loss_iou: 0.2292, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1334, d4.dn_loss_iou: 0.2277, loss: 6.3904 2024-05-21 21:56:45,738 - mmdet - INFO - Epoch [34][2950/3665] lr: 2.000e-06, eta: 3:18:03, time: 1.542, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1571, interm_loss_bbox: 0.1267, interm_loss_iou: 0.3102, loss_cls: 0.1292, loss_bbox: 0.1154, loss_iou: 0.2900, d0.loss_cls: 0.1641, d0.loss_bbox: 0.1192, d0.loss_iou: 0.2956, d1.loss_cls: 0.1393, d1.loss_bbox: 0.1181, d1.loss_iou: 0.2950, d2.loss_cls: 0.1330, d2.loss_bbox: 0.1168, d2.loss_iou: 0.2924, d3.loss_cls: 0.1306, d3.loss_bbox: 0.1164, d3.loss_iou: 0.2917, d4.loss_cls: 0.1299, d4.loss_bbox: 0.1153, d4.loss_iou: 0.2904, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1373, dn_loss_iou: 0.2232, d0.dn_loss_cls: 0.0340, d0.dn_loss_bbox: 0.2194, d0.dn_loss_iou: 0.3157, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1561, d1.dn_loss_iou: 0.2470, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1410, d2.dn_loss_iou: 0.2282, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1382, d3.dn_loss_iou: 0.2246, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1371, d4.dn_loss_iou: 0.2231, loss: 6.3525 2024-05-21 21:57:57,207 - mmdet - INFO - Epoch [34][3000/3665] lr: 2.000e-06, eta: 3:16:49, time: 1.429, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1566, interm_loss_bbox: 0.1274, interm_loss_iou: 0.3203, loss_cls: 0.1290, loss_bbox: 0.1158, loss_iou: 0.3017, d0.loss_cls: 0.1639, d0.loss_bbox: 0.1190, d0.loss_iou: 0.3045, d1.loss_cls: 0.1387, d1.loss_bbox: 0.1191, d1.loss_iou: 0.3058, d2.loss_cls: 0.1333, d2.loss_bbox: 0.1167, d2.loss_iou: 0.3029, d3.loss_cls: 0.1305, d3.loss_bbox: 0.1164, d3.loss_iou: 0.3024, d4.loss_cls: 0.1298, d4.loss_bbox: 0.1153, d4.loss_iou: 0.3013, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1429, dn_loss_iou: 0.2307, d0.dn_loss_cls: 0.0344, d0.dn_loss_bbox: 0.2231, d0.dn_loss_iou: 0.3221, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1621, d1.dn_loss_iou: 0.2554, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1467, d2.dn_loss_iou: 0.2360, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1440, d3.dn_loss_iou: 0.2325, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1428, d4.dn_loss_iou: 0.2307, loss: 6.5062 2024-05-21 21:59:11,122 - mmdet - INFO - Epoch [34][3050/3665] lr: 2.000e-06, eta: 3:15:35, time: 1.478, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1571, interm_loss_bbox: 0.1235, interm_loss_iou: 0.3222, loss_cls: 0.1287, loss_bbox: 0.1119, loss_iou: 0.3045, d0.loss_cls: 0.1641, d0.loss_bbox: 0.1152, d0.loss_iou: 0.3084, d1.loss_cls: 0.1376, d1.loss_bbox: 0.1158, d1.loss_iou: 0.3092, d2.loss_cls: 0.1325, d2.loss_bbox: 0.1136, d2.loss_iou: 0.3064, d3.loss_cls: 0.1299, d3.loss_bbox: 0.1131, d3.loss_iou: 0.3055, d4.loss_cls: 0.1294, d4.loss_bbox: 0.1119, d4.loss_iou: 0.3043, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1364, dn_loss_iou: 0.2287, d0.dn_loss_cls: 0.0341, d0.dn_loss_bbox: 0.2152, d0.dn_loss_iou: 0.3208, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1545, d1.dn_loss_iou: 0.2531, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1401, d2.dn_loss_iou: 0.2338, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1372, d3.dn_loss_iou: 0.2303, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1363, d4.dn_loss_iou: 0.2286, loss: 6.4454 2024-05-21 22:00:30,797 - mmdet - INFO - Epoch [34][3100/3665] lr: 2.000e-06, eta: 3:14:22, time: 1.593, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1543, interm_loss_bbox: 0.1258, interm_loss_iou: 0.3215, loss_cls: 0.1283, loss_bbox: 0.1144, loss_iou: 0.3012, d0.loss_cls: 0.1623, d0.loss_bbox: 0.1175, d0.loss_iou: 0.3064, d1.loss_cls: 0.1384, d1.loss_bbox: 0.1173, d1.loss_iou: 0.3059, d2.loss_cls: 0.1324, d2.loss_bbox: 0.1159, d2.loss_iou: 0.3029, d3.loss_cls: 0.1305, d3.loss_bbox: 0.1150, d3.loss_iou: 0.3016, d4.loss_cls: 0.1289, d4.loss_bbox: 0.1145, d4.loss_iou: 0.3010, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1398, dn_loss_iou: 0.2273, d0.dn_loss_cls: 0.0327, d0.dn_loss_bbox: 0.2156, d0.dn_loss_iou: 0.3166, d1.dn_loss_cls: 0.0145, d1.dn_loss_bbox: 0.1579, d1.dn_loss_iou: 0.2511, d2.dn_loss_cls: 0.0103, d2.dn_loss_bbox: 0.1435, d2.dn_loss_iou: 0.2322, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1406, d3.dn_loss_iou: 0.2288, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1396, d4.dn_loss_iou: 0.2272, loss: 6.4384 2024-05-21 22:01:44,424 - mmdet - INFO - Epoch [34][3150/3665] lr: 2.000e-06, eta: 3:13:08, time: 1.473, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1567, interm_loss_bbox: 0.1249, interm_loss_iou: 0.3157, loss_cls: 0.1275, loss_bbox: 0.1153, loss_iou: 0.2986, d0.loss_cls: 0.1630, d0.loss_bbox: 0.1183, d0.loss_iou: 0.3021, d1.loss_cls: 0.1384, d1.loss_bbox: 0.1182, d1.loss_iou: 0.3025, d2.loss_cls: 0.1323, d2.loss_bbox: 0.1162, d2.loss_iou: 0.3000, d3.loss_cls: 0.1301, d3.loss_bbox: 0.1155, d3.loss_iou: 0.2989, d4.loss_cls: 0.1285, d4.loss_bbox: 0.1151, d4.loss_iou: 0.2982, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1352, dn_loss_iou: 0.2265, d0.dn_loss_cls: 0.0335, d0.dn_loss_bbox: 0.2118, d0.dn_loss_iou: 0.3166, d1.dn_loss_cls: 0.0144, d1.dn_loss_bbox: 0.1526, d1.dn_loss_iou: 0.2502, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1389, d2.dn_loss_iou: 0.2316, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1360, d3.dn_loss_iou: 0.2280, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1351, d4.dn_loss_iou: 0.2264, loss: 6.3882 2024-05-21 22:03:01,518 - mmdet - INFO - Epoch [34][3200/3665] lr: 2.000e-06, eta: 3:11:54, time: 1.542, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1555, interm_loss_bbox: 0.1290, interm_loss_iou: 0.3157, loss_cls: 0.1275, loss_bbox: 0.1178, loss_iou: 0.2965, d0.loss_cls: 0.1618, d0.loss_bbox: 0.1217, d0.loss_iou: 0.3030, d1.loss_cls: 0.1378, d1.loss_bbox: 0.1203, d1.loss_iou: 0.3011, d2.loss_cls: 0.1321, d2.loss_bbox: 0.1182, d2.loss_iou: 0.2977, d3.loss_cls: 0.1293, d3.loss_bbox: 0.1181, d3.loss_iou: 0.2975, d4.loss_cls: 0.1277, d4.loss_bbox: 0.1181, d4.loss_iou: 0.2970, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1449, dn_loss_iou: 0.2296, d0.dn_loss_cls: 0.0334, d0.dn_loss_bbox: 0.2220, d0.dn_loss_iou: 0.3182, d1.dn_loss_cls: 0.0145, d1.dn_loss_bbox: 0.1624, d1.dn_loss_iou: 0.2522, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1485, d2.dn_loss_iou: 0.2345, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1458, d3.dn_loss_iou: 0.2311, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1448, d4.dn_loss_iou: 0.2295, loss: 6.4703 2024-05-21 22:04:15,803 - mmdet - INFO - Epoch [34][3250/3665] lr: 2.000e-06, eta: 3:10:41, time: 1.486, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1580, interm_loss_bbox: 0.1294, interm_loss_iou: 0.3164, loss_cls: 0.1317, loss_bbox: 0.1177, loss_iou: 0.2983, d0.loss_cls: 0.1653, d0.loss_bbox: 0.1218, d0.loss_iou: 0.3033, d1.loss_cls: 0.1413, d1.loss_bbox: 0.1214, d1.loss_iou: 0.3034, d2.loss_cls: 0.1360, d2.loss_bbox: 0.1185, d2.loss_iou: 0.2998, d3.loss_cls: 0.1335, d3.loss_bbox: 0.1182, d3.loss_iou: 0.2991, d4.loss_cls: 0.1324, d4.loss_bbox: 0.1177, d4.loss_iou: 0.2978, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1409, dn_loss_iou: 0.2311, d0.dn_loss_cls: 0.0346, d0.dn_loss_bbox: 0.2226, d0.dn_loss_iou: 0.3251, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1596, d1.dn_loss_iou: 0.2561, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1447, d2.dn_loss_iou: 0.2361, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1417, d3.dn_loss_iou: 0.2326, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1408, d4.dn_loss_iou: 0.2310, loss: 6.5097 2024-05-21 22:05:29,709 - mmdet - INFO - Epoch [34][3300/3665] lr: 2.000e-06, eta: 3:09:27, time: 1.478, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1574, interm_loss_bbox: 0.1260, interm_loss_iou: 0.3140, loss_cls: 0.1291, loss_bbox: 0.1145, loss_iou: 0.2957, d0.loss_cls: 0.1643, d0.loss_bbox: 0.1184, d0.loss_iou: 0.3013, d1.loss_cls: 0.1396, d1.loss_bbox: 0.1174, d1.loss_iou: 0.3002, d2.loss_cls: 0.1338, d2.loss_bbox: 0.1151, d2.loss_iou: 0.2972, d3.loss_cls: 0.1308, d3.loss_bbox: 0.1153, d3.loss_iou: 0.2965, d4.loss_cls: 0.1295, d4.loss_bbox: 0.1146, d4.loss_iou: 0.2959, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1408, dn_loss_iou: 0.2294, d0.dn_loss_cls: 0.0345, d0.dn_loss_bbox: 0.2194, d0.dn_loss_iou: 0.3204, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1593, d1.dn_loss_iou: 0.2537, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1443, d2.dn_loss_iou: 0.2345, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1416, d3.dn_loss_iou: 0.2310, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1408, d4.dn_loss_iou: 0.2295, loss: 6.4374 2024-05-21 22:06:43,390 - mmdet - INFO - Epoch [34][3350/3665] lr: 2.000e-06, eta: 3:08:13, time: 1.474, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1560, interm_loss_bbox: 0.1264, interm_loss_iou: 0.3094, loss_cls: 0.1274, loss_bbox: 0.1156, loss_iou: 0.2916, d0.loss_cls: 0.1629, d0.loss_bbox: 0.1180, d0.loss_iou: 0.2961, d1.loss_cls: 0.1378, d1.loss_bbox: 0.1183, d1.loss_iou: 0.2951, d2.loss_cls: 0.1329, d2.loss_bbox: 0.1158, d2.loss_iou: 0.2929, d3.loss_cls: 0.1305, d3.loss_bbox: 0.1150, d3.loss_iou: 0.2915, d4.loss_cls: 0.1284, d4.loss_bbox: 0.1152, d4.loss_iou: 0.2914, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1393, dn_loss_iou: 0.2252, d0.dn_loss_cls: 0.0337, d0.dn_loss_bbox: 0.2157, d0.dn_loss_iou: 0.3142, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1569, d1.dn_loss_iou: 0.2486, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1429, d2.dn_loss_iou: 0.2303, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1404, d3.dn_loss_iou: 0.2269, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1392, d4.dn_loss_iou: 0.2251, loss: 6.3565 2024-05-21 22:07:56,918 - mmdet - INFO - Epoch [34][3400/3665] lr: 2.000e-06, eta: 3:06:59, time: 1.471, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1540, interm_loss_bbox: 0.1253, interm_loss_iou: 0.3132, loss_cls: 0.1280, loss_bbox: 0.1141, loss_iou: 0.2930, d0.loss_cls: 0.1612, d0.loss_bbox: 0.1178, d0.loss_iou: 0.2985, d1.loss_cls: 0.1368, d1.loss_bbox: 0.1173, d1.loss_iou: 0.2985, d2.loss_cls: 0.1321, d2.loss_bbox: 0.1153, d2.loss_iou: 0.2945, d3.loss_cls: 0.1301, d3.loss_bbox: 0.1144, d3.loss_iou: 0.2934, d4.loss_cls: 0.1285, d4.loss_bbox: 0.1140, d4.loss_iou: 0.2927, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1353, dn_loss_iou: 0.2242, d0.dn_loss_cls: 0.0334, d0.dn_loss_bbox: 0.2115, d0.dn_loss_iou: 0.3137, d1.dn_loss_cls: 0.0145, d1.dn_loss_bbox: 0.1523, d1.dn_loss_iou: 0.2480, d2.dn_loss_cls: 0.0103, d2.dn_loss_bbox: 0.1381, d2.dn_loss_iou: 0.2289, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1359, d3.dn_loss_iou: 0.2256, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1352, d4.dn_loss_iou: 0.2241, loss: 6.3282 2024-05-21 22:09:08,559 - mmdet - INFO - Epoch [34][3450/3665] lr: 2.000e-06, eta: 3:05:45, time: 1.433, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1533, interm_loss_bbox: 0.1300, interm_loss_iou: 0.3159, loss_cls: 0.1251, loss_bbox: 0.1190, loss_iou: 0.2972, d0.loss_cls: 0.1606, d0.loss_bbox: 0.1221, d0.loss_iou: 0.3022, d1.loss_cls: 0.1348, d1.loss_bbox: 0.1222, d1.loss_iou: 0.3017, d2.loss_cls: 0.1297, d2.loss_bbox: 0.1200, d2.loss_iou: 0.2986, d3.loss_cls: 0.1272, d3.loss_bbox: 0.1193, d3.loss_iou: 0.2980, d4.loss_cls: 0.1259, d4.loss_bbox: 0.1189, d4.loss_iou: 0.2971, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1427, dn_loss_iou: 0.2311, d0.dn_loss_cls: 0.0357, d0.dn_loss_bbox: 0.2270, d0.dn_loss_iou: 0.3259, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1627, d1.dn_loss_iou: 0.2559, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1468, d2.dn_loss_iou: 0.2365, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1436, d3.dn_loss_iou: 0.2328, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1426, d4.dn_loss_iou: 0.2310, loss: 6.4860 2024-05-21 22:10:22,013 - mmdet - INFO - Epoch [34][3500/3665] lr: 2.000e-06, eta: 3:04:31, time: 1.469, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1535, interm_loss_bbox: 0.1289, interm_loss_iou: 0.3178, loss_cls: 0.1260, loss_bbox: 0.1183, loss_iou: 0.2994, d0.loss_cls: 0.1591, d0.loss_bbox: 0.1214, d0.loss_iou: 0.3052, d1.loss_cls: 0.1357, d1.loss_bbox: 0.1203, d1.loss_iou: 0.3048, d2.loss_cls: 0.1303, d2.loss_bbox: 0.1192, d2.loss_iou: 0.3010, d3.loss_cls: 0.1284, d3.loss_bbox: 0.1186, d3.loss_iou: 0.3002, d4.loss_cls: 0.1271, d4.loss_bbox: 0.1183, d4.loss_iou: 0.2993, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1360, dn_loss_iou: 0.2306, d0.dn_loss_cls: 0.0339, d0.dn_loss_bbox: 0.2125, d0.dn_loss_iou: 0.3214, d1.dn_loss_cls: 0.0145, d1.dn_loss_bbox: 0.1533, d1.dn_loss_iou: 0.2543, d2.dn_loss_cls: 0.0103, d2.dn_loss_bbox: 0.1396, d2.dn_loss_iou: 0.2356, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1369, d3.dn_loss_iou: 0.2322, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1359, d4.dn_loss_iou: 0.2305, loss: 6.4349 2024-05-21 22:11:37,886 - mmdet - INFO - Epoch [34][3550/3665] lr: 2.000e-06, eta: 3:03:17, time: 1.517, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1530, interm_loss_bbox: 0.1269, interm_loss_iou: 0.3131, loss_cls: 0.1251, loss_bbox: 0.1160, loss_iou: 0.2959, d0.loss_cls: 0.1601, d0.loss_bbox: 0.1197, d0.loss_iou: 0.3005, d1.loss_cls: 0.1362, d1.loss_bbox: 0.1183, d1.loss_iou: 0.2991, d2.loss_cls: 0.1303, d2.loss_bbox: 0.1161, d2.loss_iou: 0.2969, d3.loss_cls: 0.1281, d3.loss_bbox: 0.1155, d3.loss_iou: 0.2957, d4.loss_cls: 0.1259, d4.loss_bbox: 0.1159, d4.loss_iou: 0.2960, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1434, dn_loss_iou: 0.2311, d0.dn_loss_cls: 0.0348, d0.dn_loss_bbox: 0.2246, d0.dn_loss_iou: 0.3239, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1616, d1.dn_loss_iou: 0.2554, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1471, d2.dn_loss_iou: 0.2362, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1443, d3.dn_loss_iou: 0.2327, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1434, d4.dn_loss_iou: 0.2311, loss: 6.4455 2024-05-21 22:12:51,091 - mmdet - INFO - Epoch [34][3600/3665] lr: 2.000e-06, eta: 3:02:03, time: 1.464, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1524, interm_loss_bbox: 0.1283, interm_loss_iou: 0.3087, loss_cls: 0.1245, loss_bbox: 0.1180, loss_iou: 0.2909, d0.loss_cls: 0.1584, d0.loss_bbox: 0.1217, d0.loss_iou: 0.2962, d1.loss_cls: 0.1341, d1.loss_bbox: 0.1212, d1.loss_iou: 0.2946, d2.loss_cls: 0.1286, d2.loss_bbox: 0.1192, d2.loss_iou: 0.2926, d3.loss_cls: 0.1269, d3.loss_bbox: 0.1179, d3.loss_iou: 0.2914, d4.loss_cls: 0.1254, d4.loss_bbox: 0.1178, d4.loss_iou: 0.2908, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1383, dn_loss_iou: 0.2188, d0.dn_loss_cls: 0.0323, d0.dn_loss_bbox: 0.2176, d0.dn_loss_iou: 0.3076, d1.dn_loss_cls: 0.0142, d1.dn_loss_bbox: 0.1555, d1.dn_loss_iou: 0.2415, d2.dn_loss_cls: 0.0103, d2.dn_loss_bbox: 0.1420, d2.dn_loss_iou: 0.2239, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1393, d3.dn_loss_iou: 0.2204, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1382, d4.dn_loss_iou: 0.2187, loss: 6.3028 2024-05-21 22:14:10,537 - mmdet - INFO - Epoch [34][3650/3665] lr: 2.000e-06, eta: 3:00:50, time: 1.588, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1546, interm_loss_bbox: 0.1280, interm_loss_iou: 0.3127, loss_cls: 0.1252, loss_bbox: 0.1179, loss_iou: 0.2961, d0.loss_cls: 0.1613, d0.loss_bbox: 0.1204, d0.loss_iou: 0.3002, d1.loss_cls: 0.1356, d1.loss_bbox: 0.1205, d1.loss_iou: 0.2996, d2.loss_cls: 0.1292, d2.loss_bbox: 0.1190, d2.loss_iou: 0.2978, d3.loss_cls: 0.1275, d3.loss_bbox: 0.1180, d3.loss_iou: 0.2963, d4.loss_cls: 0.1258, d4.loss_bbox: 0.1181, d4.loss_iou: 0.2960, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1407, dn_loss_iou: 0.2250, d0.dn_loss_cls: 0.0343, d0.dn_loss_bbox: 0.2189, d0.dn_loss_iou: 0.3159, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1587, d1.dn_loss_iou: 0.2487, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1444, d2.dn_loss_iou: 0.2301, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1416, d3.dn_loss_iou: 0.2265, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1406, d4.dn_loss_iou: 0.2249, loss: 6.4007 2024-05-21 22:14:37,797 - mmdet - INFO - Saving checkpoint at 34 epochs 2024-05-21 22:18:15,192 - mmdet - INFO - Evaluating bbox... 2024-05-21 22:20:08,176 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.578 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.768 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.632 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.406 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.614 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.741 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.631 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.811 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.912 2024-05-21 22:20:10,398 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 22:20:10,401 - mmdet - INFO - Epoch(val) [34][313] bbox_mAP: 0.5780, bbox_mAP_50: 0.7680, bbox_mAP_75: 0.6320, bbox_mAP_s: 0.4060, bbox_mAP_m: 0.6140, bbox_mAP_l: 0.7410, bbox_mAP_copypaste: 0.578 0.768 0.632 0.406 0.614 0.741 2024-05-21 22:21:38,678 - mmdet - INFO - Epoch [35][50/3665] lr: 2.000e-06, eta: 2:59:13, time: 1.765, data_time: 0.130, memory: 41053, interm_loss_cls: 0.1543, interm_loss_bbox: 0.1271, interm_loss_iou: 0.3173, loss_cls: 0.1264, loss_bbox: 0.1176, loss_iou: 0.2996, d0.loss_cls: 0.1609, d0.loss_bbox: 0.1207, d0.loss_iou: 0.3039, d1.loss_cls: 0.1353, d1.loss_bbox: 0.1213, d1.loss_iou: 0.3046, d2.loss_cls: 0.1303, d2.loss_bbox: 0.1192, d2.loss_iou: 0.3019, d3.loss_cls: 0.1283, d3.loss_bbox: 0.1179, d3.loss_iou: 0.3005, d4.loss_cls: 0.1272, d4.loss_bbox: 0.1175, d4.loss_iou: 0.2996, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1430, dn_loss_iou: 0.2263, d0.dn_loss_cls: 0.0341, d0.dn_loss_bbox: 0.2225, d0.dn_loss_iou: 0.3179, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1612, d1.dn_loss_iou: 0.2503, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1467, d2.dn_loss_iou: 0.2313, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1440, d3.dn_loss_iou: 0.2279, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1430, d4.dn_loss_iou: 0.2262, loss: 6.4564 2024-05-21 22:22:50,360 - mmdet - INFO - Epoch [35][100/3665] lr: 2.000e-06, eta: 2:57:59, time: 1.434, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1602, interm_loss_bbox: 0.1272, interm_loss_iou: 0.3143, loss_cls: 0.1318, loss_bbox: 0.1161, loss_iou: 0.2960, d0.loss_cls: 0.1671, d0.loss_bbox: 0.1191, d0.loss_iou: 0.3004, d1.loss_cls: 0.1420, d1.loss_bbox: 0.1187, d1.loss_iou: 0.3004, d2.loss_cls: 0.1366, d2.loss_bbox: 0.1168, d2.loss_iou: 0.2971, d3.loss_cls: 0.1338, d3.loss_bbox: 0.1163, d3.loss_iou: 0.2964, d4.loss_cls: 0.1325, d4.loss_bbox: 0.1159, d4.loss_iou: 0.2956, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1366, dn_loss_iou: 0.2283, d0.dn_loss_cls: 0.0337, d0.dn_loss_bbox: 0.2134, d0.dn_loss_iou: 0.3187, d1.dn_loss_cls: 0.0145, d1.dn_loss_bbox: 0.1540, d1.dn_loss_iou: 0.2529, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1398, d2.dn_loss_iou: 0.2335, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1374, d3.dn_loss_iou: 0.2301, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1364, d4.dn_loss_iou: 0.2283, loss: 6.4278 2024-05-21 22:24:04,556 - mmdet - INFO - Epoch [35][150/3665] lr: 2.000e-06, eta: 2:56:46, time: 1.484, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1527, interm_loss_bbox: 0.1282, interm_loss_iou: 0.3086, loss_cls: 0.1247, loss_bbox: 0.1169, loss_iou: 0.2928, d0.loss_cls: 0.1596, d0.loss_bbox: 0.1210, d0.loss_iou: 0.2964, d1.loss_cls: 0.1344, d1.loss_bbox: 0.1202, d1.loss_iou: 0.2971, d2.loss_cls: 0.1289, d2.loss_bbox: 0.1189, d2.loss_iou: 0.2948, d3.loss_cls: 0.1266, d3.loss_bbox: 0.1176, d3.loss_iou: 0.2936, d4.loss_cls: 0.1250, d4.loss_bbox: 0.1176, d4.loss_iou: 0.2930, dn_loss_cls: 0.0077, dn_loss_bbox: 0.1402, dn_loss_iou: 0.2246, d0.dn_loss_cls: 0.0337, d0.dn_loss_bbox: 0.2227, d0.dn_loss_iou: 0.3148, d1.dn_loss_cls: 0.0144, d1.dn_loss_bbox: 0.1593, d1.dn_loss_iou: 0.2481, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1439, d2.dn_loss_iou: 0.2296, d3.dn_loss_cls: 0.0086, d3.dn_loss_bbox: 0.1410, d3.dn_loss_iou: 0.2261, d4.dn_loss_cls: 0.0080, d4.dn_loss_bbox: 0.1401, d4.dn_loss_iou: 0.2245, loss: 6.3663 2024-05-21 22:25:18,578 - mmdet - INFO - Epoch [35][200/3665] lr: 2.000e-06, eta: 2:55:32, time: 1.480, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1562, interm_loss_bbox: 0.1275, interm_loss_iou: 0.3117, loss_cls: 0.1278, loss_bbox: 0.1173, loss_iou: 0.2943, d0.loss_cls: 0.1632, d0.loss_bbox: 0.1200, d0.loss_iou: 0.2992, d1.loss_cls: 0.1383, d1.loss_bbox: 0.1200, d1.loss_iou: 0.2991, d2.loss_cls: 0.1320, d2.loss_bbox: 0.1187, d2.loss_iou: 0.2955, d3.loss_cls: 0.1300, d3.loss_bbox: 0.1180, d3.loss_iou: 0.2948, d4.loss_cls: 0.1284, d4.loss_bbox: 0.1174, d4.loss_iou: 0.2941, dn_loss_cls: 0.0075, dn_loss_bbox: 0.1390, dn_loss_iou: 0.2246, d0.dn_loss_cls: 0.0337, d0.dn_loss_bbox: 0.2191, d0.dn_loss_iou: 0.3156, d1.dn_loss_cls: 0.0142, d1.dn_loss_bbox: 0.1575, d1.dn_loss_iou: 0.2484, d2.dn_loss_cls: 0.0100, d2.dn_loss_bbox: 0.1431, d2.dn_loss_iou: 0.2298, d3.dn_loss_cls: 0.0083, d3.dn_loss_bbox: 0.1400, d3.dn_loss_iou: 0.2262, d4.dn_loss_cls: 0.0077, d4.dn_loss_bbox: 0.1389, d4.dn_loss_iou: 0.2245, loss: 6.3920 2024-05-21 22:26:29,859 - mmdet - INFO - Epoch [35][250/3665] lr: 2.000e-06, eta: 2:54:18, time: 1.426, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1565, interm_loss_bbox: 0.1323, interm_loss_iou: 0.3098, loss_cls: 0.1289, loss_bbox: 0.1204, loss_iou: 0.2908, d0.loss_cls: 0.1632, d0.loss_bbox: 0.1242, d0.loss_iou: 0.2956, d1.loss_cls: 0.1390, d1.loss_bbox: 0.1234, d1.loss_iou: 0.2952, d2.loss_cls: 0.1329, d2.loss_bbox: 0.1217, d2.loss_iou: 0.2922, d3.loss_cls: 0.1311, d3.loss_bbox: 0.1203, d3.loss_iou: 0.2903, d4.loss_cls: 0.1292, d4.loss_bbox: 0.1203, d4.loss_iou: 0.2908, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1481, dn_loss_iou: 0.2292, d0.dn_loss_cls: 0.0350, d0.dn_loss_bbox: 0.2305, d0.dn_loss_iou: 0.3208, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1667, d1.dn_loss_iou: 0.2537, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1521, d2.dn_loss_iou: 0.2349, d3.dn_loss_cls: 0.0099, d3.dn_loss_bbox: 0.1489, d3.dn_loss_iou: 0.2309, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1480, d4.dn_loss_iou: 0.2291, loss: 6.4911 2024-05-21 22:27:41,857 - mmdet - INFO - Epoch [35][300/3665] lr: 2.000e-06, eta: 2:53:04, time: 1.440, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1583, interm_loss_bbox: 0.1277, interm_loss_iou: 0.3183, loss_cls: 0.1298, loss_bbox: 0.1174, loss_iou: 0.3019, d0.loss_cls: 0.1642, d0.loss_bbox: 0.1198, d0.loss_iou: 0.3058, d1.loss_cls: 0.1394, d1.loss_bbox: 0.1197, d1.loss_iou: 0.3061, d2.loss_cls: 0.1342, d2.loss_bbox: 0.1181, d2.loss_iou: 0.3033, d3.loss_cls: 0.1318, d3.loss_bbox: 0.1175, d3.loss_iou: 0.3027, d4.loss_cls: 0.1301, d4.loss_bbox: 0.1177, d4.loss_iou: 0.3025, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1355, dn_loss_iou: 0.2294, d0.dn_loss_cls: 0.0334, d0.dn_loss_bbox: 0.2106, d0.dn_loss_iou: 0.3202, d1.dn_loss_cls: 0.0145, d1.dn_loss_bbox: 0.1536, d1.dn_loss_iou: 0.2535, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1389, d2.dn_loss_iou: 0.2343, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1362, d3.dn_loss_iou: 0.2308, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1355, d4.dn_loss_iou: 0.2293, loss: 6.4570 2024-05-21 22:28:53,386 - mmdet - INFO - Epoch [35][350/3665] lr: 2.000e-06, eta: 2:51:50, time: 1.431, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1575, interm_loss_bbox: 0.1255, interm_loss_iou: 0.3115, loss_cls: 0.1282, loss_bbox: 0.1166, loss_iou: 0.2959, d0.loss_cls: 0.1635, d0.loss_bbox: 0.1194, d0.loss_iou: 0.2987, d1.loss_cls: 0.1384, d1.loss_bbox: 0.1192, d1.loss_iou: 0.3001, d2.loss_cls: 0.1324, d2.loss_bbox: 0.1176, d2.loss_iou: 0.2976, d3.loss_cls: 0.1296, d3.loss_bbox: 0.1172, d3.loss_iou: 0.2969, d4.loss_cls: 0.1289, d4.loss_bbox: 0.1167, d4.loss_iou: 0.2958, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1465, dn_loss_iou: 0.2315, d0.dn_loss_cls: 0.0348, d0.dn_loss_bbox: 0.2234, d0.dn_loss_iou: 0.3220, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1640, d1.dn_loss_iou: 0.2557, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1499, d2.dn_loss_iou: 0.2368, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1473, d3.dn_loss_iou: 0.2332, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1464, d4.dn_loss_iou: 0.2315, loss: 6.4840 2024-05-21 22:30:05,459 - mmdet - INFO - Epoch [35][400/3665] lr: 2.000e-06, eta: 2:50:36, time: 1.442, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1542, interm_loss_bbox: 0.1252, interm_loss_iou: 0.3094, loss_cls: 0.1257, loss_bbox: 0.1156, loss_iou: 0.2921, d0.loss_cls: 0.1612, d0.loss_bbox: 0.1177, d0.loss_iou: 0.2960, d1.loss_cls: 0.1366, d1.loss_bbox: 0.1171, d1.loss_iou: 0.2960, d2.loss_cls: 0.1309, d2.loss_bbox: 0.1159, d2.loss_iou: 0.2931, d3.loss_cls: 0.1287, d3.loss_bbox: 0.1152, d3.loss_iou: 0.2921, d4.loss_cls: 0.1270, d4.loss_bbox: 0.1149, d4.loss_iou: 0.2916, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1393, dn_loss_iou: 0.2229, d0.dn_loss_cls: 0.0343, d0.dn_loss_bbox: 0.2184, d0.dn_loss_iou: 0.3129, d1.dn_loss_cls: 0.0150, d1.dn_loss_bbox: 0.1577, d1.dn_loss_iou: 0.2466, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1429, d2.dn_loss_iou: 0.2276, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1401, d3.dn_loss_iou: 0.2244, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1392, d4.dn_loss_iou: 0.2228, loss: 6.3368 2024-05-21 22:31:19,950 - mmdet - INFO - Epoch [35][450/3665] lr: 2.000e-06, eta: 2:49:22, time: 1.489, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1549, interm_loss_bbox: 0.1274, interm_loss_iou: 0.3138, loss_cls: 0.1253, loss_bbox: 0.1187, loss_iou: 0.2987, d0.loss_cls: 0.1606, d0.loss_bbox: 0.1198, d0.loss_iou: 0.3013, d1.loss_cls: 0.1351, d1.loss_bbox: 0.1212, d1.loss_iou: 0.3030, d2.loss_cls: 0.1292, d2.loss_bbox: 0.1194, d2.loss_iou: 0.3001, d3.loss_cls: 0.1274, d3.loss_bbox: 0.1189, d3.loss_iou: 0.2992, d4.loss_cls: 0.1258, d4.loss_bbox: 0.1187, d4.loss_iou: 0.2986, dn_loss_cls: 0.0073, dn_loss_bbox: 0.1432, dn_loss_iou: 0.2259, d0.dn_loss_cls: 0.0323, d0.dn_loss_bbox: 0.2201, d0.dn_loss_iou: 0.3151, d1.dn_loss_cls: 0.0137, d1.dn_loss_bbox: 0.1601, d1.dn_loss_iou: 0.2492, d2.dn_loss_cls: 0.0097, d2.dn_loss_bbox: 0.1464, d2.dn_loss_iou: 0.2308, d3.dn_loss_cls: 0.0081, d3.dn_loss_bbox: 0.1440, d3.dn_loss_iou: 0.2276, d4.dn_loss_cls: 0.0075, d4.dn_loss_bbox: 0.1431, d4.dn_loss_iou: 0.2258, loss: 6.4271 2024-05-21 22:32:34,735 - mmdet - INFO - Epoch [35][500/3665] lr: 2.000e-06, eta: 2:48:08, time: 1.496, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1558, interm_loss_bbox: 0.1273, interm_loss_iou: 0.3127, loss_cls: 0.1286, loss_bbox: 0.1162, loss_iou: 0.2935, d0.loss_cls: 0.1630, d0.loss_bbox: 0.1185, d0.loss_iou: 0.2984, d1.loss_cls: 0.1384, d1.loss_bbox: 0.1195, d1.loss_iou: 0.2988, d2.loss_cls: 0.1325, d2.loss_bbox: 0.1175, d2.loss_iou: 0.2958, d3.loss_cls: 0.1313, d3.loss_bbox: 0.1158, d3.loss_iou: 0.2938, d4.loss_cls: 0.1300, d4.loss_bbox: 0.1154, d4.loss_iou: 0.2930, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1413, dn_loss_iou: 0.2312, d0.dn_loss_cls: 0.0340, d0.dn_loss_bbox: 0.2172, d0.dn_loss_iou: 0.3231, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1583, d1.dn_loss_iou: 0.2555, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1442, d2.dn_loss_iou: 0.2364, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1422, d3.dn_loss_iou: 0.2329, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1412, d4.dn_loss_iou: 0.2311, loss: 6.4365 2024-05-21 22:33:46,648 - mmdet - INFO - Epoch [35][550/3665] lr: 2.000e-06, eta: 2:46:54, time: 1.438, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1495, interm_loss_bbox: 0.1266, interm_loss_iou: 0.3160, loss_cls: 0.1223, loss_bbox: 0.1140, loss_iou: 0.2978, d0.loss_cls: 0.1572, d0.loss_bbox: 0.1182, d0.loss_iou: 0.3020, d1.loss_cls: 0.1316, d1.loss_bbox: 0.1175, d1.loss_iou: 0.3024, d2.loss_cls: 0.1263, d2.loss_bbox: 0.1149, d2.loss_iou: 0.2994, d3.loss_cls: 0.1243, d3.loss_bbox: 0.1142, d3.loss_iou: 0.2985, d4.loss_cls: 0.1228, d4.loss_bbox: 0.1142, d4.loss_iou: 0.2976, dn_loss_cls: 0.0074, dn_loss_bbox: 0.1398, dn_loss_iou: 0.2227, d0.dn_loss_cls: 0.0322, d0.dn_loss_bbox: 0.2170, d0.dn_loss_iou: 0.3107, d1.dn_loss_cls: 0.0137, d1.dn_loss_bbox: 0.1572, d1.dn_loss_iou: 0.2455, d2.dn_loss_cls: 0.0098, d2.dn_loss_bbox: 0.1434, d2.dn_loss_iou: 0.2275, d3.dn_loss_cls: 0.0082, d3.dn_loss_bbox: 0.1407, d3.dn_loss_iou: 0.2243, d4.dn_loss_cls: 0.0076, d4.dn_loss_bbox: 0.1397, d4.dn_loss_iou: 0.2226, loss: 6.3373 2024-05-21 22:35:02,718 - mmdet - INFO - Epoch [35][600/3665] lr: 2.000e-06, eta: 2:45:41, time: 1.521, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1560, interm_loss_bbox: 0.1320, interm_loss_iou: 0.3138, loss_cls: 0.1277, loss_bbox: 0.1214, loss_iou: 0.2977, d0.loss_cls: 0.1643, d0.loss_bbox: 0.1239, d0.loss_iou: 0.3006, d1.loss_cls: 0.1382, d1.loss_bbox: 0.1243, d1.loss_iou: 0.3005, d2.loss_cls: 0.1325, d2.loss_bbox: 0.1221, d2.loss_iou: 0.2986, d3.loss_cls: 0.1301, d3.loss_bbox: 0.1215, d3.loss_iou: 0.2976, d4.loss_cls: 0.1283, d4.loss_bbox: 0.1216, d4.loss_iou: 0.2977, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1436, dn_loss_iou: 0.2334, d0.dn_loss_cls: 0.0349, d0.dn_loss_bbox: 0.2237, d0.dn_loss_iou: 0.3261, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1623, d1.dn_loss_iou: 0.2582, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1473, d2.dn_loss_iou: 0.2386, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1444, d3.dn_loss_iou: 0.2351, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1435, d4.dn_loss_iou: 0.2334, loss: 6.5286 2024-05-21 22:36:14,738 - mmdet - INFO - Epoch [35][650/3665] lr: 2.000e-06, eta: 2:44:27, time: 1.440, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1515, interm_loss_bbox: 0.1254, interm_loss_iou: 0.3138, loss_cls: 0.1239, loss_bbox: 0.1147, loss_iou: 0.2964, d0.loss_cls: 0.1593, d0.loss_bbox: 0.1175, d0.loss_iou: 0.3002, d1.loss_cls: 0.1339, d1.loss_bbox: 0.1174, d1.loss_iou: 0.3003, d2.loss_cls: 0.1275, d2.loss_bbox: 0.1162, d2.loss_iou: 0.2987, d3.loss_cls: 0.1253, d3.loss_bbox: 0.1154, d3.loss_iou: 0.2973, d4.loss_cls: 0.1244, d4.loss_bbox: 0.1149, d4.loss_iou: 0.2965, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1382, dn_loss_iou: 0.2259, d0.dn_loss_cls: 0.0331, d0.dn_loss_bbox: 0.2130, d0.dn_loss_iou: 0.3153, d1.dn_loss_cls: 0.0142, d1.dn_loss_bbox: 0.1548, d1.dn_loss_iou: 0.2487, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1414, d2.dn_loss_iou: 0.2307, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1389, d3.dn_loss_iou: 0.2272, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1381, d4.dn_loss_iou: 0.2257, loss: 6.3512 2024-05-21 22:37:28,116 - mmdet - INFO - Epoch [35][700/3665] lr: 2.000e-06, eta: 2:43:13, time: 1.467, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1577, interm_loss_bbox: 0.1252, interm_loss_iou: 0.3222, loss_cls: 0.1319, loss_bbox: 0.1136, loss_iou: 0.3014, d0.loss_cls: 0.1643, d0.loss_bbox: 0.1177, d0.loss_iou: 0.3086, d1.loss_cls: 0.1413, d1.loss_bbox: 0.1171, d1.loss_iou: 0.3072, d2.loss_cls: 0.1358, d2.loss_bbox: 0.1157, d2.loss_iou: 0.3045, d3.loss_cls: 0.1342, d3.loss_bbox: 0.1139, d3.loss_iou: 0.3022, d4.loss_cls: 0.1327, d4.loss_bbox: 0.1134, d4.loss_iou: 0.3015, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1416, dn_loss_iou: 0.2323, d0.dn_loss_cls: 0.0352, d0.dn_loss_bbox: 0.2204, d0.dn_loss_iou: 0.3267, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1595, d1.dn_loss_iou: 0.2572, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1454, d2.dn_loss_iou: 0.2376, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1424, d3.dn_loss_iou: 0.2340, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1415, d4.dn_loss_iou: 0.2323, loss: 6.5221 2024-05-21 22:38:39,991 - mmdet - INFO - Epoch [35][750/3665] lr: 2.000e-06, eta: 2:41:59, time: 1.438, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1510, interm_loss_bbox: 0.1303, interm_loss_iou: 0.3085, loss_cls: 0.1238, loss_bbox: 0.1187, loss_iou: 0.2910, d0.loss_cls: 0.1587, d0.loss_bbox: 0.1216, d0.loss_iou: 0.2952, d1.loss_cls: 0.1342, d1.loss_bbox: 0.1209, d1.loss_iou: 0.2941, d2.loss_cls: 0.1283, d2.loss_bbox: 0.1197, d2.loss_iou: 0.2918, d3.loss_cls: 0.1260, d3.loss_bbox: 0.1190, d3.loss_iou: 0.2909, d4.loss_cls: 0.1241, d4.loss_bbox: 0.1191, d4.loss_iou: 0.2911, dn_loss_cls: 0.0077, dn_loss_bbox: 0.1373, dn_loss_iou: 0.2205, d0.dn_loss_cls: 0.0337, d0.dn_loss_bbox: 0.2190, d0.dn_loss_iou: 0.3124, d1.dn_loss_cls: 0.0143, d1.dn_loss_bbox: 0.1567, d1.dn_loss_iou: 0.2443, d2.dn_loss_cls: 0.0103, d2.dn_loss_bbox: 0.1412, d2.dn_loss_iou: 0.2255, d3.dn_loss_cls: 0.0086, d3.dn_loss_bbox: 0.1383, d3.dn_loss_iou: 0.2219, d4.dn_loss_cls: 0.0079, d4.dn_loss_bbox: 0.1372, d4.dn_loss_iou: 0.2203, loss: 6.3151 2024-05-21 22:39:53,928 - mmdet - INFO - Epoch [35][800/3665] lr: 2.000e-06, eta: 2:40:45, time: 1.479, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1560, interm_loss_bbox: 0.1256, interm_loss_iou: 0.3139, loss_cls: 0.1275, loss_bbox: 0.1162, loss_iou: 0.2962, d0.loss_cls: 0.1622, d0.loss_bbox: 0.1188, d0.loss_iou: 0.3013, d1.loss_cls: 0.1373, d1.loss_bbox: 0.1195, d1.loss_iou: 0.3009, d2.loss_cls: 0.1315, d2.loss_bbox: 0.1177, d2.loss_iou: 0.2986, d3.loss_cls: 0.1296, d3.loss_bbox: 0.1168, d3.loss_iou: 0.2976, d4.loss_cls: 0.1281, d4.loss_bbox: 0.1163, d4.loss_iou: 0.2965, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1387, dn_loss_iou: 0.2264, d0.dn_loss_cls: 0.0345, d0.dn_loss_bbox: 0.2176, d0.dn_loss_iou: 0.3172, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1570, d1.dn_loss_iou: 0.2501, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1426, d2.dn_loss_iou: 0.2314, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1396, d3.dn_loss_iou: 0.2280, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1386, d4.dn_loss_iou: 0.2263, loss: 6.4061 2024-05-21 22:41:05,223 - mmdet - INFO - Epoch [35][850/3665] lr: 2.000e-06, eta: 2:39:31, time: 1.426, data_time: 0.019, memory: 41053, interm_loss_cls: 0.1566, interm_loss_bbox: 0.1293, interm_loss_iou: 0.3183, loss_cls: 0.1292, loss_bbox: 0.1182, loss_iou: 0.2992, d0.loss_cls: 0.1637, d0.loss_bbox: 0.1218, d0.loss_iou: 0.3044, d1.loss_cls: 0.1393, d1.loss_bbox: 0.1208, d1.loss_iou: 0.3034, d2.loss_cls: 0.1338, d2.loss_bbox: 0.1189, d2.loss_iou: 0.3008, d3.loss_cls: 0.1318, d3.loss_bbox: 0.1182, d3.loss_iou: 0.2993, d4.loss_cls: 0.1299, d4.loss_bbox: 0.1181, d4.loss_iou: 0.2993, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1391, dn_loss_iou: 0.2290, d0.dn_loss_cls: 0.0348, d0.dn_loss_bbox: 0.2156, d0.dn_loss_iou: 0.3210, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1563, d1.dn_loss_iou: 0.2533, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1427, d2.dn_loss_iou: 0.2346, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1399, d3.dn_loss_iou: 0.2307, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1390, d4.dn_loss_iou: 0.2290, loss: 6.4732 2024-05-21 22:42:18,700 - mmdet - INFO - Epoch [35][900/3665] lr: 2.000e-06, eta: 2:38:17, time: 1.469, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1542, interm_loss_bbox: 0.1289, interm_loss_iou: 0.3145, loss_cls: 0.1262, loss_bbox: 0.1200, loss_iou: 0.2983, d0.loss_cls: 0.1611, d0.loss_bbox: 0.1220, d0.loss_iou: 0.3018, d1.loss_cls: 0.1361, d1.loss_bbox: 0.1219, d1.loss_iou: 0.3011, d2.loss_cls: 0.1308, d2.loss_bbox: 0.1205, d2.loss_iou: 0.2987, d3.loss_cls: 0.1283, d3.loss_bbox: 0.1200, d3.loss_iou: 0.2981, d4.loss_cls: 0.1269, d4.loss_bbox: 0.1201, d4.loss_iou: 0.2984, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1449, dn_loss_iou: 0.2326, d0.dn_loss_cls: 0.0337, d0.dn_loss_bbox: 0.2228, d0.dn_loss_iou: 0.3239, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1635, d1.dn_loss_iou: 0.2566, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1488, d2.dn_loss_iou: 0.2377, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1458, d3.dn_loss_iou: 0.2342, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1448, d4.dn_loss_iou: 0.2325, loss: 6.5008 2024-05-21 22:43:32,747 - mmdet - INFO - Epoch [35][950/3665] lr: 2.000e-06, eta: 2:37:03, time: 1.481, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1581, interm_loss_bbox: 0.1314, interm_loss_iou: 0.3209, loss_cls: 0.1306, loss_bbox: 0.1221, loss_iou: 0.3047, d0.loss_cls: 0.1664, d0.loss_bbox: 0.1245, d0.loss_iou: 0.3082, d1.loss_cls: 0.1412, d1.loss_bbox: 0.1237, d1.loss_iou: 0.3083, d2.loss_cls: 0.1355, d2.loss_bbox: 0.1223, d2.loss_iou: 0.3059, d3.loss_cls: 0.1330, d3.loss_bbox: 0.1220, d3.loss_iou: 0.3053, d4.loss_cls: 0.1314, d4.loss_bbox: 0.1219, d4.loss_iou: 0.3045, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1433, dn_loss_iou: 0.2354, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2197, d0.dn_loss_iou: 0.3272, d1.dn_loss_cls: 0.0160, d1.dn_loss_bbox: 0.1602, d1.dn_loss_iou: 0.2597, d2.dn_loss_cls: 0.0117, d2.dn_loss_bbox: 0.1466, d2.dn_loss_iou: 0.2407, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1441, d3.dn_loss_iou: 0.2372, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1431, d4.dn_loss_iou: 0.2354, loss: 6.6058 2024-05-21 22:44:50,537 - mmdet - INFO - Epoch [35][1000/3665] lr: 2.000e-06, eta: 2:35:50, time: 1.556, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1544, interm_loss_bbox: 0.1263, interm_loss_iou: 0.3102, loss_cls: 0.1260, loss_bbox: 0.1146, loss_iou: 0.2905, d0.loss_cls: 0.1621, d0.loss_bbox: 0.1188, d0.loss_iou: 0.2958, d1.loss_cls: 0.1372, d1.loss_bbox: 0.1179, d1.loss_iou: 0.2948, d2.loss_cls: 0.1311, d2.loss_bbox: 0.1156, d2.loss_iou: 0.2920, d3.loss_cls: 0.1285, d3.loss_bbox: 0.1153, d3.loss_iou: 0.2907, d4.loss_cls: 0.1269, d4.loss_bbox: 0.1146, d4.loss_iou: 0.2904, dn_loss_cls: 0.0077, dn_loss_bbox: 0.1402, dn_loss_iou: 0.2202, d0.dn_loss_cls: 0.0324, d0.dn_loss_bbox: 0.2193, d0.dn_loss_iou: 0.3084, d1.dn_loss_cls: 0.0140, d1.dn_loss_bbox: 0.1589, d1.dn_loss_iou: 0.2431, d2.dn_loss_cls: 0.0100, d2.dn_loss_bbox: 0.1438, d2.dn_loss_iou: 0.2250, d3.dn_loss_cls: 0.0085, d3.dn_loss_bbox: 0.1410, d3.dn_loss_iou: 0.2216, d4.dn_loss_cls: 0.0079, d4.dn_loss_bbox: 0.1401, d4.dn_loss_iou: 0.2201, loss: 6.3157 2024-05-21 22:46:02,533 - mmdet - INFO - Epoch [35][1050/3665] lr: 2.000e-06, eta: 2:34:36, time: 1.440, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1576, interm_loss_bbox: 0.1279, interm_loss_iou: 0.3154, loss_cls: 0.1304, loss_bbox: 0.1163, loss_iou: 0.2970, d0.loss_cls: 0.1643, d0.loss_bbox: 0.1204, d0.loss_iou: 0.3021, d1.loss_cls: 0.1405, d1.loss_bbox: 0.1195, d1.loss_iou: 0.3019, d2.loss_cls: 0.1361, d2.loss_bbox: 0.1164, d2.loss_iou: 0.2977, d3.loss_cls: 0.1330, d3.loss_bbox: 0.1165, d3.loss_iou: 0.2969, d4.loss_cls: 0.1311, d4.loss_bbox: 0.1164, d4.loss_iou: 0.2972, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1440, dn_loss_iou: 0.2299, d0.dn_loss_cls: 0.0345, d0.dn_loss_bbox: 0.2214, d0.dn_loss_iou: 0.3202, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1619, d1.dn_loss_iou: 0.2537, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1473, d2.dn_loss_iou: 0.2351, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1446, d3.dn_loss_iou: 0.2315, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1438, d4.dn_loss_iou: 0.2297, loss: 6.4863 2024-05-21 22:47:17,805 - mmdet - INFO - Epoch [35][1100/3665] lr: 2.000e-06, eta: 2:33:22, time: 1.505, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1553, interm_loss_bbox: 0.1258, interm_loss_iou: 0.3144, loss_cls: 0.1282, loss_bbox: 0.1154, loss_iou: 0.2982, d0.loss_cls: 0.1615, d0.loss_bbox: 0.1186, d0.loss_iou: 0.3025, d1.loss_cls: 0.1368, d1.loss_bbox: 0.1193, d1.loss_iou: 0.3029, d2.loss_cls: 0.1321, d2.loss_bbox: 0.1169, d2.loss_iou: 0.2993, d3.loss_cls: 0.1305, d3.loss_bbox: 0.1157, d3.loss_iou: 0.2984, d4.loss_cls: 0.1290, d4.loss_bbox: 0.1155, d4.loss_iou: 0.2981, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1438, dn_loss_iou: 0.2294, d0.dn_loss_cls: 0.0349, d0.dn_loss_bbox: 0.2208, d0.dn_loss_iou: 0.3194, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1615, d1.dn_loss_iou: 0.2531, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1471, d2.dn_loss_iou: 0.2343, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1446, d3.dn_loss_iou: 0.2310, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1438, d4.dn_loss_iou: 0.2293, loss: 6.4607 2024-05-21 22:48:33,215 - mmdet - INFO - Epoch [35][1150/3665] lr: 2.000e-06, eta: 2:32:08, time: 1.508, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1542, interm_loss_bbox: 0.1308, interm_loss_iou: 0.3189, loss_cls: 0.1265, loss_bbox: 0.1203, loss_iou: 0.3026, d0.loss_cls: 0.1614, d0.loss_bbox: 0.1233, d0.loss_iou: 0.3060, d1.loss_cls: 0.1367, d1.loss_bbox: 0.1226, d1.loss_iou: 0.3061, d2.loss_cls: 0.1316, d2.loss_bbox: 0.1205, d2.loss_iou: 0.3028, d3.loss_cls: 0.1290, d3.loss_bbox: 0.1201, d3.loss_iou: 0.3021, d4.loss_cls: 0.1269, d4.loss_bbox: 0.1205, d4.loss_iou: 0.3027, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1453, dn_loss_iou: 0.2300, d0.dn_loss_cls: 0.0352, d0.dn_loss_bbox: 0.2221, d0.dn_loss_iou: 0.3202, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1630, d1.dn_loss_iou: 0.2533, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1485, d2.dn_loss_iou: 0.2349, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1459, d3.dn_loss_iou: 0.2315, d4.dn_loss_cls: 0.0091, d4.dn_loss_bbox: 0.1452, d4.dn_loss_iou: 0.2299, loss: 6.5253 2024-05-21 22:49:46,511 - mmdet - INFO - Epoch [35][1200/3665] lr: 2.000e-06, eta: 2:30:54, time: 1.466, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1543, interm_loss_bbox: 0.1274, interm_loss_iou: 0.3047, loss_cls: 0.1259, loss_bbox: 0.1185, loss_iou: 0.2906, d0.loss_cls: 0.1613, d0.loss_bbox: 0.1202, d0.loss_iou: 0.2924, d1.loss_cls: 0.1359, d1.loss_bbox: 0.1206, d1.loss_iou: 0.2935, d2.loss_cls: 0.1310, d2.loss_bbox: 0.1185, d2.loss_iou: 0.2915, d3.loss_cls: 0.1284, d3.loss_bbox: 0.1182, d3.loss_iou: 0.2907, d4.loss_cls: 0.1265, d4.loss_bbox: 0.1184, d4.loss_iou: 0.2906, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1454, dn_loss_iou: 0.2262, d0.dn_loss_cls: 0.0345, d0.dn_loss_bbox: 0.2268, d0.dn_loss_iou: 0.3165, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1650, d1.dn_loss_iou: 0.2502, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1494, d2.dn_loss_iou: 0.2314, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1463, d3.dn_loss_iou: 0.2279, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1453, d4.dn_loss_iou: 0.2262, loss: 6.4026 2024-05-21 22:51:02,919 - mmdet - INFO - Epoch [35][1250/3665] lr: 2.000e-06, eta: 2:29:40, time: 1.528, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1518, interm_loss_bbox: 0.1254, interm_loss_iou: 0.3063, loss_cls: 0.1257, loss_bbox: 0.1149, loss_iou: 0.2891, d0.loss_cls: 0.1592, d0.loss_bbox: 0.1179, d0.loss_iou: 0.2925, d1.loss_cls: 0.1347, d1.loss_bbox: 0.1178, d1.loss_iou: 0.2924, d2.loss_cls: 0.1291, d2.loss_bbox: 0.1164, d2.loss_iou: 0.2902, d3.loss_cls: 0.1275, d3.loss_bbox: 0.1150, d3.loss_iou: 0.2888, d4.loss_cls: 0.1262, d4.loss_bbox: 0.1148, d4.loss_iou: 0.2890, dn_loss_cls: 0.0077, dn_loss_bbox: 0.1386, dn_loss_iou: 0.2286, d0.dn_loss_cls: 0.0333, d0.dn_loss_bbox: 0.2174, d0.dn_loss_iou: 0.3189, d1.dn_loss_cls: 0.0143, d1.dn_loss_bbox: 0.1567, d1.dn_loss_iou: 0.2521, d2.dn_loss_cls: 0.0102, d2.dn_loss_bbox: 0.1424, d2.dn_loss_iou: 0.2336, d3.dn_loss_cls: 0.0085, d3.dn_loss_bbox: 0.1395, d3.dn_loss_iou: 0.2301, d4.dn_loss_cls: 0.0079, d4.dn_loss_bbox: 0.1385, d4.dn_loss_iou: 0.2285, loss: 6.3314 2024-05-21 22:52:13,965 - mmdet - INFO - Epoch [35][1300/3665] lr: 2.000e-06, eta: 2:28:26, time: 1.421, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1482, interm_loss_bbox: 0.1288, interm_loss_iou: 0.3121, loss_cls: 0.1204, loss_bbox: 0.1184, loss_iou: 0.2954, d0.loss_cls: 0.1545, d0.loss_bbox: 0.1211, d0.loss_iou: 0.2998, d1.loss_cls: 0.1295, d1.loss_bbox: 0.1211, d1.loss_iou: 0.2997, d2.loss_cls: 0.1250, d2.loss_bbox: 0.1188, d2.loss_iou: 0.2969, d3.loss_cls: 0.1221, d3.loss_bbox: 0.1190, d3.loss_iou: 0.2961, d4.loss_cls: 0.1210, d4.loss_bbox: 0.1185, d4.loss_iou: 0.2956, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1409, dn_loss_iou: 0.2253, d0.dn_loss_cls: 0.0339, d0.dn_loss_bbox: 0.2196, d0.dn_loss_iou: 0.3144, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1585, d1.dn_loss_iou: 0.2486, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1440, d2.dn_loss_iou: 0.2303, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1417, d3.dn_loss_iou: 0.2270, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1408, d4.dn_loss_iou: 0.2253, loss: 6.3632 2024-05-21 22:53:25,119 - mmdet - INFO - Epoch [35][1350/3665] lr: 2.000e-06, eta: 2:27:12, time: 1.423, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1512, interm_loss_bbox: 0.1275, interm_loss_iou: 0.3063, loss_cls: 0.1227, loss_bbox: 0.1166, loss_iou: 0.2893, d0.loss_cls: 0.1583, d0.loss_bbox: 0.1192, d0.loss_iou: 0.2935, d1.loss_cls: 0.1317, d1.loss_bbox: 0.1199, d1.loss_iou: 0.2942, d2.loss_cls: 0.1264, d2.loss_bbox: 0.1178, d2.loss_iou: 0.2916, d3.loss_cls: 0.1249, d3.loss_bbox: 0.1165, d3.loss_iou: 0.2896, d4.loss_cls: 0.1228, d4.loss_bbox: 0.1173, d4.loss_iou: 0.2894, dn_loss_cls: 0.0075, dn_loss_bbox: 0.1361, dn_loss_iou: 0.2197, d0.dn_loss_cls: 0.0332, d0.dn_loss_bbox: 0.2138, d0.dn_loss_iou: 0.3085, d1.dn_loss_cls: 0.0141, d1.dn_loss_bbox: 0.1540, d1.dn_loss_iou: 0.2425, d2.dn_loss_cls: 0.0099, d2.dn_loss_bbox: 0.1401, d2.dn_loss_iou: 0.2248, d3.dn_loss_cls: 0.0083, d3.dn_loss_bbox: 0.1371, d3.dn_loss_iou: 0.2213, d4.dn_loss_cls: 0.0077, d4.dn_loss_bbox: 0.1360, d4.dn_loss_iou: 0.2197, loss: 6.2612 2024-05-21 22:54:41,202 - mmdet - INFO - Epoch [35][1400/3665] lr: 2.000e-06, eta: 2:25:59, time: 1.522, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1553, interm_loss_bbox: 0.1266, interm_loss_iou: 0.3126, loss_cls: 0.1264, loss_bbox: 0.1175, loss_iou: 0.2957, d0.loss_cls: 0.1618, d0.loss_bbox: 0.1193, d0.loss_iou: 0.2987, d1.loss_cls: 0.1364, d1.loss_bbox: 0.1194, d1.loss_iou: 0.2991, d2.loss_cls: 0.1313, d2.loss_bbox: 0.1181, d2.loss_iou: 0.2963, d3.loss_cls: 0.1289, d3.loss_bbox: 0.1176, d3.loss_iou: 0.2955, d4.loss_cls: 0.1270, d4.loss_bbox: 0.1178, d4.loss_iou: 0.2959, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1431, dn_loss_iou: 0.2279, d0.dn_loss_cls: 0.0337, d0.dn_loss_bbox: 0.2196, d0.dn_loss_iou: 0.3186, d1.dn_loss_cls: 0.0150, d1.dn_loss_bbox: 0.1596, d1.dn_loss_iou: 0.2510, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1461, d2.dn_loss_iou: 0.2329, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1438, d3.dn_loss_iou: 0.2296, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1430, d4.dn_loss_iou: 0.2279, loss: 6.4253 2024-05-21 22:55:52,829 - mmdet - INFO - Epoch [35][1450/3665] lr: 2.000e-06, eta: 2:24:45, time: 1.432, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1578, interm_loss_bbox: 0.1262, interm_loss_iou: 0.3205, loss_cls: 0.1304, loss_bbox: 0.1173, loss_iou: 0.3023, d0.loss_cls: 0.1636, d0.loss_bbox: 0.1193, d0.loss_iou: 0.3082, d1.loss_cls: 0.1397, d1.loss_bbox: 0.1198, d1.loss_iou: 0.3073, d2.loss_cls: 0.1349, d2.loss_bbox: 0.1180, d2.loss_iou: 0.3041, d3.loss_cls: 0.1331, d3.loss_bbox: 0.1170, d3.loss_iou: 0.3029, d4.loss_cls: 0.1309, d4.loss_bbox: 0.1173, d4.loss_iou: 0.3024, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1376, dn_loss_iou: 0.2304, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2137, d0.dn_loss_iou: 0.3212, d1.dn_loss_cls: 0.0150, d1.dn_loss_bbox: 0.1544, d1.dn_loss_iou: 0.2538, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1409, d2.dn_loss_iou: 0.2352, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1384, d3.dn_loss_iou: 0.2318, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1375, d4.dn_loss_iou: 0.2302, loss: 6.4840 2024-05-21 22:57:06,004 - mmdet - INFO - Epoch [35][1500/3665] lr: 2.000e-06, eta: 2:23:31, time: 1.464, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1536, interm_loss_bbox: 0.1230, interm_loss_iou: 0.3141, loss_cls: 0.1251, loss_bbox: 0.1134, loss_iou: 0.2993, d0.loss_cls: 0.1599, d0.loss_bbox: 0.1161, d0.loss_iou: 0.3024, d1.loss_cls: 0.1360, d1.loss_bbox: 0.1149, d1.loss_iou: 0.3024, d2.loss_cls: 0.1298, d2.loss_bbox: 0.1140, d2.loss_iou: 0.3004, d3.loss_cls: 0.1275, d3.loss_bbox: 0.1132, d3.loss_iou: 0.2995, d4.loss_cls: 0.1261, d4.loss_bbox: 0.1132, d4.loss_iou: 0.2991, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1358, dn_loss_iou: 0.2305, d0.dn_loss_cls: 0.0350, d0.dn_loss_bbox: 0.2128, d0.dn_loss_iou: 0.3215, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1526, d1.dn_loss_iou: 0.2536, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1388, d2.dn_loss_iou: 0.2350, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1364, d3.dn_loss_iou: 0.2318, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1357, d4.dn_loss_iou: 0.2303, loss: 6.3846 2024-05-21 22:58:22,371 - mmdet - INFO - Epoch [35][1550/3665] lr: 2.000e-06, eta: 2:22:17, time: 1.527, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1562, interm_loss_bbox: 0.1266, interm_loss_iou: 0.3182, loss_cls: 0.1285, loss_bbox: 0.1173, loss_iou: 0.3019, d0.loss_cls: 0.1634, d0.loss_bbox: 0.1194, d0.loss_iou: 0.3049, d1.loss_cls: 0.1391, d1.loss_bbox: 0.1192, d1.loss_iou: 0.3048, d2.loss_cls: 0.1333, d2.loss_bbox: 0.1179, d2.loss_iou: 0.3033, d3.loss_cls: 0.1313, d3.loss_bbox: 0.1175, d3.loss_iou: 0.3021, d4.loss_cls: 0.1298, d4.loss_bbox: 0.1171, d4.loss_iou: 0.3017, dn_loss_cls: 0.0088, dn_loss_bbox: 0.1379, dn_loss_iou: 0.2313, d0.dn_loss_cls: 0.0351, d0.dn_loss_bbox: 0.2154, d0.dn_loss_iou: 0.3229, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1554, d1.dn_loss_iou: 0.2553, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1412, d2.dn_loss_iou: 0.2361, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1387, d3.dn_loss_iou: 0.2327, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1378, d4.dn_loss_iou: 0.2312, loss: 6.4791 2024-05-21 22:59:39,568 - mmdet - INFO - Epoch [35][1600/3665] lr: 2.000e-06, eta: 2:21:03, time: 1.544, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1578, interm_loss_bbox: 0.1313, interm_loss_iou: 0.3226, loss_cls: 0.1308, loss_bbox: 0.1186, loss_iou: 0.3025, d0.loss_cls: 0.1661, d0.loss_bbox: 0.1234, d0.loss_iou: 0.3073, d1.loss_cls: 0.1411, d1.loss_bbox: 0.1223, d1.loss_iou: 0.3073, d2.loss_cls: 0.1360, d2.loss_bbox: 0.1199, d2.loss_iou: 0.3039, d3.loss_cls: 0.1336, d3.loss_bbox: 0.1188, d3.loss_iou: 0.3027, d4.loss_cls: 0.1321, d4.loss_bbox: 0.1182, d4.loss_iou: 0.3020, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1421, dn_loss_iou: 0.2331, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2228, d0.dn_loss_iou: 0.3244, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1598, d1.dn_loss_iou: 0.2567, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1457, d2.dn_loss_iou: 0.2381, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1429, d3.dn_loss_iou: 0.2345, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1421, d4.dn_loss_iou: 0.2329, loss: 6.5613 2024-05-21 23:00:51,630 - mmdet - INFO - Epoch [35][1650/3665] lr: 2.000e-06, eta: 2:19:49, time: 1.441, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1549, interm_loss_bbox: 0.1269, interm_loss_iou: 0.3142, loss_cls: 0.1274, loss_bbox: 0.1154, loss_iou: 0.2964, d0.loss_cls: 0.1607, d0.loss_bbox: 0.1195, d0.loss_iou: 0.3013, d1.loss_cls: 0.1372, d1.loss_bbox: 0.1186, d1.loss_iou: 0.3006, d2.loss_cls: 0.1320, d2.loss_bbox: 0.1159, d2.loss_iou: 0.2978, d3.loss_cls: 0.1297, d3.loss_bbox: 0.1155, d3.loss_iou: 0.2966, d4.loss_cls: 0.1280, d4.loss_bbox: 0.1155, d4.loss_iou: 0.2966, dn_loss_cls: 0.0077, dn_loss_bbox: 0.1378, dn_loss_iou: 0.2257, d0.dn_loss_cls: 0.0330, d0.dn_loss_bbox: 0.2136, d0.dn_loss_iou: 0.3136, d1.dn_loss_cls: 0.0141, d1.dn_loss_bbox: 0.1540, d1.dn_loss_iou: 0.2482, d2.dn_loss_cls: 0.0101, d2.dn_loss_bbox: 0.1412, d2.dn_loss_iou: 0.2306, d3.dn_loss_cls: 0.0086, d3.dn_loss_bbox: 0.1387, d3.dn_loss_iou: 0.2272, d4.dn_loss_cls: 0.0080, d4.dn_loss_bbox: 0.1377, d4.dn_loss_iou: 0.2256, loss: 6.3759 2024-05-21 23:02:10,628 - mmdet - INFO - Epoch [35][1700/3665] lr: 2.000e-06, eta: 2:18:36, time: 1.580, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1531, interm_loss_bbox: 0.1255, interm_loss_iou: 0.3140, loss_cls: 0.1255, loss_bbox: 0.1150, loss_iou: 0.2961, d0.loss_cls: 0.1604, d0.loss_bbox: 0.1172, d0.loss_iou: 0.3004, d1.loss_cls: 0.1352, d1.loss_bbox: 0.1170, d1.loss_iou: 0.2998, d2.loss_cls: 0.1304, d2.loss_bbox: 0.1153, d2.loss_iou: 0.2965, d3.loss_cls: 0.1280, d3.loss_bbox: 0.1146, d3.loss_iou: 0.2959, d4.loss_cls: 0.1264, d4.loss_bbox: 0.1147, d4.loss_iou: 0.2960, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1377, dn_loss_iou: 0.2291, d0.dn_loss_cls: 0.0345, d0.dn_loss_bbox: 0.2155, d0.dn_loss_iou: 0.3203, d1.dn_loss_cls: 0.0150, d1.dn_loss_bbox: 0.1569, d1.dn_loss_iou: 0.2535, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1420, d2.dn_loss_iou: 0.2344, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1387, d3.dn_loss_iou: 0.2307, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1376, d4.dn_loss_iou: 0.2290, loss: 6.3882 2024-05-21 23:03:23,819 - mmdet - INFO - Epoch [35][1750/3665] lr: 2.000e-06, eta: 2:17:22, time: 1.464, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1524, interm_loss_bbox: 0.1272, interm_loss_iou: 0.3149, loss_cls: 0.1250, loss_bbox: 0.1167, loss_iou: 0.2971, d0.loss_cls: 0.1605, d0.loss_bbox: 0.1189, d0.loss_iou: 0.3009, d1.loss_cls: 0.1351, d1.loss_bbox: 0.1189, d1.loss_iou: 0.3002, d2.loss_cls: 0.1294, d2.loss_bbox: 0.1175, d2.loss_iou: 0.2982, d3.loss_cls: 0.1269, d3.loss_bbox: 0.1169, d3.loss_iou: 0.2973, d4.loss_cls: 0.1257, d4.loss_bbox: 0.1164, d4.loss_iou: 0.2968, dn_loss_cls: 0.0077, dn_loss_bbox: 0.1357, dn_loss_iou: 0.2279, d0.dn_loss_cls: 0.0329, d0.dn_loss_bbox: 0.2113, d0.dn_loss_iou: 0.3189, d1.dn_loss_cls: 0.0139, d1.dn_loss_bbox: 0.1532, d1.dn_loss_iou: 0.2519, d2.dn_loss_cls: 0.0099, d2.dn_loss_bbox: 0.1392, d2.dn_loss_iou: 0.2328, d3.dn_loss_cls: 0.0084, d3.dn_loss_bbox: 0.1364, d3.dn_loss_iou: 0.2293, d4.dn_loss_cls: 0.0078, d4.dn_loss_bbox: 0.1356, d4.dn_loss_iou: 0.2278, loss: 6.3734 2024-05-21 23:04:41,068 - mmdet - INFO - Epoch [35][1800/3665] lr: 2.000e-06, eta: 2:16:08, time: 1.545, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1528, interm_loss_bbox: 0.1341, interm_loss_iou: 0.3090, loss_cls: 0.1268, loss_bbox: 0.1231, loss_iou: 0.2911, d0.loss_cls: 0.1599, d0.loss_bbox: 0.1256, d0.loss_iou: 0.2953, d1.loss_cls: 0.1353, d1.loss_bbox: 0.1266, d1.loss_iou: 0.2957, d2.loss_cls: 0.1307, d2.loss_bbox: 0.1234, d2.loss_iou: 0.2933, d3.loss_cls: 0.1291, d3.loss_bbox: 0.1231, d3.loss_iou: 0.2918, d4.loss_cls: 0.1278, d4.loss_bbox: 0.1227, d4.loss_iou: 0.2909, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1522, dn_loss_iou: 0.2280, d0.dn_loss_cls: 0.0344, d0.dn_loss_bbox: 0.2297, d0.dn_loss_iou: 0.3182, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1704, d1.dn_loss_iou: 0.2522, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1554, d2.dn_loss_iou: 0.2331, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1530, d3.dn_loss_iou: 0.2296, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1521, d4.dn_loss_iou: 0.2281, loss: 6.4968 2024-05-21 23:05:53,334 - mmdet - INFO - Epoch [35][1850/3665] lr: 2.000e-06, eta: 2:14:54, time: 1.445, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1556, interm_loss_bbox: 0.1290, interm_loss_iou: 0.3093, loss_cls: 0.1262, loss_bbox: 0.1192, loss_iou: 0.2938, d0.loss_cls: 0.1633, d0.loss_bbox: 0.1211, d0.loss_iou: 0.2965, d1.loss_cls: 0.1367, d1.loss_bbox: 0.1210, d1.loss_iou: 0.2964, d2.loss_cls: 0.1307, d2.loss_bbox: 0.1202, d2.loss_iou: 0.2939, d3.loss_cls: 0.1280, d3.loss_bbox: 0.1195, d3.loss_iou: 0.2940, d4.loss_cls: 0.1269, d4.loss_bbox: 0.1192, d4.loss_iou: 0.2935, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1362, dn_loss_iou: 0.2255, d0.dn_loss_cls: 0.0342, d0.dn_loss_bbox: 0.2098, d0.dn_loss_iou: 0.3130, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1531, d1.dn_loss_iou: 0.2480, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1397, d2.dn_loss_iou: 0.2301, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1370, d3.dn_loss_iou: 0.2269, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1361, d4.dn_loss_iou: 0.2253, loss: 6.3605 2024-05-21 23:07:04,759 - mmdet - INFO - Epoch [35][1900/3665] lr: 2.000e-06, eta: 2:13:40, time: 1.429, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1556, interm_loss_bbox: 0.1274, interm_loss_iou: 0.3042, loss_cls: 0.1277, loss_bbox: 0.1158, loss_iou: 0.2878, d0.loss_cls: 0.1627, d0.loss_bbox: 0.1194, d0.loss_iou: 0.2912, d1.loss_cls: 0.1375, d1.loss_bbox: 0.1194, d1.loss_iou: 0.2924, d2.loss_cls: 0.1320, d2.loss_bbox: 0.1168, d2.loss_iou: 0.2892, d3.loss_cls: 0.1297, d3.loss_bbox: 0.1162, d3.loss_iou: 0.2883, d4.loss_cls: 0.1279, d4.loss_bbox: 0.1162, d4.loss_iou: 0.2879, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1369, dn_loss_iou: 0.2226, d0.dn_loss_cls: 0.0343, d0.dn_loss_bbox: 0.2135, d0.dn_loss_iou: 0.3133, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1551, d1.dn_loss_iou: 0.2468, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1408, d2.dn_loss_iou: 0.2280, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1379, d3.dn_loss_iou: 0.2241, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1368, d4.dn_loss_iou: 0.2225, loss: 6.3087 2024-05-21 23:08:18,526 - mmdet - INFO - Epoch [35][1950/3665] lr: 2.000e-06, eta: 2:12:27, time: 1.475, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1640, interm_loss_bbox: 0.1291, interm_loss_iou: 0.3241, loss_cls: 0.1366, loss_bbox: 0.1184, loss_iou: 0.3077, d0.loss_cls: 0.1712, d0.loss_bbox: 0.1217, d0.loss_iou: 0.3112, d1.loss_cls: 0.1467, d1.loss_bbox: 0.1210, d1.loss_iou: 0.3111, d2.loss_cls: 0.1410, d2.loss_bbox: 0.1201, d2.loss_iou: 0.3095, d3.loss_cls: 0.1391, d3.loss_bbox: 0.1185, d3.loss_iou: 0.3077, d4.loss_cls: 0.1374, d4.loss_bbox: 0.1182, d4.loss_iou: 0.3076, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1392, dn_loss_iou: 0.2342, d0.dn_loss_cls: 0.0344, d0.dn_loss_bbox: 0.2165, d0.dn_loss_iou: 0.3249, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1572, d1.dn_loss_iou: 0.2580, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1426, d2.dn_loss_iou: 0.2390, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1399, d3.dn_loss_iou: 0.2356, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1392, d4.dn_loss_iou: 0.2341, loss: 6.6101 2024-05-21 23:09:32,031 - mmdet - INFO - Epoch [35][2000/3665] lr: 2.000e-06, eta: 2:11:13, time: 1.470, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1575, interm_loss_bbox: 0.1296, interm_loss_iou: 0.3132, loss_cls: 0.1297, loss_bbox: 0.1190, loss_iou: 0.2958, d0.loss_cls: 0.1653, d0.loss_bbox: 0.1209, d0.loss_iou: 0.2989, d1.loss_cls: 0.1399, d1.loss_bbox: 0.1212, d1.loss_iou: 0.3000, d2.loss_cls: 0.1339, d2.loss_bbox: 0.1193, d2.loss_iou: 0.2975, d3.loss_cls: 0.1314, d3.loss_bbox: 0.1189, d3.loss_iou: 0.2964, d4.loss_cls: 0.1301, d4.loss_bbox: 0.1190, d4.loss_iou: 0.2959, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1459, dn_loss_iou: 0.2301, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2279, d0.dn_loss_iou: 0.3221, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1661, d1.dn_loss_iou: 0.2554, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1503, d2.dn_loss_iou: 0.2357, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1469, d3.dn_loss_iou: 0.2318, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1458, d4.dn_loss_iou: 0.2300, loss: 6.5079 2024-05-21 23:10:45,442 - mmdet - INFO - Epoch [35][2050/3665] lr: 2.000e-06, eta: 2:09:59, time: 1.468, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1573, interm_loss_bbox: 0.1249, interm_loss_iou: 0.3172, loss_cls: 0.1290, loss_bbox: 0.1159, loss_iou: 0.3018, d0.loss_cls: 0.1644, d0.loss_bbox: 0.1176, d0.loss_iou: 0.3044, d1.loss_cls: 0.1401, d1.loss_bbox: 0.1183, d1.loss_iou: 0.3050, d2.loss_cls: 0.1342, d2.loss_bbox: 0.1156, d2.loss_iou: 0.3026, d3.loss_cls: 0.1316, d3.loss_bbox: 0.1157, d3.loss_iou: 0.3019, d4.loss_cls: 0.1302, d4.loss_bbox: 0.1153, d4.loss_iou: 0.3015, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1425, dn_loss_iou: 0.2315, d0.dn_loss_cls: 0.0333, d0.dn_loss_bbox: 0.2181, d0.dn_loss_iou: 0.3220, d1.dn_loss_cls: 0.0145, d1.dn_loss_bbox: 0.1604, d1.dn_loss_iou: 0.2553, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1459, d2.dn_loss_iou: 0.2364, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1434, d3.dn_loss_iou: 0.2330, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1423, d4.dn_loss_iou: 0.2313, loss: 6.4904 2024-05-21 23:12:01,304 - mmdet - INFO - Epoch [35][2100/3665] lr: 2.000e-06, eta: 2:08:45, time: 1.517, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1552, interm_loss_bbox: 0.1262, interm_loss_iou: 0.3184, loss_cls: 0.1292, loss_bbox: 0.1162, loss_iou: 0.2998, d0.loss_cls: 0.1624, d0.loss_bbox: 0.1187, d0.loss_iou: 0.3042, d1.loss_cls: 0.1378, d1.loss_bbox: 0.1186, d1.loss_iou: 0.3052, d2.loss_cls: 0.1334, d2.loss_bbox: 0.1164, d2.loss_iou: 0.3018, d3.loss_cls: 0.1314, d3.loss_bbox: 0.1161, d3.loss_iou: 0.3001, d4.loss_cls: 0.1298, d4.loss_bbox: 0.1161, d4.loss_iou: 0.3000, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1351, dn_loss_iou: 0.2322, d0.dn_loss_cls: 0.0339, d0.dn_loss_bbox: 0.2079, d0.dn_loss_iou: 0.3206, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1514, d1.dn_loss_iou: 0.2554, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1384, d2.dn_loss_iou: 0.2372, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1359, d3.dn_loss_iou: 0.2338, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1350, d4.dn_loss_iou: 0.2320, loss: 6.4368 2024-05-21 23:13:16,926 - mmdet - INFO - Epoch [35][2150/3665] lr: 2.000e-06, eta: 2:07:31, time: 1.512, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1526, interm_loss_bbox: 0.1279, interm_loss_iou: 0.3129, loss_cls: 0.1226, loss_bbox: 0.1192, loss_iou: 0.2966, d0.loss_cls: 0.1586, d0.loss_bbox: 0.1209, d0.loss_iou: 0.2999, d1.loss_cls: 0.1336, d1.loss_bbox: 0.1209, d1.loss_iou: 0.2997, d2.loss_cls: 0.1284, d2.loss_bbox: 0.1186, d2.loss_iou: 0.2966, d3.loss_cls: 0.1252, d3.loss_bbox: 0.1186, d3.loss_iou: 0.2961, d4.loss_cls: 0.1236, d4.loss_bbox: 0.1190, d4.loss_iou: 0.2962, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1367, dn_loss_iou: 0.2277, d0.dn_loss_cls: 0.0344, d0.dn_loss_bbox: 0.2150, d0.dn_loss_iou: 0.3204, d1.dn_loss_cls: 0.0150, d1.dn_loss_bbox: 0.1551, d1.dn_loss_iou: 0.2519, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1404, d2.dn_loss_iou: 0.2328, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1376, d3.dn_loss_iou: 0.2293, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1365, d4.dn_loss_iou: 0.2275, loss: 6.3846 2024-05-21 23:14:30,793 - mmdet - INFO - Epoch [35][2200/3665] lr: 2.000e-06, eta: 2:06:17, time: 1.477, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1550, interm_loss_bbox: 0.1250, interm_loss_iou: 0.3149, loss_cls: 0.1266, loss_bbox: 0.1154, loss_iou: 0.2976, d0.loss_cls: 0.1612, d0.loss_bbox: 0.1175, d0.loss_iou: 0.3017, d1.loss_cls: 0.1365, d1.loss_bbox: 0.1171, d1.loss_iou: 0.3005, d2.loss_cls: 0.1309, d2.loss_bbox: 0.1155, d2.loss_iou: 0.2983, d3.loss_cls: 0.1285, d3.loss_bbox: 0.1152, d3.loss_iou: 0.2979, d4.loss_cls: 0.1271, d4.loss_bbox: 0.1152, d4.loss_iou: 0.2978, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1367, dn_loss_iou: 0.2260, d0.dn_loss_cls: 0.0334, d0.dn_loss_bbox: 0.2119, d0.dn_loss_iou: 0.3133, d1.dn_loss_cls: 0.0145, d1.dn_loss_bbox: 0.1536, d1.dn_loss_iou: 0.2487, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1399, d2.dn_loss_iou: 0.2309, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1374, d3.dn_loss_iou: 0.2275, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1366, d4.dn_loss_iou: 0.2259, loss: 6.3675 2024-05-21 23:15:46,272 - mmdet - INFO - Epoch [35][2250/3665] lr: 2.000e-06, eta: 2:05:04, time: 1.510, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1556, interm_loss_bbox: 0.1288, interm_loss_iou: 0.3129, loss_cls: 0.1293, loss_bbox: 0.1186, loss_iou: 0.2938, d0.loss_cls: 0.1631, d0.loss_bbox: 0.1220, d0.loss_iou: 0.3007, d1.loss_cls: 0.1384, d1.loss_bbox: 0.1217, d1.loss_iou: 0.2994, d2.loss_cls: 0.1335, d2.loss_bbox: 0.1200, d2.loss_iou: 0.2964, d3.loss_cls: 0.1311, d3.loss_bbox: 0.1191, d3.loss_iou: 0.2953, d4.loss_cls: 0.1298, d4.loss_bbox: 0.1187, d4.loss_iou: 0.2944, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1455, dn_loss_iou: 0.2295, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2255, d0.dn_loss_iou: 0.3212, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1643, d1.dn_loss_iou: 0.2539, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1494, d2.dn_loss_iou: 0.2349, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1465, d3.dn_loss_iou: 0.2312, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1455, d4.dn_loss_iou: 0.2294, loss: 6.4862 2024-05-21 23:17:03,544 - mmdet - INFO - Epoch [35][2300/3665] lr: 2.000e-06, eta: 2:03:50, time: 1.545, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1524, interm_loss_bbox: 0.1239, interm_loss_iou: 0.3121, loss_cls: 0.1254, loss_bbox: 0.1136, loss_iou: 0.2942, d0.loss_cls: 0.1585, d0.loss_bbox: 0.1170, d0.loss_iou: 0.2997, d1.loss_cls: 0.1351, d1.loss_bbox: 0.1164, d1.loss_iou: 0.2980, d2.loss_cls: 0.1298, d2.loss_bbox: 0.1146, d2.loss_iou: 0.2950, d3.loss_cls: 0.1271, d3.loss_bbox: 0.1146, d3.loss_iou: 0.2948, d4.loss_cls: 0.1261, d4.loss_bbox: 0.1136, d4.loss_iou: 0.2940, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1387, dn_loss_iou: 0.2262, d0.dn_loss_cls: 0.0339, d0.dn_loss_bbox: 0.2131, d0.dn_loss_iou: 0.3134, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1558, d1.dn_loss_iou: 0.2490, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1421, d2.dn_loss_iou: 0.2311, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1396, d3.dn_loss_iou: 0.2277, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1386, d4.dn_loss_iou: 0.2260, loss: 6.3427 2024-05-21 23:18:19,220 - mmdet - INFO - Epoch [35][2350/3665] lr: 2.000e-06, eta: 2:02:36, time: 1.514, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1541, interm_loss_bbox: 0.1268, interm_loss_iou: 0.3145, loss_cls: 0.1261, loss_bbox: 0.1149, loss_iou: 0.2953, d0.loss_cls: 0.1615, d0.loss_bbox: 0.1187, d0.loss_iou: 0.3000, d1.loss_cls: 0.1355, d1.loss_bbox: 0.1188, d1.loss_iou: 0.3004, d2.loss_cls: 0.1299, d2.loss_bbox: 0.1168, d2.loss_iou: 0.2970, d3.loss_cls: 0.1278, d3.loss_bbox: 0.1156, d3.loss_iou: 0.2964, d4.loss_cls: 0.1264, d4.loss_bbox: 0.1152, d4.loss_iou: 0.2955, dn_loss_cls: 0.0078, dn_loss_bbox: 0.1411, dn_loss_iou: 0.2279, d0.dn_loss_cls: 0.0338, d0.dn_loss_bbox: 0.2210, d0.dn_loss_iou: 0.3208, d1.dn_loss_cls: 0.0145, d1.dn_loss_bbox: 0.1596, d1.dn_loss_iou: 0.2525, d2.dn_loss_cls: 0.0103, d2.dn_loss_bbox: 0.1445, d2.dn_loss_iou: 0.2328, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1421, d3.dn_loss_iou: 0.2295, d4.dn_loss_cls: 0.0080, d4.dn_loss_bbox: 0.1410, d4.dn_loss_iou: 0.2278, loss: 6.4107 2024-05-21 23:19:33,123 - mmdet - INFO - Epoch [35][2400/3665] lr: 2.000e-06, eta: 2:01:22, time: 1.478, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1598, interm_loss_bbox: 0.1313, interm_loss_iou: 0.3212, loss_cls: 0.1322, loss_bbox: 0.1208, loss_iou: 0.3050, d0.loss_cls: 0.1665, d0.loss_bbox: 0.1237, d0.loss_iou: 0.3074, d1.loss_cls: 0.1420, d1.loss_bbox: 0.1231, d1.loss_iou: 0.3081, d2.loss_cls: 0.1368, d2.loss_bbox: 0.1211, d2.loss_iou: 0.3052, d3.loss_cls: 0.1344, d3.loss_bbox: 0.1210, d3.loss_iou: 0.3050, d4.loss_cls: 0.1328, d4.loss_bbox: 0.1209, d4.loss_iou: 0.3049, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1432, dn_loss_iou: 0.2371, d0.dn_loss_cls: 0.0342, d0.dn_loss_bbox: 0.2210, d0.dn_loss_iou: 0.3282, d1.dn_loss_cls: 0.0150, d1.dn_loss_bbox: 0.1620, d1.dn_loss_iou: 0.2613, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1465, d2.dn_loss_iou: 0.2419, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1438, d3.dn_loss_iou: 0.2385, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1430, d4.dn_loss_iou: 0.2370, loss: 6.6129 2024-05-21 23:20:44,764 - mmdet - INFO - Epoch [35][2450/3665] lr: 2.000e-06, eta: 2:00:08, time: 1.433, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1570, interm_loss_bbox: 0.1262, interm_loss_iou: 0.3192, loss_cls: 0.1301, loss_bbox: 0.1159, loss_iou: 0.3008, d0.loss_cls: 0.1642, d0.loss_bbox: 0.1182, d0.loss_iou: 0.3049, d1.loss_cls: 0.1401, d1.loss_bbox: 0.1181, d1.loss_iou: 0.3046, d2.loss_cls: 0.1341, d2.loss_bbox: 0.1170, d2.loss_iou: 0.3021, d3.loss_cls: 0.1319, d3.loss_bbox: 0.1164, d3.loss_iou: 0.3015, d4.loss_cls: 0.1306, d4.loss_bbox: 0.1161, d4.loss_iou: 0.3008, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1417, dn_loss_iou: 0.2278, d0.dn_loss_cls: 0.0339, d0.dn_loss_bbox: 0.2204, d0.dn_loss_iou: 0.3185, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1595, d1.dn_loss_iou: 0.2521, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1454, d2.dn_loss_iou: 0.2331, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1427, d3.dn_loss_iou: 0.2295, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1415, d4.dn_loss_iou: 0.2277, loss: 6.4745 2024-05-21 23:21:58,231 - mmdet - INFO - Epoch [35][2500/3665] lr: 2.000e-06, eta: 1:58:54, time: 1.469, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1613, interm_loss_bbox: 0.1255, interm_loss_iou: 0.3180, loss_cls: 0.1324, loss_bbox: 0.1154, loss_iou: 0.2998, d0.loss_cls: 0.1670, d0.loss_bbox: 0.1185, d0.loss_iou: 0.3046, d1.loss_cls: 0.1423, d1.loss_bbox: 0.1186, d1.loss_iou: 0.3050, d2.loss_cls: 0.1374, d2.loss_bbox: 0.1157, d2.loss_iou: 0.3011, d3.loss_cls: 0.1344, d3.loss_bbox: 0.1156, d3.loss_iou: 0.3004, d4.loss_cls: 0.1333, d4.loss_bbox: 0.1153, d4.loss_iou: 0.2995, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1381, dn_loss_iou: 0.2294, d0.dn_loss_cls: 0.0352, d0.dn_loss_bbox: 0.2188, d0.dn_loss_iou: 0.3230, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1571, d1.dn_loss_iou: 0.2544, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1424, d2.dn_loss_iou: 0.2347, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1392, d3.dn_loss_iou: 0.2311, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1380, d4.dn_loss_iou: 0.2292, loss: 6.4843 2024-05-21 23:23:12,010 - mmdet - INFO - Epoch [35][2550/3665] lr: 2.000e-06, eta: 1:57:41, time: 1.475, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1536, interm_loss_bbox: 0.1275, interm_loss_iou: 0.3194, loss_cls: 0.1271, loss_bbox: 0.1172, loss_iou: 0.3022, d0.loss_cls: 0.1606, d0.loss_bbox: 0.1202, d0.loss_iou: 0.3070, d1.loss_cls: 0.1366, d1.loss_bbox: 0.1200, d1.loss_iou: 0.3065, d2.loss_cls: 0.1307, d2.loss_bbox: 0.1184, d2.loss_iou: 0.3037, d3.loss_cls: 0.1289, d3.loss_bbox: 0.1173, d3.loss_iou: 0.3025, d4.loss_cls: 0.1279, d4.loss_bbox: 0.1169, d4.loss_iou: 0.3019, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1415, dn_loss_iou: 0.2320, d0.dn_loss_cls: 0.0336, d0.dn_loss_bbox: 0.2204, d0.dn_loss_iou: 0.3234, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1599, d1.dn_loss_iou: 0.2560, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1452, d2.dn_loss_iou: 0.2369, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1423, d3.dn_loss_iou: 0.2334, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1414, d4.dn_loss_iou: 0.2318, loss: 6.4950 2024-05-21 23:24:25,717 - mmdet - INFO - Epoch [35][2600/3665] lr: 2.000e-06, eta: 1:56:27, time: 1.474, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1587, interm_loss_bbox: 0.1241, interm_loss_iou: 0.3211, loss_cls: 0.1299, loss_bbox: 0.1148, loss_iou: 0.3038, d0.loss_cls: 0.1644, d0.loss_bbox: 0.1180, d0.loss_iou: 0.3076, d1.loss_cls: 0.1407, d1.loss_bbox: 0.1170, d1.loss_iou: 0.3076, d2.loss_cls: 0.1348, d2.loss_bbox: 0.1149, d2.loss_iou: 0.3047, d3.loss_cls: 0.1318, d3.loss_bbox: 0.1150, d3.loss_iou: 0.3040, d4.loss_cls: 0.1306, d4.loss_bbox: 0.1148, d4.loss_iou: 0.3038, dn_loss_cls: 0.0089, dn_loss_bbox: 0.1374, dn_loss_iou: 0.2319, d0.dn_loss_cls: 0.0341, d0.dn_loss_bbox: 0.2143, d0.dn_loss_iou: 0.3226, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1554, d1.dn_loss_iou: 0.2559, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1409, d2.dn_loss_iou: 0.2370, d3.dn_loss_cls: 0.0097, d3.dn_loss_bbox: 0.1382, d3.dn_loss_iou: 0.2335, d4.dn_loss_cls: 0.0090, d4.dn_loss_bbox: 0.1373, d4.dn_loss_iou: 0.2319, loss: 6.4869 2024-05-21 23:25:39,124 - mmdet - INFO - Epoch [35][2650/3665] lr: 2.000e-06, eta: 1:55:13, time: 1.468, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1538, interm_loss_bbox: 0.1278, interm_loss_iou: 0.3162, loss_cls: 0.1274, loss_bbox: 0.1163, loss_iou: 0.2983, d0.loss_cls: 0.1618, d0.loss_bbox: 0.1197, d0.loss_iou: 0.3021, d1.loss_cls: 0.1363, d1.loss_bbox: 0.1195, d1.loss_iou: 0.3021, d2.loss_cls: 0.1316, d2.loss_bbox: 0.1175, d2.loss_iou: 0.2986, d3.loss_cls: 0.1294, d3.loss_bbox: 0.1165, d3.loss_iou: 0.2981, d4.loss_cls: 0.1279, d4.loss_bbox: 0.1162, d4.loss_iou: 0.2981, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1435, dn_loss_iou: 0.2246, d0.dn_loss_cls: 0.0349, d0.dn_loss_bbox: 0.2245, d0.dn_loss_iou: 0.3165, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1617, d1.dn_loss_iou: 0.2479, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1475, d2.dn_loss_iou: 0.2294, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1444, d3.dn_loss_iou: 0.2261, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1435, d4.dn_loss_iou: 0.2244, loss: 6.4359 2024-05-21 23:26:56,713 - mmdet - INFO - Epoch [35][2700/3665] lr: 2.000e-06, eta: 1:53:59, time: 1.552, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1547, interm_loss_bbox: 0.1275, interm_loss_iou: 0.3202, loss_cls: 0.1273, loss_bbox: 0.1161, loss_iou: 0.3026, d0.loss_cls: 0.1624, d0.loss_bbox: 0.1195, d0.loss_iou: 0.3079, d1.loss_cls: 0.1373, d1.loss_bbox: 0.1193, d1.loss_iou: 0.3070, d2.loss_cls: 0.1315, d2.loss_bbox: 0.1178, d2.loss_iou: 0.3045, d3.loss_cls: 0.1289, d3.loss_bbox: 0.1169, d3.loss_iou: 0.3034, d4.loss_cls: 0.1279, d4.loss_bbox: 0.1163, d4.loss_iou: 0.3026, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1446, dn_loss_iou: 0.2335, d0.dn_loss_cls: 0.0338, d0.dn_loss_bbox: 0.2211, d0.dn_loss_iou: 0.3227, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1619, d1.dn_loss_iou: 0.2569, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1483, d2.dn_loss_iou: 0.2384, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1457, d3.dn_loss_iou: 0.2350, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1445, d4.dn_loss_iou: 0.2334, loss: 6.5243 2024-05-21 23:28:08,356 - mmdet - INFO - Epoch [35][2750/3665] lr: 2.000e-06, eta: 1:52:45, time: 1.433, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1575, interm_loss_bbox: 0.1254, interm_loss_iou: 0.3115, loss_cls: 0.1285, loss_bbox: 0.1148, loss_iou: 0.2936, d0.loss_cls: 0.1637, d0.loss_bbox: 0.1178, d0.loss_iou: 0.2979, d1.loss_cls: 0.1388, d1.loss_bbox: 0.1177, d1.loss_iou: 0.2980, d2.loss_cls: 0.1334, d2.loss_bbox: 0.1157, d2.loss_iou: 0.2954, d3.loss_cls: 0.1313, d3.loss_bbox: 0.1145, d3.loss_iou: 0.2939, d4.loss_cls: 0.1297, d4.loss_bbox: 0.1141, d4.loss_iou: 0.2934, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1417, dn_loss_iou: 0.2259, d0.dn_loss_cls: 0.0344, d0.dn_loss_bbox: 0.2205, d0.dn_loss_iou: 0.3184, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1594, d1.dn_loss_iou: 0.2497, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1450, d2.dn_loss_iou: 0.2309, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1427, d3.dn_loss_iou: 0.2275, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1416, d4.dn_loss_iou: 0.2258, loss: 6.4024 2024-05-21 23:29:26,186 - mmdet - INFO - Epoch [35][2800/3665] lr: 2.000e-06, eta: 1:51:31, time: 1.557, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1534, interm_loss_bbox: 0.1275, interm_loss_iou: 0.3147, loss_cls: 0.1244, loss_bbox: 0.1179, loss_iou: 0.2995, d0.loss_cls: 0.1595, d0.loss_bbox: 0.1208, d0.loss_iou: 0.3025, d1.loss_cls: 0.1346, d1.loss_bbox: 0.1201, d1.loss_iou: 0.3030, d2.loss_cls: 0.1294, d2.loss_bbox: 0.1181, d2.loss_iou: 0.3001, d3.loss_cls: 0.1262, d3.loss_bbox: 0.1179, d3.loss_iou: 0.3001, d4.loss_cls: 0.1254, d4.loss_bbox: 0.1174, d4.loss_iou: 0.2990, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1415, dn_loss_iou: 0.2298, d0.dn_loss_cls: 0.0351, d0.dn_loss_bbox: 0.2147, d0.dn_loss_iou: 0.3173, d1.dn_loss_cls: 0.0153, d1.dn_loss_bbox: 0.1582, d1.dn_loss_iou: 0.2523, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1446, d2.dn_loss_iou: 0.2343, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1421, d3.dn_loss_iou: 0.2311, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1413, d4.dn_loss_iou: 0.2297, loss: 6.4366 2024-05-21 23:30:39,816 - mmdet - INFO - Epoch [35][2850/3665] lr: 2.000e-06, eta: 1:50:18, time: 1.473, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1496, interm_loss_bbox: 0.1279, interm_loss_iou: 0.3175, loss_cls: 0.1227, loss_bbox: 0.1181, loss_iou: 0.2995, d0.loss_cls: 0.1572, d0.loss_bbox: 0.1201, d0.loss_iou: 0.3043, d1.loss_cls: 0.1318, d1.loss_bbox: 0.1211, d1.loss_iou: 0.3050, d2.loss_cls: 0.1260, d2.loss_bbox: 0.1197, d2.loss_iou: 0.3026, d3.loss_cls: 0.1245, d3.loss_bbox: 0.1180, d3.loss_iou: 0.3004, d4.loss_cls: 0.1229, d4.loss_bbox: 0.1184, d4.loss_iou: 0.3002, dn_loss_cls: 0.0075, dn_loss_bbox: 0.1435, dn_loss_iou: 0.2305, d0.dn_loss_cls: 0.0323, d0.dn_loss_bbox: 0.2184, d0.dn_loss_iou: 0.3191, d1.dn_loss_cls: 0.0136, d1.dn_loss_bbox: 0.1602, d1.dn_loss_iou: 0.2534, d2.dn_loss_cls: 0.0097, d2.dn_loss_bbox: 0.1469, d2.dn_loss_iou: 0.2352, d3.dn_loss_cls: 0.0083, d3.dn_loss_bbox: 0.1442, d3.dn_loss_iou: 0.2319, d4.dn_loss_cls: 0.0077, d4.dn_loss_bbox: 0.1434, d4.dn_loss_iou: 0.2304, loss: 6.4437 2024-05-21 23:31:59,522 - mmdet - INFO - Epoch [35][2900/3665] lr: 2.000e-06, eta: 1:49:04, time: 1.594, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1498, interm_loss_bbox: 0.1233, interm_loss_iou: 0.3127, loss_cls: 0.1213, loss_bbox: 0.1150, loss_iou: 0.2986, d0.loss_cls: 0.1567, d0.loss_bbox: 0.1155, d0.loss_iou: 0.3000, d1.loss_cls: 0.1317, d1.loss_bbox: 0.1161, d1.loss_iou: 0.3013, d2.loss_cls: 0.1266, d2.loss_bbox: 0.1149, d2.loss_iou: 0.2991, d3.loss_cls: 0.1241, d3.loss_bbox: 0.1148, d3.loss_iou: 0.2983, d4.loss_cls: 0.1219, d4.loss_bbox: 0.1151, d4.loss_iou: 0.2986, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1322, dn_loss_iou: 0.2286, d0.dn_loss_cls: 0.0340, d0.dn_loss_bbox: 0.2104, d0.dn_loss_iou: 0.3198, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1503, d1.dn_loss_iou: 0.2526, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1362, d2.dn_loss_iou: 0.2336, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1332, d3.dn_loss_iou: 0.2302, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1321, d4.dn_loss_iou: 0.2285, loss: 6.3268 2024-05-21 23:33:12,587 - mmdet - INFO - Epoch [35][2950/3665] lr: 2.000e-06, eta: 1:47:50, time: 1.461, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1594, interm_loss_bbox: 0.1295, interm_loss_iou: 0.3137, loss_cls: 0.1304, loss_bbox: 0.1176, loss_iou: 0.2955, d0.loss_cls: 0.1668, d0.loss_bbox: 0.1208, d0.loss_iou: 0.2998, d1.loss_cls: 0.1413, d1.loss_bbox: 0.1205, d1.loss_iou: 0.2997, d2.loss_cls: 0.1359, d2.loss_bbox: 0.1181, d2.loss_iou: 0.2964, d3.loss_cls: 0.1329, d3.loss_bbox: 0.1177, d3.loss_iou: 0.2959, d4.loss_cls: 0.1315, d4.loss_bbox: 0.1175, d4.loss_iou: 0.2951, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1451, dn_loss_iou: 0.2323, d0.dn_loss_cls: 0.0356, d0.dn_loss_bbox: 0.2245, d0.dn_loss_iou: 0.3239, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1631, d1.dn_loss_iou: 0.2566, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1486, d2.dn_loss_iou: 0.2374, d3.dn_loss_cls: 0.0094, d3.dn_loss_bbox: 0.1460, d3.dn_loss_iou: 0.2339, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1450, d4.dn_loss_iou: 0.2322, loss: 6.5127 2024-05-21 23:34:23,932 - mmdet - INFO - Epoch [35][3000/3665] lr: 2.000e-06, eta: 1:46:36, time: 1.427, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1577, interm_loss_bbox: 0.1278, interm_loss_iou: 0.3124, loss_cls: 0.1297, loss_bbox: 0.1164, loss_iou: 0.2948, d0.loss_cls: 0.1648, d0.loss_bbox: 0.1196, d0.loss_iou: 0.2987, d1.loss_cls: 0.1400, d1.loss_bbox: 0.1191, d1.loss_iou: 0.2980, d2.loss_cls: 0.1339, d2.loss_bbox: 0.1169, d2.loss_iou: 0.2964, d3.loss_cls: 0.1315, d3.loss_bbox: 0.1163, d3.loss_iou: 0.2958, d4.loss_cls: 0.1305, d4.loss_bbox: 0.1160, d4.loss_iou: 0.2946, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1378, dn_loss_iou: 0.2283, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2154, d0.dn_loss_iou: 0.3197, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1549, d1.dn_loss_iou: 0.2523, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1411, d2.dn_loss_iou: 0.2336, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1387, d3.dn_loss_iou: 0.2300, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1377, d4.dn_loss_iou: 0.2283, loss: 6.4152 2024-05-21 23:35:37,486 - mmdet - INFO - Epoch [35][3050/3665] lr: 2.000e-06, eta: 1:45:22, time: 1.471, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1506, interm_loss_bbox: 0.1250, interm_loss_iou: 0.3049, loss_cls: 0.1225, loss_bbox: 0.1138, loss_iou: 0.2877, d0.loss_cls: 0.1574, d0.loss_bbox: 0.1165, d0.loss_iou: 0.2919, d1.loss_cls: 0.1326, d1.loss_bbox: 0.1165, d1.loss_iou: 0.2915, d2.loss_cls: 0.1267, d2.loss_bbox: 0.1150, d2.loss_iou: 0.2891, d3.loss_cls: 0.1249, d3.loss_bbox: 0.1137, d3.loss_iou: 0.2874, d4.loss_cls: 0.1229, d4.loss_bbox: 0.1140, d4.loss_iou: 0.2877, dn_loss_cls: 0.0078, dn_loss_bbox: 0.1404, dn_loss_iou: 0.2249, d0.dn_loss_cls: 0.0334, d0.dn_loss_bbox: 0.2194, d0.dn_loss_iou: 0.3135, d1.dn_loss_cls: 0.0143, d1.dn_loss_bbox: 0.1580, d1.dn_loss_iou: 0.2477, d2.dn_loss_cls: 0.0102, d2.dn_loss_bbox: 0.1443, d2.dn_loss_iou: 0.2301, d3.dn_loss_cls: 0.0086, d3.dn_loss_bbox: 0.1415, d3.dn_loss_iou: 0.2267, d4.dn_loss_cls: 0.0080, d4.dn_loss_bbox: 0.1403, d4.dn_loss_iou: 0.2250, loss: 6.2864 2024-05-21 23:36:49,340 - mmdet - INFO - Epoch [35][3100/3665] lr: 2.000e-06, eta: 1:44:08, time: 1.437, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1550, interm_loss_bbox: 0.1241, interm_loss_iou: 0.3143, loss_cls: 0.1271, loss_bbox: 0.1133, loss_iou: 0.2983, d0.loss_cls: 0.1624, d0.loss_bbox: 0.1158, d0.loss_iou: 0.3011, d1.loss_cls: 0.1373, d1.loss_bbox: 0.1158, d1.loss_iou: 0.3013, d2.loss_cls: 0.1312, d2.loss_bbox: 0.1146, d2.loss_iou: 0.2995, d3.loss_cls: 0.1293, d3.loss_bbox: 0.1137, d3.loss_iou: 0.2985, d4.loss_cls: 0.1282, d4.loss_bbox: 0.1130, d4.loss_iou: 0.2976, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1389, dn_loss_iou: 0.2254, d0.dn_loss_cls: 0.0337, d0.dn_loss_bbox: 0.2187, d0.dn_loss_iou: 0.3178, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1578, d1.dn_loss_iou: 0.2495, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1429, d2.dn_loss_iou: 0.2305, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1401, d3.dn_loss_iou: 0.2270, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1388, d4.dn_loss_iou: 0.2252, loss: 6.3877 2024-05-21 23:38:06,626 - mmdet - INFO - Epoch [35][3150/3665] lr: 2.000e-06, eta: 1:42:54, time: 1.546, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1550, interm_loss_bbox: 0.1246, interm_loss_iou: 0.3190, loss_cls: 0.1271, loss_bbox: 0.1148, loss_iou: 0.3034, d0.loss_cls: 0.1619, d0.loss_bbox: 0.1169, d0.loss_iou: 0.3065, d1.loss_cls: 0.1367, d1.loss_bbox: 0.1175, d1.loss_iou: 0.3086, d2.loss_cls: 0.1313, d2.loss_bbox: 0.1160, d2.loss_iou: 0.3052, d3.loss_cls: 0.1291, d3.loss_bbox: 0.1153, d3.loss_iou: 0.3041, d4.loss_cls: 0.1277, d4.loss_bbox: 0.1150, d4.loss_iou: 0.3034, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1392, dn_loss_iou: 0.2302, d0.dn_loss_cls: 0.0333, d0.dn_loss_bbox: 0.2178, d0.dn_loss_iou: 0.3211, d1.dn_loss_cls: 0.0145, d1.dn_loss_bbox: 0.1568, d1.dn_loss_iou: 0.2541, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1426, d2.dn_loss_iou: 0.2352, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1400, d3.dn_loss_iou: 0.2318, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1391, d4.dn_loss_iou: 0.2301, loss: 6.4603 2024-05-21 23:39:18,354 - mmdet - INFO - Epoch [35][3200/3665] lr: 2.000e-06, eta: 1:41:41, time: 1.435, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1591, interm_loss_bbox: 0.1326, interm_loss_iou: 0.3217, loss_cls: 0.1308, loss_bbox: 0.1201, loss_iou: 0.3034, d0.loss_cls: 0.1672, d0.loss_bbox: 0.1243, d0.loss_iou: 0.3086, d1.loss_cls: 0.1414, d1.loss_bbox: 0.1231, d1.loss_iou: 0.3072, d2.loss_cls: 0.1357, d2.loss_bbox: 0.1212, d2.loss_iou: 0.3044, d3.loss_cls: 0.1333, d3.loss_bbox: 0.1204, d3.loss_iou: 0.3033, d4.loss_cls: 0.1316, d4.loss_bbox: 0.1200, d4.loss_iou: 0.3032, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1460, dn_loss_iou: 0.2345, d0.dn_loss_cls: 0.0343, d0.dn_loss_bbox: 0.2221, d0.dn_loss_iou: 0.3247, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1645, d1.dn_loss_iou: 0.2584, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1496, d2.dn_loss_iou: 0.2395, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1469, d3.dn_loss_iou: 0.2360, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1459, d4.dn_loss_iou: 0.2343, loss: 6.6013 2024-05-21 23:40:37,376 - mmdet - INFO - Epoch [35][3250/3665] lr: 2.000e-06, eta: 1:40:27, time: 1.580, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1543, interm_loss_bbox: 0.1247, interm_loss_iou: 0.3130, loss_cls: 0.1265, loss_bbox: 0.1135, loss_iou: 0.2962, d0.loss_cls: 0.1625, d0.loss_bbox: 0.1167, d0.loss_iou: 0.3002, d1.loss_cls: 0.1382, d1.loss_bbox: 0.1158, d1.loss_iou: 0.2990, d2.loss_cls: 0.1323, d2.loss_bbox: 0.1141, d2.loss_iou: 0.2961, d3.loss_cls: 0.1298, d3.loss_bbox: 0.1131, d3.loss_iou: 0.2960, d4.loss_cls: 0.1280, d4.loss_bbox: 0.1130, d4.loss_iou: 0.2955, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1353, dn_loss_iou: 0.2303, d0.dn_loss_cls: 0.0338, d0.dn_loss_bbox: 0.2113, d0.dn_loss_iou: 0.3213, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1538, d1.dn_loss_iou: 0.2545, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1388, d2.dn_loss_iou: 0.2354, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1361, d3.dn_loss_iou: 0.2319, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1352, d4.dn_loss_iou: 0.2302, loss: 6.3763 2024-05-21 23:41:49,222 - mmdet - INFO - Epoch [35][3300/3665] lr: 2.000e-06, eta: 1:39:13, time: 1.437, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1581, interm_loss_bbox: 0.1297, interm_loss_iou: 0.3168, loss_cls: 0.1302, loss_bbox: 0.1178, loss_iou: 0.2982, d0.loss_cls: 0.1663, d0.loss_bbox: 0.1206, d0.loss_iou: 0.3028, d1.loss_cls: 0.1407, d1.loss_bbox: 0.1208, d1.loss_iou: 0.3029, d2.loss_cls: 0.1352, d2.loss_bbox: 0.1182, d2.loss_iou: 0.2994, d3.loss_cls: 0.1329, d3.loss_bbox: 0.1180, d3.loss_iou: 0.2989, d4.loss_cls: 0.1310, d4.loss_bbox: 0.1179, d4.loss_iou: 0.2985, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1410, dn_loss_iou: 0.2262, d0.dn_loss_cls: 0.0340, d0.dn_loss_bbox: 0.2216, d0.dn_loss_iou: 0.3170, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1595, d1.dn_loss_iou: 0.2504, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1448, d2.dn_loss_iou: 0.2315, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1420, d3.dn_loss_iou: 0.2279, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1409, d4.dn_loss_iou: 0.2261, loss: 6.4674 2024-05-21 23:43:02,354 - mmdet - INFO - Epoch [35][3350/3665] lr: 2.000e-06, eta: 1:37:59, time: 1.463, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1549, interm_loss_bbox: 0.1251, interm_loss_iou: 0.3124, loss_cls: 0.1269, loss_bbox: 0.1144, loss_iou: 0.2953, d0.loss_cls: 0.1621, d0.loss_bbox: 0.1170, d0.loss_iou: 0.2989, d1.loss_cls: 0.1372, d1.loss_bbox: 0.1161, d1.loss_iou: 0.2989, d2.loss_cls: 0.1316, d2.loss_bbox: 0.1151, d2.loss_iou: 0.2955, d3.loss_cls: 0.1297, d3.loss_bbox: 0.1142, d3.loss_iou: 0.2950, d4.loss_cls: 0.1280, d4.loss_bbox: 0.1143, d4.loss_iou: 0.2946, dn_loss_cls: 0.0076, dn_loss_bbox: 0.1366, dn_loss_iou: 0.2268, d0.dn_loss_cls: 0.0331, d0.dn_loss_bbox: 0.2112, d0.dn_loss_iou: 0.3161, d1.dn_loss_cls: 0.0141, d1.dn_loss_bbox: 0.1531, d1.dn_loss_iou: 0.2500, d2.dn_loss_cls: 0.0100, d2.dn_loss_bbox: 0.1397, d2.dn_loss_iou: 0.2316, d3.dn_loss_cls: 0.0084, d3.dn_loss_bbox: 0.1374, d3.dn_loss_iou: 0.2284, d4.dn_loss_cls: 0.0078, d4.dn_loss_bbox: 0.1365, d4.dn_loss_iou: 0.2267, loss: 6.3523 2024-05-21 23:44:17,184 - mmdet - INFO - Epoch [35][3400/3665] lr: 2.000e-06, eta: 1:36:45, time: 1.497, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1485, interm_loss_bbox: 0.1288, interm_loss_iou: 0.2919, loss_cls: 0.1199, loss_bbox: 0.1193, loss_iou: 0.2751, d0.loss_cls: 0.1555, d0.loss_bbox: 0.1215, d0.loss_iou: 0.2798, d1.loss_cls: 0.1309, d1.loss_bbox: 0.1214, d1.loss_iou: 0.2794, d2.loss_cls: 0.1249, d2.loss_bbox: 0.1199, d2.loss_iou: 0.2771, d3.loss_cls: 0.1224, d3.loss_bbox: 0.1193, d3.loss_iou: 0.2757, d4.loss_cls: 0.1208, d4.loss_bbox: 0.1193, d4.loss_iou: 0.2749, dn_loss_cls: 0.0077, dn_loss_bbox: 0.1418, dn_loss_iou: 0.2137, d0.dn_loss_cls: 0.0331, d0.dn_loss_bbox: 0.2202, d0.dn_loss_iou: 0.2997, d1.dn_loss_cls: 0.0143, d1.dn_loss_bbox: 0.1599, d1.dn_loss_iou: 0.2359, d2.dn_loss_cls: 0.0102, d2.dn_loss_bbox: 0.1451, d2.dn_loss_iou: 0.2184, d3.dn_loss_cls: 0.0085, d3.dn_loss_bbox: 0.1426, d3.dn_loss_iou: 0.2153, d4.dn_loss_cls: 0.0079, d4.dn_loss_bbox: 0.1417, d4.dn_loss_iou: 0.2137, loss: 6.1562 2024-05-21 23:45:37,242 - mmdet - INFO - Epoch [35][3450/3665] lr: 2.000e-06, eta: 1:35:32, time: 1.601, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1600, interm_loss_bbox: 0.1266, interm_loss_iou: 0.3208, loss_cls: 0.1310, loss_bbox: 0.1174, loss_iou: 0.3035, d0.loss_cls: 0.1669, d0.loss_bbox: 0.1197, d0.loss_iou: 0.3076, d1.loss_cls: 0.1419, d1.loss_bbox: 0.1199, d1.loss_iou: 0.3078, d2.loss_cls: 0.1362, d2.loss_bbox: 0.1173, d2.loss_iou: 0.3050, d3.loss_cls: 0.1336, d3.loss_bbox: 0.1169, d3.loss_iou: 0.3038, d4.loss_cls: 0.1316, d4.loss_bbox: 0.1172, d4.loss_iou: 0.3033, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1396, dn_loss_iou: 0.2305, d0.dn_loss_cls: 0.0338, d0.dn_loss_bbox: 0.2189, d0.dn_loss_iou: 0.3210, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1582, d1.dn_loss_iou: 0.2547, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1435, d2.dn_loss_iou: 0.2358, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1405, d3.dn_loss_iou: 0.2320, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1395, d4.dn_loss_iou: 0.2304, loss: 6.5163 2024-05-21 23:46:53,483 - mmdet - INFO - Epoch [35][3500/3665] lr: 2.000e-06, eta: 1:34:18, time: 1.525, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1580, interm_loss_bbox: 0.1306, interm_loss_iou: 0.3140, loss_cls: 0.1309, loss_bbox: 0.1201, loss_iou: 0.2959, d0.loss_cls: 0.1654, d0.loss_bbox: 0.1233, d0.loss_iou: 0.3003, d1.loss_cls: 0.1409, d1.loss_bbox: 0.1227, d1.loss_iou: 0.3004, d2.loss_cls: 0.1350, d2.loss_bbox: 0.1214, d2.loss_iou: 0.2976, d3.loss_cls: 0.1331, d3.loss_bbox: 0.1205, d3.loss_iou: 0.2965, d4.loss_cls: 0.1314, d4.loss_bbox: 0.1205, d4.loss_iou: 0.2957, dn_loss_cls: 0.0095, dn_loss_bbox: 0.1510, dn_loss_iou: 0.2313, d0.dn_loss_cls: 0.0361, d0.dn_loss_bbox: 0.2329, d0.dn_loss_iou: 0.3237, d1.dn_loss_cls: 0.0166, d1.dn_loss_bbox: 0.1709, d1.dn_loss_iou: 0.2566, d2.dn_loss_cls: 0.0123, d2.dn_loss_bbox: 0.1551, d2.dn_loss_iou: 0.2366, d3.dn_loss_cls: 0.0104, d3.dn_loss_bbox: 0.1520, d3.dn_loss_iou: 0.2330, d4.dn_loss_cls: 0.0097, d4.dn_loss_bbox: 0.1509, d4.dn_loss_iou: 0.2312, loss: 6.5741 2024-05-21 23:48:04,597 - mmdet - INFO - Epoch [35][3550/3665] lr: 2.000e-06, eta: 1:33:04, time: 1.422, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1535, interm_loss_bbox: 0.1264, interm_loss_iou: 0.3070, loss_cls: 0.1258, loss_bbox: 0.1152, loss_iou: 0.2895, d0.loss_cls: 0.1610, d0.loss_bbox: 0.1185, d0.loss_iou: 0.2939, d1.loss_cls: 0.1363, d1.loss_bbox: 0.1184, d1.loss_iou: 0.2934, d2.loss_cls: 0.1303, d2.loss_bbox: 0.1163, d2.loss_iou: 0.2903, d3.loss_cls: 0.1280, d3.loss_bbox: 0.1156, d3.loss_iou: 0.2899, d4.loss_cls: 0.1265, d4.loss_bbox: 0.1151, d4.loss_iou: 0.2894, dn_loss_cls: 0.0078, dn_loss_bbox: 0.1407, dn_loss_iou: 0.2237, d0.dn_loss_cls: 0.0338, d0.dn_loss_bbox: 0.2225, d0.dn_loss_iou: 0.3154, d1.dn_loss_cls: 0.0144, d1.dn_loss_bbox: 0.1598, d1.dn_loss_iou: 0.2481, d2.dn_loss_cls: 0.0102, d2.dn_loss_bbox: 0.1446, d2.dn_loss_iou: 0.2290, d3.dn_loss_cls: 0.0086, d3.dn_loss_bbox: 0.1417, d3.dn_loss_iou: 0.2254, d4.dn_loss_cls: 0.0080, d4.dn_loss_bbox: 0.1406, d4.dn_loss_iou: 0.2236, loss: 6.3384 2024-05-21 23:49:15,581 - mmdet - INFO - Epoch [35][3600/3665] lr: 2.000e-06, eta: 1:31:50, time: 1.420, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1543, interm_loss_bbox: 0.1309, interm_loss_iou: 0.3180, loss_cls: 0.1265, loss_bbox: 0.1205, loss_iou: 0.2999, d0.loss_cls: 0.1614, d0.loss_bbox: 0.1229, d0.loss_iou: 0.3037, d1.loss_cls: 0.1377, d1.loss_bbox: 0.1226, d1.loss_iou: 0.3039, d2.loss_cls: 0.1317, d2.loss_bbox: 0.1209, d2.loss_iou: 0.3005, d3.loss_cls: 0.1285, d3.loss_bbox: 0.1206, d3.loss_iou: 0.3004, d4.loss_cls: 0.1269, d4.loss_bbox: 0.1205, d4.loss_iou: 0.3004, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1441, dn_loss_iou: 0.2303, d0.dn_loss_cls: 0.0338, d0.dn_loss_bbox: 0.2225, d0.dn_loss_iou: 0.3211, d1.dn_loss_cls: 0.0144, d1.dn_loss_bbox: 0.1610, d1.dn_loss_iou: 0.2532, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1472, d2.dn_loss_iou: 0.2351, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1449, d3.dn_loss_iou: 0.2317, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1440, d4.dn_loss_iou: 0.2301, loss: 6.5020 2024-05-21 23:50:28,762 - mmdet - INFO - Epoch [35][3650/3665] lr: 2.000e-06, eta: 1:30:36, time: 1.464, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1538, interm_loss_bbox: 0.1276, interm_loss_iou: 0.3143, loss_cls: 0.1270, loss_bbox: 0.1175, loss_iou: 0.2972, d0.loss_cls: 0.1603, d0.loss_bbox: 0.1208, d0.loss_iou: 0.3017, d1.loss_cls: 0.1363, d1.loss_bbox: 0.1200, d1.loss_iou: 0.3016, d2.loss_cls: 0.1319, d2.loss_bbox: 0.1183, d2.loss_iou: 0.2978, d3.loss_cls: 0.1294, d3.loss_bbox: 0.1173, d3.loss_iou: 0.2968, d4.loss_cls: 0.1276, d4.loss_bbox: 0.1176, d4.loss_iou: 0.2969, dn_loss_cls: 0.0077, dn_loss_bbox: 0.1391, dn_loss_iou: 0.2280, d0.dn_loss_cls: 0.0328, d0.dn_loss_bbox: 0.2155, d0.dn_loss_iou: 0.3171, d1.dn_loss_cls: 0.0143, d1.dn_loss_bbox: 0.1571, d1.dn_loss_iou: 0.2521, d2.dn_loss_cls: 0.0102, d2.dn_loss_bbox: 0.1424, d2.dn_loss_iou: 0.2330, d3.dn_loss_cls: 0.0085, d3.dn_loss_bbox: 0.1397, d3.dn_loss_iou: 0.2294, d4.dn_loss_cls: 0.0079, d4.dn_loss_bbox: 0.1390, d4.dn_loss_iou: 0.2280, loss: 6.4134 2024-05-21 23:50:54,113 - mmdet - INFO - Saving checkpoint at 35 epochs 2024-05-21 23:54:33,080 - mmdet - INFO - Evaluating bbox... 2024-05-21 23:56:26,446 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.578 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.768 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.632 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.407 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.614 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.741 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.630 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.809 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.908 2024-05-21 23:56:28,106 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-21 23:56:28,108 - mmdet - INFO - Epoch(val) [35][313] bbox_mAP: 0.5780, bbox_mAP_50: 0.7680, bbox_mAP_75: 0.6320, bbox_mAP_s: 0.4070, bbox_mAP_m: 0.6140, bbox_mAP_l: 0.7410, bbox_mAP_copypaste: 0.578 0.768 0.632 0.407 0.614 0.741 2024-05-21 23:57:51,733 - mmdet - INFO - Epoch [36][50/3665] lr: 2.000e-06, eta: 1:29:00, time: 1.672, data_time: 0.144, memory: 41053, interm_loss_cls: 0.1529, interm_loss_bbox: 0.1283, interm_loss_iou: 0.3120, loss_cls: 0.1247, loss_bbox: 0.1180, loss_iou: 0.2962, d0.loss_cls: 0.1606, d0.loss_bbox: 0.1205, d0.loss_iou: 0.2993, d1.loss_cls: 0.1353, d1.loss_bbox: 0.1202, d1.loss_iou: 0.2990, d2.loss_cls: 0.1291, d2.loss_bbox: 0.1183, d2.loss_iou: 0.2968, d3.loss_cls: 0.1270, d3.loss_bbox: 0.1179, d3.loss_iou: 0.2963, d4.loss_cls: 0.1254, d4.loss_bbox: 0.1179, d4.loss_iou: 0.2961, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1437, dn_loss_iou: 0.2304, d0.dn_loss_cls: 0.0336, d0.dn_loss_bbox: 0.2238, d0.dn_loss_iou: 0.3224, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1624, d1.dn_loss_iou: 0.2545, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1474, d2.dn_loss_iou: 0.2354, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1447, d3.dn_loss_iou: 0.2320, d4.dn_loss_cls: 0.0080, d4.dn_loss_bbox: 0.1436, d4.dn_loss_iou: 0.2303, loss: 6.4458 2024-05-21 23:59:05,355 - mmdet - INFO - Epoch [36][100/3665] lr: 2.000e-06, eta: 1:27:46, time: 1.473, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1568, interm_loss_bbox: 0.1265, interm_loss_iou: 0.3193, loss_cls: 0.1299, loss_bbox: 0.1165, loss_iou: 0.3008, d0.loss_cls: 0.1629, d0.loss_bbox: 0.1200, d0.loss_iou: 0.3056, d1.loss_cls: 0.1396, d1.loss_bbox: 0.1189, d1.loss_iou: 0.3055, d2.loss_cls: 0.1343, d2.loss_bbox: 0.1170, d2.loss_iou: 0.3032, d3.loss_cls: 0.1322, d3.loss_bbox: 0.1164, d3.loss_iou: 0.3021, d4.loss_cls: 0.1309, d4.loss_bbox: 0.1162, d4.loss_iou: 0.3006, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1398, dn_loss_iou: 0.2329, d0.dn_loss_cls: 0.0340, d0.dn_loss_bbox: 0.2172, d0.dn_loss_iou: 0.3254, d1.dn_loss_cls: 0.0150, d1.dn_loss_bbox: 0.1585, d1.dn_loss_iou: 0.2579, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1437, d2.dn_loss_iou: 0.2384, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1407, d3.dn_loss_iou: 0.2345, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1398, d4.dn_loss_iou: 0.2329, loss: 6.5021 2024-05-22 00:00:20,652 - mmdet - INFO - Epoch [36][150/3665] lr: 2.000e-06, eta: 1:26:32, time: 1.506, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1534, interm_loss_bbox: 0.1294, interm_loss_iou: 0.3075, loss_cls: 0.1250, loss_bbox: 0.1191, loss_iou: 0.2912, d0.loss_cls: 0.1601, d0.loss_bbox: 0.1212, d0.loss_iou: 0.2939, d1.loss_cls: 0.1352, d1.loss_bbox: 0.1211, d1.loss_iou: 0.2940, d2.loss_cls: 0.1296, d2.loss_bbox: 0.1204, d2.loss_iou: 0.2921, d3.loss_cls: 0.1274, d3.loss_bbox: 0.1194, d3.loss_iou: 0.2908, d4.loss_cls: 0.1259, d4.loss_bbox: 0.1188, d4.loss_iou: 0.2911, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1427, dn_loss_iou: 0.2298, d0.dn_loss_cls: 0.0340, d0.dn_loss_bbox: 0.2183, d0.dn_loss_iou: 0.3207, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1607, d1.dn_loss_iou: 0.2540, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1463, d2.dn_loss_iou: 0.2349, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1435, d3.dn_loss_iou: 0.2312, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1426, d4.dn_loss_iou: 0.2298, loss: 6.4062 2024-05-22 00:01:32,230 - mmdet - INFO - Epoch [36][200/3665] lr: 2.000e-06, eta: 1:25:18, time: 1.432, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1508, interm_loss_bbox: 0.1244, interm_loss_iou: 0.3114, loss_cls: 0.1232, loss_bbox: 0.1150, loss_iou: 0.2969, d0.loss_cls: 0.1574, d0.loss_bbox: 0.1170, d0.loss_iou: 0.2997, d1.loss_cls: 0.1324, d1.loss_bbox: 0.1176, d1.loss_iou: 0.3004, d2.loss_cls: 0.1279, d2.loss_bbox: 0.1156, d2.loss_iou: 0.2977, d3.loss_cls: 0.1255, d3.loss_bbox: 0.1153, d3.loss_iou: 0.2974, d4.loss_cls: 0.1242, d4.loss_bbox: 0.1147, d4.loss_iou: 0.2965, dn_loss_cls: 0.0074, dn_loss_bbox: 0.1362, dn_loss_iou: 0.2224, d0.dn_loss_cls: 0.0326, d0.dn_loss_bbox: 0.2131, d0.dn_loss_iou: 0.3104, d1.dn_loss_cls: 0.0140, d1.dn_loss_bbox: 0.1529, d1.dn_loss_iou: 0.2445, d2.dn_loss_cls: 0.0100, d2.dn_loss_bbox: 0.1401, d2.dn_loss_iou: 0.2271, d3.dn_loss_cls: 0.0083, d3.dn_loss_bbox: 0.1369, d3.dn_loss_iou: 0.2237, d4.dn_loss_cls: 0.0076, d4.dn_loss_bbox: 0.1361, d4.dn_loss_iou: 0.2223, loss: 6.3068 2024-05-22 00:02:43,752 - mmdet - INFO - Epoch [36][250/3665] lr: 2.000e-06, eta: 1:24:04, time: 1.430, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1537, interm_loss_bbox: 0.1282, interm_loss_iou: 0.3122, loss_cls: 0.1275, loss_bbox: 0.1169, loss_iou: 0.2943, d0.loss_cls: 0.1604, d0.loss_bbox: 0.1207, d0.loss_iou: 0.2989, d1.loss_cls: 0.1374, d1.loss_bbox: 0.1194, d1.loss_iou: 0.2974, d2.loss_cls: 0.1317, d2.loss_bbox: 0.1176, d2.loss_iou: 0.2957, d3.loss_cls: 0.1294, d3.loss_bbox: 0.1169, d3.loss_iou: 0.2948, d4.loss_cls: 0.1277, d4.loss_bbox: 0.1168, d4.loss_iou: 0.2945, dn_loss_cls: 0.0077, dn_loss_bbox: 0.1394, dn_loss_iou: 0.2262, d0.dn_loss_cls: 0.0332, d0.dn_loss_bbox: 0.2157, d0.dn_loss_iou: 0.3161, d1.dn_loss_cls: 0.0141, d1.dn_loss_bbox: 0.1564, d1.dn_loss_iou: 0.2494, d2.dn_loss_cls: 0.0100, d2.dn_loss_bbox: 0.1430, d2.dn_loss_iou: 0.2314, d3.dn_loss_cls: 0.0085, d3.dn_loss_bbox: 0.1403, d3.dn_loss_iou: 0.2278, d4.dn_loss_cls: 0.0079, d4.dn_loss_bbox: 0.1393, d4.dn_loss_iou: 0.2261, loss: 6.3844 2024-05-22 00:03:56,028 - mmdet - INFO - Epoch [36][300/3665] lr: 2.000e-06, eta: 1:22:50, time: 1.446, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1577, interm_loss_bbox: 0.1255, interm_loss_iou: 0.3212, loss_cls: 0.1306, loss_bbox: 0.1157, loss_iou: 0.3045, d0.loss_cls: 0.1650, d0.loss_bbox: 0.1180, d0.loss_iou: 0.3088, d1.loss_cls: 0.1408, d1.loss_bbox: 0.1183, d1.loss_iou: 0.3088, d2.loss_cls: 0.1349, d2.loss_bbox: 0.1167, d2.loss_iou: 0.3061, d3.loss_cls: 0.1327, d3.loss_bbox: 0.1157, d3.loss_iou: 0.3049, d4.loss_cls: 0.1315, d4.loss_bbox: 0.1155, d4.loss_iou: 0.3042, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1394, dn_loss_iou: 0.2309, d0.dn_loss_cls: 0.0344, d0.dn_loss_bbox: 0.2124, d0.dn_loss_iou: 0.3194, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1557, d1.dn_loss_iou: 0.2542, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1427, d2.dn_loss_iou: 0.2360, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1402, d3.dn_loss_iou: 0.2323, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1393, d4.dn_loss_iou: 0.2308, loss: 6.4969 2024-05-22 00:05:08,022 - mmdet - INFO - Epoch [36][350/3665] lr: 2.000e-06, eta: 1:21:36, time: 1.440, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1566, interm_loss_bbox: 0.1270, interm_loss_iou: 0.3132, loss_cls: 0.1292, loss_bbox: 0.1162, loss_iou: 0.2948, d0.loss_cls: 0.1653, d0.loss_bbox: 0.1184, d0.loss_iou: 0.2986, d1.loss_cls: 0.1395, d1.loss_bbox: 0.1186, d1.loss_iou: 0.2994, d2.loss_cls: 0.1336, d2.loss_bbox: 0.1168, d2.loss_iou: 0.2965, d3.loss_cls: 0.1311, d3.loss_bbox: 0.1163, d3.loss_iou: 0.2956, d4.loss_cls: 0.1297, d4.loss_bbox: 0.1161, d4.loss_iou: 0.2951, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1387, dn_loss_iou: 0.2250, d0.dn_loss_cls: 0.0345, d0.dn_loss_bbox: 0.2196, d0.dn_loss_iou: 0.3178, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1571, d1.dn_loss_iou: 0.2502, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1425, d2.dn_loss_iou: 0.2305, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1397, d3.dn_loss_iou: 0.2267, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1386, d4.dn_loss_iou: 0.2249, loss: 6.4062 2024-05-22 00:06:20,357 - mmdet - INFO - Epoch [36][400/3665] lr: 2.000e-06, eta: 1:20:22, time: 1.447, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1579, interm_loss_bbox: 0.1284, interm_loss_iou: 0.3177, loss_cls: 0.1307, loss_bbox: 0.1173, loss_iou: 0.3012, d0.loss_cls: 0.1657, d0.loss_bbox: 0.1199, d0.loss_iou: 0.3045, d1.loss_cls: 0.1408, d1.loss_bbox: 0.1198, d1.loss_iou: 0.3045, d2.loss_cls: 0.1357, d2.loss_bbox: 0.1174, d2.loss_iou: 0.3023, d3.loss_cls: 0.1335, d3.loss_bbox: 0.1170, d3.loss_iou: 0.3011, d4.loss_cls: 0.1314, d4.loss_bbox: 0.1175, d4.loss_iou: 0.3011, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1435, dn_loss_iou: 0.2299, d0.dn_loss_cls: 0.0339, d0.dn_loss_bbox: 0.2232, d0.dn_loss_iou: 0.3194, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1629, d1.dn_loss_iou: 0.2540, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1476, d2.dn_loss_iou: 0.2349, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1444, d3.dn_loss_iou: 0.2314, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1435, d4.dn_loss_iou: 0.2298, loss: 6.5142 2024-05-22 00:07:31,419 - mmdet - INFO - Epoch [36][450/3665] lr: 2.000e-06, eta: 1:19:08, time: 1.421, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1507, interm_loss_bbox: 0.1282, interm_loss_iou: 0.3069, loss_cls: 0.1224, loss_bbox: 0.1171, loss_iou: 0.2895, d0.loss_cls: 0.1581, d0.loss_bbox: 0.1198, d0.loss_iou: 0.2933, d1.loss_cls: 0.1333, d1.loss_bbox: 0.1196, d1.loss_iou: 0.2929, d2.loss_cls: 0.1275, d2.loss_bbox: 0.1183, d2.loss_iou: 0.2904, d3.loss_cls: 0.1251, d3.loss_bbox: 0.1173, d3.loss_iou: 0.2894, d4.loss_cls: 0.1229, d4.loss_bbox: 0.1173, d4.loss_iou: 0.2895, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1386, dn_loss_iou: 0.2258, d0.dn_loss_cls: 0.0348, d0.dn_loss_bbox: 0.2176, d0.dn_loss_iou: 0.3153, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1567, d1.dn_loss_iou: 0.2492, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1425, d2.dn_loss_iou: 0.2309, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1396, d3.dn_loss_iou: 0.2274, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1385, d4.dn_loss_iou: 0.2258, loss: 6.3256 2024-05-22 00:08:44,072 - mmdet - INFO - Epoch [36][500/3665] lr: 2.000e-06, eta: 1:17:55, time: 1.453, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1511, interm_loss_bbox: 0.1290, interm_loss_iou: 0.3106, loss_cls: 0.1228, loss_bbox: 0.1185, loss_iou: 0.2920, d0.loss_cls: 0.1575, d0.loss_bbox: 0.1208, d0.loss_iou: 0.2973, d1.loss_cls: 0.1327, d1.loss_bbox: 0.1212, d1.loss_iou: 0.2973, d2.loss_cls: 0.1277, d2.loss_bbox: 0.1186, d2.loss_iou: 0.2935, d3.loss_cls: 0.1252, d3.loss_bbox: 0.1184, d3.loss_iou: 0.2924, d4.loss_cls: 0.1234, d4.loss_bbox: 0.1184, d4.loss_iou: 0.2922, dn_loss_cls: 0.0072, dn_loss_bbox: 0.1391, dn_loss_iou: 0.2269, d0.dn_loss_cls: 0.0326, d0.dn_loss_bbox: 0.2137, d0.dn_loss_iou: 0.3161, d1.dn_loss_cls: 0.0137, d1.dn_loss_bbox: 0.1567, d1.dn_loss_iou: 0.2502, d2.dn_loss_cls: 0.0098, d2.dn_loss_bbox: 0.1428, d2.dn_loss_iou: 0.2319, d3.dn_loss_cls: 0.0081, d3.dn_loss_bbox: 0.1400, d3.dn_loss_iou: 0.2286, d4.dn_loss_cls: 0.0075, d4.dn_loss_bbox: 0.1390, d4.dn_loss_iou: 0.2268, loss: 6.3513 2024-05-22 00:09:56,523 - mmdet - INFO - Epoch [36][550/3665] lr: 2.000e-06, eta: 1:16:41, time: 1.449, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1542, interm_loss_bbox: 0.1284, interm_loss_iou: 0.3150, loss_cls: 0.1265, loss_bbox: 0.1170, loss_iou: 0.2959, d0.loss_cls: 0.1627, d0.loss_bbox: 0.1202, d0.loss_iou: 0.3009, d1.loss_cls: 0.1369, d1.loss_bbox: 0.1201, d1.loss_iou: 0.3006, d2.loss_cls: 0.1311, d2.loss_bbox: 0.1180, d2.loss_iou: 0.2972, d3.loss_cls: 0.1292, d3.loss_bbox: 0.1170, d3.loss_iou: 0.2958, d4.loss_cls: 0.1273, d4.loss_bbox: 0.1168, d4.loss_iou: 0.2958, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1350, dn_loss_iou: 0.2276, d0.dn_loss_cls: 0.0336, d0.dn_loss_bbox: 0.2119, d0.dn_loss_iou: 0.3184, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1528, d1.dn_loss_iou: 0.2517, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1392, d2.dn_loss_iou: 0.2329, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1363, d3.dn_loss_iou: 0.2293, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1349, d4.dn_loss_iou: 0.2274, loss: 6.3879 2024-05-22 00:11:11,458 - mmdet - INFO - Epoch [36][600/3665] lr: 2.000e-06, eta: 1:15:27, time: 1.499, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1518, interm_loss_bbox: 0.1258, interm_loss_iou: 0.3128, loss_cls: 0.1227, loss_bbox: 0.1161, loss_iou: 0.2965, d0.loss_cls: 0.1582, d0.loss_bbox: 0.1192, d0.loss_iou: 0.3004, d1.loss_cls: 0.1330, d1.loss_bbox: 0.1187, d1.loss_iou: 0.2994, d2.loss_cls: 0.1277, d2.loss_bbox: 0.1165, d2.loss_iou: 0.2974, d3.loss_cls: 0.1249, d3.loss_bbox: 0.1161, d3.loss_iou: 0.2969, d4.loss_cls: 0.1237, d4.loss_bbox: 0.1158, d4.loss_iou: 0.2964, dn_loss_cls: 0.0086, dn_loss_bbox: 0.1417, dn_loss_iou: 0.2261, d0.dn_loss_cls: 0.0349, d0.dn_loss_bbox: 0.2175, d0.dn_loss_iou: 0.3145, d1.dn_loss_cls: 0.0156, d1.dn_loss_bbox: 0.1585, d1.dn_loss_iou: 0.2488, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1450, d2.dn_loss_iou: 0.2309, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1422, d3.dn_loss_iou: 0.2275, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1416, d4.dn_loss_iou: 0.2260, loss: 6.3790 2024-05-22 00:12:25,161 - mmdet - INFO - Epoch [36][650/3665] lr: 2.000e-06, eta: 1:14:13, time: 1.474, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1528, interm_loss_bbox: 0.1257, interm_loss_iou: 0.3105, loss_cls: 0.1260, loss_bbox: 0.1151, loss_iou: 0.2936, d0.loss_cls: 0.1597, d0.loss_bbox: 0.1181, d0.loss_iou: 0.2971, d1.loss_cls: 0.1351, d1.loss_bbox: 0.1179, d1.loss_iou: 0.2971, d2.loss_cls: 0.1304, d2.loss_bbox: 0.1159, d2.loss_iou: 0.2947, d3.loss_cls: 0.1283, d3.loss_bbox: 0.1149, d3.loss_iou: 0.2933, d4.loss_cls: 0.1264, d4.loss_bbox: 0.1151, d4.loss_iou: 0.2937, dn_loss_cls: 0.0076, dn_loss_bbox: 0.1360, dn_loss_iou: 0.2267, d0.dn_loss_cls: 0.0334, d0.dn_loss_bbox: 0.2122, d0.dn_loss_iou: 0.3175, d1.dn_loss_cls: 0.0143, d1.dn_loss_bbox: 0.1523, d1.dn_loss_iou: 0.2491, d2.dn_loss_cls: 0.0101, d2.dn_loss_bbox: 0.1391, d2.dn_loss_iou: 0.2313, d3.dn_loss_cls: 0.0085, d3.dn_loss_bbox: 0.1368, d3.dn_loss_iou: 0.2281, d4.dn_loss_cls: 0.0079, d4.dn_loss_bbox: 0.1360, d4.dn_loss_iou: 0.2266, loss: 6.3350 2024-05-22 00:13:40,871 - mmdet - INFO - Epoch [36][700/3665] lr: 2.000e-06, eta: 1:12:59, time: 1.514, data_time: 0.014, memory: 41053, interm_loss_cls: 0.1555, interm_loss_bbox: 0.1273, interm_loss_iou: 0.3143, loss_cls: 0.1275, loss_bbox: 0.1154, loss_iou: 0.2953, d0.loss_cls: 0.1626, d0.loss_bbox: 0.1198, d0.loss_iou: 0.3002, d1.loss_cls: 0.1374, d1.loss_bbox: 0.1194, d1.loss_iou: 0.3005, d2.loss_cls: 0.1319, d2.loss_bbox: 0.1173, d2.loss_iou: 0.2972, d3.loss_cls: 0.1300, d3.loss_bbox: 0.1157, d3.loss_iou: 0.2954, d4.loss_cls: 0.1285, d4.loss_bbox: 0.1150, d4.loss_iou: 0.2947, dn_loss_cls: 0.0076, dn_loss_bbox: 0.1398, dn_loss_iou: 0.2245, d0.dn_loss_cls: 0.0339, d0.dn_loss_bbox: 0.2199, d0.dn_loss_iou: 0.3140, d1.dn_loss_cls: 0.0144, d1.dn_loss_bbox: 0.1587, d1.dn_loss_iou: 0.2488, d2.dn_loss_cls: 0.0101, d2.dn_loss_bbox: 0.1435, d2.dn_loss_iou: 0.2299, d3.dn_loss_cls: 0.0084, d3.dn_loss_bbox: 0.1408, d3.dn_loss_iou: 0.2262, d4.dn_loss_cls: 0.0078, d4.dn_loss_bbox: 0.1397, d4.dn_loss_iou: 0.2244, loss: 6.3936 2024-05-22 00:14:52,760 - mmdet - INFO - Epoch [36][750/3665] lr: 2.000e-06, eta: 1:11:45, time: 1.438, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1535, interm_loss_bbox: 0.1244, interm_loss_iou: 0.3164, loss_cls: 0.1277, loss_bbox: 0.1142, loss_iou: 0.2995, d0.loss_cls: 0.1608, d0.loss_bbox: 0.1167, d0.loss_iou: 0.3038, d1.loss_cls: 0.1364, d1.loss_bbox: 0.1168, d1.loss_iou: 0.3038, d2.loss_cls: 0.1313, d2.loss_bbox: 0.1148, d2.loss_iou: 0.3005, d3.loss_cls: 0.1290, d3.loss_bbox: 0.1144, d3.loss_iou: 0.3002, d4.loss_cls: 0.1280, d4.loss_bbox: 0.1142, d4.loss_iou: 0.3001, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1329, dn_loss_iou: 0.2287, d0.dn_loss_cls: 0.0335, d0.dn_loss_bbox: 0.2088, d0.dn_loss_iou: 0.3206, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1516, d1.dn_loss_iou: 0.2534, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1368, d2.dn_loss_iou: 0.2340, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1339, d3.dn_loss_iou: 0.2305, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1328, d4.dn_loss_iou: 0.2287, loss: 6.3844 2024-05-22 00:16:04,591 - mmdet - INFO - Epoch [36][800/3665] lr: 2.000e-06, eta: 1:10:31, time: 1.437, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1559, interm_loss_bbox: 0.1281, interm_loss_iou: 0.3211, loss_cls: 0.1268, loss_bbox: 0.1166, loss_iou: 0.3031, d0.loss_cls: 0.1634, d0.loss_bbox: 0.1196, d0.loss_iou: 0.3065, d1.loss_cls: 0.1374, d1.loss_bbox: 0.1193, d1.loss_iou: 0.3074, d2.loss_cls: 0.1319, d2.loss_bbox: 0.1171, d2.loss_iou: 0.3041, d3.loss_cls: 0.1290, d3.loss_bbox: 0.1170, d3.loss_iou: 0.3037, d4.loss_cls: 0.1278, d4.loss_bbox: 0.1163, d4.loss_iou: 0.3029, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1428, dn_loss_iou: 0.2307, d0.dn_loss_cls: 0.0340, d0.dn_loss_bbox: 0.2211, d0.dn_loss_iou: 0.3222, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1591, d1.dn_loss_iou: 0.2541, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1457, d2.dn_loss_iou: 0.2354, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1436, d3.dn_loss_iou: 0.2323, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1427, d4.dn_loss_iou: 0.2307, loss: 6.5008 2024-05-22 00:17:16,283 - mmdet - INFO - Epoch [36][850/3665] lr: 2.000e-06, eta: 1:09:17, time: 1.434, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1524, interm_loss_bbox: 0.1258, interm_loss_iou: 0.3115, loss_cls: 0.1250, loss_bbox: 0.1167, loss_iou: 0.2965, d0.loss_cls: 0.1592, d0.loss_bbox: 0.1189, d0.loss_iou: 0.2987, d1.loss_cls: 0.1346, d1.loss_bbox: 0.1191, d1.loss_iou: 0.2992, d2.loss_cls: 0.1291, d2.loss_bbox: 0.1171, d2.loss_iou: 0.2974, d3.loss_cls: 0.1276, d3.loss_bbox: 0.1167, d3.loss_iou: 0.2963, d4.loss_cls: 0.1258, d4.loss_bbox: 0.1168, d4.loss_iou: 0.2965, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1394, dn_loss_iou: 0.2297, d0.dn_loss_cls: 0.0341, d0.dn_loss_bbox: 0.2143, d0.dn_loss_iou: 0.3188, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1570, d1.dn_loss_iou: 0.2532, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1426, d2.dn_loss_iou: 0.2344, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1401, d3.dn_loss_iou: 0.2311, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1393, d4.dn_loss_iou: 0.2295, loss: 6.3954 2024-05-22 00:18:27,959 - mmdet - INFO - Epoch [36][900/3665] lr: 2.000e-06, eta: 1:08:04, time: 1.434, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1515, interm_loss_bbox: 0.1270, interm_loss_iou: 0.3190, loss_cls: 0.1245, loss_bbox: 0.1166, loss_iou: 0.3021, d0.loss_cls: 0.1584, d0.loss_bbox: 0.1190, d0.loss_iou: 0.3051, d1.loss_cls: 0.1333, d1.loss_bbox: 0.1194, d1.loss_iou: 0.3063, d2.loss_cls: 0.1282, d2.loss_bbox: 0.1182, d2.loss_iou: 0.3036, d3.loss_cls: 0.1269, d3.loss_bbox: 0.1166, d3.loss_iou: 0.3023, d4.loss_cls: 0.1247, d4.loss_bbox: 0.1168, d4.loss_iou: 0.3027, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1390, dn_loss_iou: 0.2317, d0.dn_loss_cls: 0.0339, d0.dn_loss_bbox: 0.2147, d0.dn_loss_iou: 0.3220, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1559, d1.dn_loss_iou: 0.2551, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1423, d2.dn_loss_iou: 0.2366, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1396, d3.dn_loss_iou: 0.2330, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1389, d4.dn_loss_iou: 0.2315, loss: 6.4471 2024-05-22 00:19:42,478 - mmdet - INFO - Epoch [36][950/3665] lr: 2.000e-06, eta: 1:06:50, time: 1.490, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1522, interm_loss_bbox: 0.1280, interm_loss_iou: 0.3104, loss_cls: 0.1276, loss_bbox: 0.1153, loss_iou: 0.2897, d0.loss_cls: 0.1613, d0.loss_bbox: 0.1189, d0.loss_iou: 0.2944, d1.loss_cls: 0.1369, d1.loss_bbox: 0.1182, d1.loss_iou: 0.2938, d2.loss_cls: 0.1317, d2.loss_bbox: 0.1161, d2.loss_iou: 0.2907, d3.loss_cls: 0.1292, d3.loss_bbox: 0.1154, d3.loss_iou: 0.2902, d4.loss_cls: 0.1276, d4.loss_bbox: 0.1155, d4.loss_iou: 0.2901, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1415, dn_loss_iou: 0.2292, d0.dn_loss_cls: 0.0337, d0.dn_loss_bbox: 0.2220, d0.dn_loss_iou: 0.3210, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1595, d1.dn_loss_iou: 0.2530, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1452, d2.dn_loss_iou: 0.2343, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1423, d3.dn_loss_iou: 0.2307, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1414, d4.dn_loss_iou: 0.2291, loss: 6.3884 2024-05-22 00:20:54,375 - mmdet - INFO - Epoch [36][1000/3665] lr: 2.000e-06, eta: 1:05:36, time: 1.438, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1591, interm_loss_bbox: 0.1245, interm_loss_iou: 0.3289, loss_cls: 0.1318, loss_bbox: 0.1140, loss_iou: 0.3099, d0.loss_cls: 0.1671, d0.loss_bbox: 0.1169, d0.loss_iou: 0.3140, d1.loss_cls: 0.1419, d1.loss_bbox: 0.1164, d1.loss_iou: 0.3138, d2.loss_cls: 0.1361, d2.loss_bbox: 0.1149, d2.loss_iou: 0.3114, d3.loss_cls: 0.1339, d3.loss_bbox: 0.1142, d3.loss_iou: 0.3104, d4.loss_cls: 0.1319, d4.loss_bbox: 0.1145, d4.loss_iou: 0.3105, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1381, dn_loss_iou: 0.2343, d0.dn_loss_cls: 0.0343, d0.dn_loss_bbox: 0.2157, d0.dn_loss_iou: 0.3258, d1.dn_loss_cls: 0.0151, d1.dn_loss_bbox: 0.1562, d1.dn_loss_iou: 0.2586, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1415, d2.dn_loss_iou: 0.2392, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1389, d3.dn_loss_iou: 0.2358, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1379, d4.dn_loss_iou: 0.2342, loss: 6.5582 2024-05-22 00:22:06,194 - mmdet - INFO - Epoch [36][1050/3665] lr: 2.000e-06, eta: 1:04:22, time: 1.436, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1533, interm_loss_bbox: 0.1266, interm_loss_iou: 0.3162, loss_cls: 0.1258, loss_bbox: 0.1160, loss_iou: 0.2983, d0.loss_cls: 0.1605, d0.loss_bbox: 0.1186, d0.loss_iou: 0.3017, d1.loss_cls: 0.1365, d1.loss_bbox: 0.1187, d1.loss_iou: 0.3022, d2.loss_cls: 0.1302, d2.loss_bbox: 0.1173, d2.loss_iou: 0.3000, d3.loss_cls: 0.1275, d3.loss_bbox: 0.1166, d3.loss_iou: 0.2993, d4.loss_cls: 0.1265, d4.loss_bbox: 0.1159, d4.loss_iou: 0.2984, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1383, dn_loss_iou: 0.2317, d0.dn_loss_cls: 0.0338, d0.dn_loss_bbox: 0.2163, d0.dn_loss_iou: 0.3227, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1566, d1.dn_loss_iou: 0.2557, d2.dn_loss_cls: 0.0110, d2.dn_loss_bbox: 0.1424, d2.dn_loss_iou: 0.2371, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1393, d3.dn_loss_iou: 0.2334, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1382, d4.dn_loss_iou: 0.2317, loss: 6.4354 2024-05-22 00:23:17,620 - mmdet - INFO - Epoch [36][1100/3665] lr: 2.000e-06, eta: 1:03:08, time: 1.429, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1524, interm_loss_bbox: 0.1289, interm_loss_iou: 0.3131, loss_cls: 0.1254, loss_bbox: 0.1185, loss_iou: 0.2942, d0.loss_cls: 0.1601, d0.loss_bbox: 0.1220, d0.loss_iou: 0.3007, d1.loss_cls: 0.1348, d1.loss_bbox: 0.1218, d1.loss_iou: 0.2995, d2.loss_cls: 0.1293, d2.loss_bbox: 0.1194, d2.loss_iou: 0.2959, d3.loss_cls: 0.1273, d3.loss_bbox: 0.1189, d3.loss_iou: 0.2943, d4.loss_cls: 0.1253, d4.loss_bbox: 0.1189, d4.loss_iou: 0.2946, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1389, dn_loss_iou: 0.2300, d0.dn_loss_cls: 0.0344, d0.dn_loss_bbox: 0.2164, d0.dn_loss_iou: 0.3226, d1.dn_loss_cls: 0.0150, d1.dn_loss_bbox: 0.1568, d1.dn_loss_iou: 0.2545, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1425, d2.dn_loss_iou: 0.2353, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1397, d3.dn_loss_iou: 0.2318, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1388, d4.dn_loss_iou: 0.2300, loss: 6.4184 2024-05-22 00:24:29,248 - mmdet - INFO - Epoch [36][1150/3665] lr: 2.000e-06, eta: 1:01:54, time: 1.433, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1521, interm_loss_bbox: 0.1267, interm_loss_iou: 0.3136, loss_cls: 0.1246, loss_bbox: 0.1150, loss_iou: 0.2951, d0.loss_cls: 0.1595, d0.loss_bbox: 0.1182, d0.loss_iou: 0.2998, d1.loss_cls: 0.1360, d1.loss_bbox: 0.1160, d1.loss_iou: 0.2982, d2.loss_cls: 0.1296, d2.loss_bbox: 0.1153, d2.loss_iou: 0.2963, d3.loss_cls: 0.1268, d3.loss_bbox: 0.1152, d3.loss_iou: 0.2955, d4.loss_cls: 0.1256, d4.loss_bbox: 0.1147, d4.loss_iou: 0.2945, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1385, dn_loss_iou: 0.2291, d0.dn_loss_cls: 0.0340, d0.dn_loss_bbox: 0.2182, d0.dn_loss_iou: 0.3218, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1576, d1.dn_loss_iou: 0.2543, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1424, d2.dn_loss_iou: 0.2344, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1395, d3.dn_loss_iou: 0.2307, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1384, d4.dn_loss_iou: 0.2290, loss: 6.3867 2024-05-22 00:25:46,243 - mmdet - INFO - Epoch [36][1200/3665] lr: 2.000e-06, eta: 1:00:40, time: 1.540, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1556, interm_loss_bbox: 0.1249, interm_loss_iou: 0.3202, loss_cls: 0.1283, loss_bbox: 0.1144, loss_iou: 0.3033, d0.loss_cls: 0.1625, d0.loss_bbox: 0.1168, d0.loss_iou: 0.3074, d1.loss_cls: 0.1382, d1.loss_bbox: 0.1175, d1.loss_iou: 0.3075, d2.loss_cls: 0.1333, d2.loss_bbox: 0.1154, d2.loss_iou: 0.3046, d3.loss_cls: 0.1307, d3.loss_bbox: 0.1147, d3.loss_iou: 0.3040, d4.loss_cls: 0.1290, d4.loss_bbox: 0.1142, d4.loss_iou: 0.3035, dn_loss_cls: 0.0076, dn_loss_bbox: 0.1335, dn_loss_iou: 0.2323, d0.dn_loss_cls: 0.0338, d0.dn_loss_bbox: 0.2070, d0.dn_loss_iou: 0.3222, d1.dn_loss_cls: 0.0144, d1.dn_loss_bbox: 0.1505, d1.dn_loss_iou: 0.2563, d2.dn_loss_cls: 0.0100, d2.dn_loss_bbox: 0.1370, d2.dn_loss_iou: 0.2373, d3.dn_loss_cls: 0.0084, d3.dn_loss_bbox: 0.1344, d3.dn_loss_iou: 0.2339, d4.dn_loss_cls: 0.0078, d4.dn_loss_bbox: 0.1334, d4.dn_loss_iou: 0.2323, loss: 6.4378 2024-05-22 00:27:02,028 - mmdet - INFO - Epoch [36][1250/3665] lr: 2.000e-06, eta: 0:59:27, time: 1.516, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1562, interm_loss_bbox: 0.1293, interm_loss_iou: 0.3083, loss_cls: 0.1273, loss_bbox: 0.1187, loss_iou: 0.2920, d0.loss_cls: 0.1618, d0.loss_bbox: 0.1224, d0.loss_iou: 0.2962, d1.loss_cls: 0.1369, d1.loss_bbox: 0.1219, d1.loss_iou: 0.2967, d2.loss_cls: 0.1315, d2.loss_bbox: 0.1200, d2.loss_iou: 0.2933, d3.loss_cls: 0.1288, d3.loss_bbox: 0.1192, d3.loss_iou: 0.2923, d4.loss_cls: 0.1277, d4.loss_bbox: 0.1186, d4.loss_iou: 0.2920, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1364, dn_loss_iou: 0.2242, d0.dn_loss_cls: 0.0339, d0.dn_loss_bbox: 0.2140, d0.dn_loss_iou: 0.3143, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1544, d1.dn_loss_iou: 0.2484, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1397, d2.dn_loss_iou: 0.2293, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1372, d3.dn_loss_iou: 0.2259, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1363, d4.dn_loss_iou: 0.2242, loss: 6.3587 2024-05-22 00:28:14,210 - mmdet - INFO - Epoch [36][1300/3665] lr: 2.000e-06, eta: 0:58:13, time: 1.444, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1576, interm_loss_bbox: 0.1276, interm_loss_iou: 0.3164, loss_cls: 0.1301, loss_bbox: 0.1162, loss_iou: 0.2981, d0.loss_cls: 0.1648, d0.loss_bbox: 0.1205, d0.loss_iou: 0.3039, d1.loss_cls: 0.1404, d1.loss_bbox: 0.1190, d1.loss_iou: 0.3027, d2.loss_cls: 0.1347, d2.loss_bbox: 0.1172, d2.loss_iou: 0.2993, d3.loss_cls: 0.1320, d3.loss_bbox: 0.1167, d3.loss_iou: 0.2989, d4.loss_cls: 0.1308, d4.loss_bbox: 0.1160, d4.loss_iou: 0.2978, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1427, dn_loss_iou: 0.2290, d0.dn_loss_cls: 0.0341, d0.dn_loss_bbox: 0.2252, d0.dn_loss_iou: 0.3221, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1634, d1.dn_loss_iou: 0.2539, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1473, d2.dn_loss_iou: 0.2347, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1439, d3.dn_loss_iou: 0.2309, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1425, d4.dn_loss_iou: 0.2289, loss: 6.4895 2024-05-22 00:29:25,744 - mmdet - INFO - Epoch [36][1350/3665] lr: 2.000e-06, eta: 0:56:59, time: 1.431, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1541, interm_loss_bbox: 0.1269, interm_loss_iou: 0.3088, loss_cls: 0.1255, loss_bbox: 0.1160, loss_iou: 0.2931, d0.loss_cls: 0.1610, d0.loss_bbox: 0.1185, d0.loss_iou: 0.2960, d1.loss_cls: 0.1352, d1.loss_bbox: 0.1183, d1.loss_iou: 0.2968, d2.loss_cls: 0.1302, d2.loss_bbox: 0.1164, d2.loss_iou: 0.2934, d3.loss_cls: 0.1279, d3.loss_bbox: 0.1161, d3.loss_iou: 0.2929, d4.loss_cls: 0.1264, d4.loss_bbox: 0.1157, d4.loss_iou: 0.2925, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1398, dn_loss_iou: 0.2255, d0.dn_loss_cls: 0.0333, d0.dn_loss_bbox: 0.2163, d0.dn_loss_iou: 0.3141, d1.dn_loss_cls: 0.0145, d1.dn_loss_bbox: 0.1566, d1.dn_loss_iou: 0.2480, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1435, d2.dn_loss_iou: 0.2304, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1407, d3.dn_loss_iou: 0.2271, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1397, d4.dn_loss_iou: 0.2254, loss: 6.3523 2024-05-22 00:30:41,991 - mmdet - INFO - Epoch [36][1400/3665] lr: 2.000e-06, eta: 0:55:45, time: 1.525, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1563, interm_loss_bbox: 0.1240, interm_loss_iou: 0.3171, loss_cls: 0.1282, loss_bbox: 0.1142, loss_iou: 0.3006, d0.loss_cls: 0.1639, d0.loss_bbox: 0.1174, d0.loss_iou: 0.3040, d1.loss_cls: 0.1384, d1.loss_bbox: 0.1170, d1.loss_iou: 0.3047, d2.loss_cls: 0.1331, d2.loss_bbox: 0.1152, d2.loss_iou: 0.3017, d3.loss_cls: 0.1306, d3.loss_bbox: 0.1146, d3.loss_iou: 0.3012, d4.loss_cls: 0.1285, d4.loss_bbox: 0.1142, d4.loss_iou: 0.3008, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1376, dn_loss_iou: 0.2293, d0.dn_loss_cls: 0.0342, d0.dn_loss_bbox: 0.2165, d0.dn_loss_iou: 0.3217, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1559, d1.dn_loss_iou: 0.2539, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1416, d2.dn_loss_iou: 0.2345, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1388, d3.dn_loss_iou: 0.2310, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1375, d4.dn_loss_iou: 0.2292, loss: 6.4374 2024-05-22 00:31:55,688 - mmdet - INFO - Epoch [36][1450/3665] lr: 2.000e-06, eta: 0:54:31, time: 1.474, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1522, interm_loss_bbox: 0.1265, interm_loss_iou: 0.3158, loss_cls: 0.1258, loss_bbox: 0.1169, loss_iou: 0.3014, d0.loss_cls: 0.1607, d0.loss_bbox: 0.1193, d0.loss_iou: 0.3033, d1.loss_cls: 0.1359, d1.loss_bbox: 0.1196, d1.loss_iou: 0.3037, d2.loss_cls: 0.1302, d2.loss_bbox: 0.1180, d2.loss_iou: 0.3023, d3.loss_cls: 0.1280, d3.loss_bbox: 0.1170, d3.loss_iou: 0.3016, d4.loss_cls: 0.1266, d4.loss_bbox: 0.1171, d4.loss_iou: 0.3014, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1443, dn_loss_iou: 0.2331, d0.dn_loss_cls: 0.0343, d0.dn_loss_bbox: 0.2213, d0.dn_loss_iou: 0.3244, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1623, d1.dn_loss_iou: 0.2571, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1479, d2.dn_loss_iou: 0.2382, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1452, d3.dn_loss_iou: 0.2346, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1442, d4.dn_loss_iou: 0.2329, loss: 6.4932 2024-05-22 00:33:09,366 - mmdet - INFO - Epoch [36][1500/3665] lr: 2.000e-06, eta: 0:53:17, time: 1.473, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1551, interm_loss_bbox: 0.1269, interm_loss_iou: 0.3140, loss_cls: 0.1280, loss_bbox: 0.1163, loss_iou: 0.2977, d0.loss_cls: 0.1622, d0.loss_bbox: 0.1199, d0.loss_iou: 0.3019, d1.loss_cls: 0.1368, d1.loss_bbox: 0.1201, d1.loss_iou: 0.3017, d2.loss_cls: 0.1319, d2.loss_bbox: 0.1172, d2.loss_iou: 0.2989, d3.loss_cls: 0.1303, d3.loss_bbox: 0.1162, d3.loss_iou: 0.2974, d4.loss_cls: 0.1283, d4.loss_bbox: 0.1165, d4.loss_iou: 0.2978, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1386, dn_loss_iou: 0.2288, d0.dn_loss_cls: 0.0336, d0.dn_loss_bbox: 0.2147, d0.dn_loss_iou: 0.3178, d1.dn_loss_cls: 0.0144, d1.dn_loss_bbox: 0.1562, d1.dn_loss_iou: 0.2523, d2.dn_loss_cls: 0.0103, d2.dn_loss_bbox: 0.1420, d2.dn_loss_iou: 0.2334, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1394, d3.dn_loss_iou: 0.2302, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1386, d4.dn_loss_iou: 0.2287, loss: 6.4187 2024-05-22 00:34:22,956 - mmdet - INFO - Epoch [36][1550/3665] lr: 2.000e-06, eta: 0:52:03, time: 1.472, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1569, interm_loss_bbox: 0.1249, interm_loss_iou: 0.3140, loss_cls: 0.1274, loss_bbox: 0.1164, loss_iou: 0.2992, d0.loss_cls: 0.1627, d0.loss_bbox: 0.1180, d0.loss_iou: 0.3022, d1.loss_cls: 0.1375, d1.loss_bbox: 0.1183, d1.loss_iou: 0.3029, d2.loss_cls: 0.1323, d2.loss_bbox: 0.1170, d2.loss_iou: 0.2998, d3.loss_cls: 0.1301, d3.loss_bbox: 0.1166, d3.loss_iou: 0.2990, d4.loss_cls: 0.1286, d4.loss_bbox: 0.1160, d4.loss_iou: 0.2985, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1388, dn_loss_iou: 0.2324, d0.dn_loss_cls: 0.0349, d0.dn_loss_bbox: 0.2164, d0.dn_loss_iou: 0.3236, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1565, d1.dn_loss_iou: 0.2558, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1425, d2.dn_loss_iou: 0.2373, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1396, d3.dn_loss_iou: 0.2340, d4.dn_loss_cls: 0.0088, d4.dn_loss_bbox: 0.1387, d4.dn_loss_iou: 0.2322, loss: 6.4549 2024-05-22 00:35:34,769 - mmdet - INFO - Epoch [36][1600/3665] lr: 2.000e-06, eta: 0:50:49, time: 1.436, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1566, interm_loss_bbox: 0.1301, interm_loss_iou: 0.3151, loss_cls: 0.1280, loss_bbox: 0.1193, loss_iou: 0.2969, d0.loss_cls: 0.1639, d0.loss_bbox: 0.1228, d0.loss_iou: 0.3026, d1.loss_cls: 0.1384, d1.loss_bbox: 0.1227, d1.loss_iou: 0.3015, d2.loss_cls: 0.1327, d2.loss_bbox: 0.1207, d2.loss_iou: 0.2977, d3.loss_cls: 0.1299, d3.loss_bbox: 0.1198, d3.loss_iou: 0.2975, d4.loss_cls: 0.1285, d4.loss_bbox: 0.1195, d4.loss_iou: 0.2968, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1441, dn_loss_iou: 0.2285, d0.dn_loss_cls: 0.0349, d0.dn_loss_bbox: 0.2256, d0.dn_loss_iou: 0.3213, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1634, d1.dn_loss_iou: 0.2531, d2.dn_loss_cls: 0.0112, d2.dn_loss_bbox: 0.1480, d2.dn_loss_iou: 0.2338, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1450, d3.dn_loss_iou: 0.2301, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1439, d4.dn_loss_iou: 0.2284, loss: 6.4945 2024-05-22 00:36:48,296 - mmdet - INFO - Epoch [36][1650/3665] lr: 2.000e-06, eta: 0:49:36, time: 1.471, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1539, interm_loss_bbox: 0.1264, interm_loss_iou: 0.3181, loss_cls: 0.1266, loss_bbox: 0.1160, loss_iou: 0.3007, d0.loss_cls: 0.1604, d0.loss_bbox: 0.1196, d0.loss_iou: 0.3053, d1.loss_cls: 0.1354, d1.loss_bbox: 0.1191, d1.loss_iou: 0.3058, d2.loss_cls: 0.1307, d2.loss_bbox: 0.1173, d2.loss_iou: 0.3024, d3.loss_cls: 0.1288, d3.loss_bbox: 0.1158, d3.loss_iou: 0.3005, d4.loss_cls: 0.1278, d4.loss_bbox: 0.1156, d4.loss_iou: 0.2998, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1381, dn_loss_iou: 0.2281, d0.dn_loss_cls: 0.0347, d0.dn_loss_bbox: 0.2183, d0.dn_loss_iou: 0.3218, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1565, d1.dn_loss_iou: 0.2528, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1423, d2.dn_loss_iou: 0.2335, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1391, d3.dn_loss_iou: 0.2297, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1380, d4.dn_loss_iou: 0.2280, loss: 6.4388 2024-05-22 00:38:06,399 - mmdet - INFO - Epoch [36][1700/3665] lr: 2.000e-06, eta: 0:48:22, time: 1.562, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1480, interm_loss_bbox: 0.1264, interm_loss_iou: 0.2993, loss_cls: 0.1201, loss_bbox: 0.1159, loss_iou: 0.2822, d0.loss_cls: 0.1554, d0.loss_bbox: 0.1182, d0.loss_iou: 0.2857, d1.loss_cls: 0.1304, d1.loss_bbox: 0.1184, d1.loss_iou: 0.2859, d2.loss_cls: 0.1252, d2.loss_bbox: 0.1163, d2.loss_iou: 0.2829, d3.loss_cls: 0.1224, d3.loss_bbox: 0.1159, d3.loss_iou: 0.2823, d4.loss_cls: 0.1209, d4.loss_bbox: 0.1158, d4.loss_iou: 0.2819, dn_loss_cls: 0.0069, dn_loss_bbox: 0.1389, dn_loss_iou: 0.2163, d0.dn_loss_cls: 0.0318, d0.dn_loss_bbox: 0.2199, d0.dn_loss_iou: 0.3056, d1.dn_loss_cls: 0.0131, d1.dn_loss_bbox: 0.1571, d1.dn_loss_iou: 0.2389, d2.dn_loss_cls: 0.0092, d2.dn_loss_bbox: 0.1425, d2.dn_loss_iou: 0.2212, d3.dn_loss_cls: 0.0076, d3.dn_loss_bbox: 0.1398, d3.dn_loss_iou: 0.2179, d4.dn_loss_cls: 0.0071, d4.dn_loss_bbox: 0.1388, d4.dn_loss_iou: 0.2162, loss: 6.1781 2024-05-22 00:39:21,938 - mmdet - INFO - Epoch [36][1750/3665] lr: 2.000e-06, eta: 0:47:08, time: 1.511, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1564, interm_loss_bbox: 0.1264, interm_loss_iou: 0.3104, loss_cls: 0.1274, loss_bbox: 0.1154, loss_iou: 0.2937, d0.loss_cls: 0.1616, d0.loss_bbox: 0.1186, d0.loss_iou: 0.2977, d1.loss_cls: 0.1373, d1.loss_bbox: 0.1185, d1.loss_iou: 0.2987, d2.loss_cls: 0.1315, d2.loss_bbox: 0.1167, d2.loss_iou: 0.2954, d3.loss_cls: 0.1290, d3.loss_bbox: 0.1160, d3.loss_iou: 0.2948, d4.loss_cls: 0.1278, d4.loss_bbox: 0.1155, d4.loss_iou: 0.2938, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1393, dn_loss_iou: 0.2252, d0.dn_loss_cls: 0.0338, d0.dn_loss_bbox: 0.2166, d0.dn_loss_iou: 0.3146, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1570, d1.dn_loss_iou: 0.2487, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1428, d2.dn_loss_iou: 0.2301, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1402, d3.dn_loss_iou: 0.2267, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1392, d4.dn_loss_iou: 0.2252, loss: 6.3723 2024-05-22 00:40:43,184 - mmdet - INFO - Epoch [36][1800/3665] lr: 2.000e-06, eta: 0:45:54, time: 1.625, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1534, interm_loss_bbox: 0.1267, interm_loss_iou: 0.3059, loss_cls: 0.1257, loss_bbox: 0.1146, loss_iou: 0.2880, d0.loss_cls: 0.1601, d0.loss_bbox: 0.1196, d0.loss_iou: 0.2926, d1.loss_cls: 0.1353, d1.loss_bbox: 0.1181, d1.loss_iou: 0.2926, d2.loss_cls: 0.1303, d2.loss_bbox: 0.1158, d2.loss_iou: 0.2897, d3.loss_cls: 0.1285, d3.loss_bbox: 0.1149, d3.loss_iou: 0.2880, d4.loss_cls: 0.1268, d4.loss_bbox: 0.1145, d4.loss_iou: 0.2876, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1419, dn_loss_iou: 0.2202, d0.dn_loss_cls: 0.0330, d0.dn_loss_bbox: 0.2221, d0.dn_loss_iou: 0.3094, d1.dn_loss_cls: 0.0142, d1.dn_loss_bbox: 0.1607, d1.dn_loss_iou: 0.2436, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1456, d2.dn_loss_iou: 0.2252, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1429, d3.dn_loss_iou: 0.2217, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1417, d4.dn_loss_iou: 0.2200, loss: 6.3068 2024-05-22 00:41:55,375 - mmdet - INFO - Epoch [36][1850/3665] lr: 2.000e-06, eta: 0:44:40, time: 1.444, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1562, interm_loss_bbox: 0.1277, interm_loss_iou: 0.3171, loss_cls: 0.1271, loss_bbox: 0.1170, loss_iou: 0.2988, d0.loss_cls: 0.1624, d0.loss_bbox: 0.1209, d0.loss_iou: 0.3039, d1.loss_cls: 0.1377, d1.loss_bbox: 0.1202, d1.loss_iou: 0.3030, d2.loss_cls: 0.1316, d2.loss_bbox: 0.1190, d2.loss_iou: 0.3011, d3.loss_cls: 0.1295, d3.loss_bbox: 0.1176, d3.loss_iou: 0.2993, d4.loss_cls: 0.1279, d4.loss_bbox: 0.1170, d4.loss_iou: 0.2985, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1386, dn_loss_iou: 0.2292, d0.dn_loss_cls: 0.0338, d0.dn_loss_bbox: 0.2169, d0.dn_loss_iou: 0.3204, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1571, d1.dn_loss_iou: 0.2536, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1425, d2.dn_loss_iou: 0.2344, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1396, d3.dn_loss_iou: 0.2308, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1385, d4.dn_loss_iou: 0.2290, loss: 6.4485 2024-05-22 00:43:07,638 - mmdet - INFO - Epoch [36][1900/3665] lr: 2.000e-06, eta: 0:43:27, time: 1.445, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1536, interm_loss_bbox: 0.1289, interm_loss_iou: 0.3144, loss_cls: 0.1262, loss_bbox: 0.1172, loss_iou: 0.2964, d0.loss_cls: 0.1597, d0.loss_bbox: 0.1213, d0.loss_iou: 0.3020, d1.loss_cls: 0.1358, d1.loss_bbox: 0.1197, d1.loss_iou: 0.3014, d2.loss_cls: 0.1306, d2.loss_bbox: 0.1182, d2.loss_iou: 0.2980, d3.loss_cls: 0.1284, d3.loss_bbox: 0.1172, d3.loss_iou: 0.2968, d4.loss_cls: 0.1270, d4.loss_bbox: 0.1170, d4.loss_iou: 0.2964, dn_loss_cls: 0.0077, dn_loss_bbox: 0.1426, dn_loss_iou: 0.2245, d0.dn_loss_cls: 0.0339, d0.dn_loss_bbox: 0.2237, d0.dn_loss_iou: 0.3150, d1.dn_loss_cls: 0.0144, d1.dn_loss_bbox: 0.1616, d1.dn_loss_iou: 0.2484, d2.dn_loss_cls: 0.0100, d2.dn_loss_bbox: 0.1461, d2.dn_loss_iou: 0.2294, d3.dn_loss_cls: 0.0084, d3.dn_loss_bbox: 0.1435, d3.dn_loss_iou: 0.2260, d4.dn_loss_cls: 0.0079, d4.dn_loss_bbox: 0.1425, d4.dn_loss_iou: 0.2245, loss: 6.4156 2024-05-22 00:44:22,908 - mmdet - INFO - Epoch [36][1950/3665] lr: 2.000e-06, eta: 0:42:13, time: 1.505, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1491, interm_loss_bbox: 0.1244, interm_loss_iou: 0.3164, loss_cls: 0.1219, loss_bbox: 0.1150, loss_iou: 0.3000, d0.loss_cls: 0.1554, d0.loss_bbox: 0.1183, d0.loss_iou: 0.3046, d1.loss_cls: 0.1305, d1.loss_bbox: 0.1181, d1.loss_iou: 0.3044, d2.loss_cls: 0.1266, d2.loss_bbox: 0.1157, d2.loss_iou: 0.3006, d3.loss_cls: 0.1242, d3.loss_bbox: 0.1151, d3.loss_iou: 0.2999, d4.loss_cls: 0.1222, d4.loss_bbox: 0.1152, d4.loss_iou: 0.3002, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1363, dn_loss_iou: 0.2268, d0.dn_loss_cls: 0.0332, d0.dn_loss_bbox: 0.2115, d0.dn_loss_iou: 0.3160, d1.dn_loss_cls: 0.0142, d1.dn_loss_bbox: 0.1532, d1.dn_loss_iou: 0.2496, d2.dn_loss_cls: 0.0102, d2.dn_loss_bbox: 0.1398, d2.dn_loss_iou: 0.2316, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1371, d3.dn_loss_iou: 0.2283, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1362, d4.dn_loss_iou: 0.2267, loss: 6.3535 2024-05-22 00:45:36,753 - mmdet - INFO - Epoch [36][2000/3665] lr: 2.000e-06, eta: 0:40:59, time: 1.477, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1545, interm_loss_bbox: 0.1278, interm_loss_iou: 0.3102, loss_cls: 0.1256, loss_bbox: 0.1173, loss_iou: 0.2931, d0.loss_cls: 0.1599, d0.loss_bbox: 0.1205, d0.loss_iou: 0.2989, d1.loss_cls: 0.1352, d1.loss_bbox: 0.1209, d1.loss_iou: 0.2984, d2.loss_cls: 0.1300, d2.loss_bbox: 0.1184, d2.loss_iou: 0.2947, d3.loss_cls: 0.1278, d3.loss_bbox: 0.1174, d3.loss_iou: 0.2935, d4.loss_cls: 0.1263, d4.loss_bbox: 0.1174, d4.loss_iou: 0.2928, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1379, dn_loss_iou: 0.2220, d0.dn_loss_cls: 0.0341, d0.dn_loss_bbox: 0.2147, d0.dn_loss_iou: 0.3114, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1558, d1.dn_loss_iou: 0.2454, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1412, d2.dn_loss_iou: 0.2269, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1387, d3.dn_loss_iou: 0.2236, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1378, d4.dn_loss_iou: 0.2220, loss: 6.3429 2024-05-22 00:46:50,103 - mmdet - INFO - Epoch [36][2050/3665] lr: 2.000e-06, eta: 0:39:45, time: 1.467, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1513, interm_loss_bbox: 0.1230, interm_loss_iou: 0.3145, loss_cls: 0.1243, loss_bbox: 0.1125, loss_iou: 0.2965, d0.loss_cls: 0.1591, d0.loss_bbox: 0.1158, d0.loss_iou: 0.3016, d1.loss_cls: 0.1325, d1.loss_bbox: 0.1162, d1.loss_iou: 0.3024, d2.loss_cls: 0.1288, d2.loss_bbox: 0.1132, d2.loss_iou: 0.2979, d3.loss_cls: 0.1264, d3.loss_bbox: 0.1125, d3.loss_iou: 0.2969, d4.loss_cls: 0.1255, d4.loss_bbox: 0.1122, d4.loss_iou: 0.2959, dn_loss_cls: 0.0076, dn_loss_bbox: 0.1333, dn_loss_iou: 0.2219, d0.dn_loss_cls: 0.0333, d0.dn_loss_bbox: 0.2100, d0.dn_loss_iou: 0.3122, d1.dn_loss_cls: 0.0140, d1.dn_loss_bbox: 0.1509, d1.dn_loss_iou: 0.2459, d2.dn_loss_cls: 0.0100, d2.dn_loss_bbox: 0.1372, d2.dn_loss_iou: 0.2271, d3.dn_loss_cls: 0.0084, d3.dn_loss_bbox: 0.1341, d3.dn_loss_iou: 0.2234, d4.dn_loss_cls: 0.0078, d4.dn_loss_bbox: 0.1331, d4.dn_loss_iou: 0.2218, loss: 6.2908 2024-05-22 00:48:03,749 - mmdet - INFO - Epoch [36][2100/3665] lr: 2.000e-06, eta: 0:38:31, time: 1.473, data_time: 0.015, memory: 41053, interm_loss_cls: 0.1561, interm_loss_bbox: 0.1296, interm_loss_iou: 0.3095, loss_cls: 0.1292, loss_bbox: 0.1188, loss_iou: 0.2930, d0.loss_cls: 0.1633, d0.loss_bbox: 0.1227, d0.loss_iou: 0.2978, d1.loss_cls: 0.1376, d1.loss_bbox: 0.1220, d1.loss_iou: 0.2973, d2.loss_cls: 0.1326, d2.loss_bbox: 0.1197, d2.loss_iou: 0.2945, d3.loss_cls: 0.1306, d3.loss_bbox: 0.1189, d3.loss_iou: 0.2934, d4.loss_cls: 0.1298, d4.loss_bbox: 0.1186, d4.loss_iou: 0.2930, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1492, dn_loss_iou: 0.2317, d0.dn_loss_cls: 0.0349, d0.dn_loss_bbox: 0.2309, d0.dn_loss_iou: 0.3235, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1679, d1.dn_loss_iou: 0.2557, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1527, d2.dn_loss_iou: 0.2369, d3.dn_loss_cls: 0.0095, d3.dn_loss_bbox: 0.1500, d3.dn_loss_iou: 0.2333, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1491, d4.dn_loss_iou: 0.2317, loss: 6.5096 2024-05-22 00:49:15,735 - mmdet - INFO - Epoch [36][2150/3665] lr: 2.000e-06, eta: 0:37:17, time: 1.440, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1555, interm_loss_bbox: 0.1259, interm_loss_iou: 0.3134, loss_cls: 0.1279, loss_bbox: 0.1167, loss_iou: 0.2974, d0.loss_cls: 0.1609, d0.loss_bbox: 0.1188, d0.loss_iou: 0.3017, d1.loss_cls: 0.1369, d1.loss_bbox: 0.1188, d1.loss_iou: 0.3015, d2.loss_cls: 0.1318, d2.loss_bbox: 0.1175, d2.loss_iou: 0.2988, d3.loss_cls: 0.1305, d3.loss_bbox: 0.1166, d3.loss_iou: 0.2969, d4.loss_cls: 0.1284, d4.loss_bbox: 0.1167, d4.loss_iou: 0.2975, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1373, dn_loss_iou: 0.2288, d0.dn_loss_cls: 0.0334, d0.dn_loss_bbox: 0.2115, d0.dn_loss_iou: 0.3184, d1.dn_loss_cls: 0.0144, d1.dn_loss_bbox: 0.1542, d1.dn_loss_iou: 0.2529, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1406, d2.dn_loss_iou: 0.2338, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1381, d3.dn_loss_iou: 0.2303, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1372, d4.dn_loss_iou: 0.2287, loss: 6.4053 2024-05-22 00:50:29,956 - mmdet - INFO - Epoch [36][2200/3665] lr: 2.000e-06, eta: 0:36:03, time: 1.484, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1575, interm_loss_bbox: 0.1260, interm_loss_iou: 0.3166, loss_cls: 0.1304, loss_bbox: 0.1162, loss_iou: 0.2976, d0.loss_cls: 0.1650, d0.loss_bbox: 0.1189, d0.loss_iou: 0.3029, d1.loss_cls: 0.1390, d1.loss_bbox: 0.1194, d1.loss_iou: 0.3029, d2.loss_cls: 0.1339, d2.loss_bbox: 0.1167, d2.loss_iou: 0.2995, d3.loss_cls: 0.1325, d3.loss_bbox: 0.1160, d3.loss_iou: 0.2977, d4.loss_cls: 0.1309, d4.loss_bbox: 0.1160, d4.loss_iou: 0.2976, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1327, dn_loss_iou: 0.2316, d0.dn_loss_cls: 0.0350, d0.dn_loss_bbox: 0.2092, d0.dn_loss_iou: 0.3228, d1.dn_loss_cls: 0.0155, d1.dn_loss_bbox: 0.1503, d1.dn_loss_iou: 0.2556, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1363, d2.dn_loss_iou: 0.2367, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1335, d3.dn_loss_iou: 0.2331, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1326, d4.dn_loss_iou: 0.2315, loss: 6.4290 2024-05-22 00:51:49,380 - mmdet - INFO - Epoch [36][2250/3665] lr: 2.000e-06, eta: 0:34:50, time: 1.589, data_time: 0.021, memory: 41053, interm_loss_cls: 0.1537, interm_loss_bbox: 0.1276, interm_loss_iou: 0.3114, loss_cls: 0.1260, loss_bbox: 0.1153, loss_iou: 0.2938, d0.loss_cls: 0.1608, d0.loss_bbox: 0.1195, d0.loss_iou: 0.2986, d1.loss_cls: 0.1356, d1.loss_bbox: 0.1184, d1.loss_iou: 0.2976, d2.loss_cls: 0.1304, d2.loss_bbox: 0.1161, d2.loss_iou: 0.2951, d3.loss_cls: 0.1282, d3.loss_bbox: 0.1157, d3.loss_iou: 0.2941, d4.loss_cls: 0.1268, d4.loss_bbox: 0.1152, d4.loss_iou: 0.2938, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1407, dn_loss_iou: 0.2325, d0.dn_loss_cls: 0.0344, d0.dn_loss_bbox: 0.2180, d0.dn_loss_iou: 0.3227, d1.dn_loss_cls: 0.0152, d1.dn_loss_bbox: 0.1588, d1.dn_loss_iou: 0.2564, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1445, d2.dn_loss_iou: 0.2377, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1417, d3.dn_loss_iou: 0.2340, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1406, d4.dn_loss_iou: 0.2322, loss: 6.4204 2024-05-22 00:53:02,869 - mmdet - INFO - Epoch [36][2300/3665] lr: 2.000e-06, eta: 0:33:36, time: 1.470, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1571, interm_loss_bbox: 0.1280, interm_loss_iou: 0.3221, loss_cls: 0.1292, loss_bbox: 0.1172, loss_iou: 0.3047, d0.loss_cls: 0.1645, d0.loss_bbox: 0.1205, d0.loss_iou: 0.3083, d1.loss_cls: 0.1387, d1.loss_bbox: 0.1207, d1.loss_iou: 0.3096, d2.loss_cls: 0.1337, d2.loss_bbox: 0.1181, d2.loss_iou: 0.3061, d3.loss_cls: 0.1311, d3.loss_bbox: 0.1175, d3.loss_iou: 0.3052, d4.loss_cls: 0.1299, d4.loss_bbox: 0.1170, d4.loss_iou: 0.3044, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1386, dn_loss_iou: 0.2293, d0.dn_loss_cls: 0.0339, d0.dn_loss_bbox: 0.2118, d0.dn_loss_iou: 0.3173, d1.dn_loss_cls: 0.0149, d1.dn_loss_bbox: 0.1560, d1.dn_loss_iou: 0.2527, d2.dn_loss_cls: 0.0109, d2.dn_loss_bbox: 0.1418, d2.dn_loss_iou: 0.2343, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1395, d3.dn_loss_iou: 0.2308, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1385, d4.dn_loss_iou: 0.2292, loss: 6.4894 2024-05-22 00:54:20,046 - mmdet - INFO - Epoch [36][2350/3665] lr: 2.000e-06, eta: 0:32:22, time: 1.543, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1527, interm_loss_bbox: 0.1245, interm_loss_iou: 0.3099, loss_cls: 0.1257, loss_bbox: 0.1135, loss_iou: 0.2929, d0.loss_cls: 0.1594, d0.loss_bbox: 0.1171, d0.loss_iou: 0.2985, d1.loss_cls: 0.1355, d1.loss_bbox: 0.1163, d1.loss_iou: 0.2972, d2.loss_cls: 0.1300, d2.loss_bbox: 0.1144, d2.loss_iou: 0.2947, d3.loss_cls: 0.1278, d3.loss_bbox: 0.1133, d3.loss_iou: 0.2935, d4.loss_cls: 0.1263, d4.loss_bbox: 0.1133, d4.loss_iou: 0.2929, dn_loss_cls: 0.0076, dn_loss_bbox: 0.1362, dn_loss_iou: 0.2251, d0.dn_loss_cls: 0.0324, d0.dn_loss_bbox: 0.2124, d0.dn_loss_iou: 0.3150, d1.dn_loss_cls: 0.0138, d1.dn_loss_bbox: 0.1540, d1.dn_loss_iou: 0.2489, d2.dn_loss_cls: 0.0099, d2.dn_loss_bbox: 0.1402, d2.dn_loss_iou: 0.2304, d3.dn_loss_cls: 0.0083, d3.dn_loss_bbox: 0.1372, d3.dn_loss_iou: 0.2266, d4.dn_loss_cls: 0.0078, d4.dn_loss_bbox: 0.1361, d4.dn_loss_iou: 0.2250, loss: 6.3163 2024-05-22 00:55:36,644 - mmdet - INFO - Epoch [36][2400/3665] lr: 2.000e-06, eta: 0:31:08, time: 1.532, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1519, interm_loss_bbox: 0.1255, interm_loss_iou: 0.3121, loss_cls: 0.1248, loss_bbox: 0.1155, loss_iou: 0.2955, d0.loss_cls: 0.1578, d0.loss_bbox: 0.1193, d0.loss_iou: 0.3003, d1.loss_cls: 0.1340, d1.loss_bbox: 0.1189, d1.loss_iou: 0.3001, d2.loss_cls: 0.1291, d2.loss_bbox: 0.1160, d2.loss_iou: 0.2970, d3.loss_cls: 0.1270, d3.loss_bbox: 0.1155, d3.loss_iou: 0.2959, d4.loss_cls: 0.1255, d4.loss_bbox: 0.1156, d4.loss_iou: 0.2953, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1379, dn_loss_iou: 0.2267, d0.dn_loss_cls: 0.0335, d0.dn_loss_bbox: 0.2178, d0.dn_loss_iou: 0.3190, d1.dn_loss_cls: 0.0142, d1.dn_loss_bbox: 0.1569, d1.dn_loss_iou: 0.2515, d2.dn_loss_cls: 0.0103, d2.dn_loss_bbox: 0.1416, d2.dn_loss_iou: 0.2321, d3.dn_loss_cls: 0.0086, d3.dn_loss_bbox: 0.1387, d3.dn_loss_iou: 0.2285, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1378, d4.dn_loss_iou: 0.2268, loss: 6.3704 2024-05-22 00:56:48,134 - mmdet - INFO - Epoch [36][2450/3665] lr: 2.000e-06, eta: 0:29:54, time: 1.430, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1535, interm_loss_bbox: 0.1265, interm_loss_iou: 0.3116, loss_cls: 0.1266, loss_bbox: 0.1144, loss_iou: 0.2928, d0.loss_cls: 0.1602, d0.loss_bbox: 0.1181, d0.loss_iou: 0.2989, d1.loss_cls: 0.1356, d1.loss_bbox: 0.1184, d1.loss_iou: 0.2979, d2.loss_cls: 0.1300, d2.loss_bbox: 0.1166, d2.loss_iou: 0.2954, d3.loss_cls: 0.1286, d3.loss_bbox: 0.1150, d3.loss_iou: 0.2937, d4.loss_cls: 0.1269, d4.loss_bbox: 0.1146, d4.loss_iou: 0.2933, dn_loss_cls: 0.0071, dn_loss_bbox: 0.1387, dn_loss_iou: 0.2231, d0.dn_loss_cls: 0.0324, d0.dn_loss_bbox: 0.2154, d0.dn_loss_iou: 0.3122, d1.dn_loss_cls: 0.0134, d1.dn_loss_bbox: 0.1568, d1.dn_loss_iou: 0.2468, d2.dn_loss_cls: 0.0094, d2.dn_loss_bbox: 0.1424, d2.dn_loss_iou: 0.2283, d3.dn_loss_cls: 0.0079, d3.dn_loss_bbox: 0.1397, d3.dn_loss_iou: 0.2247, d4.dn_loss_cls: 0.0073, d4.dn_loss_bbox: 0.1386, d4.dn_loss_iou: 0.2230, loss: 6.3359 2024-05-22 00:58:02,087 - mmdet - INFO - Epoch [36][2500/3665] lr: 2.000e-06, eta: 0:28:40, time: 1.479, data_time: 0.020, memory: 41053, interm_loss_cls: 0.1572, interm_loss_bbox: 0.1297, interm_loss_iou: 0.3059, loss_cls: 0.1288, loss_bbox: 0.1197, loss_iou: 0.2896, d0.loss_cls: 0.1640, d0.loss_bbox: 0.1220, d0.loss_iou: 0.2928, d1.loss_cls: 0.1386, d1.loss_bbox: 0.1226, d1.loss_iou: 0.2939, d2.loss_cls: 0.1326, d2.loss_bbox: 0.1208, d2.loss_iou: 0.2913, d3.loss_cls: 0.1312, d3.loss_bbox: 0.1198, d3.loss_iou: 0.2895, d4.loss_cls: 0.1295, d4.loss_bbox: 0.1195, d4.loss_iou: 0.2895, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1427, dn_loss_iou: 0.2257, d0.dn_loss_cls: 0.0340, d0.dn_loss_bbox: 0.2215, d0.dn_loss_iou: 0.3170, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1600, d1.dn_loss_iou: 0.2497, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1463, d2.dn_loss_iou: 0.2311, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1435, d3.dn_loss_iou: 0.2274, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1426, d4.dn_loss_iou: 0.2257, loss: 6.4056 2024-05-22 00:59:18,351 - mmdet - INFO - Epoch [36][2550/3665] lr: 2.000e-06, eta: 0:27:27, time: 1.525, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1535, interm_loss_bbox: 0.1258, interm_loss_iou: 0.3078, loss_cls: 0.1242, loss_bbox: 0.1154, loss_iou: 0.2893, d0.loss_cls: 0.1612, d0.loss_bbox: 0.1177, d0.loss_iou: 0.2934, d1.loss_cls: 0.1359, d1.loss_bbox: 0.1183, d1.loss_iou: 0.2936, d2.loss_cls: 0.1299, d2.loss_bbox: 0.1167, d2.loss_iou: 0.2908, d3.loss_cls: 0.1271, d3.loss_bbox: 0.1156, d3.loss_iou: 0.2896, d4.loss_cls: 0.1252, d4.loss_bbox: 0.1151, d4.loss_iou: 0.2888, dn_loss_cls: 0.0077, dn_loss_bbox: 0.1352, dn_loss_iou: 0.2220, d0.dn_loss_cls: 0.0332, d0.dn_loss_bbox: 0.2104, d0.dn_loss_iou: 0.3102, d1.dn_loss_cls: 0.0141, d1.dn_loss_bbox: 0.1519, d1.dn_loss_iou: 0.2447, d2.dn_loss_cls: 0.0102, d2.dn_loss_bbox: 0.1387, d2.dn_loss_iou: 0.2270, d3.dn_loss_cls: 0.0086, d3.dn_loss_bbox: 0.1361, d3.dn_loss_iou: 0.2236, d4.dn_loss_cls: 0.0079, d4.dn_loss_bbox: 0.1352, d4.dn_loss_iou: 0.2219, loss: 6.2735 2024-05-22 01:00:29,977 - mmdet - INFO - Epoch [36][2600/3665] lr: 2.000e-06, eta: 0:26:13, time: 1.432, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1534, interm_loss_bbox: 0.1295, interm_loss_iou: 0.3171, loss_cls: 0.1261, loss_bbox: 0.1186, loss_iou: 0.2975, d0.loss_cls: 0.1602, d0.loss_bbox: 0.1230, d0.loss_iou: 0.3033, d1.loss_cls: 0.1359, d1.loss_bbox: 0.1219, d1.loss_iou: 0.3023, d2.loss_cls: 0.1309, d2.loss_bbox: 0.1196, d2.loss_iou: 0.2988, d3.loss_cls: 0.1282, d3.loss_bbox: 0.1190, d3.loss_iou: 0.2977, d4.loss_cls: 0.1265, d4.loss_bbox: 0.1187, d4.loss_iou: 0.2973, dn_loss_cls: 0.0090, dn_loss_bbox: 0.1452, dn_loss_iou: 0.2272, d0.dn_loss_cls: 0.0353, d0.dn_loss_bbox: 0.2270, d0.dn_loss_iou: 0.3195, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1646, d1.dn_loss_iou: 0.2520, d2.dn_loss_cls: 0.0115, d2.dn_loss_bbox: 0.1489, d2.dn_loss_iou: 0.2326, d3.dn_loss_cls: 0.0098, d3.dn_loss_bbox: 0.1461, d3.dn_loss_iou: 0.2289, d4.dn_loss_cls: 0.0092, d4.dn_loss_bbox: 0.1451, d4.dn_loss_iou: 0.2271, loss: 6.4804 2024-05-22 01:01:46,417 - mmdet - INFO - Epoch [36][2650/3665] lr: 2.000e-06, eta: 0:24:59, time: 1.529, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1538, interm_loss_bbox: 0.1248, interm_loss_iou: 0.3130, loss_cls: 0.1269, loss_bbox: 0.1139, loss_iou: 0.2940, d0.loss_cls: 0.1606, d0.loss_bbox: 0.1160, d0.loss_iou: 0.2983, d1.loss_cls: 0.1358, d1.loss_bbox: 0.1169, d1.loss_iou: 0.2992, d2.loss_cls: 0.1311, d2.loss_bbox: 0.1146, d2.loss_iou: 0.2952, d3.loss_cls: 0.1289, d3.loss_bbox: 0.1140, d3.loss_iou: 0.2941, d4.loss_cls: 0.1275, d4.loss_bbox: 0.1138, d4.loss_iou: 0.2938, dn_loss_cls: 0.0084, dn_loss_bbox: 0.1357, dn_loss_iou: 0.2263, d0.dn_loss_cls: 0.0340, d0.dn_loss_bbox: 0.2128, d0.dn_loss_iou: 0.3163, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1535, d1.dn_loss_iou: 0.2501, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1394, d2.dn_loss_iou: 0.2317, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1366, d3.dn_loss_iou: 0.2280, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1356, d4.dn_loss_iou: 0.2262, loss: 6.3441 2024-05-22 01:02:58,058 - mmdet - INFO - Epoch [36][2700/3665] lr: 2.000e-06, eta: 0:23:45, time: 1.433, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1581, interm_loss_bbox: 0.1275, interm_loss_iou: 0.3127, loss_cls: 0.1298, loss_bbox: 0.1178, loss_iou: 0.2962, d0.loss_cls: 0.1641, d0.loss_bbox: 0.1204, d0.loss_iou: 0.3004, d1.loss_cls: 0.1395, d1.loss_bbox: 0.1208, d1.loss_iou: 0.3003, d2.loss_cls: 0.1342, d2.loss_bbox: 0.1187, d2.loss_iou: 0.2978, d3.loss_cls: 0.1318, d3.loss_bbox: 0.1178, d3.loss_iou: 0.2966, d4.loss_cls: 0.1304, d4.loss_bbox: 0.1178, d4.loss_iou: 0.2959, dn_loss_cls: 0.0085, dn_loss_bbox: 0.1436, dn_loss_iou: 0.2295, d0.dn_loss_cls: 0.0350, d0.dn_loss_bbox: 0.2262, d0.dn_loss_iou: 0.3222, d1.dn_loss_cls: 0.0154, d1.dn_loss_bbox: 0.1635, d1.dn_loss_iou: 0.2546, d2.dn_loss_cls: 0.0111, d2.dn_loss_bbox: 0.1477, d2.dn_loss_iou: 0.2347, d3.dn_loss_cls: 0.0093, d3.dn_loss_bbox: 0.1444, d3.dn_loss_iou: 0.2310, d4.dn_loss_cls: 0.0087, d4.dn_loss_bbox: 0.1435, d4.dn_loss_iou: 0.2293, loss: 6.4867 2024-05-22 01:04:12,589 - mmdet - INFO - Epoch [36][2750/3665] lr: 2.000e-06, eta: 0:22:31, time: 1.491, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1511, interm_loss_bbox: 0.1296, interm_loss_iou: 0.3154, loss_cls: 0.1229, loss_bbox: 0.1195, loss_iou: 0.3004, d0.loss_cls: 0.1584, d0.loss_bbox: 0.1210, d0.loss_iou: 0.3022, d1.loss_cls: 0.1337, d1.loss_bbox: 0.1220, d1.loss_iou: 0.3033, d2.loss_cls: 0.1277, d2.loss_bbox: 0.1201, d2.loss_iou: 0.3010, d3.loss_cls: 0.1254, d3.loss_bbox: 0.1194, d3.loss_iou: 0.3002, d4.loss_cls: 0.1240, d4.loss_bbox: 0.1190, d4.loss_iou: 0.3001, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1440, dn_loss_iou: 0.2291, d0.dn_loss_cls: 0.0337, d0.dn_loss_bbox: 0.2201, d0.dn_loss_iou: 0.3201, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1611, d1.dn_loss_iou: 0.2521, d2.dn_loss_cls: 0.0108, d2.dn_loss_bbox: 0.1471, d2.dn_loss_iou: 0.2336, d3.dn_loss_cls: 0.0092, d3.dn_loss_bbox: 0.1447, d3.dn_loss_iou: 0.2304, d4.dn_loss_cls: 0.0086, d4.dn_loss_bbox: 0.1439, d4.dn_loss_iou: 0.2289, loss: 6.4567 2024-05-22 01:05:30,853 - mmdet - INFO - Epoch [36][2800/3665] lr: 2.000e-06, eta: 0:21:17, time: 1.565, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1542, interm_loss_bbox: 0.1276, interm_loss_iou: 0.3172, loss_cls: 0.1287, loss_bbox: 0.1159, loss_iou: 0.2975, d0.loss_cls: 0.1609, d0.loss_bbox: 0.1199, d0.loss_iou: 0.3035, d1.loss_cls: 0.1377, d1.loss_bbox: 0.1193, d1.loss_iou: 0.3026, d2.loss_cls: 0.1324, d2.loss_bbox: 0.1173, d2.loss_iou: 0.2992, d3.loss_cls: 0.1309, d3.loss_bbox: 0.1157, d3.loss_iou: 0.2980, d4.loss_cls: 0.1297, d4.loss_bbox: 0.1152, d4.loss_iou: 0.2974, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1408, dn_loss_iou: 0.2359, d0.dn_loss_cls: 0.0340, d0.dn_loss_bbox: 0.2165, d0.dn_loss_iou: 0.3278, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1593, d1.dn_loss_iou: 0.2606, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1445, d2.dn_loss_iou: 0.2410, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1418, d3.dn_loss_iou: 0.2376, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1407, d4.dn_loss_iou: 0.2358, loss: 6.4881 2024-05-22 01:06:44,026 - mmdet - INFO - Epoch [36][2850/3665] lr: 2.000e-06, eta: 0:20:03, time: 1.463, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1543, interm_loss_bbox: 0.1256, interm_loss_iou: 0.3097, loss_cls: 0.1269, loss_bbox: 0.1157, loss_iou: 0.2932, d0.loss_cls: 0.1617, d0.loss_bbox: 0.1173, d0.loss_iou: 0.2960, d1.loss_cls: 0.1369, d1.loss_bbox: 0.1177, d1.loss_iou: 0.2969, d2.loss_cls: 0.1309, d2.loss_bbox: 0.1166, d2.loss_iou: 0.2947, d3.loss_cls: 0.1286, d3.loss_bbox: 0.1164, d3.loss_iou: 0.2940, d4.loss_cls: 0.1274, d4.loss_bbox: 0.1160, d4.loss_iou: 0.2933, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1403, dn_loss_iou: 0.2288, d0.dn_loss_cls: 0.0335, d0.dn_loss_bbox: 0.2148, d0.dn_loss_iou: 0.3182, d1.dn_loss_cls: 0.0146, d1.dn_loss_bbox: 0.1576, d1.dn_loss_iou: 0.2529, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1436, d2.dn_loss_iou: 0.2338, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1412, d3.dn_loss_iou: 0.2304, d4.dn_loss_cls: 0.0081, d4.dn_loss_bbox: 0.1403, d4.dn_loss_iou: 0.2288, loss: 6.3837 2024-05-22 01:08:01,335 - mmdet - INFO - Epoch [36][2900/3665] lr: 2.000e-06, eta: 0:18:50, time: 1.546, data_time: 0.018, memory: 41053, interm_loss_cls: 0.1542, interm_loss_bbox: 0.1309, interm_loss_iou: 0.3157, loss_cls: 0.1257, loss_bbox: 0.1202, loss_iou: 0.2976, d0.loss_cls: 0.1614, d0.loss_bbox: 0.1240, d0.loss_iou: 0.3029, d1.loss_cls: 0.1361, d1.loss_bbox: 0.1235, d1.loss_iou: 0.3020, d2.loss_cls: 0.1296, d2.loss_bbox: 0.1215, d2.loss_iou: 0.2990, d3.loss_cls: 0.1285, d3.loss_bbox: 0.1199, d3.loss_iou: 0.2968, d4.loss_cls: 0.1267, d4.loss_bbox: 0.1201, d4.loss_iou: 0.2969, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1437, dn_loss_iou: 0.2308, d0.dn_loss_cls: 0.0352, d0.dn_loss_bbox: 0.2254, d0.dn_loss_iou: 0.3246, d1.dn_loss_cls: 0.0158, d1.dn_loss_bbox: 0.1629, d1.dn_loss_iou: 0.2555, d2.dn_loss_cls: 0.0114, d2.dn_loss_bbox: 0.1475, d2.dn_loss_iou: 0.2361, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1446, d3.dn_loss_iou: 0.2325, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1436, d4.dn_loss_iou: 0.2308, loss: 6.5010 2024-05-22 01:09:17,069 - mmdet - INFO - Epoch [36][2950/3665] lr: 2.000e-06, eta: 0:17:36, time: 1.515, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1563, interm_loss_bbox: 0.1297, interm_loss_iou: 0.3171, loss_cls: 0.1285, loss_bbox: 0.1185, loss_iou: 0.2999, d0.loss_cls: 0.1635, d0.loss_bbox: 0.1213, d0.loss_iou: 0.3044, d1.loss_cls: 0.1378, d1.loss_bbox: 0.1211, d1.loss_iou: 0.3045, d2.loss_cls: 0.1324, d2.loss_bbox: 0.1199, d2.loss_iou: 0.3013, d3.loss_cls: 0.1309, d3.loss_bbox: 0.1187, d3.loss_iou: 0.2997, d4.loss_cls: 0.1293, d4.loss_bbox: 0.1182, d4.loss_iou: 0.2994, dn_loss_cls: 0.0078, dn_loss_bbox: 0.1419, dn_loss_iou: 0.2316, d0.dn_loss_cls: 0.0336, d0.dn_loss_bbox: 0.2221, d0.dn_loss_iou: 0.3235, d1.dn_loss_cls: 0.0143, d1.dn_loss_bbox: 0.1601, d1.dn_loss_iou: 0.2560, d2.dn_loss_cls: 0.0100, d2.dn_loss_bbox: 0.1456, d2.dn_loss_iou: 0.2367, d3.dn_loss_cls: 0.0085, d3.dn_loss_bbox: 0.1426, d3.dn_loss_iou: 0.2331, d4.dn_loss_cls: 0.0079, d4.dn_loss_bbox: 0.1418, d4.dn_loss_iou: 0.2315, loss: 6.5012 2024-05-22 01:10:29,363 - mmdet - INFO - Epoch [36][3000/3665] lr: 2.000e-06, eta: 0:16:22, time: 1.446, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1542, interm_loss_bbox: 0.1278, interm_loss_iou: 0.3042, loss_cls: 0.1254, loss_bbox: 0.1168, loss_iou: 0.2868, d0.loss_cls: 0.1620, d0.loss_bbox: 0.1199, d0.loss_iou: 0.2907, d1.loss_cls: 0.1362, d1.loss_bbox: 0.1193, d1.loss_iou: 0.2909, d2.loss_cls: 0.1304, d2.loss_bbox: 0.1176, d2.loss_iou: 0.2882, d3.loss_cls: 0.1284, d3.loss_bbox: 0.1164, d3.loss_iou: 0.2866, d4.loss_cls: 0.1262, d4.loss_bbox: 0.1165, d4.loss_iou: 0.2869, dn_loss_cls: 0.0077, dn_loss_bbox: 0.1362, dn_loss_iou: 0.2170, d0.dn_loss_cls: 0.0330, d0.dn_loss_bbox: 0.2148, d0.dn_loss_iou: 0.3063, d1.dn_loss_cls: 0.0141, d1.dn_loss_bbox: 0.1527, d1.dn_loss_iou: 0.2397, d2.dn_loss_cls: 0.0100, d2.dn_loss_bbox: 0.1392, d2.dn_loss_iou: 0.2218, d3.dn_loss_cls: 0.0085, d3.dn_loss_bbox: 0.1369, d3.dn_loss_iou: 0.2185, d4.dn_loss_cls: 0.0080, d4.dn_loss_bbox: 0.1361, d4.dn_loss_iou: 0.2169, loss: 6.2488 2024-05-22 01:11:42,782 - mmdet - INFO - Epoch [36][3050/3665] lr: 2.000e-06, eta: 0:15:08, time: 1.469, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1497, interm_loss_bbox: 0.1259, interm_loss_iou: 0.3119, loss_cls: 0.1243, loss_bbox: 0.1142, loss_iou: 0.2934, d0.loss_cls: 0.1570, d0.loss_bbox: 0.1184, d0.loss_iou: 0.2979, d1.loss_cls: 0.1341, d1.loss_bbox: 0.1174, d1.loss_iou: 0.2982, d2.loss_cls: 0.1288, d2.loss_bbox: 0.1152, d2.loss_iou: 0.2944, d3.loss_cls: 0.1268, d3.loss_bbox: 0.1140, d3.loss_iou: 0.2931, d4.loss_cls: 0.1251, d4.loss_bbox: 0.1140, d4.loss_iou: 0.2933, dn_loss_cls: 0.0072, dn_loss_bbox: 0.1359, dn_loss_iou: 0.2267, d0.dn_loss_cls: 0.0326, d0.dn_loss_bbox: 0.2095, d0.dn_loss_iou: 0.3143, d1.dn_loss_cls: 0.0136, d1.dn_loss_bbox: 0.1525, d1.dn_loss_iou: 0.2493, d2.dn_loss_cls: 0.0096, d2.dn_loss_bbox: 0.1390, d2.dn_loss_iou: 0.2313, d3.dn_loss_cls: 0.0080, d3.dn_loss_bbox: 0.1365, d3.dn_loss_iou: 0.2279, d4.dn_loss_cls: 0.0074, d4.dn_loss_bbox: 0.1358, d4.dn_loss_iou: 0.2265, loss: 6.3111 2024-05-22 01:13:00,745 - mmdet - INFO - Epoch [36][3100/3665] lr: 2.000e-06, eta: 0:13:54, time: 1.559, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1540, interm_loss_bbox: 0.1276, interm_loss_iou: 0.3131, loss_cls: 0.1261, loss_bbox: 0.1165, loss_iou: 0.2946, d0.loss_cls: 0.1611, d0.loss_bbox: 0.1199, d0.loss_iou: 0.2993, d1.loss_cls: 0.1359, d1.loss_bbox: 0.1203, d1.loss_iou: 0.2992, d2.loss_cls: 0.1302, d2.loss_bbox: 0.1176, d2.loss_iou: 0.2963, d3.loss_cls: 0.1285, d3.loss_bbox: 0.1161, d3.loss_iou: 0.2946, d4.loss_cls: 0.1271, d4.loss_bbox: 0.1159, d4.loss_iou: 0.2942, dn_loss_cls: 0.0082, dn_loss_bbox: 0.1414, dn_loss_iou: 0.2257, d0.dn_loss_cls: 0.0335, d0.dn_loss_bbox: 0.2186, d0.dn_loss_iou: 0.3155, d1.dn_loss_cls: 0.0144, d1.dn_loss_bbox: 0.1593, d1.dn_loss_iou: 0.2490, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1449, d2.dn_loss_iou: 0.2306, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1425, d3.dn_loss_iou: 0.2273, d4.dn_loss_cls: 0.0084, d4.dn_loss_bbox: 0.1413, d4.dn_loss_iou: 0.2254, loss: 6.3934 2024-05-22 01:14:12,609 - mmdet - INFO - Epoch [36][3150/3665] lr: 2.000e-06, eta: 0:12:40, time: 1.437, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1530, interm_loss_bbox: 0.1321, interm_loss_iou: 0.3106, loss_cls: 0.1243, loss_bbox: 0.1212, loss_iou: 0.2920, d0.loss_cls: 0.1588, d0.loss_bbox: 0.1254, d0.loss_iou: 0.2981, d1.loss_cls: 0.1339, d1.loss_bbox: 0.1245, d1.loss_iou: 0.2974, d2.loss_cls: 0.1288, d2.loss_bbox: 0.1220, d2.loss_iou: 0.2938, d3.loss_cls: 0.1264, d3.loss_bbox: 0.1208, d3.loss_iou: 0.2925, d4.loss_cls: 0.1250, d4.loss_bbox: 0.1212, d4.loss_iou: 0.2919, dn_loss_cls: 0.0078, dn_loss_bbox: 0.1410, dn_loss_iou: 0.2259, d0.dn_loss_cls: 0.0335, d0.dn_loss_bbox: 0.2223, d0.dn_loss_iou: 0.3163, d1.dn_loss_cls: 0.0142, d1.dn_loss_bbox: 0.1588, d1.dn_loss_iou: 0.2492, d2.dn_loss_cls: 0.0101, d2.dn_loss_bbox: 0.1443, d2.dn_loss_iou: 0.2306, d3.dn_loss_cls: 0.0085, d3.dn_loss_bbox: 0.1418, d3.dn_loss_iou: 0.2274, d4.dn_loss_cls: 0.0080, d4.dn_loss_bbox: 0.1409, d4.dn_loss_iou: 0.2258, loss: 6.4003 2024-05-22 01:15:27,360 - mmdet - INFO - Epoch [36][3200/3665] lr: 2.000e-06, eta: 0:11:26, time: 1.495, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1547, interm_loss_bbox: 0.1266, interm_loss_iou: 0.3254, loss_cls: 0.1274, loss_bbox: 0.1151, loss_iou: 0.3088, d0.loss_cls: 0.1613, d0.loss_bbox: 0.1190, d0.loss_iou: 0.3130, d1.loss_cls: 0.1361, d1.loss_bbox: 0.1190, d1.loss_iou: 0.3135, d2.loss_cls: 0.1315, d2.loss_bbox: 0.1162, d2.loss_iou: 0.3099, d3.loss_cls: 0.1288, d3.loss_bbox: 0.1155, d3.loss_iou: 0.3094, d4.loss_cls: 0.1277, d4.loss_bbox: 0.1153, d4.loss_iou: 0.3087, dn_loss_cls: 0.0079, dn_loss_bbox: 0.1408, dn_loss_iou: 0.2317, d0.dn_loss_cls: 0.0332, d0.dn_loss_bbox: 0.2155, d0.dn_loss_iou: 0.3209, d1.dn_loss_cls: 0.0143, d1.dn_loss_bbox: 0.1587, d1.dn_loss_iou: 0.2555, d2.dn_loss_cls: 0.0102, d2.dn_loss_bbox: 0.1443, d2.dn_loss_iou: 0.2365, d3.dn_loss_cls: 0.0086, d3.dn_loss_bbox: 0.1416, d3.dn_loss_iou: 0.2332, d4.dn_loss_cls: 0.0080, d4.dn_loss_bbox: 0.1407, d4.dn_loss_iou: 0.2316, loss: 6.5158 2024-05-22 01:16:41,422 - mmdet - INFO - Epoch [36][3250/3665] lr: 2.000e-06, eta: 0:10:13, time: 1.481, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1572, interm_loss_bbox: 0.1273, interm_loss_iou: 0.3149, loss_cls: 0.1273, loss_bbox: 0.1174, loss_iou: 0.2989, d0.loss_cls: 0.1637, d0.loss_bbox: 0.1203, d0.loss_iou: 0.3022, d1.loss_cls: 0.1381, d1.loss_bbox: 0.1206, d1.loss_iou: 0.3025, d2.loss_cls: 0.1315, d2.loss_bbox: 0.1184, d2.loss_iou: 0.3003, d3.loss_cls: 0.1296, d3.loss_bbox: 0.1176, d3.loss_iou: 0.2993, d4.loss_cls: 0.1283, d4.loss_bbox: 0.1174, d4.loss_iou: 0.2985, dn_loss_cls: 0.0083, dn_loss_bbox: 0.1402, dn_loss_iou: 0.2304, d0.dn_loss_cls: 0.0343, d0.dn_loss_bbox: 0.2218, d0.dn_loss_iou: 0.3249, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1581, d1.dn_loss_iou: 0.2547, d2.dn_loss_cls: 0.0107, d2.dn_loss_bbox: 0.1436, d2.dn_loss_iou: 0.2355, d3.dn_loss_cls: 0.0091, d3.dn_loss_bbox: 0.1408, d3.dn_loss_iou: 0.2320, d4.dn_loss_cls: 0.0085, d4.dn_loss_bbox: 0.1401, d4.dn_loss_iou: 0.2303, loss: 6.4695 2024-05-22 01:17:54,576 - mmdet - INFO - Epoch [36][3300/3665] lr: 2.000e-06, eta: 0:08:59, time: 1.463, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1520, interm_loss_bbox: 0.1267, interm_loss_iou: 0.3108, loss_cls: 0.1259, loss_bbox: 0.1157, loss_iou: 0.2921, d0.loss_cls: 0.1599, d0.loss_bbox: 0.1184, d0.loss_iou: 0.2964, d1.loss_cls: 0.1359, d1.loss_bbox: 0.1178, d1.loss_iou: 0.2956, d2.loss_cls: 0.1297, d2.loss_bbox: 0.1174, d2.loss_iou: 0.2947, d3.loss_cls: 0.1281, d3.loss_bbox: 0.1159, d3.loss_iou: 0.2930, d4.loss_cls: 0.1266, d4.loss_bbox: 0.1158, d4.loss_iou: 0.2926, dn_loss_cls: 0.0081, dn_loss_bbox: 0.1399, dn_loss_iou: 0.2268, d0.dn_loss_cls: 0.0336, d0.dn_loss_bbox: 0.2156, d0.dn_loss_iou: 0.3164, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1572, d1.dn_loss_iou: 0.2503, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1432, d2.dn_loss_iou: 0.2319, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1408, d3.dn_loss_iou: 0.2285, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1398, d4.dn_loss_iou: 0.2268, loss: 6.3623 2024-05-22 01:19:11,885 - mmdet - INFO - Epoch [36][3350/3665] lr: 2.000e-06, eta: 0:07:45, time: 1.546, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1546, interm_loss_bbox: 0.1294, interm_loss_iou: 0.3161, loss_cls: 0.1284, loss_bbox: 0.1170, loss_iou: 0.2965, d0.loss_cls: 0.1621, d0.loss_bbox: 0.1207, d0.loss_iou: 0.3025, d1.loss_cls: 0.1376, d1.loss_bbox: 0.1206, d1.loss_iou: 0.3025, d2.loss_cls: 0.1330, d2.loss_bbox: 0.1177, d2.loss_iou: 0.2982, d3.loss_cls: 0.1311, d3.loss_bbox: 0.1166, d3.loss_iou: 0.2965, d4.loss_cls: 0.1293, d4.loss_bbox: 0.1167, d4.loss_iou: 0.2965, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1434, dn_loss_iou: 0.2260, d0.dn_loss_cls: 0.0341, d0.dn_loss_bbox: 0.2236, d0.dn_loss_iou: 0.3164, d1.dn_loss_cls: 0.0148, d1.dn_loss_bbox: 0.1614, d1.dn_loss_iou: 0.2491, d2.dn_loss_cls: 0.0106, d2.dn_loss_bbox: 0.1467, d2.dn_loss_iou: 0.2310, d3.dn_loss_cls: 0.0090, d3.dn_loss_bbox: 0.1443, d3.dn_loss_iou: 0.2276, d4.dn_loss_cls: 0.0083, d4.dn_loss_bbox: 0.1433, d4.dn_loss_iou: 0.2259, loss: 6.4471 2024-05-22 01:20:26,877 - mmdet - INFO - Epoch [36][3400/3665] lr: 2.000e-06, eta: 0:06:31, time: 1.500, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1515, interm_loss_bbox: 0.1271, interm_loss_iou: 0.3140, loss_cls: 0.1242, loss_bbox: 0.1160, loss_iou: 0.2947, d0.loss_cls: 0.1586, d0.loss_bbox: 0.1192, d0.loss_iou: 0.3003, d1.loss_cls: 0.1338, d1.loss_bbox: 0.1185, d1.loss_iou: 0.2993, d2.loss_cls: 0.1285, d2.loss_bbox: 0.1162, d2.loss_iou: 0.2959, d3.loss_cls: 0.1261, d3.loss_bbox: 0.1160, d3.loss_iou: 0.2950, d4.loss_cls: 0.1248, d4.loss_bbox: 0.1159, d4.loss_iou: 0.2947, dn_loss_cls: 0.0077, dn_loss_bbox: 0.1380, dn_loss_iou: 0.2241, d0.dn_loss_cls: 0.0332, d0.dn_loss_bbox: 0.2131, d0.dn_loss_iou: 0.3127, d1.dn_loss_cls: 0.0140, d1.dn_loss_bbox: 0.1546, d1.dn_loss_iou: 0.2468, d2.dn_loss_cls: 0.0099, d2.dn_loss_bbox: 0.1414, d2.dn_loss_iou: 0.2293, d3.dn_loss_cls: 0.0085, d3.dn_loss_bbox: 0.1388, d3.dn_loss_iou: 0.2258, d4.dn_loss_cls: 0.0079, d4.dn_loss_bbox: 0.1379, d4.dn_loss_iou: 0.2240, loss: 6.3383 2024-05-22 01:21:42,352 - mmdet - INFO - Epoch [36][3450/3665] lr: 2.000e-06, eta: 0:05:17, time: 1.510, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1535, interm_loss_bbox: 0.1255, interm_loss_iou: 0.3228, loss_cls: 0.1261, loss_bbox: 0.1157, loss_iou: 0.3056, d0.loss_cls: 0.1609, d0.loss_bbox: 0.1183, d0.loss_iou: 0.3089, d1.loss_cls: 0.1357, d1.loss_bbox: 0.1189, d1.loss_iou: 0.3104, d2.loss_cls: 0.1302, d2.loss_bbox: 0.1165, d2.loss_iou: 0.3070, d3.loss_cls: 0.1279, d3.loss_bbox: 0.1160, d3.loss_iou: 0.3062, d4.loss_cls: 0.1264, d4.loss_bbox: 0.1157, d4.loss_iou: 0.3059, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1397, dn_loss_iou: 0.2320, d0.dn_loss_cls: 0.0337, d0.dn_loss_bbox: 0.2158, d0.dn_loss_iou: 0.3229, d1.dn_loss_cls: 0.0147, d1.dn_loss_bbox: 0.1578, d1.dn_loss_iou: 0.2566, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1435, d2.dn_loss_iou: 0.2373, d3.dn_loss_cls: 0.0089, d3.dn_loss_bbox: 0.1407, d3.dn_loss_iou: 0.2336, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1396, d4.dn_loss_iou: 0.2319, loss: 6.4896 2024-05-22 01:22:54,279 - mmdet - INFO - Epoch [36][3500/3665] lr: 2.000e-06, eta: 0:04:03, time: 1.438, data_time: 0.017, memory: 41053, interm_loss_cls: 0.1527, interm_loss_bbox: 0.1293, interm_loss_iou: 0.3145, loss_cls: 0.1251, loss_bbox: 0.1197, loss_iou: 0.2980, d0.loss_cls: 0.1597, d0.loss_bbox: 0.1223, d0.loss_iou: 0.3017, d1.loss_cls: 0.1341, d1.loss_bbox: 0.1227, d1.loss_iou: 0.3022, d2.loss_cls: 0.1289, d2.loss_bbox: 0.1211, d2.loss_iou: 0.2997, d3.loss_cls: 0.1273, d3.loss_bbox: 0.1199, d3.loss_iou: 0.2981, d4.loss_cls: 0.1261, d4.loss_bbox: 0.1194, d4.loss_iou: 0.2974, dn_loss_cls: 0.0078, dn_loss_bbox: 0.1423, dn_loss_iou: 0.2253, d0.dn_loss_cls: 0.0330, d0.dn_loss_bbox: 0.2165, d0.dn_loss_iou: 0.3129, d1.dn_loss_cls: 0.0145, d1.dn_loss_bbox: 0.1586, d1.dn_loss_iou: 0.2478, d2.dn_loss_cls: 0.0104, d2.dn_loss_bbox: 0.1453, d2.dn_loss_iou: 0.2301, d3.dn_loss_cls: 0.0087, d3.dn_loss_bbox: 0.1431, d3.dn_loss_iou: 0.2268, d4.dn_loss_cls: 0.0080, d4.dn_loss_bbox: 0.1422, d4.dn_loss_iou: 0.2251, loss: 6.4183 2024-05-22 01:24:10,221 - mmdet - INFO - Epoch [36][3550/3665] lr: 2.000e-06, eta: 0:02:49, time: 1.519, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1541, interm_loss_bbox: 0.1290, interm_loss_iou: 0.3152, loss_cls: 0.1284, loss_bbox: 0.1177, loss_iou: 0.2962, d0.loss_cls: 0.1614, d0.loss_bbox: 0.1207, d0.loss_iou: 0.3010, d1.loss_cls: 0.1378, d1.loss_bbox: 0.1203, d1.loss_iou: 0.2995, d2.loss_cls: 0.1325, d2.loss_bbox: 0.1183, d2.loss_iou: 0.2971, d3.loss_cls: 0.1305, d3.loss_bbox: 0.1178, d3.loss_iou: 0.2960, d4.loss_cls: 0.1290, d4.loss_bbox: 0.1175, d4.loss_iou: 0.2960, dn_loss_cls: 0.0087, dn_loss_bbox: 0.1389, dn_loss_iou: 0.2301, d0.dn_loss_cls: 0.0352, d0.dn_loss_bbox: 0.2188, d0.dn_loss_iou: 0.3216, d1.dn_loss_cls: 0.0157, d1.dn_loss_bbox: 0.1578, d1.dn_loss_iou: 0.2541, d2.dn_loss_cls: 0.0113, d2.dn_loss_bbox: 0.1429, d2.dn_loss_iou: 0.2351, d3.dn_loss_cls: 0.0096, d3.dn_loss_bbox: 0.1400, d3.dn_loss_iou: 0.2316, d4.dn_loss_cls: 0.0089, d4.dn_loss_bbox: 0.1388, d4.dn_loss_iou: 0.2299, loss: 6.4448 2024-05-22 01:25:21,688 - mmdet - INFO - Epoch [36][3600/3665] lr: 2.000e-06, eta: 0:01:36, time: 1.429, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1529, interm_loss_bbox: 0.1289, interm_loss_iou: 0.3107, loss_cls: 0.1241, loss_bbox: 0.1196, loss_iou: 0.2942, d0.loss_cls: 0.1592, d0.loss_bbox: 0.1217, d0.loss_iou: 0.2991, d1.loss_cls: 0.1336, d1.loss_bbox: 0.1221, d1.loss_iou: 0.2991, d2.loss_cls: 0.1283, d2.loss_bbox: 0.1202, d2.loss_iou: 0.2964, d3.loss_cls: 0.1263, d3.loss_bbox: 0.1196, d3.loss_iou: 0.2951, d4.loss_cls: 0.1242, d4.loss_bbox: 0.1197, d4.loss_iou: 0.2949, dn_loss_cls: 0.0076, dn_loss_bbox: 0.1396, dn_loss_iou: 0.2263, d0.dn_loss_cls: 0.0332, d0.dn_loss_bbox: 0.2177, d0.dn_loss_iou: 0.3172, d1.dn_loss_cls: 0.0141, d1.dn_loss_bbox: 0.1575, d1.dn_loss_iou: 0.2496, d2.dn_loss_cls: 0.0099, d2.dn_loss_bbox: 0.1436, d2.dn_loss_iou: 0.2313, d3.dn_loss_cls: 0.0083, d3.dn_loss_bbox: 0.1406, d3.dn_loss_iou: 0.2278, d4.dn_loss_cls: 0.0078, d4.dn_loss_bbox: 0.1395, d4.dn_loss_iou: 0.2262, loss: 6.3876 2024-05-22 01:26:41,926 - mmdet - INFO - Epoch [36][3650/3665] lr: 2.000e-06, eta: 0:00:22, time: 1.605, data_time: 0.016, memory: 41053, interm_loss_cls: 0.1521, interm_loss_bbox: 0.1277, interm_loss_iou: 0.3140, loss_cls: 0.1253, loss_bbox: 0.1169, loss_iou: 0.2960, d0.loss_cls: 0.1588, d0.loss_bbox: 0.1203, d0.loss_iou: 0.3008, d1.loss_cls: 0.1351, d1.loss_bbox: 0.1198, d1.loss_iou: 0.3004, d2.loss_cls: 0.1297, d2.loss_bbox: 0.1170, d2.loss_iou: 0.2972, d3.loss_cls: 0.1270, d3.loss_bbox: 0.1171, d3.loss_iou: 0.2971, d4.loss_cls: 0.1257, d4.loss_bbox: 0.1167, d4.loss_iou: 0.2963, dn_loss_cls: 0.0080, dn_loss_bbox: 0.1376, dn_loss_iou: 0.2274, d0.dn_loss_cls: 0.0331, d0.dn_loss_bbox: 0.2153, d0.dn_loss_iou: 0.3186, d1.dn_loss_cls: 0.0145, d1.dn_loss_bbox: 0.1555, d1.dn_loss_iou: 0.2518, d2.dn_loss_cls: 0.0105, d2.dn_loss_bbox: 0.1410, d2.dn_loss_iou: 0.2325, d3.dn_loss_cls: 0.0088, d3.dn_loss_bbox: 0.1384, d3.dn_loss_iou: 0.2290, d4.dn_loss_cls: 0.0082, d4.dn_loss_bbox: 0.1375, d4.dn_loss_iou: 0.2273, loss: 6.3860 2024-05-22 01:27:07,836 - mmdet - INFO - Saving checkpoint at 36 epochs 2024-05-22 01:30:44,770 - mmdet - INFO - Evaluating bbox... 2024-05-22 01:32:37,847 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.578 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.768 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.632 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.407 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.615 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.739 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.772 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.772 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.631 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.809 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.910 2024-05-22 01:32:40,003 - mmdet - INFO - Exp name: dino_4scale_deit_384_sbl_1792_1120_672_fpn_3x_coco_bs32_ms.py 2024-05-22 01:32:40,005 - mmdet - INFO - Epoch(val) [36][313] bbox_mAP: 0.5780, bbox_mAP_50: 0.7680, bbox_mAP_75: 0.6320, bbox_mAP_s: 0.4070, bbox_mAP_m: 0.6150, bbox_mAP_l: 0.7390, bbox_mAP_copypaste: 0.578 0.768 0.632 0.407 0.615 0.739