2022-09-30 16:23:36,319 - mmdet - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.3 (default, Jan 22 2021, 20:04:44) [GCC 8.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: A100-SXM-80GB CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 11.3, V11.3.109 GCC: x86_64-linux-gnu-gcc (Debian 8.3.0-6) 8.3.0 PyTorch: 1.10.0 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.2.3 (Git Hash 7336ca9f055cf1bfa13efb658fe15dc9b41f0740) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX512 - CUDA Runtime 11.3 - NVCC architecture flags: -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 8.2 - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, CXX_COMPILER=/opt/rh/devtoolset-7/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-sign-compare -Wno-unused-parameter -Wno-unused-variable -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 -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.10.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, TorchVision: 0.11.1+cu113 OpenCV: 4.6.0 MMCV: 1.6.1 MMCV Compiler: GCC 9.3 MMCV CUDA Compiler: 11.3 MMDetection: 2.25.2+d0a7efc ------------------------------------------------------------ 2022-09-30 16:23:38,937 - mmdet - INFO - Distributed training: True 2022-09-30 16:23:41,541 - mmdet - INFO - Config: model = dict( type='MaskRCNN', backbone=dict( type='SwinTransformer', embed_dims=96, depths=[2, 2, 18, 2], num_heads=[3, 6, 12, 24], window_size=7, mlp_ratio=4, qkv_bias=True, qk_scale=None, drop_rate=0.0, attn_drop_rate=0.0, drop_path_rate=0.2, patch_norm=True, out_indices=(0, 1, 2, 3), with_cp=False, convert_weights=True, init_cfg=dict( type='Pretrained', checkpoint= 'https://github.com/SwinTransformer/storage/releases/download/v1.0.0/swin_small_patch4_window7_224.pth' )), neck=dict( type='FPN', in_channels=[96, 192, 384, 768], out_channels=256, num_outs=5, norm_cfg=dict(type='SyncBN', requires_grad=True)), rpn_head=dict( type='RPNHead', in_channels=256, feat_channels=256, anchor_generator=dict( type='AnchorGenerator', scales=[8], ratios=[0.5, 1.0, 2.0], strides=[4, 8, 16, 32, 64]), bbox_coder=dict( type='DeltaXYWHBBoxCoder', target_means=[0.0, 0.0, 0.0, 0.0], target_stds=[1.0, 1.0, 1.0, 1.0]), loss_cls=dict( type='CrossEntropyLoss', use_sigmoid=True, loss_weight=1.0), loss_bbox=dict(type='L1Loss', loss_weight=1.0)), roi_head=dict( type='StandardRoIHead', bbox_roi_extractor=dict( type='SingleRoIExtractor', roi_layer=dict(type='RoIAlign', output_size=7, sampling_ratio=0), out_channels=256, featmap_strides=[4, 8, 16, 32]), bbox_head=dict( type='Shared4Conv1FCBBoxHead', in_channels=256, fc_out_channels=1024, roi_feat_size=7, num_classes=80, bbox_coder=dict( type='DeltaXYWHBBoxCoder', target_means=[0.0, 0.0, 0.0, 0.0], target_stds=[0.1, 0.1, 0.2, 0.2]), reg_class_agnostic=False, loss_cls=dict( type='CrossEntropyLoss', use_sigmoid=False, loss_weight=1.0), loss_bbox=dict(type='L1Loss', loss_weight=1.0)), mask_roi_extractor=dict( type='SingleRoIExtractor', roi_layer=dict(type='RoIAlign', output_size=14, sampling_ratio=0), out_channels=256, featmap_strides=[4, 8, 16, 32]), mask_head=dict( type='FCNMaskHead', num_convs=4, in_channels=256, conv_out_channels=256, num_classes=80, loss_mask=dict( type='CrossEntropyLoss', use_mask=True, loss_weight=1.0))), train_cfg=dict( rpn=dict( assigner=dict( type='MaxIoUAssigner', pos_iou_thr=0.7, neg_iou_thr=0.3, min_pos_iou=0.3, match_low_quality=True, ignore_iof_thr=-1), sampler=dict( type='RandomSampler', num=256, pos_fraction=0.5, neg_pos_ub=-1, add_gt_as_proposals=False), allowed_border=-1, pos_weight=-1, debug=False), rpn_proposal=dict( nms_pre=2000, max_per_img=1000, nms=dict(type='nms', iou_threshold=0.7), min_bbox_size=0), rcnn=dict( assigner=dict( type='MaxIoUAssigner', pos_iou_thr=0.5, neg_iou_thr=0.5, min_pos_iou=0.5, match_low_quality=True, ignore_iof_thr=-1), sampler=dict( type='RandomSampler', num=512, pos_fraction=0.25, neg_pos_ub=-1, add_gt_as_proposals=True), mask_size=28, pos_weight=-1, debug=False)), test_cfg=dict( rpn=dict( nms_pre=1000, max_per_img=1000, nms=dict(type='nms', iou_threshold=0.7), min_bbox_size=0), rcnn=dict( score_thr=0.05, nms=dict(type='nms', iou_threshold=0.5), max_per_img=100, mask_thr_binary=0.5))) 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, with_mask=True), dict(type='RandomFlip', flip_ratio=0.5), dict( type='AutoAugment', policies=[[{ 'type': 'Resize', 'img_scale': [(480, 1333), (512, 1333), (544, 1333), (576, 1333), (608, 1333), (640, 1333), (672, 1333), (704, 1333), (736, 1333), (768, 1333), (800, 1333)], 'multiscale_mode': 'value', 'keep_ratio': True }], [{ 'type': 'Resize', 'img_scale': [(400, 1333), (500, 1333), (600, 1333)], 'multiscale_mode': 'value', 'keep_ratio': True }, { 'type': 'RandomCrop', 'crop_type': 'absolute_range', 'crop_size': (384, 600), 'allow_negative_crop': True }, { 'type': 'Resize', 'img_scale': [(480, 1333), (512, 1333), (544, 1333), (576, 1333), (608, 1333), (640, 1333), (672, 1333), (704, 1333), (736, 1333), (768, 1333), (800, 1333)], 'multiscale_mode': 'value', 'override': True, 'keep_ratio': 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=32), dict(type='DefaultFormatBundle'), dict(type='Collect', keys=['img', 'gt_bboxes', 'gt_labels', 'gt_masks']) ] test_pipeline = [ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(1333, 800), 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=32), 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, with_mask=True), dict(type='RandomFlip', flip_ratio=0.5), dict( type='AutoAugment', policies=[[{ 'type': 'Resize', 'img_scale': [(480, 1333), (512, 1333), (544, 1333), (576, 1333), (608, 1333), (640, 1333), (672, 1333), (704, 1333), (736, 1333), (768, 1333), (800, 1333)], 'multiscale_mode': 'value', 'keep_ratio': True }], [{ 'type': 'Resize', 'img_scale': [(400, 1333), (500, 1333), (600, 1333)], 'multiscale_mode': 'value', 'keep_ratio': True }, { 'type': 'RandomCrop', 'crop_type': 'absolute_range', 'crop_size': (384, 600), 'allow_negative_crop': True }, { 'type': 'Resize', 'img_scale': [(480, 1333), (512, 1333), (544, 1333), (576, 1333), (608, 1333), (640, 1333), (672, 1333), (704, 1333), (736, 1333), (768, 1333), (800, 1333)], 'multiscale_mode': 'value', 'override': True, 'keep_ratio': 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=32), dict(type='DefaultFormatBundle'), dict( type='Collect', keys=['img', 'gt_bboxes', 'gt_labels', 'gt_masks']) ]), 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=(1333, 800), 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=32), 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=(1333, 800), 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=32), dict(type='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ])) evaluation = dict(metric=['bbox', 'segm'], save_best='auto') optimizer = dict( type='AdamW', lr=0.0001, betas=(0.9, 0.999), weight_decay=0.01, paramwise_cfg=dict( custom_keys=dict( absolute_pos_embed=dict(decay_mult=0.0), relative_position_bias_table=dict(decay_mult=0.0), norm=dict(decay_mult=0.0)))) optimizer_config = dict(grad_clip=None) lr_config = dict( policy='step', warmup='linear', warmup_iters=1000, warmup_ratio=0.001, step=[8, 11]) runner = dict(type='EpochBasedRunner', max_epochs=12) checkpoint_config = dict(interval=1) log_config = dict(interval=50, hooks=[dict(type='TextLoggerHook')]) custom_hooks = [ dict(type='NumClassCheckHook'), dict( type='MMDetWandbHook', init_kwargs=dict(project='I2B', group='finetune'), interval=50, num_eval_images=0, log_checkpoint=False) ] dist_params = dict(backend='nccl') log_level = 'INFO' load_from = 'work_dirs/selfsup_mask-rcnn_swin-s_mstrain-soft-teacher_sampler-4096_temp0.5/final_model.pth' resume_from = None workflow = [('train', 1)] opencv_num_threads = 0 mp_start_method = 'fork' auto_scale_lr = dict(enable=False, base_batch_size=16) custom_imports = None norm_cfg = dict(type='SyncBN', requires_grad=True) pretrained = 'https://github.com/SwinTransformer/storage/releases/download/v1.0.0/swin_small_patch4_window7_224.pth' work_dir = 'work_dirs/finetune_mask-rcnn_swin-s_1x_coco' auto_resume = False gpu_ids = range(0, 8) 2022-09-30 16:23:41,541 - mmdet - INFO - Set random seed to 42, deterministic: False 2022-09-30 16:23:42,087 - mmdet - INFO - load checkpoint from http path: https://github.com/SwinTransformer/storage/releases/download/v1.0.0/swin_small_patch4_window7_224.pth 2022-09-30 16:23:51,615 - mmdet - INFO - initialize FPN with init_cfg {'type': 'Xavier', 'layer': 'Conv2d', 'distribution': 'uniform'} 2022-09-30 16:23:51,633 - mmdet - INFO - initialize RPNHead with init_cfg {'type': 'Normal', 'layer': 'Conv2d', 'std': 0.01} 2022-09-30 16:23:51,637 - mmdet - INFO - initialize Shared4Conv1FCBBoxHead with init_cfg [{'type': 'Normal', 'std': 0.01, 'override': {'name': 'fc_cls'}}, {'type': 'Normal', 'std': 0.001, 'override': {'name': 'fc_reg'}}, {'type': 'Xavier', 'distribution': 'uniform', 'override': [{'name': 'shared_fcs'}, {'name': 'cls_fcs'}, {'name': 'reg_fcs'}]}] Name of parameter - Initialization information backbone.patch_embed.projection.weight - torch.Size([96, 3, 4, 4]): Initialized by user-defined `init_weights` in SwinTransformer backbone.patch_embed.projection.bias - torch.Size([96]): Initialized by user-defined `init_weights` in SwinTransformer backbone.patch_embed.norm.weight - torch.Size([96]): Initialized by user-defined `init_weights` in SwinTransformer backbone.patch_embed.norm.bias - torch.Size([96]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.norm1.weight - torch.Size([96]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.norm1.bias - torch.Size([96]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.attn.w_msa.relative_position_bias_table - torch.Size([169, 3]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.attn.w_msa.qkv.weight - torch.Size([288, 96]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.attn.w_msa.qkv.bias - torch.Size([288]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.attn.w_msa.proj.weight - torch.Size([96, 96]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.attn.w_msa.proj.bias - torch.Size([96]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.norm2.weight - torch.Size([96]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.norm2.bias - torch.Size([96]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.ffn.layers.0.0.weight - torch.Size([384, 96]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.ffn.layers.0.0.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.ffn.layers.1.weight - torch.Size([96, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.0.ffn.layers.1.bias - torch.Size([96]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.norm1.weight - torch.Size([96]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.norm1.bias - torch.Size([96]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.attn.w_msa.relative_position_bias_table - torch.Size([169, 3]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.attn.w_msa.qkv.weight - torch.Size([288, 96]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.attn.w_msa.qkv.bias - torch.Size([288]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.attn.w_msa.proj.weight - torch.Size([96, 96]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.attn.w_msa.proj.bias - torch.Size([96]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.norm2.weight - torch.Size([96]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.norm2.bias - torch.Size([96]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.ffn.layers.0.0.weight - torch.Size([384, 96]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.ffn.layers.0.0.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.ffn.layers.1.weight - torch.Size([96, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.blocks.1.ffn.layers.1.bias - torch.Size([96]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.downsample.norm.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.downsample.norm.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.0.downsample.reduction.weight - torch.Size([192, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.norm1.weight - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.norm1.bias - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.attn.w_msa.relative_position_bias_table - torch.Size([169, 6]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.attn.w_msa.qkv.weight - torch.Size([576, 192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.attn.w_msa.qkv.bias - torch.Size([576]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.attn.w_msa.proj.weight - torch.Size([192, 192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.attn.w_msa.proj.bias - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.norm2.weight - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.norm2.bias - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.ffn.layers.0.0.weight - torch.Size([768, 192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.ffn.layers.0.0.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.ffn.layers.1.weight - torch.Size([192, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.0.ffn.layers.1.bias - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.norm1.weight - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.norm1.bias - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.attn.w_msa.relative_position_bias_table - torch.Size([169, 6]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.attn.w_msa.qkv.weight - torch.Size([576, 192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.attn.w_msa.qkv.bias - torch.Size([576]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.attn.w_msa.proj.weight - torch.Size([192, 192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.attn.w_msa.proj.bias - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.norm2.weight - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.norm2.bias - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.ffn.layers.0.0.weight - torch.Size([768, 192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.ffn.layers.0.0.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.ffn.layers.1.weight - torch.Size([192, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.blocks.1.ffn.layers.1.bias - torch.Size([192]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.downsample.norm.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.downsample.norm.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.1.downsample.reduction.weight - torch.Size([384, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.norm1.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.norm1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.attn.w_msa.relative_position_bias_table - torch.Size([169, 12]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.attn.w_msa.qkv.weight - torch.Size([1152, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.attn.w_msa.qkv.bias - torch.Size([1152]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.attn.w_msa.proj.weight - torch.Size([384, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.attn.w_msa.proj.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.norm2.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.norm2.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.ffn.layers.0.0.weight - torch.Size([1536, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.ffn.layers.0.0.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.ffn.layers.1.weight - torch.Size([384, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.0.ffn.layers.1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.norm1.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.norm1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.attn.w_msa.relative_position_bias_table - torch.Size([169, 12]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.attn.w_msa.qkv.weight - torch.Size([1152, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.attn.w_msa.qkv.bias - torch.Size([1152]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.attn.w_msa.proj.weight - torch.Size([384, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.attn.w_msa.proj.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.norm2.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.norm2.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.ffn.layers.0.0.weight - torch.Size([1536, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.ffn.layers.0.0.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.ffn.layers.1.weight - torch.Size([384, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.1.ffn.layers.1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.norm1.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.norm1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.attn.w_msa.relative_position_bias_table - torch.Size([169, 12]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.attn.w_msa.qkv.weight - torch.Size([1152, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.attn.w_msa.qkv.bias - torch.Size([1152]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.attn.w_msa.proj.weight - torch.Size([384, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.attn.w_msa.proj.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.norm2.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.norm2.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.ffn.layers.0.0.weight - torch.Size([1536, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.ffn.layers.0.0.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.ffn.layers.1.weight - torch.Size([384, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.2.ffn.layers.1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.norm1.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.norm1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.attn.w_msa.relative_position_bias_table - torch.Size([169, 12]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.attn.w_msa.qkv.weight - torch.Size([1152, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.attn.w_msa.qkv.bias - torch.Size([1152]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.attn.w_msa.proj.weight - torch.Size([384, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.attn.w_msa.proj.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.norm2.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.norm2.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.ffn.layers.0.0.weight - torch.Size([1536, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.ffn.layers.0.0.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.ffn.layers.1.weight - torch.Size([384, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.3.ffn.layers.1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.norm1.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.norm1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.attn.w_msa.relative_position_bias_table - torch.Size([169, 12]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.attn.w_msa.qkv.weight - torch.Size([1152, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.attn.w_msa.qkv.bias - torch.Size([1152]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.attn.w_msa.proj.weight - torch.Size([384, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.attn.w_msa.proj.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.norm2.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.norm2.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.ffn.layers.0.0.weight - torch.Size([1536, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.ffn.layers.0.0.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.ffn.layers.1.weight - torch.Size([384, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.4.ffn.layers.1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.norm1.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.norm1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.attn.w_msa.relative_position_bias_table - torch.Size([169, 12]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.attn.w_msa.qkv.weight - torch.Size([1152, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.attn.w_msa.qkv.bias - torch.Size([1152]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.attn.w_msa.proj.weight - torch.Size([384, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.attn.w_msa.proj.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.norm2.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.norm2.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.ffn.layers.0.0.weight - torch.Size([1536, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.ffn.layers.0.0.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.ffn.layers.1.weight - torch.Size([384, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.5.ffn.layers.1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.norm1.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.norm1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.attn.w_msa.relative_position_bias_table - torch.Size([169, 12]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.attn.w_msa.qkv.weight - torch.Size([1152, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.attn.w_msa.qkv.bias - torch.Size([1152]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.attn.w_msa.proj.weight - torch.Size([384, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.attn.w_msa.proj.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.norm2.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.norm2.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.ffn.layers.0.0.weight - torch.Size([1536, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.ffn.layers.0.0.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.ffn.layers.1.weight - torch.Size([384, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.6.ffn.layers.1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.norm1.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.norm1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.attn.w_msa.relative_position_bias_table - torch.Size([169, 12]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.attn.w_msa.qkv.weight - torch.Size([1152, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.attn.w_msa.qkv.bias - torch.Size([1152]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.attn.w_msa.proj.weight - torch.Size([384, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.attn.w_msa.proj.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.norm2.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.norm2.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.ffn.layers.0.0.weight - torch.Size([1536, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.ffn.layers.0.0.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.ffn.layers.1.weight - torch.Size([384, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.7.ffn.layers.1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.norm1.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.norm1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.attn.w_msa.relative_position_bias_table - torch.Size([169, 12]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.attn.w_msa.qkv.weight - torch.Size([1152, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.attn.w_msa.qkv.bias - torch.Size([1152]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.attn.w_msa.proj.weight - torch.Size([384, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.attn.w_msa.proj.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.norm2.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.norm2.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.ffn.layers.0.0.weight - torch.Size([1536, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.ffn.layers.0.0.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.ffn.layers.1.weight - torch.Size([384, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.8.ffn.layers.1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.norm1.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.norm1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.attn.w_msa.relative_position_bias_table - torch.Size([169, 12]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.attn.w_msa.qkv.weight - torch.Size([1152, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.attn.w_msa.qkv.bias - torch.Size([1152]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.attn.w_msa.proj.weight - torch.Size([384, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.attn.w_msa.proj.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.norm2.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.norm2.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.ffn.layers.0.0.weight - torch.Size([1536, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.ffn.layers.0.0.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.ffn.layers.1.weight - torch.Size([384, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.9.ffn.layers.1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.norm1.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.norm1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.attn.w_msa.relative_position_bias_table - torch.Size([169, 12]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.attn.w_msa.qkv.weight - torch.Size([1152, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.attn.w_msa.qkv.bias - torch.Size([1152]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.attn.w_msa.proj.weight - torch.Size([384, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.attn.w_msa.proj.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.norm2.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.norm2.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.ffn.layers.0.0.weight - torch.Size([1536, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.ffn.layers.0.0.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.ffn.layers.1.weight - torch.Size([384, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.10.ffn.layers.1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.norm1.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.norm1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.attn.w_msa.relative_position_bias_table - torch.Size([169, 12]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.attn.w_msa.qkv.weight - torch.Size([1152, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.attn.w_msa.qkv.bias - torch.Size([1152]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.attn.w_msa.proj.weight - torch.Size([384, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.attn.w_msa.proj.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.norm2.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.norm2.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.ffn.layers.0.0.weight - torch.Size([1536, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.ffn.layers.0.0.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.ffn.layers.1.weight - torch.Size([384, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.11.ffn.layers.1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.norm1.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.norm1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.attn.w_msa.relative_position_bias_table - torch.Size([169, 12]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.attn.w_msa.qkv.weight - torch.Size([1152, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.attn.w_msa.qkv.bias - torch.Size([1152]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.attn.w_msa.proj.weight - torch.Size([384, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.attn.w_msa.proj.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.norm2.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.norm2.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.ffn.layers.0.0.weight - torch.Size([1536, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.ffn.layers.0.0.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.ffn.layers.1.weight - torch.Size([384, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.12.ffn.layers.1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.norm1.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.norm1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.attn.w_msa.relative_position_bias_table - torch.Size([169, 12]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.attn.w_msa.qkv.weight - torch.Size([1152, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.attn.w_msa.qkv.bias - torch.Size([1152]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.attn.w_msa.proj.weight - torch.Size([384, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.attn.w_msa.proj.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.norm2.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.norm2.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.ffn.layers.0.0.weight - torch.Size([1536, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.ffn.layers.0.0.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.ffn.layers.1.weight - torch.Size([384, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.13.ffn.layers.1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.norm1.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.norm1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.attn.w_msa.relative_position_bias_table - torch.Size([169, 12]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.attn.w_msa.qkv.weight - torch.Size([1152, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.attn.w_msa.qkv.bias - torch.Size([1152]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.attn.w_msa.proj.weight - torch.Size([384, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.attn.w_msa.proj.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.norm2.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.norm2.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.ffn.layers.0.0.weight - torch.Size([1536, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.ffn.layers.0.0.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.ffn.layers.1.weight - torch.Size([384, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.14.ffn.layers.1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.norm1.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.norm1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.attn.w_msa.relative_position_bias_table - torch.Size([169, 12]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.attn.w_msa.qkv.weight - torch.Size([1152, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.attn.w_msa.qkv.bias - torch.Size([1152]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.attn.w_msa.proj.weight - torch.Size([384, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.attn.w_msa.proj.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.norm2.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.norm2.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.ffn.layers.0.0.weight - torch.Size([1536, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.ffn.layers.0.0.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.ffn.layers.1.weight - torch.Size([384, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.15.ffn.layers.1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.norm1.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.norm1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.attn.w_msa.relative_position_bias_table - torch.Size([169, 12]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.attn.w_msa.qkv.weight - torch.Size([1152, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.attn.w_msa.qkv.bias - torch.Size([1152]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.attn.w_msa.proj.weight - torch.Size([384, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.attn.w_msa.proj.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.norm2.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.norm2.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.ffn.layers.0.0.weight - torch.Size([1536, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.ffn.layers.0.0.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.ffn.layers.1.weight - torch.Size([384, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.16.ffn.layers.1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.norm1.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.norm1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.attn.w_msa.relative_position_bias_table - torch.Size([169, 12]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.attn.w_msa.qkv.weight - torch.Size([1152, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.attn.w_msa.qkv.bias - torch.Size([1152]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.attn.w_msa.proj.weight - torch.Size([384, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.attn.w_msa.proj.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.norm2.weight - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.norm2.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.ffn.layers.0.0.weight - torch.Size([1536, 384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.ffn.layers.0.0.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.ffn.layers.1.weight - torch.Size([384, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.blocks.17.ffn.layers.1.bias - torch.Size([384]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.downsample.norm.weight - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.downsample.norm.bias - torch.Size([1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.2.downsample.reduction.weight - torch.Size([768, 1536]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.norm1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.norm1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.attn.w_msa.relative_position_bias_table - torch.Size([169, 24]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.attn.w_msa.qkv.weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.attn.w_msa.qkv.bias - torch.Size([2304]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.attn.w_msa.proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.attn.w_msa.proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.norm2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.norm2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.ffn.layers.0.0.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.ffn.layers.0.0.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.ffn.layers.1.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.0.ffn.layers.1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.norm1.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.norm1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.attn.w_msa.relative_position_bias_table - torch.Size([169, 24]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.attn.w_msa.qkv.weight - torch.Size([2304, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.attn.w_msa.qkv.bias - torch.Size([2304]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.attn.w_msa.proj.weight - torch.Size([768, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.attn.w_msa.proj.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.norm2.weight - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.norm2.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.ffn.layers.0.0.weight - torch.Size([3072, 768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.ffn.layers.0.0.bias - torch.Size([3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.ffn.layers.1.weight - torch.Size([768, 3072]): Initialized by user-defined `init_weights` in SwinTransformer backbone.stages.3.blocks.1.ffn.layers.1.bias - torch.Size([768]): Initialized by user-defined `init_weights` in SwinTransformer backbone.norm0.weight - torch.Size([96]): The value is the same before and after calling `init_weights` of MaskRCNN backbone.norm0.bias - torch.Size([96]): The value is the same before and after calling `init_weights` of MaskRCNN backbone.norm1.weight - torch.Size([192]): The value is the same before and after calling `init_weights` of MaskRCNN backbone.norm1.bias - torch.Size([192]): The value is the same before and after calling `init_weights` of MaskRCNN backbone.norm2.weight - torch.Size([384]): The value is the same before and after calling `init_weights` of MaskRCNN backbone.norm2.bias - torch.Size([384]): The value is the same before and after calling `init_weights` of MaskRCNN backbone.norm3.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of MaskRCNN backbone.norm3.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.0.conv.weight - torch.Size([256, 96, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.lateral_convs.0.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.0.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.1.conv.weight - torch.Size([256, 192, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.lateral_convs.1.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.1.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.2.conv.weight - torch.Size([256, 384, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.lateral_convs.2.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.2.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.3.conv.weight - torch.Size([256, 768, 1, 1]): XavierInit: gain=1, distribution=uniform, bias=0 neck.lateral_convs.3.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.lateral_convs.3.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.0.conv.weight - torch.Size([256, 256, 3, 3]): XavierInit: gain=1, distribution=uniform, bias=0 neck.fpn_convs.0.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.0.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.1.conv.weight - torch.Size([256, 256, 3, 3]): XavierInit: gain=1, distribution=uniform, bias=0 neck.fpn_convs.1.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.1.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.2.conv.weight - torch.Size([256, 256, 3, 3]): XavierInit: gain=1, distribution=uniform, bias=0 neck.fpn_convs.2.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.2.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.3.conv.weight - torch.Size([256, 256, 3, 3]): XavierInit: gain=1, distribution=uniform, bias=0 neck.fpn_convs.3.bn.weight - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN neck.fpn_convs.3.bn.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN rpn_head.rpn_conv.weight - torch.Size([256, 256, 3, 3]): NormalInit: mean=0, std=0.01, bias=0 rpn_head.rpn_conv.bias - torch.Size([256]): NormalInit: mean=0, std=0.01, bias=0 rpn_head.rpn_cls.weight - torch.Size([3, 256, 1, 1]): NormalInit: mean=0, std=0.01, bias=0 rpn_head.rpn_cls.bias - torch.Size([3]): NormalInit: mean=0, std=0.01, bias=0 rpn_head.rpn_reg.weight - torch.Size([12, 256, 1, 1]): NormalInit: mean=0, std=0.01, bias=0 rpn_head.rpn_reg.bias - torch.Size([12]): NormalInit: mean=0, std=0.01, bias=0 roi_head.bbox_head.fc_cls.weight - torch.Size([81, 1024]): NormalInit: mean=0, std=0.01, bias=0 roi_head.bbox_head.fc_cls.bias - torch.Size([81]): NormalInit: mean=0, std=0.01, bias=0 roi_head.bbox_head.fc_reg.weight - torch.Size([320, 1024]): NormalInit: mean=0, std=0.001, bias=0 roi_head.bbox_head.fc_reg.bias - torch.Size([320]): NormalInit: mean=0, std=0.001, bias=0 roi_head.bbox_head.shared_convs.0.conv.weight - torch.Size([256, 256, 3, 3]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.0.conv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.1.conv.weight - torch.Size([256, 256, 3, 3]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.1.conv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.2.conv.weight - torch.Size([256, 256, 3, 3]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.2.conv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.3.conv.weight - torch.Size([256, 256, 3, 3]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_convs.3.conv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.bbox_head.shared_fcs.0.weight - torch.Size([1024, 12544]): XavierInit: gain=1, distribution=uniform, bias=0 roi_head.bbox_head.shared_fcs.0.bias - torch.Size([1024]): XavierInit: gain=1, distribution=uniform, bias=0 roi_head.mask_head.convs.0.conv.weight - torch.Size([256, 256, 3, 3]): Initialized by user-defined `init_weights` in ConvModule roi_head.mask_head.convs.0.conv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.mask_head.convs.1.conv.weight - torch.Size([256, 256, 3, 3]): Initialized by user-defined `init_weights` in ConvModule roi_head.mask_head.convs.1.conv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.mask_head.convs.2.conv.weight - torch.Size([256, 256, 3, 3]): Initialized by user-defined `init_weights` in ConvModule roi_head.mask_head.convs.2.conv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.mask_head.convs.3.conv.weight - torch.Size([256, 256, 3, 3]): Initialized by user-defined `init_weights` in ConvModule roi_head.mask_head.convs.3.conv.bias - torch.Size([256]): The value is the same before and after calling `init_weights` of MaskRCNN roi_head.mask_head.upsample.weight - torch.Size([256, 256, 2, 2]): Initialized by user-defined `init_weights` in FCNMaskHead roi_head.mask_head.upsample.bias - torch.Size([256]): Initialized by user-defined `init_weights` in FCNMaskHead roi_head.mask_head.conv_logits.weight - torch.Size([80, 256, 1, 1]): Initialized by user-defined `init_weights` in FCNMaskHead roi_head.mask_head.conv_logits.bias - torch.Size([80]): Initialized by user-defined `init_weights` in FCNMaskHead 2022-09-30 16:24:05,532 - mmdet - INFO - Automatic scaling of learning rate (LR) has been disabled. 2022-09-30 16:24:06,719 - mmdet - INFO - load checkpoint from local path: work_dirs/selfsup_mask-rcnn_swin-s_mstrain-soft-teacher_sampler-4096_temp0.5/final_model.pth 2022-09-30 16:24:06,952 - mmdet - WARNING - The model and loaded state dict do not match exactly unexpected key in source state_dict: neck.lateral_convs.0.conv.bias, neck.lateral_convs.1.conv.bias, neck.lateral_convs.2.conv.bias, neck.lateral_convs.3.conv.bias, neck.fpn_convs.0.conv.bias, neck.fpn_convs.1.conv.bias, neck.fpn_convs.2.conv.bias, neck.fpn_convs.3.conv.bias missing keys in source state_dict: neck.lateral_convs.0.bn.weight, neck.lateral_convs.0.bn.bias, neck.lateral_convs.0.bn.running_mean, neck.lateral_convs.0.bn.running_var, neck.lateral_convs.1.bn.weight, neck.lateral_convs.1.bn.bias, neck.lateral_convs.1.bn.running_mean, neck.lateral_convs.1.bn.running_var, neck.lateral_convs.2.bn.weight, neck.lateral_convs.2.bn.bias, neck.lateral_convs.2.bn.running_mean, neck.lateral_convs.2.bn.running_var, neck.lateral_convs.3.bn.weight, neck.lateral_convs.3.bn.bias, neck.lateral_convs.3.bn.running_mean, neck.lateral_convs.3.bn.running_var, neck.fpn_convs.0.bn.weight, neck.fpn_convs.0.bn.bias, neck.fpn_convs.0.bn.running_mean, neck.fpn_convs.0.bn.running_var, neck.fpn_convs.1.bn.weight, neck.fpn_convs.1.bn.bias, neck.fpn_convs.1.bn.running_mean, neck.fpn_convs.1.bn.running_var, neck.fpn_convs.2.bn.weight, neck.fpn_convs.2.bn.bias, neck.fpn_convs.2.bn.running_mean, neck.fpn_convs.2.bn.running_var, neck.fpn_convs.3.bn.weight, neck.fpn_convs.3.bn.bias, neck.fpn_convs.3.bn.running_mean, neck.fpn_convs.3.bn.running_var, rpn_head.rpn_cls.weight, rpn_head.rpn_cls.bias, rpn_head.rpn_reg.weight, rpn_head.rpn_reg.bias, roi_head.bbox_head.fc_cls.weight, roi_head.bbox_head.fc_cls.bias, roi_head.bbox_head.fc_reg.weight, roi_head.bbox_head.fc_reg.bias, roi_head.mask_head.convs.0.conv.weight, roi_head.mask_head.convs.0.conv.bias, roi_head.mask_head.convs.1.conv.weight, roi_head.mask_head.convs.1.conv.bias, roi_head.mask_head.convs.2.conv.weight, roi_head.mask_head.convs.2.conv.bias, roi_head.mask_head.convs.3.conv.weight, roi_head.mask_head.convs.3.conv.bias, roi_head.mask_head.upsample.weight, roi_head.mask_head.upsample.bias, roi_head.mask_head.conv_logits.weight, roi_head.mask_head.conv_logits.bias 2022-09-30 16:24:06,963 - mmdet - INFO - Start running, host: tiger@n136-165-158, work_dir: /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_swin-s_1x_coco 2022-09-30 16:24:06,964 - mmdet - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) CheckpointHook (NORMAL ) MMDetWandbHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) NumClassCheckHook (NORMAL ) MMDetWandbHook (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) StepLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook -------------------- after_train_iter: (ABOVE_NORMAL) OptimizerHook (NORMAL ) CheckpointHook (NORMAL ) MMDetWandbHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (NORMAL ) MMDetWandbHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (NORMAL ) NumClassCheckHook (NORMAL ) MMDetWandbHook (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (NORMAL ) MMDetWandbHook (VERY_LOW ) TextLoggerHook -------------------- after_run: (NORMAL ) MMDetWandbHook (VERY_LOW ) TextLoggerHook -------------------- 2022-09-30 16:24:06,964 - mmdet - INFO - workflow: [('train', 1)], max: 12 epochs 2022-09-30 16:24:06,964 - mmdet - INFO - Checkpoints will be saved to /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_swin-s_1x_coco by HardDiskBackend. 2022-09-30 16:24:28,983 - mmdet - INFO - Epoch [1][50/7330] lr: 4.995e-06, eta: 10:06:08, time: 0.414, data_time: 0.081, memory: 10758, loss_rpn_cls: 0.6985, loss_rpn_bbox: 0.1189, loss_cls: 4.2834, acc: 18.3579, loss_bbox: 0.0163, loss_mask: 0.8429, loss: 5.9600 2022-09-30 16:24:44,672 - mmdet - INFO - Epoch [1][100/7330] lr: 9.990e-06, eta: 8:52:38, time: 0.314, data_time: 0.017, memory: 11330, loss_rpn_cls: 0.6587, loss_rpn_bbox: 0.1077, loss_cls: 3.0685, acc: 92.1423, loss_bbox: 0.0271, loss_mask: 0.7495, loss: 4.6115 2022-09-30 16:25:00,496 - mmdet - INFO - Epoch [1][150/7330] lr: 1.499e-05, eta: 8:29:15, time: 0.316, data_time: 0.018, memory: 11832, loss_rpn_cls: 0.5489, loss_rpn_bbox: 0.1002, loss_cls: 0.3929, acc: 97.0342, loss_bbox: 0.0736, loss_mask: 0.7036, loss: 1.8191 2022-09-30 16:25:17,099 - mmdet - INFO - Epoch [1][200/7330] lr: 1.998e-05, eta: 8:23:09, time: 0.332, data_time: 0.021, memory: 11832, loss_rpn_cls: 0.3406, loss_rpn_bbox: 0.0909, loss_cls: 0.3323, acc: 95.3062, loss_bbox: 0.1493, loss_mask: 0.6857, loss: 1.5989 2022-09-30 16:25:32,890 - mmdet - INFO - Epoch [1][250/7330] lr: 2.498e-05, eta: 8:14:37, time: 0.316, data_time: 0.019, memory: 11832, loss_rpn_cls: 0.2234, loss_rpn_bbox: 0.0892, loss_cls: 0.3569, acc: 94.1118, loss_bbox: 0.1988, loss_mask: 0.6442, loss: 1.5126 2022-09-30 16:25:48,760 - mmdet - INFO - Epoch [1][300/7330] lr: 2.997e-05, eta: 8:09:14, time: 0.317, data_time: 0.016, memory: 11832, loss_rpn_cls: 0.1684, loss_rpn_bbox: 0.0799, loss_cls: 0.3836, acc: 93.3760, loss_bbox: 0.2401, loss_mask: 0.6134, loss: 1.4854 2022-09-30 16:26:04,996 - mmdet - INFO - Epoch [1][350/7330] lr: 3.497e-05, eta: 8:06:50, time: 0.325, data_time: 0.015, memory: 11832, loss_rpn_cls: 0.1438, loss_rpn_bbox: 0.0764, loss_cls: 0.4296, acc: 92.2378, loss_bbox: 0.2862, loss_mask: 0.5791, loss: 1.5151 2022-09-30 16:26:21,611 - mmdet - INFO - Epoch [1][400/7330] lr: 3.996e-05, eta: 8:06:21, time: 0.332, data_time: 0.020, memory: 11832, loss_rpn_cls: 0.1234, loss_rpn_bbox: 0.0729, loss_cls: 0.4344, acc: 91.8333, loss_bbox: 0.2866, loss_mask: 0.5349, loss: 1.4522 2022-09-30 16:26:37,802 - mmdet - INFO - Epoch [1][450/7330] lr: 4.496e-05, eta: 8:04:32, time: 0.324, data_time: 0.015, memory: 11931, loss_rpn_cls: 0.1200, loss_rpn_bbox: 0.0802, loss_cls: 0.4979, acc: 90.5530, loss_bbox: 0.3209, loss_mask: 0.5198, loss: 1.5388 2022-09-30 16:26:54,014 - mmdet - INFO - Epoch [1][500/7330] lr: 4.995e-05, eta: 8:03:06, time: 0.324, data_time: 0.016, memory: 12840, loss_rpn_cls: 0.1103, loss_rpn_bbox: 0.0711, loss_cls: 0.4655, acc: 90.7144, loss_bbox: 0.2944, loss_mask: 0.4823, loss: 1.4236 2022-09-30 16:27:09,648 - mmdet - INFO - Epoch [1][550/7330] lr: 5.495e-05, eta: 8:00:20, time: 0.313, data_time: 0.019, memory: 12840, loss_rpn_cls: 0.0990, loss_rpn_bbox: 0.0691, loss_cls: 0.4435, acc: 90.5908, loss_bbox: 0.2981, loss_mask: 0.4760, loss: 1.3857 2022-09-30 16:27:25,333 - mmdet - INFO - Epoch [1][600/7330] lr: 5.994e-05, eta: 7:58:07, time: 0.314, data_time: 0.018, memory: 12840, loss_rpn_cls: 0.0961, loss_rpn_bbox: 0.0681, loss_cls: 0.4062, acc: 90.8860, loss_bbox: 0.2872, loss_mask: 0.4496, loss: 1.3072 2022-09-30 16:27:41,078 - mmdet - INFO - Epoch [1][650/7330] lr: 6.494e-05, eta: 7:56:20, time: 0.315, data_time: 0.016, memory: 12840, loss_rpn_cls: 0.0964, loss_rpn_bbox: 0.0691, loss_cls: 0.4177, acc: 90.5484, loss_bbox: 0.2866, loss_mask: 0.4364, loss: 1.3062 2022-09-30 16:27:57,716 - mmdet - INFO - Epoch [1][700/7330] lr: 6.993e-05, eta: 7:56:37, time: 0.333, data_time: 0.017, memory: 12840, loss_rpn_cls: 0.0910, loss_rpn_bbox: 0.0716, loss_cls: 0.4102, acc: 90.0266, loss_bbox: 0.3088, loss_mask: 0.4196, loss: 1.3012 2022-09-30 16:28:14,175 - mmdet - INFO - Epoch [1][750/7330] lr: 7.493e-05, eta: 7:56:29, time: 0.329, data_time: 0.018, memory: 12840, loss_rpn_cls: 0.0877, loss_rpn_bbox: 0.0732, loss_cls: 0.3925, acc: 90.0622, loss_bbox: 0.3044, loss_mask: 0.4223, loss: 1.2801 2022-09-30 16:28:30,421 - mmdet - INFO - Epoch [1][800/7330] lr: 7.992e-05, eta: 7:55:57, time: 0.325, data_time: 0.017, memory: 12840, loss_rpn_cls: 0.0907, loss_rpn_bbox: 0.0694, loss_cls: 0.3788, acc: 90.3340, loss_bbox: 0.3018, loss_mask: 0.3965, loss: 1.2371 2022-09-30 16:28:46,879 - mmdet - INFO - Epoch [1][850/7330] lr: 8.492e-05, eta: 7:55:48, time: 0.329, data_time: 0.018, memory: 12879, loss_rpn_cls: 0.0890, loss_rpn_bbox: 0.0738, loss_cls: 0.3789, acc: 90.0061, loss_bbox: 0.3106, loss_mask: 0.4039, loss: 1.2563 2022-09-30 16:29:02,876 - mmdet - INFO - Epoch [1][900/7330] lr: 8.991e-05, eta: 7:54:54, time: 0.320, data_time: 0.021, memory: 12879, loss_rpn_cls: 0.0764, loss_rpn_bbox: 0.0606, loss_cls: 0.3514, acc: 90.6460, loss_bbox: 0.2907, loss_mask: 0.3847, loss: 1.1639 2022-09-30 16:29:18,868 - mmdet - INFO - Epoch [1][950/7330] lr: 9.491e-05, eta: 7:54:04, time: 0.320, data_time: 0.017, memory: 12879, loss_rpn_cls: 0.0850, loss_rpn_bbox: 0.0685, loss_cls: 0.3566, acc: 90.4961, loss_bbox: 0.2989, loss_mask: 0.3858, loss: 1.1948 2022-09-30 16:29:34,863 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 16:29:34,863 - mmdet - INFO - Epoch [1][1000/7330] lr: 9.990e-05, eta: 7:53:17, time: 0.320, data_time: 0.018, memory: 12879, loss_rpn_cls: 0.0784, loss_rpn_bbox: 0.0642, loss_cls: 0.3470, acc: 90.4568, loss_bbox: 0.2940, loss_mask: 0.3774, loss: 1.1611 2022-09-30 16:29:50,533 - mmdet - INFO - Epoch [1][1050/7330] lr: 1.000e-04, eta: 7:52:06, time: 0.313, data_time: 0.019, memory: 12879, loss_rpn_cls: 0.0746, loss_rpn_bbox: 0.0630, loss_cls: 0.3405, acc: 90.8015, loss_bbox: 0.2853, loss_mask: 0.3692, loss: 1.1326 2022-09-30 16:30:06,603 - mmdet - INFO - Epoch [1][1100/7330] lr: 1.000e-04, eta: 7:51:32, time: 0.321, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0799, loss_rpn_bbox: 0.0678, loss_cls: 0.3462, acc: 90.4680, loss_bbox: 0.3010, loss_mask: 0.3761, loss: 1.1710 2022-09-30 16:30:22,631 - mmdet - INFO - Epoch [1][1150/7330] lr: 1.000e-04, eta: 7:50:56, time: 0.321, data_time: 0.021, memory: 14243, loss_rpn_cls: 0.0827, loss_rpn_bbox: 0.0626, loss_cls: 0.3339, acc: 90.8012, loss_bbox: 0.2893, loss_mask: 0.3741, loss: 1.1426 2022-09-30 16:30:38,851 - mmdet - INFO - Epoch [1][1200/7330] lr: 1.000e-04, eta: 7:50:36, time: 0.324, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0808, loss_rpn_bbox: 0.0673, loss_cls: 0.3399, acc: 90.3408, loss_bbox: 0.3039, loss_mask: 0.3775, loss: 1.1694 2022-09-30 16:30:55,150 - mmdet - INFO - Epoch [1][1250/7330] lr: 1.000e-04, eta: 7:50:21, time: 0.326, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0722, loss_rpn_bbox: 0.0611, loss_cls: 0.3233, acc: 90.8333, loss_bbox: 0.2874, loss_mask: 0.3601, loss: 1.1041 2022-09-30 16:31:11,553 - mmdet - INFO - Epoch [1][1300/7330] lr: 1.000e-04, eta: 7:50:14, time: 0.328, data_time: 0.021, memory: 14243, loss_rpn_cls: 0.0722, loss_rpn_bbox: 0.0615, loss_cls: 0.3134, acc: 91.0962, loss_bbox: 0.2768, loss_mask: 0.3578, loss: 1.0816 2022-09-30 16:31:27,677 - mmdet - INFO - Epoch [1][1350/7330] lr: 1.000e-04, eta: 7:49:47, time: 0.322, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0685, loss_rpn_bbox: 0.0600, loss_cls: 0.3097, acc: 90.8891, loss_bbox: 0.2809, loss_mask: 0.3476, loss: 1.0667 2022-09-30 16:31:44,088 - mmdet - INFO - Epoch [1][1400/7330] lr: 1.000e-04, eta: 7:49:40, time: 0.328, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0692, loss_rpn_bbox: 0.0618, loss_cls: 0.3146, acc: 90.7249, loss_bbox: 0.2886, loss_mask: 0.3515, loss: 1.0857 2022-09-30 16:32:00,029 - mmdet - INFO - Epoch [1][1450/7330] lr: 1.000e-04, eta: 7:49:03, time: 0.319, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0663, loss_rpn_bbox: 0.0575, loss_cls: 0.3105, acc: 91.0408, loss_bbox: 0.2830, loss_mask: 0.3467, loss: 1.0640 2022-09-30 16:32:16,272 - mmdet - INFO - Epoch [1][1500/7330] lr: 1.000e-04, eta: 7:48:46, time: 0.325, data_time: 0.021, memory: 14243, loss_rpn_cls: 0.0681, loss_rpn_bbox: 0.0599, loss_cls: 0.3111, acc: 90.9608, loss_bbox: 0.2828, loss_mask: 0.3475, loss: 1.0694 2022-09-30 16:32:32,193 - mmdet - INFO - Epoch [1][1550/7330] lr: 1.000e-04, eta: 7:48:10, time: 0.318, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0671, loss_rpn_bbox: 0.0565, loss_cls: 0.2965, acc: 91.4031, loss_bbox: 0.2766, loss_mask: 0.3361, loss: 1.0329 2022-09-30 16:32:47,849 - mmdet - INFO - Epoch [1][1600/7330] lr: 1.000e-04, eta: 7:47:22, time: 0.313, data_time: 0.016, memory: 14243, loss_rpn_cls: 0.0636, loss_rpn_bbox: 0.0579, loss_cls: 0.3069, acc: 90.8550, loss_bbox: 0.2924, loss_mask: 0.3427, loss: 1.0635 2022-09-30 16:33:03,665 - mmdet - INFO - Epoch [1][1650/7330] lr: 1.000e-04, eta: 7:46:43, time: 0.316, data_time: 0.016, memory: 14243, loss_rpn_cls: 0.0653, loss_rpn_bbox: 0.0580, loss_cls: 0.3045, acc: 91.0215, loss_bbox: 0.2793, loss_mask: 0.3415, loss: 1.0486 2022-09-30 16:33:19,548 - mmdet - INFO - Epoch [1][1700/7330] lr: 1.000e-04, eta: 7:46:10, time: 0.318, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0635, loss_rpn_bbox: 0.0543, loss_cls: 0.2902, acc: 91.4913, loss_bbox: 0.2652, loss_mask: 0.3290, loss: 1.0020 2022-09-30 16:33:35,358 - mmdet - INFO - Epoch [1][1750/7330] lr: 1.000e-04, eta: 7:45:34, time: 0.316, data_time: 0.016, memory: 14243, loss_rpn_cls: 0.0657, loss_rpn_bbox: 0.0587, loss_cls: 0.2847, acc: 91.5134, loss_bbox: 0.2710, loss_mask: 0.3361, loss: 1.0162 2022-09-30 16:33:51,866 - mmdet - INFO - Epoch [1][1800/7330] lr: 1.000e-04, eta: 7:45:32, time: 0.330, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0680, loss_rpn_bbox: 0.0634, loss_cls: 0.3089, acc: 90.6866, loss_bbox: 0.2959, loss_mask: 0.3467, loss: 1.0829 2022-09-30 16:34:08,075 - mmdet - INFO - Epoch [1][1850/7330] lr: 1.000e-04, eta: 7:45:16, time: 0.324, data_time: 0.022, memory: 14243, loss_rpn_cls: 0.0643, loss_rpn_bbox: 0.0590, loss_cls: 0.2958, acc: 91.1909, loss_bbox: 0.2788, loss_mask: 0.3361, loss: 1.0339 2022-09-30 16:34:23,923 - mmdet - INFO - Epoch [1][1900/7330] lr: 1.000e-04, eta: 7:44:43, time: 0.317, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0644, loss_rpn_bbox: 0.0582, loss_cls: 0.2974, acc: 91.1185, loss_bbox: 0.2809, loss_mask: 0.3372, loss: 1.0381 2022-09-30 16:34:39,826 - mmdet - INFO - Epoch [1][1950/7330] lr: 1.000e-04, eta: 7:44:14, time: 0.318, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0616, loss_rpn_bbox: 0.0567, loss_cls: 0.2959, acc: 91.2122, loss_bbox: 0.2778, loss_mask: 0.3374, loss: 1.0293 2022-09-30 16:34:55,866 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 16:34:55,867 - mmdet - INFO - Epoch [1][2000/7330] lr: 1.000e-04, eta: 7:43:51, time: 0.321, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0664, loss_rpn_bbox: 0.0604, loss_cls: 0.2935, acc: 91.1083, loss_bbox: 0.2837, loss_mask: 0.3278, loss: 1.0318 2022-09-30 16:35:11,671 - mmdet - INFO - Epoch [1][2050/7330] lr: 1.000e-04, eta: 7:43:19, time: 0.316, data_time: 0.016, memory: 14243, loss_rpn_cls: 0.0655, loss_rpn_bbox: 0.0570, loss_cls: 0.2968, acc: 91.0586, loss_bbox: 0.2849, loss_mask: 0.3246, loss: 1.0289 2022-09-30 16:35:27,885 - mmdet - INFO - Epoch [1][2100/7330] lr: 1.000e-04, eta: 7:43:04, time: 0.324, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0641, loss_rpn_bbox: 0.0571, loss_cls: 0.2839, acc: 91.3662, loss_bbox: 0.2772, loss_mask: 0.3327, loss: 1.0150 2022-09-30 16:35:43,666 - mmdet - INFO - Epoch [1][2150/7330] lr: 1.000e-04, eta: 7:42:32, time: 0.316, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0620, loss_rpn_bbox: 0.0587, loss_cls: 0.2969, acc: 91.0128, loss_bbox: 0.2842, loss_mask: 0.3328, loss: 1.0346 2022-09-30 16:35:59,557 - mmdet - INFO - Epoch [1][2200/7330] lr: 1.000e-04, eta: 7:42:05, time: 0.318, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0629, loss_rpn_bbox: 0.0577, loss_cls: 0.2923, acc: 91.1963, loss_bbox: 0.2784, loss_mask: 0.3258, loss: 1.0170 2022-09-30 16:36:15,846 - mmdet - INFO - Epoch [1][2250/7330] lr: 1.000e-04, eta: 7:41:54, time: 0.326, data_time: 0.022, memory: 14243, loss_rpn_cls: 0.0640, loss_rpn_bbox: 0.0605, loss_cls: 0.2935, acc: 91.1572, loss_bbox: 0.2737, loss_mask: 0.3255, loss: 1.0172 2022-09-30 16:36:31,948 - mmdet - INFO - Epoch [1][2300/7330] lr: 1.000e-04, eta: 7:41:35, time: 0.322, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0580, loss_rpn_bbox: 0.0559, loss_cls: 0.2820, acc: 91.2996, loss_bbox: 0.2832, loss_mask: 0.3237, loss: 1.0029 2022-09-30 16:36:47,767 - mmdet - INFO - Epoch [1][2350/7330] lr: 1.000e-04, eta: 7:41:06, time: 0.316, data_time: 0.015, memory: 14243, loss_rpn_cls: 0.0581, loss_rpn_bbox: 0.0541, loss_cls: 0.2815, acc: 91.4225, loss_bbox: 0.2728, loss_mask: 0.3290, loss: 0.9955 2022-09-30 16:37:03,951 - mmdet - INFO - Epoch [1][2400/7330] lr: 1.000e-04, eta: 7:40:51, time: 0.324, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0632, loss_rpn_bbox: 0.0575, loss_cls: 0.2907, acc: 91.1459, loss_bbox: 0.2815, loss_mask: 0.3259, loss: 1.0189 2022-09-30 16:37:20,405 - mmdet - INFO - Epoch [1][2450/7330] lr: 1.000e-04, eta: 7:40:45, time: 0.329, data_time: 0.021, memory: 14243, loss_rpn_cls: 0.0663, loss_rpn_bbox: 0.0584, loss_cls: 0.2826, acc: 91.3366, loss_bbox: 0.2705, loss_mask: 0.3274, loss: 1.0052 2022-09-30 16:37:36,511 - mmdet - INFO - Epoch [1][2500/7330] lr: 1.000e-04, eta: 7:40:27, time: 0.322, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0621, loss_rpn_bbox: 0.0579, loss_cls: 0.2818, acc: 91.2133, loss_bbox: 0.2791, loss_mask: 0.3264, loss: 1.0072 2022-09-30 16:37:52,448 - mmdet - INFO - Epoch [1][2550/7330] lr: 1.000e-04, eta: 7:40:03, time: 0.319, data_time: 0.016, memory: 14243, loss_rpn_cls: 0.0598, loss_rpn_bbox: 0.0545, loss_cls: 0.2804, acc: 91.3364, loss_bbox: 0.2706, loss_mask: 0.3258, loss: 0.9910 2022-09-30 16:38:08,410 - mmdet - INFO - Epoch [1][2600/7330] lr: 1.000e-04, eta: 7:39:40, time: 0.319, data_time: 0.016, memory: 14243, loss_rpn_cls: 0.0578, loss_rpn_bbox: 0.0541, loss_cls: 0.2842, acc: 91.2132, loss_bbox: 0.2727, loss_mask: 0.3152, loss: 0.9840 2022-09-30 16:38:24,499 - mmdet - INFO - Epoch [1][2650/7330] lr: 1.000e-04, eta: 7:39:22, time: 0.322, data_time: 0.021, memory: 14243, loss_rpn_cls: 0.0599, loss_rpn_bbox: 0.0536, loss_cls: 0.2779, acc: 91.3931, loss_bbox: 0.2712, loss_mask: 0.3135, loss: 0.9761 2022-09-30 16:38:40,371 - mmdet - INFO - Epoch [1][2700/7330] lr: 1.000e-04, eta: 7:38:57, time: 0.317, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0541, loss_rpn_bbox: 0.0530, loss_cls: 0.2553, acc: 92.2101, loss_bbox: 0.2494, loss_mask: 0.3081, loss: 0.9199 2022-09-30 16:38:56,463 - mmdet - INFO - Epoch [1][2750/7330] lr: 1.000e-04, eta: 7:38:39, time: 0.322, data_time: 0.016, memory: 14243, loss_rpn_cls: 0.0642, loss_rpn_bbox: 0.0577, loss_cls: 0.2820, acc: 91.3359, loss_bbox: 0.2775, loss_mask: 0.3177, loss: 0.9990 2022-09-30 16:39:12,229 - mmdet - INFO - Epoch [1][2800/7330] lr: 1.000e-04, eta: 7:38:11, time: 0.315, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0587, loss_rpn_bbox: 0.0557, loss_cls: 0.2837, acc: 91.2881, loss_bbox: 0.2738, loss_mask: 0.3206, loss: 0.9924 2022-09-30 16:39:28,355 - mmdet - INFO - Epoch [1][2850/7330] lr: 1.000e-04, eta: 7:37:55, time: 0.323, data_time: 0.015, memory: 14243, loss_rpn_cls: 0.0566, loss_rpn_bbox: 0.0531, loss_cls: 0.2699, acc: 91.6092, loss_bbox: 0.2691, loss_mask: 0.3187, loss: 0.9673 2022-09-30 16:39:44,266 - mmdet - INFO - Epoch [1][2900/7330] lr: 1.000e-04, eta: 7:37:32, time: 0.318, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0616, loss_rpn_bbox: 0.0576, loss_cls: 0.2779, acc: 91.4503, loss_bbox: 0.2731, loss_mask: 0.3199, loss: 0.9901 2022-09-30 16:40:00,175 - mmdet - INFO - Epoch [1][2950/7330] lr: 1.000e-04, eta: 7:37:09, time: 0.318, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0566, loss_rpn_bbox: 0.0547, loss_cls: 0.2798, acc: 91.2900, loss_bbox: 0.2709, loss_mask: 0.3245, loss: 0.9865 2022-09-30 16:40:16,089 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 16:40:16,090 - mmdet - INFO - Epoch [1][3000/7330] lr: 1.000e-04, eta: 7:36:47, time: 0.318, data_time: 0.016, memory: 14243, loss_rpn_cls: 0.0571, loss_rpn_bbox: 0.0572, loss_cls: 0.2692, acc: 91.6786, loss_bbox: 0.2704, loss_mask: 0.3192, loss: 0.9731 2022-09-30 16:40:32,159 - mmdet - INFO - Epoch [1][3050/7330] lr: 1.000e-04, eta: 7:36:29, time: 0.321, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0580, loss_rpn_bbox: 0.0521, loss_cls: 0.2697, acc: 91.7102, loss_bbox: 0.2691, loss_mask: 0.3193, loss: 0.9682 2022-09-30 16:40:47,887 - mmdet - INFO - Epoch [1][3100/7330] lr: 1.000e-04, eta: 7:36:02, time: 0.315, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0587, loss_rpn_bbox: 0.0568, loss_cls: 0.2801, acc: 91.2285, loss_bbox: 0.2729, loss_mask: 0.3116, loss: 0.9802 2022-09-30 16:41:03,863 - mmdet - INFO - Epoch [1][3150/7330] lr: 1.000e-04, eta: 7:35:42, time: 0.320, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0565, loss_rpn_bbox: 0.0528, loss_cls: 0.2668, acc: 91.6833, loss_bbox: 0.2627, loss_mask: 0.3083, loss: 0.9471 2022-09-30 16:41:19,930 - mmdet - INFO - Epoch [1][3200/7330] lr: 1.000e-04, eta: 7:35:24, time: 0.321, data_time: 0.015, memory: 14243, loss_rpn_cls: 0.0585, loss_rpn_bbox: 0.0583, loss_cls: 0.2880, acc: 91.0984, loss_bbox: 0.2838, loss_mask: 0.3203, loss: 1.0089 2022-09-30 16:41:35,799 - mmdet - INFO - Epoch [1][3250/7330] lr: 1.000e-04, eta: 7:35:02, time: 0.317, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0554, loss_rpn_bbox: 0.0539, loss_cls: 0.2725, acc: 91.4434, loss_bbox: 0.2761, loss_mask: 0.3077, loss: 0.9656 2022-09-30 16:41:51,777 - mmdet - INFO - Epoch [1][3300/7330] lr: 1.000e-04, eta: 7:34:42, time: 0.320, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0568, loss_rpn_bbox: 0.0559, loss_cls: 0.2795, acc: 91.0778, loss_bbox: 0.2876, loss_mask: 0.3151, loss: 0.9949 2022-09-30 16:42:07,969 - mmdet - INFO - Epoch [1][3350/7330] lr: 1.000e-04, eta: 7:34:28, time: 0.324, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0566, loss_rpn_bbox: 0.0559, loss_cls: 0.2668, acc: 91.7500, loss_bbox: 0.2677, loss_mask: 0.3136, loss: 0.9606 2022-09-30 16:42:24,119 - mmdet - INFO - Epoch [1][3400/7330] lr: 1.000e-04, eta: 7:34:13, time: 0.323, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0577, loss_rpn_bbox: 0.0568, loss_cls: 0.2673, acc: 91.7023, loss_bbox: 0.2681, loss_mask: 0.3135, loss: 0.9635 2022-09-30 16:42:40,237 - mmdet - INFO - Epoch [1][3450/7330] lr: 1.000e-04, eta: 7:33:57, time: 0.322, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0608, loss_rpn_bbox: 0.0555, loss_cls: 0.2762, acc: 91.2998, loss_bbox: 0.2774, loss_mask: 0.3172, loss: 0.9871 2022-09-30 16:42:56,234 - mmdet - INFO - Epoch [1][3500/7330] lr: 1.000e-04, eta: 7:33:38, time: 0.320, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0590, loss_rpn_bbox: 0.0572, loss_cls: 0.2703, acc: 91.5225, loss_bbox: 0.2696, loss_mask: 0.3157, loss: 0.9717 2022-09-30 16:43:12,286 - mmdet - INFO - Epoch [1][3550/7330] lr: 1.000e-04, eta: 7:33:20, time: 0.321, data_time: 0.016, memory: 14243, loss_rpn_cls: 0.0546, loss_rpn_bbox: 0.0525, loss_cls: 0.2551, acc: 91.9976, loss_bbox: 0.2610, loss_mask: 0.3056, loss: 0.9289 2022-09-30 16:43:28,585 - mmdet - INFO - Epoch [1][3600/7330] lr: 1.000e-04, eta: 7:33:08, time: 0.326, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0555, loss_rpn_bbox: 0.0534, loss_cls: 0.2675, acc: 91.4864, loss_bbox: 0.2675, loss_mask: 0.2994, loss: 0.9433 2022-09-30 16:43:44,366 - mmdet - INFO - Epoch [1][3650/7330] lr: 1.000e-04, eta: 7:32:45, time: 0.316, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0576, loss_rpn_bbox: 0.0538, loss_cls: 0.2683, acc: 91.5625, loss_bbox: 0.2674, loss_mask: 0.3032, loss: 0.9503 2022-09-30 16:44:00,198 - mmdet - INFO - Epoch [1][3700/7330] lr: 1.000e-04, eta: 7:32:22, time: 0.317, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0552, loss_rpn_bbox: 0.0522, loss_cls: 0.2675, acc: 91.5999, loss_bbox: 0.2652, loss_mask: 0.3021, loss: 0.9421 2022-09-30 16:44:16,141 - mmdet - INFO - Epoch [1][3750/7330] lr: 1.000e-04, eta: 7:32:02, time: 0.319, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0552, loss_rpn_bbox: 0.0521, loss_cls: 0.2558, acc: 91.8425, loss_bbox: 0.2610, loss_mask: 0.3028, loss: 0.9270 2022-09-30 16:44:32,299 - mmdet - INFO - Epoch [1][3800/7330] lr: 1.000e-04, eta: 7:31:47, time: 0.323, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0569, loss_rpn_bbox: 0.0542, loss_cls: 0.2568, acc: 91.8840, loss_bbox: 0.2587, loss_mask: 0.3013, loss: 0.9279 2022-09-30 16:44:48,130 - mmdet - INFO - Epoch [1][3850/7330] lr: 1.000e-04, eta: 7:31:25, time: 0.317, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0545, loss_rpn_bbox: 0.0537, loss_cls: 0.2706, acc: 91.3933, loss_bbox: 0.2730, loss_mask: 0.3069, loss: 0.9587 2022-09-30 16:45:04,217 - mmdet - INFO - Epoch [1][3900/7330] lr: 1.000e-04, eta: 7:31:09, time: 0.322, data_time: 0.022, memory: 14243, loss_rpn_cls: 0.0567, loss_rpn_bbox: 0.0553, loss_cls: 0.2720, acc: 91.3875, loss_bbox: 0.2728, loss_mask: 0.3103, loss: 0.9671 2022-09-30 16:45:20,105 - mmdet - INFO - Epoch [1][3950/7330] lr: 1.000e-04, eta: 7:30:48, time: 0.318, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0518, loss_rpn_bbox: 0.0505, loss_cls: 0.2535, acc: 92.1218, loss_bbox: 0.2527, loss_mask: 0.3017, loss: 0.9103 2022-09-30 16:45:36,316 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 16:45:36,317 - mmdet - INFO - Epoch [1][4000/7330] lr: 1.000e-04, eta: 7:30:34, time: 0.324, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0595, loss_rpn_bbox: 0.0532, loss_cls: 0.2615, acc: 91.8396, loss_bbox: 0.2624, loss_mask: 0.3137, loss: 0.9504 2022-09-30 16:45:52,120 - mmdet - INFO - Epoch [1][4050/7330] lr: 1.000e-04, eta: 7:30:12, time: 0.316, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0591, loss_rpn_bbox: 0.0525, loss_cls: 0.2638, acc: 91.9185, loss_bbox: 0.2518, loss_mask: 0.2997, loss: 0.9269 2022-09-30 16:46:08,317 - mmdet - INFO - Epoch [1][4100/7330] lr: 1.000e-04, eta: 7:29:58, time: 0.324, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0560, loss_rpn_bbox: 0.0549, loss_cls: 0.2664, acc: 91.5959, loss_bbox: 0.2703, loss_mask: 0.3049, loss: 0.9525 2022-09-30 16:46:23,939 - mmdet - INFO - Epoch [1][4150/7330] lr: 1.000e-04, eta: 7:29:32, time: 0.312, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0536, loss_rpn_bbox: 0.0533, loss_cls: 0.2576, acc: 91.8962, loss_bbox: 0.2565, loss_mask: 0.3034, loss: 0.9243 2022-09-30 16:46:39,837 - mmdet - INFO - Epoch [1][4200/7330] lr: 1.000e-04, eta: 7:29:13, time: 0.318, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0612, loss_rpn_bbox: 0.0548, loss_cls: 0.2751, acc: 91.4448, loss_bbox: 0.2700, loss_mask: 0.3095, loss: 0.9705 2022-09-30 16:46:55,840 - mmdet - INFO - Epoch [1][4250/7330] lr: 1.000e-04, eta: 7:28:55, time: 0.320, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0561, loss_rpn_bbox: 0.0539, loss_cls: 0.2607, acc: 91.7821, loss_bbox: 0.2631, loss_mask: 0.3031, loss: 0.9369 2022-09-30 16:47:11,687 - mmdet - INFO - Epoch [1][4300/7330] lr: 1.000e-04, eta: 7:28:34, time: 0.317, data_time: 0.022, memory: 14243, loss_rpn_cls: 0.0534, loss_rpn_bbox: 0.0521, loss_cls: 0.2511, acc: 92.0024, loss_bbox: 0.2566, loss_mask: 0.2930, loss: 0.9062 2022-09-30 16:47:27,661 - mmdet - INFO - Epoch [1][4350/7330] lr: 1.000e-04, eta: 7:28:16, time: 0.319, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0563, loss_rpn_bbox: 0.0532, loss_cls: 0.2573, acc: 91.9614, loss_bbox: 0.2584, loss_mask: 0.2944, loss: 0.9195 2022-09-30 16:47:43,643 - mmdet - INFO - Epoch [1][4400/7330] lr: 1.000e-04, eta: 7:27:58, time: 0.320, data_time: 0.022, memory: 14243, loss_rpn_cls: 0.0562, loss_rpn_bbox: 0.0533, loss_cls: 0.2619, acc: 91.6902, loss_bbox: 0.2624, loss_mask: 0.2983, loss: 0.9322 2022-09-30 16:47:59,861 - mmdet - INFO - Epoch [1][4450/7330] lr: 1.000e-04, eta: 7:27:44, time: 0.324, data_time: 0.016, memory: 14243, loss_rpn_cls: 0.0541, loss_rpn_bbox: 0.0544, loss_cls: 0.2674, acc: 91.4404, loss_bbox: 0.2716, loss_mask: 0.3026, loss: 0.9500 2022-09-30 16:48:15,675 - mmdet - INFO - Epoch [1][4500/7330] lr: 1.000e-04, eta: 7:27:23, time: 0.316, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0522, loss_rpn_bbox: 0.0532, loss_cls: 0.2668, acc: 91.5928, loss_bbox: 0.2666, loss_mask: 0.2966, loss: 0.9354 2022-09-30 16:48:31,467 - mmdet - INFO - Epoch [1][4550/7330] lr: 1.000e-04, eta: 7:27:02, time: 0.316, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0565, loss_rpn_bbox: 0.0532, loss_cls: 0.2491, acc: 92.1394, loss_bbox: 0.2569, loss_mask: 0.2998, loss: 0.9156 2022-09-30 16:48:47,473 - mmdet - INFO - Epoch [1][4600/7330] lr: 1.000e-04, eta: 7:26:44, time: 0.320, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0540, loss_rpn_bbox: 0.0557, loss_cls: 0.2620, acc: 91.7634, loss_bbox: 0.2616, loss_mask: 0.3032, loss: 0.9366 2022-09-30 16:49:03,192 - mmdet - INFO - Epoch [1][4650/7330] lr: 1.000e-04, eta: 7:26:22, time: 0.314, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0513, loss_rpn_bbox: 0.0496, loss_cls: 0.2485, acc: 92.1523, loss_bbox: 0.2492, loss_mask: 0.2983, loss: 0.8970 2022-09-30 16:49:19,425 - mmdet - INFO - Epoch [1][4700/7330] lr: 1.000e-04, eta: 7:26:08, time: 0.325, data_time: 0.021, memory: 14243, loss_rpn_cls: 0.0528, loss_rpn_bbox: 0.0541, loss_cls: 0.2631, acc: 91.6157, loss_bbox: 0.2694, loss_mask: 0.3023, loss: 0.9417 2022-09-30 16:49:35,352 - mmdet - INFO - Epoch [1][4750/7330] lr: 1.000e-04, eta: 7:25:50, time: 0.319, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0545, loss_rpn_bbox: 0.0540, loss_cls: 0.2531, acc: 91.9942, loss_bbox: 0.2584, loss_mask: 0.2990, loss: 0.9190 2022-09-30 16:49:51,298 - mmdet - INFO - Epoch [1][4800/7330] lr: 1.000e-04, eta: 7:25:31, time: 0.319, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0551, loss_rpn_bbox: 0.0530, loss_cls: 0.2638, acc: 91.5496, loss_bbox: 0.2708, loss_mask: 0.3036, loss: 0.9464 2022-09-30 16:50:07,328 - mmdet - INFO - Epoch [1][4850/7330] lr: 1.000e-04, eta: 7:25:15, time: 0.321, data_time: 0.023, memory: 14243, loss_rpn_cls: 0.0497, loss_rpn_bbox: 0.0515, loss_cls: 0.2564, acc: 91.8680, loss_bbox: 0.2597, loss_mask: 0.3000, loss: 0.9173 2022-09-30 16:50:23,081 - mmdet - INFO - Epoch [1][4900/7330] lr: 1.000e-04, eta: 7:24:53, time: 0.315, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0541, loss_rpn_bbox: 0.0521, loss_cls: 0.2507, acc: 91.9743, loss_bbox: 0.2569, loss_mask: 0.2927, loss: 0.9065 2022-09-30 16:50:39,188 - mmdet - INFO - Epoch [1][4950/7330] lr: 1.000e-04, eta: 7:24:38, time: 0.322, data_time: 0.016, memory: 14243, loss_rpn_cls: 0.0550, loss_rpn_bbox: 0.0511, loss_cls: 0.2610, acc: 91.9335, loss_bbox: 0.2577, loss_mask: 0.2982, loss: 0.9230 2022-09-30 16:50:55,442 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 16:50:55,443 - mmdet - INFO - Epoch [1][5000/7330] lr: 1.000e-04, eta: 7:24:25, time: 0.325, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0514, loss_rpn_bbox: 0.0552, loss_cls: 0.2611, acc: 91.6462, loss_bbox: 0.2679, loss_mask: 0.2994, loss: 0.9351 2022-09-30 16:51:11,439 - mmdet - INFO - Epoch [1][5050/7330] lr: 1.000e-04, eta: 7:24:07, time: 0.320, data_time: 0.021, memory: 14243, loss_rpn_cls: 0.0490, loss_rpn_bbox: 0.0506, loss_cls: 0.2586, acc: 91.6991, loss_bbox: 0.2636, loss_mask: 0.2970, loss: 0.9188 2022-09-30 16:51:27,490 - mmdet - INFO - Epoch [1][5100/7330] lr: 1.000e-04, eta: 7:23:51, time: 0.321, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0541, loss_rpn_bbox: 0.0532, loss_cls: 0.2652, acc: 91.5354, loss_bbox: 0.2670, loss_mask: 0.2963, loss: 0.9358 2022-09-30 16:51:43,377 - mmdet - INFO - Epoch [1][5150/7330] lr: 1.000e-04, eta: 7:23:32, time: 0.318, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0511, loss_rpn_bbox: 0.0526, loss_cls: 0.2676, acc: 91.5918, loss_bbox: 0.2633, loss_mask: 0.2976, loss: 0.9323 2022-09-30 16:51:59,170 - mmdet - INFO - Epoch [1][5200/7330] lr: 1.000e-04, eta: 7:23:12, time: 0.316, data_time: 0.015, memory: 14243, loss_rpn_cls: 0.0517, loss_rpn_bbox: 0.0503, loss_cls: 0.2442, acc: 92.3178, loss_bbox: 0.2513, loss_mask: 0.2979, loss: 0.8955 2022-09-30 16:52:15,316 - mmdet - INFO - Epoch [1][5250/7330] lr: 1.000e-04, eta: 7:22:57, time: 0.323, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0526, loss_rpn_bbox: 0.0518, loss_cls: 0.2561, acc: 91.7499, loss_bbox: 0.2632, loss_mask: 0.2965, loss: 0.9203 2022-09-30 16:52:31,501 - mmdet - INFO - Epoch [1][5300/7330] lr: 1.000e-04, eta: 7:22:43, time: 0.324, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0483, loss_rpn_bbox: 0.0518, loss_cls: 0.2564, acc: 91.8644, loss_bbox: 0.2575, loss_mask: 0.2935, loss: 0.9076 2022-09-30 16:52:47,443 - mmdet - INFO - Epoch [1][5350/7330] lr: 1.000e-04, eta: 7:22:25, time: 0.319, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0555, loss_rpn_bbox: 0.0540, loss_cls: 0.2610, acc: 91.6705, loss_bbox: 0.2604, loss_mask: 0.2942, loss: 0.9251 2022-09-30 16:53:03,763 - mmdet - INFO - Epoch [1][5400/7330] lr: 1.000e-04, eta: 7:22:12, time: 0.326, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0468, loss_rpn_bbox: 0.0493, loss_cls: 0.2504, acc: 91.9272, loss_bbox: 0.2563, loss_mask: 0.2997, loss: 0.9025 2022-09-30 16:53:19,712 - mmdet - INFO - Epoch [1][5450/7330] lr: 1.000e-04, eta: 7:21:54, time: 0.319, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0523, loss_rpn_bbox: 0.0511, loss_cls: 0.2624, acc: 91.7261, loss_bbox: 0.2606, loss_mask: 0.2950, loss: 0.9214 2022-09-30 16:53:35,603 - mmdet - INFO - Epoch [1][5500/7330] lr: 1.000e-04, eta: 7:21:36, time: 0.318, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0520, loss_rpn_bbox: 0.0527, loss_cls: 0.2666, acc: 91.5194, loss_bbox: 0.2683, loss_mask: 0.3008, loss: 0.9404 2022-09-30 16:53:51,673 - mmdet - INFO - Epoch [1][5550/7330] lr: 1.000e-04, eta: 7:21:20, time: 0.321, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0518, loss_rpn_bbox: 0.0488, loss_cls: 0.2548, acc: 91.8754, loss_bbox: 0.2620, loss_mask: 0.2857, loss: 0.9031 2022-09-30 16:54:07,502 - mmdet - INFO - Epoch [1][5600/7330] lr: 1.000e-04, eta: 7:21:00, time: 0.317, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0534, loss_rpn_bbox: 0.0503, loss_cls: 0.2577, acc: 92.0536, loss_bbox: 0.2526, loss_mask: 0.2987, loss: 0.9128 2022-09-30 16:54:24,133 - mmdet - INFO - Epoch [1][5650/7330] lr: 1.000e-04, eta: 7:20:52, time: 0.333, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0526, loss_rpn_bbox: 0.0514, loss_cls: 0.2563, acc: 91.8499, loss_bbox: 0.2616, loss_mask: 0.2895, loss: 0.9114 2022-09-30 16:54:39,777 - mmdet - INFO - Epoch [1][5700/7330] lr: 1.000e-04, eta: 7:20:30, time: 0.313, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0546, loss_rpn_bbox: 0.0515, loss_cls: 0.2564, acc: 91.7943, loss_bbox: 0.2613, loss_mask: 0.2962, loss: 0.9200 2022-09-30 16:54:55,921 - mmdet - INFO - Epoch [1][5750/7330] lr: 1.000e-04, eta: 7:20:15, time: 0.323, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0537, loss_rpn_bbox: 0.0550, loss_cls: 0.2540, acc: 91.7602, loss_bbox: 0.2660, loss_mask: 0.2916, loss: 0.9204 2022-09-30 16:55:12,169 - mmdet - INFO - Epoch [1][5800/7330] lr: 1.000e-04, eta: 7:20:02, time: 0.325, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0538, loss_rpn_bbox: 0.0522, loss_cls: 0.2627, acc: 91.6362, loss_bbox: 0.2624, loss_mask: 0.2948, loss: 0.9259 2022-09-30 16:55:28,317 - mmdet - INFO - Epoch [1][5850/7330] lr: 1.000e-04, eta: 7:19:47, time: 0.323, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0506, loss_rpn_bbox: 0.0498, loss_cls: 0.2641, acc: 91.5801, loss_bbox: 0.2658, loss_mask: 0.2957, loss: 0.9260 2022-09-30 16:55:44,303 - mmdet - INFO - Epoch [1][5900/7330] lr: 1.000e-04, eta: 7:19:30, time: 0.320, data_time: 0.022, memory: 14243, loss_rpn_cls: 0.0509, loss_rpn_bbox: 0.0520, loss_cls: 0.2604, acc: 91.6188, loss_bbox: 0.2669, loss_mask: 0.2999, loss: 0.9302 2022-09-30 16:56:00,360 - mmdet - INFO - Epoch [1][5950/7330] lr: 1.000e-04, eta: 7:19:13, time: 0.321, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0508, loss_rpn_bbox: 0.0525, loss_cls: 0.2584, acc: 91.7188, loss_bbox: 0.2651, loss_mask: 0.2911, loss: 0.9179 2022-09-30 16:56:16,590 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 16:56:16,590 - mmdet - INFO - Epoch [1][6000/7330] lr: 1.000e-04, eta: 7:18:59, time: 0.325, data_time: 0.024, memory: 14243, loss_rpn_cls: 0.0508, loss_rpn_bbox: 0.0537, loss_cls: 0.2473, acc: 92.0178, loss_bbox: 0.2557, loss_mask: 0.2923, loss: 0.8998 2022-09-30 16:56:32,590 - mmdet - INFO - Epoch [1][6050/7330] lr: 1.000e-04, eta: 7:18:42, time: 0.320, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0496, loss_rpn_bbox: 0.0491, loss_cls: 0.2422, acc: 92.0893, loss_bbox: 0.2561, loss_mask: 0.2838, loss: 0.8809 2022-09-30 16:56:48,771 - mmdet - INFO - Epoch [1][6100/7330] lr: 1.000e-04, eta: 7:18:28, time: 0.324, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0528, loss_rpn_bbox: 0.0529, loss_cls: 0.2541, acc: 91.9111, loss_bbox: 0.2571, loss_mask: 0.2983, loss: 0.9152 2022-09-30 16:57:04,494 - mmdet - INFO - Epoch [1][6150/7330] lr: 1.000e-04, eta: 7:18:07, time: 0.314, data_time: 0.015, memory: 14243, loss_rpn_cls: 0.0545, loss_rpn_bbox: 0.0502, loss_cls: 0.2531, acc: 92.0147, loss_bbox: 0.2556, loss_mask: 0.2914, loss: 0.9049 2022-09-30 16:57:20,608 - mmdet - INFO - Epoch [1][6200/7330] lr: 1.000e-04, eta: 7:17:52, time: 0.322, data_time: 0.022, memory: 14243, loss_rpn_cls: 0.0513, loss_rpn_bbox: 0.0527, loss_cls: 0.2585, acc: 91.7056, loss_bbox: 0.2702, loss_mask: 0.2948, loss: 0.9275 2022-09-30 16:57:36,412 - mmdet - INFO - Epoch [1][6250/7330] lr: 1.000e-04, eta: 7:17:32, time: 0.316, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0540, loss_rpn_bbox: 0.0530, loss_cls: 0.2512, acc: 91.8826, loss_bbox: 0.2546, loss_mask: 0.2847, loss: 0.8976 2022-09-30 16:57:52,443 - mmdet - INFO - Epoch [1][6300/7330] lr: 1.000e-04, eta: 7:17:16, time: 0.321, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0518, loss_rpn_bbox: 0.0506, loss_cls: 0.2565, acc: 91.8516, loss_bbox: 0.2582, loss_mask: 0.2873, loss: 0.9044 2022-09-30 16:58:08,255 - mmdet - INFO - Epoch [1][6350/7330] lr: 1.000e-04, eta: 7:16:56, time: 0.316, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0566, loss_rpn_bbox: 0.0524, loss_cls: 0.2538, acc: 92.0711, loss_bbox: 0.2558, loss_mask: 0.2900, loss: 0.9086 2022-09-30 16:58:24,543 - mmdet - INFO - Epoch [1][6400/7330] lr: 1.000e-04, eta: 7:16:43, time: 0.326, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0463, loss_rpn_bbox: 0.0485, loss_cls: 0.2480, acc: 92.0784, loss_bbox: 0.2494, loss_mask: 0.2877, loss: 0.8798 2022-09-30 16:58:40,534 - mmdet - INFO - Epoch [1][6450/7330] lr: 1.000e-04, eta: 7:16:26, time: 0.320, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0489, loss_rpn_bbox: 0.0482, loss_cls: 0.2447, acc: 92.1097, loss_bbox: 0.2559, loss_mask: 0.2801, loss: 0.8779 2022-09-30 16:58:56,669 - mmdet - INFO - Epoch [1][6500/7330] lr: 1.000e-04, eta: 7:16:11, time: 0.323, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0522, loss_rpn_bbox: 0.0514, loss_cls: 0.2494, acc: 92.0271, loss_bbox: 0.2544, loss_mask: 0.2817, loss: 0.8891 2022-09-30 16:59:12,495 - mmdet - INFO - Epoch [1][6550/7330] lr: 1.000e-04, eta: 7:15:52, time: 0.317, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0485, loss_rpn_bbox: 0.0502, loss_cls: 0.2417, acc: 92.1628, loss_bbox: 0.2502, loss_mask: 0.2878, loss: 0.8784 2022-09-30 16:59:28,872 - mmdet - INFO - Epoch [1][6600/7330] lr: 1.000e-04, eta: 7:15:40, time: 0.327, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0493, loss_rpn_bbox: 0.0498, loss_cls: 0.2619, acc: 91.5759, loss_bbox: 0.2641, loss_mask: 0.2901, loss: 0.9152 2022-09-30 16:59:44,836 - mmdet - INFO - Epoch [1][6650/7330] lr: 1.000e-04, eta: 7:15:23, time: 0.319, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0470, loss_rpn_bbox: 0.0487, loss_cls: 0.2460, acc: 92.1765, loss_bbox: 0.2512, loss_mask: 0.2853, loss: 0.8782 2022-09-30 17:00:00,640 - mmdet - INFO - Epoch [1][6700/7330] lr: 1.000e-04, eta: 7:15:03, time: 0.316, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0497, loss_rpn_bbox: 0.0508, loss_cls: 0.2476, acc: 92.2017, loss_bbox: 0.2523, loss_mask: 0.2922, loss: 0.8927 2022-09-30 17:00:16,893 - mmdet - INFO - Epoch [1][6750/7330] lr: 1.000e-04, eta: 7:14:50, time: 0.325, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0503, loss_rpn_bbox: 0.0511, loss_cls: 0.2443, acc: 92.1074, loss_bbox: 0.2540, loss_mask: 0.2784, loss: 0.8779 2022-09-30 17:00:33,202 - mmdet - INFO - Epoch [1][6800/7330] lr: 1.000e-04, eta: 7:14:36, time: 0.326, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0510, loss_rpn_bbox: 0.0498, loss_cls: 0.2504, acc: 92.0673, loss_bbox: 0.2578, loss_mask: 0.2859, loss: 0.8949 2022-09-30 17:00:49,639 - mmdet - INFO - Epoch [1][6850/7330] lr: 1.000e-04, eta: 7:14:25, time: 0.329, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0515, loss_rpn_bbox: 0.0499, loss_cls: 0.2530, acc: 91.8706, loss_bbox: 0.2618, loss_mask: 0.2904, loss: 0.9066 2022-09-30 17:01:05,628 - mmdet - INFO - Epoch [1][6900/7330] lr: 1.000e-04, eta: 7:14:08, time: 0.320, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0504, loss_rpn_bbox: 0.0505, loss_cls: 0.2585, acc: 91.8057, loss_bbox: 0.2506, loss_mask: 0.2888, loss: 0.8989 2022-09-30 17:01:21,735 - mmdet - INFO - Epoch [1][6950/7330] lr: 1.000e-04, eta: 7:13:52, time: 0.322, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0495, loss_rpn_bbox: 0.0500, loss_cls: 0.2565, acc: 91.8586, loss_bbox: 0.2607, loss_mask: 0.2929, loss: 0.9096 2022-09-30 17:01:37,762 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 17:01:37,762 - mmdet - INFO - Epoch [1][7000/7330] lr: 1.000e-04, eta: 7:13:36, time: 0.321, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0509, loss_rpn_bbox: 0.0494, loss_cls: 0.2496, acc: 91.8787, loss_bbox: 0.2565, loss_mask: 0.2873, loss: 0.8938 2022-09-30 17:01:53,827 - mmdet - INFO - Epoch [1][7050/7330] lr: 1.000e-04, eta: 7:13:20, time: 0.321, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0481, loss_rpn_bbox: 0.0528, loss_cls: 0.2548, acc: 91.8887, loss_bbox: 0.2653, loss_mask: 0.2864, loss: 0.9074 2022-09-30 17:02:10,144 - mmdet - INFO - Epoch [1][7100/7330] lr: 1.000e-04, eta: 7:13:06, time: 0.326, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0488, loss_rpn_bbox: 0.0506, loss_cls: 0.2552, acc: 91.7917, loss_bbox: 0.2620, loss_mask: 0.2869, loss: 0.9035 2022-09-30 17:02:26,065 - mmdet - INFO - Epoch [1][7150/7330] lr: 1.000e-04, eta: 7:12:49, time: 0.318, data_time: 0.016, memory: 14243, loss_rpn_cls: 0.0500, loss_rpn_bbox: 0.0510, loss_cls: 0.2469, acc: 92.0039, loss_bbox: 0.2528, loss_mask: 0.2828, loss: 0.8835 2022-09-30 17:02:42,031 - mmdet - INFO - Epoch [1][7200/7330] lr: 1.000e-04, eta: 7:12:31, time: 0.319, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0495, loss_rpn_bbox: 0.0531, loss_cls: 0.2629, acc: 91.6816, loss_bbox: 0.2654, loss_mask: 0.2896, loss: 0.9204 2022-09-30 17:02:57,858 - mmdet - INFO - Epoch [1][7250/7330] lr: 1.000e-04, eta: 7:12:13, time: 0.317, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0523, loss_rpn_bbox: 0.0483, loss_cls: 0.2383, acc: 92.4244, loss_bbox: 0.2425, loss_mask: 0.2806, loss: 0.8619 2022-09-30 17:03:13,813 - mmdet - INFO - Epoch [1][7300/7330] lr: 1.000e-04, eta: 7:11:55, time: 0.319, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0500, loss_rpn_bbox: 0.0479, loss_cls: 0.2441, acc: 92.1721, loss_bbox: 0.2487, loss_mask: 0.2827, loss: 0.8734 2022-09-30 17:03:23,963 - mmdet - INFO - Saving checkpoint at 1 epochs 2022-09-30 17:04:20,456 - mmdet - INFO - Evaluating bbox... 2022-09-30 17:04:51,241 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.330 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.546 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.354 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.200 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.367 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.433 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.486 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.486 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.486 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.309 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.528 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.617 2022-09-30 17:04:51,242 - mmdet - INFO - Evaluating segm... 2022-09-30 17:05:28,404 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.305 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.515 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.319 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.137 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.340 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.450 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.443 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.443 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.443 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.251 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.489 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.589 2022-09-30 17:05:30,347 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_1.pth. 2022-09-30 17:05:30,348 - mmdet - INFO - Best bbox_mAP is 0.3300 at 1 epoch. 2022-09-30 17:05:30,348 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 17:05:30,348 - mmdet - INFO - Epoch(val) [1][625] bbox_mAP: 0.3300, bbox_mAP_50: 0.5460, bbox_mAP_75: 0.3540, bbox_mAP_s: 0.2000, bbox_mAP_m: 0.3670, bbox_mAP_l: 0.4330, bbox_mAP_copypaste: 0.330 0.546 0.354 0.200 0.367 0.433, segm_mAP: 0.3050, segm_mAP_50: 0.5150, segm_mAP_75: 0.3190, segm_mAP_s: 0.1370, segm_mAP_m: 0.3400, segm_mAP_l: 0.4500, segm_mAP_copypaste: 0.305 0.515 0.319 0.137 0.340 0.450 2022-09-30 17:05:50,077 - mmdet - INFO - Epoch [2][50/7330] lr: 1.000e-04, eta: 7:10:24, time: 0.394, data_time: 0.081, memory: 14243, loss_rpn_cls: 0.0523, loss_rpn_bbox: 0.0517, loss_cls: 0.2561, acc: 91.6936, loss_bbox: 0.2714, loss_mask: 0.2901, loss: 0.9216 2022-09-30 17:06:06,347 - mmdet - INFO - Epoch [2][100/7330] lr: 1.000e-04, eta: 7:10:11, time: 0.325, data_time: 0.021, memory: 14243, loss_rpn_cls: 0.0535, loss_rpn_bbox: 0.0519, loss_cls: 0.2539, acc: 91.8673, loss_bbox: 0.2631, loss_mask: 0.2885, loss: 0.9109 2022-09-30 17:06:22,535 - mmdet - INFO - Epoch [2][150/7330] lr: 1.000e-04, eta: 7:09:57, time: 0.324, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0467, loss_rpn_bbox: 0.0509, loss_cls: 0.2425, acc: 92.0884, loss_bbox: 0.2565, loss_mask: 0.2840, loss: 0.8805 2022-09-30 17:06:38,944 - mmdet - INFO - Epoch [2][200/7330] lr: 1.000e-04, eta: 7:09:45, time: 0.328, data_time: 0.021, memory: 14243, loss_rpn_cls: 0.0487, loss_rpn_bbox: 0.0510, loss_cls: 0.2488, acc: 91.8267, loss_bbox: 0.2568, loss_mask: 0.2816, loss: 0.8868 2022-09-30 17:06:54,835 - mmdet - INFO - Epoch [2][250/7330] lr: 1.000e-04, eta: 7:09:27, time: 0.318, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0475, loss_rpn_bbox: 0.0487, loss_cls: 0.2409, acc: 92.1604, loss_bbox: 0.2569, loss_mask: 0.2838, loss: 0.8777 2022-09-30 17:07:10,919 - mmdet - INFO - Epoch [2][300/7330] lr: 1.000e-04, eta: 7:09:12, time: 0.322, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0427, loss_rpn_bbox: 0.0460, loss_cls: 0.2441, acc: 92.1116, loss_bbox: 0.2522, loss_mask: 0.2815, loss: 0.8666 2022-09-30 17:07:26,915 - mmdet - INFO - Epoch [2][350/7330] lr: 1.000e-04, eta: 7:08:55, time: 0.320, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0468, loss_rpn_bbox: 0.0500, loss_cls: 0.2469, acc: 91.9900, loss_bbox: 0.2615, loss_mask: 0.2877, loss: 0.8929 2022-09-30 17:07:43,398 - mmdet - INFO - Epoch [2][400/7330] lr: 1.000e-04, eta: 7:08:44, time: 0.330, data_time: 0.021, memory: 14243, loss_rpn_cls: 0.0479, loss_rpn_bbox: 0.0523, loss_cls: 0.2452, acc: 91.9177, loss_bbox: 0.2649, loss_mask: 0.2784, loss: 0.8887 2022-09-30 17:07:59,805 - mmdet - INFO - Epoch [2][450/7330] lr: 1.000e-04, eta: 7:08:32, time: 0.328, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0479, loss_rpn_bbox: 0.0486, loss_cls: 0.2494, acc: 91.9502, loss_bbox: 0.2592, loss_mask: 0.2821, loss: 0.8871 2022-09-30 17:08:16,179 - mmdet - INFO - Epoch [2][500/7330] lr: 1.000e-04, eta: 7:08:19, time: 0.327, data_time: 0.024, memory: 14243, loss_rpn_cls: 0.0502, loss_rpn_bbox: 0.0535, loss_cls: 0.2483, acc: 91.6577, loss_bbox: 0.2621, loss_mask: 0.2853, loss: 0.8995 2022-09-30 17:08:32,108 - mmdet - INFO - Epoch [2][550/7330] lr: 1.000e-04, eta: 7:08:02, time: 0.319, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0518, loss_rpn_bbox: 0.0507, loss_cls: 0.2442, acc: 92.0603, loss_bbox: 0.2592, loss_mask: 0.2876, loss: 0.8935 2022-09-30 17:08:48,282 - mmdet - INFO - Epoch [2][600/7330] lr: 1.000e-04, eta: 7:07:47, time: 0.324, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0482, loss_rpn_bbox: 0.0497, loss_cls: 0.2458, acc: 91.9846, loss_bbox: 0.2620, loss_mask: 0.2786, loss: 0.8843 2022-09-30 17:09:04,529 - mmdet - INFO - Epoch [2][650/7330] lr: 1.000e-04, eta: 7:07:34, time: 0.325, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0450, loss_rpn_bbox: 0.0492, loss_cls: 0.2487, acc: 92.0275, loss_bbox: 0.2601, loss_mask: 0.2861, loss: 0.8890 2022-09-30 17:09:21,092 - mmdet - INFO - Epoch [2][700/7330] lr: 1.000e-04, eta: 7:07:23, time: 0.331, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0460, loss_rpn_bbox: 0.0492, loss_cls: 0.2367, acc: 92.2615, loss_bbox: 0.2461, loss_mask: 0.2750, loss: 0.8530 2022-09-30 17:09:37,312 - mmdet - INFO - Epoch [2][750/7330] lr: 1.000e-04, eta: 7:07:08, time: 0.324, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0477, loss_rpn_bbox: 0.0473, loss_cls: 0.2445, acc: 92.2339, loss_bbox: 0.2519, loss_mask: 0.2821, loss: 0.8735 2022-09-30 17:09:53,590 - mmdet - INFO - Epoch [2][800/7330] lr: 1.000e-04, eta: 7:06:55, time: 0.326, data_time: 0.020, memory: 14243, loss_rpn_cls: 0.0454, loss_rpn_bbox: 0.0472, loss_cls: 0.2490, acc: 91.9377, loss_bbox: 0.2625, loss_mask: 0.2834, loss: 0.8874 2022-09-30 17:10:09,840 - mmdet - INFO - Epoch [2][850/7330] lr: 1.000e-04, eta: 7:06:41, time: 0.325, data_time: 0.019, memory: 14243, loss_rpn_cls: 0.0478, loss_rpn_bbox: 0.0507, loss_cls: 0.2419, acc: 91.9670, loss_bbox: 0.2587, loss_mask: 0.2789, loss: 0.8779 2022-09-30 17:10:26,012 - mmdet - INFO - Epoch [2][900/7330] lr: 1.000e-04, eta: 7:06:26, time: 0.323, data_time: 0.017, memory: 14243, loss_rpn_cls: 0.0474, loss_rpn_bbox: 0.0509, loss_cls: 0.2455, acc: 91.9048, loss_bbox: 0.2600, loss_mask: 0.2809, loss: 0.8847 2022-09-30 17:10:42,403 - mmdet - INFO - Epoch [2][950/7330] lr: 1.000e-04, eta: 7:06:13, time: 0.328, data_time: 0.021, memory: 14243, loss_rpn_cls: 0.0471, loss_rpn_bbox: 0.0504, loss_cls: 0.2464, acc: 91.9518, loss_bbox: 0.2616, loss_mask: 0.2811, loss: 0.8867 2022-09-30 17:10:58,377 - mmdet - INFO - Epoch [2][1000/7330] lr: 1.000e-04, eta: 7:05:56, time: 0.319, data_time: 0.018, memory: 14243, loss_rpn_cls: 0.0463, loss_rpn_bbox: 0.0494, loss_cls: 0.2394, acc: 92.1375, loss_bbox: 0.2497, loss_mask: 0.2786, loss: 0.8634 2022-09-30 17:11:14,385 - mmdet - INFO - Epoch [2][1050/7330] lr: 1.000e-04, eta: 7:05:40, time: 0.320, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0463, loss_rpn_bbox: 0.0490, loss_cls: 0.2354, acc: 92.3430, loss_bbox: 0.2449, loss_mask: 0.2721, loss: 0.8477 2022-09-30 17:11:30,240 - mmdet - INFO - Epoch [2][1100/7330] lr: 1.000e-04, eta: 7:05:22, time: 0.317, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0447, loss_rpn_bbox: 0.0484, loss_cls: 0.2308, acc: 92.3372, loss_bbox: 0.2472, loss_mask: 0.2730, loss: 0.8441 2022-09-30 17:11:46,339 - mmdet - INFO - Epoch [2][1150/7330] lr: 1.000e-04, eta: 7:05:06, time: 0.322, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0502, loss_rpn_bbox: 0.0485, loss_cls: 0.2411, acc: 92.2458, loss_bbox: 0.2541, loss_mask: 0.2810, loss: 0.8749 2022-09-30 17:12:02,530 - mmdet - INFO - Epoch [2][1200/7330] lr: 1.000e-04, eta: 7:04:52, time: 0.324, data_time: 0.022, memory: 14468, loss_rpn_cls: 0.0490, loss_rpn_bbox: 0.0514, loss_cls: 0.2589, acc: 91.5483, loss_bbox: 0.2716, loss_mask: 0.2906, loss: 0.9215 2022-09-30 17:12:18,985 - mmdet - INFO - Epoch [2][1250/7330] lr: 1.000e-04, eta: 7:04:40, time: 0.329, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0490, loss_rpn_bbox: 0.0507, loss_cls: 0.2457, acc: 92.0323, loss_bbox: 0.2556, loss_mask: 0.2807, loss: 0.8817 2022-09-30 17:12:34,918 - mmdet - INFO - Epoch [2][1300/7330] lr: 1.000e-04, eta: 7:04:22, time: 0.319, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0476, loss_rpn_bbox: 0.0495, loss_cls: 0.2452, acc: 91.9353, loss_bbox: 0.2580, loss_mask: 0.2874, loss: 0.8876 2022-09-30 17:12:51,194 - mmdet - INFO - Epoch [2][1350/7330] lr: 1.000e-04, eta: 7:04:08, time: 0.326, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0451, loss_rpn_bbox: 0.0477, loss_cls: 0.2319, acc: 92.3042, loss_bbox: 0.2482, loss_mask: 0.2760, loss: 0.8490 2022-09-30 17:13:07,188 - mmdet - INFO - Epoch [2][1400/7330] lr: 1.000e-04, eta: 7:03:52, time: 0.320, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0500, loss_rpn_bbox: 0.0489, loss_cls: 0.2481, acc: 92.0063, loss_bbox: 0.2559, loss_mask: 0.2839, loss: 0.8867 2022-09-30 17:13:23,179 - mmdet - INFO - Epoch [2][1450/7330] lr: 1.000e-04, eta: 7:03:35, time: 0.320, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0505, loss_rpn_bbox: 0.0540, loss_cls: 0.2554, acc: 91.5969, loss_bbox: 0.2681, loss_mask: 0.2766, loss: 0.9047 2022-09-30 17:13:39,444 - mmdet - INFO - Epoch [2][1500/7330] lr: 1.000e-04, eta: 7:03:21, time: 0.325, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0504, loss_rpn_bbox: 0.0519, loss_cls: 0.2477, acc: 91.8178, loss_bbox: 0.2642, loss_mask: 0.2846, loss: 0.8987 2022-09-30 17:13:55,727 - mmdet - INFO - Epoch [2][1550/7330] lr: 1.000e-04, eta: 7:03:07, time: 0.326, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0517, loss_rpn_bbox: 0.0497, loss_cls: 0.2485, acc: 91.8523, loss_bbox: 0.2648, loss_mask: 0.2817, loss: 0.8964 2022-09-30 17:14:11,824 - mmdet - INFO - Epoch [2][1600/7330] lr: 1.000e-04, eta: 7:02:52, time: 0.322, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0469, loss_rpn_bbox: 0.0483, loss_cls: 0.2395, acc: 92.1726, loss_bbox: 0.2531, loss_mask: 0.2807, loss: 0.8685 2022-09-30 17:14:27,352 - mmdet - INFO - Epoch [2][1650/7330] lr: 1.000e-04, eta: 7:02:31, time: 0.311, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0444, loss_rpn_bbox: 0.0442, loss_cls: 0.2315, acc: 92.5703, loss_bbox: 0.2364, loss_mask: 0.2747, loss: 0.8312 2022-09-30 17:14:43,399 - mmdet - INFO - Epoch [2][1700/7330] lr: 1.000e-04, eta: 7:02:15, time: 0.321, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0503, loss_rpn_bbox: 0.0492, loss_cls: 0.2448, acc: 92.0725, loss_bbox: 0.2569, loss_mask: 0.2737, loss: 0.8751 2022-09-30 17:14:59,752 - mmdet - INFO - Epoch [2][1750/7330] lr: 1.000e-04, eta: 7:02:01, time: 0.327, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0499, loss_rpn_bbox: 0.0482, loss_cls: 0.2464, acc: 92.1079, loss_bbox: 0.2533, loss_mask: 0.2784, loss: 0.8763 2022-09-30 17:15:15,734 - mmdet - INFO - Epoch [2][1800/7330] lr: 1.000e-04, eta: 7:01:45, time: 0.320, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0481, loss_rpn_bbox: 0.0478, loss_cls: 0.2308, acc: 92.5085, loss_bbox: 0.2458, loss_mask: 0.2718, loss: 0.8442 2022-09-30 17:15:31,619 - mmdet - INFO - Epoch [2][1850/7330] lr: 1.000e-04, eta: 7:01:27, time: 0.318, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0474, loss_rpn_bbox: 0.0495, loss_cls: 0.2472, acc: 91.9639, loss_bbox: 0.2570, loss_mask: 0.2861, loss: 0.8873 2022-09-30 17:15:47,374 - mmdet - INFO - Epoch [2][1900/7330] lr: 1.000e-04, eta: 7:01:09, time: 0.315, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0467, loss_rpn_bbox: 0.0457, loss_cls: 0.2380, acc: 92.2018, loss_bbox: 0.2495, loss_mask: 0.2815, loss: 0.8614 2022-09-30 17:16:03,255 - mmdet - INFO - Epoch [2][1950/7330] lr: 1.000e-04, eta: 7:00:51, time: 0.318, data_time: 0.021, memory: 14468, loss_rpn_cls: 0.0480, loss_rpn_bbox: 0.0508, loss_cls: 0.2429, acc: 92.1035, loss_bbox: 0.2512, loss_mask: 0.2811, loss: 0.8740 2022-09-30 17:16:19,259 - mmdet - INFO - Epoch [2][2000/7330] lr: 1.000e-04, eta: 7:00:35, time: 0.320, data_time: 0.021, memory: 14468, loss_rpn_cls: 0.0483, loss_rpn_bbox: 0.0493, loss_cls: 0.2444, acc: 91.9409, loss_bbox: 0.2587, loss_mask: 0.2820, loss: 0.8826 2022-09-30 17:16:35,265 - mmdet - INFO - Epoch [2][2050/7330] lr: 1.000e-04, eta: 7:00:18, time: 0.320, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0462, loss_rpn_bbox: 0.0474, loss_cls: 0.2321, acc: 92.4787, loss_bbox: 0.2445, loss_mask: 0.2786, loss: 0.8488 2022-09-30 17:16:51,297 - mmdet - INFO - Epoch [2][2100/7330] lr: 1.000e-04, eta: 7:00:02, time: 0.321, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0475, loss_rpn_bbox: 0.0499, loss_cls: 0.2426, acc: 92.1140, loss_bbox: 0.2498, loss_mask: 0.2786, loss: 0.8684 2022-09-30 17:17:07,076 - mmdet - INFO - Epoch [2][2150/7330] lr: 1.000e-04, eta: 6:59:44, time: 0.316, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0449, loss_rpn_bbox: 0.0482, loss_cls: 0.2390, acc: 92.3257, loss_bbox: 0.2437, loss_mask: 0.2739, loss: 0.8498 2022-09-30 17:17:23,106 - mmdet - INFO - Epoch [2][2200/7330] lr: 1.000e-04, eta: 6:59:28, time: 0.321, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0512, loss_rpn_bbox: 0.0463, loss_cls: 0.2441, acc: 92.2126, loss_bbox: 0.2510, loss_mask: 0.2747, loss: 0.8673 2022-09-30 17:17:38,909 - mmdet - INFO - Epoch [2][2250/7330] lr: 1.000e-04, eta: 6:59:10, time: 0.316, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0442, loss_rpn_bbox: 0.0453, loss_cls: 0.2404, acc: 92.1899, loss_bbox: 0.2510, loss_mask: 0.2785, loss: 0.8594 2022-09-30 17:17:54,978 - mmdet - INFO - Epoch [2][2300/7330] lr: 1.000e-04, eta: 6:58:54, time: 0.321, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0466, loss_rpn_bbox: 0.0502, loss_cls: 0.2440, acc: 92.0410, loss_bbox: 0.2539, loss_mask: 0.2755, loss: 0.8701 2022-09-30 17:18:11,190 - mmdet - INFO - Epoch [2][2350/7330] lr: 1.000e-04, eta: 6:58:39, time: 0.324, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0461, loss_rpn_bbox: 0.0481, loss_cls: 0.2332, acc: 92.4866, loss_bbox: 0.2413, loss_mask: 0.2813, loss: 0.8500 2022-09-30 17:18:27,410 - mmdet - INFO - Epoch [2][2400/7330] lr: 1.000e-04, eta: 6:58:25, time: 0.324, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0433, loss_rpn_bbox: 0.0481, loss_cls: 0.2374, acc: 92.3672, loss_bbox: 0.2477, loss_mask: 0.2749, loss: 0.8514 2022-09-30 17:18:43,568 - mmdet - INFO - Epoch [2][2450/7330] lr: 1.000e-04, eta: 6:58:09, time: 0.323, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0469, loss_rpn_bbox: 0.0485, loss_cls: 0.2392, acc: 92.2065, loss_bbox: 0.2480, loss_mask: 0.2758, loss: 0.8585 2022-09-30 17:18:59,869 - mmdet - INFO - Epoch [2][2500/7330] lr: 1.000e-04, eta: 6:57:55, time: 0.326, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0453, loss_rpn_bbox: 0.0484, loss_cls: 0.2440, acc: 91.9304, loss_bbox: 0.2529, loss_mask: 0.2722, loss: 0.8628 2022-09-30 17:19:15,691 - mmdet - INFO - Epoch [2][2550/7330] lr: 1.000e-04, eta: 6:57:38, time: 0.316, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0452, loss_rpn_bbox: 0.0448, loss_cls: 0.2443, acc: 92.0593, loss_bbox: 0.2505, loss_mask: 0.2743, loss: 0.8590 2022-09-30 17:19:32,069 - mmdet - INFO - Epoch [2][2600/7330] lr: 1.000e-04, eta: 6:57:24, time: 0.328, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0459, loss_rpn_bbox: 0.0462, loss_cls: 0.2300, acc: 92.4247, loss_bbox: 0.2467, loss_mask: 0.2737, loss: 0.8426 2022-09-30 17:19:48,164 - mmdet - INFO - Epoch [2][2650/7330] lr: 1.000e-04, eta: 6:57:08, time: 0.322, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0478, loss_rpn_bbox: 0.0492, loss_cls: 0.2463, acc: 92.1006, loss_bbox: 0.2539, loss_mask: 0.2711, loss: 0.8683 2022-09-30 17:20:04,330 - mmdet - INFO - Epoch [2][2700/7330] lr: 1.000e-04, eta: 6:56:53, time: 0.323, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0451, loss_rpn_bbox: 0.0475, loss_cls: 0.2553, acc: 91.7937, loss_bbox: 0.2592, loss_mask: 0.2801, loss: 0.8873 2022-09-30 17:20:20,365 - mmdet - INFO - Epoch [2][2750/7330] lr: 1.000e-04, eta: 6:56:37, time: 0.321, data_time: 0.015, memory: 14468, loss_rpn_cls: 0.0433, loss_rpn_bbox: 0.0460, loss_cls: 0.2447, acc: 92.0671, loss_bbox: 0.2511, loss_mask: 0.2732, loss: 0.8583 2022-09-30 17:20:36,476 - mmdet - INFO - Epoch [2][2800/7330] lr: 1.000e-04, eta: 6:56:22, time: 0.322, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0461, loss_rpn_bbox: 0.0454, loss_cls: 0.2384, acc: 92.3711, loss_bbox: 0.2460, loss_mask: 0.2790, loss: 0.8549 2022-09-30 17:20:52,297 - mmdet - INFO - Epoch [2][2850/7330] lr: 1.000e-04, eta: 6:56:04, time: 0.316, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0449, loss_rpn_bbox: 0.0450, loss_cls: 0.2387, acc: 92.2371, loss_bbox: 0.2509, loss_mask: 0.2710, loss: 0.8506 2022-09-30 17:21:08,542 - mmdet - INFO - Epoch [2][2900/7330] lr: 1.000e-04, eta: 6:55:49, time: 0.325, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0440, loss_rpn_bbox: 0.0481, loss_cls: 0.2429, acc: 92.0432, loss_bbox: 0.2589, loss_mask: 0.2747, loss: 0.8686 2022-09-30 17:21:24,463 - mmdet - INFO - Epoch [2][2950/7330] lr: 1.000e-04, eta: 6:55:32, time: 0.318, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0461, loss_rpn_bbox: 0.0493, loss_cls: 0.2454, acc: 92.1030, loss_bbox: 0.2532, loss_mask: 0.2782, loss: 0.8722 2022-09-30 17:21:40,356 - mmdet - INFO - Epoch [2][3000/7330] lr: 1.000e-04, eta: 6:55:15, time: 0.318, data_time: 0.016, memory: 14468, loss_rpn_cls: 0.0456, loss_rpn_bbox: 0.0472, loss_cls: 0.2364, acc: 92.2475, loss_bbox: 0.2491, loss_mask: 0.2731, loss: 0.8515 2022-09-30 17:21:56,328 - mmdet - INFO - Epoch [2][3050/7330] lr: 1.000e-04, eta: 6:54:58, time: 0.319, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0478, loss_rpn_bbox: 0.0505, loss_cls: 0.2386, acc: 92.1003, loss_bbox: 0.2517, loss_mask: 0.2779, loss: 0.8665 2022-09-30 17:22:12,500 - mmdet - INFO - Epoch [2][3100/7330] lr: 1.000e-04, eta: 6:54:43, time: 0.323, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0475, loss_rpn_bbox: 0.0493, loss_cls: 0.2447, acc: 92.0371, loss_bbox: 0.2546, loss_mask: 0.2735, loss: 0.8696 2022-09-30 17:22:28,698 - mmdet - INFO - Epoch [2][3150/7330] lr: 1.000e-04, eta: 6:54:28, time: 0.324, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0479, loss_rpn_bbox: 0.0500, loss_cls: 0.2526, acc: 91.7805, loss_bbox: 0.2587, loss_mask: 0.2802, loss: 0.8895 2022-09-30 17:22:44,898 - mmdet - INFO - Epoch [2][3200/7330] lr: 1.000e-04, eta: 6:54:13, time: 0.324, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0505, loss_rpn_bbox: 0.0492, loss_cls: 0.2422, acc: 92.2035, loss_bbox: 0.2523, loss_mask: 0.2736, loss: 0.8678 2022-09-30 17:23:01,391 - mmdet - INFO - Epoch [2][3250/7330] lr: 1.000e-04, eta: 6:54:01, time: 0.330, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0504, loss_rpn_bbox: 0.0522, loss_cls: 0.2565, acc: 91.8514, loss_bbox: 0.2588, loss_mask: 0.2831, loss: 0.9008 2022-09-30 17:23:17,473 - mmdet - INFO - Epoch [2][3300/7330] lr: 1.000e-04, eta: 6:53:45, time: 0.322, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0469, loss_rpn_bbox: 0.0479, loss_cls: 0.2384, acc: 92.1960, loss_bbox: 0.2501, loss_mask: 0.2758, loss: 0.8590 2022-09-30 17:23:33,640 - mmdet - INFO - Epoch [2][3350/7330] lr: 1.000e-04, eta: 6:53:30, time: 0.323, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0458, loss_rpn_bbox: 0.0465, loss_cls: 0.2456, acc: 91.9314, loss_bbox: 0.2562, loss_mask: 0.2732, loss: 0.8672 2022-09-30 17:23:49,643 - mmdet - INFO - Epoch [2][3400/7330] lr: 1.000e-04, eta: 6:53:13, time: 0.320, data_time: 0.021, memory: 14468, loss_rpn_cls: 0.0446, loss_rpn_bbox: 0.0486, loss_cls: 0.2399, acc: 92.2551, loss_bbox: 0.2519, loss_mask: 0.2720, loss: 0.8570 2022-09-30 17:24:05,844 - mmdet - INFO - Epoch [2][3450/7330] lr: 1.000e-04, eta: 6:52:58, time: 0.324, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0479, loss_rpn_bbox: 0.0494, loss_cls: 0.2441, acc: 92.1042, loss_bbox: 0.2534, loss_mask: 0.2724, loss: 0.8671 2022-09-30 17:24:21,861 - mmdet - INFO - Epoch [2][3500/7330] lr: 1.000e-04, eta: 6:52:42, time: 0.320, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0429, loss_rpn_bbox: 0.0466, loss_cls: 0.2413, acc: 92.2329, loss_bbox: 0.2494, loss_mask: 0.2734, loss: 0.8537 2022-09-30 17:24:38,399 - mmdet - INFO - Epoch [2][3550/7330] lr: 1.000e-04, eta: 6:52:29, time: 0.331, data_time: 0.022, memory: 14468, loss_rpn_cls: 0.0447, loss_rpn_bbox: 0.0480, loss_cls: 0.2453, acc: 91.9570, loss_bbox: 0.2567, loss_mask: 0.2738, loss: 0.8686 2022-09-30 17:24:54,678 - mmdet - INFO - Epoch [2][3600/7330] lr: 1.000e-04, eta: 6:52:15, time: 0.326, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0479, loss_rpn_bbox: 0.0501, loss_cls: 0.2422, acc: 92.0452, loss_bbox: 0.2566, loss_mask: 0.2746, loss: 0.8714 2022-09-30 17:25:10,976 - mmdet - INFO - Epoch [2][3650/7330] lr: 1.000e-04, eta: 6:52:00, time: 0.326, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0460, loss_rpn_bbox: 0.0488, loss_cls: 0.2389, acc: 92.2166, loss_bbox: 0.2485, loss_mask: 0.2761, loss: 0.8584 2022-09-30 17:25:27,171 - mmdet - INFO - Epoch [2][3700/7330] lr: 1.000e-04, eta: 6:51:45, time: 0.324, data_time: 0.021, memory: 14468, loss_rpn_cls: 0.0426, loss_rpn_bbox: 0.0472, loss_cls: 0.2316, acc: 92.2984, loss_bbox: 0.2493, loss_mask: 0.2716, loss: 0.8424 2022-09-30 17:25:42,910 - mmdet - INFO - Epoch [2][3750/7330] lr: 1.000e-04, eta: 6:51:27, time: 0.315, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0423, loss_rpn_bbox: 0.0467, loss_cls: 0.2412, acc: 92.3505, loss_bbox: 0.2364, loss_mask: 0.2766, loss: 0.8431 2022-09-30 17:25:59,189 - mmdet - INFO - Epoch [2][3800/7330] lr: 1.000e-04, eta: 6:51:12, time: 0.325, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0493, loss_rpn_bbox: 0.0488, loss_cls: 0.2425, acc: 91.9738, loss_bbox: 0.2548, loss_mask: 0.2803, loss: 0.8757 2022-09-30 17:26:15,237 - mmdet - INFO - Epoch [2][3850/7330] lr: 1.000e-04, eta: 6:50:56, time: 0.321, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0468, loss_rpn_bbox: 0.0461, loss_cls: 0.2383, acc: 92.1948, loss_bbox: 0.2480, loss_mask: 0.2787, loss: 0.8578 2022-09-30 17:26:31,413 - mmdet - INFO - Epoch [2][3900/7330] lr: 1.000e-04, eta: 6:50:41, time: 0.324, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0447, loss_rpn_bbox: 0.0487, loss_cls: 0.2482, acc: 92.0632, loss_bbox: 0.2561, loss_mask: 0.2755, loss: 0.8731 2022-09-30 17:26:47,018 - mmdet - INFO - Epoch [2][3950/7330] lr: 1.000e-04, eta: 6:50:22, time: 0.312, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0426, loss_rpn_bbox: 0.0485, loss_cls: 0.2355, acc: 92.1960, loss_bbox: 0.2533, loss_mask: 0.2762, loss: 0.8560 2022-09-30 17:27:03,199 - mmdet - INFO - Epoch [2][4000/7330] lr: 1.000e-04, eta: 6:50:07, time: 0.324, data_time: 0.021, memory: 14468, loss_rpn_cls: 0.0462, loss_rpn_bbox: 0.0483, loss_cls: 0.2363, acc: 92.2822, loss_bbox: 0.2495, loss_mask: 0.2722, loss: 0.8525 2022-09-30 17:27:19,139 - mmdet - INFO - Epoch [2][4050/7330] lr: 1.000e-04, eta: 6:49:50, time: 0.319, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0464, loss_rpn_bbox: 0.0469, loss_cls: 0.2420, acc: 92.2083, loss_bbox: 0.2490, loss_mask: 0.2717, loss: 0.8560 2022-09-30 17:27:35,056 - mmdet - INFO - Epoch [2][4100/7330] lr: 1.000e-04, eta: 6:49:33, time: 0.318, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0478, loss_rpn_bbox: 0.0469, loss_cls: 0.2353, acc: 92.3430, loss_bbox: 0.2452, loss_mask: 0.2666, loss: 0.8417 2022-09-30 17:27:51,188 - mmdet - INFO - Epoch [2][4150/7330] lr: 1.000e-04, eta: 6:49:17, time: 0.323, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0465, loss_rpn_bbox: 0.0471, loss_cls: 0.2437, acc: 92.0850, loss_bbox: 0.2515, loss_mask: 0.2707, loss: 0.8595 2022-09-30 17:28:07,443 - mmdet - INFO - Epoch [2][4200/7330] lr: 1.000e-04, eta: 6:49:03, time: 0.325, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0429, loss_rpn_bbox: 0.0458, loss_cls: 0.2366, acc: 92.1995, loss_bbox: 0.2476, loss_mask: 0.2778, loss: 0.8507 2022-09-30 17:28:23,551 - mmdet - INFO - Epoch [2][4250/7330] lr: 1.000e-04, eta: 6:48:47, time: 0.322, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0440, loss_rpn_bbox: 0.0492, loss_cls: 0.2394, acc: 92.1057, loss_bbox: 0.2492, loss_mask: 0.2787, loss: 0.8604 2022-09-30 17:28:39,974 - mmdet - INFO - Epoch [2][4300/7330] lr: 1.000e-04, eta: 6:48:33, time: 0.328, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0489, loss_rpn_bbox: 0.0511, loss_cls: 0.2441, acc: 91.9827, loss_bbox: 0.2541, loss_mask: 0.2787, loss: 0.8769 2022-09-30 17:28:56,196 - mmdet - INFO - Epoch [2][4350/7330] lr: 1.000e-04, eta: 6:48:18, time: 0.324, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0441, loss_rpn_bbox: 0.0463, loss_cls: 0.2307, acc: 92.4956, loss_bbox: 0.2437, loss_mask: 0.2731, loss: 0.8379 2022-09-30 17:29:12,571 - mmdet - INFO - Epoch [2][4400/7330] lr: 1.000e-04, eta: 6:48:04, time: 0.328, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0442, loss_rpn_bbox: 0.0470, loss_cls: 0.2409, acc: 92.0900, loss_bbox: 0.2496, loss_mask: 0.2722, loss: 0.8538 2022-09-30 17:29:28,802 - mmdet - INFO - Epoch [2][4450/7330] lr: 1.000e-04, eta: 6:47:49, time: 0.325, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0467, loss_rpn_bbox: 0.0448, loss_cls: 0.2270, acc: 92.5859, loss_bbox: 0.2415, loss_mask: 0.2719, loss: 0.8318 2022-09-30 17:29:44,865 - mmdet - INFO - Epoch [2][4500/7330] lr: 1.000e-04, eta: 6:47:33, time: 0.321, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0407, loss_rpn_bbox: 0.0444, loss_cls: 0.2337, acc: 92.2402, loss_bbox: 0.2468, loss_mask: 0.2631, loss: 0.8286 2022-09-30 17:30:01,154 - mmdet - INFO - Epoch [2][4550/7330] lr: 1.000e-04, eta: 6:47:19, time: 0.326, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0472, loss_rpn_bbox: 0.0496, loss_cls: 0.2346, acc: 92.2891, loss_bbox: 0.2431, loss_mask: 0.2705, loss: 0.8450 2022-09-30 17:30:18,547 - mmdet - INFO - Epoch [2][4600/7330] lr: 1.000e-04, eta: 6:47:11, time: 0.348, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0403, loss_rpn_bbox: 0.0432, loss_cls: 0.2210, acc: 92.8240, loss_bbox: 0.2317, loss_mask: 0.2631, loss: 0.7994 2022-09-30 17:30:34,598 - mmdet - INFO - Epoch [2][4650/7330] lr: 1.000e-04, eta: 6:46:55, time: 0.321, data_time: 0.021, memory: 14468, loss_rpn_cls: 0.0470, loss_rpn_bbox: 0.0457, loss_cls: 0.2345, acc: 92.2720, loss_bbox: 0.2453, loss_mask: 0.2755, loss: 0.8480 2022-09-30 17:30:50,756 - mmdet - INFO - Epoch [2][4700/7330] lr: 1.000e-04, eta: 6:46:39, time: 0.323, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0455, loss_rpn_bbox: 0.0476, loss_cls: 0.2372, acc: 92.3233, loss_bbox: 0.2454, loss_mask: 0.2708, loss: 0.8466 2022-09-30 17:31:06,632 - mmdet - INFO - Epoch [2][4750/7330] lr: 1.000e-04, eta: 6:46:22, time: 0.318, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0475, loss_rpn_bbox: 0.0475, loss_cls: 0.2454, acc: 92.0400, loss_bbox: 0.2476, loss_mask: 0.2741, loss: 0.8620 2022-09-30 17:31:23,119 - mmdet - INFO - Epoch [2][4800/7330] lr: 1.000e-04, eta: 6:46:09, time: 0.330, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0451, loss_rpn_bbox: 0.0480, loss_cls: 0.2333, acc: 92.3118, loss_bbox: 0.2507, loss_mask: 0.2779, loss: 0.8549 2022-09-30 17:31:39,433 - mmdet - INFO - Epoch [2][4850/7330] lr: 1.000e-04, eta: 6:45:54, time: 0.326, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0443, loss_rpn_bbox: 0.0475, loss_cls: 0.2352, acc: 92.2920, loss_bbox: 0.2503, loss_mask: 0.2651, loss: 0.8424 2022-09-30 17:31:55,827 - mmdet - INFO - Epoch [2][4900/7330] lr: 1.000e-04, eta: 6:45:40, time: 0.328, data_time: 0.023, memory: 14468, loss_rpn_cls: 0.0488, loss_rpn_bbox: 0.0512, loss_cls: 0.2537, acc: 91.6709, loss_bbox: 0.2621, loss_mask: 0.2758, loss: 0.8916 2022-09-30 17:32:12,187 - mmdet - INFO - Epoch [2][4950/7330] lr: 1.000e-04, eta: 6:45:26, time: 0.327, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0465, loss_rpn_bbox: 0.0494, loss_cls: 0.2418, acc: 92.0054, loss_bbox: 0.2547, loss_mask: 0.2773, loss: 0.8697 2022-09-30 17:32:28,525 - mmdet - INFO - Epoch [2][5000/7330] lr: 1.000e-04, eta: 6:45:11, time: 0.327, data_time: 0.022, memory: 14468, loss_rpn_cls: 0.0450, loss_rpn_bbox: 0.0480, loss_cls: 0.2332, acc: 92.3523, loss_bbox: 0.2462, loss_mask: 0.2721, loss: 0.8446 2022-09-30 17:32:44,741 - mmdet - INFO - Epoch [2][5050/7330] lr: 1.000e-04, eta: 6:44:56, time: 0.324, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0480, loss_rpn_bbox: 0.0505, loss_cls: 0.2352, acc: 92.2524, loss_bbox: 0.2478, loss_mask: 0.2693, loss: 0.8508 2022-09-30 17:33:00,729 - mmdet - INFO - Epoch [2][5100/7330] lr: 1.000e-04, eta: 6:44:40, time: 0.320, data_time: 0.021, memory: 14468, loss_rpn_cls: 0.0459, loss_rpn_bbox: 0.0489, loss_cls: 0.2333, acc: 92.3774, loss_bbox: 0.2412, loss_mask: 0.2723, loss: 0.8415 2022-09-30 17:33:16,788 - mmdet - INFO - Epoch [2][5150/7330] lr: 1.000e-04, eta: 6:44:23, time: 0.321, data_time: 0.016, memory: 14468, loss_rpn_cls: 0.0448, loss_rpn_bbox: 0.0474, loss_cls: 0.2329, acc: 92.4963, loss_bbox: 0.2353, loss_mask: 0.2702, loss: 0.8306 2022-09-30 17:33:33,127 - mmdet - INFO - Epoch [2][5200/7330] lr: 1.000e-04, eta: 6:44:09, time: 0.327, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0451, loss_rpn_bbox: 0.0483, loss_cls: 0.2415, acc: 92.2048, loss_bbox: 0.2487, loss_mask: 0.2760, loss: 0.8595 2022-09-30 17:33:49,242 - mmdet - INFO - Epoch [2][5250/7330] lr: 1.000e-04, eta: 6:43:53, time: 0.322, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0404, loss_rpn_bbox: 0.0463, loss_cls: 0.2328, acc: 92.3557, loss_bbox: 0.2406, loss_mask: 0.2671, loss: 0.8272 2022-09-30 17:34:05,563 - mmdet - INFO - Epoch [2][5300/7330] lr: 1.000e-04, eta: 6:43:39, time: 0.326, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0421, loss_rpn_bbox: 0.0466, loss_cls: 0.2367, acc: 92.1245, loss_bbox: 0.2466, loss_mask: 0.2686, loss: 0.8406 2022-09-30 17:34:21,971 - mmdet - INFO - Epoch [2][5350/7330] lr: 1.000e-04, eta: 6:43:24, time: 0.328, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0440, loss_rpn_bbox: 0.0488, loss_cls: 0.2402, acc: 92.2185, loss_bbox: 0.2506, loss_mask: 0.2708, loss: 0.8543 2022-09-30 17:34:37,878 - mmdet - INFO - Epoch [2][5400/7330] lr: 1.000e-04, eta: 6:43:07, time: 0.318, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0409, loss_rpn_bbox: 0.0448, loss_cls: 0.2286, acc: 92.3668, loss_bbox: 0.2428, loss_mask: 0.2701, loss: 0.8271 2022-09-30 17:34:53,917 - mmdet - INFO - Epoch [2][5450/7330] lr: 1.000e-04, eta: 6:42:51, time: 0.321, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0443, loss_rpn_bbox: 0.0474, loss_cls: 0.2428, acc: 92.1778, loss_bbox: 0.2488, loss_mask: 0.2671, loss: 0.8505 2022-09-30 17:35:10,040 - mmdet - INFO - Epoch [2][5500/7330] lr: 1.000e-04, eta: 6:42:35, time: 0.322, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0504, loss_rpn_bbox: 0.0517, loss_cls: 0.2433, acc: 92.1602, loss_bbox: 0.2534, loss_mask: 0.2720, loss: 0.8707 2022-09-30 17:35:26,074 - mmdet - INFO - Epoch [2][5550/7330] lr: 1.000e-04, eta: 6:42:19, time: 0.321, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0454, loss_rpn_bbox: 0.0477, loss_cls: 0.2379, acc: 92.2966, loss_bbox: 0.2444, loss_mask: 0.2731, loss: 0.8484 2022-09-30 17:35:42,295 - mmdet - INFO - Epoch [2][5600/7330] lr: 1.000e-04, eta: 6:42:04, time: 0.324, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0455, loss_rpn_bbox: 0.0460, loss_cls: 0.2426, acc: 92.1306, loss_bbox: 0.2523, loss_mask: 0.2799, loss: 0.8662 2022-09-30 17:35:58,380 - mmdet - INFO - Epoch [2][5650/7330] lr: 1.000e-04, eta: 6:41:48, time: 0.322, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0457, loss_rpn_bbox: 0.0474, loss_cls: 0.2346, acc: 92.3091, loss_bbox: 0.2403, loss_mask: 0.2684, loss: 0.8363 2022-09-30 17:36:14,627 - mmdet - INFO - Epoch [2][5700/7330] lr: 1.000e-04, eta: 6:41:33, time: 0.325, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0441, loss_rpn_bbox: 0.0469, loss_cls: 0.2403, acc: 92.0981, loss_bbox: 0.2471, loss_mask: 0.2726, loss: 0.8511 2022-09-30 17:36:30,759 - mmdet - INFO - Epoch [2][5750/7330] lr: 1.000e-04, eta: 6:41:17, time: 0.323, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0473, loss_rpn_bbox: 0.0493, loss_cls: 0.2431, acc: 92.1780, loss_bbox: 0.2494, loss_mask: 0.2705, loss: 0.8596 2022-09-30 17:36:46,795 - mmdet - INFO - Epoch [2][5800/7330] lr: 1.000e-04, eta: 6:41:01, time: 0.321, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0468, loss_rpn_bbox: 0.0486, loss_cls: 0.2374, acc: 92.1948, loss_bbox: 0.2466, loss_mask: 0.2759, loss: 0.8553 2022-09-30 17:37:02,897 - mmdet - INFO - Epoch [2][5850/7330] lr: 1.000e-04, eta: 6:40:45, time: 0.322, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0438, loss_rpn_bbox: 0.0445, loss_cls: 0.2335, acc: 92.4577, loss_bbox: 0.2405, loss_mask: 0.2667, loss: 0.8290 2022-09-30 17:37:18,862 - mmdet - INFO - Epoch [2][5900/7330] lr: 1.000e-04, eta: 6:40:28, time: 0.319, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0496, loss_rpn_bbox: 0.0517, loss_cls: 0.2389, acc: 92.2114, loss_bbox: 0.2511, loss_mask: 0.2709, loss: 0.8622 2022-09-30 17:37:34,982 - mmdet - INFO - Epoch [2][5950/7330] lr: 1.000e-04, eta: 6:40:12, time: 0.322, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0441, loss_rpn_bbox: 0.0479, loss_cls: 0.2318, acc: 92.4253, loss_bbox: 0.2460, loss_mask: 0.2758, loss: 0.8456 2022-09-30 17:37:51,102 - mmdet - INFO - Epoch [2][6000/7330] lr: 1.000e-04, eta: 6:39:56, time: 0.322, data_time: 0.021, memory: 14468, loss_rpn_cls: 0.0471, loss_rpn_bbox: 0.0499, loss_cls: 0.2512, acc: 91.8452, loss_bbox: 0.2557, loss_mask: 0.2727, loss: 0.8767 2022-09-30 17:38:07,493 - mmdet - INFO - Epoch [2][6050/7330] lr: 1.000e-04, eta: 6:39:42, time: 0.328, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0462, loss_rpn_bbox: 0.0470, loss_cls: 0.2345, acc: 92.2625, loss_bbox: 0.2455, loss_mask: 0.2668, loss: 0.8400 2022-09-30 17:38:23,611 - mmdet - INFO - Epoch [2][6100/7330] lr: 1.000e-04, eta: 6:39:26, time: 0.322, data_time: 0.021, memory: 14468, loss_rpn_cls: 0.0477, loss_rpn_bbox: 0.0481, loss_cls: 0.2433, acc: 92.1620, loss_bbox: 0.2505, loss_mask: 0.2653, loss: 0.8549 2022-09-30 17:38:39,955 - mmdet - INFO - Epoch [2][6150/7330] lr: 1.000e-04, eta: 6:39:11, time: 0.327, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0456, loss_rpn_bbox: 0.0479, loss_cls: 0.2364, acc: 92.2410, loss_bbox: 0.2501, loss_mask: 0.2785, loss: 0.8586 2022-09-30 17:38:56,210 - mmdet - INFO - Epoch [2][6200/7330] lr: 1.000e-04, eta: 6:38:56, time: 0.325, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0461, loss_rpn_bbox: 0.0476, loss_cls: 0.2318, acc: 92.4968, loss_bbox: 0.2395, loss_mask: 0.2665, loss: 0.8314 2022-09-30 17:39:12,449 - mmdet - INFO - Epoch [2][6250/7330] lr: 1.000e-04, eta: 6:38:41, time: 0.325, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0472, loss_rpn_bbox: 0.0486, loss_cls: 0.2425, acc: 92.0620, loss_bbox: 0.2553, loss_mask: 0.2757, loss: 0.8692 2022-09-30 17:39:28,450 - mmdet - INFO - Epoch [2][6300/7330] lr: 1.000e-04, eta: 6:38:25, time: 0.320, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0443, loss_rpn_bbox: 0.0469, loss_cls: 0.2406, acc: 92.0581, loss_bbox: 0.2510, loss_mask: 0.2747, loss: 0.8577 2022-09-30 17:39:44,412 - mmdet - INFO - Epoch [2][6350/7330] lr: 1.000e-04, eta: 6:38:08, time: 0.319, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0455, loss_rpn_bbox: 0.0473, loss_cls: 0.2332, acc: 92.3191, loss_bbox: 0.2468, loss_mask: 0.2755, loss: 0.8483 2022-09-30 17:40:00,287 - mmdet - INFO - Epoch [2][6400/7330] lr: 1.000e-04, eta: 6:37:51, time: 0.317, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0439, loss_rpn_bbox: 0.0440, loss_cls: 0.2204, acc: 92.7569, loss_bbox: 0.2366, loss_mask: 0.2687, loss: 0.8137 2022-09-30 17:40:16,305 - mmdet - INFO - Epoch [2][6450/7330] lr: 1.000e-04, eta: 6:37:34, time: 0.320, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0438, loss_rpn_bbox: 0.0472, loss_cls: 0.2224, acc: 92.6958, loss_bbox: 0.2321, loss_mask: 0.2609, loss: 0.8064 2022-09-30 17:40:32,456 - mmdet - INFO - Epoch [2][6500/7330] lr: 1.000e-04, eta: 6:37:19, time: 0.323, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0437, loss_rpn_bbox: 0.0461, loss_cls: 0.2319, acc: 92.3742, loss_bbox: 0.2424, loss_mask: 0.2674, loss: 0.8314 2022-09-30 17:40:48,884 - mmdet - INFO - Epoch [2][6550/7330] lr: 1.000e-04, eta: 6:37:04, time: 0.329, data_time: 0.021, memory: 14468, loss_rpn_cls: 0.0432, loss_rpn_bbox: 0.0485, loss_cls: 0.2460, acc: 91.8786, loss_bbox: 0.2558, loss_mask: 0.2730, loss: 0.8665 2022-09-30 17:41:05,209 - mmdet - INFO - Epoch [2][6600/7330] lr: 1.000e-04, eta: 6:36:50, time: 0.326, data_time: 0.021, memory: 14468, loss_rpn_cls: 0.0456, loss_rpn_bbox: 0.0488, loss_cls: 0.2468, acc: 92.0210, loss_bbox: 0.2617, loss_mask: 0.2792, loss: 0.8820 2022-09-30 17:41:21,310 - mmdet - INFO - Epoch [2][6650/7330] lr: 1.000e-04, eta: 6:36:34, time: 0.322, data_time: 0.021, memory: 14468, loss_rpn_cls: 0.0425, loss_rpn_bbox: 0.0458, loss_cls: 0.2295, acc: 92.5178, loss_bbox: 0.2382, loss_mask: 0.2681, loss: 0.8240 2022-09-30 17:41:37,395 - mmdet - INFO - Epoch [2][6700/7330] lr: 1.000e-04, eta: 6:36:17, time: 0.322, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0438, loss_rpn_bbox: 0.0458, loss_cls: 0.2367, acc: 92.1909, loss_bbox: 0.2433, loss_mask: 0.2675, loss: 0.8372 2022-09-30 17:41:53,285 - mmdet - INFO - Epoch [2][6750/7330] lr: 1.000e-04, eta: 6:36:00, time: 0.318, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0454, loss_rpn_bbox: 0.0469, loss_cls: 0.2298, acc: 92.5125, loss_bbox: 0.2380, loss_mask: 0.2735, loss: 0.8335 2022-09-30 17:42:09,461 - mmdet - INFO - Epoch [2][6800/7330] lr: 1.000e-04, eta: 6:35:45, time: 0.324, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0475, loss_rpn_bbox: 0.0484, loss_cls: 0.2361, acc: 92.2163, loss_bbox: 0.2450, loss_mask: 0.2692, loss: 0.8462 2022-09-30 17:42:25,354 - mmdet - INFO - Epoch [2][6850/7330] lr: 1.000e-04, eta: 6:35:28, time: 0.318, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0413, loss_rpn_bbox: 0.0447, loss_cls: 0.2285, acc: 92.6873, loss_bbox: 0.2359, loss_mask: 0.2636, loss: 0.8141 2022-09-30 17:42:41,165 - mmdet - INFO - Epoch [2][6900/7330] lr: 1.000e-04, eta: 6:35:10, time: 0.316, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0446, loss_rpn_bbox: 0.0463, loss_cls: 0.2323, acc: 92.2297, loss_bbox: 0.2451, loss_mask: 0.2661, loss: 0.8344 2022-09-30 17:42:57,220 - mmdet - INFO - Epoch [2][6950/7330] lr: 1.000e-04, eta: 6:34:54, time: 0.321, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0412, loss_rpn_bbox: 0.0494, loss_cls: 0.2335, acc: 92.3735, loss_bbox: 0.2504, loss_mask: 0.2643, loss: 0.8389 2022-09-30 17:43:13,021 - mmdet - INFO - Epoch [2][7000/7330] lr: 1.000e-04, eta: 6:34:37, time: 0.316, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0467, loss_rpn_bbox: 0.0483, loss_cls: 0.2423, acc: 92.1028, loss_bbox: 0.2534, loss_mask: 0.2720, loss: 0.8626 2022-09-30 17:43:29,173 - mmdet - INFO - Epoch [2][7050/7330] lr: 1.000e-04, eta: 6:34:21, time: 0.323, data_time: 0.023, memory: 14468, loss_rpn_cls: 0.0469, loss_rpn_bbox: 0.0474, loss_cls: 0.2396, acc: 91.9849, loss_bbox: 0.2535, loss_mask: 0.2751, loss: 0.8626 2022-09-30 17:43:45,410 - mmdet - INFO - Epoch [2][7100/7330] lr: 1.000e-04, eta: 6:34:06, time: 0.325, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0486, loss_rpn_bbox: 0.0495, loss_cls: 0.2431, acc: 92.0061, loss_bbox: 0.2508, loss_mask: 0.2711, loss: 0.8632 2022-09-30 17:44:01,488 - mmdet - INFO - Epoch [2][7150/7330] lr: 1.000e-04, eta: 6:33:49, time: 0.322, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0421, loss_rpn_bbox: 0.0433, loss_cls: 0.2191, acc: 92.6987, loss_bbox: 0.2333, loss_mask: 0.2696, loss: 0.8075 2022-09-30 17:44:17,677 - mmdet - INFO - Epoch [2][7200/7330] lr: 1.000e-04, eta: 6:33:34, time: 0.324, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0428, loss_rpn_bbox: 0.0446, loss_cls: 0.2303, acc: 92.4028, loss_bbox: 0.2432, loss_mask: 0.2618, loss: 0.8226 2022-09-30 17:44:33,502 - mmdet - INFO - Epoch [2][7250/7330] lr: 1.000e-04, eta: 6:33:17, time: 0.316, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0455, loss_rpn_bbox: 0.0452, loss_cls: 0.2350, acc: 92.3477, loss_bbox: 0.2472, loss_mask: 0.2707, loss: 0.8436 2022-09-30 17:44:49,434 - mmdet - INFO - Epoch [2][7300/7330] lr: 1.000e-04, eta: 6:33:00, time: 0.319, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0435, loss_rpn_bbox: 0.0463, loss_cls: 0.2314, acc: 92.3457, loss_bbox: 0.2453, loss_mask: 0.2724, loss: 0.8388 2022-09-30 17:44:59,400 - mmdet - INFO - Saving checkpoint at 2 epochs 2022-09-30 17:45:58,893 - mmdet - INFO - Evaluating bbox... 2022-09-30 17:46:31,773 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.365 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.580 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.395 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.222 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.402 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.481 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.520 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.520 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.520 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.350 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.561 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.653 2022-09-30 17:46:31,773 - mmdet - INFO - Evaluating segm... 2022-09-30 17:47:09,592 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.333 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.551 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.352 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.156 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.366 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.496 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.469 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.469 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.469 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.283 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.515 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.619 2022-09-30 17:47:10,120 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_swin-s_1x_coco/best_bbox_mAP_epoch_1.pth was removed 2022-09-30 17:47:11,631 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_2.pth. 2022-09-30 17:47:11,632 - mmdet - INFO - Best bbox_mAP is 0.3650 at 2 epoch. 2022-09-30 17:47:11,632 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 17:47:11,632 - mmdet - INFO - Epoch(val) [2][625] bbox_mAP: 0.3650, bbox_mAP_50: 0.5800, bbox_mAP_75: 0.3950, bbox_mAP_s: 0.2220, bbox_mAP_m: 0.4020, bbox_mAP_l: 0.4810, bbox_mAP_copypaste: 0.365 0.580 0.395 0.222 0.402 0.481, segm_mAP: 0.3330, segm_mAP_50: 0.5510, segm_mAP_75: 0.3520, segm_mAP_s: 0.1560, segm_mAP_m: 0.3660, segm_mAP_l: 0.4960, segm_mAP_copypaste: 0.333 0.551 0.352 0.156 0.366 0.496 2022-09-30 17:47:31,117 - mmdet - INFO - Epoch [3][50/7330] lr: 1.000e-04, eta: 6:32:03, time: 0.390, data_time: 0.082, memory: 14468, loss_rpn_cls: 0.0428, loss_rpn_bbox: 0.0461, loss_cls: 0.2301, acc: 92.4912, loss_bbox: 0.2410, loss_mask: 0.2599, loss: 0.8198 2022-09-30 17:47:47,270 - mmdet - INFO - Epoch [3][100/7330] lr: 1.000e-04, eta: 6:31:47, time: 0.323, data_time: 0.021, memory: 14468, loss_rpn_cls: 0.0432, loss_rpn_bbox: 0.0473, loss_cls: 0.2311, acc: 92.3416, loss_bbox: 0.2458, loss_mask: 0.2657, loss: 0.8331 2022-09-30 17:48:03,672 - mmdet - INFO - Epoch [3][150/7330] lr: 1.000e-04, eta: 6:31:33, time: 0.328, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0429, loss_rpn_bbox: 0.0476, loss_cls: 0.2251, acc: 92.5422, loss_bbox: 0.2447, loss_mask: 0.2702, loss: 0.8305 2022-09-30 17:48:19,963 - mmdet - INFO - Epoch [3][200/7330] lr: 1.000e-04, eta: 6:31:18, time: 0.326, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0414, loss_rpn_bbox: 0.0457, loss_cls: 0.2243, acc: 92.5562, loss_bbox: 0.2380, loss_mask: 0.2684, loss: 0.8178 2022-09-30 17:48:36,090 - mmdet - INFO - Epoch [3][250/7330] lr: 1.000e-04, eta: 6:31:02, time: 0.322, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0426, loss_rpn_bbox: 0.0484, loss_cls: 0.2226, acc: 92.4934, loss_bbox: 0.2392, loss_mask: 0.2633, loss: 0.8161 2022-09-30 17:48:52,551 - mmdet - INFO - Epoch [3][300/7330] lr: 1.000e-04, eta: 6:30:48, time: 0.329, data_time: 0.021, memory: 14468, loss_rpn_cls: 0.0391, loss_rpn_bbox: 0.0416, loss_cls: 0.2126, acc: 93.0894, loss_bbox: 0.2231, loss_mask: 0.2586, loss: 0.7751 2022-09-30 17:49:08,603 - mmdet - INFO - Epoch [3][350/7330] lr: 1.000e-04, eta: 6:30:32, time: 0.321, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0416, loss_rpn_bbox: 0.0477, loss_cls: 0.2232, acc: 92.6843, loss_bbox: 0.2382, loss_mask: 0.2626, loss: 0.8133 2022-09-30 17:49:25,158 - mmdet - INFO - Epoch [3][400/7330] lr: 1.000e-04, eta: 6:30:18, time: 0.331, data_time: 0.016, memory: 14468, loss_rpn_cls: 0.0432, loss_rpn_bbox: 0.0460, loss_cls: 0.2280, acc: 92.4165, loss_bbox: 0.2463, loss_mask: 0.2660, loss: 0.8295 2022-09-30 17:49:41,258 - mmdet - INFO - Epoch [3][450/7330] lr: 1.000e-04, eta: 6:30:03, time: 0.322, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0443, loss_rpn_bbox: 0.0478, loss_cls: 0.2362, acc: 92.2305, loss_bbox: 0.2456, loss_mask: 0.2710, loss: 0.8448 2022-09-30 17:49:57,288 - mmdet - INFO - Epoch [3][500/7330] lr: 1.000e-04, eta: 6:29:46, time: 0.321, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0403, loss_rpn_bbox: 0.0445, loss_cls: 0.2310, acc: 92.4243, loss_bbox: 0.2451, loss_mask: 0.2653, loss: 0.8263 2022-09-30 17:50:13,388 - mmdet - INFO - Epoch [3][550/7330] lr: 1.000e-04, eta: 6:29:30, time: 0.322, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0424, loss_rpn_bbox: 0.0462, loss_cls: 0.2259, acc: 92.4543, loss_bbox: 0.2432, loss_mask: 0.2584, loss: 0.8162 2022-09-30 17:50:29,721 - mmdet - INFO - Epoch [3][600/7330] lr: 1.000e-04, eta: 6:29:16, time: 0.327, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0413, loss_rpn_bbox: 0.0450, loss_cls: 0.2270, acc: 92.3387, loss_bbox: 0.2441, loss_mask: 0.2627, loss: 0.8202 2022-09-30 17:50:46,012 - mmdet - INFO - Epoch [3][650/7330] lr: 1.000e-04, eta: 6:29:01, time: 0.326, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0427, loss_rpn_bbox: 0.0481, loss_cls: 0.2327, acc: 92.3047, loss_bbox: 0.2478, loss_mask: 0.2688, loss: 0.8402 2022-09-30 17:51:02,540 - mmdet - INFO - Epoch [3][700/7330] lr: 1.000e-04, eta: 6:28:47, time: 0.331, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0422, loss_rpn_bbox: 0.0461, loss_cls: 0.2199, acc: 92.5212, loss_bbox: 0.2451, loss_mask: 0.2624, loss: 0.8158 2022-09-30 17:51:18,774 - mmdet - INFO - Epoch [3][750/7330] lr: 1.000e-04, eta: 6:28:32, time: 0.325, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0423, loss_rpn_bbox: 0.0448, loss_cls: 0.2216, acc: 92.5920, loss_bbox: 0.2392, loss_mask: 0.2667, loss: 0.8147 2022-09-30 17:51:35,002 - mmdet - INFO - Epoch [3][800/7330] lr: 1.000e-04, eta: 6:28:16, time: 0.325, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0378, loss_rpn_bbox: 0.0420, loss_cls: 0.2215, acc: 92.9139, loss_bbox: 0.2310, loss_mask: 0.2603, loss: 0.7927 2022-09-30 17:51:51,388 - mmdet - INFO - Epoch [3][850/7330] lr: 1.000e-04, eta: 6:28:02, time: 0.328, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0414, loss_rpn_bbox: 0.0498, loss_cls: 0.2312, acc: 92.2660, loss_bbox: 0.2496, loss_mask: 0.2656, loss: 0.8375 2022-09-30 17:52:07,805 - mmdet - INFO - Epoch [3][900/7330] lr: 1.000e-04, eta: 6:27:47, time: 0.328, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0427, loss_rpn_bbox: 0.0477, loss_cls: 0.2295, acc: 92.2916, loss_bbox: 0.2480, loss_mask: 0.2615, loss: 0.8294 2022-09-30 17:52:23,988 - mmdet - INFO - Epoch [3][950/7330] lr: 1.000e-04, eta: 6:27:32, time: 0.324, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0464, loss_rpn_bbox: 0.0490, loss_cls: 0.2309, acc: 92.2800, loss_bbox: 0.2439, loss_mask: 0.2662, loss: 0.8363 2022-09-30 17:52:40,233 - mmdet - INFO - Epoch [3][1000/7330] lr: 1.000e-04, eta: 6:27:16, time: 0.325, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0404, loss_rpn_bbox: 0.0437, loss_cls: 0.2185, acc: 92.7283, loss_bbox: 0.2377, loss_mask: 0.2581, loss: 0.7984 2022-09-30 17:52:56,394 - mmdet - INFO - Epoch [3][1050/7330] lr: 1.000e-04, eta: 6:27:01, time: 0.323, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0430, loss_rpn_bbox: 0.0465, loss_cls: 0.2273, acc: 92.4374, loss_bbox: 0.2429, loss_mask: 0.2632, loss: 0.8229 2022-09-30 17:53:12,427 - mmdet - INFO - Epoch [3][1100/7330] lr: 1.000e-04, eta: 6:26:44, time: 0.321, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0419, loss_rpn_bbox: 0.0450, loss_cls: 0.2273, acc: 92.3508, loss_bbox: 0.2432, loss_mask: 0.2651, loss: 0.8225 2022-09-30 17:53:28,602 - mmdet - INFO - Epoch [3][1150/7330] lr: 1.000e-04, eta: 6:26:29, time: 0.323, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0440, loss_rpn_bbox: 0.0460, loss_cls: 0.2292, acc: 92.4595, loss_bbox: 0.2360, loss_mask: 0.2634, loss: 0.8186 2022-09-30 17:53:44,475 - mmdet - INFO - Epoch [3][1200/7330] lr: 1.000e-04, eta: 6:26:12, time: 0.317, data_time: 0.015, memory: 14468, loss_rpn_cls: 0.0403, loss_rpn_bbox: 0.0439, loss_cls: 0.2139, acc: 92.8376, loss_bbox: 0.2355, loss_mask: 0.2608, loss: 0.7945 2022-09-30 17:54:00,640 - mmdet - INFO - Epoch [3][1250/7330] lr: 1.000e-04, eta: 6:25:56, time: 0.323, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0397, loss_rpn_bbox: 0.0479, loss_cls: 0.2221, acc: 92.5710, loss_bbox: 0.2371, loss_mask: 0.2642, loss: 0.8110 2022-09-30 17:54:16,624 - mmdet - INFO - Epoch [3][1300/7330] lr: 1.000e-04, eta: 6:25:40, time: 0.320, data_time: 0.016, memory: 14468, loss_rpn_cls: 0.0453, loss_rpn_bbox: 0.0486, loss_cls: 0.2313, acc: 92.2207, loss_bbox: 0.2516, loss_mask: 0.2692, loss: 0.8459 2022-09-30 17:54:33,062 - mmdet - INFO - Epoch [3][1350/7330] lr: 1.000e-04, eta: 6:25:25, time: 0.329, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0438, loss_rpn_bbox: 0.0473, loss_cls: 0.2443, acc: 91.8689, loss_bbox: 0.2562, loss_mask: 0.2696, loss: 0.8612 2022-09-30 17:54:49,060 - mmdet - INFO - Epoch [3][1400/7330] lr: 1.000e-04, eta: 6:25:09, time: 0.320, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0430, loss_rpn_bbox: 0.0470, loss_cls: 0.2236, acc: 92.6238, loss_bbox: 0.2377, loss_mask: 0.2675, loss: 0.8188 2022-09-30 17:55:05,035 - mmdet - INFO - Epoch [3][1450/7330] lr: 1.000e-04, eta: 6:24:53, time: 0.319, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0422, loss_rpn_bbox: 0.0457, loss_cls: 0.2302, acc: 92.3669, loss_bbox: 0.2479, loss_mask: 0.2629, loss: 0.8289 2022-09-30 17:55:21,610 - mmdet - INFO - Epoch [3][1500/7330] lr: 1.000e-04, eta: 6:24:39, time: 0.331, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0450, loss_rpn_bbox: 0.0486, loss_cls: 0.2190, acc: 92.7070, loss_bbox: 0.2347, loss_mask: 0.2626, loss: 0.8100 2022-09-30 17:55:37,804 - mmdet - INFO - Epoch [3][1550/7330] lr: 1.000e-04, eta: 6:24:23, time: 0.324, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0451, loss_rpn_bbox: 0.0500, loss_cls: 0.2315, acc: 92.2888, loss_bbox: 0.2510, loss_mask: 0.2668, loss: 0.8444 2022-09-30 17:55:54,404 - mmdet - INFO - Epoch [3][1600/7330] lr: 1.000e-04, eta: 6:24:09, time: 0.332, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0424, loss_rpn_bbox: 0.0469, loss_cls: 0.2257, acc: 92.3523, loss_bbox: 0.2468, loss_mask: 0.2649, loss: 0.8267 2022-09-30 17:56:10,524 - mmdet - INFO - Epoch [3][1650/7330] lr: 1.000e-04, eta: 6:23:54, time: 0.322, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0421, loss_rpn_bbox: 0.0493, loss_cls: 0.2352, acc: 92.2271, loss_bbox: 0.2488, loss_mask: 0.2737, loss: 0.8491 2022-09-30 17:56:26,445 - mmdet - INFO - Epoch [3][1700/7330] lr: 1.000e-04, eta: 6:23:37, time: 0.318, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0432, loss_rpn_bbox: 0.0458, loss_cls: 0.2317, acc: 92.3423, loss_bbox: 0.2415, loss_mask: 0.2698, loss: 0.8320 2022-09-30 17:56:42,429 - mmdet - INFO - Epoch [3][1750/7330] lr: 1.000e-04, eta: 6:23:20, time: 0.320, data_time: 0.016, memory: 14468, loss_rpn_cls: 0.0407, loss_rpn_bbox: 0.0451, loss_cls: 0.2215, acc: 92.6758, loss_bbox: 0.2359, loss_mask: 0.2635, loss: 0.8067 2022-09-30 17:56:58,732 - mmdet - INFO - Epoch [3][1800/7330] lr: 1.000e-04, eta: 6:23:05, time: 0.326, data_time: 0.021, memory: 14468, loss_rpn_cls: 0.0414, loss_rpn_bbox: 0.0448, loss_cls: 0.2219, acc: 92.5391, loss_bbox: 0.2377, loss_mask: 0.2551, loss: 0.8009 2022-09-30 17:57:15,294 - mmdet - INFO - Epoch [3][1850/7330] lr: 1.000e-04, eta: 6:22:51, time: 0.331, data_time: 0.022, memory: 14468, loss_rpn_cls: 0.0405, loss_rpn_bbox: 0.0462, loss_cls: 0.2210, acc: 92.5276, loss_bbox: 0.2456, loss_mask: 0.2608, loss: 0.8141 2022-09-30 17:57:31,299 - mmdet - INFO - Epoch [3][1900/7330] lr: 1.000e-04, eta: 6:22:35, time: 0.320, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0431, loss_rpn_bbox: 0.0460, loss_cls: 0.2245, acc: 92.4856, loss_bbox: 0.2437, loss_mask: 0.2645, loss: 0.8217 2022-09-30 17:57:47,625 - mmdet - INFO - Epoch [3][1950/7330] lr: 1.000e-04, eta: 6:22:20, time: 0.327, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0437, loss_rpn_bbox: 0.0503, loss_cls: 0.2357, acc: 92.2224, loss_bbox: 0.2515, loss_mask: 0.2764, loss: 0.8575 2022-09-30 17:58:03,471 - mmdet - INFO - Epoch [3][2000/7330] lr: 1.000e-04, eta: 6:22:03, time: 0.317, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0385, loss_rpn_bbox: 0.0449, loss_cls: 0.2240, acc: 92.7310, loss_bbox: 0.2353, loss_mask: 0.2616, loss: 0.8043 2022-09-30 17:58:19,716 - mmdet - INFO - Epoch [3][2050/7330] lr: 1.000e-04, eta: 6:21:47, time: 0.325, data_time: 0.016, memory: 14468, loss_rpn_cls: 0.0391, loss_rpn_bbox: 0.0474, loss_cls: 0.2219, acc: 92.5010, loss_bbox: 0.2458, loss_mask: 0.2630, loss: 0.8173 2022-09-30 17:58:36,173 - mmdet - INFO - Epoch [3][2100/7330] lr: 1.000e-04, eta: 6:21:33, time: 0.329, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0455, loss_rpn_bbox: 0.0466, loss_cls: 0.2303, acc: 92.4568, loss_bbox: 0.2337, loss_mask: 0.2578, loss: 0.8139 2022-09-30 17:58:52,362 - mmdet - INFO - Epoch [3][2150/7330] lr: 1.000e-04, eta: 6:21:17, time: 0.324, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0440, loss_cls: 0.2210, acc: 92.5784, loss_bbox: 0.2453, loss_mask: 0.2663, loss: 0.8133 2022-09-30 17:59:08,395 - mmdet - INFO - Epoch [3][2200/7330] lr: 1.000e-04, eta: 6:21:01, time: 0.321, data_time: 0.015, memory: 14468, loss_rpn_cls: 0.0437, loss_rpn_bbox: 0.0465, loss_cls: 0.2295, acc: 92.3635, loss_bbox: 0.2423, loss_mask: 0.2654, loss: 0.8274 2022-09-30 17:59:24,742 - mmdet - INFO - Epoch [3][2250/7330] lr: 1.000e-04, eta: 6:20:46, time: 0.327, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0409, loss_rpn_bbox: 0.0467, loss_cls: 0.2274, acc: 92.4065, loss_bbox: 0.2445, loss_mask: 0.2626, loss: 0.8221 2022-09-30 17:59:41,000 - mmdet - INFO - Epoch [3][2300/7330] lr: 1.000e-04, eta: 6:20:31, time: 0.325, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0450, loss_rpn_bbox: 0.0475, loss_cls: 0.2358, acc: 92.1365, loss_bbox: 0.2508, loss_mask: 0.2662, loss: 0.8453 2022-09-30 17:59:57,103 - mmdet - INFO - Epoch [3][2350/7330] lr: 1.000e-04, eta: 6:20:15, time: 0.322, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0423, loss_rpn_bbox: 0.0475, loss_cls: 0.2228, acc: 92.5312, loss_bbox: 0.2446, loss_mask: 0.2711, loss: 0.8283 2022-09-30 18:00:13,350 - mmdet - INFO - Epoch [3][2400/7330] lr: 1.000e-04, eta: 6:19:59, time: 0.325, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0407, loss_rpn_bbox: 0.0472, loss_cls: 0.2335, acc: 92.2678, loss_bbox: 0.2495, loss_mask: 0.2637, loss: 0.8346 2022-09-30 18:00:29,404 - mmdet - INFO - Epoch [3][2450/7330] lr: 1.000e-04, eta: 6:19:43, time: 0.321, data_time: 0.016, memory: 14468, loss_rpn_cls: 0.0421, loss_rpn_bbox: 0.0449, loss_cls: 0.2218, acc: 92.6501, loss_bbox: 0.2372, loss_mask: 0.2532, loss: 0.7992 2022-09-30 18:00:45,586 - mmdet - INFO - Epoch [3][2500/7330] lr: 1.000e-04, eta: 6:19:28, time: 0.324, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0433, loss_rpn_bbox: 0.0454, loss_cls: 0.2287, acc: 92.3806, loss_bbox: 0.2484, loss_mask: 0.2629, loss: 0.8287 2022-09-30 18:01:01,440 - mmdet - INFO - Epoch [3][2550/7330] lr: 1.000e-04, eta: 6:19:11, time: 0.317, data_time: 0.014, memory: 14468, loss_rpn_cls: 0.0430, loss_rpn_bbox: 0.0460, loss_cls: 0.2291, acc: 92.3813, loss_bbox: 0.2476, loss_mask: 0.2642, loss: 0.8300 2022-09-30 18:01:17,728 - mmdet - INFO - Epoch [3][2600/7330] lr: 1.000e-04, eta: 6:18:55, time: 0.326, data_time: 0.016, memory: 14468, loss_rpn_cls: 0.0409, loss_rpn_bbox: 0.0474, loss_cls: 0.2269, acc: 92.4980, loss_bbox: 0.2381, loss_mask: 0.2620, loss: 0.8153 2022-09-30 18:01:33,771 - mmdet - INFO - Epoch [3][2650/7330] lr: 1.000e-04, eta: 6:18:39, time: 0.321, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0462, loss_rpn_bbox: 0.0463, loss_cls: 0.2268, acc: 92.6284, loss_bbox: 0.2358, loss_mask: 0.2689, loss: 0.8240 2022-09-30 18:01:50,163 - mmdet - INFO - Epoch [3][2700/7330] lr: 1.000e-04, eta: 6:18:24, time: 0.328, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0441, loss_rpn_bbox: 0.0477, loss_cls: 0.2291, acc: 92.3076, loss_bbox: 0.2428, loss_mask: 0.2690, loss: 0.8327 2022-09-30 18:02:06,185 - mmdet - INFO - Epoch [3][2750/7330] lr: 1.000e-04, eta: 6:18:08, time: 0.320, data_time: 0.016, memory: 14468, loss_rpn_cls: 0.0422, loss_rpn_bbox: 0.0450, loss_cls: 0.2402, acc: 92.1213, loss_bbox: 0.2483, loss_mask: 0.2696, loss: 0.8453 2022-09-30 18:02:22,507 - mmdet - INFO - Epoch [3][2800/7330] lr: 1.000e-04, eta: 6:17:53, time: 0.326, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0393, loss_rpn_bbox: 0.0457, loss_cls: 0.2244, acc: 92.5950, loss_bbox: 0.2400, loss_mask: 0.2573, loss: 0.8066 2022-09-30 18:02:39,126 - mmdet - INFO - Epoch [3][2850/7330] lr: 1.000e-04, eta: 6:17:39, time: 0.332, data_time: 0.016, memory: 14468, loss_rpn_cls: 0.0404, loss_rpn_bbox: 0.0479, loss_cls: 0.2194, acc: 92.5842, loss_bbox: 0.2380, loss_mask: 0.2627, loss: 0.8084 2022-09-30 18:02:55,533 - mmdet - INFO - Epoch [3][2900/7330] lr: 1.000e-04, eta: 6:17:24, time: 0.328, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0419, loss_rpn_bbox: 0.0453, loss_cls: 0.2258, acc: 92.5837, loss_bbox: 0.2349, loss_mask: 0.2616, loss: 0.8095 2022-09-30 18:03:11,995 - mmdet - INFO - Epoch [3][2950/7330] lr: 1.000e-04, eta: 6:17:10, time: 0.329, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0430, loss_rpn_bbox: 0.0458, loss_cls: 0.2199, acc: 92.7378, loss_bbox: 0.2400, loss_mask: 0.2613, loss: 0.8100 2022-09-30 18:03:28,024 - mmdet - INFO - Epoch [3][3000/7330] lr: 1.000e-04, eta: 6:16:53, time: 0.321, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0433, loss_cls: 0.2284, acc: 92.4468, loss_bbox: 0.2386, loss_mask: 0.2624, loss: 0.8117 2022-09-30 18:03:44,200 - mmdet - INFO - Epoch [3][3050/7330] lr: 1.000e-04, eta: 6:16:38, time: 0.324, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0437, loss_rpn_bbox: 0.0453, loss_cls: 0.2349, acc: 92.2554, loss_bbox: 0.2448, loss_mask: 0.2677, loss: 0.8364 2022-09-30 18:04:00,179 - mmdet - INFO - Epoch [3][3100/7330] lr: 1.000e-04, eta: 6:16:21, time: 0.320, data_time: 0.016, memory: 14468, loss_rpn_cls: 0.0409, loss_rpn_bbox: 0.0449, loss_cls: 0.2293, acc: 92.5211, loss_bbox: 0.2384, loss_mask: 0.2583, loss: 0.8118 2022-09-30 18:04:16,368 - mmdet - INFO - Epoch [3][3150/7330] lr: 1.000e-04, eta: 6:16:06, time: 0.324, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0423, loss_rpn_bbox: 0.0472, loss_cls: 0.2199, acc: 92.5217, loss_bbox: 0.2412, loss_mask: 0.2656, loss: 0.8162 2022-09-30 18:04:32,218 - mmdet - INFO - Epoch [3][3200/7330] lr: 1.000e-04, eta: 6:15:49, time: 0.317, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0426, loss_rpn_bbox: 0.0451, loss_cls: 0.2274, acc: 92.2942, loss_bbox: 0.2482, loss_mask: 0.2627, loss: 0.8260 2022-09-30 18:04:48,675 - mmdet - INFO - Epoch [3][3250/7330] lr: 1.000e-04, eta: 6:15:34, time: 0.329, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0476, loss_rpn_bbox: 0.0497, loss_cls: 0.2370, acc: 92.1448, loss_bbox: 0.2546, loss_mask: 0.2739, loss: 0.8628 2022-09-30 18:05:05,152 - mmdet - INFO - Epoch [3][3300/7330] lr: 1.000e-04, eta: 6:15:19, time: 0.330, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0416, loss_rpn_bbox: 0.0479, loss_cls: 0.2194, acc: 92.7488, loss_bbox: 0.2338, loss_mask: 0.2611, loss: 0.8038 2022-09-30 18:05:21,627 - mmdet - INFO - Epoch [3][3350/7330] lr: 1.000e-04, eta: 6:15:05, time: 0.329, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0443, loss_rpn_bbox: 0.0463, loss_cls: 0.2280, acc: 92.3660, loss_bbox: 0.2474, loss_mask: 0.2649, loss: 0.8309 2022-09-30 18:05:37,847 - mmdet - INFO - Epoch [3][3400/7330] lr: 1.000e-04, eta: 6:14:49, time: 0.324, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0416, loss_rpn_bbox: 0.0469, loss_cls: 0.2280, acc: 92.4563, loss_bbox: 0.2420, loss_mask: 0.2619, loss: 0.8204 2022-09-30 18:05:54,091 - mmdet - INFO - Epoch [3][3450/7330] lr: 1.000e-04, eta: 6:14:34, time: 0.325, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0414, loss_rpn_bbox: 0.0456, loss_cls: 0.2214, acc: 92.7251, loss_bbox: 0.2341, loss_mask: 0.2600, loss: 0.8026 2022-09-30 18:06:10,377 - mmdet - INFO - Epoch [3][3500/7330] lr: 1.000e-04, eta: 6:14:18, time: 0.326, data_time: 0.014, memory: 14468, loss_rpn_cls: 0.0410, loss_rpn_bbox: 0.0434, loss_cls: 0.2092, acc: 93.0146, loss_bbox: 0.2275, loss_mask: 0.2579, loss: 0.7789 2022-09-30 18:06:26,754 - mmdet - INFO - Epoch [3][3550/7330] lr: 1.000e-04, eta: 6:14:03, time: 0.328, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0411, loss_rpn_bbox: 0.0440, loss_cls: 0.2262, acc: 92.3662, loss_bbox: 0.2394, loss_mask: 0.2595, loss: 0.8102 2022-09-30 18:06:42,939 - mmdet - INFO - Epoch [3][3600/7330] lr: 1.000e-04, eta: 6:13:48, time: 0.324, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0447, loss_cls: 0.2290, acc: 92.3816, loss_bbox: 0.2419, loss_mask: 0.2550, loss: 0.8100 2022-09-30 18:06:59,158 - mmdet - INFO - Epoch [3][3650/7330] lr: 1.000e-04, eta: 6:13:32, time: 0.324, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0439, loss_rpn_bbox: 0.0480, loss_cls: 0.2437, acc: 92.0210, loss_bbox: 0.2518, loss_mask: 0.2639, loss: 0.8512 2022-09-30 18:07:15,060 - mmdet - INFO - Epoch [3][3700/7330] lr: 1.000e-04, eta: 6:13:15, time: 0.318, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0424, loss_rpn_bbox: 0.0443, loss_cls: 0.2155, acc: 92.8071, loss_bbox: 0.2320, loss_mask: 0.2585, loss: 0.7927 2022-09-30 18:07:31,206 - mmdet - INFO - Epoch [3][3750/7330] lr: 1.000e-04, eta: 6:12:59, time: 0.323, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0436, loss_rpn_bbox: 0.0467, loss_cls: 0.2342, acc: 92.3839, loss_bbox: 0.2417, loss_mask: 0.2575, loss: 0.8236 2022-09-30 18:07:47,510 - mmdet - INFO - Epoch [3][3800/7330] lr: 1.000e-04, eta: 6:12:44, time: 0.326, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0406, loss_rpn_bbox: 0.0453, loss_cls: 0.2297, acc: 92.2703, loss_bbox: 0.2407, loss_mask: 0.2686, loss: 0.8249 2022-09-30 18:08:03,536 - mmdet - INFO - Epoch [3][3850/7330] lr: 1.000e-04, eta: 6:12:28, time: 0.321, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0413, loss_rpn_bbox: 0.0458, loss_cls: 0.2214, acc: 92.6460, loss_bbox: 0.2354, loss_mask: 0.2647, loss: 0.8087 2022-09-30 18:08:19,676 - mmdet - INFO - Epoch [3][3900/7330] lr: 1.000e-04, eta: 6:12:12, time: 0.323, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0413, loss_rpn_bbox: 0.0443, loss_cls: 0.2228, acc: 92.6570, loss_bbox: 0.2372, loss_mask: 0.2575, loss: 0.8031 2022-09-30 18:08:35,782 - mmdet - INFO - Epoch [3][3950/7330] lr: 1.000e-04, eta: 6:11:56, time: 0.322, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0436, loss_rpn_bbox: 0.0460, loss_cls: 0.2269, acc: 92.4971, loss_bbox: 0.2424, loss_mask: 0.2674, loss: 0.8263 2022-09-30 18:08:51,963 - mmdet - INFO - Epoch [3][4000/7330] lr: 1.000e-04, eta: 6:11:40, time: 0.324, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0426, loss_rpn_bbox: 0.0469, loss_cls: 0.2296, acc: 92.3567, loss_bbox: 0.2477, loss_mask: 0.2663, loss: 0.8331 2022-09-30 18:09:08,158 - mmdet - INFO - Epoch [3][4050/7330] lr: 1.000e-04, eta: 6:11:24, time: 0.324, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0443, loss_rpn_bbox: 0.0468, loss_cls: 0.2275, acc: 92.3225, loss_bbox: 0.2470, loss_mask: 0.2666, loss: 0.8323 2022-09-30 18:09:24,593 - mmdet - INFO - Epoch [3][4100/7330] lr: 1.000e-04, eta: 6:11:10, time: 0.329, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0433, loss_rpn_bbox: 0.0483, loss_cls: 0.2312, acc: 92.3186, loss_bbox: 0.2454, loss_mask: 0.2709, loss: 0.8390 2022-09-30 18:09:40,455 - mmdet - INFO - Epoch [3][4150/7330] lr: 1.000e-04, eta: 6:10:53, time: 0.317, data_time: 0.016, memory: 14468, loss_rpn_cls: 0.0427, loss_rpn_bbox: 0.0451, loss_cls: 0.2298, acc: 92.4475, loss_bbox: 0.2413, loss_mask: 0.2651, loss: 0.8240 2022-09-30 18:09:56,598 - mmdet - INFO - Epoch [3][4200/7330] lr: 1.000e-04, eta: 6:10:37, time: 0.323, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0417, loss_rpn_bbox: 0.0436, loss_cls: 0.2260, acc: 92.5315, loss_bbox: 0.2374, loss_mask: 0.2590, loss: 0.8077 2022-09-30 18:10:12,677 - mmdet - INFO - Epoch [3][4250/7330] lr: 1.000e-04, eta: 6:10:21, time: 0.322, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0401, loss_rpn_bbox: 0.0446, loss_cls: 0.2252, acc: 92.4475, loss_bbox: 0.2474, loss_mask: 0.2608, loss: 0.8181 2022-09-30 18:10:28,817 - mmdet - INFO - Epoch [3][4300/7330] lr: 1.000e-04, eta: 6:10:05, time: 0.323, data_time: 0.016, memory: 14468, loss_rpn_cls: 0.0421, loss_rpn_bbox: 0.0467, loss_cls: 0.2242, acc: 92.6445, loss_bbox: 0.2378, loss_mask: 0.2630, loss: 0.8138 2022-09-30 18:10:44,959 - mmdet - INFO - Epoch [3][4350/7330] lr: 1.000e-04, eta: 6:09:49, time: 0.323, data_time: 0.021, memory: 14468, loss_rpn_cls: 0.0410, loss_rpn_bbox: 0.0480, loss_cls: 0.2356, acc: 92.2654, loss_bbox: 0.2516, loss_mask: 0.2687, loss: 0.8447 2022-09-30 18:11:00,957 - mmdet - INFO - Epoch [3][4400/7330] lr: 1.000e-04, eta: 6:09:32, time: 0.320, data_time: 0.016, memory: 14468, loss_rpn_cls: 0.0376, loss_rpn_bbox: 0.0450, loss_cls: 0.2162, acc: 92.7681, loss_bbox: 0.2385, loss_mask: 0.2554, loss: 0.7927 2022-09-30 18:11:17,123 - mmdet - INFO - Epoch [3][4450/7330] lr: 1.000e-04, eta: 6:09:17, time: 0.323, data_time: 0.015, memory: 14468, loss_rpn_cls: 0.0436, loss_rpn_bbox: 0.0446, loss_cls: 0.2277, acc: 92.4026, loss_bbox: 0.2453, loss_mask: 0.2652, loss: 0.8263 2022-09-30 18:11:33,246 - mmdet - INFO - Epoch [3][4500/7330] lr: 1.000e-04, eta: 6:09:01, time: 0.322, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0426, loss_rpn_bbox: 0.0477, loss_cls: 0.2265, acc: 92.3854, loss_bbox: 0.2441, loss_mask: 0.2621, loss: 0.8230 2022-09-30 18:11:49,426 - mmdet - INFO - Epoch [3][4550/7330] lr: 1.000e-04, eta: 6:08:45, time: 0.324, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0417, loss_rpn_bbox: 0.0465, loss_cls: 0.2130, acc: 92.6546, loss_bbox: 0.2404, loss_mask: 0.2586, loss: 0.8002 2022-09-30 18:12:05,936 - mmdet - INFO - Epoch [3][4600/7330] lr: 1.000e-04, eta: 6:08:30, time: 0.330, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0396, loss_rpn_bbox: 0.0451, loss_cls: 0.2270, acc: 92.5303, loss_bbox: 0.2395, loss_mask: 0.2666, loss: 0.8179 2022-09-30 18:12:22,298 - mmdet - INFO - Epoch [3][4650/7330] lr: 1.000e-04, eta: 6:08:15, time: 0.327, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0421, loss_rpn_bbox: 0.0449, loss_cls: 0.2310, acc: 92.4438, loss_bbox: 0.2367, loss_mask: 0.2551, loss: 0.8097 2022-09-30 18:12:38,337 - mmdet - INFO - Epoch [3][4700/7330] lr: 1.000e-04, eta: 6:07:59, time: 0.321, data_time: 0.021, memory: 14468, loss_rpn_cls: 0.0406, loss_rpn_bbox: 0.0438, loss_cls: 0.2212, acc: 92.6189, loss_bbox: 0.2362, loss_mask: 0.2624, loss: 0.8042 2022-09-30 18:12:54,122 - mmdet - INFO - Epoch [3][4750/7330] lr: 1.000e-04, eta: 6:07:42, time: 0.316, data_time: 0.016, memory: 14468, loss_rpn_cls: 0.0428, loss_rpn_bbox: 0.0445, loss_cls: 0.2253, acc: 92.3950, loss_bbox: 0.2387, loss_mask: 0.2632, loss: 0.8145 2022-09-30 18:13:10,240 - mmdet - INFO - Epoch [3][4800/7330] lr: 1.000e-04, eta: 6:07:26, time: 0.322, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0396, loss_rpn_bbox: 0.0432, loss_cls: 0.2198, acc: 92.7500, loss_bbox: 0.2332, loss_mask: 0.2661, loss: 0.8019 2022-09-30 18:13:26,316 - mmdet - INFO - Epoch [3][4850/7330] lr: 1.000e-04, eta: 6:07:09, time: 0.322, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0408, loss_rpn_bbox: 0.0455, loss_cls: 0.2151, acc: 92.9268, loss_bbox: 0.2302, loss_mask: 0.2597, loss: 0.7914 2022-09-30 18:13:42,523 - mmdet - INFO - Epoch [3][4900/7330] lr: 1.000e-04, eta: 6:06:54, time: 0.324, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0454, loss_rpn_bbox: 0.0488, loss_cls: 0.2276, acc: 92.4543, loss_bbox: 0.2395, loss_mask: 0.2556, loss: 0.8168 2022-09-30 18:13:58,629 - mmdet - INFO - Epoch [3][4950/7330] lr: 1.000e-04, eta: 6:06:38, time: 0.322, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0396, loss_rpn_bbox: 0.0444, loss_cls: 0.2231, acc: 92.6592, loss_bbox: 0.2341, loss_mask: 0.2576, loss: 0.7989 2022-09-30 18:14:14,804 - mmdet - INFO - Epoch [3][5000/7330] lr: 1.000e-04, eta: 6:06:22, time: 0.323, data_time: 0.021, memory: 14468, loss_rpn_cls: 0.0418, loss_rpn_bbox: 0.0477, loss_cls: 0.2317, acc: 92.2893, loss_bbox: 0.2428, loss_mask: 0.2612, loss: 0.8253 2022-09-30 18:14:31,099 - mmdet - INFO - Epoch [3][5050/7330] lr: 1.000e-04, eta: 6:06:07, time: 0.326, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0414, loss_rpn_bbox: 0.0469, loss_cls: 0.2312, acc: 92.3628, loss_bbox: 0.2483, loss_mask: 0.2603, loss: 0.8280 2022-09-30 18:14:47,053 - mmdet - INFO - Epoch [3][5100/7330] lr: 1.000e-04, eta: 6:05:50, time: 0.319, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0416, loss_rpn_bbox: 0.0469, loss_cls: 0.2407, acc: 92.1628, loss_bbox: 0.2493, loss_mask: 0.2688, loss: 0.8473 2022-09-30 18:15:03,514 - mmdet - INFO - Epoch [3][5150/7330] lr: 1.000e-04, eta: 6:05:35, time: 0.329, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0429, loss_rpn_bbox: 0.0480, loss_cls: 0.2306, acc: 92.3123, loss_bbox: 0.2466, loss_mask: 0.2631, loss: 0.8312 2022-09-30 18:15:19,618 - mmdet - INFO - Epoch [3][5200/7330] lr: 1.000e-04, eta: 6:05:19, time: 0.322, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0401, loss_rpn_bbox: 0.0426, loss_cls: 0.2247, acc: 92.5061, loss_bbox: 0.2400, loss_mask: 0.2570, loss: 0.8043 2022-09-30 18:15:35,548 - mmdet - INFO - Epoch [3][5250/7330] lr: 1.000e-04, eta: 6:05:02, time: 0.319, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0442, loss_rpn_bbox: 0.0483, loss_cls: 0.2340, acc: 92.1692, loss_bbox: 0.2545, loss_mask: 0.2669, loss: 0.8479 2022-09-30 18:15:52,083 - mmdet - INFO - Epoch [3][5300/7330] lr: 1.000e-04, eta: 6:04:48, time: 0.331, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0423, loss_rpn_bbox: 0.0449, loss_cls: 0.2206, acc: 92.7050, loss_bbox: 0.2370, loss_mask: 0.2612, loss: 0.8061 2022-09-30 18:16:08,542 - mmdet - INFO - Epoch [3][5350/7330] lr: 1.000e-04, eta: 6:04:33, time: 0.329, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0419, loss_rpn_bbox: 0.0459, loss_cls: 0.2327, acc: 92.2433, loss_bbox: 0.2463, loss_mask: 0.2628, loss: 0.8296 2022-09-30 18:16:24,863 - mmdet - INFO - Epoch [3][5400/7330] lr: 1.000e-04, eta: 6:04:18, time: 0.326, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0406, loss_rpn_bbox: 0.0444, loss_cls: 0.2220, acc: 92.5244, loss_bbox: 0.2447, loss_mask: 0.2651, loss: 0.8169 2022-09-30 18:16:41,094 - mmdet - INFO - Epoch [3][5450/7330] lr: 1.000e-04, eta: 6:04:02, time: 0.325, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0423, loss_rpn_bbox: 0.0465, loss_cls: 0.2323, acc: 92.2578, loss_bbox: 0.2478, loss_mask: 0.2589, loss: 0.8279 2022-09-30 18:16:56,943 - mmdet - INFO - Epoch [3][5500/7330] lr: 1.000e-04, eta: 6:03:45, time: 0.317, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0400, loss_rpn_bbox: 0.0453, loss_cls: 0.2254, acc: 92.5391, loss_bbox: 0.2376, loss_mask: 0.2650, loss: 0.8132 2022-09-30 18:17:13,084 - mmdet - INFO - Epoch [3][5550/7330] lr: 1.000e-04, eta: 6:03:29, time: 0.323, data_time: 0.016, memory: 14468, loss_rpn_cls: 0.0408, loss_rpn_bbox: 0.0466, loss_cls: 0.2286, acc: 92.2942, loss_bbox: 0.2448, loss_mask: 0.2583, loss: 0.8191 2022-09-30 18:17:28,994 - mmdet - INFO - Epoch [3][5600/7330] lr: 1.000e-04, eta: 6:03:12, time: 0.318, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0406, loss_rpn_bbox: 0.0435, loss_cls: 0.2208, acc: 92.7934, loss_bbox: 0.2295, loss_mask: 0.2579, loss: 0.7923 2022-09-30 18:17:45,210 - mmdet - INFO - Epoch [3][5650/7330] lr: 1.000e-04, eta: 6:02:57, time: 0.324, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0422, loss_rpn_bbox: 0.0433, loss_cls: 0.2179, acc: 92.6987, loss_bbox: 0.2321, loss_mask: 0.2531, loss: 0.7887 2022-09-30 18:18:01,185 - mmdet - INFO - Epoch [3][5700/7330] lr: 1.000e-04, eta: 6:02:40, time: 0.319, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0414, loss_rpn_bbox: 0.0456, loss_cls: 0.2300, acc: 92.4270, loss_bbox: 0.2389, loss_mask: 0.2664, loss: 0.8223 2022-09-30 18:18:17,270 - mmdet - INFO - Epoch [3][5750/7330] lr: 1.000e-04, eta: 6:02:24, time: 0.322, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0392, loss_rpn_bbox: 0.0451, loss_cls: 0.2198, acc: 92.6499, loss_bbox: 0.2366, loss_mask: 0.2606, loss: 0.8013 2022-09-30 18:18:33,656 - mmdet - INFO - Epoch [3][5800/7330] lr: 1.000e-04, eta: 6:02:09, time: 0.328, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0406, loss_rpn_bbox: 0.0446, loss_cls: 0.2227, acc: 92.3108, loss_bbox: 0.2469, loss_mask: 0.2654, loss: 0.8201 2022-09-30 18:18:49,910 - mmdet - INFO - Epoch [3][5850/7330] lr: 1.000e-04, eta: 6:01:53, time: 0.325, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0427, loss_rpn_bbox: 0.0459, loss_cls: 0.2272, acc: 92.6123, loss_bbox: 0.2367, loss_mask: 0.2595, loss: 0.8120 2022-09-30 18:19:06,180 - mmdet - INFO - Epoch [3][5900/7330] lr: 1.000e-04, eta: 6:01:38, time: 0.325, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0408, loss_rpn_bbox: 0.0460, loss_cls: 0.2205, acc: 92.6292, loss_bbox: 0.2392, loss_mask: 0.2565, loss: 0.8030 2022-09-30 18:19:22,735 - mmdet - INFO - Epoch [3][5950/7330] lr: 1.000e-04, eta: 6:01:23, time: 0.331, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0426, loss_rpn_bbox: 0.0475, loss_cls: 0.2314, acc: 92.2368, loss_bbox: 0.2513, loss_mask: 0.2597, loss: 0.8327 2022-09-30 18:19:39,041 - mmdet - INFO - Epoch [3][6000/7330] lr: 1.000e-04, eta: 6:01:08, time: 0.326, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0445, loss_cls: 0.2237, acc: 92.5076, loss_bbox: 0.2435, loss_mask: 0.2594, loss: 0.8098 2022-09-30 18:19:55,613 - mmdet - INFO - Epoch [3][6050/7330] lr: 1.000e-04, eta: 6:00:53, time: 0.331, data_time: 0.021, memory: 14468, loss_rpn_cls: 0.0420, loss_rpn_bbox: 0.0486, loss_cls: 0.2253, acc: 92.4075, loss_bbox: 0.2448, loss_mask: 0.2705, loss: 0.8311 2022-09-30 18:20:11,827 - mmdet - INFO - Epoch [3][6100/7330] lr: 1.000e-04, eta: 6:00:38, time: 0.324, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0412, loss_rpn_bbox: 0.0482, loss_cls: 0.2348, acc: 92.2302, loss_bbox: 0.2429, loss_mask: 0.2636, loss: 0.8307 2022-09-30 18:20:28,035 - mmdet - INFO - Epoch [3][6150/7330] lr: 1.000e-04, eta: 6:00:22, time: 0.324, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0455, loss_rpn_bbox: 0.0470, loss_cls: 0.2282, acc: 92.3823, loss_bbox: 0.2434, loss_mask: 0.2620, loss: 0.8260 2022-09-30 18:20:44,315 - mmdet - INFO - Epoch [3][6200/7330] lr: 1.000e-04, eta: 6:00:06, time: 0.326, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0416, loss_rpn_bbox: 0.0448, loss_cls: 0.2211, acc: 92.5378, loss_bbox: 0.2401, loss_mask: 0.2601, loss: 0.8077 2022-09-30 18:21:00,902 - mmdet - INFO - Epoch [3][6250/7330] lr: 1.000e-04, eta: 5:59:52, time: 0.332, data_time: 0.020, memory: 14468, loss_rpn_cls: 0.0398, loss_rpn_bbox: 0.0447, loss_cls: 0.2228, acc: 92.5532, loss_bbox: 0.2397, loss_mask: 0.2605, loss: 0.8075 2022-09-30 18:21:16,998 - mmdet - INFO - Epoch [3][6300/7330] lr: 1.000e-04, eta: 5:59:36, time: 0.322, data_time: 0.017, memory: 14468, loss_rpn_cls: 0.0403, loss_rpn_bbox: 0.0426, loss_cls: 0.2225, acc: 92.5757, loss_bbox: 0.2380, loss_mask: 0.2608, loss: 0.8042 2022-09-30 18:21:32,999 - mmdet - INFO - Epoch [3][6350/7330] lr: 1.000e-04, eta: 5:59:19, time: 0.320, data_time: 0.018, memory: 14468, loss_rpn_cls: 0.0428, loss_rpn_bbox: 0.0422, loss_cls: 0.2189, acc: 92.7799, loss_bbox: 0.2297, loss_mask: 0.2493, loss: 0.7830 2022-09-30 18:21:48,953 - mmdet - INFO - Epoch [3][6400/7330] lr: 1.000e-04, eta: 5:59:03, time: 0.319, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0435, loss_cls: 0.2229, acc: 92.5004, loss_bbox: 0.2405, loss_mask: 0.2647, loss: 0.8095 2022-09-30 18:22:04,845 - mmdet - INFO - Epoch [3][6450/7330] lr: 1.000e-04, eta: 5:58:46, time: 0.318, data_time: 0.019, memory: 14468, loss_rpn_cls: 0.0423, loss_rpn_bbox: 0.0441, loss_cls: 0.2267, acc: 92.4653, loss_bbox: 0.2374, loss_mask: 0.2590, loss: 0.8096 2022-09-30 18:22:21,145 - mmdet - INFO - Epoch [3][6500/7330] lr: 1.000e-04, eta: 5:58:30, time: 0.326, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0401, loss_rpn_bbox: 0.0439, loss_cls: 0.2265, acc: 92.5232, loss_bbox: 0.2381, loss_mask: 0.2663, loss: 0.8148 2022-09-30 18:22:37,180 - mmdet - INFO - Epoch [3][6550/7330] lr: 1.000e-04, eta: 5:58:14, time: 0.321, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0432, loss_cls: 0.2174, acc: 92.7424, loss_bbox: 0.2316, loss_mask: 0.2602, loss: 0.7912 2022-09-30 18:22:53,411 - mmdet - INFO - Epoch [3][6600/7330] lr: 1.000e-04, eta: 5:57:58, time: 0.325, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0403, loss_rpn_bbox: 0.0437, loss_cls: 0.2180, acc: 92.7366, loss_bbox: 0.2304, loss_mask: 0.2560, loss: 0.7884 2022-09-30 18:23:09,327 - mmdet - INFO - Epoch [3][6650/7330] lr: 1.000e-04, eta: 5:57:42, time: 0.318, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0399, loss_rpn_bbox: 0.0442, loss_cls: 0.2301, acc: 92.3618, loss_bbox: 0.2390, loss_mask: 0.2553, loss: 0.8085 2022-09-30 18:23:25,491 - mmdet - INFO - Epoch [3][6700/7330] lr: 1.000e-04, eta: 5:57:26, time: 0.323, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0423, loss_rpn_bbox: 0.0454, loss_cls: 0.2274, acc: 92.5678, loss_bbox: 0.2389, loss_mask: 0.2607, loss: 0.8146 2022-09-30 18:23:41,697 - mmdet - INFO - Epoch [3][6750/7330] lr: 1.000e-04, eta: 5:57:10, time: 0.324, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0415, loss_rpn_bbox: 0.0472, loss_cls: 0.2235, acc: 92.4641, loss_bbox: 0.2420, loss_mask: 0.2573, loss: 0.8114 2022-09-30 18:23:57,933 - mmdet - INFO - Epoch [3][6800/7330] lr: 1.000e-04, eta: 5:56:54, time: 0.325, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0441, loss_rpn_bbox: 0.0454, loss_cls: 0.2213, acc: 92.5979, loss_bbox: 0.2385, loss_mask: 0.2548, loss: 0.8041 2022-09-30 18:24:14,166 - mmdet - INFO - Epoch [3][6850/7330] lr: 1.000e-04, eta: 5:56:39, time: 0.325, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0405, loss_rpn_bbox: 0.0438, loss_cls: 0.2159, acc: 92.8884, loss_bbox: 0.2302, loss_mask: 0.2503, loss: 0.7807 2022-09-30 18:24:30,423 - mmdet - INFO - Epoch [3][6900/7330] lr: 1.000e-04, eta: 5:56:23, time: 0.325, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0425, loss_cls: 0.2203, acc: 92.5950, loss_bbox: 0.2336, loss_mask: 0.2593, loss: 0.7939 2022-09-30 18:24:46,716 - mmdet - INFO - Epoch [3][6950/7330] lr: 1.000e-04, eta: 5:56:07, time: 0.326, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0456, loss_cls: 0.2227, acc: 92.6042, loss_bbox: 0.2328, loss_mask: 0.2616, loss: 0.8002 2022-09-30 18:25:02,843 - mmdet - INFO - Epoch [3][7000/7330] lr: 1.000e-04, eta: 5:55:51, time: 0.323, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0455, loss_rpn_bbox: 0.0469, loss_cls: 0.2315, acc: 92.3494, loss_bbox: 0.2479, loss_mask: 0.2608, loss: 0.8326 2022-09-30 18:25:18,994 - mmdet - INFO - Epoch [3][7050/7330] lr: 1.000e-04, eta: 5:55:35, time: 0.323, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0439, loss_cls: 0.2224, acc: 92.6987, loss_bbox: 0.2316, loss_mask: 0.2563, loss: 0.7936 2022-09-30 18:25:35,254 - mmdet - INFO - Epoch [3][7100/7330] lr: 1.000e-04, eta: 5:55:20, time: 0.325, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0400, loss_rpn_bbox: 0.0468, loss_cls: 0.2232, acc: 92.5262, loss_bbox: 0.2374, loss_mask: 0.2622, loss: 0.8097 2022-09-30 18:25:51,273 - mmdet - INFO - Epoch [3][7150/7330] lr: 1.000e-04, eta: 5:55:04, time: 0.320, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0430, loss_rpn_bbox: 0.0458, loss_cls: 0.2235, acc: 92.6067, loss_bbox: 0.2379, loss_mask: 0.2611, loss: 0.8113 2022-09-30 18:26:07,371 - mmdet - INFO - Epoch [3][7200/7330] lr: 1.000e-04, eta: 5:54:47, time: 0.322, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0374, loss_rpn_bbox: 0.0435, loss_cls: 0.2261, acc: 92.5085, loss_bbox: 0.2355, loss_mask: 0.2570, loss: 0.7995 2022-09-30 18:26:23,141 - mmdet - INFO - Epoch [3][7250/7330] lr: 1.000e-04, eta: 5:54:30, time: 0.315, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0426, loss_rpn_bbox: 0.0452, loss_cls: 0.2165, acc: 92.7239, loss_bbox: 0.2343, loss_mask: 0.2569, loss: 0.7955 2022-09-30 18:26:39,527 - mmdet - INFO - Epoch [3][7300/7330] lr: 1.000e-04, eta: 5:54:15, time: 0.328, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0412, loss_rpn_bbox: 0.0464, loss_cls: 0.2244, acc: 92.5349, loss_bbox: 0.2392, loss_mask: 0.2598, loss: 0.8111 2022-09-30 18:26:49,726 - mmdet - INFO - Saving checkpoint at 3 epochs 2022-09-30 18:27:42,419 - mmdet - INFO - Evaluating bbox... 2022-09-30 18:28:11,815 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.391 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.612 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.425 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.234 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.430 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.525 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.533 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.533 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.533 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.339 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.573 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.685 2022-09-30 18:28:11,815 - mmdet - INFO - Evaluating segm... 2022-09-30 18:28:45,940 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.357 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.580 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.379 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.169 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.388 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.530 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.488 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.488 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.488 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.291 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.529 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.652 2022-09-30 18:28:46,428 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_swin-s_1x_coco/best_bbox_mAP_epoch_2.pth was removed 2022-09-30 18:28:47,901 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_3.pth. 2022-09-30 18:28:47,901 - mmdet - INFO - Best bbox_mAP is 0.3910 at 3 epoch. 2022-09-30 18:28:47,902 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 18:28:47,902 - mmdet - INFO - Epoch(val) [3][625] bbox_mAP: 0.3910, bbox_mAP_50: 0.6120, bbox_mAP_75: 0.4250, bbox_mAP_s: 0.2340, bbox_mAP_m: 0.4300, bbox_mAP_l: 0.5250, bbox_mAP_copypaste: 0.391 0.612 0.425 0.234 0.430 0.525, segm_mAP: 0.3570, segm_mAP_50: 0.5800, segm_mAP_75: 0.3790, segm_mAP_s: 0.1690, segm_mAP_m: 0.3880, segm_mAP_l: 0.5300, segm_mAP_copypaste: 0.357 0.580 0.379 0.169 0.388 0.530 2022-09-30 18:29:07,094 - mmdet - INFO - Epoch [4][50/7330] lr: 1.000e-04, eta: 5:53:30, time: 0.384, data_time: 0.083, memory: 15142, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0444, loss_cls: 0.2234, acc: 92.5452, loss_bbox: 0.2405, loss_mask: 0.2608, loss: 0.8076 2022-09-30 18:29:23,417 - mmdet - INFO - Epoch [4][100/7330] lr: 1.000e-04, eta: 5:53:14, time: 0.326, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0410, loss_rpn_bbox: 0.0449, loss_cls: 0.2206, acc: 92.6287, loss_bbox: 0.2369, loss_mask: 0.2453, loss: 0.7888 2022-09-30 18:29:39,617 - mmdet - INFO - Epoch [4][150/7330] lr: 1.000e-04, eta: 5:52:58, time: 0.324, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0458, loss_cls: 0.2153, acc: 92.7737, loss_bbox: 0.2323, loss_mask: 0.2527, loss: 0.7849 2022-09-30 18:29:57,282 - mmdet - INFO - Epoch [4][200/7330] lr: 1.000e-04, eta: 5:52:47, time: 0.353, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0418, loss_cls: 0.2083, acc: 92.9897, loss_bbox: 0.2288, loss_mask: 0.2570, loss: 0.7718 2022-09-30 18:30:13,321 - mmdet - INFO - Epoch [4][250/7330] lr: 1.000e-04, eta: 5:52:31, time: 0.321, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0403, loss_rpn_bbox: 0.0456, loss_cls: 0.2130, acc: 92.8555, loss_bbox: 0.2307, loss_mask: 0.2538, loss: 0.7835 2022-09-30 18:30:29,386 - mmdet - INFO - Epoch [4][300/7330] lr: 1.000e-04, eta: 5:52:15, time: 0.321, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0398, loss_rpn_bbox: 0.0461, loss_cls: 0.2265, acc: 92.4518, loss_bbox: 0.2449, loss_mask: 0.2587, loss: 0.8160 2022-09-30 18:30:45,537 - mmdet - INFO - Epoch [4][350/7330] lr: 1.000e-04, eta: 5:51:59, time: 0.323, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0443, loss_cls: 0.2136, acc: 92.8564, loss_bbox: 0.2349, loss_mask: 0.2517, loss: 0.7835 2022-09-30 18:31:01,694 - mmdet - INFO - Epoch [4][400/7330] lr: 1.000e-04, eta: 5:51:43, time: 0.323, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0432, loss_rpn_bbox: 0.0467, loss_cls: 0.2198, acc: 92.5349, loss_bbox: 0.2315, loss_mask: 0.2580, loss: 0.7992 2022-09-30 18:31:17,467 - mmdet - INFO - Epoch [4][450/7330] lr: 1.000e-04, eta: 5:51:26, time: 0.315, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0392, loss_rpn_bbox: 0.0424, loss_cls: 0.2132, acc: 92.9544, loss_bbox: 0.2279, loss_mask: 0.2518, loss: 0.7744 2022-09-30 18:31:35,076 - mmdet - INFO - Epoch [4][500/7330] lr: 1.000e-04, eta: 5:51:14, time: 0.352, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0397, loss_rpn_bbox: 0.0447, loss_cls: 0.2186, acc: 92.5586, loss_bbox: 0.2416, loss_mask: 0.2620, loss: 0.8066 2022-09-30 18:31:51,214 - mmdet - INFO - Epoch [4][550/7330] lr: 1.000e-04, eta: 5:50:58, time: 0.323, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0442, loss_rpn_bbox: 0.0459, loss_cls: 0.2168, acc: 92.7075, loss_bbox: 0.2382, loss_mask: 0.2592, loss: 0.8043 2022-09-30 18:32:07,098 - mmdet - INFO - Epoch [4][600/7330] lr: 1.000e-04, eta: 5:50:41, time: 0.318, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0434, loss_cls: 0.2143, acc: 92.7343, loss_bbox: 0.2373, loss_mask: 0.2604, loss: 0.7944 2022-09-30 18:32:23,056 - mmdet - INFO - Epoch [4][650/7330] lr: 1.000e-04, eta: 5:50:25, time: 0.319, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0440, loss_rpn_bbox: 0.0453, loss_cls: 0.2196, acc: 92.5840, loss_bbox: 0.2380, loss_mask: 0.2530, loss: 0.8000 2022-09-30 18:32:40,602 - mmdet - INFO - Epoch [4][700/7330] lr: 1.000e-04, eta: 5:50:13, time: 0.351, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0403, loss_rpn_bbox: 0.0469, loss_cls: 0.2190, acc: 92.5283, loss_bbox: 0.2428, loss_mask: 0.2566, loss: 0.8057 2022-09-30 18:32:56,515 - mmdet - INFO - Epoch [4][750/7330] lr: 1.000e-04, eta: 5:49:56, time: 0.318, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0383, loss_rpn_bbox: 0.0426, loss_cls: 0.2252, acc: 92.5823, loss_bbox: 0.2325, loss_mask: 0.2602, loss: 0.7988 2022-09-30 18:33:13,139 - mmdet - INFO - Epoch [4][800/7330] lr: 1.000e-04, eta: 5:49:42, time: 0.332, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0417, loss_rpn_bbox: 0.0479, loss_cls: 0.2277, acc: 92.3902, loss_bbox: 0.2458, loss_mask: 0.2576, loss: 0.8207 2022-09-30 18:33:29,469 - mmdet - INFO - Epoch [4][850/7330] lr: 1.000e-04, eta: 5:49:26, time: 0.327, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0400, loss_rpn_bbox: 0.0457, loss_cls: 0.2203, acc: 92.4570, loss_bbox: 0.2452, loss_mask: 0.2602, loss: 0.8114 2022-09-30 18:33:45,224 - mmdet - INFO - Epoch [4][900/7330] lr: 1.000e-04, eta: 5:49:09, time: 0.315, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0419, loss_cls: 0.2095, acc: 92.9031, loss_bbox: 0.2322, loss_mask: 0.2510, loss: 0.7702 2022-09-30 18:34:01,291 - mmdet - INFO - Epoch [4][950/7330] lr: 1.000e-04, eta: 5:48:53, time: 0.321, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0380, loss_rpn_bbox: 0.0448, loss_cls: 0.2293, acc: 92.1246, loss_bbox: 0.2471, loss_mask: 0.2625, loss: 0.8216 2022-09-30 18:34:18,934 - mmdet - INFO - Epoch [4][1000/7330] lr: 1.000e-04, eta: 5:48:41, time: 0.353, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0429, loss_rpn_bbox: 0.0477, loss_cls: 0.2218, acc: 92.4141, loss_bbox: 0.2389, loss_mask: 0.2558, loss: 0.8070 2022-09-30 18:34:35,299 - mmdet - INFO - Epoch [4][1050/7330] lr: 1.000e-04, eta: 5:48:26, time: 0.327, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0376, loss_rpn_bbox: 0.0430, loss_cls: 0.2115, acc: 92.7307, loss_bbox: 0.2341, loss_mask: 0.2551, loss: 0.7813 2022-09-30 18:34:51,263 - mmdet - INFO - Epoch [4][1100/7330] lr: 1.000e-04, eta: 5:48:09, time: 0.319, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0407, loss_rpn_bbox: 0.0474, loss_cls: 0.2147, acc: 92.6941, loss_bbox: 0.2411, loss_mask: 0.2572, loss: 0.8011 2022-09-30 18:35:07,413 - mmdet - INFO - Epoch [4][1150/7330] lr: 1.000e-04, eta: 5:47:53, time: 0.323, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0426, loss_rpn_bbox: 0.0450, loss_cls: 0.2139, acc: 92.7122, loss_bbox: 0.2319, loss_mask: 0.2604, loss: 0.7938 2022-09-30 18:35:23,614 - mmdet - INFO - Epoch [4][1200/7330] lr: 1.000e-04, eta: 5:47:38, time: 0.324, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0405, loss_rpn_bbox: 0.0457, loss_cls: 0.2237, acc: 92.4185, loss_bbox: 0.2436, loss_mask: 0.2558, loss: 0.8092 2022-09-30 18:35:39,584 - mmdet - INFO - Epoch [4][1250/7330] lr: 1.000e-04, eta: 5:47:21, time: 0.319, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0396, loss_rpn_bbox: 0.0431, loss_cls: 0.2150, acc: 92.7336, loss_bbox: 0.2303, loss_mask: 0.2530, loss: 0.7810 2022-09-30 18:35:55,434 - mmdet - INFO - Epoch [4][1300/7330] lr: 1.000e-04, eta: 5:47:04, time: 0.317, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0405, loss_rpn_bbox: 0.0454, loss_cls: 0.2224, acc: 92.4568, loss_bbox: 0.2444, loss_mask: 0.2594, loss: 0.8121 2022-09-30 18:36:12,168 - mmdet - INFO - Epoch [4][1350/7330] lr: 1.000e-04, eta: 5:46:50, time: 0.335, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0417, loss_rpn_bbox: 0.0444, loss_cls: 0.2223, acc: 92.5420, loss_bbox: 0.2369, loss_mask: 0.2596, loss: 0.8049 2022-09-30 18:36:28,434 - mmdet - INFO - Epoch [4][1400/7330] lr: 1.000e-04, eta: 5:46:34, time: 0.325, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0398, loss_rpn_bbox: 0.0466, loss_cls: 0.2238, acc: 92.3040, loss_bbox: 0.2473, loss_mask: 0.2598, loss: 0.8173 2022-09-30 18:36:44,793 - mmdet - INFO - Epoch [4][1450/7330] lr: 1.000e-04, eta: 5:46:19, time: 0.327, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0405, loss_rpn_bbox: 0.0447, loss_cls: 0.2189, acc: 92.6870, loss_bbox: 0.2335, loss_mask: 0.2533, loss: 0.7909 2022-09-30 18:37:00,851 - mmdet - INFO - Epoch [4][1500/7330] lr: 1.000e-04, eta: 5:46:03, time: 0.321, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0429, loss_rpn_bbox: 0.0459, loss_cls: 0.2210, acc: 92.4847, loss_bbox: 0.2352, loss_mask: 0.2539, loss: 0.7990 2022-09-30 18:37:16,980 - mmdet - INFO - Epoch [4][1550/7330] lr: 1.000e-04, eta: 5:45:47, time: 0.322, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0392, loss_rpn_bbox: 0.0469, loss_cls: 0.2219, acc: 92.5403, loss_bbox: 0.2464, loss_mask: 0.2590, loss: 0.8134 2022-09-30 18:37:32,795 - mmdet - INFO - Epoch [4][1600/7330] lr: 1.000e-04, eta: 5:45:30, time: 0.316, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0387, loss_rpn_bbox: 0.0432, loss_cls: 0.2222, acc: 92.5852, loss_bbox: 0.2412, loss_mask: 0.2564, loss: 0.8017 2022-09-30 18:37:48,974 - mmdet - INFO - Epoch [4][1650/7330] lr: 1.000e-04, eta: 5:45:14, time: 0.324, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0412, loss_rpn_bbox: 0.0464, loss_cls: 0.2254, acc: 92.4304, loss_bbox: 0.2360, loss_mask: 0.2540, loss: 0.8029 2022-09-30 18:38:05,116 - mmdet - INFO - Epoch [4][1700/7330] lr: 1.000e-04, eta: 5:44:58, time: 0.323, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0415, loss_rpn_bbox: 0.0448, loss_cls: 0.2138, acc: 92.8591, loss_bbox: 0.2313, loss_mask: 0.2536, loss: 0.7850 2022-09-30 18:38:21,223 - mmdet - INFO - Epoch [4][1750/7330] lr: 1.000e-04, eta: 5:44:42, time: 0.322, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0450, loss_cls: 0.2166, acc: 92.8289, loss_bbox: 0.2352, loss_mask: 0.2453, loss: 0.7810 2022-09-30 18:38:37,626 - mmdet - INFO - Epoch [4][1800/7330] lr: 1.000e-04, eta: 5:44:27, time: 0.328, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0398, loss_rpn_bbox: 0.0469, loss_cls: 0.2227, acc: 92.3804, loss_bbox: 0.2450, loss_mask: 0.2562, loss: 0.8107 2022-09-30 18:38:53,832 - mmdet - INFO - Epoch [4][1850/7330] lr: 1.000e-04, eta: 5:44:11, time: 0.324, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0372, loss_rpn_bbox: 0.0446, loss_cls: 0.2122, acc: 92.8397, loss_bbox: 0.2334, loss_mask: 0.2545, loss: 0.7820 2022-09-30 18:39:11,071 - mmdet - INFO - Epoch [4][1900/7330] lr: 1.000e-04, eta: 5:43:58, time: 0.345, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0422, loss_rpn_bbox: 0.0445, loss_cls: 0.2236, acc: 92.4202, loss_bbox: 0.2423, loss_mask: 0.2565, loss: 0.8090 2022-09-30 18:39:27,136 - mmdet - INFO - Epoch [4][1950/7330] lr: 1.000e-04, eta: 5:43:41, time: 0.321, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0372, loss_rpn_bbox: 0.0416, loss_cls: 0.2090, acc: 92.9724, loss_bbox: 0.2286, loss_mask: 0.2552, loss: 0.7715 2022-09-30 18:39:42,934 - mmdet - INFO - Epoch [4][2000/7330] lr: 1.000e-04, eta: 5:43:25, time: 0.316, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0386, loss_rpn_bbox: 0.0425, loss_cls: 0.2244, acc: 92.4694, loss_bbox: 0.2376, loss_mask: 0.2633, loss: 0.8066 2022-09-30 18:39:59,157 - mmdet - INFO - Epoch [4][2050/7330] lr: 1.000e-04, eta: 5:43:09, time: 0.324, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0391, loss_rpn_bbox: 0.0438, loss_cls: 0.2145, acc: 92.7406, loss_bbox: 0.2346, loss_mask: 0.2518, loss: 0.7838 2022-09-30 18:40:15,542 - mmdet - INFO - Epoch [4][2100/7330] lr: 1.000e-04, eta: 5:42:53, time: 0.328, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0399, loss_rpn_bbox: 0.0469, loss_cls: 0.2230, acc: 92.4655, loss_bbox: 0.2439, loss_mask: 0.2592, loss: 0.8129 2022-09-30 18:40:31,266 - mmdet - INFO - Epoch [4][2150/7330] lr: 1.000e-04, eta: 5:42:36, time: 0.314, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0438, loss_cls: 0.2121, acc: 92.8083, loss_bbox: 0.2302, loss_mask: 0.2505, loss: 0.7754 2022-09-30 18:40:46,997 - mmdet - INFO - Epoch [4][2200/7330] lr: 1.000e-04, eta: 5:42:19, time: 0.315, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0417, loss_cls: 0.2080, acc: 93.0688, loss_bbox: 0.2247, loss_mask: 0.2496, loss: 0.7612 2022-09-30 18:41:03,249 - mmdet - INFO - Epoch [4][2250/7330] lr: 1.000e-04, eta: 5:42:03, time: 0.325, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0378, loss_rpn_bbox: 0.0445, loss_cls: 0.2159, acc: 92.8066, loss_bbox: 0.2326, loss_mask: 0.2534, loss: 0.7842 2022-09-30 18:41:19,313 - mmdet - INFO - Epoch [4][2300/7330] lr: 1.000e-04, eta: 5:41:47, time: 0.321, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0398, loss_rpn_bbox: 0.0448, loss_cls: 0.2160, acc: 92.7283, loss_bbox: 0.2357, loss_mask: 0.2528, loss: 0.7892 2022-09-30 18:41:35,562 - mmdet - INFO - Epoch [4][2350/7330] lr: 1.000e-04, eta: 5:41:31, time: 0.325, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0405, loss_rpn_bbox: 0.0475, loss_cls: 0.2201, acc: 92.5266, loss_bbox: 0.2393, loss_mask: 0.2576, loss: 0.8051 2022-09-30 18:41:51,757 - mmdet - INFO - Epoch [4][2400/7330] lr: 1.000e-04, eta: 5:41:16, time: 0.324, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0407, loss_rpn_bbox: 0.0452, loss_cls: 0.2142, acc: 92.6892, loss_bbox: 0.2353, loss_mask: 0.2548, loss: 0.7902 2022-09-30 18:42:07,559 - mmdet - INFO - Epoch [4][2450/7330] lr: 1.000e-04, eta: 5:40:59, time: 0.316, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0396, loss_rpn_bbox: 0.0423, loss_cls: 0.2013, acc: 93.2408, loss_bbox: 0.2185, loss_mask: 0.2439, loss: 0.7455 2022-09-30 18:42:23,537 - mmdet - INFO - Epoch [4][2500/7330] lr: 1.000e-04, eta: 5:40:42, time: 0.320, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0376, loss_rpn_bbox: 0.0431, loss_cls: 0.2151, acc: 92.7914, loss_bbox: 0.2266, loss_mask: 0.2521, loss: 0.7746 2022-09-30 18:42:39,470 - mmdet - INFO - Epoch [4][2550/7330] lr: 1.000e-04, eta: 5:40:26, time: 0.319, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0417, loss_rpn_bbox: 0.0448, loss_cls: 0.2100, acc: 93.0298, loss_bbox: 0.2233, loss_mask: 0.2546, loss: 0.7744 2022-09-30 18:42:55,560 - mmdet - INFO - Epoch [4][2600/7330] lr: 1.000e-04, eta: 5:40:10, time: 0.322, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0444, loss_cls: 0.2190, acc: 92.6096, loss_bbox: 0.2432, loss_mask: 0.2585, loss: 0.8036 2022-09-30 18:43:13,228 - mmdet - INFO - Epoch [4][2650/7330] lr: 1.000e-04, eta: 5:39:58, time: 0.353, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0387, loss_rpn_bbox: 0.0439, loss_cls: 0.2127, acc: 92.8880, loss_bbox: 0.2342, loss_mask: 0.2568, loss: 0.7863 2022-09-30 18:43:29,309 - mmdet - INFO - Epoch [4][2700/7330] lr: 1.000e-04, eta: 5:39:41, time: 0.322, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0442, loss_cls: 0.2070, acc: 93.0022, loss_bbox: 0.2261, loss_mask: 0.2484, loss: 0.7652 2022-09-30 18:43:45,415 - mmdet - INFO - Epoch [4][2750/7330] lr: 1.000e-04, eta: 5:39:25, time: 0.322, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0454, loss_cls: 0.2140, acc: 92.7095, loss_bbox: 0.2339, loss_mask: 0.2525, loss: 0.7849 2022-09-30 18:44:01,439 - mmdet - INFO - Epoch [4][2800/7330] lr: 1.000e-04, eta: 5:39:09, time: 0.320, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0412, loss_cls: 0.2046, acc: 93.0730, loss_bbox: 0.2200, loss_mask: 0.2474, loss: 0.7462 2022-09-30 18:44:17,282 - mmdet - INFO - Epoch [4][2850/7330] lr: 1.000e-04, eta: 5:38:52, time: 0.317, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0408, loss_cls: 0.2119, acc: 92.8687, loss_bbox: 0.2252, loss_mask: 0.2577, loss: 0.7713 2022-09-30 18:44:33,321 - mmdet - INFO - Epoch [4][2900/7330] lr: 1.000e-04, eta: 5:38:36, time: 0.321, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0395, loss_rpn_bbox: 0.0435, loss_cls: 0.2185, acc: 92.6853, loss_bbox: 0.2338, loss_mask: 0.2595, loss: 0.7948 2022-09-30 18:44:49,706 - mmdet - INFO - Epoch [4][2950/7330] lr: 1.000e-04, eta: 5:38:20, time: 0.328, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0411, loss_rpn_bbox: 0.0447, loss_cls: 0.2212, acc: 92.6597, loss_bbox: 0.2412, loss_mask: 0.2582, loss: 0.8063 2022-09-30 18:45:05,750 - mmdet - INFO - Epoch [4][3000/7330] lr: 1.000e-04, eta: 5:38:04, time: 0.321, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0393, loss_rpn_bbox: 0.0422, loss_cls: 0.2091, acc: 92.9243, loss_bbox: 0.2286, loss_mask: 0.2526, loss: 0.7719 2022-09-30 18:45:21,656 - mmdet - INFO - Epoch [4][3050/7330] lr: 1.000e-04, eta: 5:37:48, time: 0.318, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0408, loss_rpn_bbox: 0.0451, loss_cls: 0.2162, acc: 92.6328, loss_bbox: 0.2400, loss_mask: 0.2510, loss: 0.7930 2022-09-30 18:45:37,635 - mmdet - INFO - Epoch [4][3100/7330] lr: 1.000e-04, eta: 5:37:31, time: 0.320, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0376, loss_rpn_bbox: 0.0431, loss_cls: 0.2025, acc: 93.0658, loss_bbox: 0.2287, loss_mask: 0.2496, loss: 0.7616 2022-09-30 18:45:53,585 - mmdet - INFO - Epoch [4][3150/7330] lr: 1.000e-04, eta: 5:37:15, time: 0.319, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0443, loss_cls: 0.2094, acc: 92.9001, loss_bbox: 0.2340, loss_mask: 0.2538, loss: 0.7803 2022-09-30 18:46:09,522 - mmdet - INFO - Epoch [4][3200/7330] lr: 1.000e-04, eta: 5:36:58, time: 0.319, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0392, loss_rpn_bbox: 0.0444, loss_cls: 0.2110, acc: 92.8579, loss_bbox: 0.2323, loss_mask: 0.2542, loss: 0.7811 2022-09-30 18:46:25,629 - mmdet - INFO - Epoch [4][3250/7330] lr: 1.000e-04, eta: 5:36:42, time: 0.322, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0398, loss_rpn_bbox: 0.0459, loss_cls: 0.2188, acc: 92.5173, loss_bbox: 0.2357, loss_mask: 0.2558, loss: 0.7960 2022-09-30 18:46:41,687 - mmdet - INFO - Epoch [4][3300/7330] lr: 1.000e-04, eta: 5:36:26, time: 0.321, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0427, loss_cls: 0.2188, acc: 92.6936, loss_bbox: 0.2360, loss_mask: 0.2562, loss: 0.7910 2022-09-30 18:46:57,670 - mmdet - INFO - Epoch [4][3350/7330] lr: 1.000e-04, eta: 5:36:09, time: 0.320, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0392, loss_rpn_bbox: 0.0464, loss_cls: 0.2221, acc: 92.6880, loss_bbox: 0.2397, loss_mask: 0.2578, loss: 0.8052 2022-09-30 18:47:13,740 - mmdet - INFO - Epoch [4][3400/7330] lr: 1.000e-04, eta: 5:35:53, time: 0.321, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0419, loss_rpn_bbox: 0.0454, loss_cls: 0.2208, acc: 92.6064, loss_bbox: 0.2352, loss_mask: 0.2559, loss: 0.7993 2022-09-30 18:47:29,997 - mmdet - INFO - Epoch [4][3450/7330] lr: 1.000e-04, eta: 5:35:37, time: 0.325, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0393, loss_rpn_bbox: 0.0443, loss_cls: 0.2239, acc: 92.4338, loss_bbox: 0.2415, loss_mask: 0.2578, loss: 0.8068 2022-09-30 18:47:46,031 - mmdet - INFO - Epoch [4][3500/7330] lr: 1.000e-04, eta: 5:35:21, time: 0.321, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0418, loss_rpn_bbox: 0.0468, loss_cls: 0.2169, acc: 92.6362, loss_bbox: 0.2344, loss_mask: 0.2576, loss: 0.7975 2022-09-30 18:48:02,039 - mmdet - INFO - Epoch [4][3550/7330] lr: 1.000e-04, eta: 5:35:05, time: 0.320, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0429, loss_cls: 0.2176, acc: 92.6951, loss_bbox: 0.2337, loss_mask: 0.2531, loss: 0.7849 2022-09-30 18:48:17,905 - mmdet - INFO - Epoch [4][3600/7330] lr: 1.000e-04, eta: 5:34:48, time: 0.317, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0382, loss_rpn_bbox: 0.0417, loss_cls: 0.2034, acc: 93.0676, loss_bbox: 0.2264, loss_mask: 0.2561, loss: 0.7658 2022-09-30 18:48:34,106 - mmdet - INFO - Epoch [4][3650/7330] lr: 1.000e-04, eta: 5:34:32, time: 0.324, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0406, loss_rpn_bbox: 0.0473, loss_cls: 0.2164, acc: 92.5999, loss_bbox: 0.2439, loss_mask: 0.2598, loss: 0.8080 2022-09-30 18:48:50,159 - mmdet - INFO - Epoch [4][3700/7330] lr: 1.000e-04, eta: 5:34:16, time: 0.321, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0430, loss_cls: 0.2240, acc: 92.4797, loss_bbox: 0.2429, loss_mask: 0.2585, loss: 0.8040 2022-09-30 18:49:05,968 - mmdet - INFO - Epoch [4][3750/7330] lr: 1.000e-04, eta: 5:33:59, time: 0.316, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0378, loss_rpn_bbox: 0.0420, loss_cls: 0.2050, acc: 93.0474, loss_bbox: 0.2288, loss_mask: 0.2539, loss: 0.7674 2022-09-30 18:49:22,430 - mmdet - INFO - Epoch [4][3800/7330] lr: 1.000e-04, eta: 5:33:44, time: 0.329, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0377, loss_rpn_bbox: 0.0447, loss_cls: 0.2173, acc: 92.8142, loss_bbox: 0.2311, loss_mask: 0.2548, loss: 0.7856 2022-09-30 18:49:38,635 - mmdet - INFO - Epoch [4][3850/7330] lr: 1.000e-04, eta: 5:33:28, time: 0.324, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0400, loss_cls: 0.2122, acc: 92.8955, loss_bbox: 0.2278, loss_mask: 0.2537, loss: 0.7698 2022-09-30 18:49:55,019 - mmdet - INFO - Epoch [4][3900/7330] lr: 1.000e-04, eta: 5:33:13, time: 0.328, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0472, loss_cls: 0.2291, acc: 92.2507, loss_bbox: 0.2463, loss_mask: 0.2576, loss: 0.8191 2022-09-30 18:50:11,285 - mmdet - INFO - Epoch [4][3950/7330] lr: 1.000e-04, eta: 5:32:57, time: 0.325, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0397, loss_rpn_bbox: 0.0443, loss_cls: 0.2221, acc: 92.4888, loss_bbox: 0.2393, loss_mask: 0.2573, loss: 0.8028 2022-09-30 18:50:27,228 - mmdet - INFO - Epoch [4][4000/7330] lr: 1.000e-04, eta: 5:32:40, time: 0.319, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0401, loss_rpn_bbox: 0.0446, loss_cls: 0.2174, acc: 92.6023, loss_bbox: 0.2362, loss_mask: 0.2528, loss: 0.7911 2022-09-30 18:50:43,363 - mmdet - INFO - Epoch [4][4050/7330] lr: 1.000e-04, eta: 5:32:24, time: 0.323, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0399, loss_rpn_bbox: 0.0472, loss_cls: 0.2188, acc: 92.6809, loss_bbox: 0.2340, loss_mask: 0.2528, loss: 0.7927 2022-09-30 18:50:59,171 - mmdet - INFO - Epoch [4][4100/7330] lr: 1.000e-04, eta: 5:32:08, time: 0.316, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0391, loss_rpn_bbox: 0.0452, loss_cls: 0.2107, acc: 92.7029, loss_bbox: 0.2322, loss_mask: 0.2589, loss: 0.7861 2022-09-30 18:51:15,188 - mmdet - INFO - Epoch [4][4150/7330] lr: 1.000e-04, eta: 5:31:51, time: 0.320, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0430, loss_cls: 0.2186, acc: 92.7922, loss_bbox: 0.2330, loss_mask: 0.2563, loss: 0.7904 2022-09-30 18:51:31,187 - mmdet - INFO - Epoch [4][4200/7330] lr: 1.000e-04, eta: 5:31:35, time: 0.320, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0350, loss_rpn_bbox: 0.0443, loss_cls: 0.2124, acc: 92.9629, loss_bbox: 0.2316, loss_mask: 0.2523, loss: 0.7757 2022-09-30 18:51:47,016 - mmdet - INFO - Epoch [4][4250/7330] lr: 1.000e-04, eta: 5:31:18, time: 0.317, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0407, loss_cls: 0.2119, acc: 92.8413, loss_bbox: 0.2287, loss_mask: 0.2582, loss: 0.7749 2022-09-30 18:52:03,205 - mmdet - INFO - Epoch [4][4300/7330] lr: 1.000e-04, eta: 5:31:02, time: 0.324, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0398, loss_rpn_bbox: 0.0454, loss_cls: 0.2202, acc: 92.5181, loss_bbox: 0.2380, loss_mask: 0.2583, loss: 0.8018 2022-09-30 18:52:19,327 - mmdet - INFO - Epoch [4][4350/7330] lr: 1.000e-04, eta: 5:30:46, time: 0.322, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0397, loss_rpn_bbox: 0.0453, loss_cls: 0.2175, acc: 92.6707, loss_bbox: 0.2371, loss_mask: 0.2617, loss: 0.8013 2022-09-30 18:52:35,299 - mmdet - INFO - Epoch [4][4400/7330] lr: 1.000e-04, eta: 5:30:30, time: 0.319, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0398, loss_rpn_bbox: 0.0440, loss_cls: 0.2149, acc: 92.7004, loss_bbox: 0.2370, loss_mask: 0.2551, loss: 0.7908 2022-09-30 18:52:51,233 - mmdet - INFO - Epoch [4][4450/7330] lr: 1.000e-04, eta: 5:30:13, time: 0.319, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0374, loss_rpn_bbox: 0.0420, loss_cls: 0.2193, acc: 92.7566, loss_bbox: 0.2335, loss_mask: 0.2547, loss: 0.7868 2022-09-30 18:53:07,082 - mmdet - INFO - Epoch [4][4500/7330] lr: 1.000e-04, eta: 5:29:57, time: 0.317, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0432, loss_cls: 0.2142, acc: 92.7979, loss_bbox: 0.2302, loss_mask: 0.2507, loss: 0.7746 2022-09-30 18:53:23,090 - mmdet - INFO - Epoch [4][4550/7330] lr: 1.000e-04, eta: 5:29:40, time: 0.320, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0372, loss_rpn_bbox: 0.0430, loss_cls: 0.2189, acc: 92.6978, loss_bbox: 0.2313, loss_mask: 0.2542, loss: 0.7845 2022-09-30 18:53:38,814 - mmdet - INFO - Epoch [4][4600/7330] lr: 1.000e-04, eta: 5:29:23, time: 0.314, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0393, loss_rpn_bbox: 0.0430, loss_cls: 0.2176, acc: 92.7661, loss_bbox: 0.2337, loss_mask: 0.2507, loss: 0.7843 2022-09-30 18:53:54,568 - mmdet - INFO - Epoch [4][4650/7330] lr: 1.000e-04, eta: 5:29:06, time: 0.315, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0457, loss_cls: 0.2254, acc: 92.3865, loss_bbox: 0.2433, loss_mask: 0.2615, loss: 0.8148 2022-09-30 18:54:10,523 - mmdet - INFO - Epoch [4][4700/7330] lr: 1.000e-04, eta: 5:28:50, time: 0.319, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0433, loss_cls: 0.2186, acc: 92.6841, loss_bbox: 0.2340, loss_mask: 0.2523, loss: 0.7853 2022-09-30 18:54:26,412 - mmdet - INFO - Epoch [4][4750/7330] lr: 1.000e-04, eta: 5:28:33, time: 0.318, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0412, loss_rpn_bbox: 0.0432, loss_cls: 0.2185, acc: 92.7947, loss_bbox: 0.2307, loss_mask: 0.2485, loss: 0.7821 2022-09-30 18:54:42,465 - mmdet - INFO - Epoch [4][4800/7330] lr: 1.000e-04, eta: 5:28:17, time: 0.321, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0405, loss_rpn_bbox: 0.0432, loss_cls: 0.2142, acc: 92.8254, loss_bbox: 0.2275, loss_mask: 0.2546, loss: 0.7799 2022-09-30 18:54:58,312 - mmdet - INFO - Epoch [4][4850/7330] lr: 1.000e-04, eta: 5:28:01, time: 0.317, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0393, loss_cls: 0.2104, acc: 93.0332, loss_bbox: 0.2281, loss_mask: 0.2535, loss: 0.7631 2022-09-30 18:55:14,230 - mmdet - INFO - Epoch [4][4900/7330] lr: 1.000e-04, eta: 5:27:44, time: 0.318, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0451, loss_cls: 0.2147, acc: 92.6597, loss_bbox: 0.2371, loss_mask: 0.2565, loss: 0.7922 2022-09-30 18:55:30,501 - mmdet - INFO - Epoch [4][4950/7330] lr: 1.000e-04, eta: 5:27:28, time: 0.325, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0402, loss_rpn_bbox: 0.0462, loss_cls: 0.2193, acc: 92.6318, loss_bbox: 0.2370, loss_mask: 0.2534, loss: 0.7961 2022-09-30 18:55:46,749 - mmdet - INFO - Epoch [4][5000/7330] lr: 1.000e-04, eta: 5:27:13, time: 0.325, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0441, loss_cls: 0.2110, acc: 92.7954, loss_bbox: 0.2374, loss_mask: 0.2512, loss: 0.7799 2022-09-30 18:56:02,702 - mmdet - INFO - Epoch [4][5050/7330] lr: 1.000e-04, eta: 5:26:56, time: 0.319, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0400, loss_rpn_bbox: 0.0428, loss_cls: 0.2157, acc: 92.7156, loss_bbox: 0.2356, loss_mask: 0.2574, loss: 0.7913 2022-09-30 18:56:18,582 - mmdet - INFO - Epoch [4][5100/7330] lr: 1.000e-04, eta: 5:26:39, time: 0.318, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0372, loss_rpn_bbox: 0.0439, loss_cls: 0.2187, acc: 92.7099, loss_bbox: 0.2343, loss_mask: 0.2556, loss: 0.7897 2022-09-30 18:56:34,596 - mmdet - INFO - Epoch [4][5150/7330] lr: 1.000e-04, eta: 5:26:23, time: 0.320, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0417, loss_cls: 0.2154, acc: 92.8013, loss_bbox: 0.2296, loss_mask: 0.2541, loss: 0.7762 2022-09-30 18:56:50,312 - mmdet - INFO - Epoch [4][5200/7330] lr: 1.000e-04, eta: 5:26:06, time: 0.314, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0399, loss_rpn_bbox: 0.0441, loss_cls: 0.2223, acc: 92.3330, loss_bbox: 0.2417, loss_mask: 0.2559, loss: 0.8039 2022-09-30 18:57:06,104 - mmdet - INFO - Epoch [4][5250/7330] lr: 1.000e-04, eta: 5:25:49, time: 0.316, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0421, loss_cls: 0.2113, acc: 92.9336, loss_bbox: 0.2274, loss_mask: 0.2511, loss: 0.7687 2022-09-30 18:57:22,350 - mmdet - INFO - Epoch [4][5300/7330] lr: 1.000e-04, eta: 5:25:34, time: 0.325, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0444, loss_cls: 0.2170, acc: 92.7156, loss_bbox: 0.2349, loss_mask: 0.2504, loss: 0.7814 2022-09-30 18:57:38,467 - mmdet - INFO - Epoch [4][5350/7330] lr: 1.000e-04, eta: 5:25:18, time: 0.322, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0444, loss_cls: 0.2226, acc: 92.5695, loss_bbox: 0.2388, loss_mask: 0.2547, loss: 0.7989 2022-09-30 18:57:54,938 - mmdet - INFO - Epoch [4][5400/7330] lr: 1.000e-04, eta: 5:25:02, time: 0.329, data_time: 0.024, memory: 15142, loss_rpn_cls: 0.0365, loss_rpn_bbox: 0.0440, loss_cls: 0.2129, acc: 92.8316, loss_bbox: 0.2292, loss_mask: 0.2493, loss: 0.7719 2022-09-30 18:58:10,799 - mmdet - INFO - Epoch [4][5450/7330] lr: 1.000e-04, eta: 5:24:46, time: 0.317, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0398, loss_rpn_bbox: 0.0440, loss_cls: 0.2160, acc: 92.7131, loss_bbox: 0.2371, loss_mask: 0.2505, loss: 0.7873 2022-09-30 18:58:26,561 - mmdet - INFO - Epoch [4][5500/7330] lr: 1.000e-04, eta: 5:24:29, time: 0.315, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0459, loss_cls: 0.2206, acc: 92.5957, loss_bbox: 0.2351, loss_mask: 0.2547, loss: 0.7951 2022-09-30 18:58:42,476 - mmdet - INFO - Epoch [4][5550/7330] lr: 1.000e-04, eta: 5:24:12, time: 0.318, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0427, loss_cls: 0.2198, acc: 92.7031, loss_bbox: 0.2310, loss_mask: 0.2504, loss: 0.7806 2022-09-30 18:58:58,449 - mmdet - INFO - Epoch [4][5600/7330] lr: 1.000e-04, eta: 5:23:56, time: 0.319, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0403, loss_rpn_bbox: 0.0434, loss_cls: 0.2064, acc: 92.9866, loss_bbox: 0.2268, loss_mask: 0.2463, loss: 0.7632 2022-09-30 18:59:14,004 - mmdet - INFO - Epoch [4][5650/7330] lr: 1.000e-04, eta: 5:23:39, time: 0.311, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0442, loss_cls: 0.2150, acc: 92.8132, loss_bbox: 0.2355, loss_mask: 0.2571, loss: 0.7912 2022-09-30 18:59:30,225 - mmdet - INFO - Epoch [4][5700/7330] lr: 1.000e-04, eta: 5:23:23, time: 0.324, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0413, loss_rpn_bbox: 0.0457, loss_cls: 0.2239, acc: 92.4529, loss_bbox: 0.2421, loss_mask: 0.2479, loss: 0.8011 2022-09-30 18:59:46,038 - mmdet - INFO - Epoch [4][5750/7330] lr: 1.000e-04, eta: 5:23:06, time: 0.316, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0386, loss_rpn_bbox: 0.0433, loss_cls: 0.2157, acc: 92.8669, loss_bbox: 0.2311, loss_mask: 0.2590, loss: 0.7877 2022-09-30 19:00:02,417 - mmdet - INFO - Epoch [4][5800/7330] lr: 1.000e-04, eta: 5:22:51, time: 0.328, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0382, loss_rpn_bbox: 0.0439, loss_cls: 0.2188, acc: 92.6353, loss_bbox: 0.2388, loss_mask: 0.2531, loss: 0.7928 2022-09-30 19:00:18,728 - mmdet - INFO - Epoch [4][5850/7330] lr: 1.000e-04, eta: 5:22:35, time: 0.326, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0377, loss_rpn_bbox: 0.0440, loss_cls: 0.2221, acc: 92.5264, loss_bbox: 0.2367, loss_mask: 0.2563, loss: 0.7968 2022-09-30 19:00:34,870 - mmdet - INFO - Epoch [4][5900/7330] lr: 1.000e-04, eta: 5:22:19, time: 0.323, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0408, loss_rpn_bbox: 0.0447, loss_cls: 0.2225, acc: 92.3606, loss_bbox: 0.2430, loss_mask: 0.2583, loss: 0.8093 2022-09-30 19:00:50,928 - mmdet - INFO - Epoch [4][5950/7330] lr: 1.000e-04, eta: 5:22:03, time: 0.321, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0385, loss_rpn_bbox: 0.0417, loss_cls: 0.2087, acc: 93.0662, loss_bbox: 0.2208, loss_mask: 0.2539, loss: 0.7636 2022-09-30 19:01:06,946 - mmdet - INFO - Epoch [4][6000/7330] lr: 1.000e-04, eta: 5:21:47, time: 0.320, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0442, loss_cls: 0.2168, acc: 92.8035, loss_bbox: 0.2337, loss_mask: 0.2540, loss: 0.7859 2022-09-30 19:01:22,920 - mmdet - INFO - Epoch [4][6050/7330] lr: 1.000e-04, eta: 5:21:30, time: 0.319, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0410, loss_rpn_bbox: 0.0456, loss_cls: 0.2262, acc: 92.4490, loss_bbox: 0.2443, loss_mask: 0.2654, loss: 0.8224 2022-09-30 19:01:39,256 - mmdet - INFO - Epoch [4][6100/7330] lr: 1.000e-04, eta: 5:21:15, time: 0.327, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0413, loss_rpn_bbox: 0.0466, loss_cls: 0.2196, acc: 92.5771, loss_bbox: 0.2409, loss_mask: 0.2553, loss: 0.8038 2022-09-30 19:01:55,206 - mmdet - INFO - Epoch [4][6150/7330] lr: 1.000e-04, eta: 5:20:58, time: 0.319, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0382, loss_rpn_bbox: 0.0453, loss_cls: 0.2209, acc: 92.5759, loss_bbox: 0.2327, loss_mask: 0.2511, loss: 0.7883 2022-09-30 19:02:11,173 - mmdet - INFO - Epoch [4][6200/7330] lr: 1.000e-04, eta: 5:20:42, time: 0.319, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0408, loss_rpn_bbox: 0.0448, loss_cls: 0.2144, acc: 92.6804, loss_bbox: 0.2348, loss_mask: 0.2557, loss: 0.7905 2022-09-30 19:02:27,008 - mmdet - INFO - Epoch [4][6250/7330] lr: 1.000e-04, eta: 5:20:25, time: 0.317, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0380, loss_rpn_bbox: 0.0444, loss_cls: 0.2222, acc: 92.6077, loss_bbox: 0.2335, loss_mask: 0.2571, loss: 0.7953 2022-09-30 19:02:43,124 - mmdet - INFO - Epoch [4][6300/7330] lr: 1.000e-04, eta: 5:20:09, time: 0.322, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0365, loss_rpn_bbox: 0.0421, loss_cls: 0.2190, acc: 92.6841, loss_bbox: 0.2330, loss_mask: 0.2526, loss: 0.7833 2022-09-30 19:02:58,949 - mmdet - INFO - Epoch [4][6350/7330] lr: 1.000e-04, eta: 5:19:52, time: 0.316, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0400, loss_rpn_bbox: 0.0449, loss_cls: 0.2217, acc: 92.5376, loss_bbox: 0.2411, loss_mask: 0.2529, loss: 0.8006 2022-09-30 19:03:15,535 - mmdet - INFO - Epoch [4][6400/7330] lr: 1.000e-04, eta: 5:19:37, time: 0.332, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0406, loss_rpn_bbox: 0.0458, loss_cls: 0.2156, acc: 92.7214, loss_bbox: 0.2316, loss_mask: 0.2531, loss: 0.7867 2022-09-30 19:03:31,804 - mmdet - INFO - Epoch [4][6450/7330] lr: 1.000e-04, eta: 5:19:22, time: 0.325, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0382, loss_rpn_bbox: 0.0430, loss_cls: 0.2152, acc: 92.8000, loss_bbox: 0.2262, loss_mask: 0.2494, loss: 0.7721 2022-09-30 19:03:48,189 - mmdet - INFO - Epoch [4][6500/7330] lr: 1.000e-04, eta: 5:19:06, time: 0.328, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0397, loss_rpn_bbox: 0.0443, loss_cls: 0.2171, acc: 92.4859, loss_bbox: 0.2381, loss_mask: 0.2547, loss: 0.7939 2022-09-30 19:04:04,318 - mmdet - INFO - Epoch [4][6550/7330] lr: 1.000e-04, eta: 5:18:50, time: 0.323, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0437, loss_cls: 0.2183, acc: 92.5856, loss_bbox: 0.2384, loss_mask: 0.2547, loss: 0.7913 2022-09-30 19:04:20,168 - mmdet - INFO - Epoch [4][6600/7330] lr: 1.000e-04, eta: 5:18:34, time: 0.317, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0433, loss_rpn_bbox: 0.0460, loss_cls: 0.2230, acc: 92.3738, loss_bbox: 0.2409, loss_mask: 0.2606, loss: 0.8138 2022-09-30 19:04:36,622 - mmdet - INFO - Epoch [4][6650/7330] lr: 1.000e-04, eta: 5:18:18, time: 0.329, data_time: 0.023, memory: 15142, loss_rpn_cls: 0.0410, loss_rpn_bbox: 0.0453, loss_cls: 0.2218, acc: 92.3977, loss_bbox: 0.2413, loss_mask: 0.2618, loss: 0.8113 2022-09-30 19:04:52,795 - mmdet - INFO - Epoch [4][6700/7330] lr: 1.000e-04, eta: 5:18:02, time: 0.323, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0440, loss_cls: 0.2168, acc: 92.7527, loss_bbox: 0.2306, loss_mask: 0.2522, loss: 0.7807 2022-09-30 19:05:08,700 - mmdet - INFO - Epoch [4][6750/7330] lr: 1.000e-04, eta: 5:17:46, time: 0.318, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0401, loss_rpn_bbox: 0.0444, loss_cls: 0.2194, acc: 92.4414, loss_bbox: 0.2374, loss_mask: 0.2556, loss: 0.7968 2022-09-30 19:05:24,959 - mmdet - INFO - Epoch [4][6800/7330] lr: 1.000e-04, eta: 5:17:30, time: 0.325, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0420, loss_rpn_bbox: 0.0449, loss_cls: 0.2223, acc: 92.5806, loss_bbox: 0.2370, loss_mask: 0.2525, loss: 0.7988 2022-09-30 19:05:40,862 - mmdet - INFO - Epoch [4][6850/7330] lr: 1.000e-04, eta: 5:17:13, time: 0.318, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0378, loss_rpn_bbox: 0.0439, loss_cls: 0.2226, acc: 92.5222, loss_bbox: 0.2381, loss_mask: 0.2573, loss: 0.7997 2022-09-30 19:05:56,868 - mmdet - INFO - Epoch [4][6900/7330] lr: 1.000e-04, eta: 5:16:57, time: 0.320, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0395, loss_rpn_bbox: 0.0452, loss_cls: 0.2206, acc: 92.5814, loss_bbox: 0.2314, loss_mask: 0.2536, loss: 0.7904 2022-09-30 19:06:12,726 - mmdet - INFO - Epoch [4][6950/7330] lr: 1.000e-04, eta: 5:16:41, time: 0.317, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0400, loss_rpn_bbox: 0.0450, loss_cls: 0.2234, acc: 92.4800, loss_bbox: 0.2417, loss_mask: 0.2541, loss: 0.8043 2022-09-30 19:06:28,659 - mmdet - INFO - Epoch [4][7000/7330] lr: 1.000e-04, eta: 5:16:24, time: 0.319, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0418, loss_cls: 0.2180, acc: 92.7600, loss_bbox: 0.2310, loss_mask: 0.2543, loss: 0.7811 2022-09-30 19:06:44,445 - mmdet - INFO - Epoch [4][7050/7330] lr: 1.000e-04, eta: 5:16:07, time: 0.316, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0422, loss_cls: 0.2086, acc: 92.8503, loss_bbox: 0.2307, loss_mask: 0.2503, loss: 0.7696 2022-09-30 19:07:00,823 - mmdet - INFO - Epoch [4][7100/7330] lr: 1.000e-04, eta: 5:15:52, time: 0.328, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0429, loss_rpn_bbox: 0.0481, loss_cls: 0.2166, acc: 92.5693, loss_bbox: 0.2386, loss_mask: 0.2545, loss: 0.8007 2022-09-30 19:07:16,883 - mmdet - INFO - Epoch [4][7150/7330] lr: 1.000e-04, eta: 5:15:36, time: 0.321, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0443, loss_cls: 0.2195, acc: 92.5059, loss_bbox: 0.2390, loss_mask: 0.2520, loss: 0.7924 2022-09-30 19:07:32,706 - mmdet - INFO - Epoch [4][7200/7330] lr: 1.000e-04, eta: 5:15:19, time: 0.317, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0426, loss_cls: 0.2102, acc: 92.9740, loss_bbox: 0.2267, loss_mask: 0.2484, loss: 0.7653 2022-09-30 19:07:48,244 - mmdet - INFO - Epoch [4][7250/7330] lr: 1.000e-04, eta: 5:15:02, time: 0.311, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0402, loss_cls: 0.2093, acc: 93.0820, loss_bbox: 0.2240, loss_mask: 0.2586, loss: 0.7688 2022-09-30 19:08:04,392 - mmdet - INFO - Epoch [4][7300/7330] lr: 1.000e-04, eta: 5:14:46, time: 0.323, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0416, loss_cls: 0.2126, acc: 92.7415, loss_bbox: 0.2354, loss_mask: 0.2494, loss: 0.7750 2022-09-30 19:08:14,478 - mmdet - INFO - Saving checkpoint at 4 epochs 2022-09-30 19:09:11,432 - mmdet - INFO - Evaluating bbox... 2022-09-30 19:09:41,002 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.401 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.618 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.440 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.252 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.435 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.525 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.551 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.551 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.551 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.378 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.593 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.689 2022-09-30 19:09:41,002 - mmdet - INFO - Evaluating segm... 2022-09-30 19:10:17,204 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.361 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.585 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.382 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.176 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.390 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.536 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.497 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.497 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.497 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.313 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.542 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.658 2022-09-30 19:10:17,720 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_swin-s_1x_coco/best_bbox_mAP_epoch_3.pth was removed 2022-09-30 19:10:19,217 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_4.pth. 2022-09-30 19:10:19,218 - mmdet - INFO - Best bbox_mAP is 0.4010 at 4 epoch. 2022-09-30 19:10:19,218 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 19:10:19,218 - mmdet - INFO - Epoch(val) [4][625] bbox_mAP: 0.4010, bbox_mAP_50: 0.6180, bbox_mAP_75: 0.4400, bbox_mAP_s: 0.2520, bbox_mAP_m: 0.4350, bbox_mAP_l: 0.5250, bbox_mAP_copypaste: 0.401 0.618 0.440 0.252 0.435 0.525, segm_mAP: 0.3610, segm_mAP_50: 0.5850, segm_mAP_75: 0.3820, segm_mAP_s: 0.1760, segm_mAP_m: 0.3900, segm_mAP_l: 0.5360, segm_mAP_copypaste: 0.361 0.585 0.382 0.176 0.390 0.536 2022-09-30 19:10:38,646 - mmdet - INFO - Epoch [5][50/7330] lr: 1.000e-04, eta: 5:14:07, time: 0.388, data_time: 0.082, memory: 15142, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0461, loss_cls: 0.2270, acc: 92.3904, loss_bbox: 0.2392, loss_mask: 0.2492, loss: 0.8004 2022-09-30 19:10:54,475 - mmdet - INFO - Epoch [5][100/7330] lr: 1.000e-04, eta: 5:13:51, time: 0.317, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0430, loss_cls: 0.2078, acc: 92.9041, loss_bbox: 0.2330, loss_mask: 0.2476, loss: 0.7671 2022-09-30 19:11:10,570 - mmdet - INFO - Epoch [5][150/7330] lr: 1.000e-04, eta: 5:13:35, time: 0.322, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0369, loss_rpn_bbox: 0.0421, loss_cls: 0.2117, acc: 92.7722, loss_bbox: 0.2276, loss_mask: 0.2542, loss: 0.7726 2022-09-30 19:11:26,595 - mmdet - INFO - Epoch [5][200/7330] lr: 1.000e-04, eta: 5:13:19, time: 0.320, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0411, loss_cls: 0.2090, acc: 92.9204, loss_bbox: 0.2303, loss_mask: 0.2474, loss: 0.7622 2022-09-30 19:11:42,574 - mmdet - INFO - Epoch [5][250/7330] lr: 1.000e-04, eta: 5:13:02, time: 0.320, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0418, loss_cls: 0.2018, acc: 93.1567, loss_bbox: 0.2222, loss_mask: 0.2448, loss: 0.7473 2022-09-30 19:11:58,493 - mmdet - INFO - Epoch [5][300/7330] lr: 1.000e-04, eta: 5:12:46, time: 0.318, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0432, loss_cls: 0.2089, acc: 92.8941, loss_bbox: 0.2275, loss_mask: 0.2464, loss: 0.7624 2022-09-30 19:12:14,661 - mmdet - INFO - Epoch [5][350/7330] lr: 1.000e-04, eta: 5:12:30, time: 0.323, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0385, loss_rpn_bbox: 0.0463, loss_cls: 0.2151, acc: 92.6430, loss_bbox: 0.2375, loss_mask: 0.2568, loss: 0.7942 2022-09-30 19:12:31,017 - mmdet - INFO - Epoch [5][400/7330] lr: 1.000e-04, eta: 5:12:14, time: 0.327, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0435, loss_cls: 0.2177, acc: 92.6237, loss_bbox: 0.2392, loss_mask: 0.2518, loss: 0.7897 2022-09-30 19:12:46,813 - mmdet - INFO - Epoch [5][450/7330] lr: 1.000e-04, eta: 5:11:58, time: 0.316, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0429, loss_cls: 0.2145, acc: 92.6011, loss_bbox: 0.2387, loss_mask: 0.2467, loss: 0.7800 2022-09-30 19:13:02,704 - mmdet - INFO - Epoch [5][500/7330] lr: 1.000e-04, eta: 5:11:41, time: 0.318, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0438, loss_cls: 0.2153, acc: 92.8081, loss_bbox: 0.2292, loss_mask: 0.2456, loss: 0.7702 2022-09-30 19:13:18,751 - mmdet - INFO - Epoch [5][550/7330] lr: 1.000e-04, eta: 5:11:25, time: 0.321, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0386, loss_rpn_bbox: 0.0456, loss_cls: 0.2178, acc: 92.5977, loss_bbox: 0.2412, loss_mask: 0.2558, loss: 0.7989 2022-09-30 19:13:34,498 - mmdet - INFO - Epoch [5][600/7330] lr: 1.000e-04, eta: 5:11:08, time: 0.315, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0413, loss_cls: 0.2089, acc: 92.9385, loss_bbox: 0.2213, loss_mask: 0.2498, loss: 0.7583 2022-09-30 19:13:50,218 - mmdet - INFO - Epoch [5][650/7330] lr: 1.000e-04, eta: 5:10:52, time: 0.314, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0396, loss_rpn_bbox: 0.0442, loss_cls: 0.2102, acc: 92.8784, loss_bbox: 0.2303, loss_mask: 0.2541, loss: 0.7784 2022-09-30 19:14:06,291 - mmdet - INFO - Epoch [5][700/7330] lr: 1.000e-04, eta: 5:10:36, time: 0.321, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0374, loss_rpn_bbox: 0.0443, loss_cls: 0.2167, acc: 92.8128, loss_bbox: 0.2323, loss_mask: 0.2542, loss: 0.7849 2022-09-30 19:14:22,703 - mmdet - INFO - Epoch [5][750/7330] lr: 1.000e-04, eta: 5:10:20, time: 0.328, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0454, loss_cls: 0.2148, acc: 92.6062, loss_bbox: 0.2385, loss_mask: 0.2524, loss: 0.7900 2022-09-30 19:14:39,013 - mmdet - INFO - Epoch [5][800/7330] lr: 1.000e-04, eta: 5:10:04, time: 0.326, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0365, loss_rpn_bbox: 0.0442, loss_cls: 0.2084, acc: 92.8916, loss_bbox: 0.2311, loss_mask: 0.2488, loss: 0.7689 2022-09-30 19:14:55,223 - mmdet - INFO - Epoch [5][850/7330] lr: 1.000e-04, eta: 5:09:49, time: 0.324, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0392, loss_rpn_bbox: 0.0444, loss_cls: 0.2209, acc: 92.4277, loss_bbox: 0.2390, loss_mask: 0.2508, loss: 0.7942 2022-09-30 19:15:11,142 - mmdet - INFO - Epoch [5][900/7330] lr: 1.000e-04, eta: 5:09:32, time: 0.318, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0392, loss_rpn_bbox: 0.0457, loss_cls: 0.2137, acc: 92.7156, loss_bbox: 0.2353, loss_mask: 0.2547, loss: 0.7887 2022-09-30 19:15:26,898 - mmdet - INFO - Epoch [5][950/7330] lr: 1.000e-04, eta: 5:09:16, time: 0.315, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0450, loss_cls: 0.2012, acc: 93.0608, loss_bbox: 0.2252, loss_mask: 0.2514, loss: 0.7622 2022-09-30 19:15:43,026 - mmdet - INFO - Epoch [5][1000/7330] lr: 1.000e-04, eta: 5:09:00, time: 0.323, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0350, loss_rpn_bbox: 0.0422, loss_cls: 0.2034, acc: 93.1848, loss_bbox: 0.2201, loss_mask: 0.2444, loss: 0.7452 2022-09-30 19:15:59,229 - mmdet - INFO - Epoch [5][1050/7330] lr: 1.000e-04, eta: 5:08:44, time: 0.324, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0377, loss_rpn_bbox: 0.0426, loss_cls: 0.2071, acc: 92.9617, loss_bbox: 0.2255, loss_mask: 0.2443, loss: 0.7572 2022-09-30 19:16:15,058 - mmdet - INFO - Epoch [5][1100/7330] lr: 1.000e-04, eta: 5:08:27, time: 0.317, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0382, loss_rpn_bbox: 0.0423, loss_cls: 0.2160, acc: 92.7146, loss_bbox: 0.2266, loss_mask: 0.2530, loss: 0.7761 2022-09-30 19:16:30,895 - mmdet - INFO - Epoch [5][1150/7330] lr: 1.000e-04, eta: 5:08:11, time: 0.317, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0419, loss_cls: 0.2100, acc: 92.7622, loss_bbox: 0.2299, loss_mask: 0.2467, loss: 0.7634 2022-09-30 19:16:46,926 - mmdet - INFO - Epoch [5][1200/7330] lr: 1.000e-04, eta: 5:07:54, time: 0.321, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0366, loss_rpn_bbox: 0.0437, loss_cls: 0.2144, acc: 92.7070, loss_bbox: 0.2333, loss_mask: 0.2482, loss: 0.7762 2022-09-30 19:17:03,284 - mmdet - INFO - Epoch [5][1250/7330] lr: 1.000e-04, eta: 5:07:39, time: 0.327, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0413, loss_cls: 0.2033, acc: 93.0862, loss_bbox: 0.2217, loss_mask: 0.2487, loss: 0.7485 2022-09-30 19:17:19,628 - mmdet - INFO - Epoch [5][1300/7330] lr: 1.000e-04, eta: 5:07:23, time: 0.327, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0433, loss_cls: 0.2162, acc: 92.6060, loss_bbox: 0.2358, loss_mask: 0.2474, loss: 0.7772 2022-09-30 19:17:36,087 - mmdet - INFO - Epoch [5][1350/7330] lr: 1.000e-04, eta: 5:07:08, time: 0.329, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0444, loss_cls: 0.2115, acc: 92.8055, loss_bbox: 0.2279, loss_mask: 0.2466, loss: 0.7667 2022-09-30 19:17:52,100 - mmdet - INFO - Epoch [5][1400/7330] lr: 1.000e-04, eta: 5:06:52, time: 0.320, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0413, loss_cls: 0.2117, acc: 92.9841, loss_bbox: 0.2245, loss_mask: 0.2461, loss: 0.7610 2022-09-30 19:18:08,203 - mmdet - INFO - Epoch [5][1450/7330] lr: 1.000e-04, eta: 5:06:36, time: 0.322, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0421, loss_cls: 0.2085, acc: 92.8877, loss_bbox: 0.2294, loss_mask: 0.2454, loss: 0.7601 2022-09-30 19:18:24,487 - mmdet - INFO - Epoch [5][1500/7330] lr: 1.000e-04, eta: 5:06:20, time: 0.326, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0460, loss_cls: 0.2113, acc: 92.7837, loss_bbox: 0.2355, loss_mask: 0.2538, loss: 0.7841 2022-09-30 19:18:40,794 - mmdet - INFO - Epoch [5][1550/7330] lr: 1.000e-04, eta: 5:06:04, time: 0.326, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0421, loss_cls: 0.2050, acc: 92.9307, loss_bbox: 0.2303, loss_mask: 0.2494, loss: 0.7617 2022-09-30 19:18:57,012 - mmdet - INFO - Epoch [5][1600/7330] lr: 1.000e-04, eta: 5:05:48, time: 0.324, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0391, loss_rpn_bbox: 0.0460, loss_cls: 0.2148, acc: 92.7175, loss_bbox: 0.2380, loss_mask: 0.2508, loss: 0.7887 2022-09-30 19:19:12,809 - mmdet - INFO - Epoch [5][1650/7330] lr: 1.000e-04, eta: 5:05:32, time: 0.316, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0427, loss_cls: 0.2065, acc: 93.1106, loss_bbox: 0.2267, loss_mask: 0.2504, loss: 0.7618 2022-09-30 19:19:29,061 - mmdet - INFO - Epoch [5][1700/7330] lr: 1.000e-04, eta: 5:05:16, time: 0.325, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0438, loss_cls: 0.2040, acc: 92.7727, loss_bbox: 0.2300, loss_mask: 0.2494, loss: 0.7612 2022-09-30 19:19:45,270 - mmdet - INFO - Epoch [5][1750/7330] lr: 1.000e-04, eta: 5:05:00, time: 0.324, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0424, loss_cls: 0.2100, acc: 92.9204, loss_bbox: 0.2262, loss_mask: 0.2495, loss: 0.7640 2022-09-30 19:20:01,734 - mmdet - INFO - Epoch [5][1800/7330] lr: 1.000e-04, eta: 5:04:45, time: 0.329, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0463, loss_cls: 0.2077, acc: 92.8167, loss_bbox: 0.2345, loss_mask: 0.2521, loss: 0.7775 2022-09-30 19:20:17,872 - mmdet - INFO - Epoch [5][1850/7330] lr: 1.000e-04, eta: 5:04:29, time: 0.323, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0438, loss_cls: 0.2096, acc: 92.8650, loss_bbox: 0.2307, loss_mask: 0.2463, loss: 0.7692 2022-09-30 19:20:33,704 - mmdet - INFO - Epoch [5][1900/7330] lr: 1.000e-04, eta: 5:04:12, time: 0.317, data_time: 0.015, memory: 15142, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0429, loss_cls: 0.2201, acc: 92.5104, loss_bbox: 0.2400, loss_mask: 0.2529, loss: 0.7911 2022-09-30 19:20:49,520 - mmdet - INFO - Epoch [5][1950/7330] lr: 1.000e-04, eta: 5:03:56, time: 0.316, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0445, loss_cls: 0.2178, acc: 92.5667, loss_bbox: 0.2384, loss_mask: 0.2561, loss: 0.7955 2022-09-30 19:21:05,815 - mmdet - INFO - Epoch [5][2000/7330] lr: 1.000e-04, eta: 5:03:40, time: 0.326, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0402, loss_rpn_bbox: 0.0448, loss_cls: 0.2159, acc: 92.8320, loss_bbox: 0.2301, loss_mask: 0.2583, loss: 0.7892 2022-09-30 19:21:21,937 - mmdet - INFO - Epoch [5][2050/7330] lr: 1.000e-04, eta: 5:03:24, time: 0.322, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0411, loss_cls: 0.2055, acc: 92.9582, loss_bbox: 0.2246, loss_mask: 0.2507, loss: 0.7589 2022-09-30 19:21:37,958 - mmdet - INFO - Epoch [5][2100/7330] lr: 1.000e-04, eta: 5:03:08, time: 0.320, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0419, loss_cls: 0.2069, acc: 92.9150, loss_bbox: 0.2310, loss_mask: 0.2486, loss: 0.7640 2022-09-30 19:21:54,187 - mmdet - INFO - Epoch [5][2150/7330] lr: 1.000e-04, eta: 5:02:52, time: 0.325, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0385, loss_rpn_bbox: 0.0434, loss_cls: 0.2126, acc: 92.6050, loss_bbox: 0.2329, loss_mask: 0.2490, loss: 0.7764 2022-09-30 19:22:10,419 - mmdet - INFO - Epoch [5][2200/7330] lr: 1.000e-04, eta: 5:02:36, time: 0.325, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0345, loss_rpn_bbox: 0.0416, loss_cls: 0.2014, acc: 93.0647, loss_bbox: 0.2200, loss_mask: 0.2476, loss: 0.7451 2022-09-30 19:22:26,644 - mmdet - INFO - Epoch [5][2250/7330] lr: 1.000e-04, eta: 5:02:20, time: 0.324, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0377, loss_rpn_bbox: 0.0427, loss_cls: 0.2161, acc: 92.5232, loss_bbox: 0.2348, loss_mask: 0.2462, loss: 0.7775 2022-09-30 19:22:42,768 - mmdet - INFO - Epoch [5][2300/7330] lr: 1.000e-04, eta: 5:02:04, time: 0.323, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0376, loss_rpn_bbox: 0.0421, loss_cls: 0.2037, acc: 92.9765, loss_bbox: 0.2244, loss_mask: 0.2442, loss: 0.7520 2022-09-30 19:22:58,452 - mmdet - INFO - Epoch [5][2350/7330] lr: 1.000e-04, eta: 5:01:47, time: 0.314, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0400, loss_cls: 0.1986, acc: 93.2954, loss_bbox: 0.2171, loss_mask: 0.2458, loss: 0.7378 2022-09-30 19:23:14,649 - mmdet - INFO - Epoch [5][2400/7330] lr: 1.000e-04, eta: 5:01:32, time: 0.324, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0365, loss_rpn_bbox: 0.0434, loss_cls: 0.2177, acc: 92.6228, loss_bbox: 0.2310, loss_mask: 0.2533, loss: 0.7818 2022-09-30 19:23:31,083 - mmdet - INFO - Epoch [5][2450/7330] lr: 1.000e-04, eta: 5:01:16, time: 0.329, data_time: 0.024, memory: 15142, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0456, loss_cls: 0.2178, acc: 92.3635, loss_bbox: 0.2484, loss_mask: 0.2598, loss: 0.8089 2022-09-30 19:23:47,277 - mmdet - INFO - Epoch [5][2500/7330] lr: 1.000e-04, eta: 5:01:00, time: 0.324, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0392, loss_rpn_bbox: 0.0455, loss_cls: 0.2134, acc: 92.6023, loss_bbox: 0.2398, loss_mask: 0.2566, loss: 0.7945 2022-09-30 19:24:03,364 - mmdet - INFO - Epoch [5][2550/7330] lr: 1.000e-04, eta: 5:00:44, time: 0.322, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0427, loss_cls: 0.2054, acc: 92.9083, loss_bbox: 0.2324, loss_mask: 0.2485, loss: 0.7648 2022-09-30 19:24:19,768 - mmdet - INFO - Epoch [5][2600/7330] lr: 1.000e-04, eta: 5:00:29, time: 0.328, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0350, loss_rpn_bbox: 0.0446, loss_cls: 0.2092, acc: 92.8262, loss_bbox: 0.2364, loss_mask: 0.2572, loss: 0.7825 2022-09-30 19:24:35,633 - mmdet - INFO - Epoch [5][2650/7330] lr: 1.000e-04, eta: 5:00:12, time: 0.317, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0423, loss_cls: 0.2073, acc: 92.9605, loss_bbox: 0.2327, loss_mask: 0.2537, loss: 0.7743 2022-09-30 19:24:51,822 - mmdet - INFO - Epoch [5][2700/7330] lr: 1.000e-04, eta: 4:59:56, time: 0.324, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0458, loss_cls: 0.2173, acc: 92.4516, loss_bbox: 0.2366, loss_mask: 0.2469, loss: 0.7841 2022-09-30 19:25:07,853 - mmdet - INFO - Epoch [5][2750/7330] lr: 1.000e-04, eta: 4:59:40, time: 0.321, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0466, loss_cls: 0.2211, acc: 92.6223, loss_bbox: 0.2374, loss_mask: 0.2566, loss: 0.8007 2022-09-30 19:25:23,999 - mmdet - INFO - Epoch [5][2800/7330] lr: 1.000e-04, eta: 4:59:24, time: 0.323, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0366, loss_rpn_bbox: 0.0424, loss_cls: 0.2027, acc: 93.1289, loss_bbox: 0.2231, loss_mask: 0.2431, loss: 0.7479 2022-09-30 19:25:40,317 - mmdet - INFO - Epoch [5][2850/7330] lr: 1.000e-04, eta: 4:59:08, time: 0.326, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0437, loss_cls: 0.2134, acc: 92.7610, loss_bbox: 0.2361, loss_mask: 0.2501, loss: 0.7803 2022-09-30 19:25:56,729 - mmdet - INFO - Epoch [5][2900/7330] lr: 1.000e-04, eta: 4:58:53, time: 0.328, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0392, loss_rpn_bbox: 0.0433, loss_cls: 0.2153, acc: 92.8389, loss_bbox: 0.2334, loss_mask: 0.2490, loss: 0.7803 2022-09-30 19:26:12,725 - mmdet - INFO - Epoch [5][2950/7330] lr: 1.000e-04, eta: 4:58:37, time: 0.320, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0415, loss_cls: 0.2042, acc: 93.0559, loss_bbox: 0.2285, loss_mask: 0.2487, loss: 0.7602 2022-09-30 19:26:28,469 - mmdet - INFO - Epoch [5][3000/7330] lr: 1.000e-04, eta: 4:58:20, time: 0.315, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0380, loss_rpn_bbox: 0.0429, loss_cls: 0.2035, acc: 93.1855, loss_bbox: 0.2210, loss_mask: 0.2457, loss: 0.7510 2022-09-30 19:26:44,394 - mmdet - INFO - Epoch [5][3050/7330] lr: 1.000e-04, eta: 4:58:03, time: 0.318, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0402, loss_rpn_bbox: 0.0457, loss_cls: 0.2171, acc: 92.6897, loss_bbox: 0.2388, loss_mask: 0.2524, loss: 0.7941 2022-09-30 19:27:00,410 - mmdet - INFO - Epoch [5][3100/7330] lr: 1.000e-04, eta: 4:57:47, time: 0.320, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0430, loss_cls: 0.2082, acc: 92.9636, loss_bbox: 0.2257, loss_mask: 0.2494, loss: 0.7629 2022-09-30 19:27:16,463 - mmdet - INFO - Epoch [5][3150/7330] lr: 1.000e-04, eta: 4:57:31, time: 0.321, data_time: 0.015, memory: 15142, loss_rpn_cls: 0.0378, loss_rpn_bbox: 0.0446, loss_cls: 0.2166, acc: 92.5549, loss_bbox: 0.2405, loss_mask: 0.2581, loss: 0.7976 2022-09-30 19:27:32,829 - mmdet - INFO - Epoch [5][3200/7330] lr: 1.000e-04, eta: 4:57:16, time: 0.327, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0442, loss_cls: 0.2064, acc: 92.9858, loss_bbox: 0.2285, loss_mask: 0.2594, loss: 0.7738 2022-09-30 19:27:49,000 - mmdet - INFO - Epoch [5][3250/7330] lr: 1.000e-04, eta: 4:57:00, time: 0.323, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0383, loss_rpn_bbox: 0.0427, loss_cls: 0.2090, acc: 92.8088, loss_bbox: 0.2273, loss_mask: 0.2472, loss: 0.7646 2022-09-30 19:28:05,032 - mmdet - INFO - Epoch [5][3300/7330] lr: 1.000e-04, eta: 4:56:43, time: 0.321, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0429, loss_cls: 0.2075, acc: 92.8296, loss_bbox: 0.2281, loss_mask: 0.2467, loss: 0.7593 2022-09-30 19:28:21,156 - mmdet - INFO - Epoch [5][3350/7330] lr: 1.000e-04, eta: 4:56:27, time: 0.322, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0432, loss_cls: 0.2104, acc: 92.8181, loss_bbox: 0.2305, loss_mask: 0.2488, loss: 0.7687 2022-09-30 19:28:36,992 - mmdet - INFO - Epoch [5][3400/7330] lr: 1.000e-04, eta: 4:56:11, time: 0.317, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0401, loss_rpn_bbox: 0.0436, loss_cls: 0.2067, acc: 92.8567, loss_bbox: 0.2289, loss_mask: 0.2458, loss: 0.7652 2022-09-30 19:28:52,944 - mmdet - INFO - Epoch [5][3450/7330] lr: 1.000e-04, eta: 4:55:55, time: 0.319, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0440, loss_cls: 0.2029, acc: 92.9861, loss_bbox: 0.2321, loss_mask: 0.2541, loss: 0.7715 2022-09-30 19:29:09,047 - mmdet - INFO - Epoch [5][3500/7330] lr: 1.000e-04, eta: 4:55:39, time: 0.322, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0433, loss_cls: 0.2098, acc: 92.9197, loss_bbox: 0.2288, loss_mask: 0.2470, loss: 0.7657 2022-09-30 19:29:24,923 - mmdet - INFO - Epoch [5][3550/7330] lr: 1.000e-04, eta: 4:55:22, time: 0.317, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0383, loss_rpn_bbox: 0.0426, loss_cls: 0.1993, acc: 93.2061, loss_bbox: 0.2207, loss_mask: 0.2453, loss: 0.7462 2022-09-30 19:29:41,017 - mmdet - INFO - Epoch [5][3600/7330] lr: 1.000e-04, eta: 4:55:06, time: 0.322, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0397, loss_rpn_bbox: 0.0459, loss_cls: 0.2208, acc: 92.4150, loss_bbox: 0.2434, loss_mask: 0.2556, loss: 0.8054 2022-09-30 19:29:57,074 - mmdet - INFO - Epoch [5][3650/7330] lr: 1.000e-04, eta: 4:54:50, time: 0.321, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0458, loss_cls: 0.2119, acc: 92.7200, loss_bbox: 0.2400, loss_mask: 0.2538, loss: 0.7876 2022-09-30 19:30:13,090 - mmdet - INFO - Epoch [5][3700/7330] lr: 1.000e-04, eta: 4:54:34, time: 0.320, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0366, loss_rpn_bbox: 0.0432, loss_cls: 0.2190, acc: 92.6392, loss_bbox: 0.2383, loss_mask: 0.2515, loss: 0.7885 2022-09-30 19:30:29,176 - mmdet - INFO - Epoch [5][3750/7330] lr: 1.000e-04, eta: 4:54:18, time: 0.322, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0369, loss_rpn_bbox: 0.0435, loss_cls: 0.2169, acc: 92.6257, loss_bbox: 0.2357, loss_mask: 0.2466, loss: 0.7796 2022-09-30 19:30:45,487 - mmdet - INFO - Epoch [5][3800/7330] lr: 1.000e-04, eta: 4:54:02, time: 0.326, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0423, loss_cls: 0.2108, acc: 92.8079, loss_bbox: 0.2326, loss_mask: 0.2434, loss: 0.7643 2022-09-30 19:31:01,384 - mmdet - INFO - Epoch [5][3850/7330] lr: 1.000e-04, eta: 4:53:45, time: 0.318, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0415, loss_rpn_bbox: 0.0439, loss_cls: 0.2175, acc: 92.4429, loss_bbox: 0.2413, loss_mask: 0.2507, loss: 0.7948 2022-09-30 19:31:17,775 - mmdet - INFO - Epoch [5][3900/7330] lr: 1.000e-04, eta: 4:53:30, time: 0.328, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0382, loss_rpn_bbox: 0.0435, loss_cls: 0.2109, acc: 92.6594, loss_bbox: 0.2334, loss_mask: 0.2494, loss: 0.7754 2022-09-30 19:31:34,015 - mmdet - INFO - Epoch [5][3950/7330] lr: 1.000e-04, eta: 4:53:14, time: 0.325, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0415, loss_rpn_bbox: 0.0481, loss_cls: 0.2224, acc: 92.6077, loss_bbox: 0.2368, loss_mask: 0.2485, loss: 0.7973 2022-09-30 19:31:50,106 - mmdet - INFO - Epoch [5][4000/7330] lr: 1.000e-04, eta: 4:52:58, time: 0.322, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0447, loss_cls: 0.2110, acc: 92.8494, loss_bbox: 0.2330, loss_mask: 0.2567, loss: 0.7827 2022-09-30 19:32:05,989 - mmdet - INFO - Epoch [5][4050/7330] lr: 1.000e-04, eta: 4:52:42, time: 0.318, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0380, loss_rpn_bbox: 0.0425, loss_cls: 0.2048, acc: 92.9712, loss_bbox: 0.2224, loss_mask: 0.2514, loss: 0.7591 2022-09-30 19:32:21,615 - mmdet - INFO - Epoch [5][4100/7330] lr: 1.000e-04, eta: 4:52:25, time: 0.313, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0391, loss_cls: 0.2012, acc: 93.1228, loss_bbox: 0.2209, loss_mask: 0.2448, loss: 0.7408 2022-09-30 19:32:37,673 - mmdet - INFO - Epoch [5][4150/7330] lr: 1.000e-04, eta: 4:52:09, time: 0.321, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0412, loss_cls: 0.2170, acc: 92.6555, loss_bbox: 0.2331, loss_mask: 0.2527, loss: 0.7821 2022-09-30 19:32:53,736 - mmdet - INFO - Epoch [5][4200/7330] lr: 1.000e-04, eta: 4:51:52, time: 0.321, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0437, loss_cls: 0.2072, acc: 93.0085, loss_bbox: 0.2283, loss_mask: 0.2482, loss: 0.7653 2022-09-30 19:33:09,807 - mmdet - INFO - Epoch [5][4250/7330] lr: 1.000e-04, eta: 4:51:36, time: 0.321, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0401, loss_cls: 0.2020, acc: 93.1589, loss_bbox: 0.2223, loss_mask: 0.2449, loss: 0.7433 2022-09-30 19:33:25,739 - mmdet - INFO - Epoch [5][4300/7330] lr: 1.000e-04, eta: 4:51:20, time: 0.319, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0369, loss_rpn_bbox: 0.0431, loss_cls: 0.2091, acc: 92.8515, loss_bbox: 0.2263, loss_mask: 0.2485, loss: 0.7639 2022-09-30 19:33:41,617 - mmdet - INFO - Epoch [5][4350/7330] lr: 1.000e-04, eta: 4:51:04, time: 0.317, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0425, loss_rpn_bbox: 0.0436, loss_cls: 0.2069, acc: 92.8220, loss_bbox: 0.2295, loss_mask: 0.2461, loss: 0.7687 2022-09-30 19:33:57,500 - mmdet - INFO - Epoch [5][4400/7330] lr: 1.000e-04, eta: 4:50:47, time: 0.318, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0428, loss_cls: 0.2017, acc: 93.1367, loss_bbox: 0.2188, loss_mask: 0.2441, loss: 0.7420 2022-09-30 19:34:13,217 - mmdet - INFO - Epoch [5][4450/7330] lr: 1.000e-04, eta: 4:50:31, time: 0.314, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0427, loss_cls: 0.2062, acc: 92.8911, loss_bbox: 0.2336, loss_mask: 0.2462, loss: 0.7654 2022-09-30 19:34:29,422 - mmdet - INFO - Epoch [5][4500/7330] lr: 1.000e-04, eta: 4:50:15, time: 0.324, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0428, loss_cls: 0.2051, acc: 92.9262, loss_bbox: 0.2281, loss_mask: 0.2452, loss: 0.7570 2022-09-30 19:34:45,244 - mmdet - INFO - Epoch [5][4550/7330] lr: 1.000e-04, eta: 4:49:58, time: 0.316, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0382, loss_rpn_bbox: 0.0395, loss_cls: 0.2086, acc: 93.0747, loss_bbox: 0.2222, loss_mask: 0.2471, loss: 0.7558 2022-09-30 19:35:01,509 - mmdet - INFO - Epoch [5][4600/7330] lr: 1.000e-04, eta: 4:49:42, time: 0.325, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0378, loss_rpn_bbox: 0.0451, loss_cls: 0.2195, acc: 92.5343, loss_bbox: 0.2390, loss_mask: 0.2492, loss: 0.7906 2022-09-30 19:35:17,723 - mmdet - INFO - Epoch [5][4650/7330] lr: 1.000e-04, eta: 4:49:26, time: 0.324, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0419, loss_cls: 0.2071, acc: 92.8486, loss_bbox: 0.2333, loss_mask: 0.2448, loss: 0.7618 2022-09-30 19:35:33,326 - mmdet - INFO - Epoch [5][4700/7330] lr: 1.000e-04, eta: 4:49:10, time: 0.312, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0403, loss_cls: 0.2077, acc: 92.9609, loss_bbox: 0.2223, loss_mask: 0.2517, loss: 0.7577 2022-09-30 19:35:49,538 - mmdet - INFO - Epoch [5][4750/7330] lr: 1.000e-04, eta: 4:48:54, time: 0.324, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0369, loss_rpn_bbox: 0.0443, loss_cls: 0.2167, acc: 92.5496, loss_bbox: 0.2357, loss_mask: 0.2439, loss: 0.7774 2022-09-30 19:36:05,439 - mmdet - INFO - Epoch [5][4800/7330] lr: 1.000e-04, eta: 4:48:37, time: 0.318, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0390, loss_cls: 0.1961, acc: 93.4072, loss_bbox: 0.2159, loss_mask: 0.2437, loss: 0.7274 2022-09-30 19:36:21,500 - mmdet - INFO - Epoch [5][4850/7330] lr: 1.000e-04, eta: 4:48:21, time: 0.321, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0424, loss_cls: 0.2151, acc: 92.7878, loss_bbox: 0.2313, loss_mask: 0.2473, loss: 0.7732 2022-09-30 19:36:37,668 - mmdet - INFO - Epoch [5][4900/7330] lr: 1.000e-04, eta: 4:48:05, time: 0.323, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0410, loss_rpn_bbox: 0.0456, loss_cls: 0.2173, acc: 92.6384, loss_bbox: 0.2358, loss_mask: 0.2550, loss: 0.7948 2022-09-30 19:36:53,819 - mmdet - INFO - Epoch [5][4950/7330] lr: 1.000e-04, eta: 4:47:49, time: 0.323, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0425, loss_cls: 0.2030, acc: 93.0586, loss_bbox: 0.2280, loss_mask: 0.2516, loss: 0.7620 2022-09-30 19:37:10,289 - mmdet - INFO - Epoch [5][5000/7330] lr: 1.000e-04, eta: 4:47:34, time: 0.329, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0447, loss_cls: 0.2153, acc: 92.5566, loss_bbox: 0.2384, loss_mask: 0.2484, loss: 0.7842 2022-09-30 19:37:25,954 - mmdet - INFO - Epoch [5][5050/7330] lr: 1.000e-04, eta: 4:47:17, time: 0.313, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0365, loss_rpn_bbox: 0.0418, loss_cls: 0.2146, acc: 92.7515, loss_bbox: 0.2258, loss_mask: 0.2475, loss: 0.7662 2022-09-30 19:37:41,872 - mmdet - INFO - Epoch [5][5100/7330] lr: 1.000e-04, eta: 4:47:01, time: 0.318, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0406, loss_rpn_bbox: 0.0442, loss_cls: 0.2214, acc: 92.4958, loss_bbox: 0.2373, loss_mask: 0.2518, loss: 0.7953 2022-09-30 19:37:58,029 - mmdet - INFO - Epoch [5][5150/7330] lr: 1.000e-04, eta: 4:46:45, time: 0.323, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0428, loss_cls: 0.2111, acc: 93.0435, loss_bbox: 0.2226, loss_mask: 0.2479, loss: 0.7613 2022-09-30 19:38:13,952 - mmdet - INFO - Epoch [5][5200/7330] lr: 1.000e-04, eta: 4:46:29, time: 0.318, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0391, loss_rpn_bbox: 0.0450, loss_cls: 0.2196, acc: 92.5698, loss_bbox: 0.2388, loss_mask: 0.2552, loss: 0.7977 2022-09-30 19:38:30,207 - mmdet - INFO - Epoch [5][5250/7330] lr: 1.000e-04, eta: 4:46:13, time: 0.325, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0413, loss_cls: 0.2120, acc: 92.8696, loss_bbox: 0.2311, loss_mask: 0.2467, loss: 0.7670 2022-09-30 19:38:46,320 - mmdet - INFO - Epoch [5][5300/7330] lr: 1.000e-04, eta: 4:45:57, time: 0.322, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0402, loss_cls: 0.2049, acc: 93.1475, loss_bbox: 0.2204, loss_mask: 0.2466, loss: 0.7479 2022-09-30 19:39:02,523 - mmdet - INFO - Epoch [5][5350/7330] lr: 1.000e-04, eta: 4:45:41, time: 0.324, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0448, loss_cls: 0.2224, acc: 92.4341, loss_bbox: 0.2389, loss_mask: 0.2489, loss: 0.7931 2022-09-30 19:39:18,553 - mmdet - INFO - Epoch [5][5400/7330] lr: 1.000e-04, eta: 4:45:25, time: 0.321, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0418, loss_cls: 0.2001, acc: 93.2651, loss_bbox: 0.2183, loss_mask: 0.2357, loss: 0.7302 2022-09-30 19:39:34,347 - mmdet - INFO - Epoch [5][5450/7330] lr: 1.000e-04, eta: 4:45:08, time: 0.316, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0369, loss_rpn_bbox: 0.0413, loss_cls: 0.2126, acc: 92.8347, loss_bbox: 0.2330, loss_mask: 0.2517, loss: 0.7756 2022-09-30 19:39:50,595 - mmdet - INFO - Epoch [5][5500/7330] lr: 1.000e-04, eta: 4:44:52, time: 0.325, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0382, loss_rpn_bbox: 0.0452, loss_cls: 0.2132, acc: 92.8120, loss_bbox: 0.2282, loss_mask: 0.2551, loss: 0.7799 2022-09-30 19:40:06,672 - mmdet - INFO - Epoch [5][5550/7330] lr: 1.000e-04, eta: 4:44:36, time: 0.322, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0415, loss_cls: 0.2110, acc: 92.9700, loss_bbox: 0.2272, loss_mask: 0.2496, loss: 0.7655 2022-09-30 19:40:22,666 - mmdet - INFO - Epoch [5][5600/7330] lr: 1.000e-04, eta: 4:44:20, time: 0.320, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0445, loss_cls: 0.2137, acc: 92.6587, loss_bbox: 0.2387, loss_mask: 0.2463, loss: 0.7794 2022-09-30 19:40:38,348 - mmdet - INFO - Epoch [5][5650/7330] lr: 1.000e-04, eta: 4:44:03, time: 0.314, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0412, loss_cls: 0.2198, acc: 92.6557, loss_bbox: 0.2346, loss_mask: 0.2526, loss: 0.7836 2022-09-30 19:40:54,579 - mmdet - INFO - Epoch [5][5700/7330] lr: 1.000e-04, eta: 4:43:47, time: 0.325, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0452, loss_cls: 0.2169, acc: 92.5296, loss_bbox: 0.2372, loss_mask: 0.2525, loss: 0.7906 2022-09-30 19:41:10,806 - mmdet - INFO - Epoch [5][5750/7330] lr: 1.000e-04, eta: 4:43:32, time: 0.325, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0426, loss_cls: 0.2068, acc: 92.8863, loss_bbox: 0.2282, loss_mask: 0.2514, loss: 0.7653 2022-09-30 19:41:26,861 - mmdet - INFO - Epoch [5][5800/7330] lr: 1.000e-04, eta: 4:43:15, time: 0.321, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0442, loss_cls: 0.2189, acc: 92.6256, loss_bbox: 0.2402, loss_mask: 0.2493, loss: 0.7881 2022-09-30 19:41:43,033 - mmdet - INFO - Epoch [5][5850/7330] lr: 1.000e-04, eta: 4:42:59, time: 0.323, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0448, loss_cls: 0.2139, acc: 92.7043, loss_bbox: 0.2274, loss_mask: 0.2501, loss: 0.7755 2022-09-30 19:41:59,105 - mmdet - INFO - Epoch [5][5900/7330] lr: 1.000e-04, eta: 4:42:43, time: 0.321, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0428, loss_cls: 0.2041, acc: 93.0864, loss_bbox: 0.2242, loss_mask: 0.2412, loss: 0.7491 2022-09-30 19:42:15,427 - mmdet - INFO - Epoch [5][5950/7330] lr: 1.000e-04, eta: 4:42:28, time: 0.326, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0448, loss_cls: 0.2115, acc: 92.8748, loss_bbox: 0.2311, loss_mask: 0.2505, loss: 0.7745 2022-09-30 19:42:31,472 - mmdet - INFO - Epoch [5][6000/7330] lr: 1.000e-04, eta: 4:42:11, time: 0.321, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0423, loss_cls: 0.2069, acc: 92.9392, loss_bbox: 0.2262, loss_mask: 0.2456, loss: 0.7566 2022-09-30 19:42:47,694 - mmdet - INFO - Epoch [5][6050/7330] lr: 1.000e-04, eta: 4:41:56, time: 0.324, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0403, loss_rpn_bbox: 0.0456, loss_cls: 0.2119, acc: 92.7985, loss_bbox: 0.2332, loss_mask: 0.2519, loss: 0.7830 2022-09-30 19:43:03,742 - mmdet - INFO - Epoch [5][6100/7330] lr: 1.000e-04, eta: 4:41:39, time: 0.321, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0445, loss_cls: 0.2139, acc: 92.7358, loss_bbox: 0.2281, loss_mask: 0.2503, loss: 0.7751 2022-09-30 19:43:19,852 - mmdet - INFO - Epoch [5][6150/7330] lr: 1.000e-04, eta: 4:41:23, time: 0.322, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0430, loss_cls: 0.2076, acc: 92.9121, loss_bbox: 0.2278, loss_mask: 0.2505, loss: 0.7652 2022-09-30 19:43:36,051 - mmdet - INFO - Epoch [5][6200/7330] lr: 1.000e-04, eta: 4:41:08, time: 0.324, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0383, loss_rpn_bbox: 0.0458, loss_cls: 0.2170, acc: 92.4170, loss_bbox: 0.2407, loss_mask: 0.2553, loss: 0.7971 2022-09-30 19:43:51,816 - mmdet - INFO - Epoch [5][6250/7330] lr: 1.000e-04, eta: 4:40:51, time: 0.315, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0398, loss_rpn_bbox: 0.0421, loss_cls: 0.2099, acc: 92.9048, loss_bbox: 0.2294, loss_mask: 0.2467, loss: 0.7680 2022-09-30 19:44:08,072 - mmdet - INFO - Epoch [5][6300/7330] lr: 1.000e-04, eta: 4:40:35, time: 0.325, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0430, loss_cls: 0.2032, acc: 93.0769, loss_bbox: 0.2261, loss_mask: 0.2480, loss: 0.7562 2022-09-30 19:44:24,229 - mmdet - INFO - Epoch [5][6350/7330] lr: 1.000e-04, eta: 4:40:19, time: 0.323, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0403, loss_rpn_bbox: 0.0442, loss_cls: 0.2084, acc: 92.7849, loss_bbox: 0.2336, loss_mask: 0.2513, loss: 0.7777 2022-09-30 19:44:40,262 - mmdet - INFO - Epoch [5][6400/7330] lr: 1.000e-04, eta: 4:40:03, time: 0.321, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0366, loss_rpn_bbox: 0.0436, loss_cls: 0.2089, acc: 92.8101, loss_bbox: 0.2341, loss_mask: 0.2492, loss: 0.7724 2022-09-30 19:44:56,018 - mmdet - INFO - Epoch [5][6450/7330] lr: 1.000e-04, eta: 4:39:46, time: 0.315, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0422, loss_cls: 0.2108, acc: 92.8940, loss_bbox: 0.2314, loss_mask: 0.2492, loss: 0.7726 2022-09-30 19:45:12,169 - mmdet - INFO - Epoch [5][6500/7330] lr: 1.000e-04, eta: 4:39:30, time: 0.323, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0431, loss_cls: 0.2059, acc: 92.9854, loss_bbox: 0.2270, loss_mask: 0.2512, loss: 0.7647 2022-09-30 19:45:28,582 - mmdet - INFO - Epoch [5][6550/7330] lr: 1.000e-04, eta: 4:39:15, time: 0.328, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0439, loss_cls: 0.2101, acc: 92.7866, loss_bbox: 0.2302, loss_mask: 0.2473, loss: 0.7709 2022-09-30 19:45:44,545 - mmdet - INFO - Epoch [5][6600/7330] lr: 1.000e-04, eta: 4:38:59, time: 0.319, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0406, loss_cls: 0.2112, acc: 92.8025, loss_bbox: 0.2300, loss_mask: 0.2488, loss: 0.7654 2022-09-30 19:46:00,803 - mmdet - INFO - Epoch [5][6650/7330] lr: 1.000e-04, eta: 4:38:43, time: 0.325, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0432, loss_cls: 0.2107, acc: 92.8123, loss_bbox: 0.2292, loss_mask: 0.2438, loss: 0.7620 2022-09-30 19:46:16,631 - mmdet - INFO - Epoch [5][6700/7330] lr: 1.000e-04, eta: 4:38:26, time: 0.317, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0444, loss_cls: 0.2014, acc: 93.0549, loss_bbox: 0.2262, loss_mask: 0.2468, loss: 0.7557 2022-09-30 19:46:32,514 - mmdet - INFO - Epoch [5][6750/7330] lr: 1.000e-04, eta: 4:38:10, time: 0.318, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0409, loss_cls: 0.2123, acc: 92.7336, loss_bbox: 0.2309, loss_mask: 0.2500, loss: 0.7693 2022-09-30 19:46:48,462 - mmdet - INFO - Epoch [5][6800/7330] lr: 1.000e-04, eta: 4:37:54, time: 0.319, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0431, loss_cls: 0.2161, acc: 92.7439, loss_bbox: 0.2293, loss_mask: 0.2479, loss: 0.7736 2022-09-30 19:47:04,591 - mmdet - INFO - Epoch [5][6850/7330] lr: 1.000e-04, eta: 4:37:38, time: 0.323, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0411, loss_cls: 0.2094, acc: 92.9006, loss_bbox: 0.2292, loss_mask: 0.2486, loss: 0.7647 2022-09-30 19:47:20,826 - mmdet - INFO - Epoch [5][6900/7330] lr: 1.000e-04, eta: 4:37:22, time: 0.325, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0380, loss_rpn_bbox: 0.0439, loss_cls: 0.2133, acc: 92.5710, loss_bbox: 0.2389, loss_mask: 0.2500, loss: 0.7841 2022-09-30 19:47:36,771 - mmdet - INFO - Epoch [5][6950/7330] lr: 1.000e-04, eta: 4:37:06, time: 0.319, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0422, loss_cls: 0.2192, acc: 92.4783, loss_bbox: 0.2396, loss_mask: 0.2534, loss: 0.7885 2022-09-30 19:47:52,864 - mmdet - INFO - Epoch [5][7000/7330] lr: 1.000e-04, eta: 4:36:49, time: 0.322, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0377, loss_rpn_bbox: 0.0431, loss_cls: 0.2209, acc: 92.5459, loss_bbox: 0.2353, loss_mask: 0.2444, loss: 0.7815 2022-09-30 19:48:08,990 - mmdet - INFO - Epoch [5][7050/7330] lr: 1.000e-04, eta: 4:36:33, time: 0.323, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0434, loss_cls: 0.2103, acc: 92.8467, loss_bbox: 0.2268, loss_mask: 0.2471, loss: 0.7638 2022-09-30 19:48:24,752 - mmdet - INFO - Epoch [5][7100/7330] lr: 1.000e-04, eta: 4:36:17, time: 0.315, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0436, loss_cls: 0.2165, acc: 92.6560, loss_bbox: 0.2342, loss_mask: 0.2481, loss: 0.7795 2022-09-30 19:48:40,642 - mmdet - INFO - Epoch [5][7150/7330] lr: 1.000e-04, eta: 4:36:01, time: 0.318, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0413, loss_cls: 0.2025, acc: 93.1199, loss_bbox: 0.2223, loss_mask: 0.2471, loss: 0.7488 2022-09-30 19:48:56,493 - mmdet - INFO - Epoch [5][7200/7330] lr: 1.000e-04, eta: 4:35:44, time: 0.317, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0387, loss_rpn_bbox: 0.0415, loss_cls: 0.2094, acc: 92.8513, loss_bbox: 0.2244, loss_mask: 0.2443, loss: 0.7584 2022-09-30 19:49:12,441 - mmdet - INFO - Epoch [5][7250/7330] lr: 1.000e-04, eta: 4:35:28, time: 0.319, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0433, loss_cls: 0.2053, acc: 92.9961, loss_bbox: 0.2280, loss_mask: 0.2527, loss: 0.7678 2022-09-30 19:49:28,544 - mmdet - INFO - Epoch [5][7300/7330] lr: 1.000e-04, eta: 4:35:12, time: 0.322, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0377, loss_rpn_bbox: 0.0426, loss_cls: 0.2029, acc: 93.0410, loss_bbox: 0.2260, loss_mask: 0.2461, loss: 0.7553 2022-09-30 19:49:38,523 - mmdet - INFO - Saving checkpoint at 5 epochs 2022-09-30 19:50:34,136 - mmdet - INFO - Evaluating bbox... 2022-09-30 19:51:04,165 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.415 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.634 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.457 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.256 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.454 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.542 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.556 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.556 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.556 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.368 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.597 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.703 2022-09-30 19:51:04,165 - mmdet - INFO - Evaluating segm... 2022-09-30 19:51:36,866 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.372 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.597 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.398 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.186 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.403 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.551 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.503 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.503 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.503 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.308 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.546 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.670 2022-09-30 19:51:37,369 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_swin-s_1x_coco/best_bbox_mAP_epoch_4.pth was removed 2022-09-30 19:51:38,851 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_5.pth. 2022-09-30 19:51:38,852 - mmdet - INFO - Best bbox_mAP is 0.4150 at 5 epoch. 2022-09-30 19:51:38,852 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 19:51:38,852 - mmdet - INFO - Epoch(val) [5][625] bbox_mAP: 0.4150, bbox_mAP_50: 0.6340, bbox_mAP_75: 0.4570, bbox_mAP_s: 0.2560, bbox_mAP_m: 0.4540, bbox_mAP_l: 0.5420, bbox_mAP_copypaste: 0.415 0.634 0.457 0.256 0.454 0.542, segm_mAP: 0.3720, segm_mAP_50: 0.5970, segm_mAP_75: 0.3980, segm_mAP_s: 0.1860, segm_mAP_m: 0.4030, segm_mAP_l: 0.5510, segm_mAP_copypaste: 0.372 0.597 0.398 0.186 0.403 0.551 2022-09-30 19:51:58,086 - mmdet - INFO - Epoch [6][50/7330] lr: 1.000e-04, eta: 4:34:37, time: 0.384, data_time: 0.078, memory: 15142, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0410, loss_cls: 0.2058, acc: 92.8879, loss_bbox: 0.2253, loss_mask: 0.2416, loss: 0.7497 2022-09-30 19:52:14,708 - mmdet - INFO - Epoch [6][100/7330] lr: 1.000e-04, eta: 4:34:22, time: 0.332, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0385, loss_rpn_bbox: 0.0451, loss_cls: 0.2146, acc: 92.7405, loss_bbox: 0.2347, loss_mask: 0.2534, loss: 0.7864 2022-09-30 19:52:31,257 - mmdet - INFO - Epoch [6][150/7330] lr: 1.000e-04, eta: 4:34:06, time: 0.331, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0374, loss_rpn_bbox: 0.0438, loss_cls: 0.2134, acc: 92.7659, loss_bbox: 0.2332, loss_mask: 0.2481, loss: 0.7759 2022-09-30 19:52:47,952 - mmdet - INFO - Epoch [6][200/7330] lr: 1.000e-04, eta: 4:33:51, time: 0.334, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0392, loss_rpn_bbox: 0.0430, loss_cls: 0.1979, acc: 93.2394, loss_bbox: 0.2248, loss_mask: 0.2502, loss: 0.7551 2022-09-30 19:53:04,104 - mmdet - INFO - Epoch [6][250/7330] lr: 1.000e-04, eta: 4:33:35, time: 0.323, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0423, loss_cls: 0.2044, acc: 92.9587, loss_bbox: 0.2287, loss_mask: 0.2450, loss: 0.7567 2022-09-30 19:53:20,486 - mmdet - INFO - Epoch [6][300/7330] lr: 1.000e-04, eta: 4:33:19, time: 0.328, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0411, loss_cls: 0.2059, acc: 92.8835, loss_bbox: 0.2287, loss_mask: 0.2466, loss: 0.7567 2022-09-30 19:53:36,707 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 19:53:36,707 - mmdet - INFO - Epoch [6][350/7330] lr: 1.000e-04, eta: 4:33:04, time: 0.324, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0411, loss_cls: 0.2018, acc: 93.0528, loss_bbox: 0.2282, loss_mask: 0.2383, loss: 0.7432 2022-09-30 19:53:53,444 - mmdet - INFO - Epoch [6][400/7330] lr: 1.000e-04, eta: 4:32:48, time: 0.335, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0424, loss_cls: 0.2017, acc: 93.0647, loss_bbox: 0.2233, loss_mask: 0.2429, loss: 0.7462 2022-09-30 19:54:09,853 - mmdet - INFO - Epoch [6][450/7330] lr: 1.000e-04, eta: 4:32:33, time: 0.328, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0437, loss_cls: 0.2076, acc: 92.7834, loss_bbox: 0.2302, loss_mask: 0.2491, loss: 0.7663 2022-09-30 19:54:25,681 - mmdet - INFO - Epoch [6][500/7330] lr: 1.000e-04, eta: 4:32:16, time: 0.317, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0404, loss_cls: 0.1967, acc: 93.2583, loss_bbox: 0.2209, loss_mask: 0.2482, loss: 0.7397 2022-09-30 19:54:41,856 - mmdet - INFO - Epoch [6][550/7330] lr: 1.000e-04, eta: 4:32:00, time: 0.323, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0322, loss_rpn_bbox: 0.0418, loss_cls: 0.1949, acc: 93.1289, loss_bbox: 0.2282, loss_mask: 0.2435, loss: 0.7404 2022-09-30 19:54:58,054 - mmdet - INFO - Epoch [6][600/7330] lr: 1.000e-04, eta: 4:31:44, time: 0.324, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0436, loss_cls: 0.2076, acc: 92.9573, loss_bbox: 0.2292, loss_mask: 0.2509, loss: 0.7681 2022-09-30 19:55:14,020 - mmdet - INFO - Epoch [6][650/7330] lr: 1.000e-04, eta: 4:31:28, time: 0.319, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0426, loss_cls: 0.2065, acc: 92.9260, loss_bbox: 0.2274, loss_mask: 0.2455, loss: 0.7583 2022-09-30 19:55:30,645 - mmdet - INFO - Epoch [6][700/7330] lr: 1.000e-04, eta: 4:31:13, time: 0.332, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0439, loss_cls: 0.2076, acc: 92.7185, loss_bbox: 0.2348, loss_mask: 0.2479, loss: 0.7698 2022-09-30 19:55:47,160 - mmdet - INFO - Epoch [6][750/7330] lr: 1.000e-04, eta: 4:30:57, time: 0.330, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0452, loss_cls: 0.2053, acc: 92.9980, loss_bbox: 0.2304, loss_mask: 0.2525, loss: 0.7705 2022-09-30 19:56:03,428 - mmdet - INFO - Epoch [6][800/7330] lr: 1.000e-04, eta: 4:30:42, time: 0.325, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0372, loss_rpn_bbox: 0.0426, loss_cls: 0.2118, acc: 92.8872, loss_bbox: 0.2307, loss_mask: 0.2445, loss: 0.7669 2022-09-30 19:56:19,412 - mmdet - INFO - Epoch [6][850/7330] lr: 1.000e-04, eta: 4:30:25, time: 0.320, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0389, loss_cls: 0.1913, acc: 93.3540, loss_bbox: 0.2198, loss_mask: 0.2396, loss: 0.7242 2022-09-30 19:56:35,715 - mmdet - INFO - Epoch [6][900/7330] lr: 1.000e-04, eta: 4:30:10, time: 0.326, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0444, loss_cls: 0.2041, acc: 93.0317, loss_bbox: 0.2271, loss_mask: 0.2429, loss: 0.7573 2022-09-30 19:56:52,253 - mmdet - INFO - Epoch [6][950/7330] lr: 1.000e-04, eta: 4:29:54, time: 0.331, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0420, loss_cls: 0.2048, acc: 92.9790, loss_bbox: 0.2223, loss_mask: 0.2431, loss: 0.7483 2022-09-30 19:57:08,556 - mmdet - INFO - Epoch [6][1000/7330] lr: 1.000e-04, eta: 4:29:38, time: 0.326, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0385, loss_rpn_bbox: 0.0445, loss_cls: 0.2084, acc: 92.8146, loss_bbox: 0.2357, loss_mask: 0.2453, loss: 0.7725 2022-09-30 19:57:25,067 - mmdet - INFO - Epoch [6][1050/7330] lr: 1.000e-04, eta: 4:29:23, time: 0.330, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0396, loss_rpn_bbox: 0.0453, loss_cls: 0.2071, acc: 92.8028, loss_bbox: 0.2301, loss_mask: 0.2509, loss: 0.7730 2022-09-30 19:57:40,925 - mmdet - INFO - Epoch [6][1100/7330] lr: 1.000e-04, eta: 4:29:06, time: 0.317, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0394, loss_cls: 0.2025, acc: 93.1438, loss_bbox: 0.2189, loss_mask: 0.2404, loss: 0.7361 2022-09-30 19:57:57,103 - mmdet - INFO - Epoch [6][1150/7330] lr: 1.000e-04, eta: 4:28:51, time: 0.324, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0378, loss_rpn_bbox: 0.0439, loss_cls: 0.2112, acc: 92.7148, loss_bbox: 0.2354, loss_mask: 0.2483, loss: 0.7766 2022-09-30 19:58:13,501 - mmdet - INFO - Epoch [6][1200/7330] lr: 1.000e-04, eta: 4:28:35, time: 0.328, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0388, loss_rpn_bbox: 0.0456, loss_cls: 0.2123, acc: 92.7515, loss_bbox: 0.2287, loss_mask: 0.2466, loss: 0.7720 2022-09-30 19:58:29,532 - mmdet - INFO - Epoch [6][1250/7330] lr: 1.000e-04, eta: 4:28:19, time: 0.320, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0423, loss_cls: 0.1962, acc: 93.1831, loss_bbox: 0.2168, loss_mask: 0.2435, loss: 0.7337 2022-09-30 19:58:45,552 - mmdet - INFO - Epoch [6][1300/7330] lr: 1.000e-04, eta: 4:28:03, time: 0.321, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0405, loss_cls: 0.1986, acc: 93.1482, loss_bbox: 0.2197, loss_mask: 0.2469, loss: 0.7404 2022-09-30 19:59:01,644 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 19:59:01,645 - mmdet - INFO - Epoch [6][1350/7330] lr: 1.000e-04, eta: 4:27:47, time: 0.322, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0422, loss_cls: 0.2005, acc: 93.0681, loss_bbox: 0.2226, loss_mask: 0.2449, loss: 0.7472 2022-09-30 19:59:17,745 - mmdet - INFO - Epoch [6][1400/7330] lr: 1.000e-04, eta: 4:27:30, time: 0.322, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0374, loss_rpn_bbox: 0.0431, loss_cls: 0.2043, acc: 92.9993, loss_bbox: 0.2307, loss_mask: 0.2513, loss: 0.7668 2022-09-30 19:59:33,714 - mmdet - INFO - Epoch [6][1450/7330] lr: 1.000e-04, eta: 4:27:14, time: 0.319, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0419, loss_cls: 0.2000, acc: 93.0881, loss_bbox: 0.2203, loss_mask: 0.2455, loss: 0.7426 2022-09-30 19:59:50,237 - mmdet - INFO - Epoch [6][1500/7330] lr: 1.000e-04, eta: 4:26:59, time: 0.330, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0439, loss_cls: 0.2021, acc: 93.0505, loss_bbox: 0.2283, loss_mask: 0.2467, loss: 0.7559 2022-09-30 20:00:06,424 - mmdet - INFO - Epoch [6][1550/7330] lr: 1.000e-04, eta: 4:26:43, time: 0.324, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0422, loss_cls: 0.2058, acc: 92.9446, loss_bbox: 0.2240, loss_mask: 0.2427, loss: 0.7511 2022-09-30 20:00:22,680 - mmdet - INFO - Epoch [6][1600/7330] lr: 1.000e-04, eta: 4:26:27, time: 0.325, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0417, loss_cls: 0.2002, acc: 93.1575, loss_bbox: 0.2207, loss_mask: 0.2477, loss: 0.7465 2022-09-30 20:00:39,057 - mmdet - INFO - Epoch [6][1650/7330] lr: 1.000e-04, eta: 4:26:11, time: 0.328, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0350, loss_rpn_bbox: 0.0426, loss_cls: 0.2097, acc: 92.7700, loss_bbox: 0.2304, loss_mask: 0.2493, loss: 0.7670 2022-09-30 20:00:55,371 - mmdet - INFO - Epoch [6][1700/7330] lr: 1.000e-04, eta: 4:25:55, time: 0.326, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0430, loss_cls: 0.2068, acc: 92.7571, loss_bbox: 0.2275, loss_mask: 0.2466, loss: 0.7601 2022-09-30 20:01:11,673 - mmdet - INFO - Epoch [6][1750/7330] lr: 1.000e-04, eta: 4:25:40, time: 0.326, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0450, loss_cls: 0.2145, acc: 92.6611, loss_bbox: 0.2381, loss_mask: 0.2535, loss: 0.7867 2022-09-30 20:01:27,876 - mmdet - INFO - Epoch [6][1800/7330] lr: 1.000e-04, eta: 4:25:24, time: 0.324, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0388, loss_cls: 0.1967, acc: 93.1567, loss_bbox: 0.2166, loss_mask: 0.2393, loss: 0.7252 2022-09-30 20:01:44,034 - mmdet - INFO - Epoch [6][1850/7330] lr: 1.000e-04, eta: 4:25:08, time: 0.323, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0440, loss_cls: 0.2066, acc: 92.9546, loss_bbox: 0.2311, loss_mask: 0.2462, loss: 0.7657 2022-09-30 20:02:00,088 - mmdet - INFO - Epoch [6][1900/7330] lr: 1.000e-04, eta: 4:24:52, time: 0.321, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0409, loss_cls: 0.1966, acc: 93.0901, loss_bbox: 0.2256, loss_mask: 0.2462, loss: 0.7422 2022-09-30 20:02:16,308 - mmdet - INFO - Epoch [6][1950/7330] lr: 1.000e-04, eta: 4:24:36, time: 0.324, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0437, loss_cls: 0.2069, acc: 92.9736, loss_bbox: 0.2238, loss_mask: 0.2442, loss: 0.7544 2022-09-30 20:02:32,809 - mmdet - INFO - Epoch [6][2000/7330] lr: 1.000e-04, eta: 4:24:20, time: 0.330, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0444, loss_cls: 0.2188, acc: 92.4790, loss_bbox: 0.2386, loss_mask: 0.2490, loss: 0.7878 2022-09-30 20:02:49,062 - mmdet - INFO - Epoch [6][2050/7330] lr: 1.000e-04, eta: 4:24:04, time: 0.325, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0350, loss_rpn_bbox: 0.0416, loss_cls: 0.2003, acc: 93.1705, loss_bbox: 0.2206, loss_mask: 0.2489, loss: 0.7464 2022-09-30 20:03:05,239 - mmdet - INFO - Epoch [6][2100/7330] lr: 1.000e-04, eta: 4:23:48, time: 0.324, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0345, loss_rpn_bbox: 0.0437, loss_cls: 0.1990, acc: 93.1196, loss_bbox: 0.2235, loss_mask: 0.2424, loss: 0.7430 2022-09-30 20:03:21,382 - mmdet - INFO - Epoch [6][2150/7330] lr: 1.000e-04, eta: 4:23:32, time: 0.323, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0413, loss_cls: 0.2031, acc: 93.0403, loss_bbox: 0.2235, loss_mask: 0.2390, loss: 0.7431 2022-09-30 20:03:37,472 - mmdet - INFO - Epoch [6][2200/7330] lr: 1.000e-04, eta: 4:23:16, time: 0.322, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0408, loss_cls: 0.2100, acc: 92.7847, loss_bbox: 0.2341, loss_mask: 0.2478, loss: 0.7653 2022-09-30 20:03:54,024 - mmdet - INFO - Epoch [6][2250/7330] lr: 1.000e-04, eta: 4:23:01, time: 0.331, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0420, loss_rpn_bbox: 0.0472, loss_cls: 0.2106, acc: 92.8230, loss_bbox: 0.2321, loss_mask: 0.2482, loss: 0.7801 2022-09-30 20:04:10,095 - mmdet - INFO - Epoch [6][2300/7330] lr: 1.000e-04, eta: 4:22:45, time: 0.321, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0366, loss_rpn_bbox: 0.0413, loss_cls: 0.2082, acc: 93.0386, loss_bbox: 0.2246, loss_mask: 0.2429, loss: 0.7536 2022-09-30 20:04:26,434 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 20:04:26,435 - mmdet - INFO - Epoch [6][2350/7330] lr: 1.000e-04, eta: 4:22:29, time: 0.327, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0433, loss_cls: 0.2159, acc: 92.6523, loss_bbox: 0.2371, loss_mask: 0.2469, loss: 0.7801 2022-09-30 20:04:42,708 - mmdet - INFO - Epoch [6][2400/7330] lr: 1.000e-04, eta: 4:22:13, time: 0.325, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0447, loss_cls: 0.2089, acc: 92.8597, loss_bbox: 0.2283, loss_mask: 0.2440, loss: 0.7625 2022-09-30 20:04:58,763 - mmdet - INFO - Epoch [6][2450/7330] lr: 1.000e-04, eta: 4:21:57, time: 0.321, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0405, loss_cls: 0.2014, acc: 93.1985, loss_bbox: 0.2169, loss_mask: 0.2358, loss: 0.7289 2022-09-30 20:05:14,836 - mmdet - INFO - Epoch [6][2500/7330] lr: 1.000e-04, eta: 4:21:41, time: 0.321, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0365, loss_rpn_bbox: 0.0419, loss_cls: 0.2052, acc: 93.0272, loss_bbox: 0.2264, loss_mask: 0.2474, loss: 0.7574 2022-09-30 20:05:30,829 - mmdet - INFO - Epoch [6][2550/7330] lr: 1.000e-04, eta: 4:21:25, time: 0.320, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0405, loss_cls: 0.2007, acc: 93.1592, loss_bbox: 0.2220, loss_mask: 0.2416, loss: 0.7381 2022-09-30 20:05:46,921 - mmdet - INFO - Epoch [6][2600/7330] lr: 1.000e-04, eta: 4:21:09, time: 0.322, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0441, loss_cls: 0.2123, acc: 92.7849, loss_bbox: 0.2330, loss_mask: 0.2482, loss: 0.7746 2022-09-30 20:06:03,448 - mmdet - INFO - Epoch [6][2650/7330] lr: 1.000e-04, eta: 4:20:53, time: 0.331, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0443, loss_cls: 0.2111, acc: 92.8049, loss_bbox: 0.2370, loss_mask: 0.2469, loss: 0.7761 2022-09-30 20:06:19,636 - mmdet - INFO - Epoch [6][2700/7330] lr: 1.000e-04, eta: 4:20:37, time: 0.324, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0322, loss_rpn_bbox: 0.0383, loss_cls: 0.1851, acc: 93.6274, loss_bbox: 0.2080, loss_mask: 0.2367, loss: 0.7003 2022-09-30 20:06:36,210 - mmdet - INFO - Epoch [6][2750/7330] lr: 1.000e-04, eta: 4:20:22, time: 0.331, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0454, loss_cls: 0.2189, acc: 92.4573, loss_bbox: 0.2394, loss_mask: 0.2519, loss: 0.7935 2022-09-30 20:06:52,443 - mmdet - INFO - Epoch [6][2800/7330] lr: 1.000e-04, eta: 4:20:06, time: 0.325, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0419, loss_cls: 0.2028, acc: 92.9919, loss_bbox: 0.2272, loss_mask: 0.2476, loss: 0.7536 2022-09-30 20:07:08,876 - mmdet - INFO - Epoch [6][2850/7330] lr: 1.000e-04, eta: 4:19:50, time: 0.329, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0438, loss_cls: 0.2111, acc: 92.7434, loss_bbox: 0.2317, loss_mask: 0.2489, loss: 0.7735 2022-09-30 20:07:24,916 - mmdet - INFO - Epoch [6][2900/7330] lr: 1.000e-04, eta: 4:19:34, time: 0.321, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0411, loss_cls: 0.2005, acc: 93.1272, loss_bbox: 0.2217, loss_mask: 0.2427, loss: 0.7407 2022-09-30 20:07:41,183 - mmdet - INFO - Epoch [6][2950/7330] lr: 1.000e-04, eta: 4:19:18, time: 0.325, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0418, loss_cls: 0.1999, acc: 93.1733, loss_bbox: 0.2164, loss_mask: 0.2457, loss: 0.7412 2022-09-30 20:07:57,480 - mmdet - INFO - Epoch [6][3000/7330] lr: 1.000e-04, eta: 4:19:02, time: 0.326, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0448, loss_cls: 0.2071, acc: 92.8269, loss_bbox: 0.2302, loss_mask: 0.2441, loss: 0.7618 2022-09-30 20:08:13,378 - mmdet - INFO - Epoch [6][3050/7330] lr: 1.000e-04, eta: 4:18:46, time: 0.318, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0412, loss_cls: 0.1952, acc: 93.2642, loss_bbox: 0.2194, loss_mask: 0.2409, loss: 0.7331 2022-09-30 20:08:29,294 - mmdet - INFO - Epoch [6][3100/7330] lr: 1.000e-04, eta: 4:18:30, time: 0.318, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0408, loss_cls: 0.2083, acc: 92.8997, loss_bbox: 0.2232, loss_mask: 0.2492, loss: 0.7564 2022-09-30 20:08:45,374 - mmdet - INFO - Epoch [6][3150/7330] lr: 1.000e-04, eta: 4:18:13, time: 0.322, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0430, loss_cls: 0.2049, acc: 92.9307, loss_bbox: 0.2242, loss_mask: 0.2420, loss: 0.7493 2022-09-30 20:09:01,941 - mmdet - INFO - Epoch [6][3200/7330] lr: 1.000e-04, eta: 4:17:58, time: 0.331, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0407, loss_rpn_bbox: 0.0481, loss_cls: 0.2084, acc: 92.7153, loss_bbox: 0.2396, loss_mask: 0.2545, loss: 0.7914 2022-09-30 20:09:18,282 - mmdet - INFO - Epoch [6][3250/7330] lr: 1.000e-04, eta: 4:17:42, time: 0.327, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0418, loss_cls: 0.2052, acc: 92.9268, loss_bbox: 0.2315, loss_mask: 0.2510, loss: 0.7637 2022-09-30 20:09:34,500 - mmdet - INFO - Epoch [6][3300/7330] lr: 1.000e-04, eta: 4:17:26, time: 0.324, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0424, loss_cls: 0.2054, acc: 92.9727, loss_bbox: 0.2252, loss_mask: 0.2457, loss: 0.7506 2022-09-30 20:09:50,439 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 20:09:50,439 - mmdet - INFO - Epoch [6][3350/7330] lr: 1.000e-04, eta: 4:17:10, time: 0.319, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0425, loss_cls: 0.2046, acc: 92.8198, loss_bbox: 0.2273, loss_mask: 0.2397, loss: 0.7485 2022-09-30 20:10:06,746 - mmdet - INFO - Epoch [6][3400/7330] lr: 1.000e-04, eta: 4:16:54, time: 0.326, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0380, loss_rpn_bbox: 0.0442, loss_cls: 0.2076, acc: 92.8616, loss_bbox: 0.2319, loss_mask: 0.2489, loss: 0.7706 2022-09-30 20:10:22,918 - mmdet - INFO - Epoch [6][3450/7330] lr: 1.000e-04, eta: 4:16:38, time: 0.323, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0409, loss_cls: 0.2012, acc: 93.1101, loss_bbox: 0.2170, loss_mask: 0.2370, loss: 0.7290 2022-09-30 20:10:39,028 - mmdet - INFO - Epoch [6][3500/7330] lr: 1.000e-04, eta: 4:16:22, time: 0.322, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0422, loss_cls: 0.2023, acc: 93.1907, loss_bbox: 0.2214, loss_mask: 0.2464, loss: 0.7484 2022-09-30 20:10:55,118 - mmdet - INFO - Epoch [6][3550/7330] lr: 1.000e-04, eta: 4:16:06, time: 0.322, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0430, loss_cls: 0.1995, acc: 93.1892, loss_bbox: 0.2253, loss_mask: 0.2448, loss: 0.7487 2022-09-30 20:11:10,992 - mmdet - INFO - Epoch [6][3600/7330] lr: 1.000e-04, eta: 4:15:50, time: 0.317, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0397, loss_cls: 0.2012, acc: 93.1147, loss_bbox: 0.2242, loss_mask: 0.2431, loss: 0.7442 2022-09-30 20:11:27,106 - mmdet - INFO - Epoch [6][3650/7330] lr: 1.000e-04, eta: 4:15:34, time: 0.322, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0402, loss_rpn_bbox: 0.0438, loss_cls: 0.2058, acc: 92.9155, loss_bbox: 0.2262, loss_mask: 0.2449, loss: 0.7609 2022-09-30 20:11:42,932 - mmdet - INFO - Epoch [6][3700/7330] lr: 1.000e-04, eta: 4:15:17, time: 0.317, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0410, loss_cls: 0.2019, acc: 93.1670, loss_bbox: 0.2178, loss_mask: 0.2434, loss: 0.7379 2022-09-30 20:11:58,866 - mmdet - INFO - Epoch [6][3750/7330] lr: 1.000e-04, eta: 4:15:01, time: 0.319, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0426, loss_cls: 0.2015, acc: 93.0237, loss_bbox: 0.2241, loss_mask: 0.2448, loss: 0.7486 2022-09-30 20:12:15,112 - mmdet - INFO - Epoch [6][3800/7330] lr: 1.000e-04, eta: 4:14:45, time: 0.325, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0424, loss_cls: 0.2107, acc: 92.9109, loss_bbox: 0.2245, loss_mask: 0.2434, loss: 0.7553 2022-09-30 20:12:31,353 - mmdet - INFO - Epoch [6][3850/7330] lr: 1.000e-04, eta: 4:14:29, time: 0.325, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0424, loss_cls: 0.2052, acc: 92.8235, loss_bbox: 0.2308, loss_mask: 0.2433, loss: 0.7579 2022-09-30 20:12:47,478 - mmdet - INFO - Epoch [6][3900/7330] lr: 1.000e-04, eta: 4:14:13, time: 0.322, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0427, loss_cls: 0.2135, acc: 92.6829, loss_bbox: 0.2376, loss_mask: 0.2488, loss: 0.7795 2022-09-30 20:13:03,469 - mmdet - INFO - Epoch [6][3950/7330] lr: 1.000e-04, eta: 4:13:57, time: 0.320, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0410, loss_cls: 0.2038, acc: 93.0796, loss_bbox: 0.2226, loss_mask: 0.2466, loss: 0.7493 2022-09-30 20:13:19,749 - mmdet - INFO - Epoch [6][4000/7330] lr: 1.000e-04, eta: 4:13:41, time: 0.326, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0422, loss_cls: 0.2026, acc: 93.0105, loss_bbox: 0.2242, loss_mask: 0.2437, loss: 0.7464 2022-09-30 20:13:36,060 - mmdet - INFO - Epoch [6][4050/7330] lr: 1.000e-04, eta: 4:13:25, time: 0.326, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0410, loss_cls: 0.1989, acc: 93.1912, loss_bbox: 0.2224, loss_mask: 0.2408, loss: 0.7372 2022-09-30 20:13:52,010 - mmdet - INFO - Epoch [6][4100/7330] lr: 1.000e-04, eta: 4:13:09, time: 0.319, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0395, loss_cls: 0.2093, acc: 93.0029, loss_bbox: 0.2226, loss_mask: 0.2418, loss: 0.7463 2022-09-30 20:14:08,110 - mmdet - INFO - Epoch [6][4150/7330] lr: 1.000e-04, eta: 4:12:53, time: 0.322, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0393, loss_cls: 0.2032, acc: 92.9287, loss_bbox: 0.2256, loss_mask: 0.2457, loss: 0.7473 2022-09-30 20:14:24,445 - mmdet - INFO - Epoch [6][4200/7330] lr: 1.000e-04, eta: 4:12:37, time: 0.327, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0411, loss_cls: 0.2015, acc: 93.1040, loss_bbox: 0.2202, loss_mask: 0.2464, loss: 0.7446 2022-09-30 20:14:40,431 - mmdet - INFO - Epoch [6][4250/7330] lr: 1.000e-04, eta: 4:12:21, time: 0.320, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0314, loss_rpn_bbox: 0.0403, loss_cls: 0.1998, acc: 93.1523, loss_bbox: 0.2230, loss_mask: 0.2387, loss: 0.7332 2022-09-30 20:14:56,879 - mmdet - INFO - Epoch [6][4300/7330] lr: 1.000e-04, eta: 4:12:05, time: 0.329, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0433, loss_cls: 0.2131, acc: 92.8262, loss_bbox: 0.2300, loss_mask: 0.2452, loss: 0.7668 2022-09-30 20:15:13,115 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 20:15:13,115 - mmdet - INFO - Epoch [6][4350/7330] lr: 1.000e-04, eta: 4:11:49, time: 0.325, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0380, loss_rpn_bbox: 0.0447, loss_cls: 0.2080, acc: 92.7944, loss_bbox: 0.2293, loss_mask: 0.2450, loss: 0.7650 2022-09-30 20:15:29,353 - mmdet - INFO - Epoch [6][4400/7330] lr: 1.000e-04, eta: 4:11:33, time: 0.325, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0429, loss_cls: 0.2065, acc: 93.0579, loss_bbox: 0.2230, loss_mask: 0.2422, loss: 0.7479 2022-09-30 20:15:45,366 - mmdet - INFO - Epoch [6][4450/7330] lr: 1.000e-04, eta: 4:11:17, time: 0.320, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0408, loss_cls: 0.1985, acc: 93.1892, loss_bbox: 0.2177, loss_mask: 0.2424, loss: 0.7344 2022-09-30 20:16:01,817 - mmdet - INFO - Epoch [6][4500/7330] lr: 1.000e-04, eta: 4:11:02, time: 0.329, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0441, loss_cls: 0.2033, acc: 92.9983, loss_bbox: 0.2234, loss_mask: 0.2420, loss: 0.7487 2022-09-30 20:16:18,088 - mmdet - INFO - Epoch [6][4550/7330] lr: 1.000e-04, eta: 4:10:46, time: 0.325, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0428, loss_cls: 0.2035, acc: 92.9995, loss_bbox: 0.2254, loss_mask: 0.2426, loss: 0.7473 2022-09-30 20:16:34,483 - mmdet - INFO - Epoch [6][4600/7330] lr: 1.000e-04, eta: 4:10:30, time: 0.328, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0421, loss_cls: 0.2065, acc: 92.7556, loss_bbox: 0.2308, loss_mask: 0.2465, loss: 0.7611 2022-09-30 20:16:50,508 - mmdet - INFO - Epoch [6][4650/7330] lr: 1.000e-04, eta: 4:10:14, time: 0.320, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0440, loss_cls: 0.2072, acc: 92.9638, loss_bbox: 0.2289, loss_mask: 0.2471, loss: 0.7647 2022-09-30 20:17:06,492 - mmdet - INFO - Epoch [6][4700/7330] lr: 1.000e-04, eta: 4:09:58, time: 0.320, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0384, loss_cls: 0.2031, acc: 93.0632, loss_bbox: 0.2173, loss_mask: 0.2425, loss: 0.7362 2022-09-30 20:17:22,770 - mmdet - INFO - Epoch [6][4750/7330] lr: 1.000e-04, eta: 4:09:42, time: 0.326, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0432, loss_cls: 0.2087, acc: 92.8958, loss_bbox: 0.2264, loss_mask: 0.2467, loss: 0.7602 2022-09-30 20:17:38,839 - mmdet - INFO - Epoch [6][4800/7330] lr: 1.000e-04, eta: 4:09:26, time: 0.321, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0414, loss_cls: 0.2065, acc: 92.8450, loss_bbox: 0.2251, loss_mask: 0.2462, loss: 0.7546 2022-09-30 20:17:54,845 - mmdet - INFO - Epoch [6][4850/7330] lr: 1.000e-04, eta: 4:09:09, time: 0.320, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0408, loss_cls: 0.1965, acc: 93.2036, loss_bbox: 0.2210, loss_mask: 0.2405, loss: 0.7319 2022-09-30 20:18:10,678 - mmdet - INFO - Epoch [6][4900/7330] lr: 1.000e-04, eta: 4:08:53, time: 0.317, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0408, loss_cls: 0.2045, acc: 93.0688, loss_bbox: 0.2219, loss_mask: 0.2444, loss: 0.7480 2022-09-30 20:18:26,696 - mmdet - INFO - Epoch [6][4950/7330] lr: 1.000e-04, eta: 4:08:37, time: 0.320, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0432, loss_cls: 0.2161, acc: 92.5593, loss_bbox: 0.2376, loss_mask: 0.2513, loss: 0.7853 2022-09-30 20:18:43,287 - mmdet - INFO - Epoch [6][5000/7330] lr: 1.000e-04, eta: 4:08:21, time: 0.332, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0411, loss_cls: 0.2006, acc: 93.0198, loss_bbox: 0.2239, loss_mask: 0.2387, loss: 0.7407 2022-09-30 20:18:59,416 - mmdet - INFO - Epoch [6][5050/7330] lr: 1.000e-04, eta: 4:08:05, time: 0.323, data_time: 0.023, memory: 15142, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0415, loss_cls: 0.2120, acc: 92.7173, loss_bbox: 0.2347, loss_mask: 0.2463, loss: 0.7687 2022-09-30 20:19:15,467 - mmdet - INFO - Epoch [6][5100/7330] lr: 1.000e-04, eta: 4:07:49, time: 0.321, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0416, loss_cls: 0.2066, acc: 92.8894, loss_bbox: 0.2253, loss_mask: 0.2454, loss: 0.7533 2022-09-30 20:19:31,747 - mmdet - INFO - Epoch [6][5150/7330] lr: 1.000e-04, eta: 4:07:33, time: 0.326, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0410, loss_cls: 0.2061, acc: 92.8408, loss_bbox: 0.2298, loss_mask: 0.2463, loss: 0.7589 2022-09-30 20:19:47,833 - mmdet - INFO - Epoch [6][5200/7330] lr: 1.000e-04, eta: 4:07:17, time: 0.322, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0419, loss_cls: 0.2046, acc: 93.0149, loss_bbox: 0.2228, loss_mask: 0.2425, loss: 0.7456 2022-09-30 20:20:04,122 - mmdet - INFO - Epoch [6][5250/7330] lr: 1.000e-04, eta: 4:07:01, time: 0.326, data_time: 0.023, memory: 15142, loss_rpn_cls: 0.0393, loss_rpn_bbox: 0.0453, loss_cls: 0.2117, acc: 92.7917, loss_bbox: 0.2252, loss_mask: 0.2363, loss: 0.7579 2022-09-30 20:20:20,233 - mmdet - INFO - Epoch [6][5300/7330] lr: 1.000e-04, eta: 4:06:45, time: 0.322, data_time: 0.015, memory: 15142, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0403, loss_cls: 0.2000, acc: 93.1741, loss_bbox: 0.2206, loss_mask: 0.2404, loss: 0.7352 2022-09-30 20:20:36,335 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 20:20:36,335 - mmdet - INFO - Epoch [6][5350/7330] lr: 1.000e-04, eta: 4:06:29, time: 0.322, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0411, loss_cls: 0.2022, acc: 92.9761, loss_bbox: 0.2229, loss_mask: 0.2416, loss: 0.7414 2022-09-30 20:20:52,561 - mmdet - INFO - Epoch [6][5400/7330] lr: 1.000e-04, eta: 4:06:13, time: 0.324, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0432, loss_cls: 0.2053, acc: 92.9875, loss_bbox: 0.2240, loss_mask: 0.2420, loss: 0.7521 2022-09-30 20:21:08,382 - mmdet - INFO - Epoch [6][5450/7330] lr: 1.000e-04, eta: 4:05:57, time: 0.316, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0395, loss_cls: 0.1918, acc: 93.5151, loss_bbox: 0.2161, loss_mask: 0.2367, loss: 0.7178 2022-09-30 20:21:24,389 - mmdet - INFO - Epoch [6][5500/7330] lr: 1.000e-04, eta: 4:05:41, time: 0.320, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0407, loss_cls: 0.2059, acc: 93.0303, loss_bbox: 0.2220, loss_mask: 0.2442, loss: 0.7470 2022-09-30 20:21:40,852 - mmdet - INFO - Epoch [6][5550/7330] lr: 1.000e-04, eta: 4:05:25, time: 0.329, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0345, loss_rpn_bbox: 0.0401, loss_cls: 0.1978, acc: 93.1951, loss_bbox: 0.2205, loss_mask: 0.2487, loss: 0.7415 2022-09-30 20:21:56,976 - mmdet - INFO - Epoch [6][5600/7330] lr: 1.000e-04, eta: 4:05:09, time: 0.322, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0376, loss_rpn_bbox: 0.0408, loss_cls: 0.2031, acc: 93.0605, loss_bbox: 0.2235, loss_mask: 0.2462, loss: 0.7512 2022-09-30 20:22:12,612 - mmdet - INFO - Epoch [6][5650/7330] lr: 1.000e-04, eta: 4:04:52, time: 0.313, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0381, loss_rpn_bbox: 0.0404, loss_cls: 0.2016, acc: 93.2283, loss_bbox: 0.2180, loss_mask: 0.2447, loss: 0.7427 2022-09-30 20:22:28,546 - mmdet - INFO - Epoch [6][5700/7330] lr: 1.000e-04, eta: 4:04:36, time: 0.319, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0435, loss_cls: 0.2061, acc: 92.9912, loss_bbox: 0.2266, loss_mask: 0.2447, loss: 0.7564 2022-09-30 20:22:44,991 - mmdet - INFO - Epoch [6][5750/7330] lr: 1.000e-04, eta: 4:04:20, time: 0.329, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0428, loss_cls: 0.2056, acc: 92.9062, loss_bbox: 0.2266, loss_mask: 0.2450, loss: 0.7556 2022-09-30 20:23:01,061 - mmdet - INFO - Epoch [6][5800/7330] lr: 1.000e-04, eta: 4:04:04, time: 0.321, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0434, loss_cls: 0.2060, acc: 92.7981, loss_bbox: 0.2310, loss_mask: 0.2433, loss: 0.7585 2022-09-30 20:23:17,140 - mmdet - INFO - Epoch [6][5850/7330] lr: 1.000e-04, eta: 4:03:48, time: 0.322, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0432, loss_cls: 0.2099, acc: 92.7891, loss_bbox: 0.2306, loss_mask: 0.2502, loss: 0.7707 2022-09-30 20:23:33,486 - mmdet - INFO - Epoch [6][5900/7330] lr: 1.000e-04, eta: 4:03:32, time: 0.327, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0413, loss_cls: 0.2084, acc: 92.8513, loss_bbox: 0.2333, loss_mask: 0.2503, loss: 0.7684 2022-09-30 20:23:49,731 - mmdet - INFO - Epoch [6][5950/7330] lr: 1.000e-04, eta: 4:03:16, time: 0.325, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0308, loss_rpn_bbox: 0.0395, loss_cls: 0.1904, acc: 93.4705, loss_bbox: 0.2104, loss_mask: 0.2401, loss: 0.7113 2022-09-30 20:24:06,010 - mmdet - INFO - Epoch [6][6000/7330] lr: 1.000e-04, eta: 4:03:01, time: 0.326, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0316, loss_rpn_bbox: 0.0417, loss_cls: 0.2051, acc: 93.0010, loss_bbox: 0.2266, loss_mask: 0.2469, loss: 0.7518 2022-09-30 20:24:22,078 - mmdet - INFO - Epoch [6][6050/7330] lr: 1.000e-04, eta: 4:02:44, time: 0.321, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0405, loss_cls: 0.2041, acc: 92.9871, loss_bbox: 0.2248, loss_mask: 0.2487, loss: 0.7544 2022-09-30 20:24:38,276 - mmdet - INFO - Epoch [6][6100/7330] lr: 1.000e-04, eta: 4:02:28, time: 0.324, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0412, loss_cls: 0.2056, acc: 92.8662, loss_bbox: 0.2275, loss_mask: 0.2446, loss: 0.7530 2022-09-30 20:24:54,127 - mmdet - INFO - Epoch [6][6150/7330] lr: 1.000e-04, eta: 4:02:12, time: 0.317, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0430, loss_cls: 0.2108, acc: 92.8354, loss_bbox: 0.2278, loss_mask: 0.2510, loss: 0.7679 2022-09-30 20:25:10,452 - mmdet - INFO - Epoch [6][6200/7330] lr: 1.000e-04, eta: 4:01:56, time: 0.326, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0365, loss_rpn_bbox: 0.0420, loss_cls: 0.2093, acc: 92.7021, loss_bbox: 0.2332, loss_mask: 0.2481, loss: 0.7691 2022-09-30 20:25:26,793 - mmdet - INFO - Epoch [6][6250/7330] lr: 1.000e-04, eta: 4:01:40, time: 0.327, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0418, loss_cls: 0.2063, acc: 92.9412, loss_bbox: 0.2283, loss_mask: 0.2377, loss: 0.7493 2022-09-30 20:25:42,958 - mmdet - INFO - Epoch [6][6300/7330] lr: 1.000e-04, eta: 4:01:24, time: 0.323, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0417, loss_cls: 0.2048, acc: 92.9421, loss_bbox: 0.2256, loss_mask: 0.2412, loss: 0.7465 2022-09-30 20:25:59,150 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 20:25:59,151 - mmdet - INFO - Epoch [6][6350/7330] lr: 1.000e-04, eta: 4:01:08, time: 0.324, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0394, loss_rpn_bbox: 0.0438, loss_cls: 0.2087, acc: 92.8491, loss_bbox: 0.2323, loss_mask: 0.2458, loss: 0.7699 2022-09-30 20:26:15,314 - mmdet - INFO - Epoch [6][6400/7330] lr: 1.000e-04, eta: 4:00:52, time: 0.323, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0345, loss_rpn_bbox: 0.0419, loss_cls: 0.2010, acc: 93.0491, loss_bbox: 0.2243, loss_mask: 0.2461, loss: 0.7478 2022-09-30 20:26:31,611 - mmdet - INFO - Epoch [6][6450/7330] lr: 1.000e-04, eta: 4:00:37, time: 0.326, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0413, loss_cls: 0.1971, acc: 93.3416, loss_bbox: 0.2137, loss_mask: 0.2351, loss: 0.7213 2022-09-30 20:26:47,654 - mmdet - INFO - Epoch [6][6500/7330] lr: 1.000e-04, eta: 4:00:20, time: 0.321, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0425, loss_cls: 0.2089, acc: 92.8386, loss_bbox: 0.2328, loss_mask: 0.2456, loss: 0.7640 2022-09-30 20:27:03,860 - mmdet - INFO - Epoch [6][6550/7330] lr: 1.000e-04, eta: 4:00:04, time: 0.324, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0322, loss_rpn_bbox: 0.0386, loss_cls: 0.1990, acc: 93.3188, loss_bbox: 0.2131, loss_mask: 0.2388, loss: 0.7217 2022-09-30 20:27:19,782 - mmdet - INFO - Epoch [6][6600/7330] lr: 1.000e-04, eta: 3:59:48, time: 0.318, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0410, loss_cls: 0.2029, acc: 93.1045, loss_bbox: 0.2235, loss_mask: 0.2416, loss: 0.7428 2022-09-30 20:27:36,348 - mmdet - INFO - Epoch [6][6650/7330] lr: 1.000e-04, eta: 3:59:33, time: 0.331, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0412, loss_rpn_bbox: 0.0450, loss_cls: 0.2131, acc: 92.7251, loss_bbox: 0.2310, loss_mask: 0.2423, loss: 0.7725 2022-09-30 20:27:52,653 - mmdet - INFO - Epoch [6][6700/7330] lr: 1.000e-04, eta: 3:59:17, time: 0.326, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0426, loss_cls: 0.2081, acc: 92.8926, loss_bbox: 0.2257, loss_mask: 0.2497, loss: 0.7614 2022-09-30 20:28:08,854 - mmdet - INFO - Epoch [6][6750/7330] lr: 1.000e-04, eta: 3:59:01, time: 0.324, data_time: 0.023, memory: 15142, loss_rpn_cls: 0.0386, loss_rpn_bbox: 0.0456, loss_cls: 0.2088, acc: 92.7224, loss_bbox: 0.2358, loss_mask: 0.2456, loss: 0.7746 2022-09-30 20:28:24,878 - mmdet - INFO - Epoch [6][6800/7330] lr: 1.000e-04, eta: 3:58:45, time: 0.320, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0427, loss_cls: 0.2137, acc: 92.7585, loss_bbox: 0.2295, loss_mask: 0.2508, loss: 0.7698 2022-09-30 20:28:41,340 - mmdet - INFO - Epoch [6][6850/7330] lr: 1.000e-04, eta: 3:58:29, time: 0.329, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0374, loss_rpn_bbox: 0.0431, loss_cls: 0.2072, acc: 92.9924, loss_bbox: 0.2250, loss_mask: 0.2463, loss: 0.7590 2022-09-30 20:28:57,405 - mmdet - INFO - Epoch [6][6900/7330] lr: 1.000e-04, eta: 3:58:13, time: 0.321, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0375, loss_rpn_bbox: 0.0432, loss_cls: 0.2086, acc: 92.7483, loss_bbox: 0.2322, loss_mask: 0.2490, loss: 0.7706 2022-09-30 20:29:13,447 - mmdet - INFO - Epoch [6][6950/7330] lr: 1.000e-04, eta: 3:57:57, time: 0.321, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0389, loss_rpn_bbox: 0.0436, loss_cls: 0.2140, acc: 92.6855, loss_bbox: 0.2312, loss_mask: 0.2515, loss: 0.7793 2022-09-30 20:29:29,808 - mmdet - INFO - Epoch [6][7000/7330] lr: 1.000e-04, eta: 3:57:41, time: 0.327, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0384, loss_rpn_bbox: 0.0437, loss_cls: 0.2113, acc: 92.7339, loss_bbox: 0.2353, loss_mask: 0.2453, loss: 0.7739 2022-09-30 20:29:45,783 - mmdet - INFO - Epoch [6][7050/7330] lr: 1.000e-04, eta: 3:57:25, time: 0.320, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0415, loss_cls: 0.2039, acc: 93.0049, loss_bbox: 0.2289, loss_mask: 0.2535, loss: 0.7606 2022-09-30 20:30:02,558 - mmdet - INFO - Epoch [6][7100/7330] lr: 1.000e-04, eta: 3:57:09, time: 0.335, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0382, loss_rpn_bbox: 0.0455, loss_cls: 0.2147, acc: 92.6265, loss_bbox: 0.2377, loss_mask: 0.2480, loss: 0.7840 2022-09-30 20:30:18,534 - mmdet - INFO - Epoch [6][7150/7330] lr: 1.000e-04, eta: 3:56:53, time: 0.320, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0404, loss_cls: 0.2009, acc: 93.1406, loss_bbox: 0.2289, loss_mask: 0.2469, loss: 0.7502 2022-09-30 20:30:34,950 - mmdet - INFO - Epoch [6][7200/7330] lr: 1.000e-04, eta: 3:56:37, time: 0.328, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0424, loss_cls: 0.2102, acc: 92.7859, loss_bbox: 0.2281, loss_mask: 0.2406, loss: 0.7566 2022-09-30 20:30:50,855 - mmdet - INFO - Epoch [6][7250/7330] lr: 1.000e-04, eta: 3:56:21, time: 0.318, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0407, loss_cls: 0.2011, acc: 92.9731, loss_bbox: 0.2258, loss_mask: 0.2451, loss: 0.7472 2022-09-30 20:31:06,945 - mmdet - INFO - Epoch [6][7300/7330] lr: 1.000e-04, eta: 3:56:05, time: 0.322, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0316, loss_rpn_bbox: 0.0379, loss_cls: 0.1990, acc: 93.2278, loss_bbox: 0.2185, loss_mask: 0.2374, loss: 0.7243 2022-09-30 20:31:17,083 - mmdet - INFO - Saving checkpoint at 6 epochs 2022-09-30 20:32:10,614 - mmdet - INFO - Evaluating bbox... 2022-09-30 20:32:38,550 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.427 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.643 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.470 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.271 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.463 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.563 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.568 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.568 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.568 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.609 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.706 2022-09-30 20:32:38,550 - mmdet - INFO - Evaluating segm... 2022-09-30 20:33:08,797 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.382 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.608 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.409 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.191 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.411 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.563 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.510 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.510 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.510 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.327 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.553 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.669 2022-09-30 20:33:09,261 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_swin-s_1x_coco/best_bbox_mAP_epoch_5.pth was removed 2022-09-30 20:33:10,771 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_6.pth. 2022-09-30 20:33:10,772 - mmdet - INFO - Best bbox_mAP is 0.4270 at 6 epoch. 2022-09-30 20:33:10,773 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 20:33:10,773 - mmdet - INFO - Epoch(val) [6][625] bbox_mAP: 0.4270, bbox_mAP_50: 0.6430, bbox_mAP_75: 0.4700, bbox_mAP_s: 0.2710, bbox_mAP_m: 0.4630, bbox_mAP_l: 0.5630, bbox_mAP_copypaste: 0.427 0.643 0.470 0.271 0.463 0.563, segm_mAP: 0.3820, segm_mAP_50: 0.6080, segm_mAP_75: 0.4090, segm_mAP_s: 0.1910, segm_mAP_m: 0.4110, segm_mAP_l: 0.5630, segm_mAP_copypaste: 0.382 0.608 0.409 0.191 0.411 0.563 2022-09-30 20:33:29,989 - mmdet - INFO - Epoch [7][50/7330] lr: 1.000e-04, eta: 3:55:32, time: 0.384, data_time: 0.078, memory: 15142, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0399, loss_cls: 0.1938, acc: 93.3174, loss_bbox: 0.2166, loss_mask: 0.2400, loss: 0.7230 2022-09-30 20:33:46,134 - mmdet - INFO - Epoch [7][100/7330] lr: 1.000e-04, eta: 3:55:16, time: 0.323, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0420, loss_cls: 0.2002, acc: 93.2324, loss_bbox: 0.2199, loss_mask: 0.2469, loss: 0.7441 2022-09-30 20:34:02,117 - mmdet - INFO - Epoch [7][150/7330] lr: 1.000e-04, eta: 3:55:00, time: 0.320, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0326, loss_rpn_bbox: 0.0411, loss_cls: 0.1968, acc: 93.2261, loss_bbox: 0.2189, loss_mask: 0.2410, loss: 0.7303 2022-09-30 20:34:18,253 - mmdet - INFO - Epoch [7][200/7330] lr: 1.000e-04, eta: 3:54:44, time: 0.323, data_time: 0.023, memory: 15142, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0410, loss_cls: 0.2024, acc: 93.0176, loss_bbox: 0.2203, loss_mask: 0.2421, loss: 0.7392 2022-09-30 20:34:34,323 - mmdet - INFO - Epoch [7][250/7330] lr: 1.000e-04, eta: 3:54:28, time: 0.321, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0420, loss_cls: 0.2044, acc: 93.0222, loss_bbox: 0.2266, loss_mask: 0.2447, loss: 0.7514 2022-09-30 20:34:50,630 - mmdet - INFO - Epoch [7][300/7330] lr: 1.000e-04, eta: 3:54:12, time: 0.326, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0420, loss_cls: 0.2015, acc: 93.0117, loss_bbox: 0.2240, loss_mask: 0.2455, loss: 0.7488 2022-09-30 20:35:06,589 - mmdet - INFO - Epoch [7][350/7330] lr: 1.000e-04, eta: 3:53:56, time: 0.319, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0429, loss_cls: 0.1911, acc: 93.2878, loss_bbox: 0.2225, loss_mask: 0.2387, loss: 0.7300 2022-09-30 20:35:22,523 - mmdet - INFO - Epoch [7][400/7330] lr: 1.000e-04, eta: 3:53:40, time: 0.319, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0435, loss_cls: 0.2095, acc: 92.8254, loss_bbox: 0.2297, loss_mask: 0.2456, loss: 0.7643 2022-09-30 20:35:38,997 - mmdet - INFO - Epoch [7][450/7330] lr: 1.000e-04, eta: 3:53:24, time: 0.330, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0425, loss_cls: 0.2028, acc: 93.0063, loss_bbox: 0.2272, loss_mask: 0.2467, loss: 0.7548 2022-09-30 20:35:55,408 - mmdet - INFO - Epoch [7][500/7330] lr: 1.000e-04, eta: 3:53:08, time: 0.328, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0433, loss_cls: 0.1984, acc: 93.0574, loss_bbox: 0.2263, loss_mask: 0.2503, loss: 0.7536 2022-09-30 20:36:11,445 - mmdet - INFO - Epoch [7][550/7330] lr: 1.000e-04, eta: 3:52:52, time: 0.321, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0385, loss_cls: 0.1948, acc: 93.2695, loss_bbox: 0.2157, loss_mask: 0.2340, loss: 0.7159 2022-09-30 20:36:27,973 - mmdet - INFO - Epoch [7][600/7330] lr: 1.000e-04, eta: 3:52:37, time: 0.330, data_time: 0.022, memory: 15142, loss_rpn_cls: 0.0367, loss_rpn_bbox: 0.0443, loss_cls: 0.2141, acc: 92.6477, loss_bbox: 0.2319, loss_mask: 0.2482, loss: 0.7752 2022-09-30 20:36:44,007 - mmdet - INFO - Epoch [7][650/7330] lr: 1.000e-04, eta: 3:52:20, time: 0.321, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0398, loss_cls: 0.1993, acc: 93.1577, loss_bbox: 0.2185, loss_mask: 0.2441, loss: 0.7368 2022-09-30 20:37:00,392 - mmdet - INFO - Epoch [7][700/7330] lr: 1.000e-04, eta: 3:52:05, time: 0.328, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0408, loss_cls: 0.2000, acc: 92.9526, loss_bbox: 0.2270, loss_mask: 0.2431, loss: 0.7426 2022-09-30 20:37:16,433 - mmdet - INFO - Epoch [7][750/7330] lr: 1.000e-04, eta: 3:51:48, time: 0.321, data_time: 0.017, memory: 15142, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0400, loss_cls: 0.2012, acc: 93.1130, loss_bbox: 0.2239, loss_mask: 0.2491, loss: 0.7486 2022-09-30 20:37:32,916 - mmdet - INFO - Epoch [7][800/7330] lr: 1.000e-04, eta: 3:51:33, time: 0.330, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0419, loss_cls: 0.1971, acc: 93.2319, loss_bbox: 0.2251, loss_mask: 0.2392, loss: 0.7373 2022-09-30 20:37:49,169 - mmdet - INFO - Epoch [7][850/7330] lr: 1.000e-04, eta: 3:51:17, time: 0.325, data_time: 0.016, memory: 15142, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0406, loss_cls: 0.1921, acc: 93.2881, loss_bbox: 0.2139, loss_mask: 0.2394, loss: 0.7183 2022-09-30 20:38:05,059 - mmdet - INFO - Epoch [7][900/7330] lr: 1.000e-04, eta: 3:51:01, time: 0.318, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0409, loss_cls: 0.1970, acc: 93.1113, loss_bbox: 0.2217, loss_mask: 0.2456, loss: 0.7385 2022-09-30 20:38:21,244 - mmdet - INFO - Epoch [7][950/7330] lr: 1.000e-04, eta: 3:50:45, time: 0.324, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0435, loss_cls: 0.2043, acc: 92.9653, loss_bbox: 0.2260, loss_mask: 0.2421, loss: 0.7516 2022-09-30 20:38:37,326 - mmdet - INFO - Epoch [7][1000/7330] lr: 1.000e-04, eta: 3:50:28, time: 0.322, data_time: 0.020, memory: 15142, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0445, loss_cls: 0.2096, acc: 92.6243, loss_bbox: 0.2381, loss_mask: 0.2471, loss: 0.7757 2022-09-30 20:38:53,789 - mmdet - INFO - Epoch [7][1050/7330] lr: 1.000e-04, eta: 3:50:13, time: 0.329, data_time: 0.021, memory: 15142, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0448, loss_cls: 0.2078, acc: 92.6604, loss_bbox: 0.2344, loss_mask: 0.2423, loss: 0.7662 2022-09-30 20:39:09,993 - mmdet - INFO - Epoch [7][1100/7330] lr: 1.000e-04, eta: 3:49:57, time: 0.324, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0451, loss_cls: 0.2028, acc: 93.0474, loss_bbox: 0.2291, loss_mask: 0.2495, loss: 0.7622 2022-09-30 20:39:26,093 - mmdet - INFO - Epoch [7][1150/7330] lr: 1.000e-04, eta: 3:49:41, time: 0.322, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0431, loss_cls: 0.2017, acc: 93.0798, loss_bbox: 0.2271, loss_mask: 0.2460, loss: 0.7526 2022-09-30 20:39:42,465 - mmdet - INFO - Epoch [7][1200/7330] lr: 1.000e-04, eta: 3:49:25, time: 0.327, data_time: 0.018, memory: 15142, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0406, loss_cls: 0.1988, acc: 93.0443, loss_bbox: 0.2257, loss_mask: 0.2394, loss: 0.7402 2022-09-30 20:39:58,761 - mmdet - INFO - Epoch [7][1250/7330] lr: 1.000e-04, eta: 3:49:09, time: 0.326, data_time: 0.019, memory: 15142, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0430, loss_cls: 0.2117, acc: 92.7756, loss_bbox: 0.2357, loss_mask: 0.2454, loss: 0.7717 2022-09-30 20:40:15,257 - mmdet - INFO - Epoch [7][1300/7330] lr: 1.000e-04, eta: 3:48:53, time: 0.330, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0424, loss_cls: 0.2051, acc: 93.0081, loss_bbox: 0.2264, loss_mask: 0.2462, loss: 0.7572 2022-09-30 20:40:31,640 - mmdet - INFO - Epoch [7][1350/7330] lr: 1.000e-04, eta: 3:48:37, time: 0.328, data_time: 0.023, memory: 15383, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0423, loss_cls: 0.1962, acc: 93.2341, loss_bbox: 0.2209, loss_mask: 0.2420, loss: 0.7371 2022-09-30 20:40:47,753 - mmdet - INFO - Epoch [7][1400/7330] lr: 1.000e-04, eta: 3:48:21, time: 0.322, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0431, loss_cls: 0.2083, acc: 92.8442, loss_bbox: 0.2290, loss_mask: 0.2406, loss: 0.7561 2022-09-30 20:41:03,716 - mmdet - INFO - Epoch [7][1450/7330] lr: 1.000e-04, eta: 3:48:05, time: 0.319, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0345, loss_rpn_bbox: 0.0421, loss_cls: 0.2022, acc: 93.0425, loss_bbox: 0.2229, loss_mask: 0.2412, loss: 0.7429 2022-09-30 20:41:19,989 - mmdet - INFO - Epoch [7][1500/7330] lr: 1.000e-04, eta: 3:47:49, time: 0.325, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0439, loss_cls: 0.2039, acc: 92.8984, loss_bbox: 0.2284, loss_mask: 0.2415, loss: 0.7524 2022-09-30 20:41:36,587 - mmdet - INFO - Epoch [7][1550/7330] lr: 1.000e-04, eta: 3:47:34, time: 0.332, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0409, loss_cls: 0.1954, acc: 93.1611, loss_bbox: 0.2197, loss_mask: 0.2376, loss: 0.7269 2022-09-30 20:41:52,965 - mmdet - INFO - Epoch [7][1600/7330] lr: 1.000e-04, eta: 3:47:18, time: 0.328, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0424, loss_cls: 0.2037, acc: 92.8557, loss_bbox: 0.2307, loss_mask: 0.2454, loss: 0.7584 2022-09-30 20:42:08,700 - mmdet - INFO - Epoch [7][1650/7330] lr: 1.000e-04, eta: 3:47:01, time: 0.315, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0433, loss_cls: 0.2076, acc: 92.8235, loss_bbox: 0.2280, loss_mask: 0.2478, loss: 0.7617 2022-09-30 20:42:24,822 - mmdet - INFO - Epoch [7][1700/7330] lr: 1.000e-04, eta: 3:46:45, time: 0.322, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0401, loss_cls: 0.2072, acc: 93.0220, loss_bbox: 0.2230, loss_mask: 0.2449, loss: 0.7496 2022-09-30 20:42:41,018 - mmdet - INFO - Epoch [7][1750/7330] lr: 1.000e-04, eta: 3:46:29, time: 0.324, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0430, loss_cls: 0.2051, acc: 92.9077, loss_bbox: 0.2278, loss_mask: 0.2429, loss: 0.7543 2022-09-30 20:42:57,286 - mmdet - INFO - Epoch [7][1800/7330] lr: 1.000e-04, eta: 3:46:13, time: 0.325, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0377, loss_rpn_bbox: 0.0435, loss_cls: 0.1983, acc: 93.1411, loss_bbox: 0.2242, loss_mask: 0.2483, loss: 0.7519 2022-09-30 20:43:13,428 - mmdet - INFO - Epoch [7][1850/7330] lr: 1.000e-04, eta: 3:45:57, time: 0.323, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0412, loss_cls: 0.2040, acc: 92.9761, loss_bbox: 0.2211, loss_mask: 0.2426, loss: 0.7418 2022-09-30 20:43:29,729 - mmdet - INFO - Epoch [7][1900/7330] lr: 1.000e-04, eta: 3:45:41, time: 0.326, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0422, loss_cls: 0.2014, acc: 92.9844, loss_bbox: 0.2285, loss_mask: 0.2501, loss: 0.7577 2022-09-30 20:43:46,123 - mmdet - INFO - Epoch [7][1950/7330] lr: 1.000e-04, eta: 3:45:26, time: 0.328, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0466, loss_cls: 0.2070, acc: 92.6462, loss_bbox: 0.2322, loss_mask: 0.2428, loss: 0.7659 2022-09-30 20:44:01,970 - mmdet - INFO - Epoch [7][2000/7330] lr: 1.000e-04, eta: 3:45:09, time: 0.317, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0368, loss_rpn_bbox: 0.0405, loss_cls: 0.1940, acc: 93.2358, loss_bbox: 0.2209, loss_mask: 0.2441, loss: 0.7362 2022-09-30 20:44:18,297 - mmdet - INFO - Epoch [7][2050/7330] lr: 1.000e-04, eta: 3:44:53, time: 0.327, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0435, loss_cls: 0.2027, acc: 92.9539, loss_bbox: 0.2247, loss_mask: 0.2397, loss: 0.7467 2022-09-30 20:44:34,463 - mmdet - INFO - Epoch [7][2100/7330] lr: 1.000e-04, eta: 3:44:37, time: 0.323, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0415, loss_rpn_bbox: 0.0465, loss_cls: 0.2100, acc: 92.6638, loss_bbox: 0.2357, loss_mask: 0.2449, loss: 0.7786 2022-09-30 20:44:50,492 - mmdet - INFO - Epoch [7][2150/7330] lr: 1.000e-04, eta: 3:44:21, time: 0.321, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0369, loss_rpn_bbox: 0.0421, loss_cls: 0.2068, acc: 92.9365, loss_bbox: 0.2242, loss_mask: 0.2434, loss: 0.7535 2022-09-30 20:45:06,870 - mmdet - INFO - Epoch [7][2200/7330] lr: 1.000e-04, eta: 3:44:05, time: 0.328, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0435, loss_cls: 0.2031, acc: 93.0259, loss_bbox: 0.2274, loss_mask: 0.2441, loss: 0.7553 2022-09-30 20:45:22,935 - mmdet - INFO - Epoch [7][2250/7330] lr: 1.000e-04, eta: 3:43:49, time: 0.321, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0415, loss_cls: 0.2075, acc: 92.8320, loss_bbox: 0.2276, loss_mask: 0.2412, loss: 0.7538 2022-09-30 20:45:39,249 - mmdet - INFO - Epoch [7][2300/7330] lr: 1.000e-04, eta: 3:43:33, time: 0.326, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0382, loss_rpn_bbox: 0.0430, loss_cls: 0.2069, acc: 92.8591, loss_bbox: 0.2296, loss_mask: 0.2422, loss: 0.7599 2022-09-30 20:45:55,284 - mmdet - INFO - Epoch [7][2350/7330] lr: 1.000e-04, eta: 3:43:17, time: 0.321, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0428, loss_cls: 0.2057, acc: 92.8540, loss_bbox: 0.2322, loss_mask: 0.2450, loss: 0.7614 2022-09-30 20:46:11,890 - mmdet - INFO - Epoch [7][2400/7330] lr: 1.000e-04, eta: 3:43:02, time: 0.332, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0440, loss_cls: 0.2042, acc: 92.9170, loss_bbox: 0.2329, loss_mask: 0.2424, loss: 0.7572 2022-09-30 20:46:28,102 - mmdet - INFO - Epoch [7][2450/7330] lr: 1.000e-04, eta: 3:42:46, time: 0.324, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0413, loss_cls: 0.1949, acc: 93.2957, loss_bbox: 0.2150, loss_mask: 0.2469, loss: 0.7320 2022-09-30 20:46:44,552 - mmdet - INFO - Epoch [7][2500/7330] lr: 1.000e-04, eta: 3:42:30, time: 0.329, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0399, loss_cls: 0.2031, acc: 93.0437, loss_bbox: 0.2184, loss_mask: 0.2416, loss: 0.7379 2022-09-30 20:47:00,461 - mmdet - INFO - Epoch [7][2550/7330] lr: 1.000e-04, eta: 3:42:14, time: 0.318, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0437, loss_cls: 0.1965, acc: 93.1267, loss_bbox: 0.2199, loss_mask: 0.2329, loss: 0.7276 2022-09-30 20:47:16,713 - mmdet - INFO - Epoch [7][2600/7330] lr: 1.000e-04, eta: 3:41:58, time: 0.325, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0364, loss_rpn_bbox: 0.0437, loss_cls: 0.2098, acc: 92.8782, loss_bbox: 0.2356, loss_mask: 0.2421, loss: 0.7676 2022-09-30 20:47:32,677 - mmdet - INFO - Epoch [7][2650/7330] lr: 1.000e-04, eta: 3:41:42, time: 0.319, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0365, loss_rpn_bbox: 0.0404, loss_cls: 0.1969, acc: 93.2524, loss_bbox: 0.2203, loss_mask: 0.2431, loss: 0.7372 2022-09-30 20:47:48,966 - mmdet - INFO - Epoch [7][2700/7330] lr: 1.000e-04, eta: 3:41:26, time: 0.326, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0415, loss_cls: 0.1957, acc: 93.0955, loss_bbox: 0.2228, loss_mask: 0.2384, loss: 0.7317 2022-09-30 20:48:05,266 - mmdet - INFO - Epoch [7][2750/7330] lr: 1.000e-04, eta: 3:41:10, time: 0.326, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0336, loss_rpn_bbox: 0.0420, loss_cls: 0.2066, acc: 92.7598, loss_bbox: 0.2296, loss_mask: 0.2398, loss: 0.7516 2022-09-30 20:48:21,363 - mmdet - INFO - Epoch [7][2800/7330] lr: 1.000e-04, eta: 3:40:54, time: 0.322, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0316, loss_rpn_bbox: 0.0418, loss_cls: 0.2013, acc: 93.2097, loss_bbox: 0.2170, loss_mask: 0.2447, loss: 0.7365 2022-09-30 20:48:37,263 - mmdet - INFO - Epoch [7][2850/7330] lr: 1.000e-04, eta: 3:40:37, time: 0.318, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0383, loss_cls: 0.1949, acc: 93.2422, loss_bbox: 0.2138, loss_mask: 0.2393, loss: 0.7165 2022-09-30 20:48:53,357 - mmdet - INFO - Epoch [7][2900/7330] lr: 1.000e-04, eta: 3:40:21, time: 0.322, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0403, loss_cls: 0.1995, acc: 93.1797, loss_bbox: 0.2184, loss_mask: 0.2379, loss: 0.7294 2022-09-30 20:49:09,228 - mmdet - INFO - Epoch [7][2950/7330] lr: 1.000e-04, eta: 3:40:05, time: 0.317, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0345, loss_rpn_bbox: 0.0391, loss_cls: 0.1977, acc: 93.3049, loss_bbox: 0.2146, loss_mask: 0.2413, loss: 0.7271 2022-09-30 20:49:25,342 - mmdet - INFO - Epoch [7][3000/7330] lr: 1.000e-04, eta: 3:39:49, time: 0.322, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0439, loss_cls: 0.2063, acc: 92.8357, loss_bbox: 0.2290, loss_mask: 0.2468, loss: 0.7616 2022-09-30 20:49:41,473 - mmdet - INFO - Epoch [7][3050/7330] lr: 1.000e-04, eta: 3:39:33, time: 0.323, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0311, loss_rpn_bbox: 0.0394, loss_cls: 0.1905, acc: 93.4106, loss_bbox: 0.2161, loss_mask: 0.2422, loss: 0.7192 2022-09-30 20:49:57,437 - mmdet - INFO - Epoch [7][3100/7330] lr: 1.000e-04, eta: 3:39:17, time: 0.319, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0311, loss_rpn_bbox: 0.0389, loss_cls: 0.1936, acc: 93.3652, loss_bbox: 0.2189, loss_mask: 0.2352, loss: 0.7177 2022-09-30 20:50:13,218 - mmdet - INFO - Epoch [7][3150/7330] lr: 1.000e-04, eta: 3:39:00, time: 0.316, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0387, loss_cls: 0.1931, acc: 93.3726, loss_bbox: 0.2163, loss_mask: 0.2393, loss: 0.7187 2022-09-30 20:50:29,143 - mmdet - INFO - Epoch [7][3200/7330] lr: 1.000e-04, eta: 3:38:44, time: 0.318, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0387, loss_cls: 0.1947, acc: 93.4160, loss_bbox: 0.2129, loss_mask: 0.2342, loss: 0.7161 2022-09-30 20:50:45,381 - mmdet - INFO - Epoch [7][3250/7330] lr: 1.000e-04, eta: 3:38:28, time: 0.325, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0350, loss_rpn_bbox: 0.0442, loss_cls: 0.2033, acc: 92.9561, loss_bbox: 0.2307, loss_mask: 0.2373, loss: 0.7505 2022-09-30 20:51:01,492 - mmdet - INFO - Epoch [7][3300/7330] lr: 1.000e-04, eta: 3:38:12, time: 0.322, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0405, loss_cls: 0.1986, acc: 93.1462, loss_bbox: 0.2171, loss_mask: 0.2428, loss: 0.7345 2022-09-30 20:51:17,438 - mmdet - INFO - Epoch [7][3350/7330] lr: 1.000e-04, eta: 3:37:56, time: 0.319, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0383, loss_rpn_bbox: 0.0437, loss_cls: 0.2066, acc: 92.8384, loss_bbox: 0.2265, loss_mask: 0.2433, loss: 0.7585 2022-09-30 20:51:32,992 - mmdet - INFO - Epoch [7][3400/7330] lr: 1.000e-04, eta: 3:37:39, time: 0.311, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0406, loss_cls: 0.1986, acc: 93.2363, loss_bbox: 0.2206, loss_mask: 0.2431, loss: 0.7373 2022-09-30 20:51:49,167 - mmdet - INFO - Epoch [7][3450/7330] lr: 1.000e-04, eta: 3:37:23, time: 0.323, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0412, loss_cls: 0.1982, acc: 93.1787, loss_bbox: 0.2182, loss_mask: 0.2384, loss: 0.7290 2022-09-30 20:52:05,322 - mmdet - INFO - Epoch [7][3500/7330] lr: 1.000e-04, eta: 3:37:07, time: 0.323, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0398, loss_cls: 0.1974, acc: 93.1194, loss_bbox: 0.2198, loss_mask: 0.2428, loss: 0.7340 2022-09-30 20:52:21,395 - mmdet - INFO - Epoch [7][3550/7330] lr: 1.000e-04, eta: 3:36:51, time: 0.321, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0421, loss_cls: 0.1970, acc: 92.9822, loss_bbox: 0.2242, loss_mask: 0.2365, loss: 0.7329 2022-09-30 20:52:37,454 - mmdet - INFO - Epoch [7][3600/7330] lr: 1.000e-04, eta: 3:36:35, time: 0.321, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0345, loss_rpn_bbox: 0.0410, loss_cls: 0.1944, acc: 93.1982, loss_bbox: 0.2217, loss_mask: 0.2387, loss: 0.7302 2022-09-30 20:52:53,095 - mmdet - INFO - Epoch [7][3650/7330] lr: 1.000e-04, eta: 3:36:18, time: 0.313, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0407, loss_cls: 0.1999, acc: 92.9841, loss_bbox: 0.2201, loss_mask: 0.2446, loss: 0.7386 2022-09-30 20:53:09,002 - mmdet - INFO - Epoch [7][3700/7330] lr: 1.000e-04, eta: 3:36:02, time: 0.318, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0409, loss_cls: 0.1980, acc: 93.0576, loss_bbox: 0.2248, loss_mask: 0.2442, loss: 0.7427 2022-09-30 20:53:24,793 - mmdet - INFO - Epoch [7][3750/7330] lr: 1.000e-04, eta: 3:35:46, time: 0.316, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0403, loss_cls: 0.1963, acc: 93.3367, loss_bbox: 0.2188, loss_mask: 0.2376, loss: 0.7259 2022-09-30 20:53:41,274 - mmdet - INFO - Epoch [7][3800/7330] lr: 1.000e-04, eta: 3:35:30, time: 0.330, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0383, loss_rpn_bbox: 0.0408, loss_cls: 0.2021, acc: 93.0298, loss_bbox: 0.2226, loss_mask: 0.2394, loss: 0.7431 2022-09-30 20:53:57,352 - mmdet - INFO - Epoch [7][3850/7330] lr: 1.000e-04, eta: 3:35:14, time: 0.322, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0434, loss_cls: 0.2051, acc: 92.8408, loss_bbox: 0.2290, loss_mask: 0.2409, loss: 0.7545 2022-09-30 20:54:13,503 - mmdet - INFO - Epoch [7][3900/7330] lr: 1.000e-04, eta: 3:34:58, time: 0.323, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0348, loss_rpn_bbox: 0.0397, loss_cls: 0.1999, acc: 93.1661, loss_bbox: 0.2147, loss_mask: 0.2398, loss: 0.7289 2022-09-30 20:54:29,601 - mmdet - INFO - Epoch [7][3950/7330] lr: 1.000e-04, eta: 3:34:42, time: 0.322, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0427, loss_cls: 0.1981, acc: 93.2273, loss_bbox: 0.2205, loss_mask: 0.2429, loss: 0.7388 2022-09-30 20:54:46,057 - mmdet - INFO - Epoch [7][4000/7330] lr: 1.000e-04, eta: 3:34:26, time: 0.329, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0379, loss_rpn_bbox: 0.0458, loss_cls: 0.2116, acc: 92.6543, loss_bbox: 0.2304, loss_mask: 0.2489, loss: 0.7746 2022-09-30 20:55:02,281 - mmdet - INFO - Epoch [7][4050/7330] lr: 1.000e-04, eta: 3:34:10, time: 0.324, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0429, loss_cls: 0.2087, acc: 92.8799, loss_bbox: 0.2286, loss_mask: 0.2442, loss: 0.7607 2022-09-30 20:55:18,396 - mmdet - INFO - Epoch [7][4100/7330] lr: 1.000e-04, eta: 3:33:54, time: 0.322, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0444, loss_cls: 0.2041, acc: 92.8464, loss_bbox: 0.2257, loss_mask: 0.2471, loss: 0.7571 2022-09-30 20:55:34,467 - mmdet - INFO - Epoch [7][4150/7330] lr: 1.000e-04, eta: 3:33:38, time: 0.321, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0361, loss_rpn_bbox: 0.0431, loss_cls: 0.2067, acc: 92.8359, loss_bbox: 0.2327, loss_mask: 0.2464, loss: 0.7651 2022-09-30 20:55:50,456 - mmdet - INFO - Epoch [7][4200/7330] lr: 1.000e-04, eta: 3:33:22, time: 0.320, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0336, loss_rpn_bbox: 0.0393, loss_cls: 0.1951, acc: 93.3203, loss_bbox: 0.2192, loss_mask: 0.2397, loss: 0.7269 2022-09-30 20:56:06,733 - mmdet - INFO - Epoch [7][4250/7330] lr: 1.000e-04, eta: 3:33:06, time: 0.325, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0434, loss_cls: 0.2123, acc: 92.6833, loss_bbox: 0.2354, loss_mask: 0.2503, loss: 0.7770 2022-09-30 20:56:23,209 - mmdet - INFO - Epoch [7][4300/7330] lr: 1.000e-04, eta: 3:32:50, time: 0.330, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0336, loss_rpn_bbox: 0.0407, loss_cls: 0.2009, acc: 93.0769, loss_bbox: 0.2229, loss_mask: 0.2435, loss: 0.7416 2022-09-30 20:56:39,280 - mmdet - INFO - Epoch [7][4350/7330] lr: 1.000e-04, eta: 3:32:34, time: 0.321, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0400, loss_cls: 0.1845, acc: 93.5540, loss_bbox: 0.2089, loss_mask: 0.2342, loss: 0.7025 2022-09-30 20:56:55,118 - mmdet - INFO - Epoch [7][4400/7330] lr: 1.000e-04, eta: 3:32:18, time: 0.317, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0377, loss_cls: 0.1911, acc: 93.4033, loss_bbox: 0.2127, loss_mask: 0.2409, loss: 0.7136 2022-09-30 20:57:11,373 - mmdet - INFO - Epoch [7][4450/7330] lr: 1.000e-04, eta: 3:32:02, time: 0.325, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0403, loss_cls: 0.1996, acc: 93.2026, loss_bbox: 0.2207, loss_mask: 0.2394, loss: 0.7338 2022-09-30 20:57:27,223 - mmdet - INFO - Epoch [7][4500/7330] lr: 1.000e-04, eta: 3:31:45, time: 0.317, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0390, loss_rpn_bbox: 0.0422, loss_cls: 0.2003, acc: 93.0381, loss_bbox: 0.2263, loss_mask: 0.2432, loss: 0.7511 2022-09-30 20:57:43,422 - mmdet - INFO - Epoch [7][4550/7330] lr: 1.000e-04, eta: 3:31:29, time: 0.324, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0424, loss_cls: 0.2035, acc: 93.0276, loss_bbox: 0.2259, loss_mask: 0.2430, loss: 0.7469 2022-09-30 20:57:59,314 - mmdet - INFO - Epoch [7][4600/7330] lr: 1.000e-04, eta: 3:31:13, time: 0.318, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0415, loss_cls: 0.1983, acc: 93.0593, loss_bbox: 0.2240, loss_mask: 0.2393, loss: 0.7391 2022-09-30 20:58:15,526 - mmdet - INFO - Epoch [7][4650/7330] lr: 1.000e-04, eta: 3:30:57, time: 0.324, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0406, loss_cls: 0.1969, acc: 93.1846, loss_bbox: 0.2224, loss_mask: 0.2368, loss: 0.7305 2022-09-30 20:58:31,358 - mmdet - INFO - Epoch [7][4700/7330] lr: 1.000e-04, eta: 3:30:41, time: 0.317, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0405, loss_cls: 0.2079, acc: 92.9019, loss_bbox: 0.2339, loss_mask: 0.2487, loss: 0.7665 2022-09-30 20:58:47,248 - mmdet - INFO - Epoch [7][4750/7330] lr: 1.000e-04, eta: 3:30:25, time: 0.318, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0392, loss_cls: 0.1981, acc: 93.2637, loss_bbox: 0.2191, loss_mask: 0.2353, loss: 0.7241 2022-09-30 20:59:03,339 - mmdet - INFO - Epoch [7][4800/7330] lr: 1.000e-04, eta: 3:30:08, time: 0.322, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0380, loss_rpn_bbox: 0.0431, loss_cls: 0.2057, acc: 92.8921, loss_bbox: 0.2252, loss_mask: 0.2379, loss: 0.7498 2022-09-30 20:59:19,518 - mmdet - INFO - Epoch [7][4850/7330] lr: 1.000e-04, eta: 3:29:52, time: 0.324, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0388, loss_cls: 0.1910, acc: 93.5063, loss_bbox: 0.2098, loss_mask: 0.2413, loss: 0.7147 2022-09-30 20:59:35,514 - mmdet - INFO - Epoch [7][4900/7330] lr: 1.000e-04, eta: 3:29:36, time: 0.320, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0414, loss_cls: 0.1945, acc: 93.1514, loss_bbox: 0.2210, loss_mask: 0.2420, loss: 0.7324 2022-09-30 20:59:51,601 - mmdet - INFO - Epoch [7][4950/7330] lr: 1.000e-04, eta: 3:29:20, time: 0.322, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0434, loss_cls: 0.1972, acc: 93.2285, loss_bbox: 0.2239, loss_mask: 0.2408, loss: 0.7427 2022-09-30 21:00:07,784 - mmdet - INFO - Epoch [7][5000/7330] lr: 1.000e-04, eta: 3:29:04, time: 0.324, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0431, loss_cls: 0.1952, acc: 93.2192, loss_bbox: 0.2198, loss_mask: 0.2409, loss: 0.7347 2022-09-30 21:00:24,032 - mmdet - INFO - Epoch [7][5050/7330] lr: 1.000e-04, eta: 3:28:48, time: 0.325, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0414, loss_cls: 0.1976, acc: 93.1865, loss_bbox: 0.2163, loss_mask: 0.2413, loss: 0.7275 2022-09-30 21:00:41,788 - mmdet - INFO - Epoch [7][5100/7330] lr: 1.000e-04, eta: 3:28:33, time: 0.355, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0422, loss_cls: 0.2019, acc: 92.9507, loss_bbox: 0.2265, loss_mask: 0.2402, loss: 0.7459 2022-09-30 21:00:57,675 - mmdet - INFO - Epoch [7][5150/7330] lr: 1.000e-04, eta: 3:28:17, time: 0.318, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0350, loss_rpn_bbox: 0.0423, loss_cls: 0.1980, acc: 93.0976, loss_bbox: 0.2216, loss_mask: 0.2446, loss: 0.7416 2022-09-30 21:01:13,493 - mmdet - INFO - Epoch [7][5200/7330] lr: 1.000e-04, eta: 3:28:01, time: 0.316, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0412, loss_cls: 0.2073, acc: 92.9595, loss_bbox: 0.2263, loss_mask: 0.2434, loss: 0.7515 2022-09-30 21:01:29,460 - mmdet - INFO - Epoch [7][5250/7330] lr: 1.000e-04, eta: 3:27:45, time: 0.319, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0413, loss_cls: 0.2071, acc: 92.9954, loss_bbox: 0.2273, loss_mask: 0.2494, loss: 0.7599 2022-09-30 21:01:45,290 - mmdet - INFO - Epoch [7][5300/7330] lr: 1.000e-04, eta: 3:27:28, time: 0.317, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0414, loss_cls: 0.2085, acc: 92.7988, loss_bbox: 0.2249, loss_mask: 0.2416, loss: 0.7518 2022-09-30 21:02:01,582 - mmdet - INFO - Epoch [7][5350/7330] lr: 1.000e-04, eta: 3:27:12, time: 0.326, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0394, loss_cls: 0.1943, acc: 93.2017, loss_bbox: 0.2202, loss_mask: 0.2415, loss: 0.7272 2022-09-30 21:02:17,659 - mmdet - INFO - Epoch [7][5400/7330] lr: 1.000e-04, eta: 3:26:56, time: 0.322, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0430, loss_cls: 0.2110, acc: 92.7864, loss_bbox: 0.2273, loss_mask: 0.2449, loss: 0.7625 2022-09-30 21:02:33,983 - mmdet - INFO - Epoch [7][5450/7330] lr: 1.000e-04, eta: 3:26:40, time: 0.326, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0376, loss_rpn_bbox: 0.0432, loss_cls: 0.2117, acc: 92.6631, loss_bbox: 0.2316, loss_mask: 0.2444, loss: 0.7685 2022-09-30 21:02:50,080 - mmdet - INFO - Epoch [7][5500/7330] lr: 1.000e-04, eta: 3:26:24, time: 0.322, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0422, loss_cls: 0.1948, acc: 93.3552, loss_bbox: 0.2125, loss_mask: 0.2449, loss: 0.7290 2022-09-30 21:03:06,437 - mmdet - INFO - Epoch [7][5550/7330] lr: 1.000e-04, eta: 3:26:08, time: 0.327, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0436, loss_cls: 0.2132, acc: 92.7759, loss_bbox: 0.2320, loss_mask: 0.2458, loss: 0.7703 2022-09-30 21:03:22,477 - mmdet - INFO - Epoch [7][5600/7330] lr: 1.000e-04, eta: 3:25:52, time: 0.321, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0416, loss_cls: 0.1991, acc: 93.2161, loss_bbox: 0.2195, loss_mask: 0.2424, loss: 0.7379 2022-09-30 21:03:38,352 - mmdet - INFO - Epoch [7][5650/7330] lr: 1.000e-04, eta: 3:25:36, time: 0.317, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0369, loss_rpn_bbox: 0.0418, loss_cls: 0.1946, acc: 93.3054, loss_bbox: 0.2161, loss_mask: 0.2389, loss: 0.7284 2022-09-30 21:03:54,733 - mmdet - INFO - Epoch [7][5700/7330] lr: 1.000e-04, eta: 3:25:20, time: 0.327, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0438, loss_cls: 0.2028, acc: 93.0586, loss_bbox: 0.2252, loss_mask: 0.2442, loss: 0.7510 2022-09-30 21:04:10,554 - mmdet - INFO - Epoch [7][5750/7330] lr: 1.000e-04, eta: 3:25:04, time: 0.317, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0391, loss_cls: 0.1903, acc: 93.5000, loss_bbox: 0.2112, loss_mask: 0.2369, loss: 0.7119 2022-09-30 21:04:27,091 - mmdet - INFO - Epoch [7][5800/7330] lr: 1.000e-04, eta: 3:24:48, time: 0.331, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0414, loss_cls: 0.2004, acc: 92.9688, loss_bbox: 0.2239, loss_mask: 0.2421, loss: 0.7424 2022-09-30 21:04:43,051 - mmdet - INFO - Epoch [7][5850/7330] lr: 1.000e-04, eta: 3:24:32, time: 0.319, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0403, loss_cls: 0.1944, acc: 93.3423, loss_bbox: 0.2166, loss_mask: 0.2376, loss: 0.7196 2022-09-30 21:04:59,411 - mmdet - INFO - Epoch [7][5900/7330] lr: 1.000e-04, eta: 3:24:16, time: 0.327, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0366, loss_rpn_bbox: 0.0431, loss_cls: 0.2071, acc: 92.7219, loss_bbox: 0.2307, loss_mask: 0.2451, loss: 0.7625 2022-09-30 21:05:15,511 - mmdet - INFO - Epoch [7][5950/7330] lr: 1.000e-04, eta: 3:24:00, time: 0.322, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0414, loss_cls: 0.2047, acc: 93.0203, loss_bbox: 0.2222, loss_mask: 0.2497, loss: 0.7519 2022-09-30 21:05:31,328 - mmdet - INFO - Epoch [7][6000/7330] lr: 1.000e-04, eta: 3:23:44, time: 0.316, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0407, loss_cls: 0.1884, acc: 93.5115, loss_bbox: 0.2137, loss_mask: 0.2393, loss: 0.7160 2022-09-30 21:05:47,838 - mmdet - INFO - Epoch [7][6050/7330] lr: 1.000e-04, eta: 3:23:28, time: 0.330, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0402, loss_cls: 0.1953, acc: 93.3127, loss_bbox: 0.2191, loss_mask: 0.2366, loss: 0.7285 2022-09-30 21:06:03,754 - mmdet - INFO - Epoch [7][6100/7330] lr: 1.000e-04, eta: 3:23:12, time: 0.318, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0408, loss_cls: 0.1975, acc: 93.1375, loss_bbox: 0.2250, loss_mask: 0.2425, loss: 0.7371 2022-09-30 21:06:19,960 - mmdet - INFO - Epoch [7][6150/7330] lr: 1.000e-04, eta: 3:22:56, time: 0.324, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0410, loss_cls: 0.2107, acc: 92.8738, loss_bbox: 0.2267, loss_mask: 0.2383, loss: 0.7504 2022-09-30 21:06:36,406 - mmdet - INFO - Epoch [7][6200/7330] lr: 1.000e-04, eta: 3:22:40, time: 0.329, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0429, loss_cls: 0.2020, acc: 92.9795, loss_bbox: 0.2194, loss_mask: 0.2430, loss: 0.7429 2022-09-30 21:06:52,450 - mmdet - INFO - Epoch [7][6250/7330] lr: 1.000e-04, eta: 3:22:24, time: 0.321, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0417, loss_cls: 0.2092, acc: 92.8574, loss_bbox: 0.2287, loss_mask: 0.2392, loss: 0.7522 2022-09-30 21:07:08,787 - mmdet - INFO - Epoch [7][6300/7330] lr: 1.000e-04, eta: 3:22:08, time: 0.327, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0437, loss_cls: 0.2065, acc: 92.9753, loss_bbox: 0.2247, loss_mask: 0.2454, loss: 0.7574 2022-09-30 21:07:24,733 - mmdet - INFO - Epoch [7][6350/7330] lr: 1.000e-04, eta: 3:21:52, time: 0.319, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0402, loss_cls: 0.1999, acc: 93.0620, loss_bbox: 0.2208, loss_mask: 0.2374, loss: 0.7315 2022-09-30 21:07:40,940 - mmdet - INFO - Epoch [7][6400/7330] lr: 1.000e-04, eta: 3:21:36, time: 0.324, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0428, loss_cls: 0.2049, acc: 93.0703, loss_bbox: 0.2210, loss_mask: 0.2368, loss: 0.7382 2022-09-30 21:07:57,085 - mmdet - INFO - Epoch [7][6450/7330] lr: 1.000e-04, eta: 3:21:19, time: 0.323, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0414, loss_cls: 0.2011, acc: 92.9819, loss_bbox: 0.2251, loss_mask: 0.2411, loss: 0.7444 2022-09-30 21:08:13,165 - mmdet - INFO - Epoch [7][6500/7330] lr: 1.000e-04, eta: 3:21:03, time: 0.322, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0423, loss_cls: 0.1995, acc: 93.1560, loss_bbox: 0.2259, loss_mask: 0.2384, loss: 0.7415 2022-09-30 21:08:29,011 - mmdet - INFO - Epoch [7][6550/7330] lr: 1.000e-04, eta: 3:20:47, time: 0.317, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0372, loss_cls: 0.1850, acc: 93.5249, loss_bbox: 0.2069, loss_mask: 0.2312, loss: 0.6916 2022-09-30 21:08:45,386 - mmdet - INFO - Epoch [7][6600/7330] lr: 1.000e-04, eta: 3:20:31, time: 0.328, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0424, loss_cls: 0.1985, acc: 93.0789, loss_bbox: 0.2240, loss_mask: 0.2411, loss: 0.7402 2022-09-30 21:09:01,230 - mmdet - INFO - Epoch [7][6650/7330] lr: 1.000e-04, eta: 3:20:15, time: 0.317, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0402, loss_cls: 0.1927, acc: 93.3196, loss_bbox: 0.2186, loss_mask: 0.2426, loss: 0.7288 2022-09-30 21:09:17,153 - mmdet - INFO - Epoch [7][6700/7330] lr: 1.000e-04, eta: 3:19:59, time: 0.318, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0396, loss_cls: 0.1934, acc: 93.2544, loss_bbox: 0.2179, loss_mask: 0.2455, loss: 0.7288 2022-09-30 21:09:33,413 - mmdet - INFO - Epoch [7][6750/7330] lr: 1.000e-04, eta: 3:19:43, time: 0.325, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0421, loss_cls: 0.2021, acc: 93.0542, loss_bbox: 0.2231, loss_mask: 0.2431, loss: 0.7458 2022-09-30 21:09:49,396 - mmdet - INFO - Epoch [7][6800/7330] lr: 1.000e-04, eta: 3:19:27, time: 0.320, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0401, loss_cls: 0.1932, acc: 93.3152, loss_bbox: 0.2171, loss_mask: 0.2445, loss: 0.7267 2022-09-30 21:10:05,476 - mmdet - INFO - Epoch [7][6850/7330] lr: 1.000e-04, eta: 3:19:10, time: 0.322, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0401, loss_cls: 0.1854, acc: 93.6255, loss_bbox: 0.2088, loss_mask: 0.2306, loss: 0.6995 2022-09-30 21:10:21,561 - mmdet - INFO - Epoch [7][6900/7330] lr: 1.000e-04, eta: 3:18:54, time: 0.322, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0402, loss_rpn_bbox: 0.0457, loss_cls: 0.2059, acc: 92.8296, loss_bbox: 0.2337, loss_mask: 0.2503, loss: 0.7757 2022-09-30 21:10:37,601 - mmdet - INFO - Epoch [7][6950/7330] lr: 1.000e-04, eta: 3:18:38, time: 0.321, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0315, loss_rpn_bbox: 0.0390, loss_cls: 0.1941, acc: 93.2859, loss_bbox: 0.2121, loss_mask: 0.2330, loss: 0.7097 2022-09-30 21:10:53,841 - mmdet - INFO - Epoch [7][7000/7330] lr: 1.000e-04, eta: 3:18:22, time: 0.325, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0355, loss_rpn_bbox: 0.0422, loss_cls: 0.2033, acc: 93.0632, loss_bbox: 0.2233, loss_mask: 0.2422, loss: 0.7465 2022-09-30 21:11:09,852 - mmdet - INFO - Epoch [7][7050/7330] lr: 1.000e-04, eta: 3:18:06, time: 0.320, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0398, loss_cls: 0.1959, acc: 93.2915, loss_bbox: 0.2164, loss_mask: 0.2415, loss: 0.7255 2022-09-30 21:11:25,530 - mmdet - INFO - Epoch [7][7100/7330] lr: 1.000e-04, eta: 3:17:50, time: 0.314, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0315, loss_rpn_bbox: 0.0383, loss_cls: 0.1981, acc: 93.2998, loss_bbox: 0.2142, loss_mask: 0.2377, loss: 0.7197 2022-09-30 21:11:41,664 - mmdet - INFO - Epoch [7][7150/7330] lr: 1.000e-04, eta: 3:17:34, time: 0.323, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0410, loss_cls: 0.2043, acc: 93.0142, loss_bbox: 0.2260, loss_mask: 0.2451, loss: 0.7501 2022-09-30 21:11:57,594 - mmdet - INFO - Epoch [7][7200/7330] lr: 1.000e-04, eta: 3:17:17, time: 0.319, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0409, loss_cls: 0.2021, acc: 93.0059, loss_bbox: 0.2206, loss_mask: 0.2405, loss: 0.7378 2022-09-30 21:12:13,694 - mmdet - INFO - Epoch [7][7250/7330] lr: 1.000e-04, eta: 3:17:01, time: 0.322, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0322, loss_rpn_bbox: 0.0397, loss_cls: 0.2001, acc: 93.2537, loss_bbox: 0.2164, loss_mask: 0.2403, loss: 0.7287 2022-09-30 21:12:29,723 - mmdet - INFO - Epoch [7][7300/7330] lr: 1.000e-04, eta: 3:16:45, time: 0.321, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0362, loss_rpn_bbox: 0.0408, loss_cls: 0.2031, acc: 92.9705, loss_bbox: 0.2219, loss_mask: 0.2485, loss: 0.7505 2022-09-30 21:12:39,290 - mmdet - INFO - Saving checkpoint at 7 epochs 2022-09-30 21:13:32,721 - mmdet - INFO - Evaluating bbox... 2022-09-30 21:13:59,787 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.425 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.644 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.467 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.263 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.461 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.562 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.567 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.567 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.567 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.382 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.604 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.705 2022-09-30 21:13:59,787 - mmdet - INFO - Evaluating segm... 2022-09-30 21:14:32,683 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.380 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.610 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.402 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 ] = 0.412 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.558 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.511 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.511 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.511 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.323 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.552 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.665 2022-09-30 21:14:33,077 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 21:14:33,078 - mmdet - INFO - Epoch(val) [7][625] bbox_mAP: 0.4250, bbox_mAP_50: 0.6440, bbox_mAP_75: 0.4670, bbox_mAP_s: 0.2630, bbox_mAP_m: 0.4610, bbox_mAP_l: 0.5620, bbox_mAP_copypaste: 0.425 0.644 0.467 0.263 0.461 0.562, segm_mAP: 0.3800, segm_mAP_50: 0.6100, segm_mAP_75: 0.4020, segm_mAP_s: 0.1890, segm_mAP_m: 0.4120, segm_mAP_l: 0.5580, segm_mAP_copypaste: 0.380 0.610 0.402 0.189 0.412 0.558 2022-09-30 21:14:52,663 - mmdet - INFO - Epoch [8][50/7330] lr: 1.000e-04, eta: 3:16:15, time: 0.392, data_time: 0.081, memory: 15383, loss_rpn_cls: 0.0350, loss_rpn_bbox: 0.0399, loss_cls: 0.1823, acc: 93.6887, loss_bbox: 0.2059, loss_mask: 0.2336, loss: 0.6967 2022-09-30 21:15:09,080 - mmdet - INFO - Epoch [8][100/7330] lr: 1.000e-04, eta: 3:15:59, time: 0.328, data_time: 0.023, memory: 15383, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0406, loss_cls: 0.1971, acc: 92.9614, loss_bbox: 0.2215, loss_mask: 0.2405, loss: 0.7319 2022-09-30 21:15:25,081 - mmdet - INFO - Epoch [8][150/7330] lr: 1.000e-04, eta: 3:15:43, time: 0.320, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0401, loss_cls: 0.1906, acc: 93.3008, loss_bbox: 0.2190, loss_mask: 0.2374, loss: 0.7203 2022-09-30 21:15:41,269 - mmdet - INFO - Epoch [8][200/7330] lr: 1.000e-04, eta: 3:15:27, time: 0.324, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0417, loss_cls: 0.1859, acc: 93.4177, loss_bbox: 0.2168, loss_mask: 0.2312, loss: 0.7076 2022-09-30 21:15:57,794 - mmdet - INFO - Epoch [8][250/7330] lr: 1.000e-04, eta: 3:15:11, time: 0.330, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0404, loss_cls: 0.1916, acc: 93.3350, loss_bbox: 0.2190, loss_mask: 0.2375, loss: 0.7218 2022-09-30 21:16:14,078 - mmdet - INFO - Epoch [8][300/7330] lr: 1.000e-04, eta: 3:14:55, time: 0.326, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0413, loss_cls: 0.1912, acc: 93.4146, loss_bbox: 0.2159, loss_mask: 0.2334, loss: 0.7136 2022-09-30 21:16:30,456 - mmdet - INFO - Epoch [8][350/7330] lr: 1.000e-04, eta: 3:14:39, time: 0.328, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0428, loss_cls: 0.1957, acc: 93.2671, loss_bbox: 0.2199, loss_mask: 0.2421, loss: 0.7318 2022-09-30 21:16:46,722 - mmdet - INFO - Epoch [8][400/7330] lr: 1.000e-04, eta: 3:14:23, time: 0.325, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0400, loss_cls: 0.1970, acc: 93.1760, loss_bbox: 0.2220, loss_mask: 0.2389, loss: 0.7303 2022-09-30 21:17:02,667 - mmdet - INFO - Epoch [8][450/7330] lr: 1.000e-04, eta: 3:14:07, time: 0.319, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0371, loss_rpn_bbox: 0.0424, loss_cls: 0.1974, acc: 93.1057, loss_bbox: 0.2264, loss_mask: 0.2466, loss: 0.7499 2022-09-30 21:17:19,005 - mmdet - INFO - Epoch [8][500/7330] lr: 1.000e-04, eta: 3:13:51, time: 0.327, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0337, loss_rpn_bbox: 0.0427, loss_cls: 0.2042, acc: 92.8977, loss_bbox: 0.2269, loss_mask: 0.2429, loss: 0.7505 2022-09-30 21:17:34,797 - mmdet - INFO - Epoch [8][550/7330] lr: 1.000e-04, eta: 3:13:35, time: 0.316, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0421, loss_cls: 0.1980, acc: 93.1907, loss_bbox: 0.2177, loss_mask: 0.2379, loss: 0.7290 2022-09-30 21:17:51,057 - mmdet - INFO - Epoch [8][600/7330] lr: 1.000e-04, eta: 3:13:19, time: 0.325, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0403, loss_cls: 0.1929, acc: 93.2224, loss_bbox: 0.2159, loss_mask: 0.2361, loss: 0.7189 2022-09-30 21:18:07,045 - mmdet - INFO - Epoch [8][650/7330] lr: 1.000e-04, eta: 3:13:03, time: 0.320, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0428, loss_cls: 0.2019, acc: 92.9583, loss_bbox: 0.2208, loss_mask: 0.2383, loss: 0.7396 2022-09-30 21:18:23,517 - mmdet - INFO - Epoch [8][700/7330] lr: 1.000e-04, eta: 3:12:47, time: 0.329, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0414, loss_cls: 0.2060, acc: 92.9456, loss_bbox: 0.2202, loss_mask: 0.2353, loss: 0.7375 2022-09-30 21:18:39,839 - mmdet - INFO - Epoch [8][750/7330] lr: 1.000e-04, eta: 3:12:31, time: 0.326, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0413, loss_cls: 0.1989, acc: 93.0889, loss_bbox: 0.2232, loss_mask: 0.2392, loss: 0.7358 2022-09-30 21:18:56,257 - mmdet - INFO - Epoch [8][800/7330] lr: 1.000e-04, eta: 3:12:15, time: 0.328, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0434, loss_cls: 0.1957, acc: 93.1362, loss_bbox: 0.2207, loss_mask: 0.2408, loss: 0.7348 2022-09-30 21:19:12,315 - mmdet - INFO - Epoch [8][850/7330] lr: 1.000e-04, eta: 3:11:59, time: 0.321, data_time: 0.015, memory: 15383, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0403, loss_cls: 0.1941, acc: 93.2944, loss_bbox: 0.2139, loss_mask: 0.2364, loss: 0.7187 2022-09-30 21:19:28,499 - mmdet - INFO - Epoch [8][900/7330] lr: 1.000e-04, eta: 3:11:43, time: 0.324, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0444, loss_cls: 0.2039, acc: 92.9106, loss_bbox: 0.2261, loss_mask: 0.2435, loss: 0.7519 2022-09-30 21:19:44,786 - mmdet - INFO - Epoch [8][950/7330] lr: 1.000e-04, eta: 3:11:27, time: 0.326, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0423, loss_cls: 0.1931, acc: 93.1160, loss_bbox: 0.2228, loss_mask: 0.2338, loss: 0.7263 2022-09-30 21:20:00,814 - mmdet - INFO - Epoch [8][1000/7330] lr: 1.000e-04, eta: 3:11:11, time: 0.321, data_time: 0.015, memory: 15383, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0415, loss_cls: 0.2004, acc: 93.1399, loss_bbox: 0.2221, loss_mask: 0.2388, loss: 0.7355 2022-09-30 21:20:17,176 - mmdet - INFO - Epoch [8][1050/7330] lr: 1.000e-04, eta: 3:10:55, time: 0.327, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0412, loss_cls: 0.2010, acc: 92.9907, loss_bbox: 0.2266, loss_mask: 0.2415, loss: 0.7438 2022-09-30 21:20:33,325 - mmdet - INFO - Epoch [8][1100/7330] lr: 1.000e-04, eta: 3:10:39, time: 0.323, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0424, loss_cls: 0.1958, acc: 93.1206, loss_bbox: 0.2217, loss_mask: 0.2367, loss: 0.7323 2022-09-30 21:20:49,633 - mmdet - INFO - Epoch [8][1150/7330] lr: 1.000e-04, eta: 3:10:23, time: 0.326, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0389, loss_cls: 0.1937, acc: 93.3599, loss_bbox: 0.2138, loss_mask: 0.2343, loss: 0.7119 2022-09-30 21:21:05,907 - mmdet - INFO - Epoch [8][1200/7330] lr: 1.000e-04, eta: 3:10:07, time: 0.325, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0433, loss_cls: 0.2002, acc: 92.9299, loss_bbox: 0.2266, loss_mask: 0.2395, loss: 0.7450 2022-09-30 21:21:22,105 - mmdet - INFO - Epoch [8][1250/7330] lr: 1.000e-04, eta: 3:09:51, time: 0.324, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0401, loss_cls: 0.1929, acc: 93.2593, loss_bbox: 0.2153, loss_mask: 0.2367, loss: 0.7167 2022-09-30 21:21:38,157 - mmdet - INFO - Epoch [8][1300/7330] lr: 1.000e-04, eta: 3:09:35, time: 0.321, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0410, loss_cls: 0.1966, acc: 93.1865, loss_bbox: 0.2239, loss_mask: 0.2426, loss: 0.7365 2022-09-30 21:21:54,489 - mmdet - INFO - Epoch [8][1350/7330] lr: 1.000e-04, eta: 3:09:19, time: 0.327, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0401, loss_cls: 0.2000, acc: 92.9785, loss_bbox: 0.2220, loss_mask: 0.2422, loss: 0.7374 2022-09-30 21:22:10,714 - mmdet - INFO - Epoch [8][1400/7330] lr: 1.000e-04, eta: 3:09:03, time: 0.324, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0417, loss_cls: 0.1919, acc: 93.2090, loss_bbox: 0.2172, loss_mask: 0.2372, loss: 0.7211 2022-09-30 21:22:26,651 - mmdet - INFO - Epoch [8][1450/7330] lr: 1.000e-04, eta: 3:08:47, time: 0.319, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0392, loss_cls: 0.1801, acc: 93.6204, loss_bbox: 0.2108, loss_mask: 0.2346, loss: 0.6968 2022-09-30 21:22:42,681 - mmdet - INFO - Epoch [8][1500/7330] lr: 1.000e-04, eta: 3:08:31, time: 0.321, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0421, loss_cls: 0.2013, acc: 93.1134, loss_bbox: 0.2230, loss_mask: 0.2416, loss: 0.7402 2022-09-30 21:22:58,724 - mmdet - INFO - Epoch [8][1550/7330] lr: 1.000e-04, eta: 3:08:15, time: 0.321, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0400, loss_cls: 0.1971, acc: 93.2305, loss_bbox: 0.2195, loss_mask: 0.2383, loss: 0.7262 2022-09-30 21:23:14,824 - mmdet - INFO - Epoch [8][1600/7330] lr: 1.000e-04, eta: 3:07:59, time: 0.322, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0310, loss_rpn_bbox: 0.0427, loss_cls: 0.1972, acc: 92.9067, loss_bbox: 0.2270, loss_mask: 0.2416, loss: 0.7396 2022-09-30 21:23:30,992 - mmdet - INFO - Epoch [8][1650/7330] lr: 1.000e-04, eta: 3:07:43, time: 0.323, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0402, loss_cls: 0.1958, acc: 93.2546, loss_bbox: 0.2127, loss_mask: 0.2385, loss: 0.7199 2022-09-30 21:23:47,187 - mmdet - INFO - Epoch [8][1700/7330] lr: 1.000e-04, eta: 3:07:27, time: 0.324, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0443, loss_cls: 0.2072, acc: 92.9944, loss_bbox: 0.2279, loss_mask: 0.2459, loss: 0.7612 2022-09-30 21:24:03,342 - mmdet - INFO - Epoch [8][1750/7330] lr: 1.000e-04, eta: 3:07:11, time: 0.323, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0412, loss_cls: 0.1965, acc: 93.1921, loss_bbox: 0.2217, loss_mask: 0.2404, loss: 0.7331 2022-09-30 21:24:19,389 - mmdet - INFO - Epoch [8][1800/7330] lr: 1.000e-04, eta: 3:06:54, time: 0.321, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0363, loss_rpn_bbox: 0.0412, loss_cls: 0.1893, acc: 93.4365, loss_bbox: 0.2178, loss_mask: 0.2361, loss: 0.7207 2022-09-30 21:24:35,284 - mmdet - INFO - Epoch [8][1850/7330] lr: 1.000e-04, eta: 3:06:38, time: 0.318, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0407, loss_cls: 0.2002, acc: 93.0991, loss_bbox: 0.2205, loss_mask: 0.2399, loss: 0.7359 2022-09-30 21:24:51,396 - mmdet - INFO - Epoch [8][1900/7330] lr: 1.000e-04, eta: 3:06:22, time: 0.322, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0369, loss_rpn_bbox: 0.0410, loss_cls: 0.1879, acc: 93.4229, loss_bbox: 0.2160, loss_mask: 0.2354, loss: 0.7172 2022-09-30 21:25:07,676 - mmdet - INFO - Epoch [8][1950/7330] lr: 1.000e-04, eta: 3:06:06, time: 0.326, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0373, loss_rpn_bbox: 0.0465, loss_cls: 0.2074, acc: 92.7280, loss_bbox: 0.2312, loss_mask: 0.2468, loss: 0.7692 2022-09-30 21:25:23,954 - mmdet - INFO - Epoch [8][2000/7330] lr: 1.000e-04, eta: 3:05:50, time: 0.326, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0404, loss_cls: 0.1909, acc: 93.2834, loss_bbox: 0.2188, loss_mask: 0.2439, loss: 0.7260 2022-09-30 21:25:40,056 - mmdet - INFO - Epoch [8][2050/7330] lr: 1.000e-04, eta: 3:05:34, time: 0.322, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0409, loss_cls: 0.1965, acc: 93.1882, loss_bbox: 0.2169, loss_mask: 0.2371, loss: 0.7232 2022-09-30 21:25:56,227 - mmdet - INFO - Epoch [8][2100/7330] lr: 1.000e-04, eta: 3:05:18, time: 0.323, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0427, loss_cls: 0.1992, acc: 93.0801, loss_bbox: 0.2249, loss_mask: 0.2459, loss: 0.7479 2022-09-30 21:26:12,787 - mmdet - INFO - Epoch [8][2150/7330] lr: 1.000e-04, eta: 3:05:02, time: 0.331, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0415, loss_cls: 0.2001, acc: 93.0493, loss_bbox: 0.2262, loss_mask: 0.2366, loss: 0.7397 2022-09-30 21:26:29,158 - mmdet - INFO - Epoch [8][2200/7330] lr: 1.000e-04, eta: 3:04:46, time: 0.327, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0413, loss_cls: 0.1946, acc: 93.3000, loss_bbox: 0.2138, loss_mask: 0.2327, loss: 0.7153 2022-09-30 21:26:45,417 - mmdet - INFO - Epoch [8][2250/7330] lr: 1.000e-04, eta: 3:04:30, time: 0.325, data_time: 0.015, memory: 15383, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0411, loss_cls: 0.1919, acc: 93.1523, loss_bbox: 0.2201, loss_mask: 0.2353, loss: 0.7227 2022-09-30 21:27:01,328 - mmdet - INFO - Epoch [8][2300/7330] lr: 1.000e-04, eta: 3:04:14, time: 0.318, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0417, loss_cls: 0.2035, acc: 92.9932, loss_bbox: 0.2241, loss_mask: 0.2459, loss: 0.7505 2022-09-30 21:27:17,295 - mmdet - INFO - Epoch [8][2350/7330] lr: 1.000e-04, eta: 3:03:58, time: 0.319, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0403, loss_cls: 0.1977, acc: 93.2644, loss_bbox: 0.2211, loss_mask: 0.2425, loss: 0.7343 2022-09-30 21:27:33,589 - mmdet - INFO - Epoch [8][2400/7330] lr: 1.000e-04, eta: 3:03:42, time: 0.326, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0353, loss_rpn_bbox: 0.0448, loss_cls: 0.1954, acc: 93.1177, loss_bbox: 0.2255, loss_mask: 0.2432, loss: 0.7442 2022-09-30 21:27:49,511 - mmdet - INFO - Epoch [8][2450/7330] lr: 1.000e-04, eta: 3:03:26, time: 0.318, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0307, loss_rpn_bbox: 0.0386, loss_cls: 0.1918, acc: 93.3213, loss_bbox: 0.2174, loss_mask: 0.2334, loss: 0.7120 2022-09-30 21:28:05,510 - mmdet - INFO - Epoch [8][2500/7330] lr: 1.000e-04, eta: 3:03:10, time: 0.320, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0402, loss_cls: 0.1922, acc: 93.2747, loss_bbox: 0.2194, loss_mask: 0.2412, loss: 0.7260 2022-09-30 21:28:21,481 - mmdet - INFO - Epoch [8][2550/7330] lr: 1.000e-04, eta: 3:02:54, time: 0.319, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0405, loss_cls: 0.2030, acc: 92.8213, loss_bbox: 0.2296, loss_mask: 0.2477, loss: 0.7539 2022-09-30 21:28:37,589 - mmdet - INFO - Epoch [8][2600/7330] lr: 1.000e-04, eta: 3:02:37, time: 0.322, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0365, loss_rpn_bbox: 0.0460, loss_cls: 0.2045, acc: 92.9031, loss_bbox: 0.2280, loss_mask: 0.2439, loss: 0.7589 2022-09-30 21:28:53,645 - mmdet - INFO - Epoch [8][2650/7330] lr: 1.000e-04, eta: 3:02:21, time: 0.321, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0420, loss_cls: 0.1966, acc: 93.2373, loss_bbox: 0.2188, loss_mask: 0.2406, loss: 0.7323 2022-09-30 21:29:09,877 - mmdet - INFO - Epoch [8][2700/7330] lr: 1.000e-04, eta: 3:02:05, time: 0.325, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0370, loss_rpn_bbox: 0.0435, loss_cls: 0.1986, acc: 93.0686, loss_bbox: 0.2280, loss_mask: 0.2392, loss: 0.7462 2022-09-30 21:29:25,905 - mmdet - INFO - Epoch [8][2750/7330] lr: 1.000e-04, eta: 3:01:49, time: 0.321, data_time: 0.015, memory: 15383, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0399, loss_cls: 0.2042, acc: 93.0393, loss_bbox: 0.2248, loss_mask: 0.2408, loss: 0.7418 2022-09-30 21:29:42,118 - mmdet - INFO - Epoch [8][2800/7330] lr: 1.000e-04, eta: 3:01:33, time: 0.324, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0326, loss_rpn_bbox: 0.0400, loss_cls: 0.1965, acc: 93.3501, loss_bbox: 0.2181, loss_mask: 0.2359, loss: 0.7230 2022-09-30 21:29:58,223 - mmdet - INFO - Epoch [8][2850/7330] lr: 1.000e-04, eta: 3:01:17, time: 0.322, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0328, loss_rpn_bbox: 0.0398, loss_cls: 0.1907, acc: 93.4858, loss_bbox: 0.2085, loss_mask: 0.2292, loss: 0.7010 2022-09-30 21:30:14,600 - mmdet - INFO - Epoch [8][2900/7330] lr: 1.000e-04, eta: 3:01:01, time: 0.328, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0412, loss_cls: 0.2033, acc: 92.9805, loss_bbox: 0.2238, loss_mask: 0.2398, loss: 0.7427 2022-09-30 21:30:31,068 - mmdet - INFO - Epoch [8][2950/7330] lr: 1.000e-04, eta: 3:00:45, time: 0.329, data_time: 0.015, memory: 15383, loss_rpn_cls: 0.0314, loss_rpn_bbox: 0.0416, loss_cls: 0.1922, acc: 93.1902, loss_bbox: 0.2203, loss_mask: 0.2316, loss: 0.7171 2022-09-30 21:30:47,123 - mmdet - INFO - Epoch [8][3000/7330] lr: 1.000e-04, eta: 3:00:29, time: 0.321, data_time: 0.014, memory: 15383, loss_rpn_cls: 0.0326, loss_rpn_bbox: 0.0383, loss_cls: 0.1942, acc: 93.2136, loss_bbox: 0.2182, loss_mask: 0.2421, loss: 0.7254 2022-09-30 21:31:03,402 - mmdet - INFO - Epoch [8][3050/7330] lr: 1.000e-04, eta: 3:00:13, time: 0.326, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0389, loss_cls: 0.1925, acc: 93.3748, loss_bbox: 0.2159, loss_mask: 0.2349, loss: 0.7129 2022-09-30 21:31:19,586 - mmdet - INFO - Epoch [8][3100/7330] lr: 1.000e-04, eta: 2:59:57, time: 0.324, data_time: 0.015, memory: 15383, loss_rpn_cls: 0.0354, loss_rpn_bbox: 0.0424, loss_cls: 0.1999, acc: 93.1064, loss_bbox: 0.2249, loss_mask: 0.2403, loss: 0.7428 2022-09-30 21:31:36,033 - mmdet - INFO - Epoch [8][3150/7330] lr: 1.000e-04, eta: 2:59:41, time: 0.329, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0400, loss_cls: 0.1930, acc: 93.3884, loss_bbox: 0.2119, loss_mask: 0.2402, loss: 0.7192 2022-09-30 21:31:52,461 - mmdet - INFO - Epoch [8][3200/7330] lr: 1.000e-04, eta: 2:59:25, time: 0.329, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0341, loss_rpn_bbox: 0.0442, loss_cls: 0.2127, acc: 92.7263, loss_bbox: 0.2353, loss_mask: 0.2473, loss: 0.7736 2022-09-30 21:32:08,419 - mmdet - INFO - Epoch [8][3250/7330] lr: 1.000e-04, eta: 2:59:09, time: 0.319, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0400, loss_cls: 0.1932, acc: 93.3967, loss_bbox: 0.2114, loss_mask: 0.2391, loss: 0.7180 2022-09-30 21:32:24,558 - mmdet - INFO - Epoch [8][3300/7330] lr: 1.000e-04, eta: 2:58:53, time: 0.323, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0416, loss_cls: 0.1960, acc: 93.1074, loss_bbox: 0.2228, loss_mask: 0.2379, loss: 0.7327 2022-09-30 21:32:40,714 - mmdet - INFO - Epoch [8][3350/7330] lr: 1.000e-04, eta: 2:58:37, time: 0.323, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0410, loss_cls: 0.1917, acc: 93.3435, loss_bbox: 0.2146, loss_mask: 0.2303, loss: 0.7099 2022-09-30 21:32:56,640 - mmdet - INFO - Epoch [8][3400/7330] lr: 1.000e-04, eta: 2:58:21, time: 0.319, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0393, loss_cls: 0.1968, acc: 93.2446, loss_bbox: 0.2176, loss_mask: 0.2398, loss: 0.7249 2022-09-30 21:33:12,927 - mmdet - INFO - Epoch [8][3450/7330] lr: 1.000e-04, eta: 2:58:05, time: 0.326, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0366, loss_rpn_bbox: 0.0411, loss_cls: 0.2037, acc: 92.9758, loss_bbox: 0.2238, loss_mask: 0.2417, loss: 0.7469 2022-09-30 21:33:29,231 - mmdet - INFO - Epoch [8][3500/7330] lr: 1.000e-04, eta: 2:57:49, time: 0.326, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0396, loss_cls: 0.2082, acc: 92.9294, loss_bbox: 0.2277, loss_mask: 0.2404, loss: 0.7484 2022-09-30 21:33:45,575 - mmdet - INFO - Epoch [8][3550/7330] lr: 1.000e-04, eta: 2:57:33, time: 0.327, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0308, loss_rpn_bbox: 0.0395, loss_cls: 0.1917, acc: 93.5549, loss_bbox: 0.2099, loss_mask: 0.2329, loss: 0.7047 2022-09-30 21:34:01,903 - mmdet - INFO - Epoch [8][3600/7330] lr: 1.000e-04, eta: 2:57:17, time: 0.327, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0441, loss_cls: 0.1984, acc: 93.0422, loss_bbox: 0.2192, loss_mask: 0.2360, loss: 0.7328 2022-09-30 21:34:18,078 - mmdet - INFO - Epoch [8][3650/7330] lr: 1.000e-04, eta: 2:57:01, time: 0.323, data_time: 0.014, memory: 15383, loss_rpn_cls: 0.0307, loss_rpn_bbox: 0.0385, loss_cls: 0.1876, acc: 93.4912, loss_bbox: 0.2092, loss_mask: 0.2353, loss: 0.7013 2022-09-30 21:34:34,144 - mmdet - INFO - Epoch [8][3700/7330] lr: 1.000e-04, eta: 2:56:45, time: 0.321, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0316, loss_rpn_bbox: 0.0380, loss_cls: 0.1903, acc: 93.3394, loss_bbox: 0.2155, loss_mask: 0.2443, loss: 0.7198 2022-09-30 21:34:50,641 - mmdet - INFO - Epoch [8][3750/7330] lr: 1.000e-04, eta: 2:56:29, time: 0.330, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0413, loss_cls: 0.1930, acc: 93.2070, loss_bbox: 0.2199, loss_mask: 0.2364, loss: 0.7232 2022-09-30 21:35:06,986 - mmdet - INFO - Epoch [8][3800/7330] lr: 1.000e-04, eta: 2:56:13, time: 0.327, data_time: 0.015, memory: 15383, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0391, loss_cls: 0.1903, acc: 93.3306, loss_bbox: 0.2102, loss_mask: 0.2363, loss: 0.7079 2022-09-30 21:35:23,012 - mmdet - INFO - Epoch [8][3850/7330] lr: 1.000e-04, eta: 2:55:57, time: 0.321, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0344, loss_rpn_bbox: 0.0404, loss_cls: 0.1984, acc: 93.1812, loss_bbox: 0.2174, loss_mask: 0.2351, loss: 0.7258 2022-09-30 21:35:39,202 - mmdet - INFO - Epoch [8][3900/7330] lr: 1.000e-04, eta: 2:55:41, time: 0.324, data_time: 0.015, memory: 15383, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0403, loss_cls: 0.1912, acc: 93.3386, loss_bbox: 0.2162, loss_mask: 0.2360, loss: 0.7189 2022-09-30 21:35:55,298 - mmdet - INFO - Epoch [8][3950/7330] lr: 1.000e-04, eta: 2:55:25, time: 0.322, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0308, loss_rpn_bbox: 0.0376, loss_cls: 0.1925, acc: 93.4082, loss_bbox: 0.2169, loss_mask: 0.2374, loss: 0.7152 2022-09-30 21:36:11,266 - mmdet - INFO - Epoch [8][4000/7330] lr: 1.000e-04, eta: 2:55:09, time: 0.319, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0352, loss_rpn_bbox: 0.0408, loss_cls: 0.2014, acc: 93.0798, loss_bbox: 0.2232, loss_mask: 0.2378, loss: 0.7382 2022-09-30 21:36:27,391 - mmdet - INFO - Epoch [8][4050/7330] lr: 1.000e-04, eta: 2:54:53, time: 0.323, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0390, loss_cls: 0.1938, acc: 93.4341, loss_bbox: 0.2153, loss_mask: 0.2380, loss: 0.7190 2022-09-30 21:36:43,422 - mmdet - INFO - Epoch [8][4100/7330] lr: 1.000e-04, eta: 2:54:37, time: 0.321, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0311, loss_rpn_bbox: 0.0384, loss_cls: 0.1954, acc: 93.0405, loss_bbox: 0.2203, loss_mask: 0.2327, loss: 0.7178 2022-09-30 21:36:59,678 - mmdet - INFO - Epoch [8][4150/7330] lr: 1.000e-04, eta: 2:54:21, time: 0.325, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0413, loss_cls: 0.2006, acc: 93.0654, loss_bbox: 0.2239, loss_mask: 0.2388, loss: 0.7392 2022-09-30 21:37:15,859 - mmdet - INFO - Epoch [8][4200/7330] lr: 1.000e-04, eta: 2:54:05, time: 0.324, data_time: 0.015, memory: 15383, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0415, loss_cls: 0.1934, acc: 93.3932, loss_bbox: 0.2127, loss_mask: 0.2390, loss: 0.7200 2022-09-30 21:37:31,739 - mmdet - INFO - Epoch [8][4250/7330] lr: 1.000e-04, eta: 2:53:48, time: 0.318, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0335, loss_rpn_bbox: 0.0408, loss_cls: 0.2026, acc: 93.0164, loss_bbox: 0.2192, loss_mask: 0.2397, loss: 0.7359 2022-09-30 21:37:47,935 - mmdet - INFO - Epoch [8][4300/7330] lr: 1.000e-04, eta: 2:53:32, time: 0.324, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0404, loss_cls: 0.1913, acc: 93.3413, loss_bbox: 0.2175, loss_mask: 0.2378, loss: 0.7193 2022-09-30 21:38:04,028 - mmdet - INFO - Epoch [8][4350/7330] lr: 1.000e-04, eta: 2:53:16, time: 0.322, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0334, loss_rpn_bbox: 0.0409, loss_cls: 0.2017, acc: 93.0022, loss_bbox: 0.2272, loss_mask: 0.2416, loss: 0.7448 2022-09-30 21:38:19,919 - mmdet - INFO - Epoch [8][4400/7330] lr: 1.000e-04, eta: 2:53:00, time: 0.318, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0340, loss_rpn_bbox: 0.0396, loss_cls: 0.1923, acc: 93.4971, loss_bbox: 0.2125, loss_mask: 0.2385, loss: 0.7170 2022-09-30 21:38:36,222 - mmdet - INFO - Epoch [8][4450/7330] lr: 1.000e-04, eta: 2:52:44, time: 0.326, data_time: 0.014, memory: 15383, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0397, loss_cls: 0.1926, acc: 93.2698, loss_bbox: 0.2154, loss_mask: 0.2377, loss: 0.7186 2022-09-30 21:38:52,401 - mmdet - INFO - Epoch [8][4500/7330] lr: 1.000e-04, eta: 2:52:28, time: 0.324, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0422, loss_cls: 0.1990, acc: 93.2283, loss_bbox: 0.2193, loss_mask: 0.2435, loss: 0.7391 2022-09-30 21:39:08,957 - mmdet - INFO - Epoch [8][4550/7330] lr: 1.000e-04, eta: 2:52:12, time: 0.331, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0350, loss_rpn_bbox: 0.0394, loss_cls: 0.1969, acc: 93.2039, loss_bbox: 0.2175, loss_mask: 0.2371, loss: 0.7258 2022-09-30 21:39:25,081 - mmdet - INFO - Epoch [8][4600/7330] lr: 1.000e-04, eta: 2:51:56, time: 0.322, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0433, loss_cls: 0.2082, acc: 92.7239, loss_bbox: 0.2329, loss_mask: 0.2470, loss: 0.7662 2022-09-30 21:39:40,969 - mmdet - INFO - Epoch [8][4650/7330] lr: 1.000e-04, eta: 2:51:40, time: 0.318, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0322, loss_rpn_bbox: 0.0386, loss_cls: 0.1912, acc: 93.4622, loss_bbox: 0.2107, loss_mask: 0.2384, loss: 0.7111 2022-09-30 21:39:56,978 - mmdet - INFO - Epoch [8][4700/7330] lr: 1.000e-04, eta: 2:51:24, time: 0.320, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0427, loss_cls: 0.2038, acc: 92.9072, loss_bbox: 0.2271, loss_mask: 0.2421, loss: 0.7504 2022-09-30 21:40:12,937 - mmdet - INFO - Epoch [8][4750/7330] lr: 1.000e-04, eta: 2:51:07, time: 0.319, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0357, loss_rpn_bbox: 0.0420, loss_cls: 0.2055, acc: 92.9502, loss_bbox: 0.2316, loss_mask: 0.2385, loss: 0.7534 2022-09-30 21:40:28,861 - mmdet - INFO - Epoch [8][4800/7330] lr: 1.000e-04, eta: 2:50:51, time: 0.318, data_time: 0.015, memory: 15383, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0409, loss_cls: 0.1979, acc: 93.0688, loss_bbox: 0.2268, loss_mask: 0.2506, loss: 0.7519 2022-09-30 21:40:44,865 - mmdet - INFO - Epoch [8][4850/7330] lr: 1.000e-04, eta: 2:50:35, time: 0.320, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0314, loss_rpn_bbox: 0.0415, loss_cls: 0.2023, acc: 92.9019, loss_bbox: 0.2311, loss_mask: 0.2522, loss: 0.7585 2022-09-30 21:41:01,333 - mmdet - INFO - Epoch [8][4900/7330] lr: 1.000e-04, eta: 2:50:19, time: 0.329, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0329, loss_rpn_bbox: 0.0407, loss_cls: 0.1963, acc: 93.2263, loss_bbox: 0.2196, loss_mask: 0.2364, loss: 0.7258 2022-09-30 21:41:17,651 - mmdet - INFO - Epoch [8][4950/7330] lr: 1.000e-04, eta: 2:50:03, time: 0.326, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0432, loss_cls: 0.1958, acc: 93.0781, loss_bbox: 0.2247, loss_mask: 0.2402, loss: 0.7382 2022-09-30 21:41:34,072 - mmdet - INFO - Epoch [8][5000/7330] lr: 1.000e-04, eta: 2:49:47, time: 0.328, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0404, loss_cls: 0.1939, acc: 93.3030, loss_bbox: 0.2154, loss_mask: 0.2356, loss: 0.7196 2022-09-30 21:41:50,162 - mmdet - INFO - Epoch [8][5050/7330] lr: 1.000e-04, eta: 2:49:31, time: 0.322, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0397, loss_cls: 0.1963, acc: 93.3806, loss_bbox: 0.2190, loss_mask: 0.2458, loss: 0.7350 2022-09-30 21:42:06,303 - mmdet - INFO - Epoch [8][5100/7330] lr: 1.000e-04, eta: 2:49:15, time: 0.323, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0389, loss_cls: 0.1934, acc: 93.3025, loss_bbox: 0.2163, loss_mask: 0.2341, loss: 0.7122 2022-09-30 21:42:22,660 - mmdet - INFO - Epoch [8][5150/7330] lr: 1.000e-04, eta: 2:48:59, time: 0.327, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0397, loss_cls: 0.1922, acc: 93.2415, loss_bbox: 0.2181, loss_mask: 0.2364, loss: 0.7188 2022-09-30 21:42:38,541 - mmdet - INFO - Epoch [8][5200/7330] lr: 1.000e-04, eta: 2:48:43, time: 0.318, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0412, loss_cls: 0.1926, acc: 93.2539, loss_bbox: 0.2212, loss_mask: 0.2391, loss: 0.7292 2022-09-30 21:42:54,944 - mmdet - INFO - Epoch [8][5250/7330] lr: 1.000e-04, eta: 2:48:27, time: 0.328, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0417, loss_cls: 0.1978, acc: 93.0486, loss_bbox: 0.2250, loss_mask: 0.2431, loss: 0.7419 2022-09-30 21:43:11,321 - mmdet - INFO - Epoch [8][5300/7330] lr: 1.000e-04, eta: 2:48:11, time: 0.328, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0366, loss_rpn_bbox: 0.0438, loss_cls: 0.2124, acc: 92.7666, loss_bbox: 0.2337, loss_mask: 0.2486, loss: 0.7751 2022-09-30 21:43:27,430 - mmdet - INFO - Epoch [8][5350/7330] lr: 1.000e-04, eta: 2:47:55, time: 0.322, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0427, loss_cls: 0.1958, acc: 93.1887, loss_bbox: 0.2204, loss_mask: 0.2431, loss: 0.7370 2022-09-30 21:43:43,542 - mmdet - INFO - Epoch [8][5400/7330] lr: 1.000e-04, eta: 2:47:39, time: 0.322, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0349, loss_rpn_bbox: 0.0426, loss_cls: 0.1979, acc: 93.0383, loss_bbox: 0.2215, loss_mask: 0.2393, loss: 0.7363 2022-09-30 21:43:59,662 - mmdet - INFO - Epoch [8][5450/7330] lr: 1.000e-04, eta: 2:47:23, time: 0.322, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0366, loss_rpn_bbox: 0.0420, loss_cls: 0.1989, acc: 93.0994, loss_bbox: 0.2199, loss_mask: 0.2440, loss: 0.7415 2022-09-30 21:44:15,710 - mmdet - INFO - Epoch [8][5500/7330] lr: 1.000e-04, eta: 2:47:07, time: 0.321, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0417, loss_cls: 0.2006, acc: 93.0242, loss_bbox: 0.2189, loss_mask: 0.2404, loss: 0.7341 2022-09-30 21:44:31,655 - mmdet - INFO - Epoch [8][5550/7330] lr: 1.000e-04, eta: 2:46:51, time: 0.319, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0358, loss_rpn_bbox: 0.0396, loss_cls: 0.1928, acc: 93.3557, loss_bbox: 0.2150, loss_mask: 0.2440, loss: 0.7270 2022-09-30 21:44:47,849 - mmdet - INFO - Epoch [8][5600/7330] lr: 1.000e-04, eta: 2:46:35, time: 0.324, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0346, loss_rpn_bbox: 0.0419, loss_cls: 0.2008, acc: 93.0195, loss_bbox: 0.2200, loss_mask: 0.2439, loss: 0.7412 2022-09-30 21:45:03,981 - mmdet - INFO - Epoch [8][5650/7330] lr: 1.000e-04, eta: 2:46:19, time: 0.323, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0410, loss_cls: 0.1955, acc: 93.1204, loss_bbox: 0.2205, loss_mask: 0.2392, loss: 0.7294 2022-09-30 21:45:20,097 - mmdet - INFO - Epoch [8][5700/7330] lr: 1.000e-04, eta: 2:46:02, time: 0.322, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0416, loss_cls: 0.1931, acc: 93.2954, loss_bbox: 0.2181, loss_mask: 0.2395, loss: 0.7262 2022-09-30 21:45:36,423 - mmdet - INFO - Epoch [8][5750/7330] lr: 1.000e-04, eta: 2:45:46, time: 0.327, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0343, loss_rpn_bbox: 0.0407, loss_cls: 0.1962, acc: 93.1157, loss_bbox: 0.2179, loss_mask: 0.2345, loss: 0.7235 2022-09-30 21:45:52,825 - mmdet - INFO - Epoch [8][5800/7330] lr: 1.000e-04, eta: 2:45:31, time: 0.328, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0429, loss_cls: 0.1967, acc: 93.1150, loss_bbox: 0.2180, loss_mask: 0.2362, loss: 0.7259 2022-09-30 21:46:08,925 - mmdet - INFO - Epoch [8][5850/7330] lr: 1.000e-04, eta: 2:45:14, time: 0.322, data_time: 0.015, memory: 15383, loss_rpn_cls: 0.0326, loss_rpn_bbox: 0.0387, loss_cls: 0.1964, acc: 93.2815, loss_bbox: 0.2183, loss_mask: 0.2418, loss: 0.7277 2022-09-30 21:46:25,183 - mmdet - INFO - Epoch [8][5900/7330] lr: 1.000e-04, eta: 2:44:58, time: 0.325, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0398, loss_cls: 0.1990, acc: 93.2427, loss_bbox: 0.2178, loss_mask: 0.2421, loss: 0.7319 2022-09-30 21:46:41,307 - mmdet - INFO - Epoch [8][5950/7330] lr: 1.000e-04, eta: 2:44:42, time: 0.322, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0436, loss_cls: 0.2067, acc: 92.7981, loss_bbox: 0.2284, loss_mask: 0.2422, loss: 0.7561 2022-09-30 21:46:57,468 - mmdet - INFO - Epoch [8][6000/7330] lr: 1.000e-04, eta: 2:44:26, time: 0.323, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0393, loss_cls: 0.1977, acc: 93.1638, loss_bbox: 0.2162, loss_mask: 0.2379, loss: 0.7243 2022-09-30 21:47:13,593 - mmdet - INFO - Epoch [8][6050/7330] lr: 1.000e-04, eta: 2:44:10, time: 0.323, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0414, loss_cls: 0.1958, acc: 93.1808, loss_bbox: 0.2201, loss_mask: 0.2370, loss: 0.7273 2022-09-30 21:47:29,603 - mmdet - INFO - Epoch [8][6100/7330] lr: 1.000e-04, eta: 2:43:54, time: 0.320, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0400, loss_cls: 0.1979, acc: 93.1660, loss_bbox: 0.2196, loss_mask: 0.2446, loss: 0.7342 2022-09-30 21:47:45,420 - mmdet - INFO - Epoch [8][6150/7330] lr: 1.000e-04, eta: 2:43:38, time: 0.316, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0333, loss_rpn_bbox: 0.0401, loss_cls: 0.1985, acc: 92.9832, loss_bbox: 0.2260, loss_mask: 0.2363, loss: 0.7342 2022-09-30 21:48:01,255 - mmdet - INFO - Epoch [8][6200/7330] lr: 1.000e-04, eta: 2:43:22, time: 0.317, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0318, loss_rpn_bbox: 0.0389, loss_cls: 0.1872, acc: 93.3664, loss_bbox: 0.2148, loss_mask: 0.2394, loss: 0.7121 2022-09-30 21:48:17,063 - mmdet - INFO - Epoch [8][6250/7330] lr: 1.000e-04, eta: 2:43:05, time: 0.316, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0383, loss_cls: 0.1851, acc: 93.5623, loss_bbox: 0.2081, loss_mask: 0.2398, loss: 0.7002 2022-09-30 21:48:33,137 - mmdet - INFO - Epoch [8][6300/7330] lr: 1.000e-04, eta: 2:42:49, time: 0.321, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0405, loss_cls: 0.2030, acc: 93.0142, loss_bbox: 0.2243, loss_mask: 0.2410, loss: 0.7413 2022-09-30 21:48:49,060 - mmdet - INFO - Epoch [8][6350/7330] lr: 1.000e-04, eta: 2:42:33, time: 0.318, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0393, loss_cls: 0.1874, acc: 93.5412, loss_bbox: 0.2101, loss_mask: 0.2397, loss: 0.7084 2022-09-30 21:49:05,559 - mmdet - INFO - Epoch [8][6400/7330] lr: 1.000e-04, eta: 2:42:17, time: 0.330, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0421, loss_cls: 0.2002, acc: 93.0667, loss_bbox: 0.2271, loss_mask: 0.2423, loss: 0.7445 2022-09-30 21:49:21,627 - mmdet - INFO - Epoch [8][6450/7330] lr: 1.000e-04, eta: 2:42:01, time: 0.321, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0359, loss_rpn_bbox: 0.0420, loss_cls: 0.1964, acc: 93.0996, loss_bbox: 0.2220, loss_mask: 0.2383, loss: 0.7346 2022-09-30 21:49:37,646 - mmdet - INFO - Epoch [8][6500/7330] lr: 1.000e-04, eta: 2:41:45, time: 0.320, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0351, loss_rpn_bbox: 0.0420, loss_cls: 0.1994, acc: 93.0859, loss_bbox: 0.2239, loss_mask: 0.2379, loss: 0.7383 2022-09-30 21:49:54,021 - mmdet - INFO - Epoch [8][6550/7330] lr: 1.000e-04, eta: 2:41:29, time: 0.327, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0360, loss_rpn_bbox: 0.0430, loss_cls: 0.2012, acc: 92.9023, loss_bbox: 0.2278, loss_mask: 0.2408, loss: 0.7488 2022-09-30 21:50:10,127 - mmdet - INFO - Epoch [8][6600/7330] lr: 1.000e-04, eta: 2:41:13, time: 0.322, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0410, loss_cls: 0.2013, acc: 92.9734, loss_bbox: 0.2238, loss_mask: 0.2339, loss: 0.7331 2022-09-30 21:50:25,891 - mmdet - INFO - Epoch [8][6650/7330] lr: 1.000e-04, eta: 2:40:57, time: 0.315, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0379, loss_cls: 0.1931, acc: 93.4084, loss_bbox: 0.2156, loss_mask: 0.2330, loss: 0.7108 2022-09-30 21:50:42,083 - mmdet - INFO - Epoch [8][6700/7330] lr: 1.000e-04, eta: 2:40:41, time: 0.324, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0415, loss_cls: 0.1981, acc: 93.1565, loss_bbox: 0.2240, loss_mask: 0.2344, loss: 0.7336 2022-09-30 21:50:58,603 - mmdet - INFO - Epoch [8][6750/7330] lr: 1.000e-04, eta: 2:40:25, time: 0.330, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0339, loss_rpn_bbox: 0.0403, loss_cls: 0.1953, acc: 93.2349, loss_bbox: 0.2198, loss_mask: 0.2404, loss: 0.7297 2022-09-30 21:51:14,687 - mmdet - INFO - Epoch [8][6800/7330] lr: 1.000e-04, eta: 2:40:09, time: 0.322, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0404, loss_cls: 0.1927, acc: 93.3284, loss_bbox: 0.2182, loss_mask: 0.2386, loss: 0.7227 2022-09-30 21:51:30,763 - mmdet - INFO - Epoch [8][6850/7330] lr: 1.000e-04, eta: 2:39:52, time: 0.321, data_time: 0.023, memory: 15383, loss_rpn_cls: 0.0330, loss_rpn_bbox: 0.0421, loss_cls: 0.1960, acc: 93.2036, loss_bbox: 0.2229, loss_mask: 0.2425, loss: 0.7365 2022-09-30 21:51:46,649 - mmdet - INFO - Epoch [8][6900/7330] lr: 1.000e-04, eta: 2:39:36, time: 0.318, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0347, loss_rpn_bbox: 0.0411, loss_cls: 0.2073, acc: 92.7314, loss_bbox: 0.2361, loss_mask: 0.2475, loss: 0.7666 2022-09-30 21:52:02,565 - mmdet - INFO - Epoch [8][6950/7330] lr: 1.000e-04, eta: 2:39:20, time: 0.318, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0314, loss_rpn_bbox: 0.0392, loss_cls: 0.1973, acc: 93.2078, loss_bbox: 0.2202, loss_mask: 0.2388, loss: 0.7268 2022-09-30 21:52:18,887 - mmdet - INFO - Epoch [8][7000/7330] lr: 1.000e-04, eta: 2:39:04, time: 0.326, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0331, loss_rpn_bbox: 0.0413, loss_cls: 0.2006, acc: 92.9683, loss_bbox: 0.2206, loss_mask: 0.2423, loss: 0.7378 2022-09-30 21:52:34,937 - mmdet - INFO - Epoch [8][7050/7330] lr: 1.000e-04, eta: 2:38:48, time: 0.321, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0412, loss_cls: 0.1969, acc: 93.2288, loss_bbox: 0.2208, loss_mask: 0.2388, loss: 0.7320 2022-09-30 21:52:51,105 - mmdet - INFO - Epoch [8][7100/7330] lr: 1.000e-04, eta: 2:38:32, time: 0.323, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0323, loss_rpn_bbox: 0.0401, loss_cls: 0.1985, acc: 93.0454, loss_bbox: 0.2243, loss_mask: 0.2424, loss: 0.7376 2022-09-30 21:53:06,907 - mmdet - INFO - Epoch [8][7150/7330] lr: 1.000e-04, eta: 2:38:16, time: 0.316, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0356, loss_rpn_bbox: 0.0405, loss_cls: 0.1938, acc: 93.1919, loss_bbox: 0.2179, loss_mask: 0.2448, loss: 0.7325 2022-09-30 21:53:22,865 - mmdet - INFO - Epoch [8][7200/7330] lr: 1.000e-04, eta: 2:38:00, time: 0.319, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0405, loss_cls: 0.1927, acc: 93.2434, loss_bbox: 0.2175, loss_mask: 0.2380, loss: 0.7198 2022-09-30 21:53:38,425 - mmdet - INFO - Epoch [8][7250/7330] lr: 1.000e-04, eta: 2:37:43, time: 0.311, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0307, loss_rpn_bbox: 0.0368, loss_cls: 0.1906, acc: 93.3855, loss_bbox: 0.2100, loss_mask: 0.2296, loss: 0.6977 2022-09-30 21:53:54,505 - mmdet - INFO - Epoch [8][7300/7330] lr: 1.000e-04, eta: 2:37:27, time: 0.322, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0424, loss_cls: 0.1925, acc: 93.4148, loss_bbox: 0.2117, loss_mask: 0.2322, loss: 0.7113 2022-09-30 21:54:04,243 - mmdet - INFO - Saving checkpoint at 8 epochs 2022-09-30 21:54:57,333 - mmdet - INFO - Evaluating bbox... 2022-09-30 21:55:23,480 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.431 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.648 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.473 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.273 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.466 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.563 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.573 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.573 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.573 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.406 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.605 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.713 2022-09-30 21:55:23,481 - mmdet - INFO - Evaluating segm... 2022-09-30 21:55:55,193 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.386 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.614 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.413 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.193 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.418 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.568 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.518 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.518 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.518 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.334 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.556 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.678 2022-09-30 21:55:55,655 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_swin-s_1x_coco/best_bbox_mAP_epoch_6.pth was removed 2022-09-30 21:55:57,158 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_8.pth. 2022-09-30 21:55:57,159 - mmdet - INFO - Best bbox_mAP is 0.4310 at 8 epoch. 2022-09-30 21:55:57,159 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 21:55:57,160 - mmdet - INFO - Epoch(val) [8][625] bbox_mAP: 0.4310, bbox_mAP_50: 0.6480, bbox_mAP_75: 0.4730, bbox_mAP_s: 0.2730, bbox_mAP_m: 0.4660, bbox_mAP_l: 0.5630, bbox_mAP_copypaste: 0.431 0.648 0.473 0.273 0.466 0.563, segm_mAP: 0.3860, segm_mAP_50: 0.6140, segm_mAP_75: 0.4130, segm_mAP_s: 0.1930, segm_mAP_m: 0.4180, segm_mAP_l: 0.5680, segm_mAP_copypaste: 0.386 0.614 0.413 0.193 0.418 0.568 2022-09-30 21:56:16,660 - mmdet - INFO - Epoch [9][50/7330] lr: 1.000e-05, eta: 2:36:58, time: 0.390, data_time: 0.080, memory: 15383, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0375, loss_cls: 0.1863, acc: 93.5706, loss_bbox: 0.2101, loss_mask: 0.2337, loss: 0.6976 2022-09-30 21:56:32,793 - mmdet - INFO - Epoch [9][100/7330] lr: 1.000e-05, eta: 2:36:42, time: 0.323, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0399, loss_cls: 0.1856, acc: 93.4929, loss_bbox: 0.2145, loss_mask: 0.2331, loss: 0.7050 2022-09-30 21:56:49,160 - mmdet - INFO - Epoch [9][150/7330] lr: 1.000e-05, eta: 2:36:26, time: 0.327, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0377, loss_cls: 0.1829, acc: 93.5452, loss_bbox: 0.2117, loss_mask: 0.2362, loss: 0.6991 2022-09-30 21:57:05,417 - mmdet - INFO - Epoch [9][200/7330] lr: 1.000e-05, eta: 2:36:10, time: 0.325, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0327, loss_rpn_bbox: 0.0424, loss_cls: 0.1954, acc: 93.0840, loss_bbox: 0.2253, loss_mask: 0.2350, loss: 0.7307 2022-09-30 21:57:21,342 - mmdet - INFO - Epoch [9][250/7330] lr: 1.000e-05, eta: 2:35:54, time: 0.318, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0310, loss_rpn_bbox: 0.0396, loss_cls: 0.1836, acc: 93.4402, loss_bbox: 0.2136, loss_mask: 0.2279, loss: 0.6957 2022-09-30 21:57:37,830 - mmdet - INFO - Epoch [9][300/7330] lr: 1.000e-05, eta: 2:35:38, time: 0.330, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0391, loss_cls: 0.1817, acc: 93.6018, loss_bbox: 0.2116, loss_mask: 0.2308, loss: 0.6941 2022-09-30 21:57:54,066 - mmdet - INFO - Epoch [9][350/7330] lr: 1.000e-05, eta: 2:35:22, time: 0.325, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0387, loss_cls: 0.1865, acc: 93.3618, loss_bbox: 0.2144, loss_mask: 0.2330, loss: 0.7035 2022-09-30 21:58:10,681 - mmdet - INFO - Epoch [9][400/7330] lr: 1.000e-05, eta: 2:35:06, time: 0.332, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0372, loss_cls: 0.1834, acc: 93.5430, loss_bbox: 0.2095, loss_mask: 0.2249, loss: 0.6820 2022-09-30 21:58:26,812 - mmdet - INFO - Epoch [9][450/7330] lr: 1.000e-05, eta: 2:34:50, time: 0.323, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0392, loss_cls: 0.1819, acc: 93.5125, loss_bbox: 0.2154, loss_mask: 0.2370, loss: 0.7056 2022-09-30 21:58:42,897 - mmdet - INFO - Epoch [9][500/7330] lr: 1.000e-05, eta: 2:34:34, time: 0.322, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0373, loss_cls: 0.1761, acc: 93.7285, loss_bbox: 0.2056, loss_mask: 0.2285, loss: 0.6745 2022-09-30 21:58:58,930 - mmdet - INFO - Epoch [9][550/7330] lr: 1.000e-05, eta: 2:34:18, time: 0.321, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0338, loss_rpn_bbox: 0.0409, loss_cls: 0.1848, acc: 93.4211, loss_bbox: 0.2157, loss_mask: 0.2330, loss: 0.7083 2022-09-30 21:59:15,549 - mmdet - INFO - Epoch [9][600/7330] lr: 1.000e-05, eta: 2:34:02, time: 0.332, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0307, loss_rpn_bbox: 0.0400, loss_cls: 0.1812, acc: 93.5281, loss_bbox: 0.2092, loss_mask: 0.2322, loss: 0.6934 2022-09-30 21:59:31,548 - mmdet - INFO - Epoch [9][650/7330] lr: 1.000e-05, eta: 2:33:46, time: 0.320, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0386, loss_cls: 0.1756, acc: 93.6699, loss_bbox: 0.2121, loss_mask: 0.2281, loss: 0.6839 2022-09-30 21:59:47,977 - mmdet - INFO - Epoch [9][700/7330] lr: 1.000e-05, eta: 2:33:30, time: 0.329, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0386, loss_cls: 0.1848, acc: 93.3687, loss_bbox: 0.2145, loss_mask: 0.2318, loss: 0.7006 2022-09-30 22:00:04,519 - mmdet - INFO - Epoch [9][750/7330] lr: 1.000e-05, eta: 2:33:14, time: 0.331, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0342, loss_rpn_bbox: 0.0428, loss_cls: 0.1850, acc: 93.4031, loss_bbox: 0.2190, loss_mask: 0.2352, loss: 0.7162 2022-09-30 22:00:20,947 - mmdet - INFO - Epoch [9][800/7330] lr: 1.000e-05, eta: 2:32:58, time: 0.329, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0393, loss_cls: 0.1722, acc: 93.8220, loss_bbox: 0.2032, loss_mask: 0.2254, loss: 0.6678 2022-09-30 22:00:37,228 - mmdet - INFO - Epoch [9][850/7330] lr: 1.000e-05, eta: 2:32:42, time: 0.326, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0379, loss_cls: 0.1794, acc: 93.6335, loss_bbox: 0.2116, loss_mask: 0.2327, loss: 0.6913 2022-09-30 22:00:53,536 - mmdet - INFO - Epoch [9][900/7330] lr: 1.000e-05, eta: 2:32:26, time: 0.326, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0320, loss_rpn_bbox: 0.0415, loss_cls: 0.1887, acc: 93.2456, loss_bbox: 0.2192, loss_mask: 0.2283, loss: 0.7097 2022-09-30 22:01:10,512 - mmdet - INFO - Epoch [9][950/7330] lr: 1.000e-05, eta: 2:32:11, time: 0.340, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0322, loss_rpn_bbox: 0.0422, loss_cls: 0.1827, acc: 93.5117, loss_bbox: 0.2154, loss_mask: 0.2326, loss: 0.7050 2022-09-30 22:01:26,775 - mmdet - INFO - Epoch [9][1000/7330] lr: 1.000e-05, eta: 2:31:55, time: 0.325, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0384, loss_cls: 0.1828, acc: 93.4342, loss_bbox: 0.2120, loss_mask: 0.2265, loss: 0.6895 2022-09-30 22:01:43,025 - mmdet - INFO - Epoch [9][1050/7330] lr: 1.000e-05, eta: 2:31:39, time: 0.325, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0311, loss_rpn_bbox: 0.0402, loss_cls: 0.1837, acc: 93.4245, loss_bbox: 0.2161, loss_mask: 0.2304, loss: 0.7015 2022-09-30 22:01:59,304 - mmdet - INFO - Epoch [9][1100/7330] lr: 1.000e-05, eta: 2:31:23, time: 0.326, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0378, loss_cls: 0.1738, acc: 93.7234, loss_bbox: 0.2121, loss_mask: 0.2307, loss: 0.6830 2022-09-30 22:02:15,611 - mmdet - INFO - Epoch [9][1150/7330] lr: 1.000e-05, eta: 2:31:07, time: 0.326, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0401, loss_cls: 0.1798, acc: 93.4822, loss_bbox: 0.2145, loss_mask: 0.2240, loss: 0.6872 2022-09-30 22:02:31,893 - mmdet - INFO - Epoch [9][1200/7330] lr: 1.000e-05, eta: 2:30:51, time: 0.326, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0418, loss_cls: 0.1830, acc: 93.3989, loss_bbox: 0.2185, loss_mask: 0.2321, loss: 0.7046 2022-09-30 22:02:48,562 - mmdet - INFO - Epoch [9][1250/7330] lr: 1.000e-05, eta: 2:30:35, time: 0.333, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0409, loss_cls: 0.1792, acc: 93.4878, loss_bbox: 0.2140, loss_mask: 0.2292, loss: 0.6957 2022-09-30 22:03:05,041 - mmdet - INFO - Epoch [9][1300/7330] lr: 1.000e-05, eta: 2:30:19, time: 0.330, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0399, loss_cls: 0.1828, acc: 93.4107, loss_bbox: 0.2177, loss_mask: 0.2296, loss: 0.7006 2022-09-30 22:03:21,367 - mmdet - INFO - Epoch [9][1350/7330] lr: 1.000e-05, eta: 2:30:03, time: 0.327, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0390, loss_cls: 0.1793, acc: 93.6323, loss_bbox: 0.2081, loss_mask: 0.2319, loss: 0.6883 2022-09-30 22:03:37,787 - mmdet - INFO - Epoch [9][1400/7330] lr: 1.000e-05, eta: 2:29:47, time: 0.328, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0315, loss_rpn_bbox: 0.0418, loss_cls: 0.1933, acc: 93.0359, loss_bbox: 0.2265, loss_mask: 0.2293, loss: 0.7223 2022-09-30 22:03:53,906 - mmdet - INFO - Epoch [9][1450/7330] lr: 1.000e-05, eta: 2:29:31, time: 0.322, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0365, loss_cls: 0.1773, acc: 93.6541, loss_bbox: 0.2110, loss_mask: 0.2289, loss: 0.6797 2022-09-30 22:04:10,139 - mmdet - INFO - Epoch [9][1500/7330] lr: 1.000e-05, eta: 2:29:15, time: 0.325, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0369, loss_cls: 0.1752, acc: 93.8181, loss_bbox: 0.2013, loss_mask: 0.2251, loss: 0.6690 2022-09-30 22:04:26,735 - mmdet - INFO - Epoch [9][1550/7330] lr: 1.000e-05, eta: 2:28:59, time: 0.332, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0374, loss_cls: 0.1829, acc: 93.3806, loss_bbox: 0.2164, loss_mask: 0.2325, loss: 0.6974 2022-09-30 22:04:43,285 - mmdet - INFO - Epoch [9][1600/7330] lr: 1.000e-05, eta: 2:28:43, time: 0.331, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0388, loss_cls: 0.1770, acc: 93.6589, loss_bbox: 0.2086, loss_mask: 0.2331, loss: 0.6893 2022-09-30 22:04:59,356 - mmdet - INFO - Epoch [9][1650/7330] lr: 1.000e-05, eta: 2:28:27, time: 0.321, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0311, loss_rpn_bbox: 0.0376, loss_cls: 0.1781, acc: 93.6548, loss_bbox: 0.2041, loss_mask: 0.2212, loss: 0.6721 2022-09-30 22:05:15,742 - mmdet - INFO - Epoch [9][1700/7330] lr: 1.000e-05, eta: 2:28:11, time: 0.328, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0307, loss_rpn_bbox: 0.0388, loss_cls: 0.1772, acc: 93.6575, loss_bbox: 0.2109, loss_mask: 0.2250, loss: 0.6828 2022-09-30 22:05:31,976 - mmdet - INFO - Epoch [9][1750/7330] lr: 1.000e-05, eta: 2:27:55, time: 0.325, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0399, loss_cls: 0.1857, acc: 93.3901, loss_bbox: 0.2168, loss_mask: 0.2349, loss: 0.7096 2022-09-30 22:05:48,632 - mmdet - INFO - Epoch [9][1800/7330] lr: 1.000e-05, eta: 2:27:39, time: 0.333, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0380, loss_cls: 0.1761, acc: 93.6687, loss_bbox: 0.2093, loss_mask: 0.2244, loss: 0.6755 2022-09-30 22:06:04,730 - mmdet - INFO - Epoch [9][1850/7330] lr: 1.000e-05, eta: 2:27:23, time: 0.322, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0369, loss_cls: 0.1711, acc: 93.9084, loss_bbox: 0.2019, loss_mask: 0.2249, loss: 0.6642 2022-09-30 22:06:20,749 - mmdet - INFO - Epoch [9][1900/7330] lr: 1.000e-05, eta: 2:27:07, time: 0.320, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0391, loss_cls: 0.1770, acc: 93.6731, loss_bbox: 0.2040, loss_mask: 0.2331, loss: 0.6833 2022-09-30 22:06:36,505 - mmdet - INFO - Epoch [9][1950/7330] lr: 1.000e-05, eta: 2:26:51, time: 0.315, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0375, loss_cls: 0.1811, acc: 93.5464, loss_bbox: 0.2139, loss_mask: 0.2312, loss: 0.6917 2022-09-30 22:06:53,028 - mmdet - INFO - Epoch [9][2000/7330] lr: 1.000e-05, eta: 2:26:35, time: 0.330, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0397, loss_cls: 0.1851, acc: 93.4485, loss_bbox: 0.2134, loss_mask: 0.2282, loss: 0.6976 2022-09-30 22:07:09,467 - mmdet - INFO - Epoch [9][2050/7330] lr: 1.000e-05, eta: 2:26:19, time: 0.329, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0413, loss_cls: 0.1840, acc: 93.3660, loss_bbox: 0.2198, loss_mask: 0.2325, loss: 0.7082 2022-09-30 22:07:25,840 - mmdet - INFO - Epoch [9][2100/7330] lr: 1.000e-05, eta: 2:26:03, time: 0.327, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0401, loss_cls: 0.1780, acc: 93.5242, loss_bbox: 0.2120, loss_mask: 0.2246, loss: 0.6841 2022-09-30 22:07:42,369 - mmdet - INFO - Epoch [9][2150/7330] lr: 1.000e-05, eta: 2:25:47, time: 0.331, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0420, loss_cls: 0.1873, acc: 93.2942, loss_bbox: 0.2195, loss_mask: 0.2300, loss: 0.7112 2022-09-30 22:07:58,719 - mmdet - INFO - Epoch [9][2200/7330] lr: 1.000e-05, eta: 2:25:31, time: 0.327, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0385, loss_cls: 0.1760, acc: 93.6648, loss_bbox: 0.2110, loss_mask: 0.2280, loss: 0.6820 2022-09-30 22:08:14,866 - mmdet - INFO - Epoch [9][2250/7330] lr: 1.000e-05, eta: 2:25:15, time: 0.323, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0372, loss_cls: 0.1729, acc: 93.7314, loss_bbox: 0.2071, loss_mask: 0.2283, loss: 0.6729 2022-09-30 22:08:31,030 - mmdet - INFO - Epoch [9][2300/7330] lr: 1.000e-05, eta: 2:24:59, time: 0.323, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0393, loss_cls: 0.1749, acc: 93.6409, loss_bbox: 0.2078, loss_mask: 0.2321, loss: 0.6829 2022-09-30 22:08:47,005 - mmdet - INFO - Epoch [9][2350/7330] lr: 1.000e-05, eta: 2:24:43, time: 0.319, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0374, loss_cls: 0.1779, acc: 93.6204, loss_bbox: 0.2075, loss_mask: 0.2258, loss: 0.6767 2022-09-30 22:09:03,495 - mmdet - INFO - Epoch [9][2400/7330] lr: 1.000e-05, eta: 2:24:27, time: 0.330, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0389, loss_cls: 0.1788, acc: 93.6165, loss_bbox: 0.2121, loss_mask: 0.2261, loss: 0.6829 2022-09-30 22:09:20,201 - mmdet - INFO - Epoch [9][2450/7330] lr: 1.000e-05, eta: 2:24:11, time: 0.334, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0406, loss_cls: 0.1897, acc: 93.2061, loss_bbox: 0.2180, loss_mask: 0.2291, loss: 0.7095 2022-09-30 22:09:36,448 - mmdet - INFO - Epoch [9][2500/7330] lr: 1.000e-05, eta: 2:23:55, time: 0.325, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0336, loss_rpn_bbox: 0.0413, loss_cls: 0.1866, acc: 93.3369, loss_bbox: 0.2140, loss_mask: 0.2269, loss: 0.7024 2022-09-30 22:09:52,610 - mmdet - INFO - Epoch [9][2550/7330] lr: 1.000e-05, eta: 2:23:39, time: 0.323, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0392, loss_cls: 0.1825, acc: 93.4753, loss_bbox: 0.2124, loss_mask: 0.2227, loss: 0.6880 2022-09-30 22:10:08,586 - mmdet - INFO - Epoch [9][2600/7330] lr: 1.000e-05, eta: 2:23:23, time: 0.320, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0381, loss_cls: 0.1784, acc: 93.6508, loss_bbox: 0.2086, loss_mask: 0.2262, loss: 0.6788 2022-09-30 22:10:24,733 - mmdet - INFO - Epoch [9][2650/7330] lr: 1.000e-05, eta: 2:23:07, time: 0.323, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0307, loss_rpn_bbox: 0.0401, loss_cls: 0.1796, acc: 93.5465, loss_bbox: 0.2158, loss_mask: 0.2290, loss: 0.6953 2022-09-30 22:10:40,903 - mmdet - INFO - Epoch [9][2700/7330] lr: 1.000e-05, eta: 2:22:50, time: 0.323, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0319, loss_rpn_bbox: 0.0392, loss_cls: 0.1815, acc: 93.5276, loss_bbox: 0.2178, loss_mask: 0.2344, loss: 0.7048 2022-09-30 22:10:56,785 - mmdet - INFO - Epoch [9][2750/7330] lr: 1.000e-05, eta: 2:22:34, time: 0.318, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0393, loss_cls: 0.1758, acc: 93.7329, loss_bbox: 0.2079, loss_mask: 0.2295, loss: 0.6811 2022-09-30 22:11:13,091 - mmdet - INFO - Epoch [9][2800/7330] lr: 1.000e-05, eta: 2:22:18, time: 0.326, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0310, loss_rpn_bbox: 0.0378, loss_cls: 0.1763, acc: 93.6536, loss_bbox: 0.2075, loss_mask: 0.2180, loss: 0.6707 2022-09-30 22:11:29,381 - mmdet - INFO - Epoch [9][2850/7330] lr: 1.000e-05, eta: 2:22:02, time: 0.326, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0374, loss_cls: 0.1725, acc: 93.7834, loss_bbox: 0.2085, loss_mask: 0.2314, loss: 0.6772 2022-09-30 22:11:46,125 - mmdet - INFO - Epoch [9][2900/7330] lr: 1.000e-05, eta: 2:21:46, time: 0.335, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0393, loss_cls: 0.1788, acc: 93.5273, loss_bbox: 0.2154, loss_mask: 0.2313, loss: 0.6937 2022-09-30 22:12:02,496 - mmdet - INFO - Epoch [9][2950/7330] lr: 1.000e-05, eta: 2:21:30, time: 0.327, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0322, loss_rpn_bbox: 0.0406, loss_cls: 0.1941, acc: 92.9434, loss_bbox: 0.2275, loss_mask: 0.2316, loss: 0.7261 2022-09-30 22:12:18,819 - mmdet - INFO - Epoch [9][3000/7330] lr: 1.000e-05, eta: 2:21:14, time: 0.326, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0402, loss_cls: 0.1839, acc: 93.4280, loss_bbox: 0.2086, loss_mask: 0.2236, loss: 0.6846 2022-09-30 22:12:35,068 - mmdet - INFO - Epoch [9][3050/7330] lr: 1.000e-05, eta: 2:20:58, time: 0.325, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0393, loss_cls: 0.1865, acc: 93.2991, loss_bbox: 0.2152, loss_mask: 0.2348, loss: 0.7066 2022-09-30 22:12:51,112 - mmdet - INFO - Epoch [9][3100/7330] lr: 1.000e-05, eta: 2:20:42, time: 0.321, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0393, loss_cls: 0.1799, acc: 93.5168, loss_bbox: 0.2128, loss_mask: 0.2245, loss: 0.6857 2022-09-30 22:13:07,356 - mmdet - INFO - Epoch [9][3150/7330] lr: 1.000e-05, eta: 2:20:26, time: 0.325, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0384, loss_cls: 0.1796, acc: 93.5122, loss_bbox: 0.2130, loss_mask: 0.2257, loss: 0.6847 2022-09-30 22:13:23,759 - mmdet - INFO - Epoch [9][3200/7330] lr: 1.000e-05, eta: 2:20:10, time: 0.328, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0401, loss_cls: 0.1782, acc: 93.6643, loss_bbox: 0.2090, loss_mask: 0.2232, loss: 0.6817 2022-09-30 22:13:40,295 - mmdet - INFO - Epoch [9][3250/7330] lr: 1.000e-05, eta: 2:19:54, time: 0.331, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0381, loss_cls: 0.1762, acc: 93.6001, loss_bbox: 0.2077, loss_mask: 0.2258, loss: 0.6760 2022-09-30 22:13:56,812 - mmdet - INFO - Epoch [9][3300/7330] lr: 1.000e-05, eta: 2:19:38, time: 0.330, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0411, loss_cls: 0.1877, acc: 93.2717, loss_bbox: 0.2197, loss_mask: 0.2331, loss: 0.7114 2022-09-30 22:14:12,743 - mmdet - INFO - Epoch [9][3350/7330] lr: 1.000e-05, eta: 2:19:22, time: 0.319, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0390, loss_cls: 0.1834, acc: 93.5081, loss_bbox: 0.2177, loss_mask: 0.2321, loss: 0.7027 2022-09-30 22:14:28,885 - mmdet - INFO - Epoch [9][3400/7330] lr: 1.000e-05, eta: 2:19:06, time: 0.323, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0412, loss_cls: 0.1813, acc: 93.5398, loss_bbox: 0.2141, loss_mask: 0.2297, loss: 0.6987 2022-09-30 22:14:44,805 - mmdet - INFO - Epoch [9][3450/7330] lr: 1.000e-05, eta: 2:18:50, time: 0.318, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0362, loss_cls: 0.1780, acc: 93.6948, loss_bbox: 0.2066, loss_mask: 0.2255, loss: 0.6769 2022-09-30 22:15:01,113 - mmdet - INFO - Epoch [9][3500/7330] lr: 1.000e-05, eta: 2:18:34, time: 0.326, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0387, loss_cls: 0.1722, acc: 93.8289, loss_bbox: 0.2039, loss_mask: 0.2230, loss: 0.6646 2022-09-30 22:15:17,545 - mmdet - INFO - Epoch [9][3550/7330] lr: 1.000e-05, eta: 2:18:18, time: 0.329, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0388, loss_cls: 0.1741, acc: 93.6502, loss_bbox: 0.2103, loss_mask: 0.2254, loss: 0.6756 2022-09-30 22:15:33,521 - mmdet - INFO - Epoch [9][3600/7330] lr: 1.000e-05, eta: 2:18:02, time: 0.320, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0378, loss_cls: 0.1717, acc: 93.8330, loss_bbox: 0.2026, loss_mask: 0.2263, loss: 0.6678 2022-09-30 22:15:49,623 - mmdet - INFO - Epoch [9][3650/7330] lr: 1.000e-05, eta: 2:17:46, time: 0.322, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0366, loss_cls: 0.1690, acc: 94.0195, loss_bbox: 0.2030, loss_mask: 0.2234, loss: 0.6595 2022-09-30 22:16:06,051 - mmdet - INFO - Epoch [9][3700/7330] lr: 1.000e-05, eta: 2:17:30, time: 0.329, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0399, loss_cls: 0.1830, acc: 93.3755, loss_bbox: 0.2145, loss_mask: 0.2233, loss: 0.6909 2022-09-30 22:16:21,991 - mmdet - INFO - Epoch [9][3750/7330] lr: 1.000e-05, eta: 2:17:14, time: 0.319, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0373, loss_cls: 0.1728, acc: 93.7373, loss_bbox: 0.2063, loss_mask: 0.2280, loss: 0.6724 2022-09-30 22:16:38,660 - mmdet - INFO - Epoch [9][3800/7330] lr: 1.000e-05, eta: 2:16:58, time: 0.333, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0402, loss_cls: 0.1793, acc: 93.4917, loss_bbox: 0.2115, loss_mask: 0.2277, loss: 0.6878 2022-09-30 22:16:54,787 - mmdet - INFO - Epoch [9][3850/7330] lr: 1.000e-05, eta: 2:16:42, time: 0.323, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0346, loss_cls: 0.1641, acc: 94.0283, loss_bbox: 0.1921, loss_mask: 0.2155, loss: 0.6330 2022-09-30 22:17:11,229 - mmdet - INFO - Epoch [9][3900/7330] lr: 1.000e-05, eta: 2:16:26, time: 0.329, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0374, loss_cls: 0.1779, acc: 93.7139, loss_bbox: 0.2080, loss_mask: 0.2243, loss: 0.6747 2022-09-30 22:17:27,748 - mmdet - INFO - Epoch [9][3950/7330] lr: 1.000e-05, eta: 2:16:10, time: 0.330, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0382, loss_cls: 0.1780, acc: 93.5354, loss_bbox: 0.2168, loss_mask: 0.2297, loss: 0.6920 2022-09-30 22:17:43,849 - mmdet - INFO - Epoch [9][4000/7330] lr: 1.000e-05, eta: 2:15:54, time: 0.322, data_time: 0.015, memory: 15383, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0364, loss_cls: 0.1751, acc: 93.6694, loss_bbox: 0.2086, loss_mask: 0.2269, loss: 0.6761 2022-09-30 22:18:00,058 - mmdet - INFO - Epoch [9][4050/7330] lr: 1.000e-05, eta: 2:15:38, time: 0.324, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0412, loss_cls: 0.1880, acc: 93.3132, loss_bbox: 0.2171, loss_mask: 0.2323, loss: 0.7110 2022-09-30 22:18:16,177 - mmdet - INFO - Epoch [9][4100/7330] lr: 1.000e-05, eta: 2:15:21, time: 0.322, data_time: 0.015, memory: 15383, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0388, loss_cls: 0.1718, acc: 93.7136, loss_bbox: 0.2064, loss_mask: 0.2261, loss: 0.6738 2022-09-30 22:18:32,262 - mmdet - INFO - Epoch [9][4150/7330] lr: 1.000e-05, eta: 2:15:05, time: 0.322, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0332, loss_rpn_bbox: 0.0402, loss_cls: 0.1813, acc: 93.5142, loss_bbox: 0.2151, loss_mask: 0.2275, loss: 0.6973 2022-09-30 22:18:48,335 - mmdet - INFO - Epoch [9][4200/7330] lr: 1.000e-05, eta: 2:14:49, time: 0.321, data_time: 0.015, memory: 15383, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0366, loss_cls: 0.1696, acc: 93.9490, loss_bbox: 0.1988, loss_mask: 0.2182, loss: 0.6508 2022-09-30 22:19:04,516 - mmdet - INFO - Epoch [9][4250/7330] lr: 1.000e-05, eta: 2:14:33, time: 0.324, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0304, loss_rpn_bbox: 0.0392, loss_cls: 0.1768, acc: 93.5850, loss_bbox: 0.2074, loss_mask: 0.2238, loss: 0.6775 2022-09-30 22:19:20,769 - mmdet - INFO - Epoch [9][4300/7330] lr: 1.000e-05, eta: 2:14:17, time: 0.325, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0394, loss_cls: 0.1840, acc: 93.4749, loss_bbox: 0.2151, loss_mask: 0.2282, loss: 0.6976 2022-09-30 22:19:36,733 - mmdet - INFO - Epoch [9][4350/7330] lr: 1.000e-05, eta: 2:14:01, time: 0.319, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0357, loss_cls: 0.1692, acc: 93.9280, loss_bbox: 0.1994, loss_mask: 0.2222, loss: 0.6539 2022-09-30 22:19:52,952 - mmdet - INFO - Epoch [9][4400/7330] lr: 1.000e-05, eta: 2:13:45, time: 0.324, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0377, loss_cls: 0.1767, acc: 93.7478, loss_bbox: 0.2043, loss_mask: 0.2273, loss: 0.6755 2022-09-30 22:20:09,047 - mmdet - INFO - Epoch [9][4450/7330] lr: 1.000e-05, eta: 2:13:29, time: 0.322, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0386, loss_cls: 0.1798, acc: 93.4448, loss_bbox: 0.2134, loss_mask: 0.2274, loss: 0.6887 2022-09-30 22:20:25,303 - mmdet - INFO - Epoch [9][4500/7330] lr: 1.000e-05, eta: 2:13:13, time: 0.325, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0304, loss_rpn_bbox: 0.0402, loss_cls: 0.1715, acc: 93.9292, loss_bbox: 0.2029, loss_mask: 0.2226, loss: 0.6676 2022-09-30 22:20:41,467 - mmdet - INFO - Epoch [9][4550/7330] lr: 1.000e-05, eta: 2:12:57, time: 0.323, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0397, loss_cls: 0.1818, acc: 93.4348, loss_bbox: 0.2171, loss_mask: 0.2299, loss: 0.6986 2022-09-30 22:20:58,052 - mmdet - INFO - Epoch [9][4600/7330] lr: 1.000e-05, eta: 2:12:41, time: 0.332, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0400, loss_cls: 0.1850, acc: 93.3303, loss_bbox: 0.2185, loss_mask: 0.2284, loss: 0.7044 2022-09-30 22:21:13,876 - mmdet - INFO - Epoch [9][4650/7330] lr: 1.000e-05, eta: 2:12:25, time: 0.316, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0325, loss_rpn_bbox: 0.0397, loss_cls: 0.1826, acc: 93.4804, loss_bbox: 0.2165, loss_mask: 0.2270, loss: 0.6983 2022-09-30 22:21:29,952 - mmdet - INFO - Epoch [9][4700/7330] lr: 1.000e-05, eta: 2:12:08, time: 0.322, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0410, loss_cls: 0.1838, acc: 93.3704, loss_bbox: 0.2159, loss_mask: 0.2298, loss: 0.7009 2022-09-30 22:21:46,045 - mmdet - INFO - Epoch [9][4750/7330] lr: 1.000e-05, eta: 2:11:52, time: 0.322, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0381, loss_cls: 0.1774, acc: 93.5957, loss_bbox: 0.2159, loss_mask: 0.2250, loss: 0.6853 2022-09-30 22:22:02,334 - mmdet - INFO - Epoch [9][4800/7330] lr: 1.000e-05, eta: 2:11:36, time: 0.326, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0376, loss_cls: 0.1722, acc: 93.7690, loss_bbox: 0.2075, loss_mask: 0.2249, loss: 0.6691 2022-09-30 22:22:18,735 - mmdet - INFO - Epoch [9][4850/7330] lr: 1.000e-05, eta: 2:11:20, time: 0.328, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0373, loss_cls: 0.1712, acc: 93.6956, loss_bbox: 0.2063, loss_mask: 0.2246, loss: 0.6665 2022-09-30 22:22:34,940 - mmdet - INFO - Epoch [9][4900/7330] lr: 1.000e-05, eta: 2:11:04, time: 0.324, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0399, loss_cls: 0.1832, acc: 93.3437, loss_bbox: 0.2176, loss_mask: 0.2267, loss: 0.6983 2022-09-30 22:22:51,100 - mmdet - INFO - Epoch [9][4950/7330] lr: 1.000e-05, eta: 2:10:48, time: 0.323, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0389, loss_cls: 0.1806, acc: 93.4658, loss_bbox: 0.2143, loss_mask: 0.2273, loss: 0.6906 2022-09-30 22:23:07,265 - mmdet - INFO - Epoch [9][5000/7330] lr: 1.000e-05, eta: 2:10:32, time: 0.323, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0389, loss_cls: 0.1720, acc: 93.8079, loss_bbox: 0.2087, loss_mask: 0.2266, loss: 0.6787 2022-09-30 22:23:23,107 - mmdet - INFO - Epoch [9][5050/7330] lr: 1.000e-05, eta: 2:10:16, time: 0.317, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0360, loss_cls: 0.1704, acc: 93.7957, loss_bbox: 0.2019, loss_mask: 0.2210, loss: 0.6562 2022-09-30 22:23:39,436 - mmdet - INFO - Epoch [9][5100/7330] lr: 1.000e-05, eta: 2:10:00, time: 0.327, data_time: 0.023, memory: 15383, loss_rpn_cls: 0.0307, loss_rpn_bbox: 0.0391, loss_cls: 0.1815, acc: 93.4563, loss_bbox: 0.2140, loss_mask: 0.2327, loss: 0.6980 2022-09-30 22:23:55,916 - mmdet - INFO - Epoch [9][5150/7330] lr: 1.000e-05, eta: 2:09:44, time: 0.330, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0361, loss_cls: 0.1713, acc: 93.7690, loss_bbox: 0.2021, loss_mask: 0.2217, loss: 0.6595 2022-09-30 22:24:11,833 - mmdet - INFO - Epoch [9][5200/7330] lr: 1.000e-05, eta: 2:09:28, time: 0.318, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0404, loss_cls: 0.1823, acc: 93.3496, loss_bbox: 0.2129, loss_mask: 0.2317, loss: 0.6976 2022-09-30 22:24:28,260 - mmdet - INFO - Epoch [9][5250/7330] lr: 1.000e-05, eta: 2:09:12, time: 0.329, data_time: 0.024, memory: 15383, loss_rpn_cls: 0.0311, loss_rpn_bbox: 0.0403, loss_cls: 0.1838, acc: 93.4067, loss_bbox: 0.2149, loss_mask: 0.2275, loss: 0.6976 2022-09-30 22:24:44,292 - mmdet - INFO - Epoch [9][5300/7330] lr: 1.000e-05, eta: 2:08:56, time: 0.321, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0371, loss_cls: 0.1704, acc: 93.8296, loss_bbox: 0.2002, loss_mask: 0.2243, loss: 0.6581 2022-09-30 22:25:00,523 - mmdet - INFO - Epoch [9][5350/7330] lr: 1.000e-05, eta: 2:08:40, time: 0.325, data_time: 0.023, memory: 15383, loss_rpn_cls: 0.0299, loss_rpn_bbox: 0.0389, loss_cls: 0.1866, acc: 93.3057, loss_bbox: 0.2171, loss_mask: 0.2285, loss: 0.7010 2022-09-30 22:25:16,772 - mmdet - INFO - Epoch [9][5400/7330] lr: 1.000e-05, eta: 2:08:24, time: 0.325, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0387, loss_cls: 0.1805, acc: 93.4404, loss_bbox: 0.2142, loss_mask: 0.2273, loss: 0.6882 2022-09-30 22:25:32,963 - mmdet - INFO - Epoch [9][5450/7330] lr: 1.000e-05, eta: 2:08:07, time: 0.324, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0387, loss_cls: 0.1779, acc: 93.5959, loss_bbox: 0.2108, loss_mask: 0.2292, loss: 0.6860 2022-09-30 22:25:49,224 - mmdet - INFO - Epoch [9][5500/7330] lr: 1.000e-05, eta: 2:07:51, time: 0.325, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0378, loss_cls: 0.1734, acc: 93.7571, loss_bbox: 0.2016, loss_mask: 0.2290, loss: 0.6704 2022-09-30 22:26:05,274 - mmdet - INFO - Epoch [9][5550/7330] lr: 1.000e-05, eta: 2:07:35, time: 0.321, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0392, loss_cls: 0.1809, acc: 93.4781, loss_bbox: 0.2090, loss_mask: 0.2276, loss: 0.6851 2022-09-30 22:26:21,242 - mmdet - INFO - Epoch [9][5600/7330] lr: 1.000e-05, eta: 2:07:19, time: 0.319, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0372, loss_cls: 0.1745, acc: 93.7717, loss_bbox: 0.2082, loss_mask: 0.2238, loss: 0.6713 2022-09-30 22:26:37,469 - mmdet - INFO - Epoch [9][5650/7330] lr: 1.000e-05, eta: 2:07:03, time: 0.325, data_time: 0.015, memory: 15383, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0354, loss_cls: 0.1666, acc: 94.0513, loss_bbox: 0.1959, loss_mask: 0.2197, loss: 0.6442 2022-09-30 22:26:53,810 - mmdet - INFO - Epoch [9][5700/7330] lr: 1.000e-05, eta: 2:06:47, time: 0.327, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0321, loss_rpn_bbox: 0.0395, loss_cls: 0.1823, acc: 93.4784, loss_bbox: 0.2114, loss_mask: 0.2261, loss: 0.6914 2022-09-30 22:27:10,099 - mmdet - INFO - Epoch [9][5750/7330] lr: 1.000e-05, eta: 2:06:31, time: 0.326, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0384, loss_cls: 0.1750, acc: 93.7292, loss_bbox: 0.2071, loss_mask: 0.2297, loss: 0.6800 2022-09-30 22:27:26,096 - mmdet - INFO - Epoch [9][5800/7330] lr: 1.000e-05, eta: 2:06:15, time: 0.320, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0315, loss_rpn_bbox: 0.0388, loss_cls: 0.1731, acc: 93.6968, loss_bbox: 0.2064, loss_mask: 0.2245, loss: 0.6742 2022-09-30 22:27:42,612 - mmdet - INFO - Epoch [9][5850/7330] lr: 1.000e-05, eta: 2:05:59, time: 0.330, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0408, loss_cls: 0.1838, acc: 93.4617, loss_bbox: 0.2178, loss_mask: 0.2301, loss: 0.7013 2022-09-30 22:27:58,859 - mmdet - INFO - Epoch [9][5900/7330] lr: 1.000e-05, eta: 2:05:43, time: 0.325, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0393, loss_cls: 0.1756, acc: 93.5727, loss_bbox: 0.2111, loss_mask: 0.2186, loss: 0.6733 2022-09-30 22:28:15,127 - mmdet - INFO - Epoch [9][5950/7330] lr: 1.000e-05, eta: 2:05:27, time: 0.325, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0406, loss_cls: 0.1760, acc: 93.5562, loss_bbox: 0.2133, loss_mask: 0.2282, loss: 0.6874 2022-09-30 22:28:31,458 - mmdet - INFO - Epoch [9][6000/7330] lr: 1.000e-05, eta: 2:05:11, time: 0.327, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0307, loss_rpn_bbox: 0.0401, loss_cls: 0.1815, acc: 93.4312, loss_bbox: 0.2176, loss_mask: 0.2261, loss: 0.6959 2022-09-30 22:28:47,255 - mmdet - INFO - Epoch [9][6050/7330] lr: 1.000e-05, eta: 2:04:55, time: 0.316, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0383, loss_cls: 0.1729, acc: 93.7983, loss_bbox: 0.2103, loss_mask: 0.2288, loss: 0.6807 2022-09-30 22:29:03,449 - mmdet - INFO - Epoch [9][6100/7330] lr: 1.000e-05, eta: 2:04:39, time: 0.324, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0389, loss_cls: 0.1738, acc: 93.6897, loss_bbox: 0.2081, loss_mask: 0.2257, loss: 0.6738 2022-09-30 22:29:19,429 - mmdet - INFO - Epoch [9][6150/7330] lr: 1.000e-05, eta: 2:04:22, time: 0.320, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0375, loss_cls: 0.1702, acc: 93.8560, loss_bbox: 0.2034, loss_mask: 0.2255, loss: 0.6640 2022-09-30 22:29:35,595 - mmdet - INFO - Epoch [9][6200/7330] lr: 1.000e-05, eta: 2:04:06, time: 0.323, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0395, loss_cls: 0.1759, acc: 93.6460, loss_bbox: 0.2105, loss_mask: 0.2263, loss: 0.6822 2022-09-30 22:29:51,812 - mmdet - INFO - Epoch [9][6250/7330] lr: 1.000e-05, eta: 2:03:50, time: 0.324, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0379, loss_cls: 0.1729, acc: 93.7791, loss_bbox: 0.2068, loss_mask: 0.2216, loss: 0.6666 2022-09-30 22:30:07,732 - mmdet - INFO - Epoch [9][6300/7330] lr: 1.000e-05, eta: 2:03:34, time: 0.318, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0354, loss_cls: 0.1660, acc: 94.1321, loss_bbox: 0.1976, loss_mask: 0.2174, loss: 0.6437 2022-09-30 22:30:23,908 - mmdet - INFO - Epoch [9][6350/7330] lr: 1.000e-05, eta: 2:03:18, time: 0.324, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0299, loss_rpn_bbox: 0.0390, loss_cls: 0.1769, acc: 93.5945, loss_bbox: 0.2138, loss_mask: 0.2311, loss: 0.6908 2022-09-30 22:30:39,980 - mmdet - INFO - Epoch [9][6400/7330] lr: 1.000e-05, eta: 2:03:02, time: 0.321, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0384, loss_cls: 0.1721, acc: 93.8230, loss_bbox: 0.2025, loss_mask: 0.2222, loss: 0.6632 2022-09-30 22:30:55,961 - mmdet - INFO - Epoch [9][6450/7330] lr: 1.000e-05, eta: 2:02:46, time: 0.320, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0372, loss_cls: 0.1762, acc: 93.6562, loss_bbox: 0.2092, loss_mask: 0.2289, loss: 0.6805 2022-09-30 22:31:12,096 - mmdet - INFO - Epoch [9][6500/7330] lr: 1.000e-05, eta: 2:02:30, time: 0.323, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0402, loss_cls: 0.1789, acc: 93.6006, loss_bbox: 0.2083, loss_mask: 0.2218, loss: 0.6785 2022-09-30 22:31:28,378 - mmdet - INFO - Epoch [9][6550/7330] lr: 1.000e-05, eta: 2:02:14, time: 0.326, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0369, loss_cls: 0.1665, acc: 94.0864, loss_bbox: 0.1960, loss_mask: 0.2225, loss: 0.6510 2022-09-30 22:31:44,710 - mmdet - INFO - Epoch [9][6600/7330] lr: 1.000e-05, eta: 2:01:58, time: 0.327, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0380, loss_cls: 0.1797, acc: 93.4797, loss_bbox: 0.2126, loss_mask: 0.2312, loss: 0.6897 2022-09-30 22:32:01,196 - mmdet - INFO - Epoch [9][6650/7330] lr: 1.000e-05, eta: 2:01:42, time: 0.330, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0322, loss_rpn_bbox: 0.0409, loss_cls: 0.1806, acc: 93.4414, loss_bbox: 0.2150, loss_mask: 0.2309, loss: 0.6995 2022-09-30 22:32:17,393 - mmdet - INFO - Epoch [9][6700/7330] lr: 1.000e-05, eta: 2:01:26, time: 0.324, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0383, loss_cls: 0.1750, acc: 93.7163, loss_bbox: 0.2087, loss_mask: 0.2196, loss: 0.6703 2022-09-30 22:32:33,615 - mmdet - INFO - Epoch [9][6750/7330] lr: 1.000e-05, eta: 2:01:09, time: 0.324, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0395, loss_cls: 0.1693, acc: 93.8982, loss_bbox: 0.2073, loss_mask: 0.2247, loss: 0.6707 2022-09-30 22:32:49,864 - mmdet - INFO - Epoch [9][6800/7330] lr: 1.000e-05, eta: 2:00:53, time: 0.325, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0364, loss_cls: 0.1759, acc: 93.6438, loss_bbox: 0.2078, loss_mask: 0.2270, loss: 0.6750 2022-09-30 22:33:06,362 - mmdet - INFO - Epoch [9][6850/7330] lr: 1.000e-05, eta: 2:00:37, time: 0.330, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0397, loss_cls: 0.1808, acc: 93.5471, loss_bbox: 0.2124, loss_mask: 0.2297, loss: 0.6910 2022-09-30 22:33:23,808 - mmdet - INFO - Epoch [9][6900/7330] lr: 1.000e-05, eta: 2:00:22, time: 0.349, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0307, loss_rpn_bbox: 0.0405, loss_cls: 0.1786, acc: 93.5654, loss_bbox: 0.2122, loss_mask: 0.2291, loss: 0.6912 2022-09-30 22:33:40,078 - mmdet - INFO - Epoch [9][6950/7330] lr: 1.000e-05, eta: 2:00:06, time: 0.325, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0377, loss_cls: 0.1765, acc: 93.6208, loss_bbox: 0.2094, loss_mask: 0.2253, loss: 0.6779 2022-09-30 22:33:56,361 - mmdet - INFO - Epoch [9][7000/7330] lr: 1.000e-05, eta: 1:59:50, time: 0.326, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0385, loss_cls: 0.1759, acc: 93.6543, loss_bbox: 0.2091, loss_mask: 0.2252, loss: 0.6760 2022-09-30 22:34:12,573 - mmdet - INFO - Epoch [9][7050/7330] lr: 1.000e-05, eta: 1:59:34, time: 0.324, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0299, loss_rpn_bbox: 0.0375, loss_cls: 0.1794, acc: 93.6082, loss_bbox: 0.2102, loss_mask: 0.2267, loss: 0.6838 2022-09-30 22:34:28,576 - mmdet - INFO - Epoch [9][7100/7330] lr: 1.000e-05, eta: 1:59:17, time: 0.320, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0387, loss_cls: 0.1751, acc: 93.7521, loss_bbox: 0.2028, loss_mask: 0.2245, loss: 0.6705 2022-09-30 22:34:44,617 - mmdet - INFO - Epoch [9][7150/7330] lr: 1.000e-05, eta: 1:59:01, time: 0.321, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0374, loss_cls: 0.1730, acc: 93.7673, loss_bbox: 0.2056, loss_mask: 0.2218, loss: 0.6656 2022-09-30 22:35:00,823 - mmdet - INFO - Epoch [9][7200/7330] lr: 1.000e-05, eta: 1:58:45, time: 0.324, data_time: 0.023, memory: 15383, loss_rpn_cls: 0.0311, loss_rpn_bbox: 0.0400, loss_cls: 0.1789, acc: 93.4766, loss_bbox: 0.2168, loss_mask: 0.2314, loss: 0.6981 2022-09-30 22:35:16,860 - mmdet - INFO - Epoch [9][7250/7330] lr: 1.000e-05, eta: 1:58:29, time: 0.321, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0375, loss_cls: 0.1790, acc: 93.6143, loss_bbox: 0.2087, loss_mask: 0.2294, loss: 0.6833 2022-09-30 22:35:32,935 - mmdet - INFO - Epoch [9][7300/7330] lr: 1.000e-05, eta: 1:58:13, time: 0.322, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0363, loss_cls: 0.1756, acc: 93.6777, loss_bbox: 0.2069, loss_mask: 0.2264, loss: 0.6726 2022-09-30 22:35:42,620 - mmdet - INFO - Saving checkpoint at 9 epochs 2022-09-30 22:36:35,533 - mmdet - INFO - Evaluating bbox... 2022-09-30 22:37:01,707 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.465 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.684 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.510 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.311 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.499 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.609 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.599 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.599 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.599 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.432 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.634 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.747 2022-09-30 22:37:01,707 - mmdet - INFO - Evaluating segm... 2022-09-30 22:37:33,568 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.409 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.648 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.437 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.216 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.440 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.599 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.534 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.534 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.534 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.361 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.575 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.697 2022-09-30 22:37:34,019 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_swin-s_1x_coco/best_bbox_mAP_epoch_8.pth was removed 2022-09-30 22:37:35,524 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_9.pth. 2022-09-30 22:37:35,525 - mmdet - INFO - Best bbox_mAP is 0.4650 at 9 epoch. 2022-09-30 22:37:35,525 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 22:37:35,526 - mmdet - INFO - Epoch(val) [9][625] bbox_mAP: 0.4650, bbox_mAP_50: 0.6840, bbox_mAP_75: 0.5100, bbox_mAP_s: 0.3110, bbox_mAP_m: 0.4990, bbox_mAP_l: 0.6090, bbox_mAP_copypaste: 0.465 0.684 0.510 0.311 0.499 0.609, segm_mAP: 0.4090, segm_mAP_50: 0.6480, segm_mAP_75: 0.4370, segm_mAP_s: 0.2160, segm_mAP_m: 0.4400, segm_mAP_l: 0.5990, segm_mAP_copypaste: 0.409 0.648 0.437 0.216 0.440 0.599 2022-09-30 22:37:54,528 - mmdet - INFO - Epoch [10][50/7330] lr: 1.000e-05, eta: 1:57:45, time: 0.380, data_time: 0.082, memory: 15383, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0394, loss_cls: 0.1757, acc: 93.5691, loss_bbox: 0.2097, loss_mask: 0.2283, loss: 0.6819 2022-09-30 22:38:10,819 - mmdet - INFO - Epoch [10][100/7330] lr: 1.000e-05, eta: 1:57:29, time: 0.326, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0299, loss_rpn_bbox: 0.0404, loss_cls: 0.1723, acc: 93.7263, loss_bbox: 0.2072, loss_mask: 0.2244, loss: 0.6742 2022-09-30 22:38:27,594 - mmdet - INFO - Epoch [10][150/7330] lr: 1.000e-05, eta: 1:57:13, time: 0.335, data_time: 0.023, memory: 15383, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0402, loss_cls: 0.1787, acc: 93.4585, loss_bbox: 0.2170, loss_mask: 0.2238, loss: 0.6910 2022-09-30 22:38:43,713 - mmdet - INFO - Epoch [10][200/7330] lr: 1.000e-05, eta: 1:56:57, time: 0.322, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0366, loss_cls: 0.1706, acc: 93.9390, loss_bbox: 0.2060, loss_mask: 0.2241, loss: 0.6652 2022-09-30 22:38:59,881 - mmdet - INFO - Epoch [10][250/7330] lr: 1.000e-05, eta: 1:56:41, time: 0.323, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0369, loss_cls: 0.1662, acc: 93.9561, loss_bbox: 0.2043, loss_mask: 0.2200, loss: 0.6547 2022-09-30 22:39:16,216 - mmdet - INFO - Epoch [10][300/7330] lr: 1.000e-05, eta: 1:56:25, time: 0.327, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0378, loss_cls: 0.1711, acc: 93.7981, loss_bbox: 0.2035, loss_mask: 0.2205, loss: 0.6646 2022-09-30 22:39:32,679 - mmdet - INFO - Epoch [10][350/7330] lr: 1.000e-05, eta: 1:56:09, time: 0.329, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0389, loss_cls: 0.1748, acc: 93.5665, loss_bbox: 0.2117, loss_mask: 0.2252, loss: 0.6797 2022-09-30 22:39:48,796 - mmdet - INFO - Epoch [10][400/7330] lr: 1.000e-05, eta: 1:55:53, time: 0.322, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0380, loss_cls: 0.1693, acc: 93.8372, loss_bbox: 0.2031, loss_mask: 0.2212, loss: 0.6617 2022-09-30 22:40:04,908 - mmdet - INFO - Epoch [10][450/7330] lr: 1.000e-05, eta: 1:55:37, time: 0.322, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0369, loss_cls: 0.1672, acc: 93.8979, loss_bbox: 0.2039, loss_mask: 0.2227, loss: 0.6574 2022-09-30 22:40:21,192 - mmdet - INFO - Epoch [10][500/7330] lr: 1.000e-05, eta: 1:55:21, time: 0.326, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0385, loss_cls: 0.1769, acc: 93.5808, loss_bbox: 0.2135, loss_mask: 0.2291, loss: 0.6881 2022-09-30 22:40:36,741 - mmdet - INFO - Epoch [10][550/7330] lr: 1.000e-05, eta: 1:55:04, time: 0.311, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0376, loss_cls: 0.1696, acc: 93.9819, loss_bbox: 0.2041, loss_mask: 0.2250, loss: 0.6642 2022-09-30 22:40:52,750 - mmdet - INFO - Epoch [10][600/7330] lr: 1.000e-05, eta: 1:54:48, time: 0.320, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0383, loss_cls: 0.1768, acc: 93.6333, loss_bbox: 0.2131, loss_mask: 0.2301, loss: 0.6868 2022-09-30 22:41:08,690 - mmdet - INFO - Epoch [10][650/7330] lr: 1.000e-05, eta: 1:54:32, time: 0.319, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0384, loss_cls: 0.1774, acc: 93.5042, loss_bbox: 0.2120, loss_mask: 0.2274, loss: 0.6837 2022-09-30 22:41:25,178 - mmdet - INFO - Epoch [10][700/7330] lr: 1.000e-05, eta: 1:54:16, time: 0.330, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0399, loss_cls: 0.1749, acc: 93.5986, loss_bbox: 0.2107, loss_mask: 0.2301, loss: 0.6868 2022-09-30 22:41:41,610 - mmdet - INFO - Epoch [10][750/7330] lr: 1.000e-05, eta: 1:54:00, time: 0.329, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0401, loss_cls: 0.1817, acc: 93.4525, loss_bbox: 0.2134, loss_mask: 0.2271, loss: 0.6933 2022-09-30 22:41:58,067 - mmdet - INFO - Epoch [10][800/7330] lr: 1.000e-05, eta: 1:53:44, time: 0.329, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0358, loss_cls: 0.1702, acc: 93.8467, loss_bbox: 0.2086, loss_mask: 0.2195, loss: 0.6600 2022-09-30 22:42:14,007 - mmdet - INFO - Epoch [10][850/7330] lr: 1.000e-05, eta: 1:53:28, time: 0.319, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0374, loss_cls: 0.1739, acc: 93.6895, loss_bbox: 0.2111, loss_mask: 0.2299, loss: 0.6806 2022-09-30 22:42:30,002 - mmdet - INFO - Epoch [10][900/7330] lr: 1.000e-05, eta: 1:53:12, time: 0.320, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0396, loss_cls: 0.1741, acc: 93.6748, loss_bbox: 0.2104, loss_mask: 0.2321, loss: 0.6855 2022-09-30 22:42:46,176 - mmdet - INFO - Epoch [10][950/7330] lr: 1.000e-05, eta: 1:52:56, time: 0.323, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0370, loss_cls: 0.1715, acc: 93.8114, loss_bbox: 0.2066, loss_mask: 0.2208, loss: 0.6639 2022-09-30 22:43:02,350 - mmdet - INFO - Epoch [10][1000/7330] lr: 1.000e-05, eta: 1:52:40, time: 0.323, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0387, loss_cls: 0.1685, acc: 93.8362, loss_bbox: 0.2050, loss_mask: 0.2299, loss: 0.6706 2022-09-30 22:43:18,581 - mmdet - INFO - Epoch [10][1050/7330] lr: 1.000e-05, eta: 1:52:24, time: 0.324, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0375, loss_cls: 0.1710, acc: 93.8360, loss_bbox: 0.1987, loss_mask: 0.2185, loss: 0.6558 2022-09-30 22:43:34,580 - mmdet - INFO - Epoch [10][1100/7330] lr: 1.000e-05, eta: 1:52:07, time: 0.320, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0353, loss_cls: 0.1713, acc: 93.8020, loss_bbox: 0.2053, loss_mask: 0.2212, loss: 0.6592 2022-09-30 22:43:50,783 - mmdet - INFO - Epoch [10][1150/7330] lr: 1.000e-05, eta: 1:51:51, time: 0.324, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0374, loss_cls: 0.1749, acc: 93.6919, loss_bbox: 0.2113, loss_mask: 0.2281, loss: 0.6801 2022-09-30 22:44:06,929 - mmdet - INFO - Epoch [10][1200/7330] lr: 1.000e-05, eta: 1:51:35, time: 0.323, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0407, loss_cls: 0.1756, acc: 93.7414, loss_bbox: 0.2098, loss_mask: 0.2321, loss: 0.6863 2022-09-30 22:44:23,047 - mmdet - INFO - Epoch [10][1250/7330] lr: 1.000e-05, eta: 1:51:19, time: 0.322, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0337, loss_cls: 0.1677, acc: 93.9678, loss_bbox: 0.1955, loss_mask: 0.2215, loss: 0.6459 2022-09-30 22:44:39,206 - mmdet - INFO - Epoch [10][1300/7330] lr: 1.000e-05, eta: 1:51:03, time: 0.323, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0399, loss_cls: 0.1742, acc: 93.7041, loss_bbox: 0.2069, loss_mask: 0.2251, loss: 0.6745 2022-09-30 22:44:55,537 - mmdet - INFO - Epoch [10][1350/7330] lr: 1.000e-05, eta: 1:50:47, time: 0.327, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0383, loss_cls: 0.1709, acc: 93.8737, loss_bbox: 0.2055, loss_mask: 0.2210, loss: 0.6641 2022-09-30 22:45:11,427 - mmdet - INFO - Epoch [10][1400/7330] lr: 1.000e-05, eta: 1:50:31, time: 0.318, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0397, loss_cls: 0.1779, acc: 93.5239, loss_bbox: 0.2133, loss_mask: 0.2301, loss: 0.6903 2022-09-30 22:45:27,642 - mmdet - INFO - Epoch [10][1450/7330] lr: 1.000e-05, eta: 1:50:15, time: 0.324, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0394, loss_cls: 0.1769, acc: 93.6077, loss_bbox: 0.2128, loss_mask: 0.2238, loss: 0.6832 2022-09-30 22:45:43,821 - mmdet - INFO - Epoch [10][1500/7330] lr: 1.000e-05, eta: 1:49:59, time: 0.324, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0385, loss_cls: 0.1730, acc: 93.6528, loss_bbox: 0.2055, loss_mask: 0.2239, loss: 0.6694 2022-09-30 22:46:00,225 - mmdet - INFO - Epoch [10][1550/7330] lr: 1.000e-05, eta: 1:49:43, time: 0.328, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0388, loss_cls: 0.1741, acc: 93.7227, loss_bbox: 0.2116, loss_mask: 0.2224, loss: 0.6754 2022-09-30 22:46:16,375 - mmdet - INFO - Epoch [10][1600/7330] lr: 1.000e-05, eta: 1:49:27, time: 0.323, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0324, loss_rpn_bbox: 0.0404, loss_cls: 0.1806, acc: 93.5500, loss_bbox: 0.2155, loss_mask: 0.2292, loss: 0.6982 2022-09-30 22:46:32,781 - mmdet - INFO - Epoch [10][1650/7330] lr: 1.000e-05, eta: 1:49:11, time: 0.328, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0411, loss_cls: 0.1808, acc: 93.4307, loss_bbox: 0.2213, loss_mask: 0.2296, loss: 0.7004 2022-09-30 22:46:48,938 - mmdet - INFO - Epoch [10][1700/7330] lr: 1.000e-05, eta: 1:48:55, time: 0.323, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0371, loss_cls: 0.1697, acc: 93.8541, loss_bbox: 0.2077, loss_mask: 0.2252, loss: 0.6669 2022-09-30 22:47:05,535 - mmdet - INFO - Epoch [10][1750/7330] lr: 1.000e-05, eta: 1:48:39, time: 0.332, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0406, loss_cls: 0.1803, acc: 93.4349, loss_bbox: 0.2104, loss_mask: 0.2234, loss: 0.6853 2022-09-30 22:47:21,579 - mmdet - INFO - Epoch [10][1800/7330] lr: 1.000e-05, eta: 1:48:22, time: 0.321, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0351, loss_cls: 0.1597, acc: 94.2165, loss_bbox: 0.1888, loss_mask: 0.2152, loss: 0.6242 2022-09-30 22:47:37,827 - mmdet - INFO - Epoch [10][1850/7330] lr: 1.000e-05, eta: 1:48:06, time: 0.325, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0397, loss_cls: 0.1762, acc: 93.6306, loss_bbox: 0.2084, loss_mask: 0.2276, loss: 0.6815 2022-09-30 22:47:53,874 - mmdet - INFO - Epoch [10][1900/7330] lr: 1.000e-05, eta: 1:47:50, time: 0.321, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0364, loss_cls: 0.1734, acc: 93.7798, loss_bbox: 0.2052, loss_mask: 0.2224, loss: 0.6672 2022-09-30 22:48:09,956 - mmdet - INFO - Epoch [10][1950/7330] lr: 1.000e-05, eta: 1:47:34, time: 0.322, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0369, loss_cls: 0.1715, acc: 93.7959, loss_bbox: 0.2051, loss_mask: 0.2268, loss: 0.6669 2022-09-30 22:48:26,073 - mmdet - INFO - Epoch [10][2000/7330] lr: 1.000e-05, eta: 1:47:18, time: 0.322, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0398, loss_cls: 0.1800, acc: 93.4255, loss_bbox: 0.2182, loss_mask: 0.2272, loss: 0.6942 2022-09-30 22:48:42,480 - mmdet - INFO - Epoch [10][2050/7330] lr: 1.000e-05, eta: 1:47:02, time: 0.328, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0370, loss_cls: 0.1715, acc: 93.8108, loss_bbox: 0.2014, loss_mask: 0.2209, loss: 0.6577 2022-09-30 22:48:58,609 - mmdet - INFO - Epoch [10][2100/7330] lr: 1.000e-05, eta: 1:46:46, time: 0.323, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0389, loss_cls: 0.1771, acc: 93.6216, loss_bbox: 0.2115, loss_mask: 0.2303, loss: 0.6875 2022-09-30 22:49:14,821 - mmdet - INFO - Epoch [10][2150/7330] lr: 1.000e-05, eta: 1:46:30, time: 0.324, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0394, loss_cls: 0.1757, acc: 93.6221, loss_bbox: 0.2092, loss_mask: 0.2222, loss: 0.6767 2022-09-30 22:49:31,107 - mmdet - INFO - Epoch [10][2200/7330] lr: 1.000e-05, eta: 1:46:14, time: 0.326, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0382, loss_cls: 0.1744, acc: 93.6938, loss_bbox: 0.2073, loss_mask: 0.2232, loss: 0.6691 2022-09-30 22:49:47,114 - mmdet - INFO - Epoch [10][2250/7330] lr: 1.000e-05, eta: 1:45:58, time: 0.320, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0393, loss_cls: 0.1784, acc: 93.5171, loss_bbox: 0.2129, loss_mask: 0.2258, loss: 0.6852 2022-09-30 22:50:03,394 - mmdet - INFO - Epoch [10][2300/7330] lr: 1.000e-05, eta: 1:45:42, time: 0.326, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0406, loss_cls: 0.1810, acc: 93.3198, loss_bbox: 0.2191, loss_mask: 0.2326, loss: 0.7024 2022-09-30 22:50:19,564 - mmdet - INFO - Epoch [10][2350/7330] lr: 1.000e-05, eta: 1:45:26, time: 0.323, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0397, loss_cls: 0.1784, acc: 93.4643, loss_bbox: 0.2172, loss_mask: 0.2286, loss: 0.6931 2022-09-30 22:50:35,905 - mmdet - INFO - Epoch [10][2400/7330] lr: 1.000e-05, eta: 1:45:10, time: 0.327, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0368, loss_cls: 0.1708, acc: 93.7590, loss_bbox: 0.2055, loss_mask: 0.2228, loss: 0.6644 2022-09-30 22:50:52,069 - mmdet - INFO - Epoch [10][2450/7330] lr: 1.000e-05, eta: 1:44:53, time: 0.323, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0299, loss_rpn_bbox: 0.0379, loss_cls: 0.1743, acc: 93.6272, loss_bbox: 0.2080, loss_mask: 0.2220, loss: 0.6722 2022-09-30 22:51:08,201 - mmdet - INFO - Epoch [10][2500/7330] lr: 1.000e-05, eta: 1:44:37, time: 0.323, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0376, loss_cls: 0.1683, acc: 93.9556, loss_bbox: 0.2016, loss_mask: 0.2223, loss: 0.6553 2022-09-30 22:51:24,115 - mmdet - INFO - Epoch [10][2550/7330] lr: 1.000e-05, eta: 1:44:21, time: 0.318, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0362, loss_cls: 0.1708, acc: 93.7554, loss_bbox: 0.2073, loss_mask: 0.2184, loss: 0.6595 2022-09-30 22:51:40,395 - mmdet - INFO - Epoch [10][2600/7330] lr: 1.000e-05, eta: 1:44:05, time: 0.326, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0387, loss_cls: 0.1707, acc: 93.9268, loss_bbox: 0.2017, loss_mask: 0.2216, loss: 0.6605 2022-09-30 22:51:56,502 - mmdet - INFO - Epoch [10][2650/7330] lr: 1.000e-05, eta: 1:43:49, time: 0.322, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0371, loss_cls: 0.1714, acc: 93.8510, loss_bbox: 0.2095, loss_mask: 0.2219, loss: 0.6677 2022-09-30 22:52:12,923 - mmdet - INFO - Epoch [10][2700/7330] lr: 1.000e-05, eta: 1:43:33, time: 0.328, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0395, loss_cls: 0.1799, acc: 93.5115, loss_bbox: 0.2113, loss_mask: 0.2238, loss: 0.6830 2022-09-30 22:52:28,815 - mmdet - INFO - Epoch [10][2750/7330] lr: 1.000e-05, eta: 1:43:17, time: 0.318, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0383, loss_cls: 0.1712, acc: 93.8291, loss_bbox: 0.2062, loss_mask: 0.2181, loss: 0.6630 2022-09-30 22:52:45,002 - mmdet - INFO - Epoch [10][2800/7330] lr: 1.000e-05, eta: 1:43:01, time: 0.324, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0390, loss_cls: 0.1771, acc: 93.6880, loss_bbox: 0.2081, loss_mask: 0.2315, loss: 0.6846 2022-09-30 22:53:01,130 - mmdet - INFO - Epoch [10][2850/7330] lr: 1.000e-05, eta: 1:42:45, time: 0.323, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0396, loss_cls: 0.1685, acc: 93.8278, loss_bbox: 0.2040, loss_mask: 0.2260, loss: 0.6674 2022-09-30 22:53:17,121 - mmdet - INFO - Epoch [10][2900/7330] lr: 1.000e-05, eta: 1:42:28, time: 0.320, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0376, loss_cls: 0.1752, acc: 93.6846, loss_bbox: 0.2068, loss_mask: 0.2255, loss: 0.6723 2022-09-30 22:53:33,590 - mmdet - INFO - Epoch [10][2950/7330] lr: 1.000e-05, eta: 1:42:12, time: 0.329, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0355, loss_cls: 0.1683, acc: 93.8152, loss_bbox: 0.2040, loss_mask: 0.2276, loss: 0.6627 2022-09-30 22:53:49,441 - mmdet - INFO - Epoch [10][3000/7330] lr: 1.000e-05, eta: 1:41:56, time: 0.317, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0247, loss_rpn_bbox: 0.0356, loss_cls: 0.1592, acc: 94.1040, loss_bbox: 0.1945, loss_mask: 0.2159, loss: 0.6298 2022-09-30 22:54:05,778 - mmdet - INFO - Epoch [10][3050/7330] lr: 1.000e-05, eta: 1:41:40, time: 0.327, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0390, loss_cls: 0.1744, acc: 93.6497, loss_bbox: 0.2086, loss_mask: 0.2244, loss: 0.6747 2022-09-30 22:54:21,804 - mmdet - INFO - Epoch [10][3100/7330] lr: 1.000e-05, eta: 1:41:24, time: 0.321, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0368, loss_cls: 0.1680, acc: 93.9784, loss_bbox: 0.2027, loss_mask: 0.2209, loss: 0.6548 2022-09-30 22:54:37,855 - mmdet - INFO - Epoch [10][3150/7330] lr: 1.000e-05, eta: 1:41:08, time: 0.321, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0388, loss_cls: 0.1785, acc: 93.5639, loss_bbox: 0.2086, loss_mask: 0.2292, loss: 0.6834 2022-09-30 22:54:53,931 - mmdet - INFO - Epoch [10][3200/7330] lr: 1.000e-05, eta: 1:40:52, time: 0.321, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0383, loss_cls: 0.1760, acc: 93.6536, loss_bbox: 0.2115, loss_mask: 0.2256, loss: 0.6784 2022-09-30 22:55:10,135 - mmdet - INFO - Epoch [10][3250/7330] lr: 1.000e-05, eta: 1:40:36, time: 0.324, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0373, loss_cls: 0.1777, acc: 93.6461, loss_bbox: 0.2059, loss_mask: 0.2289, loss: 0.6798 2022-09-30 22:55:26,018 - mmdet - INFO - Epoch [10][3300/7330] lr: 1.000e-05, eta: 1:40:20, time: 0.318, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0357, loss_cls: 0.1757, acc: 93.7319, loss_bbox: 0.2075, loss_mask: 0.2305, loss: 0.6780 2022-09-30 22:55:42,335 - mmdet - INFO - Epoch [10][3350/7330] lr: 1.000e-05, eta: 1:40:04, time: 0.326, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0394, loss_cls: 0.1715, acc: 93.7465, loss_bbox: 0.2101, loss_mask: 0.2242, loss: 0.6751 2022-09-30 22:55:58,242 - mmdet - INFO - Epoch [10][3400/7330] lr: 1.000e-05, eta: 1:39:47, time: 0.318, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0367, loss_cls: 0.1722, acc: 93.8972, loss_bbox: 0.2035, loss_mask: 0.2204, loss: 0.6603 2022-09-30 22:56:14,529 - mmdet - INFO - Epoch [10][3450/7330] lr: 1.000e-05, eta: 1:39:31, time: 0.326, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0385, loss_cls: 0.1731, acc: 93.6577, loss_bbox: 0.2058, loss_mask: 0.2216, loss: 0.6661 2022-09-30 22:56:30,818 - mmdet - INFO - Epoch [10][3500/7330] lr: 1.000e-05, eta: 1:39:15, time: 0.326, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0397, loss_cls: 0.1764, acc: 93.6499, loss_bbox: 0.2052, loss_mask: 0.2243, loss: 0.6750 2022-09-30 22:56:46,833 - mmdet - INFO - Epoch [10][3550/7330] lr: 1.000e-05, eta: 1:38:59, time: 0.320, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0382, loss_cls: 0.1752, acc: 93.6675, loss_bbox: 0.2110, loss_mask: 0.2263, loss: 0.6791 2022-09-30 22:57:03,050 - mmdet - INFO - Epoch [10][3600/7330] lr: 1.000e-05, eta: 1:38:43, time: 0.324, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0399, loss_cls: 0.1732, acc: 93.6309, loss_bbox: 0.2104, loss_mask: 0.2272, loss: 0.6796 2022-09-30 22:57:18,979 - mmdet - INFO - Epoch [10][3650/7330] lr: 1.000e-05, eta: 1:38:27, time: 0.319, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0384, loss_cls: 0.1729, acc: 93.7407, loss_bbox: 0.2084, loss_mask: 0.2280, loss: 0.6752 2022-09-30 22:57:35,184 - mmdet - INFO - Epoch [10][3700/7330] lr: 1.000e-05, eta: 1:38:11, time: 0.324, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0376, loss_cls: 0.1753, acc: 93.6831, loss_bbox: 0.2055, loss_mask: 0.2232, loss: 0.6710 2022-09-30 22:57:51,152 - mmdet - INFO - Epoch [10][3750/7330] lr: 1.000e-05, eta: 1:37:55, time: 0.319, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0370, loss_cls: 0.1762, acc: 93.5693, loss_bbox: 0.2112, loss_mask: 0.2268, loss: 0.6769 2022-09-30 22:58:07,254 - mmdet - INFO - Epoch [10][3800/7330] lr: 1.000e-05, eta: 1:37:39, time: 0.322, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0371, loss_cls: 0.1640, acc: 94.0024, loss_bbox: 0.1989, loss_mask: 0.2228, loss: 0.6504 2022-09-30 22:58:23,553 - mmdet - INFO - Epoch [10][3850/7330] lr: 1.000e-05, eta: 1:37:23, time: 0.326, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0363, loss_cls: 0.1665, acc: 93.9205, loss_bbox: 0.2004, loss_mask: 0.2214, loss: 0.6523 2022-09-30 22:58:39,788 - mmdet - INFO - Epoch [10][3900/7330] lr: 1.000e-05, eta: 1:37:07, time: 0.325, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0378, loss_cls: 0.1786, acc: 93.4509, loss_bbox: 0.2145, loss_mask: 0.2229, loss: 0.6834 2022-09-30 22:58:55,924 - mmdet - INFO - Epoch [10][3950/7330] lr: 1.000e-05, eta: 1:36:50, time: 0.323, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0361, loss_cls: 0.1655, acc: 94.0173, loss_bbox: 0.2007, loss_mask: 0.2197, loss: 0.6481 2022-09-30 22:59:11,999 - mmdet - INFO - Epoch [10][4000/7330] lr: 1.000e-05, eta: 1:36:34, time: 0.321, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0368, loss_cls: 0.1669, acc: 93.9614, loss_bbox: 0.1969, loss_mask: 0.2196, loss: 0.6482 2022-09-30 22:59:28,109 - mmdet - INFO - Epoch [10][4050/7330] lr: 1.000e-05, eta: 1:36:18, time: 0.322, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0373, loss_cls: 0.1732, acc: 93.6482, loss_bbox: 0.2072, loss_mask: 0.2268, loss: 0.6723 2022-09-30 22:59:44,372 - mmdet - INFO - Epoch [10][4100/7330] lr: 1.000e-05, eta: 1:36:02, time: 0.325, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0400, loss_cls: 0.1798, acc: 93.5017, loss_bbox: 0.2138, loss_mask: 0.2297, loss: 0.6921 2022-09-30 23:00:00,311 - mmdet - INFO - Epoch [10][4150/7330] lr: 1.000e-05, eta: 1:35:46, time: 0.319, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0353, loss_cls: 0.1682, acc: 93.9648, loss_bbox: 0.2019, loss_mask: 0.2186, loss: 0.6518 2022-09-30 23:00:16,487 - mmdet - INFO - Epoch [10][4200/7330] lr: 1.000e-05, eta: 1:35:30, time: 0.324, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0382, loss_cls: 0.1766, acc: 93.6460, loss_bbox: 0.2131, loss_mask: 0.2280, loss: 0.6819 2022-09-30 23:00:32,841 - mmdet - INFO - Epoch [10][4250/7330] lr: 1.000e-05, eta: 1:35:14, time: 0.327, data_time: 0.023, memory: 15383, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0367, loss_cls: 0.1672, acc: 93.9426, loss_bbox: 0.2026, loss_mask: 0.2229, loss: 0.6552 2022-09-30 23:00:49,569 - mmdet - INFO - Epoch [10][4300/7330] lr: 1.000e-05, eta: 1:34:58, time: 0.335, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0393, loss_cls: 0.1766, acc: 93.5393, loss_bbox: 0.2124, loss_mask: 0.2246, loss: 0.6822 2022-09-30 23:01:05,612 - mmdet - INFO - Epoch [10][4350/7330] lr: 1.000e-05, eta: 1:34:42, time: 0.321, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0397, loss_cls: 0.1757, acc: 93.5530, loss_bbox: 0.2137, loss_mask: 0.2227, loss: 0.6812 2022-09-30 23:01:21,466 - mmdet - INFO - Epoch [10][4400/7330] lr: 1.000e-05, eta: 1:34:26, time: 0.317, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0370, loss_cls: 0.1680, acc: 93.8701, loss_bbox: 0.1995, loss_mask: 0.2225, loss: 0.6551 2022-09-30 23:01:37,673 - mmdet - INFO - Epoch [10][4450/7330] lr: 1.000e-05, eta: 1:34:10, time: 0.324, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0365, loss_cls: 0.1792, acc: 93.6190, loss_bbox: 0.2068, loss_mask: 0.2224, loss: 0.6716 2022-09-30 23:01:53,642 - mmdet - INFO - Epoch [10][4500/7330] lr: 1.000e-05, eta: 1:33:53, time: 0.319, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0369, loss_cls: 0.1724, acc: 93.6909, loss_bbox: 0.2108, loss_mask: 0.2342, loss: 0.6826 2022-09-30 23:02:09,529 - mmdet - INFO - Epoch [10][4550/7330] lr: 1.000e-05, eta: 1:33:37, time: 0.318, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0359, loss_cls: 0.1662, acc: 94.0193, loss_bbox: 0.1994, loss_mask: 0.2231, loss: 0.6514 2022-09-30 23:02:25,805 - mmdet - INFO - Epoch [10][4600/7330] lr: 1.000e-05, eta: 1:33:21, time: 0.326, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0397, loss_cls: 0.1800, acc: 93.5698, loss_bbox: 0.2084, loss_mask: 0.2238, loss: 0.6836 2022-09-30 23:02:42,071 - mmdet - INFO - Epoch [10][4650/7330] lr: 1.000e-05, eta: 1:33:05, time: 0.325, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0381, loss_cls: 0.1774, acc: 93.6101, loss_bbox: 0.2090, loss_mask: 0.2203, loss: 0.6717 2022-09-30 23:02:57,864 - mmdet - INFO - Epoch [10][4700/7330] lr: 1.000e-05, eta: 1:32:49, time: 0.316, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0368, loss_cls: 0.1768, acc: 93.5217, loss_bbox: 0.2117, loss_mask: 0.2346, loss: 0.6877 2022-09-30 23:03:14,239 - mmdet - INFO - Epoch [10][4750/7330] lr: 1.000e-05, eta: 1:32:33, time: 0.328, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0404, loss_cls: 0.1735, acc: 93.6602, loss_bbox: 0.2116, loss_mask: 0.2276, loss: 0.6806 2022-09-30 23:03:30,687 - mmdet - INFO - Epoch [10][4800/7330] lr: 1.000e-05, eta: 1:32:17, time: 0.329, data_time: 0.023, memory: 15383, loss_rpn_cls: 0.0310, loss_rpn_bbox: 0.0403, loss_cls: 0.1791, acc: 93.5210, loss_bbox: 0.2152, loss_mask: 0.2257, loss: 0.6914 2022-09-30 23:03:47,148 - mmdet - INFO - Epoch [10][4850/7330] lr: 1.000e-05, eta: 1:32:01, time: 0.329, data_time: 0.024, memory: 15383, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0390, loss_cls: 0.1781, acc: 93.5649, loss_bbox: 0.2117, loss_mask: 0.2289, loss: 0.6868 2022-09-30 23:04:03,172 - mmdet - INFO - Epoch [10][4900/7330] lr: 1.000e-05, eta: 1:31:45, time: 0.321, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0372, loss_cls: 0.1699, acc: 93.7852, loss_bbox: 0.2066, loss_mask: 0.2234, loss: 0.6674 2022-09-30 23:04:19,000 - mmdet - INFO - Epoch [10][4950/7330] lr: 1.000e-05, eta: 1:31:29, time: 0.317, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0372, loss_cls: 0.1666, acc: 93.9290, loss_bbox: 0.2029, loss_mask: 0.2230, loss: 0.6574 2022-09-30 23:04:35,121 - mmdet - INFO - Epoch [10][5000/7330] lr: 1.000e-05, eta: 1:31:12, time: 0.322, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0371, loss_cls: 0.1684, acc: 93.8955, loss_bbox: 0.2010, loss_mask: 0.2160, loss: 0.6506 2022-09-30 23:04:51,489 - mmdet - INFO - Epoch [10][5050/7330] lr: 1.000e-05, eta: 1:30:56, time: 0.327, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0385, loss_cls: 0.1800, acc: 93.3630, loss_bbox: 0.2143, loss_mask: 0.2302, loss: 0.6924 2022-09-30 23:05:07,271 - mmdet - INFO - Epoch [10][5100/7330] lr: 1.000e-05, eta: 1:30:40, time: 0.316, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0359, loss_cls: 0.1669, acc: 93.8635, loss_bbox: 0.2036, loss_mask: 0.2242, loss: 0.6586 2022-09-30 23:05:23,190 - mmdet - INFO - Epoch [10][5150/7330] lr: 1.000e-05, eta: 1:30:24, time: 0.318, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0359, loss_cls: 0.1693, acc: 93.8997, loss_bbox: 0.2021, loss_mask: 0.2238, loss: 0.6587 2022-09-30 23:05:39,258 - mmdet - INFO - Epoch [10][5200/7330] lr: 1.000e-05, eta: 1:30:08, time: 0.321, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0370, loss_cls: 0.1660, acc: 93.9609, loss_bbox: 0.2013, loss_mask: 0.2183, loss: 0.6487 2022-09-30 23:05:55,364 - mmdet - INFO - Epoch [10][5250/7330] lr: 1.000e-05, eta: 1:29:52, time: 0.322, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0373, loss_cls: 0.1667, acc: 93.9033, loss_bbox: 0.2023, loss_mask: 0.2196, loss: 0.6537 2022-09-30 23:06:11,303 - mmdet - INFO - Epoch [10][5300/7330] lr: 1.000e-05, eta: 1:29:36, time: 0.319, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0354, loss_cls: 0.1597, acc: 94.1648, loss_bbox: 0.1953, loss_mask: 0.2212, loss: 0.6380 2022-09-30 23:06:27,592 - mmdet - INFO - Epoch [10][5350/7330] lr: 1.000e-05, eta: 1:29:20, time: 0.326, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0398, loss_cls: 0.1770, acc: 93.5844, loss_bbox: 0.2067, loss_mask: 0.2249, loss: 0.6781 2022-09-30 23:06:43,855 - mmdet - INFO - Epoch [10][5400/7330] lr: 1.000e-05, eta: 1:29:04, time: 0.325, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0372, loss_cls: 0.1756, acc: 93.5926, loss_bbox: 0.2148, loss_mask: 0.2302, loss: 0.6867 2022-09-30 23:06:59,964 - mmdet - INFO - Epoch [10][5450/7330] lr: 1.000e-05, eta: 1:28:47, time: 0.322, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0390, loss_cls: 0.1780, acc: 93.4890, loss_bbox: 0.2148, loss_mask: 0.2286, loss: 0.6898 2022-09-30 23:07:16,225 - mmdet - INFO - Epoch [10][5500/7330] lr: 1.000e-05, eta: 1:28:31, time: 0.325, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0411, loss_cls: 0.1804, acc: 93.3662, loss_bbox: 0.2199, loss_mask: 0.2273, loss: 0.6988 2022-09-30 23:07:32,381 - mmdet - INFO - Epoch [10][5550/7330] lr: 1.000e-05, eta: 1:28:15, time: 0.323, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0369, loss_cls: 0.1743, acc: 93.7019, loss_bbox: 0.2069, loss_mask: 0.2267, loss: 0.6723 2022-09-30 23:07:48,413 - mmdet - INFO - Epoch [10][5600/7330] lr: 1.000e-05, eta: 1:27:59, time: 0.321, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0375, loss_cls: 0.1709, acc: 93.6529, loss_bbox: 0.2139, loss_mask: 0.2241, loss: 0.6732 2022-09-30 23:08:04,503 - mmdet - INFO - Epoch [10][5650/7330] lr: 1.000e-05, eta: 1:27:43, time: 0.322, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0308, loss_rpn_bbox: 0.0405, loss_cls: 0.1766, acc: 93.5208, loss_bbox: 0.2135, loss_mask: 0.2265, loss: 0.6880 2022-09-30 23:08:20,656 - mmdet - INFO - Epoch [10][5700/7330] lr: 1.000e-05, eta: 1:27:27, time: 0.323, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0404, loss_cls: 0.1784, acc: 93.4573, loss_bbox: 0.2142, loss_mask: 0.2284, loss: 0.6906 2022-09-30 23:08:37,023 - mmdet - INFO - Epoch [10][5750/7330] lr: 1.000e-05, eta: 1:27:11, time: 0.327, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0373, loss_cls: 0.1719, acc: 93.6970, loss_bbox: 0.2080, loss_mask: 0.2180, loss: 0.6618 2022-09-30 23:08:53,106 - mmdet - INFO - Epoch [10][5800/7330] lr: 1.000e-05, eta: 1:26:55, time: 0.322, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0374, loss_cls: 0.1786, acc: 93.6321, loss_bbox: 0.2097, loss_mask: 0.2231, loss: 0.6768 2022-09-30 23:09:09,522 - mmdet - INFO - Epoch [10][5850/7330] lr: 1.000e-05, eta: 1:26:39, time: 0.328, data_time: 0.023, memory: 15383, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0414, loss_cls: 0.1796, acc: 93.4448, loss_bbox: 0.2154, loss_mask: 0.2330, loss: 0.6998 2022-09-30 23:09:25,536 - mmdet - INFO - Epoch [10][5900/7330] lr: 1.000e-05, eta: 1:26:23, time: 0.320, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0384, loss_cls: 0.1696, acc: 93.8696, loss_bbox: 0.2062, loss_mask: 0.2222, loss: 0.6633 2022-09-30 23:09:41,455 - mmdet - INFO - Epoch [10][5950/7330] lr: 1.000e-05, eta: 1:26:06, time: 0.318, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0381, loss_cls: 0.1724, acc: 93.8022, loss_bbox: 0.2051, loss_mask: 0.2237, loss: 0.6673 2022-09-30 23:09:57,478 - mmdet - INFO - Epoch [10][6000/7330] lr: 1.000e-05, eta: 1:25:50, time: 0.320, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0367, loss_cls: 0.1667, acc: 93.7717, loss_bbox: 0.2063, loss_mask: 0.2262, loss: 0.6636 2022-09-30 23:10:13,552 - mmdet - INFO - Epoch [10][6050/7330] lr: 1.000e-05, eta: 1:25:34, time: 0.321, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0363, loss_cls: 0.1710, acc: 93.7417, loss_bbox: 0.2062, loss_mask: 0.2233, loss: 0.6637 2022-09-30 23:10:29,709 - mmdet - INFO - Epoch [10][6100/7330] lr: 1.000e-05, eta: 1:25:18, time: 0.323, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0390, loss_cls: 0.1757, acc: 93.5962, loss_bbox: 0.2121, loss_mask: 0.2295, loss: 0.6862 2022-09-30 23:10:45,746 - mmdet - INFO - Epoch [10][6150/7330] lr: 1.000e-05, eta: 1:25:02, time: 0.321, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0368, loss_cls: 0.1658, acc: 94.0261, loss_bbox: 0.1981, loss_mask: 0.2186, loss: 0.6459 2022-09-30 23:11:01,766 - mmdet - INFO - Epoch [10][6200/7330] lr: 1.000e-05, eta: 1:24:46, time: 0.320, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0367, loss_cls: 0.1704, acc: 93.7402, loss_bbox: 0.2029, loss_mask: 0.2258, loss: 0.6636 2022-09-30 23:11:17,701 - mmdet - INFO - Epoch [10][6250/7330] lr: 1.000e-05, eta: 1:24:30, time: 0.319, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0379, loss_cls: 0.1676, acc: 93.9243, loss_bbox: 0.2021, loss_mask: 0.2225, loss: 0.6565 2022-09-30 23:11:33,640 - mmdet - INFO - Epoch [10][6300/7330] lr: 1.000e-05, eta: 1:24:14, time: 0.319, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0389, loss_cls: 0.1676, acc: 93.9199, loss_bbox: 0.2049, loss_mask: 0.2239, loss: 0.6637 2022-09-30 23:11:49,614 - mmdet - INFO - Epoch [10][6350/7330] lr: 1.000e-05, eta: 1:23:57, time: 0.319, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0359, loss_cls: 0.1679, acc: 93.9500, loss_bbox: 0.2029, loss_mask: 0.2243, loss: 0.6570 2022-09-30 23:12:05,945 - mmdet - INFO - Epoch [10][6400/7330] lr: 1.000e-05, eta: 1:23:41, time: 0.327, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0385, loss_cls: 0.1759, acc: 93.6929, loss_bbox: 0.2047, loss_mask: 0.2147, loss: 0.6630 2022-09-30 23:12:22,039 - mmdet - INFO - Epoch [10][6450/7330] lr: 1.000e-05, eta: 1:23:25, time: 0.322, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0351, loss_cls: 0.1655, acc: 93.9629, loss_bbox: 0.2004, loss_mask: 0.2206, loss: 0.6471 2022-09-30 23:12:38,259 - mmdet - INFO - Epoch [10][6500/7330] lr: 1.000e-05, eta: 1:23:09, time: 0.324, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0392, loss_cls: 0.1775, acc: 93.7073, loss_bbox: 0.2101, loss_mask: 0.2289, loss: 0.6849 2022-09-30 23:12:54,515 - mmdet - INFO - Epoch [10][6550/7330] lr: 1.000e-05, eta: 1:22:53, time: 0.325, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0355, loss_cls: 0.1646, acc: 94.0928, loss_bbox: 0.1999, loss_mask: 0.2168, loss: 0.6433 2022-09-30 23:13:10,452 - mmdet - INFO - Epoch [10][6600/7330] lr: 1.000e-05, eta: 1:22:37, time: 0.319, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0369, loss_cls: 0.1749, acc: 93.6211, loss_bbox: 0.2114, loss_mask: 0.2281, loss: 0.6785 2022-09-30 23:13:26,267 - mmdet - INFO - Epoch [10][6650/7330] lr: 1.000e-05, eta: 1:22:21, time: 0.316, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0368, loss_cls: 0.1737, acc: 93.8066, loss_bbox: 0.2037, loss_mask: 0.2249, loss: 0.6670 2022-09-30 23:13:42,435 - mmdet - INFO - Epoch [10][6700/7330] lr: 1.000e-05, eta: 1:22:05, time: 0.323, data_time: 0.025, memory: 15383, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0398, loss_cls: 0.1713, acc: 93.8926, loss_bbox: 0.2034, loss_mask: 0.2183, loss: 0.6622 2022-09-30 23:13:58,348 - mmdet - INFO - Epoch [10][6750/7330] lr: 1.000e-05, eta: 1:21:49, time: 0.318, data_time: 0.017, memory: 15383, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0370, loss_cls: 0.1706, acc: 93.8075, loss_bbox: 0.2084, loss_mask: 0.2251, loss: 0.6682 2022-09-30 23:14:14,879 - mmdet - INFO - Epoch [10][6800/7330] lr: 1.000e-05, eta: 1:21:33, time: 0.331, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0381, loss_cls: 0.1693, acc: 93.7742, loss_bbox: 0.2073, loss_mask: 0.2214, loss: 0.6635 2022-09-30 23:14:31,135 - mmdet - INFO - Epoch [10][6850/7330] lr: 1.000e-05, eta: 1:21:17, time: 0.325, data_time: 0.016, memory: 15383, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0365, loss_cls: 0.1614, acc: 94.1155, loss_bbox: 0.1955, loss_mask: 0.2190, loss: 0.6385 2022-09-30 23:14:47,194 - mmdet - INFO - Epoch [10][6900/7330] lr: 1.000e-05, eta: 1:21:00, time: 0.321, data_time: 0.020, memory: 15383, loss_rpn_cls: 0.0313, loss_rpn_bbox: 0.0403, loss_cls: 0.1861, acc: 93.2463, loss_bbox: 0.2247, loss_mask: 0.2338, loss: 0.7162 2022-09-30 23:15:03,421 - mmdet - INFO - Epoch [10][6950/7330] lr: 1.000e-05, eta: 1:20:44, time: 0.325, data_time: 0.022, memory: 15383, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0381, loss_cls: 0.1807, acc: 93.5303, loss_bbox: 0.2129, loss_mask: 0.2315, loss: 0.6913 2022-09-30 23:15:19,253 - mmdet - INFO - Epoch [10][7000/7330] lr: 1.000e-05, eta: 1:20:28, time: 0.317, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0359, loss_cls: 0.1650, acc: 94.1145, loss_bbox: 0.1965, loss_mask: 0.2204, loss: 0.6447 2022-09-30 23:15:35,387 - mmdet - INFO - Epoch [10][7050/7330] lr: 1.000e-05, eta: 1:20:12, time: 0.323, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0385, loss_cls: 0.1739, acc: 93.7581, loss_bbox: 0.2092, loss_mask: 0.2300, loss: 0.6818 2022-09-30 23:15:51,435 - mmdet - INFO - Epoch [10][7100/7330] lr: 1.000e-05, eta: 1:19:56, time: 0.321, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0408, loss_cls: 0.1769, acc: 93.5620, loss_bbox: 0.2139, loss_mask: 0.2246, loss: 0.6861 2022-09-30 23:16:07,523 - mmdet - INFO - Epoch [10][7150/7330] lr: 1.000e-05, eta: 1:19:40, time: 0.322, data_time: 0.018, memory: 15383, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0372, loss_cls: 0.1652, acc: 93.9717, loss_bbox: 0.2011, loss_mask: 0.2189, loss: 0.6501 2022-09-30 23:16:23,509 - mmdet - INFO - Epoch [10][7200/7330] lr: 1.000e-05, eta: 1:19:24, time: 0.320, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0345, loss_cls: 0.1614, acc: 94.2723, loss_bbox: 0.1933, loss_mask: 0.2192, loss: 0.6342 2022-09-30 23:16:39,412 - mmdet - INFO - Epoch [10][7250/7330] lr: 1.000e-05, eta: 1:19:08, time: 0.318, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0363, loss_cls: 0.1671, acc: 93.9709, loss_bbox: 0.2050, loss_mask: 0.2207, loss: 0.6562 2022-09-30 23:16:55,753 - mmdet - INFO - Epoch [10][7300/7330] lr: 1.000e-05, eta: 1:18:51, time: 0.327, data_time: 0.021, memory: 15383, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0402, loss_cls: 0.1734, acc: 93.7458, loss_bbox: 0.2092, loss_mask: 0.2274, loss: 0.6804 2022-09-30 23:17:05,774 - mmdet - INFO - Saving checkpoint at 10 epochs 2022-09-30 23:17:57,877 - mmdet - INFO - Evaluating bbox... 2022-09-30 23:18:23,642 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.469 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.688 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.510 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.311 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.502 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.614 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.600 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.600 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.600 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.433 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.636 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.746 2022-09-30 23:18:23,642 - mmdet - INFO - Evaluating segm... 2022-09-30 23:18:52,972 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.413 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.655 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.442 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.219 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.445 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.602 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.536 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.536 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.536 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.357 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.579 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.696 2022-09-30 23:18:53,417 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_swin-s_1x_coco/best_bbox_mAP_epoch_9.pth was removed 2022-09-30 23:18:54,852 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_10.pth. 2022-09-30 23:18:54,853 - mmdet - INFO - Best bbox_mAP is 0.4690 at 10 epoch. 2022-09-30 23:18:54,853 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 23:18:54,853 - mmdet - INFO - Epoch(val) [10][625] bbox_mAP: 0.4690, bbox_mAP_50: 0.6880, bbox_mAP_75: 0.5100, bbox_mAP_s: 0.3110, bbox_mAP_m: 0.5020, bbox_mAP_l: 0.6140, bbox_mAP_copypaste: 0.469 0.688 0.510 0.311 0.502 0.614, segm_mAP: 0.4130, segm_mAP_50: 0.6550, segm_mAP_75: 0.4420, segm_mAP_s: 0.2190, segm_mAP_m: 0.4450, segm_mAP_l: 0.6020, segm_mAP_copypaste: 0.413 0.655 0.442 0.219 0.445 0.602 2022-09-30 23:19:15,783 - mmdet - INFO - Epoch [11][50/7330] lr: 1.000e-05, eta: 1:18:25, time: 0.418, data_time: 0.120, memory: 15383, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0401, loss_cls: 0.1782, acc: 93.4731, loss_bbox: 0.2116, loss_mask: 0.2259, loss: 0.6851 2022-09-30 23:19:31,860 - mmdet - INFO - Epoch [11][100/7330] lr: 1.000e-05, eta: 1:18:09, time: 0.322, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0385, loss_cls: 0.1718, acc: 93.7139, loss_bbox: 0.2077, loss_mask: 0.2243, loss: 0.6683 2022-09-30 23:19:48,340 - mmdet - INFO - Epoch [11][150/7330] lr: 1.000e-05, eta: 1:17:53, time: 0.330, data_time: 0.019, memory: 15383, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0396, loss_cls: 0.1670, acc: 93.8923, loss_bbox: 0.2018, loss_mask: 0.2254, loss: 0.6608 2022-09-30 23:20:07,325 - mmdet - INFO - Epoch [11][200/7330] lr: 1.000e-05, eta: 1:17:37, time: 0.380, data_time: 0.021, memory: 16149, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0374, loss_cls: 0.1736, acc: 93.7732, loss_bbox: 0.2120, loss_mask: 0.2261, loss: 0.6769 2022-09-30 23:20:23,223 - mmdet - INFO - Epoch [11][250/7330] lr: 1.000e-05, eta: 1:17:21, time: 0.318, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0373, loss_cls: 0.1711, acc: 93.7217, loss_bbox: 0.2105, loss_mask: 0.2292, loss: 0.6766 2022-09-30 23:20:39,631 - mmdet - INFO - Epoch [11][300/7330] lr: 1.000e-05, eta: 1:17:05, time: 0.328, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0353, loss_cls: 0.1737, acc: 93.7140, loss_bbox: 0.2032, loss_mask: 0.2217, loss: 0.6594 2022-09-30 23:20:55,458 - mmdet - INFO - Epoch [11][350/7330] lr: 1.000e-05, eta: 1:16:49, time: 0.317, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0366, loss_cls: 0.1700, acc: 93.8270, loss_bbox: 0.2034, loss_mask: 0.2231, loss: 0.6576 2022-09-30 23:21:11,916 - mmdet - INFO - Epoch [11][400/7330] lr: 1.000e-05, eta: 1:16:33, time: 0.329, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0299, loss_rpn_bbox: 0.0408, loss_cls: 0.1772, acc: 93.6308, loss_bbox: 0.2154, loss_mask: 0.2234, loss: 0.6866 2022-09-30 23:21:27,670 - mmdet - INFO - Epoch [11][450/7330] lr: 1.000e-05, eta: 1:16:17, time: 0.315, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0353, loss_cls: 0.1582, acc: 94.2559, loss_bbox: 0.1954, loss_mask: 0.2138, loss: 0.6283 2022-09-30 23:21:43,844 - mmdet - INFO - Epoch [11][500/7330] lr: 1.000e-05, eta: 1:16:00, time: 0.323, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0360, loss_cls: 0.1653, acc: 93.9509, loss_bbox: 0.1997, loss_mask: 0.2186, loss: 0.6481 2022-09-30 23:21:59,619 - mmdet - INFO - Epoch [11][550/7330] lr: 1.000e-05, eta: 1:15:44, time: 0.315, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0377, loss_cls: 0.1767, acc: 93.6719, loss_bbox: 0.2098, loss_mask: 0.2244, loss: 0.6778 2022-09-30 23:22:15,650 - mmdet - INFO - Epoch [11][600/7330] lr: 1.000e-05, eta: 1:15:28, time: 0.321, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0374, loss_cls: 0.1672, acc: 93.8950, loss_bbox: 0.2018, loss_mask: 0.2215, loss: 0.6564 2022-09-30 23:22:31,822 - mmdet - INFO - Epoch [11][650/7330] lr: 1.000e-05, eta: 1:15:12, time: 0.323, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0373, loss_cls: 0.1677, acc: 93.9333, loss_bbox: 0.2024, loss_mask: 0.2227, loss: 0.6571 2022-09-30 23:22:48,327 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 23:22:48,327 - mmdet - INFO - Epoch [11][700/7330] lr: 1.000e-05, eta: 1:14:56, time: 0.330, data_time: 0.025, memory: 16149, loss_rpn_cls: 0.0309, loss_rpn_bbox: 0.0397, loss_cls: 0.1794, acc: 93.5300, loss_bbox: 0.2168, loss_mask: 0.2249, loss: 0.6916 2022-09-30 23:23:04,579 - mmdet - INFO - Epoch [11][750/7330] lr: 1.000e-05, eta: 1:14:40, time: 0.325, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0391, loss_cls: 0.1684, acc: 93.7957, loss_bbox: 0.2025, loss_mask: 0.2243, loss: 0.6615 2022-09-30 23:23:20,834 - mmdet - INFO - Epoch [11][800/7330] lr: 1.000e-05, eta: 1:14:24, time: 0.325, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0394, loss_cls: 0.1728, acc: 93.7615, loss_bbox: 0.2090, loss_mask: 0.2184, loss: 0.6662 2022-09-30 23:23:36,629 - mmdet - INFO - Epoch [11][850/7330] lr: 1.000e-05, eta: 1:14:08, time: 0.316, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0378, loss_cls: 0.1799, acc: 93.4782, loss_bbox: 0.2109, loss_mask: 0.2279, loss: 0.6862 2022-09-30 23:23:52,686 - mmdet - INFO - Epoch [11][900/7330] lr: 1.000e-05, eta: 1:13:52, time: 0.321, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0374, loss_cls: 0.1741, acc: 93.7617, loss_bbox: 0.2062, loss_mask: 0.2230, loss: 0.6683 2022-09-30 23:24:09,164 - mmdet - INFO - Epoch [11][950/7330] lr: 1.000e-05, eta: 1:13:36, time: 0.330, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0386, loss_cls: 0.1728, acc: 93.7517, loss_bbox: 0.2109, loss_mask: 0.2271, loss: 0.6779 2022-09-30 23:24:25,052 - mmdet - INFO - Epoch [11][1000/7330] lr: 1.000e-05, eta: 1:13:19, time: 0.318, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0388, loss_cls: 0.1714, acc: 93.8059, loss_bbox: 0.2047, loss_mask: 0.2206, loss: 0.6634 2022-09-30 23:24:40,798 - mmdet - INFO - Epoch [11][1050/7330] lr: 1.000e-05, eta: 1:13:03, time: 0.315, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0366, loss_cls: 0.1706, acc: 93.6948, loss_bbox: 0.2093, loss_mask: 0.2263, loss: 0.6695 2022-09-30 23:24:56,597 - mmdet - INFO - Epoch [11][1100/7330] lr: 1.000e-05, eta: 1:12:47, time: 0.316, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0373, loss_cls: 0.1682, acc: 93.7961, loss_bbox: 0.2071, loss_mask: 0.2244, loss: 0.6655 2022-09-30 23:25:12,678 - mmdet - INFO - Epoch [11][1150/7330] lr: 1.000e-05, eta: 1:12:31, time: 0.322, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0378, loss_cls: 0.1763, acc: 93.7017, loss_bbox: 0.2114, loss_mask: 0.2223, loss: 0.6755 2022-09-30 23:25:28,794 - mmdet - INFO - Epoch [11][1200/7330] lr: 1.000e-05, eta: 1:12:15, time: 0.322, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0368, loss_cls: 0.1703, acc: 93.8337, loss_bbox: 0.1997, loss_mask: 0.2236, loss: 0.6582 2022-09-30 23:25:45,244 - mmdet - INFO - Epoch [11][1250/7330] lr: 1.000e-05, eta: 1:11:59, time: 0.329, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0312, loss_rpn_bbox: 0.0404, loss_cls: 0.1765, acc: 93.5859, loss_bbox: 0.2099, loss_mask: 0.2273, loss: 0.6853 2022-09-30 23:26:01,068 - mmdet - INFO - Epoch [11][1300/7330] lr: 1.000e-05, eta: 1:11:43, time: 0.316, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0358, loss_cls: 0.1675, acc: 93.9011, loss_bbox: 0.2027, loss_mask: 0.2188, loss: 0.6512 2022-09-30 23:26:16,991 - mmdet - INFO - Epoch [11][1350/7330] lr: 1.000e-05, eta: 1:11:27, time: 0.318, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0252, loss_rpn_bbox: 0.0350, loss_cls: 0.1628, acc: 94.0300, loss_bbox: 0.2031, loss_mask: 0.2218, loss: 0.6479 2022-09-30 23:26:32,875 - mmdet - INFO - Epoch [11][1400/7330] lr: 1.000e-05, eta: 1:11:10, time: 0.318, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0378, loss_cls: 0.1747, acc: 93.7383, loss_bbox: 0.2109, loss_mask: 0.2237, loss: 0.6756 2022-09-30 23:26:49,081 - mmdet - INFO - Epoch [11][1450/7330] lr: 1.000e-05, eta: 1:10:54, time: 0.324, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0389, loss_cls: 0.1591, acc: 94.1604, loss_bbox: 0.1966, loss_mask: 0.2226, loss: 0.6464 2022-09-30 23:27:05,180 - mmdet - INFO - Epoch [11][1500/7330] lr: 1.000e-05, eta: 1:10:38, time: 0.322, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0361, loss_cls: 0.1695, acc: 93.9016, loss_bbox: 0.2004, loss_mask: 0.2196, loss: 0.6518 2022-09-30 23:27:21,294 - mmdet - INFO - Epoch [11][1550/7330] lr: 1.000e-05, eta: 1:10:22, time: 0.322, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0367, loss_cls: 0.1650, acc: 94.1057, loss_bbox: 0.2002, loss_mask: 0.2225, loss: 0.6508 2022-09-30 23:27:37,283 - mmdet - INFO - Epoch [11][1600/7330] lr: 1.000e-05, eta: 1:10:06, time: 0.320, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0380, loss_cls: 0.1717, acc: 93.7673, loss_bbox: 0.2042, loss_mask: 0.2171, loss: 0.6585 2022-09-30 23:27:53,345 - mmdet - INFO - Epoch [11][1650/7330] lr: 1.000e-05, eta: 1:09:50, time: 0.321, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0298, loss_rpn_bbox: 0.0376, loss_cls: 0.1688, acc: 93.9185, loss_bbox: 0.2017, loss_mask: 0.2282, loss: 0.6661 2022-09-30 23:28:09,334 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 23:28:09,334 - mmdet - INFO - Epoch [11][1700/7330] lr: 1.000e-05, eta: 1:09:34, time: 0.320, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0385, loss_cls: 0.1727, acc: 93.7639, loss_bbox: 0.2075, loss_mask: 0.2211, loss: 0.6686 2022-09-30 23:28:25,647 - mmdet - INFO - Epoch [11][1750/7330] lr: 1.000e-05, eta: 1:09:18, time: 0.326, data_time: 0.022, memory: 16149, loss_rpn_cls: 0.0304, loss_rpn_bbox: 0.0398, loss_cls: 0.1810, acc: 93.4607, loss_bbox: 0.2174, loss_mask: 0.2280, loss: 0.6965 2022-09-30 23:28:41,791 - mmdet - INFO - Epoch [11][1800/7330] lr: 1.000e-05, eta: 1:09:02, time: 0.323, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0389, loss_cls: 0.1669, acc: 93.8999, loss_bbox: 0.2034, loss_mask: 0.2226, loss: 0.6591 2022-09-30 23:28:58,027 - mmdet - INFO - Epoch [11][1850/7330] lr: 1.000e-05, eta: 1:08:45, time: 0.325, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0375, loss_cls: 0.1717, acc: 93.8157, loss_bbox: 0.2033, loss_mask: 0.2178, loss: 0.6583 2022-09-30 23:29:14,190 - mmdet - INFO - Epoch [11][1900/7330] lr: 1.000e-05, eta: 1:08:29, time: 0.323, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0308, loss_rpn_bbox: 0.0409, loss_cls: 0.1816, acc: 93.3794, loss_bbox: 0.2150, loss_mask: 0.2270, loss: 0.6953 2022-09-30 23:29:30,532 - mmdet - INFO - Epoch [11][1950/7330] lr: 1.000e-05, eta: 1:08:13, time: 0.327, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0303, loss_rpn_bbox: 0.0417, loss_cls: 0.1793, acc: 93.4741, loss_bbox: 0.2190, loss_mask: 0.2264, loss: 0.6967 2022-09-30 23:29:46,788 - mmdet - INFO - Epoch [11][2000/7330] lr: 1.000e-05, eta: 1:07:57, time: 0.325, data_time: 0.025, memory: 16149, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0395, loss_cls: 0.1738, acc: 93.6740, loss_bbox: 0.2064, loss_mask: 0.2203, loss: 0.6674 2022-09-30 23:30:02,667 - mmdet - INFO - Epoch [11][2050/7330] lr: 1.000e-05, eta: 1:07:41, time: 0.318, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0381, loss_cls: 0.1740, acc: 93.6692, loss_bbox: 0.2129, loss_mask: 0.2264, loss: 0.6804 2022-09-30 23:30:19,050 - mmdet - INFO - Epoch [11][2100/7330] lr: 1.000e-05, eta: 1:07:25, time: 0.328, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0368, loss_cls: 0.1684, acc: 93.8998, loss_bbox: 0.2020, loss_mask: 0.2180, loss: 0.6512 2022-09-30 23:30:35,643 - mmdet - INFO - Epoch [11][2150/7330] lr: 1.000e-05, eta: 1:07:09, time: 0.332, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0396, loss_cls: 0.1756, acc: 93.6423, loss_bbox: 0.2112, loss_mask: 0.2275, loss: 0.6814 2022-09-30 23:30:52,031 - mmdet - INFO - Epoch [11][2200/7330] lr: 1.000e-05, eta: 1:06:53, time: 0.328, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0369, loss_cls: 0.1673, acc: 93.8193, loss_bbox: 0.2019, loss_mask: 0.2201, loss: 0.6517 2022-09-30 23:31:08,213 - mmdet - INFO - Epoch [11][2250/7330] lr: 1.000e-05, eta: 1:06:37, time: 0.324, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0380, loss_cls: 0.1718, acc: 93.8262, loss_bbox: 0.2043, loss_mask: 0.2180, loss: 0.6606 2022-09-30 23:31:24,393 - mmdet - INFO - Epoch [11][2300/7330] lr: 1.000e-05, eta: 1:06:21, time: 0.324, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0381, loss_cls: 0.1749, acc: 93.6133, loss_bbox: 0.2050, loss_mask: 0.2205, loss: 0.6682 2022-09-30 23:31:40,585 - mmdet - INFO - Epoch [11][2350/7330] lr: 1.000e-05, eta: 1:06:05, time: 0.324, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0372, loss_cls: 0.1672, acc: 93.8957, loss_bbox: 0.2013, loss_mask: 0.2260, loss: 0.6600 2022-09-30 23:31:56,890 - mmdet - INFO - Epoch [11][2400/7330] lr: 1.000e-05, eta: 1:05:49, time: 0.326, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0393, loss_cls: 0.1701, acc: 93.7703, loss_bbox: 0.2085, loss_mask: 0.2286, loss: 0.6746 2022-09-30 23:32:13,173 - mmdet - INFO - Epoch [11][2450/7330] lr: 1.000e-05, eta: 1:05:33, time: 0.326, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0356, loss_cls: 0.1685, acc: 93.9624, loss_bbox: 0.2012, loss_mask: 0.2213, loss: 0.6525 2022-09-30 23:32:29,415 - mmdet - INFO - Epoch [11][2500/7330] lr: 1.000e-05, eta: 1:05:16, time: 0.325, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0371, loss_cls: 0.1682, acc: 93.9094, loss_bbox: 0.2041, loss_mask: 0.2265, loss: 0.6621 2022-09-30 23:32:45,211 - mmdet - INFO - Epoch [11][2550/7330] lr: 1.000e-05, eta: 1:05:00, time: 0.316, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0391, loss_cls: 0.1777, acc: 93.5137, loss_bbox: 0.2146, loss_mask: 0.2314, loss: 0.6899 2022-09-30 23:33:01,107 - mmdet - INFO - Epoch [11][2600/7330] lr: 1.000e-05, eta: 1:04:44, time: 0.318, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0359, loss_cls: 0.1681, acc: 93.8584, loss_bbox: 0.2035, loss_mask: 0.2214, loss: 0.6537 2022-09-30 23:33:17,130 - mmdet - INFO - Epoch [11][2650/7330] lr: 1.000e-05, eta: 1:04:28, time: 0.320, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0350, loss_cls: 0.1621, acc: 94.1505, loss_bbox: 0.1976, loss_mask: 0.2173, loss: 0.6373 2022-09-30 23:33:32,929 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 23:33:32,930 - mmdet - INFO - Epoch [11][2700/7330] lr: 1.000e-05, eta: 1:04:12, time: 0.316, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0359, loss_cls: 0.1675, acc: 93.9318, loss_bbox: 0.2034, loss_mask: 0.2227, loss: 0.6563 2022-09-30 23:33:49,017 - mmdet - INFO - Epoch [11][2750/7330] lr: 1.000e-05, eta: 1:03:56, time: 0.322, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0317, loss_rpn_bbox: 0.0402, loss_cls: 0.1743, acc: 93.6272, loss_bbox: 0.2090, loss_mask: 0.2304, loss: 0.6857 2022-09-30 23:34:05,072 - mmdet - INFO - Epoch [11][2800/7330] lr: 1.000e-05, eta: 1:03:40, time: 0.321, data_time: 0.021, memory: 16149, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0380, loss_cls: 0.1728, acc: 93.6920, loss_bbox: 0.2058, loss_mask: 0.2237, loss: 0.6674 2022-09-30 23:34:21,184 - mmdet - INFO - Epoch [11][2850/7330] lr: 1.000e-05, eta: 1:03:24, time: 0.322, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0368, loss_cls: 0.1771, acc: 93.7578, loss_bbox: 0.2017, loss_mask: 0.2188, loss: 0.6627 2022-09-30 23:34:37,330 - mmdet - INFO - Epoch [11][2900/7330] lr: 1.000e-05, eta: 1:03:07, time: 0.323, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0356, loss_cls: 0.1673, acc: 93.8583, loss_bbox: 0.2040, loss_mask: 0.2220, loss: 0.6551 2022-09-30 23:34:53,566 - mmdet - INFO - Epoch [11][2950/7330] lr: 1.000e-05, eta: 1:02:51, time: 0.325, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0374, loss_cls: 0.1646, acc: 94.0112, loss_bbox: 0.2015, loss_mask: 0.2221, loss: 0.6516 2022-09-30 23:35:10,025 - mmdet - INFO - Epoch [11][3000/7330] lr: 1.000e-05, eta: 1:02:35, time: 0.329, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0406, loss_cls: 0.1758, acc: 93.5525, loss_bbox: 0.2179, loss_mask: 0.2244, loss: 0.6856 2022-09-30 23:35:26,078 - mmdet - INFO - Epoch [11][3050/7330] lr: 1.000e-05, eta: 1:02:19, time: 0.321, data_time: 0.022, memory: 16149, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0398, loss_cls: 0.1678, acc: 93.9245, loss_bbox: 0.2040, loss_mask: 0.2216, loss: 0.6617 2022-09-30 23:35:42,281 - mmdet - INFO - Epoch [11][3100/7330] lr: 1.000e-05, eta: 1:02:03, time: 0.324, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0370, loss_cls: 0.1715, acc: 93.8309, loss_bbox: 0.2053, loss_mask: 0.2247, loss: 0.6659 2022-09-30 23:35:58,369 - mmdet - INFO - Epoch [11][3150/7330] lr: 1.000e-05, eta: 1:01:47, time: 0.322, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0307, loss_rpn_bbox: 0.0402, loss_cls: 0.1774, acc: 93.6572, loss_bbox: 0.2113, loss_mask: 0.2283, loss: 0.6878 2022-09-30 23:36:14,324 - mmdet - INFO - Epoch [11][3200/7330] lr: 1.000e-05, eta: 1:01:31, time: 0.319, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0290, loss_rpn_bbox: 0.0388, loss_cls: 0.1752, acc: 93.5386, loss_bbox: 0.2132, loss_mask: 0.2243, loss: 0.6805 2022-09-30 23:36:30,586 - mmdet - INFO - Epoch [11][3250/7330] lr: 1.000e-05, eta: 1:01:15, time: 0.325, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0358, loss_cls: 0.1583, acc: 94.1548, loss_bbox: 0.1951, loss_mask: 0.2221, loss: 0.6375 2022-09-30 23:36:46,789 - mmdet - INFO - Epoch [11][3300/7330] lr: 1.000e-05, eta: 1:00:59, time: 0.324, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0367, loss_cls: 0.1683, acc: 93.8926, loss_bbox: 0.2037, loss_mask: 0.2191, loss: 0.6552 2022-09-30 23:37:02,697 - mmdet - INFO - Epoch [11][3350/7330] lr: 1.000e-05, eta: 1:00:43, time: 0.318, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0366, loss_cls: 0.1674, acc: 93.8726, loss_bbox: 0.1978, loss_mask: 0.2168, loss: 0.6457 2022-09-30 23:37:18,508 - mmdet - INFO - Epoch [11][3400/7330] lr: 1.000e-05, eta: 1:00:26, time: 0.316, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0249, loss_rpn_bbox: 0.0338, loss_cls: 0.1547, acc: 94.3826, loss_bbox: 0.1864, loss_mask: 0.2173, loss: 0.6171 2022-09-30 23:37:34,767 - mmdet - INFO - Epoch [11][3450/7330] lr: 1.000e-05, eta: 1:00:10, time: 0.325, data_time: 0.021, memory: 16149, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0394, loss_cls: 0.1727, acc: 93.7542, loss_bbox: 0.2056, loss_mask: 0.2201, loss: 0.6674 2022-09-30 23:37:50,918 - mmdet - INFO - Epoch [11][3500/7330] lr: 1.000e-05, eta: 0:59:54, time: 0.323, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0363, loss_cls: 0.1669, acc: 93.9146, loss_bbox: 0.2031, loss_mask: 0.2228, loss: 0.6540 2022-09-30 23:38:07,117 - mmdet - INFO - Epoch [11][3550/7330] lr: 1.000e-05, eta: 0:59:38, time: 0.324, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0370, loss_cls: 0.1710, acc: 93.8188, loss_bbox: 0.2074, loss_mask: 0.2241, loss: 0.6666 2022-09-30 23:38:23,630 - mmdet - INFO - Epoch [11][3600/7330] lr: 1.000e-05, eta: 0:59:22, time: 0.330, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0383, loss_cls: 0.1662, acc: 93.8950, loss_bbox: 0.2059, loss_mask: 0.2222, loss: 0.6615 2022-09-30 23:38:39,607 - mmdet - INFO - Epoch [11][3650/7330] lr: 1.000e-05, eta: 0:59:06, time: 0.320, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0382, loss_cls: 0.1762, acc: 93.6597, loss_bbox: 0.2129, loss_mask: 0.2267, loss: 0.6808 2022-09-30 23:38:55,764 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 23:38:55,765 - mmdet - INFO - Epoch [11][3700/7330] lr: 1.000e-05, eta: 0:58:50, time: 0.323, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0386, loss_cls: 0.1749, acc: 93.6001, loss_bbox: 0.2141, loss_mask: 0.2222, loss: 0.6797 2022-09-30 23:39:11,563 - mmdet - INFO - Epoch [11][3750/7330] lr: 1.000e-05, eta: 0:58:34, time: 0.316, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0410, loss_cls: 0.1779, acc: 93.5142, loss_bbox: 0.2185, loss_mask: 0.2335, loss: 0.6994 2022-09-30 23:39:27,850 - mmdet - INFO - Epoch [11][3800/7330] lr: 1.000e-05, eta: 0:58:18, time: 0.326, data_time: 0.021, memory: 16149, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0396, loss_cls: 0.1740, acc: 93.7075, loss_bbox: 0.2068, loss_mask: 0.2221, loss: 0.6710 2022-09-30 23:39:44,244 - mmdet - INFO - Epoch [11][3850/7330] lr: 1.000e-05, eta: 0:58:02, time: 0.328, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0396, loss_cls: 0.1749, acc: 93.5468, loss_bbox: 0.2129, loss_mask: 0.2270, loss: 0.6831 2022-09-30 23:40:00,693 - mmdet - INFO - Epoch [11][3900/7330] lr: 1.000e-05, eta: 0:57:46, time: 0.329, data_time: 0.021, memory: 16149, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0403, loss_cls: 0.1779, acc: 93.5447, loss_bbox: 0.2144, loss_mask: 0.2255, loss: 0.6882 2022-09-30 23:40:16,718 - mmdet - INFO - Epoch [11][3950/7330] lr: 1.000e-05, eta: 0:57:29, time: 0.321, data_time: 0.021, memory: 16149, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0383, loss_cls: 0.1751, acc: 93.6479, loss_bbox: 0.2129, loss_mask: 0.2254, loss: 0.6801 2022-09-30 23:40:32,904 - mmdet - INFO - Epoch [11][4000/7330] lr: 1.000e-05, eta: 0:57:13, time: 0.324, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0397, loss_cls: 0.1697, acc: 93.9509, loss_bbox: 0.2057, loss_mask: 0.2215, loss: 0.6635 2022-09-30 23:40:49,035 - mmdet - INFO - Epoch [11][4050/7330] lr: 1.000e-05, eta: 0:56:57, time: 0.323, data_time: 0.021, memory: 16149, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0384, loss_cls: 0.1746, acc: 93.7113, loss_bbox: 0.2082, loss_mask: 0.2230, loss: 0.6719 2022-09-30 23:41:05,123 - mmdet - INFO - Epoch [11][4100/7330] lr: 1.000e-05, eta: 0:56:41, time: 0.322, data_time: 0.021, memory: 16149, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0369, loss_cls: 0.1707, acc: 93.8547, loss_bbox: 0.2030, loss_mask: 0.2203, loss: 0.6598 2022-09-30 23:41:21,313 - mmdet - INFO - Epoch [11][4150/7330] lr: 1.000e-05, eta: 0:56:25, time: 0.324, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0378, loss_cls: 0.1760, acc: 93.6113, loss_bbox: 0.2089, loss_mask: 0.2284, loss: 0.6807 2022-09-30 23:41:37,463 - mmdet - INFO - Epoch [11][4200/7330] lr: 1.000e-05, eta: 0:56:09, time: 0.323, data_time: 0.021, memory: 16149, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0376, loss_cls: 0.1760, acc: 93.4919, loss_bbox: 0.2127, loss_mask: 0.2211, loss: 0.6775 2022-09-30 23:41:53,731 - mmdet - INFO - Epoch [11][4250/7330] lr: 1.000e-05, eta: 0:55:53, time: 0.325, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0395, loss_cls: 0.1825, acc: 93.4509, loss_bbox: 0.2143, loss_mask: 0.2258, loss: 0.6927 2022-09-30 23:42:10,484 - mmdet - INFO - Epoch [11][4300/7330] lr: 1.000e-05, eta: 0:55:37, time: 0.335, data_time: 0.024, memory: 16149, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0366, loss_cls: 0.1659, acc: 93.9470, loss_bbox: 0.2003, loss_mask: 0.2193, loss: 0.6496 2022-09-30 23:42:26,503 - mmdet - INFO - Epoch [11][4350/7330] lr: 1.000e-05, eta: 0:55:21, time: 0.320, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0360, loss_cls: 0.1727, acc: 93.7461, loss_bbox: 0.2084, loss_mask: 0.2196, loss: 0.6637 2022-09-30 23:42:42,547 - mmdet - INFO - Epoch [11][4400/7330] lr: 1.000e-05, eta: 0:55:05, time: 0.321, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0377, loss_cls: 0.1727, acc: 93.7676, loss_bbox: 0.2051, loss_mask: 0.2249, loss: 0.6677 2022-09-30 23:42:58,645 - mmdet - INFO - Epoch [11][4450/7330] lr: 1.000e-05, eta: 0:54:48, time: 0.322, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0288, loss_rpn_bbox: 0.0370, loss_cls: 0.1705, acc: 93.8350, loss_bbox: 0.2046, loss_mask: 0.2207, loss: 0.6616 2022-09-30 23:43:14,959 - mmdet - INFO - Epoch [11][4500/7330] lr: 1.000e-05, eta: 0:54:32, time: 0.326, data_time: 0.021, memory: 16149, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0370, loss_cls: 0.1701, acc: 93.8330, loss_bbox: 0.2023, loss_mask: 0.2196, loss: 0.6545 2022-09-30 23:43:30,908 - mmdet - INFO - Epoch [11][4550/7330] lr: 1.000e-05, eta: 0:54:16, time: 0.319, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0392, loss_cls: 0.1676, acc: 93.8220, loss_bbox: 0.2063, loss_mask: 0.2211, loss: 0.6612 2022-09-30 23:43:46,694 - mmdet - INFO - Epoch [11][4600/7330] lr: 1.000e-05, eta: 0:54:00, time: 0.316, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0342, loss_cls: 0.1613, acc: 94.2231, loss_bbox: 0.1943, loss_mask: 0.2185, loss: 0.6327 2022-09-30 23:44:02,857 - mmdet - INFO - Epoch [11][4650/7330] lr: 1.000e-05, eta: 0:53:44, time: 0.323, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0397, loss_cls: 0.1737, acc: 93.6520, loss_bbox: 0.2092, loss_mask: 0.2299, loss: 0.6813 2022-09-30 23:44:19,011 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 23:44:19,011 - mmdet - INFO - Epoch [11][4700/7330] lr: 1.000e-05, eta: 0:53:28, time: 0.323, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0383, loss_cls: 0.1774, acc: 93.5515, loss_bbox: 0.2106, loss_mask: 0.2271, loss: 0.6819 2022-09-30 23:44:35,099 - mmdet - INFO - Epoch [11][4750/7330] lr: 1.000e-05, eta: 0:53:12, time: 0.322, data_time: 0.022, memory: 16149, loss_rpn_cls: 0.0300, loss_rpn_bbox: 0.0372, loss_cls: 0.1730, acc: 93.7490, loss_bbox: 0.2009, loss_mask: 0.2228, loss: 0.6639 2022-09-30 23:44:51,089 - mmdet - INFO - Epoch [11][4800/7330] lr: 1.000e-05, eta: 0:52:56, time: 0.320, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0354, loss_cls: 0.1654, acc: 93.9726, loss_bbox: 0.1966, loss_mask: 0.2207, loss: 0.6441 2022-09-30 23:45:07,361 - mmdet - INFO - Epoch [11][4850/7330] lr: 1.000e-05, eta: 0:52:40, time: 0.325, data_time: 0.023, memory: 16149, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0378, loss_cls: 0.1764, acc: 93.5391, loss_bbox: 0.2121, loss_mask: 0.2271, loss: 0.6789 2022-09-30 23:45:23,455 - mmdet - INFO - Epoch [11][4900/7330] lr: 1.000e-05, eta: 0:52:23, time: 0.322, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0366, loss_cls: 0.1674, acc: 93.8708, loss_bbox: 0.2003, loss_mask: 0.2165, loss: 0.6477 2022-09-30 23:45:39,315 - mmdet - INFO - Epoch [11][4950/7330] lr: 1.000e-05, eta: 0:52:07, time: 0.317, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0357, loss_cls: 0.1624, acc: 94.1154, loss_bbox: 0.1954, loss_mask: 0.2171, loss: 0.6363 2022-09-30 23:45:55,485 - mmdet - INFO - Epoch [11][5000/7330] lr: 1.000e-05, eta: 0:51:51, time: 0.324, data_time: 0.024, memory: 16149, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0383, loss_cls: 0.1734, acc: 93.6665, loss_bbox: 0.2106, loss_mask: 0.2236, loss: 0.6756 2022-09-30 23:46:11,642 - mmdet - INFO - Epoch [11][5050/7330] lr: 1.000e-05, eta: 0:51:35, time: 0.323, data_time: 0.022, memory: 16149, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0383, loss_cls: 0.1737, acc: 93.5884, loss_bbox: 0.2098, loss_mask: 0.2220, loss: 0.6725 2022-09-30 23:46:27,827 - mmdet - INFO - Epoch [11][5100/7330] lr: 1.000e-05, eta: 0:51:19, time: 0.324, data_time: 0.022, memory: 16149, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0376, loss_cls: 0.1681, acc: 93.8553, loss_bbox: 0.2051, loss_mask: 0.2230, loss: 0.6611 2022-09-30 23:46:44,159 - mmdet - INFO - Epoch [11][5150/7330] lr: 1.000e-05, eta: 0:51:03, time: 0.327, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0372, loss_cls: 0.1682, acc: 93.9524, loss_bbox: 0.2032, loss_mask: 0.2192, loss: 0.6553 2022-09-30 23:47:00,237 - mmdet - INFO - Epoch [11][5200/7330] lr: 1.000e-05, eta: 0:50:47, time: 0.322, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0372, loss_cls: 0.1707, acc: 93.8799, loss_bbox: 0.2059, loss_mask: 0.2188, loss: 0.6608 2022-09-30 23:47:16,185 - mmdet - INFO - Epoch [11][5250/7330] lr: 1.000e-05, eta: 0:50:31, time: 0.319, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0353, loss_cls: 0.1671, acc: 93.8508, loss_bbox: 0.2028, loss_mask: 0.2194, loss: 0.6515 2022-09-30 23:47:32,299 - mmdet - INFO - Epoch [11][5300/7330] lr: 1.000e-05, eta: 0:50:15, time: 0.322, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0362, loss_cls: 0.1631, acc: 94.0989, loss_bbox: 0.1998, loss_mask: 0.2207, loss: 0.6467 2022-09-30 23:47:48,586 - mmdet - INFO - Epoch [11][5350/7330] lr: 1.000e-05, eta: 0:49:59, time: 0.326, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0401, loss_cls: 0.1743, acc: 93.7014, loss_bbox: 0.2112, loss_mask: 0.2210, loss: 0.6749 2022-09-30 23:48:04,493 - mmdet - INFO - Epoch [11][5400/7330] lr: 1.000e-05, eta: 0:49:42, time: 0.318, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0368, loss_cls: 0.1721, acc: 93.7305, loss_bbox: 0.2061, loss_mask: 0.2231, loss: 0.6655 2022-09-30 23:48:20,688 - mmdet - INFO - Epoch [11][5450/7330] lr: 1.000e-05, eta: 0:49:26, time: 0.324, data_time: 0.022, memory: 16149, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0372, loss_cls: 0.1744, acc: 93.6663, loss_bbox: 0.2087, loss_mask: 0.2190, loss: 0.6656 2022-09-30 23:48:36,822 - mmdet - INFO - Epoch [11][5500/7330] lr: 1.000e-05, eta: 0:49:10, time: 0.323, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0393, loss_cls: 0.1706, acc: 93.7993, loss_bbox: 0.2030, loss_mask: 0.2234, loss: 0.6648 2022-09-30 23:48:52,888 - mmdet - INFO - Epoch [11][5550/7330] lr: 1.000e-05, eta: 0:48:54, time: 0.321, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0402, loss_cls: 0.1795, acc: 93.4397, loss_bbox: 0.2172, loss_mask: 0.2283, loss: 0.6941 2022-09-30 23:49:08,745 - mmdet - INFO - Epoch [11][5600/7330] lr: 1.000e-05, eta: 0:48:38, time: 0.317, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0374, loss_cls: 0.1679, acc: 93.8101, loss_bbox: 0.2047, loss_mask: 0.2217, loss: 0.6577 2022-09-30 23:49:24,659 - mmdet - INFO - Epoch [11][5650/7330] lr: 1.000e-05, eta: 0:48:22, time: 0.318, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0371, loss_cls: 0.1727, acc: 93.7798, loss_bbox: 0.2054, loss_mask: 0.2180, loss: 0.6611 2022-09-30 23:49:40,710 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 23:49:40,710 - mmdet - INFO - Epoch [11][5700/7330] lr: 1.000e-05, eta: 0:48:06, time: 0.321, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0364, loss_cls: 0.1731, acc: 93.7603, loss_bbox: 0.2098, loss_mask: 0.2241, loss: 0.6714 2022-09-30 23:49:56,716 - mmdet - INFO - Epoch [11][5750/7330] lr: 1.000e-05, eta: 0:47:50, time: 0.320, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0400, loss_cls: 0.1788, acc: 93.5935, loss_bbox: 0.2118, loss_mask: 0.2256, loss: 0.6845 2022-09-30 23:50:12,764 - mmdet - INFO - Epoch [11][5800/7330] lr: 1.000e-05, eta: 0:47:34, time: 0.321, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0370, loss_cls: 0.1650, acc: 94.0186, loss_bbox: 0.1992, loss_mask: 0.2159, loss: 0.6431 2022-09-30 23:50:29,039 - mmdet - INFO - Epoch [11][5850/7330] lr: 1.000e-05, eta: 0:47:17, time: 0.325, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0391, loss_cls: 0.1725, acc: 93.8567, loss_bbox: 0.2065, loss_mask: 0.2263, loss: 0.6740 2022-09-30 23:50:45,135 - mmdet - INFO - Epoch [11][5900/7330] lr: 1.000e-05, eta: 0:47:01, time: 0.322, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0368, loss_cls: 0.1680, acc: 93.8167, loss_bbox: 0.2058, loss_mask: 0.2212, loss: 0.6581 2022-09-30 23:51:01,324 - mmdet - INFO - Epoch [11][5950/7330] lr: 1.000e-05, eta: 0:46:45, time: 0.324, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0296, loss_rpn_bbox: 0.0391, loss_cls: 0.1749, acc: 93.5775, loss_bbox: 0.2121, loss_mask: 0.2207, loss: 0.6763 2022-09-30 23:51:17,480 - mmdet - INFO - Epoch [11][6000/7330] lr: 1.000e-05, eta: 0:46:29, time: 0.323, data_time: 0.024, memory: 16149, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0369, loss_cls: 0.1737, acc: 93.7778, loss_bbox: 0.2106, loss_mask: 0.2248, loss: 0.6745 2022-09-30 23:51:33,335 - mmdet - INFO - Epoch [11][6050/7330] lr: 1.000e-05, eta: 0:46:13, time: 0.317, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0232, loss_rpn_bbox: 0.0350, loss_cls: 0.1621, acc: 94.0500, loss_bbox: 0.1977, loss_mask: 0.2198, loss: 0.6378 2022-09-30 23:51:49,677 - mmdet - INFO - Epoch [11][6100/7330] lr: 1.000e-05, eta: 0:45:57, time: 0.327, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0385, loss_cls: 0.1773, acc: 93.6096, loss_bbox: 0.2146, loss_mask: 0.2282, loss: 0.6871 2022-09-30 23:52:05,515 - mmdet - INFO - Epoch [11][6150/7330] lr: 1.000e-05, eta: 0:45:41, time: 0.317, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0386, loss_cls: 0.1654, acc: 93.8843, loss_bbox: 0.2082, loss_mask: 0.2233, loss: 0.6623 2022-09-30 23:52:21,866 - mmdet - INFO - Epoch [11][6200/7330] lr: 1.000e-05, eta: 0:45:25, time: 0.327, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0379, loss_cls: 0.1746, acc: 93.7317, loss_bbox: 0.2098, loss_mask: 0.2252, loss: 0.6768 2022-09-30 23:52:37,905 - mmdet - INFO - Epoch [11][6250/7330] lr: 1.000e-05, eta: 0:45:09, time: 0.321, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0377, loss_cls: 0.1731, acc: 93.8186, loss_bbox: 0.2124, loss_mask: 0.2293, loss: 0.6790 2022-09-30 23:52:53,883 - mmdet - INFO - Epoch [11][6300/7330] lr: 1.000e-05, eta: 0:44:52, time: 0.320, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0393, loss_cls: 0.1719, acc: 93.6543, loss_bbox: 0.2071, loss_mask: 0.2208, loss: 0.6673 2022-09-30 23:53:09,984 - mmdet - INFO - Epoch [11][6350/7330] lr: 1.000e-05, eta: 0:44:36, time: 0.322, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0305, loss_rpn_bbox: 0.0421, loss_cls: 0.1795, acc: 93.4790, loss_bbox: 0.2122, loss_mask: 0.2265, loss: 0.6908 2022-09-30 23:53:25,925 - mmdet - INFO - Epoch [11][6400/7330] lr: 1.000e-05, eta: 0:44:20, time: 0.319, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0362, loss_cls: 0.1626, acc: 94.0916, loss_bbox: 0.1967, loss_mask: 0.2162, loss: 0.6410 2022-09-30 23:53:42,571 - mmdet - INFO - Epoch [11][6450/7330] lr: 1.000e-05, eta: 0:44:04, time: 0.333, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0392, loss_cls: 0.1787, acc: 93.4670, loss_bbox: 0.2166, loss_mask: 0.2276, loss: 0.6914 2022-09-30 23:53:58,795 - mmdet - INFO - Epoch [11][6500/7330] lr: 1.000e-05, eta: 0:43:48, time: 0.324, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0364, loss_cls: 0.1672, acc: 93.9928, loss_bbox: 0.2018, loss_mask: 0.2287, loss: 0.6610 2022-09-30 23:54:14,870 - mmdet - INFO - Epoch [11][6550/7330] lr: 1.000e-05, eta: 0:43:32, time: 0.321, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0385, loss_cls: 0.1768, acc: 93.5850, loss_bbox: 0.2150, loss_mask: 0.2267, loss: 0.6825 2022-09-30 23:54:30,762 - mmdet - INFO - Epoch [11][6600/7330] lr: 1.000e-05, eta: 0:43:16, time: 0.318, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0379, loss_cls: 0.1708, acc: 93.7722, loss_bbox: 0.2055, loss_mask: 0.2191, loss: 0.6606 2022-09-30 23:54:46,720 - mmdet - INFO - Epoch [11][6650/7330] lr: 1.000e-05, eta: 0:43:00, time: 0.319, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0378, loss_cls: 0.1716, acc: 93.8223, loss_bbox: 0.2053, loss_mask: 0.2235, loss: 0.6678 2022-09-30 23:55:02,717 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-09-30 23:55:02,718 - mmdet - INFO - Epoch [11][6700/7330] lr: 1.000e-05, eta: 0:42:44, time: 0.320, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0377, loss_cls: 0.1724, acc: 93.7559, loss_bbox: 0.2004, loss_mask: 0.2252, loss: 0.6650 2022-09-30 23:55:18,881 - mmdet - INFO - Epoch [11][6750/7330] lr: 1.000e-05, eta: 0:42:27, time: 0.323, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0383, loss_cls: 0.1698, acc: 93.8420, loss_bbox: 0.2029, loss_mask: 0.2239, loss: 0.6621 2022-09-30 23:55:35,040 - mmdet - INFO - Epoch [11][6800/7330] lr: 1.000e-05, eta: 0:42:11, time: 0.323, data_time: 0.023, memory: 16149, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0391, loss_cls: 0.1806, acc: 93.3635, loss_bbox: 0.2215, loss_mask: 0.2286, loss: 0.6993 2022-09-30 23:55:51,396 - mmdet - INFO - Epoch [11][6850/7330] lr: 1.000e-05, eta: 0:41:55, time: 0.327, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0384, loss_cls: 0.1708, acc: 93.8145, loss_bbox: 0.2072, loss_mask: 0.2209, loss: 0.6657 2022-09-30 23:56:07,332 - mmdet - INFO - Epoch [11][6900/7330] lr: 1.000e-05, eta: 0:41:39, time: 0.319, data_time: 0.022, memory: 16149, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0390, loss_cls: 0.1764, acc: 93.5173, loss_bbox: 0.2133, loss_mask: 0.2283, loss: 0.6851 2022-09-30 23:56:23,133 - mmdet - INFO - Epoch [11][6950/7330] lr: 1.000e-05, eta: 0:41:23, time: 0.316, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0388, loss_cls: 0.1769, acc: 93.5752, loss_bbox: 0.2083, loss_mask: 0.2246, loss: 0.6772 2022-09-30 23:56:39,051 - mmdet - INFO - Epoch [11][7000/7330] lr: 1.000e-05, eta: 0:41:07, time: 0.318, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0371, loss_cls: 0.1627, acc: 94.0103, loss_bbox: 0.1974, loss_mask: 0.2213, loss: 0.6450 2022-09-30 23:56:55,373 - mmdet - INFO - Epoch [11][7050/7330] lr: 1.000e-05, eta: 0:40:51, time: 0.326, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0408, loss_cls: 0.1718, acc: 93.6733, loss_bbox: 0.2100, loss_mask: 0.2267, loss: 0.6765 2022-09-30 23:57:11,661 - mmdet - INFO - Epoch [11][7100/7330] lr: 1.000e-05, eta: 0:40:35, time: 0.326, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0371, loss_cls: 0.1654, acc: 93.9280, loss_bbox: 0.1992, loss_mask: 0.2213, loss: 0.6513 2022-09-30 23:57:27,940 - mmdet - INFO - Epoch [11][7150/7330] lr: 1.000e-05, eta: 0:40:19, time: 0.326, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0375, loss_cls: 0.1638, acc: 93.9656, loss_bbox: 0.1998, loss_mask: 0.2229, loss: 0.6509 2022-09-30 23:57:44,152 - mmdet - INFO - Epoch [11][7200/7330] lr: 1.000e-05, eta: 0:40:03, time: 0.324, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0399, loss_cls: 0.1712, acc: 93.7759, loss_bbox: 0.2071, loss_mask: 0.2221, loss: 0.6685 2022-09-30 23:58:00,612 - mmdet - INFO - Epoch [11][7250/7330] lr: 1.000e-05, eta: 0:39:46, time: 0.329, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0377, loss_cls: 0.1745, acc: 93.7769, loss_bbox: 0.2075, loss_mask: 0.2258, loss: 0.6747 2022-09-30 23:58:16,770 - mmdet - INFO - Epoch [11][7300/7330] lr: 1.000e-05, eta: 0:39:30, time: 0.323, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0384, loss_cls: 0.1689, acc: 93.8491, loss_bbox: 0.2075, loss_mask: 0.2217, loss: 0.6635 2022-09-30 23:58:26,481 - mmdet - INFO - Saving checkpoint at 11 epochs 2022-09-30 23:59:18,127 - mmdet - INFO - Evaluating bbox... 2022-09-30 23:59:43,577 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.471 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.691 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.517 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 ] = 0.507 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.617 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.603 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.603 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.603 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.439 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.640 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.752 2022-09-30 23:59:43,577 - mmdet - INFO - Evaluating segm... 2022-10-01 00:00:14,545 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.416 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.656 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.445 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.217 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.448 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.607 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.539 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.539 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.539 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.364 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.581 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.702 2022-10-01 00:00:14,981 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_swin-s_1x_coco/best_bbox_mAP_epoch_10.pth was removed 2022-10-01 00:00:16,455 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_11.pth. 2022-10-01 00:00:16,456 - mmdet - INFO - Best bbox_mAP is 0.4710 at 11 epoch. 2022-10-01 00:00:16,456 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-10-01 00:00:16,456 - mmdet - INFO - Epoch(val) [11][625] bbox_mAP: 0.4710, bbox_mAP_50: 0.6910, bbox_mAP_75: 0.5170, bbox_mAP_s: 0.3040, bbox_mAP_m: 0.5070, bbox_mAP_l: 0.6170, bbox_mAP_copypaste: 0.471 0.691 0.517 0.304 0.507 0.617, segm_mAP: 0.4160, segm_mAP_50: 0.6560, segm_mAP_75: 0.4450, segm_mAP_s: 0.2170, segm_mAP_m: 0.4480, segm_mAP_l: 0.6070, segm_mAP_copypaste: 0.416 0.656 0.445 0.217 0.448 0.607 2022-10-01 00:00:35,532 - mmdet - INFO - Epoch [12][50/7330] lr: 1.000e-06, eta: 0:39:04, time: 0.381, data_time: 0.081, memory: 16149, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0360, loss_cls: 0.1667, acc: 93.9619, loss_bbox: 0.2003, loss_mask: 0.2189, loss: 0.6470 2022-10-01 00:00:51,571 - mmdet - INFO - Epoch [12][100/7330] lr: 1.000e-06, eta: 0:38:48, time: 0.321, data_time: 0.021, memory: 16149, loss_rpn_cls: 0.0251, loss_rpn_bbox: 0.0374, loss_cls: 0.1690, acc: 93.7100, loss_bbox: 0.2066, loss_mask: 0.2237, loss: 0.6618 2022-10-01 00:01:07,729 - mmdet - INFO - Epoch [12][150/7330] lr: 1.000e-06, eta: 0:38:32, time: 0.323, data_time: 0.021, memory: 16149, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0381, loss_cls: 0.1721, acc: 93.7563, loss_bbox: 0.2076, loss_mask: 0.2244, loss: 0.6687 2022-10-01 00:01:24,041 - mmdet - INFO - Epoch [12][200/7330] lr: 1.000e-06, eta: 0:38:16, time: 0.326, data_time: 0.021, memory: 16149, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0379, loss_cls: 0.1686, acc: 93.8381, loss_bbox: 0.2055, loss_mask: 0.2252, loss: 0.6648 2022-10-01 00:01:39,968 - mmdet - INFO - Epoch [12][250/7330] lr: 1.000e-06, eta: 0:38:00, time: 0.318, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0378, loss_cls: 0.1723, acc: 93.7021, loss_bbox: 0.2060, loss_mask: 0.2208, loss: 0.6662 2022-10-01 00:01:56,248 - mmdet - INFO - Epoch [12][300/7330] lr: 1.000e-06, eta: 0:37:44, time: 0.326, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0386, loss_cls: 0.1727, acc: 93.7419, loss_bbox: 0.2068, loss_mask: 0.2219, loss: 0.6681 2022-10-01 00:02:12,478 - mmdet - INFO - Epoch [12][350/7330] lr: 1.000e-06, eta: 0:37:27, time: 0.325, data_time: 0.021, memory: 16149, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0349, loss_cls: 0.1638, acc: 93.9712, loss_bbox: 0.2013, loss_mask: 0.2198, loss: 0.6440 2022-10-01 00:02:28,705 - mmdet - INFO - Epoch [12][400/7330] lr: 1.000e-06, eta: 0:37:11, time: 0.325, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0373, loss_cls: 0.1676, acc: 93.8289, loss_bbox: 0.1997, loss_mask: 0.2193, loss: 0.6506 2022-10-01 00:02:44,854 - mmdet - INFO - Epoch [12][450/7330] lr: 1.000e-06, eta: 0:36:55, time: 0.323, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0363, loss_cls: 0.1707, acc: 93.7720, loss_bbox: 0.2091, loss_mask: 0.2217, loss: 0.6645 2022-10-01 00:03:01,089 - mmdet - INFO - Epoch [12][500/7330] lr: 1.000e-06, eta: 0:36:39, time: 0.325, data_time: 0.021, memory: 16149, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0363, loss_cls: 0.1690, acc: 93.7876, loss_bbox: 0.2096, loss_mask: 0.2189, loss: 0.6619 2022-10-01 00:03:16,997 - mmdet - INFO - Epoch [12][550/7330] lr: 1.000e-06, eta: 0:36:23, time: 0.318, data_time: 0.021, memory: 16149, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0374, loss_cls: 0.1672, acc: 93.9912, loss_bbox: 0.2020, loss_mask: 0.2212, loss: 0.6549 2022-10-01 00:03:33,251 - mmdet - INFO - Epoch [12][600/7330] lr: 1.000e-06, eta: 0:36:07, time: 0.325, data_time: 0.022, memory: 16149, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0384, loss_cls: 0.1724, acc: 93.6633, loss_bbox: 0.2100, loss_mask: 0.2231, loss: 0.6719 2022-10-01 00:03:49,422 - mmdet - INFO - Epoch [12][650/7330] lr: 1.000e-06, eta: 0:35:51, time: 0.323, data_time: 0.022, memory: 16149, loss_rpn_cls: 0.0306, loss_rpn_bbox: 0.0412, loss_cls: 0.1740, acc: 93.7031, loss_bbox: 0.2089, loss_mask: 0.2288, loss: 0.6836 2022-10-01 00:04:05,510 - mmdet - INFO - Epoch [12][700/7330] lr: 1.000e-06, eta: 0:35:35, time: 0.322, data_time: 0.021, memory: 16149, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0368, loss_cls: 0.1618, acc: 94.1689, loss_bbox: 0.1976, loss_mask: 0.2237, loss: 0.6445 2022-10-01 00:04:21,926 - mmdet - INFO - Epoch [12][750/7330] lr: 1.000e-06, eta: 0:35:19, time: 0.328, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0381, loss_cls: 0.1674, acc: 93.9792, loss_bbox: 0.2066, loss_mask: 0.2247, loss: 0.6640 2022-10-01 00:04:38,167 - mmdet - INFO - Epoch [12][800/7330] lr: 1.000e-06, eta: 0:35:03, time: 0.325, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0353, loss_cls: 0.1583, acc: 94.2065, loss_bbox: 0.1954, loss_mask: 0.2128, loss: 0.6268 2022-10-01 00:04:54,185 - mmdet - INFO - Epoch [12][850/7330] lr: 1.000e-06, eta: 0:34:46, time: 0.320, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0375, loss_cls: 0.1713, acc: 93.7527, loss_bbox: 0.2066, loss_mask: 0.2266, loss: 0.6715 2022-10-01 00:05:10,320 - mmdet - INFO - Epoch [12][900/7330] lr: 1.000e-06, eta: 0:34:30, time: 0.323, data_time: 0.022, memory: 16149, loss_rpn_cls: 0.0259, loss_rpn_bbox: 0.0347, loss_cls: 0.1576, acc: 94.2603, loss_bbox: 0.1948, loss_mask: 0.2143, loss: 0.6272 2022-10-01 00:05:26,540 - mmdet - INFO - Epoch [12][950/7330] lr: 1.000e-06, eta: 0:34:14, time: 0.324, data_time: 0.021, memory: 16149, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0359, loss_cls: 0.1652, acc: 94.0601, loss_bbox: 0.1999, loss_mask: 0.2222, loss: 0.6486 2022-10-01 00:05:42,712 - mmdet - INFO - Epoch [12][1000/7330] lr: 1.000e-06, eta: 0:33:58, time: 0.323, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0378, loss_cls: 0.1726, acc: 93.8659, loss_bbox: 0.2081, loss_mask: 0.2301, loss: 0.6748 2022-10-01 00:05:58,910 - mmdet - INFO - Epoch [12][1050/7330] lr: 1.000e-06, eta: 0:33:42, time: 0.324, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0289, loss_rpn_bbox: 0.0385, loss_cls: 0.1746, acc: 93.6428, loss_bbox: 0.2153, loss_mask: 0.2252, loss: 0.6825 2022-10-01 00:06:15,169 - mmdet - INFO - Epoch [12][1100/7330] lr: 1.000e-06, eta: 0:33:26, time: 0.325, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0375, loss_cls: 0.1694, acc: 93.8484, loss_bbox: 0.2054, loss_mask: 0.2226, loss: 0.6635 2022-10-01 00:06:31,624 - mmdet - INFO - Epoch [12][1150/7330] lr: 1.000e-06, eta: 0:33:10, time: 0.329, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0385, loss_cls: 0.1703, acc: 93.7603, loss_bbox: 0.2056, loss_mask: 0.2188, loss: 0.6625 2022-10-01 00:06:47,977 - mmdet - INFO - Epoch [12][1200/7330] lr: 1.000e-06, eta: 0:32:54, time: 0.327, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0396, loss_cls: 0.1715, acc: 93.6501, loss_bbox: 0.2090, loss_mask: 0.2256, loss: 0.6729 2022-10-01 00:07:04,123 - mmdet - INFO - Epoch [12][1250/7330] lr: 1.000e-06, eta: 0:32:38, time: 0.323, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0394, loss_cls: 0.1690, acc: 93.7405, loss_bbox: 0.2017, loss_mask: 0.2182, loss: 0.6567 2022-10-01 00:07:20,441 - mmdet - INFO - Epoch [12][1300/7330] lr: 1.000e-06, eta: 0:32:22, time: 0.326, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0372, loss_cls: 0.1650, acc: 93.9409, loss_bbox: 0.1980, loss_mask: 0.2168, loss: 0.6442 2022-10-01 00:07:36,727 - mmdet - INFO - Epoch [12][1350/7330] lr: 1.000e-06, eta: 0:32:06, time: 0.326, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0378, loss_cls: 0.1617, acc: 94.0723, loss_bbox: 0.1989, loss_mask: 0.2187, loss: 0.6433 2022-10-01 00:07:53,001 - mmdet - INFO - Epoch [12][1400/7330] lr: 1.000e-06, eta: 0:31:49, time: 0.325, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0388, loss_cls: 0.1683, acc: 93.8794, loss_bbox: 0.1999, loss_mask: 0.2238, loss: 0.6570 2022-10-01 00:08:09,369 - mmdet - INFO - Epoch [12][1450/7330] lr: 1.000e-06, eta: 0:31:33, time: 0.327, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0394, loss_cls: 0.1731, acc: 93.6755, loss_bbox: 0.2105, loss_mask: 0.2234, loss: 0.6731 2022-10-01 00:08:25,825 - mmdet - INFO - Epoch [12][1500/7330] lr: 1.000e-06, eta: 0:31:17, time: 0.329, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0360, loss_cls: 0.1621, acc: 94.0496, loss_bbox: 0.1965, loss_mask: 0.2183, loss: 0.6384 2022-10-01 00:08:42,098 - mmdet - INFO - Epoch [12][1550/7330] lr: 1.000e-06, eta: 0:31:01, time: 0.325, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0345, loss_cls: 0.1682, acc: 93.7722, loss_bbox: 0.2034, loss_mask: 0.2221, loss: 0.6546 2022-10-01 00:08:58,030 - mmdet - INFO - Epoch [12][1600/7330] lr: 1.000e-06, eta: 0:30:45, time: 0.319, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0348, loss_cls: 0.1593, acc: 94.1421, loss_bbox: 0.1953, loss_mask: 0.2202, loss: 0.6364 2022-10-01 00:09:14,100 - mmdet - INFO - Epoch [12][1650/7330] lr: 1.000e-06, eta: 0:30:29, time: 0.321, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0391, loss_cls: 0.1738, acc: 93.6206, loss_bbox: 0.2092, loss_mask: 0.2252, loss: 0.6730 2022-10-01 00:09:30,380 - mmdet - INFO - Epoch [12][1700/7330] lr: 1.000e-06, eta: 0:30:13, time: 0.326, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0368, loss_cls: 0.1668, acc: 93.9089, loss_bbox: 0.2023, loss_mask: 0.2251, loss: 0.6576 2022-10-01 00:09:46,580 - mmdet - INFO - Epoch [12][1750/7330] lr: 1.000e-06, eta: 0:29:57, time: 0.324, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0368, loss_cls: 0.1655, acc: 93.9624, loss_bbox: 0.1965, loss_mask: 0.2198, loss: 0.6453 2022-10-01 00:10:03,032 - mmdet - INFO - Epoch [12][1800/7330] lr: 1.000e-06, eta: 0:29:41, time: 0.329, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0297, loss_rpn_bbox: 0.0386, loss_cls: 0.1762, acc: 93.5938, loss_bbox: 0.2105, loss_mask: 0.2250, loss: 0.6800 2022-10-01 00:10:19,337 - mmdet - INFO - Epoch [12][1850/7330] lr: 1.000e-06, eta: 0:29:25, time: 0.326, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0412, loss_cls: 0.1740, acc: 93.6714, loss_bbox: 0.2129, loss_mask: 0.2215, loss: 0.6787 2022-10-01 00:10:35,170 - mmdet - INFO - Epoch [12][1900/7330] lr: 1.000e-06, eta: 0:29:08, time: 0.317, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0246, loss_rpn_bbox: 0.0352, loss_cls: 0.1612, acc: 94.1321, loss_bbox: 0.1992, loss_mask: 0.2175, loss: 0.6379 2022-10-01 00:10:51,243 - mmdet - INFO - Epoch [12][1950/7330] lr: 1.000e-06, eta: 0:28:52, time: 0.321, data_time: 0.015, memory: 16149, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0359, loss_cls: 0.1677, acc: 94.0337, loss_bbox: 0.2008, loss_mask: 0.2210, loss: 0.6516 2022-10-01 00:11:07,643 - mmdet - INFO - Epoch [12][2000/7330] lr: 1.000e-06, eta: 0:28:36, time: 0.328, data_time: 0.015, memory: 16149, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0387, loss_cls: 0.1646, acc: 93.9910, loss_bbox: 0.2039, loss_mask: 0.2223, loss: 0.6580 2022-10-01 00:11:24,043 - mmdet - INFO - Epoch [12][2050/7330] lr: 1.000e-06, eta: 0:28:20, time: 0.328, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0365, loss_cls: 0.1619, acc: 94.0817, loss_bbox: 0.2019, loss_mask: 0.2209, loss: 0.6492 2022-10-01 00:11:40,453 - mmdet - INFO - Epoch [12][2100/7330] lr: 1.000e-06, eta: 0:28:04, time: 0.328, data_time: 0.022, memory: 16149, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0400, loss_cls: 0.1784, acc: 93.4044, loss_bbox: 0.2180, loss_mask: 0.2256, loss: 0.6907 2022-10-01 00:11:56,703 - mmdet - INFO - Epoch [12][2150/7330] lr: 1.000e-06, eta: 0:27:48, time: 0.325, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0364, loss_cls: 0.1661, acc: 93.9268, loss_bbox: 0.2033, loss_mask: 0.2199, loss: 0.6527 2022-10-01 00:12:13,007 - mmdet - INFO - Epoch [12][2200/7330] lr: 1.000e-06, eta: 0:27:32, time: 0.326, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0250, loss_rpn_bbox: 0.0370, loss_cls: 0.1697, acc: 93.8499, loss_bbox: 0.2069, loss_mask: 0.2204, loss: 0.6590 2022-10-01 00:12:29,521 - mmdet - INFO - Epoch [12][2250/7330] lr: 1.000e-06, eta: 0:27:16, time: 0.330, data_time: 0.021, memory: 16149, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0374, loss_cls: 0.1622, acc: 94.1335, loss_bbox: 0.2022, loss_mask: 0.2186, loss: 0.6471 2022-10-01 00:12:45,857 - mmdet - INFO - Epoch [12][2300/7330] lr: 1.000e-06, eta: 0:27:00, time: 0.327, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0391, loss_cls: 0.1703, acc: 93.6328, loss_bbox: 0.2076, loss_mask: 0.2230, loss: 0.6681 2022-10-01 00:13:02,257 - mmdet - INFO - Epoch [12][2350/7330] lr: 1.000e-06, eta: 0:26:44, time: 0.328, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0402, loss_cls: 0.1689, acc: 93.7932, loss_bbox: 0.2068, loss_mask: 0.2272, loss: 0.6723 2022-10-01 00:13:18,864 - mmdet - INFO - Epoch [12][2400/7330] lr: 1.000e-06, eta: 0:26:28, time: 0.332, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0243, loss_rpn_bbox: 0.0338, loss_cls: 0.1572, acc: 94.2944, loss_bbox: 0.1873, loss_mask: 0.2174, loss: 0.6200 2022-10-01 00:13:35,258 - mmdet - INFO - Epoch [12][2450/7330] lr: 1.000e-06, eta: 0:26:11, time: 0.328, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0273, loss_rpn_bbox: 0.0381, loss_cls: 0.1686, acc: 93.9082, loss_bbox: 0.2037, loss_mask: 0.2200, loss: 0.6578 2022-10-01 00:13:51,676 - mmdet - INFO - Epoch [12][2500/7330] lr: 1.000e-06, eta: 0:25:55, time: 0.328, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0397, loss_cls: 0.1787, acc: 93.4495, loss_bbox: 0.2168, loss_mask: 0.2281, loss: 0.6914 2022-10-01 00:14:07,729 - mmdet - INFO - Epoch [12][2550/7330] lr: 1.000e-06, eta: 0:25:39, time: 0.321, data_time: 0.015, memory: 16149, loss_rpn_cls: 0.0286, loss_rpn_bbox: 0.0376, loss_cls: 0.1725, acc: 93.5967, loss_bbox: 0.2074, loss_mask: 0.2207, loss: 0.6668 2022-10-01 00:14:23,894 - mmdet - INFO - Epoch [12][2600/7330] lr: 1.000e-06, eta: 0:25:23, time: 0.323, data_time: 0.015, memory: 16149, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0381, loss_cls: 0.1707, acc: 93.7944, loss_bbox: 0.2052, loss_mask: 0.2231, loss: 0.6650 2022-10-01 00:14:39,972 - mmdet - INFO - Epoch [12][2650/7330] lr: 1.000e-06, eta: 0:25:07, time: 0.322, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0384, loss_cls: 0.1670, acc: 93.9088, loss_bbox: 0.2051, loss_mask: 0.2274, loss: 0.6641 2022-10-01 00:14:56,447 - mmdet - INFO - Epoch [12][2700/7330] lr: 1.000e-06, eta: 0:24:51, time: 0.330, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0384, loss_cls: 0.1753, acc: 93.5212, loss_bbox: 0.2113, loss_mask: 0.2243, loss: 0.6760 2022-10-01 00:15:12,355 - mmdet - INFO - Epoch [12][2750/7330] lr: 1.000e-06, eta: 0:24:35, time: 0.318, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0373, loss_cls: 0.1614, acc: 94.1387, loss_bbox: 0.1965, loss_mask: 0.2144, loss: 0.6372 2022-10-01 00:15:28,496 - mmdet - INFO - Epoch [12][2800/7330] lr: 1.000e-06, eta: 0:24:19, time: 0.323, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0404, loss_cls: 0.1740, acc: 93.7205, loss_bbox: 0.2105, loss_mask: 0.2203, loss: 0.6730 2022-10-01 00:15:44,721 - mmdet - INFO - Epoch [12][2850/7330] lr: 1.000e-06, eta: 0:24:03, time: 0.325, data_time: 0.021, memory: 16149, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0377, loss_cls: 0.1740, acc: 93.6345, loss_bbox: 0.2064, loss_mask: 0.2202, loss: 0.6673 2022-10-01 00:16:00,882 - mmdet - INFO - Epoch [12][2900/7330] lr: 1.000e-06, eta: 0:23:47, time: 0.323, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0354, loss_cls: 0.1642, acc: 93.9776, loss_bbox: 0.1982, loss_mask: 0.2205, loss: 0.6448 2022-10-01 00:16:17,253 - mmdet - INFO - Epoch [12][2950/7330] lr: 1.000e-06, eta: 0:23:30, time: 0.327, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0392, loss_cls: 0.1755, acc: 93.5315, loss_bbox: 0.2139, loss_mask: 0.2284, loss: 0.6851 2022-10-01 00:16:33,635 - mmdet - INFO - Epoch [12][3000/7330] lr: 1.000e-06, eta: 0:23:14, time: 0.328, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0372, loss_cls: 0.1623, acc: 94.0100, loss_bbox: 0.1986, loss_mask: 0.2174, loss: 0.6427 2022-10-01 00:16:49,489 - mmdet - INFO - Epoch [12][3050/7330] lr: 1.000e-06, eta: 0:22:58, time: 0.317, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0370, loss_cls: 0.1631, acc: 94.0679, loss_bbox: 0.2018, loss_mask: 0.2198, loss: 0.6496 2022-10-01 00:17:05,612 - mmdet - INFO - Epoch [12][3100/7330] lr: 1.000e-06, eta: 0:22:42, time: 0.322, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0371, loss_cls: 0.1657, acc: 94.0248, loss_bbox: 0.1980, loss_mask: 0.2203, loss: 0.6477 2022-10-01 00:17:21,720 - mmdet - INFO - Epoch [12][3150/7330] lr: 1.000e-06, eta: 0:22:26, time: 0.322, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0378, loss_cls: 0.1708, acc: 93.7646, loss_bbox: 0.2113, loss_mask: 0.2296, loss: 0.6774 2022-10-01 00:17:37,920 - mmdet - INFO - Epoch [12][3200/7330] lr: 1.000e-06, eta: 0:22:10, time: 0.324, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0406, loss_cls: 0.1699, acc: 93.7695, loss_bbox: 0.2071, loss_mask: 0.2220, loss: 0.6660 2022-10-01 00:17:54,126 - mmdet - INFO - Epoch [12][3250/7330] lr: 1.000e-06, eta: 0:21:54, time: 0.324, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0377, loss_cls: 0.1702, acc: 93.8159, loss_bbox: 0.2077, loss_mask: 0.2225, loss: 0.6659 2022-10-01 00:18:10,555 - mmdet - INFO - Epoch [12][3300/7330] lr: 1.000e-06, eta: 0:21:38, time: 0.329, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0284, loss_rpn_bbox: 0.0401, loss_cls: 0.1723, acc: 93.6943, loss_bbox: 0.2125, loss_mask: 0.2249, loss: 0.6782 2022-10-01 00:18:26,897 - mmdet - INFO - Epoch [12][3350/7330] lr: 1.000e-06, eta: 0:21:22, time: 0.327, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0375, loss_cls: 0.1665, acc: 93.9355, loss_bbox: 0.2063, loss_mask: 0.2220, loss: 0.6592 2022-10-01 00:18:42,864 - mmdet - INFO - Epoch [12][3400/7330] lr: 1.000e-06, eta: 0:21:06, time: 0.319, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0347, loss_cls: 0.1652, acc: 93.9324, loss_bbox: 0.1978, loss_mask: 0.2190, loss: 0.6438 2022-10-01 00:18:58,917 - mmdet - INFO - Epoch [12][3450/7330] lr: 1.000e-06, eta: 0:20:49, time: 0.321, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0371, loss_cls: 0.1694, acc: 93.7024, loss_bbox: 0.2075, loss_mask: 0.2237, loss: 0.6642 2022-10-01 00:19:15,030 - mmdet - INFO - Epoch [12][3500/7330] lr: 1.000e-06, eta: 0:20:33, time: 0.322, data_time: 0.015, memory: 16149, loss_rpn_cls: 0.0245, loss_rpn_bbox: 0.0364, loss_cls: 0.1674, acc: 93.9028, loss_bbox: 0.2035, loss_mask: 0.2193, loss: 0.6511 2022-10-01 00:19:31,166 - mmdet - INFO - Epoch [12][3550/7330] lr: 1.000e-06, eta: 0:20:17, time: 0.323, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0369, loss_cls: 0.1653, acc: 94.0537, loss_bbox: 0.2014, loss_mask: 0.2155, loss: 0.6445 2022-10-01 00:19:47,607 - mmdet - INFO - Epoch [12][3600/7330] lr: 1.000e-06, eta: 0:20:01, time: 0.329, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0383, loss_cls: 0.1743, acc: 93.5165, loss_bbox: 0.2132, loss_mask: 0.2262, loss: 0.6788 2022-10-01 00:20:03,531 - mmdet - INFO - Epoch [12][3650/7330] lr: 1.000e-06, eta: 0:19:45, time: 0.318, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0381, loss_cls: 0.1639, acc: 94.0155, loss_bbox: 0.2000, loss_mask: 0.2152, loss: 0.6450 2022-10-01 00:20:19,538 - mmdet - INFO - Epoch [12][3700/7330] lr: 1.000e-06, eta: 0:19:29, time: 0.320, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0359, loss_cls: 0.1689, acc: 93.8567, loss_bbox: 0.2050, loss_mask: 0.2202, loss: 0.6585 2022-10-01 00:20:35,404 - mmdet - INFO - Epoch [12][3750/7330] lr: 1.000e-06, eta: 0:19:13, time: 0.317, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0254, loss_rpn_bbox: 0.0368, loss_cls: 0.1658, acc: 93.9946, loss_bbox: 0.2034, loss_mask: 0.2179, loss: 0.6492 2022-10-01 00:20:51,670 - mmdet - INFO - Epoch [12][3800/7330] lr: 1.000e-06, eta: 0:18:57, time: 0.325, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0377, loss_cls: 0.1712, acc: 93.8430, loss_bbox: 0.2033, loss_mask: 0.2188, loss: 0.6578 2022-10-01 00:21:07,890 - mmdet - INFO - Epoch [12][3850/7330] lr: 1.000e-06, eta: 0:18:41, time: 0.324, data_time: 0.014, memory: 16149, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0353, loss_cls: 0.1641, acc: 93.9951, loss_bbox: 0.1969, loss_mask: 0.2231, loss: 0.6495 2022-10-01 00:21:24,026 - mmdet - INFO - Epoch [12][3900/7330] lr: 1.000e-06, eta: 0:18:24, time: 0.323, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0381, loss_cls: 0.1686, acc: 93.9409, loss_bbox: 0.2045, loss_mask: 0.2192, loss: 0.6560 2022-10-01 00:21:40,390 - mmdet - INFO - Epoch [12][3950/7330] lr: 1.000e-06, eta: 0:18:08, time: 0.327, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0368, loss_cls: 0.1663, acc: 93.8352, loss_bbox: 0.2082, loss_mask: 0.2237, loss: 0.6625 2022-10-01 00:21:56,777 - mmdet - INFO - Epoch [12][4000/7330] lr: 1.000e-06, eta: 0:17:52, time: 0.328, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0373, loss_cls: 0.1748, acc: 93.7024, loss_bbox: 0.2089, loss_mask: 0.2252, loss: 0.6756 2022-10-01 00:22:12,835 - mmdet - INFO - Epoch [12][4050/7330] lr: 1.000e-06, eta: 0:17:36, time: 0.321, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0370, loss_cls: 0.1724, acc: 93.8774, loss_bbox: 0.2053, loss_mask: 0.2253, loss: 0.6681 2022-10-01 00:22:28,926 - mmdet - INFO - Epoch [12][4100/7330] lr: 1.000e-06, eta: 0:17:20, time: 0.322, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0253, loss_rpn_bbox: 0.0375, loss_cls: 0.1670, acc: 93.8306, loss_bbox: 0.2036, loss_mask: 0.2225, loss: 0.6559 2022-10-01 00:22:44,826 - mmdet - INFO - Epoch [12][4150/7330] lr: 1.000e-06, eta: 0:17:04, time: 0.318, data_time: 0.014, memory: 16149, loss_rpn_cls: 0.0271, loss_rpn_bbox: 0.0362, loss_cls: 0.1644, acc: 93.9980, loss_bbox: 0.2000, loss_mask: 0.2167, loss: 0.6444 2022-10-01 00:23:00,871 - mmdet - INFO - Epoch [12][4200/7330] lr: 1.000e-06, eta: 0:16:48, time: 0.321, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0268, loss_rpn_bbox: 0.0381, loss_cls: 0.1705, acc: 93.8409, loss_bbox: 0.2015, loss_mask: 0.2181, loss: 0.6550 2022-10-01 00:23:17,106 - mmdet - INFO - Epoch [12][4250/7330] lr: 1.000e-06, eta: 0:16:32, time: 0.325, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0287, loss_rpn_bbox: 0.0365, loss_cls: 0.1678, acc: 93.7961, loss_bbox: 0.2006, loss_mask: 0.2222, loss: 0.6557 2022-10-01 00:23:33,499 - mmdet - INFO - Epoch [12][4300/7330] lr: 1.000e-06, eta: 0:16:16, time: 0.328, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0393, loss_cls: 0.1722, acc: 93.7422, loss_bbox: 0.2105, loss_mask: 0.2268, loss: 0.6770 2022-10-01 00:23:50,070 - mmdet - INFO - Epoch [12][4350/7330] lr: 1.000e-06, eta: 0:16:00, time: 0.331, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0372, loss_cls: 0.1690, acc: 93.8848, loss_bbox: 0.2034, loss_mask: 0.2199, loss: 0.6575 2022-10-01 00:24:05,999 - mmdet - INFO - Epoch [12][4400/7330] lr: 1.000e-06, eta: 0:15:43, time: 0.319, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0395, loss_cls: 0.1703, acc: 93.8062, loss_bbox: 0.2101, loss_mask: 0.2213, loss: 0.6691 2022-10-01 00:24:22,105 - mmdet - INFO - Epoch [12][4450/7330] lr: 1.000e-06, eta: 0:15:27, time: 0.322, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0358, loss_cls: 0.1635, acc: 94.0754, loss_bbox: 0.1954, loss_mask: 0.2176, loss: 0.6394 2022-10-01 00:24:38,202 - mmdet - INFO - Epoch [12][4500/7330] lr: 1.000e-06, eta: 0:15:11, time: 0.322, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0384, loss_cls: 0.1702, acc: 93.7767, loss_bbox: 0.2057, loss_mask: 0.2240, loss: 0.6655 2022-10-01 00:24:54,418 - mmdet - INFO - Epoch [12][4550/7330] lr: 1.000e-06, eta: 0:14:55, time: 0.324, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0270, loss_rpn_bbox: 0.0374, loss_cls: 0.1723, acc: 93.7600, loss_bbox: 0.2063, loss_mask: 0.2181, loss: 0.6610 2022-10-01 00:25:10,543 - mmdet - INFO - Epoch [12][4600/7330] lr: 1.000e-06, eta: 0:14:39, time: 0.322, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0375, loss_cls: 0.1634, acc: 94.0266, loss_bbox: 0.2001, loss_mask: 0.2167, loss: 0.6453 2022-10-01 00:25:26,758 - mmdet - INFO - Epoch [12][4650/7330] lr: 1.000e-06, eta: 0:14:23, time: 0.324, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0394, loss_cls: 0.1733, acc: 93.7201, loss_bbox: 0.2040, loss_mask: 0.2235, loss: 0.6681 2022-10-01 00:25:43,070 - mmdet - INFO - Epoch [12][4700/7330] lr: 1.000e-06, eta: 0:14:07, time: 0.326, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0293, loss_rpn_bbox: 0.0388, loss_cls: 0.1743, acc: 93.6921, loss_bbox: 0.2120, loss_mask: 0.2229, loss: 0.6772 2022-10-01 00:25:59,179 - mmdet - INFO - Epoch [12][4750/7330] lr: 1.000e-06, eta: 0:13:51, time: 0.322, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0291, loss_rpn_bbox: 0.0404, loss_cls: 0.1773, acc: 93.5176, loss_bbox: 0.2138, loss_mask: 0.2267, loss: 0.6873 2022-10-01 00:26:15,540 - mmdet - INFO - Epoch [12][4800/7330] lr: 1.000e-06, eta: 0:13:35, time: 0.327, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0377, loss_cls: 0.1663, acc: 93.8430, loss_bbox: 0.2066, loss_mask: 0.2229, loss: 0.6612 2022-10-01 00:26:31,606 - mmdet - INFO - Epoch [12][4850/7330] lr: 1.000e-06, eta: 0:13:18, time: 0.321, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0366, loss_cls: 0.1654, acc: 94.0416, loss_bbox: 0.2014, loss_mask: 0.2205, loss: 0.6499 2022-10-01 00:26:47,698 - mmdet - INFO - Epoch [12][4900/7330] lr: 1.000e-06, eta: 0:13:02, time: 0.322, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0356, loss_cls: 0.1669, acc: 94.0122, loss_bbox: 0.2012, loss_mask: 0.2163, loss: 0.6461 2022-10-01 00:27:03,587 - mmdet - INFO - Epoch [12][4950/7330] lr: 1.000e-06, eta: 0:12:46, time: 0.318, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0373, loss_cls: 0.1633, acc: 93.9539, loss_bbox: 0.2027, loss_mask: 0.2193, loss: 0.6509 2022-10-01 00:27:19,751 - mmdet - INFO - Epoch [12][5000/7330] lr: 1.000e-06, eta: 0:12:30, time: 0.323, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0372, loss_cls: 0.1685, acc: 93.8650, loss_bbox: 0.1999, loss_mask: 0.2150, loss: 0.6484 2022-10-01 00:27:35,987 - mmdet - INFO - Epoch [12][5050/7330] lr: 1.000e-06, eta: 0:12:14, time: 0.325, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0389, loss_cls: 0.1738, acc: 93.6819, loss_bbox: 0.2094, loss_mask: 0.2204, loss: 0.6706 2022-10-01 00:27:52,305 - mmdet - INFO - Epoch [12][5100/7330] lr: 1.000e-06, eta: 0:11:58, time: 0.326, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0277, loss_rpn_bbox: 0.0386, loss_cls: 0.1685, acc: 93.7842, loss_bbox: 0.2089, loss_mask: 0.2250, loss: 0.6687 2022-10-01 00:28:08,470 - mmdet - INFO - Epoch [12][5150/7330] lr: 1.000e-06, eta: 0:11:42, time: 0.323, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0274, loss_rpn_bbox: 0.0381, loss_cls: 0.1690, acc: 93.9351, loss_bbox: 0.2066, loss_mask: 0.2184, loss: 0.6595 2022-10-01 00:28:24,929 - mmdet - INFO - Epoch [12][5200/7330] lr: 1.000e-06, eta: 0:11:26, time: 0.329, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0316, loss_rpn_bbox: 0.0390, loss_cls: 0.1737, acc: 93.6025, loss_bbox: 0.2066, loss_mask: 0.2182, loss: 0.6692 2022-10-01 00:28:40,905 - mmdet - INFO - Epoch [12][5250/7330] lr: 1.000e-06, eta: 0:11:10, time: 0.320, data_time: 0.015, memory: 16149, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0382, loss_cls: 0.1752, acc: 93.6643, loss_bbox: 0.2077, loss_mask: 0.2213, loss: 0.6718 2022-10-01 00:28:57,121 - mmdet - INFO - Epoch [12][5300/7330] lr: 1.000e-06, eta: 0:10:54, time: 0.324, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0386, loss_cls: 0.1716, acc: 93.7507, loss_bbox: 0.2078, loss_mask: 0.2228, loss: 0.6694 2022-10-01 00:29:13,540 - mmdet - INFO - Epoch [12][5350/7330] lr: 1.000e-06, eta: 0:10:37, time: 0.328, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0346, loss_cls: 0.1599, acc: 94.2449, loss_bbox: 0.1961, loss_mask: 0.2146, loss: 0.6312 2022-10-01 00:29:29,780 - mmdet - INFO - Epoch [12][5400/7330] lr: 1.000e-06, eta: 0:10:21, time: 0.325, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0375, loss_cls: 0.1682, acc: 93.8962, loss_bbox: 0.2043, loss_mask: 0.2211, loss: 0.6575 2022-10-01 00:29:45,879 - mmdet - INFO - Epoch [12][5450/7330] lr: 1.000e-06, eta: 0:10:05, time: 0.322, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0275, loss_rpn_bbox: 0.0411, loss_cls: 0.1743, acc: 93.5935, loss_bbox: 0.2142, loss_mask: 0.2260, loss: 0.6832 2022-10-01 00:30:01,779 - mmdet - INFO - Epoch [12][5500/7330] lr: 1.000e-06, eta: 0:09:49, time: 0.318, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0263, loss_rpn_bbox: 0.0382, loss_cls: 0.1702, acc: 93.8186, loss_bbox: 0.2033, loss_mask: 0.2186, loss: 0.6567 2022-10-01 00:30:18,005 - mmdet - INFO - Epoch [12][5550/7330] lr: 1.000e-06, eta: 0:09:33, time: 0.325, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0378, loss_cls: 0.1715, acc: 93.6721, loss_bbox: 0.2129, loss_mask: 0.2207, loss: 0.6710 2022-10-01 00:30:34,406 - mmdet - INFO - Epoch [12][5600/7330] lr: 1.000e-06, eta: 0:09:17, time: 0.328, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0301, loss_rpn_bbox: 0.0380, loss_cls: 0.1713, acc: 93.7026, loss_bbox: 0.2076, loss_mask: 0.2264, loss: 0.6733 2022-10-01 00:30:50,313 - mmdet - INFO - Epoch [12][5650/7330] lr: 1.000e-06, eta: 0:09:01, time: 0.318, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0351, loss_cls: 0.1648, acc: 93.9956, loss_bbox: 0.1987, loss_mask: 0.2167, loss: 0.6413 2022-10-01 00:31:06,767 - mmdet - INFO - Epoch [12][5700/7330] lr: 1.000e-06, eta: 0:08:45, time: 0.329, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0350, loss_cls: 0.1639, acc: 94.0414, loss_bbox: 0.1955, loss_mask: 0.2146, loss: 0.6352 2022-10-01 00:31:23,066 - mmdet - INFO - Epoch [12][5750/7330] lr: 1.000e-06, eta: 0:08:29, time: 0.326, data_time: 0.021, memory: 16149, loss_rpn_cls: 0.0295, loss_rpn_bbox: 0.0400, loss_cls: 0.1688, acc: 93.8318, loss_bbox: 0.2028, loss_mask: 0.2186, loss: 0.6597 2022-10-01 00:31:39,275 - mmdet - INFO - Epoch [12][5800/7330] lr: 1.000e-06, eta: 0:08:12, time: 0.324, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0267, loss_rpn_bbox: 0.0383, loss_cls: 0.1666, acc: 93.9043, loss_bbox: 0.1996, loss_mask: 0.2242, loss: 0.6554 2022-10-01 00:31:55,321 - mmdet - INFO - Epoch [12][5850/7330] lr: 1.000e-06, eta: 0:07:56, time: 0.321, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0375, loss_cls: 0.1719, acc: 93.6604, loss_bbox: 0.2118, loss_mask: 0.2218, loss: 0.6697 2022-10-01 00:32:11,430 - mmdet - INFO - Epoch [12][5900/7330] lr: 1.000e-06, eta: 0:07:40, time: 0.322, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0337, loss_cls: 0.1584, acc: 94.1697, loss_bbox: 0.1951, loss_mask: 0.2155, loss: 0.6300 2022-10-01 00:32:27,651 - mmdet - INFO - Epoch [12][5950/7330] lr: 1.000e-06, eta: 0:07:24, time: 0.324, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0260, loss_rpn_bbox: 0.0373, loss_cls: 0.1685, acc: 93.8013, loss_bbox: 0.2081, loss_mask: 0.2245, loss: 0.6643 2022-10-01 00:32:43,704 - mmdet - INFO - Epoch [12][6000/7330] lr: 1.000e-06, eta: 0:07:08, time: 0.321, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0302, loss_rpn_bbox: 0.0399, loss_cls: 0.1747, acc: 93.5876, loss_bbox: 0.2136, loss_mask: 0.2267, loss: 0.6851 2022-10-01 00:32:59,419 - mmdet - INFO - Epoch [12][6050/7330] lr: 1.000e-06, eta: 0:06:52, time: 0.314, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0255, loss_rpn_bbox: 0.0357, loss_cls: 0.1644, acc: 94.1177, loss_bbox: 0.1979, loss_mask: 0.2267, loss: 0.6502 2022-10-01 00:33:15,564 - mmdet - INFO - Epoch [12][6100/7330] lr: 1.000e-06, eta: 0:06:36, time: 0.323, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0264, loss_rpn_bbox: 0.0378, loss_cls: 0.1749, acc: 93.6484, loss_bbox: 0.2115, loss_mask: 0.2274, loss: 0.6781 2022-10-01 00:33:31,630 - mmdet - INFO - Epoch [12][6150/7330] lr: 1.000e-06, eta: 0:06:20, time: 0.321, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0292, loss_rpn_bbox: 0.0380, loss_cls: 0.1665, acc: 93.9333, loss_bbox: 0.2018, loss_mask: 0.2234, loss: 0.6589 2022-10-01 00:33:47,851 - mmdet - INFO - Epoch [12][6200/7330] lr: 1.000e-06, eta: 0:06:04, time: 0.324, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0285, loss_rpn_bbox: 0.0374, loss_cls: 0.1674, acc: 93.8506, loss_bbox: 0.2029, loss_mask: 0.2217, loss: 0.6578 2022-10-01 00:34:04,009 - mmdet - INFO - Epoch [12][6250/7330] lr: 1.000e-06, eta: 0:05:47, time: 0.323, data_time: 0.015, memory: 16149, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0375, loss_cls: 0.1717, acc: 93.7812, loss_bbox: 0.2039, loss_mask: 0.2197, loss: 0.6605 2022-10-01 00:34:20,413 - mmdet - INFO - Epoch [12][6300/7330] lr: 1.000e-06, eta: 0:05:31, time: 0.328, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0294, loss_rpn_bbox: 0.0398, loss_cls: 0.1856, acc: 93.2673, loss_bbox: 0.2192, loss_mask: 0.2264, loss: 0.7005 2022-10-01 00:34:36,643 - mmdet - INFO - Epoch [12][6350/7330] lr: 1.000e-06, eta: 0:05:15, time: 0.325, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0322, loss_rpn_bbox: 0.0409, loss_cls: 0.1785, acc: 93.5259, loss_bbox: 0.2198, loss_mask: 0.2332, loss: 0.7045 2022-10-01 00:34:52,842 - mmdet - INFO - Epoch [12][6400/7330] lr: 1.000e-06, eta: 0:04:59, time: 0.324, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0280, loss_rpn_bbox: 0.0377, loss_cls: 0.1714, acc: 93.7480, loss_bbox: 0.2077, loss_mask: 0.2234, loss: 0.6683 2022-10-01 00:35:08,811 - mmdet - INFO - Epoch [12][6450/7330] lr: 1.000e-06, eta: 0:04:43, time: 0.319, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0380, loss_cls: 0.1731, acc: 93.6230, loss_bbox: 0.2054, loss_mask: 0.2203, loss: 0.6640 2022-10-01 00:35:24,908 - mmdet - INFO - Epoch [12][6500/7330] lr: 1.000e-06, eta: 0:04:27, time: 0.322, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0281, loss_rpn_bbox: 0.0381, loss_cls: 0.1692, acc: 93.7923, loss_bbox: 0.2078, loss_mask: 0.2260, loss: 0.6693 2022-10-01 00:35:41,514 - mmdet - INFO - Epoch [12][6550/7330] lr: 1.000e-06, eta: 0:04:11, time: 0.332, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0257, loss_rpn_bbox: 0.0371, loss_cls: 0.1768, acc: 93.5935, loss_bbox: 0.2124, loss_mask: 0.2308, loss: 0.6828 2022-10-01 00:35:57,118 - mmdet - INFO - Epoch [12][6600/7330] lr: 1.000e-06, eta: 0:03:55, time: 0.312, data_time: 0.015, memory: 16149, loss_rpn_cls: 0.0266, loss_rpn_bbox: 0.0343, loss_cls: 0.1634, acc: 94.0488, loss_bbox: 0.1947, loss_mask: 0.2146, loss: 0.6336 2022-10-01 00:36:13,593 - mmdet - INFO - Epoch [12][6650/7330] lr: 1.000e-06, eta: 0:03:39, time: 0.329, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0283, loss_rpn_bbox: 0.0383, loss_cls: 0.1689, acc: 93.7646, loss_bbox: 0.2094, loss_mask: 0.2222, loss: 0.6670 2022-10-01 00:36:29,793 - mmdet - INFO - Epoch [12][6700/7330] lr: 1.000e-06, eta: 0:03:22, time: 0.324, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0370, loss_cls: 0.1631, acc: 94.0833, loss_bbox: 0.1964, loss_mask: 0.2210, loss: 0.6438 2022-10-01 00:36:46,302 - mmdet - INFO - Epoch [12][6750/7330] lr: 1.000e-06, eta: 0:03:06, time: 0.330, data_time: 0.019, memory: 16149, loss_rpn_cls: 0.0272, loss_rpn_bbox: 0.0377, loss_cls: 0.1658, acc: 93.8696, loss_bbox: 0.2055, loss_mask: 0.2222, loss: 0.6585 2022-10-01 00:37:02,798 - mmdet - INFO - Epoch [12][6800/7330] lr: 1.000e-06, eta: 0:02:50, time: 0.330, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0262, loss_rpn_bbox: 0.0379, loss_cls: 0.1672, acc: 93.8394, loss_bbox: 0.2038, loss_mask: 0.2204, loss: 0.6556 2022-10-01 00:37:19,151 - mmdet - INFO - Epoch [12][6850/7330] lr: 1.000e-06, eta: 0:02:34, time: 0.327, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0258, loss_rpn_bbox: 0.0358, loss_cls: 0.1629, acc: 94.1013, loss_bbox: 0.1931, loss_mask: 0.2134, loss: 0.6310 2022-10-01 00:37:35,495 - mmdet - INFO - Epoch [12][6900/7330] lr: 1.000e-06, eta: 0:02:18, time: 0.327, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0276, loss_rpn_bbox: 0.0374, loss_cls: 0.1627, acc: 94.0095, loss_bbox: 0.2026, loss_mask: 0.2202, loss: 0.6506 2022-10-01 00:37:51,668 - mmdet - INFO - Epoch [12][6950/7330] lr: 1.000e-06, eta: 0:02:02, time: 0.323, data_time: 0.015, memory: 16149, loss_rpn_cls: 0.0265, loss_rpn_bbox: 0.0377, loss_cls: 0.1683, acc: 93.8066, loss_bbox: 0.2031, loss_mask: 0.2203, loss: 0.6559 2022-10-01 00:38:07,412 - mmdet - INFO - Epoch [12][7000/7330] lr: 1.000e-06, eta: 0:01:46, time: 0.315, data_time: 0.014, memory: 16149, loss_rpn_cls: 0.0269, loss_rpn_bbox: 0.0360, loss_cls: 0.1595, acc: 94.1814, loss_bbox: 0.1959, loss_mask: 0.2191, loss: 0.6374 2022-10-01 00:38:23,478 - mmdet - INFO - Epoch [12][7050/7330] lr: 1.000e-06, eta: 0:01:30, time: 0.321, data_time: 0.016, memory: 16149, loss_rpn_cls: 0.0261, loss_rpn_bbox: 0.0365, loss_cls: 0.1662, acc: 93.9042, loss_bbox: 0.2083, loss_mask: 0.2215, loss: 0.6586 2022-10-01 00:38:40,075 - mmdet - INFO - Epoch [12][7100/7330] lr: 1.000e-06, eta: 0:01:14, time: 0.332, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0282, loss_rpn_bbox: 0.0388, loss_cls: 0.1731, acc: 93.6467, loss_bbox: 0.2092, loss_mask: 0.2282, loss: 0.6774 2022-10-01 00:38:56,499 - mmdet - INFO - Epoch [12][7150/7330] lr: 1.000e-06, eta: 0:00:57, time: 0.328, data_time: 0.018, memory: 16149, loss_rpn_cls: 0.0278, loss_rpn_bbox: 0.0382, loss_cls: 0.1704, acc: 93.9026, loss_bbox: 0.1994, loss_mask: 0.2240, loss: 0.6599 2022-10-01 00:39:12,657 - mmdet - INFO - Epoch [12][7200/7330] lr: 1.000e-06, eta: 0:00:41, time: 0.323, data_time: 0.017, memory: 16149, loss_rpn_cls: 0.0256, loss_rpn_bbox: 0.0380, loss_cls: 0.1651, acc: 93.8936, loss_bbox: 0.2017, loss_mask: 0.2225, loss: 0.6528 2022-10-01 00:39:28,605 - mmdet - INFO - Epoch [12][7250/7330] lr: 1.000e-06, eta: 0:00:25, time: 0.319, data_time: 0.015, memory: 16149, loss_rpn_cls: 0.0279, loss_rpn_bbox: 0.0374, loss_cls: 0.1622, acc: 94.0573, loss_bbox: 0.2054, loss_mask: 0.2186, loss: 0.6515 2022-10-01 00:39:45,233 - mmdet - INFO - Epoch [12][7300/7330] lr: 1.000e-06, eta: 0:00:09, time: 0.333, data_time: 0.020, memory: 16149, loss_rpn_cls: 0.0304, loss_rpn_bbox: 0.0392, loss_cls: 0.1747, acc: 93.6885, loss_bbox: 0.2079, loss_mask: 0.2233, loss: 0.6754 2022-10-01 00:39:54,970 - mmdet - INFO - Saving checkpoint at 12 epochs 2022-10-01 00:40:47,544 - mmdet - INFO - Evaluating bbox... 2022-10-01 00:41:14,855 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.474 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.693 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.519 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.313 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.510 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 ] = 0.605 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.605 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.605 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.443 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.641 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.750 2022-10-01 00:41:14,855 - mmdet - INFO - Evaluating segm... 2022-10-01 00:41:43,515 - mmdet - INFO - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.417 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=1000 ] = 0.658 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=1000 ] = 0.446 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.221 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.450 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.608 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.539 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=300 ] = 0.539 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=1000 ] = 0.539 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=1000 ] = 0.365 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=1000 ] = 0.580 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=1000 ] = 0.699 2022-10-01 00:41:44,050 - mmdet - INFO - The previous best checkpoint /home/tiger/code/mmdet/work_dirs/finetune_mask-rcnn_swin-s_1x_coco/best_bbox_mAP_epoch_11.pth was removed 2022-10-01 00:41:45,588 - mmdet - INFO - Now best checkpoint is saved as best_bbox_mAP_epoch_12.pth. 2022-10-01 00:41:45,589 - mmdet - INFO - Best bbox_mAP is 0.4740 at 12 epoch. 2022-10-01 00:41:45,589 - mmdet - INFO - Exp name: mask_rcnn_swin-s-p4-w7_fpn_ms-crop_1x_coco.py 2022-10-01 00:41:45,589 - mmdet - INFO - Epoch(val) [12][625] bbox_mAP: 0.4740, bbox_mAP_50: 0.6930, bbox_mAP_75: 0.5190, bbox_mAP_s: 0.3130, bbox_mAP_m: 0.5100, bbox_mAP_l: 0.6200, bbox_mAP_copypaste: 0.474 0.693 0.519 0.313 0.510 0.620, segm_mAP: 0.4170, segm_mAP_50: 0.6580, segm_mAP_75: 0.4460, segm_mAP_s: 0.2210, segm_mAP_m: 0.4500, segm_mAP_l: 0.6080, segm_mAP_copypaste: 0.417 0.658 0.446 0.221 0.450 0.608