2023-11-30 18:27:07,088 - mmseg - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.9.0 (default, Nov 15 2020, 14:28:56) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: NVIDIA A100-SXM4-80GB CUDA_HOME: /mnt/lustre/share/cuda-11.8 NVCC: Cuda compilation tools, release 11.8, V11.8.89 GCC: gcc (GCC) 7.3.0 PyTorch: 2.0.1 PyTorch compiling details: PyTorch built with: - GCC 9.3 - C++ Version: 201703 - Intel(R) oneAPI Math Kernel Library Version 2021.4-Product Build 20210904 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.7.3 (Git Hash 6dbeffbae1f23cbbeae17adb7b5b13f1f37c080e) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.8 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-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;-gencode;arch=compute_90,code=sm_90;-gencode;arch=compute_37,code=compute_37 - CuDNN 8.7 - Magma 2.6.1 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.8, CUDNN_VERSION=8.7.0, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -D_GLIBCXX_USE_CXX11_ABI=0 -fabi-version=11 -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -DNDEBUG -DUSE_KINETO -DLIBKINETO_NOROCTRACER -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wall -Wextra -Werror=return-type -Werror=non-virtual-dtor -Werror=bool-operation -Wnarrowing -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wunused-local-typedefs -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_DISABLE_GPU_ASSERTS=ON, TORCH_VERSION=2.0.1, 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, USE_ROCM=OFF, TorchVision: 0.15.2 OpenCV: 4.8.1 MMCV: 1.6.2 MMCV Compiler: GCC 7.3 MMCV CUDA Compiler: not available MMSegmentation: 0.30.0+ ------------------------------------------------------------ 2023-11-30 18:27:07,088 - mmseg - INFO - Distributed training: True 2023-11-30 18:27:07,291 - mmseg - INFO - Config: checkpoint = 'https://download.openmmlab.com/mmsegmentation/v0.5/pretrain/segmenter/vit_base_p16_384_20220308-96dfe169.pth' backbone_norm_cfg = dict(type='LN', eps=1e-06, requires_grad=True) model = dict( type='EncoderDecoder', pretrained=None, backbone=dict( type='InternViT6B', pretrain_size=224, img_size=504, patch_size=14, embed_dim=3200, depth=48, num_heads=25, mlp_ratio=4.0, qkv_bias=False, drop_path_rate=0.0, init_values=0.1, with_cp=True, use_flash_attn=True, qk_normalization=True, layerscale_no_force_fp32=True, freeze_vit=True, out_indices=[44], pretrained='./pretrained/intern_vit_6b_224px.pth'), decode_head=dict( type='FCNHead', in_channels=3200, channels=3200, num_convs=0, dropout_ratio=0.0, concat_input=False, num_classes=150, with_norm=True, loss_decode=dict( type='CrossEntropyLoss', use_sigmoid=False, loss_weight=1.0)), test_cfg=dict(mode='slide', crop_size=(504, 504), stride=(322, 322))) dataset_type = 'ADE20KDataset' data_root = 'data/ade/ADEChallengeData2016' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True) crop_size = (504, 504) train_pipeline = [ dict(type='LoadImageFromFile'), dict(type='LoadAnnotations', reduce_zero_label=True), dict(type='Resize', img_scale=(2016, 504), ratio_range=(0.5, 2.0)), dict(type='RandomCrop', crop_size=(504, 504), cat_max_ratio=0.75), dict(type='RandomFlip', prob=0.5), dict(type='PhotoMetricDistortion'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size=(504, 504), pad_val=0, seg_pad_val=255), dict(type='DefaultFormatBundle'), dict(type='Collect', keys=['img', 'gt_semantic_seg']) ] test_pipeline = [ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(2016, 504), flip=False, transforms=[ dict( type='SETR_Resize', keep_ratio=True, crop_size=(504, 504), setr_multi_scale=True), dict(type='ResizeToMultiple', size_divisor=14), 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='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ] data = dict( samples_per_gpu=2, workers_per_gpu=4, train=dict( type='ADE20KDataset', data_root='data/ade/ADEChallengeData2016', img_dir='images/training', ann_dir='annotations/training', pipeline=[ dict(type='LoadImageFromFile'), dict(type='LoadAnnotations', reduce_zero_label=True), dict(type='Resize', img_scale=(2016, 504), ratio_range=(0.5, 2.0)), dict(type='RandomCrop', crop_size=(504, 504), cat_max_ratio=0.75), dict(type='RandomFlip', prob=0.5), dict(type='PhotoMetricDistortion'), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True), dict(type='Pad', size=(504, 504), pad_val=0, seg_pad_val=255), dict(type='DefaultFormatBundle'), dict(type='Collect', keys=['img', 'gt_semantic_seg']) ]), val=dict( type='ADE20KDataset', data_root='data/ade/ADEChallengeData2016', img_dir='images/validation', ann_dir='annotations/validation', pipeline=[ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(2016, 504), flip=False, transforms=[ dict( type='SETR_Resize', keep_ratio=True, crop_size=(504, 504), setr_multi_scale=True), dict(type='ResizeToMultiple', size_divisor=14), 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='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ]), test=dict( type='ADE20KDataset', data_root='data/ade/ADEChallengeData2016', img_dir='images/validation', ann_dir='annotations/validation', pipeline=[ dict(type='LoadImageFromFile'), dict( type='MultiScaleFlipAug', img_scale=(2016, 504), flip=False, transforms=[ dict( type='SETR_Resize', keep_ratio=True, crop_size=(504, 504), setr_multi_scale=True), dict(type='ResizeToMultiple', size_divisor=14), 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='ImageToTensor', keys=['img']), dict(type='Collect', keys=['img']) ]) ])) log_config = dict( interval=50, hooks=[ dict(type='TextLoggerHook', by_epoch=False), dict(type='TensorboardLoggerHook') ]) dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] cudnn_benchmark = True optimizer = dict( type='AdamW', lr=4e-05, betas=(0.9, 0.999), weight_decay=0.0, constructor='CustomLayerDecayOptimizerConstructor', paramwise_cfg=dict(num_layers=48, layer_decay_rate=1.0)) optimizer_config = dict() lr_config = dict( policy='poly', warmup='linear', warmup_iters=1500, warmup_ratio=1e-06, power=1.0, min_lr=0.0, by_epoch=False) runner = dict(type='IterBasedRunner', max_iters=80000) checkpoint_config = dict(by_epoch=False, interval=1000, max_keep_ckpts=2) evaluation = dict( interval=1000, metric='mIoU', pre_eval=True, save_best='auto') deepspeed = False deepspeed_config = 'zero_configs/adam_zero1_bf16.json' pretrained = './pretrained/intern_vit_6b_224px.pth' custom_hooks = [dict(type='ToBFloat16Hook', priority=49)] work_dir = './work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen' gpu_ids = range(0, 8) auto_resume = False device = 'cuda' 2023-11-30 18:27:11,985 - mmseg - INFO - Set random seed to 477462295, deterministic: True 2023-11-30 18:28:12,229 - mmseg - INFO - _IncompatibleKeys(missing_keys=[], unexpected_keys=['clip_projector.norm1_q.weight', 'clip_projector.norm1_q.bias', 'clip_projector.norm1_k.weight', 'clip_projector.norm1_k.bias', 'clip_projector.norm1_v.weight', 'clip_projector.norm1_v.bias', 'clip_projector.cross_attn.q_bias', 'clip_projector.cross_attn.k_bias', 'clip_projector.cross_attn.v_bias', 'clip_projector.cross_attn.q.weight', 'clip_projector.cross_attn.k.weight', 'clip_projector.cross_attn.v.weight', 'clip_projector.cross_attn.proj.weight', 'clip_projector.cross_attn.proj.bias']) 2023-11-30 18:28:29,832 - mmseg - INFO - initialize FCNHead with init_cfg {'type': 'Normal', 'std': 0.01, 'override': {'name': 'conv_seg'}} Name of parameter - Initialization information backbone.pos_embed - torch.Size([1, 1297, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.cls_token - torch.Size([1, 1, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.patch_embed.proj.weight - torch.Size([3200, 3, 14, 14]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.patch_embed.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.0.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.0.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.0.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.0.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.0.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.0.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.0.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.0.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.0.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.0.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.0.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.0.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.0.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.1.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.1.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.1.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.1.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.1.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.1.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.1.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.1.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.1.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.1.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.1.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.1.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.1.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.2.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.2.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.2.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.2.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.2.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.2.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.2.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.2.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.2.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.2.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.2.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.2.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.2.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.3.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.3.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.3.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.3.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.3.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.3.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.3.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.3.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.3.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.3.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.3.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.3.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.3.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.4.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.4.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.4.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.4.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.4.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.4.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.4.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.4.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.4.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.4.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.4.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.4.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.4.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.5.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.5.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.5.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.5.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.5.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.5.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.5.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.5.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.5.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.5.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.5.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.5.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.5.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.6.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.6.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.6.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.6.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.6.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.6.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.6.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.6.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.6.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.6.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.6.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.6.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.6.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.7.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.7.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.7.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.7.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.7.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.7.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.7.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.7.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.7.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.7.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.7.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.7.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.7.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.8.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.8.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.8.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.8.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.8.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.8.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.8.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.8.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.8.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.8.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.8.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.8.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.8.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.9.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.9.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.9.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.9.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.9.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.9.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.9.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.9.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.9.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.9.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.9.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.9.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.9.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.10.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.10.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.10.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.10.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.10.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.10.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.10.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.10.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.10.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.10.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.10.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.10.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.10.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.11.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.11.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.11.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.11.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.11.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.11.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.11.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.11.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.11.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.11.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.11.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.11.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.11.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.12.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.12.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.12.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.12.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.12.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.12.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.12.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.12.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.12.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.12.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.12.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.12.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.12.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.13.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.13.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.13.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.13.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.13.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.13.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.13.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.13.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.13.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.13.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.13.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.13.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.13.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.14.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.14.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.14.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.14.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.14.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.14.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.14.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.14.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.14.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.14.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.14.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.14.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.14.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.15.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.15.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.15.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.15.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.15.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.15.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.15.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.15.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.15.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.15.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.15.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.15.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.15.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.16.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.16.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.16.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.16.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.16.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.16.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.16.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.16.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.16.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.16.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.16.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.16.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.16.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.17.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.17.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.17.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.17.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.17.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.17.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.17.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.17.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.17.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.17.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.17.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.17.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.17.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.18.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.18.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.18.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.18.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.18.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.18.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.18.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.18.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.18.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.18.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.18.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.18.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.18.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.19.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.19.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.19.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.19.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.19.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.19.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.19.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.19.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.19.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.19.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.19.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.19.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.19.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.20.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.20.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.20.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.20.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.20.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.20.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.20.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.20.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.20.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.20.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.20.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.20.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.20.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.21.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.21.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.21.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.21.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.21.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.21.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.21.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.21.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.21.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.21.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.21.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.21.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.21.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.22.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.22.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.22.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.22.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.22.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.22.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.22.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.22.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.22.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.22.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.22.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.22.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.22.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.23.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.23.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.23.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.23.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.23.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.23.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.23.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.23.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.23.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.23.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.23.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.23.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.23.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.24.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.24.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.24.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.24.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.24.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.24.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.24.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.24.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.24.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.24.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.24.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.24.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.24.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.25.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.25.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.25.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.25.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.25.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.25.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.25.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.25.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.25.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.25.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.25.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.25.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.25.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.26.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.26.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.26.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.26.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.26.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.26.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.26.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.26.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.26.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.26.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.26.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.26.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.26.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.27.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.27.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.27.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.27.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.27.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.27.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.27.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.27.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.27.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.27.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.27.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.27.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.27.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.28.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.28.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.28.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.28.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.28.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.28.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.28.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.28.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.28.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.28.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.28.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.28.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.28.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.29.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.29.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.29.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.29.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.29.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.29.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.29.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.29.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.29.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.29.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.29.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.29.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.29.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.30.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.30.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.30.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.30.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.30.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.30.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.30.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.30.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.30.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.30.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.30.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.30.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.30.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.31.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.31.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.31.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.31.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.31.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.31.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.31.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.31.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.31.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.31.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.31.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.31.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.31.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.32.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.32.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.32.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.32.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.32.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.32.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.32.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.32.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.32.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.32.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.32.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.32.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.32.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.33.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.33.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.33.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.33.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.33.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.33.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.33.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.33.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.33.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.33.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.33.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.33.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.33.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.34.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.34.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.34.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.34.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.34.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.34.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.34.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.34.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.34.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.34.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.34.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.34.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.34.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.35.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.35.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.35.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.35.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.35.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.35.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.35.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.35.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.35.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.35.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.35.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.35.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.35.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.36.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.36.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.36.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.36.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.36.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.36.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.36.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.36.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.36.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.36.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.36.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.36.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.36.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.37.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.37.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.37.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.37.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.37.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.37.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.37.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.37.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.37.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.37.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.37.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.37.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.37.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.38.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.38.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.38.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.38.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.38.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.38.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.38.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.38.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.38.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.38.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.38.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.38.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.38.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.39.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.39.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.39.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.39.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.39.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.39.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.39.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.39.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.39.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.39.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.39.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.39.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.39.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.40.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.40.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.40.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.40.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.40.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.40.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.40.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.40.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.40.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.40.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.40.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.40.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.40.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.41.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.41.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.41.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.41.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.41.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.41.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.41.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.41.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.41.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.41.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.41.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.41.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.41.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.42.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.42.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.42.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.42.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.42.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.42.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.42.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.42.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.42.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.42.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.42.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.42.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.42.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.43.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.43.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.43.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.43.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.43.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.43.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.43.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.43.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.43.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.43.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.43.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.43.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.43.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.44.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.44.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.44.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.44.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.44.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.44.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.44.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.44.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.44.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.44.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.44.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.44.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.44.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.45.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.45.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.45.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.45.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.45.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.45.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.45.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.45.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.45.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.45.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.45.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.45.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.45.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.46.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.46.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.46.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.46.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.46.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.46.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.46.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.46.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.46.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.46.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.46.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.46.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.46.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.47.norm1.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.47.attn.qkv.weight - torch.Size([9600, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.47.attn.proj.weight - torch.Size([3200, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.47.attn.proj.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.47.attn.q_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.47.attn.k_norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.47.ls1.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.47.norm2.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.47.mlp.fc1.weight - torch.Size([12800, 3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.47.mlp.fc1.bias - torch.Size([12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.47.mlp.fc2.weight - torch.Size([3200, 12800]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.47.mlp.fc2.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder backbone.blocks.47.ls2.gamma - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder decode_head.conv_seg.weight - torch.Size([150, 3200, 1, 1]): NormalInit: mean=0, std=0.01, bias=0 decode_head.conv_seg.bias - torch.Size([150]): NormalInit: mean=0, std=0.01, bias=0 decode_head.norm.weight - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder decode_head.norm.bias - torch.Size([3200]): The value is the same before and after calling `init_weights` of EncoderDecoder 2023-11-30 18:28:29,842 - mmseg - INFO - EncoderDecoder( (backbone): InternViT6B( (patch_embed): PatchEmbed( (proj): Conv2d(3, 3200, kernel_size=(14, 14), stride=(14, 14)) (norm): Identity() ) (pos_drop): Identity() (blocks): ModuleList( (0-47): 48 x Block( (norm1): FusedRMSNorm(torch.Size([3200]), eps=1e-06, elementwise_affine=True) (attn): Attention( (qkv): Linear(in_features=3200, out_features=9600, bias=False) (attn_drop): Dropout(p=0.0, inplace=False) (proj): Linear(in_features=3200, out_features=3200, bias=True) (proj_drop): Dropout(p=0.0, inplace=False) (inner_attn): FlashAttention() (q_norm): FusedRMSNorm(torch.Size([3200]), eps=1e-06, elementwise_affine=True) (k_norm): FusedRMSNorm(torch.Size([3200]), eps=1e-06, elementwise_affine=True) ) (ls1): LayerScale() (drop_path1): Identity() (norm2): FusedRMSNorm(torch.Size([3200]), eps=1e-06, elementwise_affine=True) (mlp): Mlp( (fc1): Linear(in_features=3200, out_features=12800, bias=True) (act): GELU(approximate='none') (drop1): Dropout(p=0.0, inplace=False) (fc2): Linear(in_features=12800, out_features=3200, bias=True) (drop2): Dropout(p=0.0, inplace=False) ) (ls2): LayerScale() (drop_path2): Identity() ) ) ) (decode_head): FCNHead( input_transform=None, ignore_index=255, align_corners=False (loss_decode): CrossEntropyLoss(avg_non_ignore=False) (conv_seg): Conv2d(3200, 150, kernel_size=(1, 1), stride=(1, 1)) (convs): Identity() (norm): SyncBatchNorm(3200, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) ) init_cfg={'type': 'Normal', 'std': 0.01, 'override': {'name': 'conv_seg'}} ) 2023-11-30 18:28:30,423 - mmseg - INFO - Loaded 20210 images 2023-11-30 18:28:42,379 - mmseg - INFO - {'num_layers': 48, 'layer_decay_rate': 1.0} 2023-11-30 18:28:42,379 - mmseg - INFO - Build LayerDecayOptimizerConstructor 1.000000 - 50 2023-11-30 18:28:42,382 - mmseg - INFO - Param groups = { "layer_49_decay": { "param_names": [ "decode_head.conv_seg.weight" ], "lr_scale": 1.0, "lr": 4e-05, "weight_decay": 0.0 }, "layer_49_no_decay": { "param_names": [ "decode_head.conv_seg.bias", "decode_head.norm.weight", "decode_head.norm.bias" ], "lr_scale": 1.0, "lr": 4e-05, "weight_decay": 0.0 } } 2023-11-30 18:28:42,492 - mmseg - INFO - Loaded 2000 images 2023-11-30 18:28:42,493 - mmseg - INFO - Start running, host: wangwenhai@SH-IDC1-10-140-37-146, work_dir: /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen 2023-11-30 18:28:42,493 - mmseg - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) PolyLrUpdaterHook (49 ) ToBFloat16Hook (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook (VERY_LOW ) TensorboardLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook (VERY_LOW ) TensorboardLoggerHook -------------------- before_train_iter: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook -------------------- after_train_iter: (ABOVE_NORMAL) OptimizerHook (NORMAL ) CheckpointHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook (VERY_LOW ) TensorboardLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook (VERY_LOW ) TensorboardLoggerHook -------------------- before_val_epoch: (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook (VERY_LOW ) TensorboardLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook (VERY_LOW ) TensorboardLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook (VERY_LOW ) TensorboardLoggerHook -------------------- 2023-11-30 18:28:42,493 - mmseg - INFO - workflow: [('train', 1)], max: 80000 iters 2023-11-30 18:28:42,498 - mmseg - INFO - Checkpoints will be saved to /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen by HardDiskBackend. 2023-11-30 18:29:33,746 - mmseg - INFO - Iter [50/80000] lr: 1.306e-06, eta: 6:08:24, time: 0.276, data_time: 0.011, memory: 12239, decode.loss_ce: 4.1366, decode.acc_seg: 0.6805, loss: 4.1366 2023-11-30 18:29:44,284 - mmseg - INFO - Iter [100/80000] lr: 2.637e-06, eta: 5:24:25, time: 0.211, data_time: 0.007, memory: 12239, decode.loss_ce: 4.1334, decode.acc_seg: 0.7063, loss: 4.1334 2023-11-30 18:29:54,851 - mmseg - INFO - Iter [150/80000] lr: 3.966e-06, eta: 5:09:53, time: 0.211, data_time: 0.007, memory: 12239, decode.loss_ce: 4.0885, decode.acc_seg: 0.7740, loss: 4.0885 2023-11-30 18:30:05,455 - mmseg - INFO - Iter [200/80000] lr: 5.294e-06, eta: 5:02:47, time: 0.212, data_time: 0.007, memory: 12239, decode.loss_ce: 4.0995, decode.acc_seg: 1.1291, loss: 4.0995 2023-11-30 18:30:16,060 - mmseg - INFO - Iter [250/80000] lr: 6.619e-06, eta: 4:58:27, time: 0.212, data_time: 0.007, memory: 12239, decode.loss_ce: 4.0159, decode.acc_seg: 1.5698, loss: 4.0159 2023-11-30 18:30:26,671 - mmseg - INFO - Iter [300/80000] lr: 7.944e-06, eta: 4:55:32, time: 0.212, data_time: 0.007, memory: 12239, decode.loss_ce: 3.9993, decode.acc_seg: 2.1795, loss: 3.9993 2023-11-30 18:30:37,303 - mmseg - INFO - Iter [350/80000] lr: 9.266e-06, eta: 4:53:29, time: 0.213, data_time: 0.007, memory: 12239, decode.loss_ce: 3.9000, decode.acc_seg: 3.5749, loss: 3.9000 2023-11-30 18:30:47,927 - mmseg - INFO - Iter [400/80000] lr: 1.059e-05, eta: 4:51:52, time: 0.212, data_time: 0.007, memory: 12239, decode.loss_ce: 3.8716, decode.acc_seg: 5.8398, loss: 3.8716 2023-11-30 18:30:58,540 - mmseg - INFO - Iter [450/80000] lr: 1.191e-05, eta: 4:50:33, time: 0.212, data_time: 0.007, memory: 12239, decode.loss_ce: 3.8386, decode.acc_seg: 9.4634, loss: 3.8386 2023-11-30 18:31:09,158 - mmseg - INFO - Iter [500/80000] lr: 1.322e-05, eta: 4:49:28, time: 0.212, data_time: 0.006, memory: 12239, decode.loss_ce: 3.7326, decode.acc_seg: 12.8608, loss: 3.7326 2023-11-30 18:31:19,780 - mmseg - INFO - Iter [550/80000] lr: 1.454e-05, eta: 4:48:33, time: 0.212, data_time: 0.006, memory: 12239, decode.loss_ce: 3.6622, decode.acc_seg: 18.2326, loss: 3.6622 2023-11-30 18:31:30,389 - mmseg - INFO - Iter [600/80000] lr: 1.585e-05, eta: 4:47:44, time: 0.212, data_time: 0.006, memory: 12239, decode.loss_ce: 3.5037, decode.acc_seg: 24.2712, loss: 3.5037 2023-11-30 18:31:40,988 - mmseg - INFO - Iter [650/80000] lr: 1.717e-05, eta: 4:47:00, time: 0.212, data_time: 0.006, memory: 12239, decode.loss_ce: 3.4494, decode.acc_seg: 29.5877, loss: 3.4494 2023-11-30 18:31:51,588 - mmseg - INFO - Iter [700/80000] lr: 1.848e-05, eta: 4:46:21, time: 0.212, data_time: 0.006, memory: 12239, decode.loss_ce: 3.3130, decode.acc_seg: 34.3310, loss: 3.3130 2023-11-30 18:32:02,182 - mmseg - INFO - Iter [750/80000] lr: 1.979e-05, eta: 4:45:45, time: 0.212, data_time: 0.006, memory: 12239, decode.loss_ce: 3.2422, decode.acc_seg: 39.8432, loss: 3.2422 2023-11-30 18:32:12,766 - mmseg - INFO - Iter [800/80000] lr: 2.109e-05, eta: 4:45:11, time: 0.212, data_time: 0.006, memory: 12239, decode.loss_ce: 3.1267, decode.acc_seg: 42.3407, loss: 3.1267 2023-11-30 18:32:23,343 - mmseg - INFO - Iter [850/80000] lr: 2.240e-05, eta: 4:44:39, time: 0.212, data_time: 0.006, memory: 12239, decode.loss_ce: 3.0109, decode.acc_seg: 45.7465, loss: 3.0109 2023-11-30 18:32:33,907 - mmseg - INFO - Iter [900/80000] lr: 2.370e-05, eta: 4:44:08, time: 0.211, data_time: 0.006, memory: 12239, decode.loss_ce: 2.8795, decode.acc_seg: 49.4472, loss: 2.8795 2023-11-30 18:32:44,464 - mmseg - INFO - Iter [950/80000] lr: 2.501e-05, eta: 4:43:39, time: 0.211, data_time: 0.006, memory: 12239, decode.loss_ce: 2.7826, decode.acc_seg: 51.0003, loss: 2.7826 2023-11-30 18:32:54,995 - mmseg - INFO - Saving checkpoint at 1000 iterations 2023-11-30 18:33:28,223 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 18:33:28,223 - mmseg - INFO - Iter [1000/80000] lr: 2.631e-05, eta: 5:26:56, time: 0.875, data_time: 0.007, memory: 12239, decode.loss_ce: 2.6352, decode.acc_seg: 53.2869, loss: 2.6352 2023-11-30 18:34:53,644 - mmseg - INFO - per class results: 2023-11-30 18:34:53,651 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 43.93 | 52.74 | | building | 61.24 | 73.95 | | sky | 43.34 | 70.97 | | floor | 47.31 | 62.01 | | tree | 48.46 | 61.68 | | ceiling | 45.54 | 58.71 | | road | 52.12 | 70.35 | | bed | 63.09 | 84.51 | | windowpane | 40.19 | 70.71 | | grass | 36.95 | 47.78 | | cabinet | 40.95 | 59.0 | | sidewalk | 36.35 | 57.32 | | person | 47.79 | 84.94 | | earth | 18.48 | 24.9 | | door | 27.13 | 35.4 | | table | 31.52 | 52.06 | | mountain | 33.62 | 47.3 | | plant | 31.63 | 38.21 | | curtain | 46.7 | 58.85 | | chair | 39.57 | 63.04 | | car | 41.81 | 92.68 | | water | 20.94 | 28.46 | | painting | 26.79 | 89.5 | | sofa | 47.97 | 68.07 | | shelf | 22.38 | 37.94 | | house | 17.76 | 28.79 | | sea | 25.42 | 34.39 | | mirror | 27.64 | 38.78 | | rug | 34.47 | 44.91 | | field | 15.57 | 22.59 | | armchair | 23.5 | 39.45 | | seat | 28.73 | 42.14 | | fence | 18.64 | 31.14 | | desk | 22.22 | 40.74 | | rock | 19.69 | 32.45 | | wardrobe | 27.31 | 33.55 | | lamp | 35.24 | 72.56 | | bathtub | 40.54 | 55.57 | | railing | 15.75 | 26.02 | | cushion | 38.65 | 69.31 | | base | 5.07 | 6.55 | | box | 7.71 | 13.09 | | column | 14.38 | 18.87 | | signboard | 15.6 | 42.52 | | chest of drawers | 22.9 | 46.55 | | counter | 20.07 | 33.85 | | sand | 15.5 | 18.62 | | sink | 36.41 | 77.57 | | skyscraper | 24.29 | 38.33 | | fireplace | 42.03 | 80.3 | | refrigerator | 34.64 | 46.49 | | grandstand | 21.71 | 40.33 | | path | 4.43 | 5.49 | | stairs | 8.17 | 10.13 | | runway | 30.74 | 49.78 | | case | 12.5 | 16.45 | | pool table | 39.05 | 84.9 | | pillow | 31.1 | 36.57 | | screen door | 33.22 | 45.24 | | stairway | 24.08 | 52.78 | | river | 9.22 | 28.83 | | bridge | 12.6 | 21.71 | | bookcase | 11.69 | 18.49 | | blind | 10.86 | 12.3 | | coffee table | 36.41 | 72.26 | | toilet | 47.75 | 85.27 | | flower | 20.99 | 50.29 | | book | 22.83 | 52.27 | | hill | 1.59 | 2.84 | | bench | 19.64 | 45.12 | | countertop | 24.37 | 41.22 | | stove | 41.35 | 71.5 | | palm | 24.66 | 58.71 | | kitchen island | 3.53 | 6.11 | | computer | 38.04 | 77.52 | | swivel chair | 19.54 | 36.48 | | boat | 9.84 | 16.03 | | bar | 15.43 | 20.74 | | arcade machine | 24.1 | 53.35 | | hovel | 1.57 | 2.38 | | bus | 26.13 | 36.86 | | towel | 32.17 | 74.17 | | light | 22.42 | 39.73 | | truck | 2.46 | 6.69 | | tower | 3.58 | 8.77 | | chandelier | 29.61 | 85.74 | | awning | 13.52 | 24.61 | | streetlight | 13.29 | 41.72 | | booth | 3.85 | 5.72 | | television receiver | 38.35 | 71.62 | | airplane | 11.41 | 24.69 | | dirt track | 0.05 | 0.14 | | apparel | 12.64 | 23.05 | | pole | 4.41 | 5.83 | | land | 0.5 | 0.74 | | bannister | 1.92 | 3.38 | | escalator | 23.68 | 38.68 | | ottoman | 8.03 | 12.1 | | bottle | 10.09 | 19.38 | | buffet | 11.0 | 14.19 | | poster | 0.12 | 0.17 | | stage | 6.18 | 24.72 | | van | 4.4 | 8.74 | | ship | 4.99 | 8.42 | | fountain | 2.94 | 3.96 | | conveyer belt | 44.74 | 87.67 | | canopy | 8.32 | 12.32 | | washer | 32.59 | 40.02 | | plaything | 1.84 | 3.61 | | swimming pool | 5.42 | 9.52 | | stool | 16.24 | 24.5 | | barrel | 1.67 | 62.9 | | basket | 20.54 | 34.69 | | waterfall | 27.78 | 59.67 | | tent | 32.85 | 82.1 | | bag | 2.05 | 2.65 | | minibike | 22.24 | 35.09 | | cradle | 30.04 | 70.17 | | oven | 15.82 | 25.59 | | ball | 16.09 | 55.54 | | food | 13.0 | 17.5 | | step | 0.07 | 0.08 | | tank | 11.57 | 18.86 | | trade name | 4.63 | 7.44 | | microwave | 44.47 | 59.79 | | pot | 26.41 | 38.67 | | animal | 2.04 | 2.86 | | bicycle | 22.56 | 57.79 | | lake | 0.01 | 0.02 | | dishwasher | 7.67 | 12.38 | | screen | 28.55 | 51.14 | | blanket | 0.84 | 1.01 | | sculpture | 3.04 | 5.77 | | hood | 17.52 | 25.28 | | sconce | 10.82 | 20.67 | | vase | 7.77 | 15.86 | | traffic light | 14.06 | 34.55 | | tray | 0.22 | 0.4 | | ashcan | 16.32 | 36.2 | | fan | 27.32 | 72.26 | | pier | 7.51 | 24.8 | | crt screen | 0.1 | 0.17 | | plate | 20.07 | 31.67 | | monitor | 0.54 | 0.68 | | bulletin board | 3.4 | 5.82 | | shower | 0.63 | 5.4 | | radiator | 36.15 | 55.1 | | glass | 0.86 | 1.23 | | clock | 8.35 | 14.77 | | flag | 19.79 | 34.56 | +---------------------+-------+-------+ 2023-11-30 18:34:53,652 - mmseg - INFO - Summary: 2023-11-30 18:34:53,652 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 57.72 | 20.99 | 36.56 | +-------+-------+-------+ 2023-11-30 18:35:29,332 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_1000.pth. 2023-11-30 18:35:29,332 - mmseg - INFO - Best aAcc is 0.5772 at 1000 iter. 2023-11-30 18:35:29,333 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 18:35:29,333 - mmseg - INFO - Iter(val) [250] aAcc: 0.5772, mIoU: 0.2099, mAcc: 0.3656, IoU.wall: 0.4393, IoU.building: 0.6124, IoU.sky: 0.4334, IoU.floor: 0.4731, IoU.tree: 0.4846, IoU.ceiling: 0.4554, IoU.road: 0.5212, IoU.bed : 0.6309, IoU.windowpane: 0.4019, IoU.grass: 0.3695, IoU.cabinet: 0.4095, IoU.sidewalk: 0.3635, IoU.person: 0.4779, IoU.earth: 0.1848, IoU.door: 0.2713, IoU.table: 0.3152, IoU.mountain: 0.3362, IoU.plant: 0.3163, IoU.curtain: 0.4670, IoU.chair: 0.3957, IoU.car: 0.4181, IoU.water: 0.2094, IoU.painting: 0.2679, IoU.sofa: 0.4797, IoU.shelf: 0.2238, IoU.house: 0.1776, IoU.sea: 0.2542, IoU.mirror: 0.2764, IoU.rug: 0.3447, IoU.field: 0.1557, IoU.armchair: 0.2350, IoU.seat: 0.2873, IoU.fence: 0.1864, IoU.desk: 0.2222, IoU.rock: 0.1969, IoU.wardrobe: 0.2731, IoU.lamp: 0.3524, IoU.bathtub: 0.4054, IoU.railing: 0.1575, IoU.cushion: 0.3865, IoU.base: 0.0507, IoU.box: 0.0771, IoU.column: 0.1438, IoU.signboard: 0.1560, IoU.chest of drawers: 0.2290, IoU.counter: 0.2007, IoU.sand: 0.1550, IoU.sink: 0.3641, IoU.skyscraper: 0.2429, IoU.fireplace: 0.4203, IoU.refrigerator: 0.3464, IoU.grandstand: 0.2171, IoU.path: 0.0443, IoU.stairs: 0.0817, IoU.runway: 0.3074, IoU.case: 0.1250, IoU.pool table: 0.3905, IoU.pillow: 0.3110, IoU.screen door: 0.3322, IoU.stairway: 0.2408, IoU.river: 0.0922, IoU.bridge: 0.1260, IoU.bookcase: 0.1169, IoU.blind: 0.1086, IoU.coffee table: 0.3641, IoU.toilet: 0.4775, IoU.flower: 0.2099, IoU.book: 0.2283, IoU.hill: 0.0159, IoU.bench: 0.1964, IoU.countertop: 0.2437, IoU.stove: 0.4135, IoU.palm: 0.2466, IoU.kitchen island: 0.0353, IoU.computer: 0.3804, IoU.swivel chair: 0.1954, IoU.boat: 0.0984, IoU.bar: 0.1543, IoU.arcade machine: 0.2410, IoU.hovel: 0.0157, IoU.bus: 0.2613, IoU.towel: 0.3217, IoU.light: 0.2242, IoU.truck: 0.0246, IoU.tower: 0.0358, IoU.chandelier: 0.2961, IoU.awning: 0.1352, IoU.streetlight: 0.1329, IoU.booth: 0.0385, IoU.television receiver: 0.3835, IoU.airplane: 0.1141, IoU.dirt track: 0.0005, IoU.apparel: 0.1264, IoU.pole: 0.0441, IoU.land: 0.0050, IoU.bannister: 0.0192, IoU.escalator: 0.2368, IoU.ottoman: 0.0803, IoU.bottle: 0.1009, IoU.buffet: 0.1100, IoU.poster: 0.0012, IoU.stage: 0.0618, IoU.van: 0.0440, IoU.ship: 0.0499, IoU.fountain: 0.0294, IoU.conveyer belt: 0.4474, IoU.canopy: 0.0832, IoU.washer: 0.3259, IoU.plaything: 0.0184, IoU.swimming pool: 0.0542, IoU.stool: 0.1624, IoU.barrel: 0.0167, IoU.basket: 0.2054, IoU.waterfall: 0.2778, IoU.tent: 0.3285, IoU.bag: 0.0205, IoU.minibike: 0.2224, IoU.cradle: 0.3004, IoU.oven: 0.1582, IoU.ball: 0.1609, IoU.food: 0.1300, IoU.step: 0.0007, IoU.tank: 0.1157, IoU.trade name: 0.0463, IoU.microwave: 0.4447, IoU.pot: 0.2641, IoU.animal: 0.0204, IoU.bicycle: 0.2256, IoU.lake: 0.0001, IoU.dishwasher: 0.0767, IoU.screen: 0.2855, IoU.blanket: 0.0084, IoU.sculpture: 0.0304, IoU.hood: 0.1752, IoU.sconce: 0.1082, IoU.vase: 0.0777, IoU.traffic light: 0.1406, IoU.tray: 0.0022, IoU.ashcan: 0.1632, IoU.fan: 0.2732, IoU.pier: 0.0751, IoU.crt screen: 0.0010, IoU.plate: 0.2007, IoU.monitor: 0.0054, IoU.bulletin board: 0.0340, IoU.shower: 0.0063, IoU.radiator: 0.3615, IoU.glass: 0.0086, IoU.clock: 0.0835, IoU.flag: 0.1979, Acc.wall: 0.5274, Acc.building: 0.7395, Acc.sky: 0.7097, Acc.floor: 0.6201, Acc.tree: 0.6168, Acc.ceiling: 0.5871, Acc.road: 0.7035, Acc.bed : 0.8451, Acc.windowpane: 0.7071, Acc.grass: 0.4778, Acc.cabinet: 0.5900, Acc.sidewalk: 0.5732, Acc.person: 0.8494, Acc.earth: 0.2490, Acc.door: 0.3540, Acc.table: 0.5206, Acc.mountain: 0.4730, Acc.plant: 0.3821, Acc.curtain: 0.5885, Acc.chair: 0.6304, Acc.car: 0.9268, Acc.water: 0.2846, Acc.painting: 0.8950, Acc.sofa: 0.6807, Acc.shelf: 0.3794, Acc.house: 0.2879, Acc.sea: 0.3439, Acc.mirror: 0.3878, Acc.rug: 0.4491, Acc.field: 0.2259, Acc.armchair: 0.3945, Acc.seat: 0.4214, Acc.fence: 0.3114, Acc.desk: 0.4074, Acc.rock: 0.3245, Acc.wardrobe: 0.3355, Acc.lamp: 0.7256, Acc.bathtub: 0.5557, Acc.railing: 0.2602, Acc.cushion: 0.6931, Acc.base: 0.0655, Acc.box: 0.1309, Acc.column: 0.1887, Acc.signboard: 0.4252, Acc.chest of drawers: 0.4655, Acc.counter: 0.3385, Acc.sand: 0.1862, Acc.sink: 0.7757, Acc.skyscraper: 0.3833, Acc.fireplace: 0.8030, Acc.refrigerator: 0.4649, Acc.grandstand: 0.4033, Acc.path: 0.0549, Acc.stairs: 0.1013, Acc.runway: 0.4978, Acc.case: 0.1645, Acc.pool table: 0.8490, Acc.pillow: 0.3657, Acc.screen door: 0.4524, Acc.stairway: 0.5278, Acc.river: 0.2883, Acc.bridge: 0.2171, Acc.bookcase: 0.1849, Acc.blind: 0.1230, Acc.coffee table: 0.7226, Acc.toilet: 0.8527, Acc.flower: 0.5029, Acc.book: 0.5227, Acc.hill: 0.0284, Acc.bench: 0.4512, Acc.countertop: 0.4122, Acc.stove: 0.7150, Acc.palm: 0.5871, Acc.kitchen island: 0.0611, Acc.computer: 0.7752, Acc.swivel chair: 0.3648, Acc.boat: 0.1603, Acc.bar: 0.2074, Acc.arcade machine: 0.5335, Acc.hovel: 0.0238, Acc.bus: 0.3686, Acc.towel: 0.7417, Acc.light: 0.3973, Acc.truck: 0.0669, Acc.tower: 0.0877, Acc.chandelier: 0.8574, Acc.awning: 0.2461, Acc.streetlight: 0.4172, Acc.booth: 0.0572, Acc.television receiver: 0.7162, Acc.airplane: 0.2469, Acc.dirt track: 0.0014, Acc.apparel: 0.2305, Acc.pole: 0.0583, Acc.land: 0.0074, Acc.bannister: 0.0338, Acc.escalator: 0.3868, Acc.ottoman: 0.1210, Acc.bottle: 0.1938, Acc.buffet: 0.1419, Acc.poster: 0.0017, Acc.stage: 0.2472, Acc.van: 0.0874, Acc.ship: 0.0842, Acc.fountain: 0.0396, Acc.conveyer belt: 0.8767, Acc.canopy: 0.1232, Acc.washer: 0.4002, Acc.plaything: 0.0361, Acc.swimming pool: 0.0952, Acc.stool: 0.2450, Acc.barrel: 0.6290, Acc.basket: 0.3469, Acc.waterfall: 0.5967, Acc.tent: 0.8210, Acc.bag: 0.0265, Acc.minibike: 0.3509, Acc.cradle: 0.7017, Acc.oven: 0.2559, Acc.ball: 0.5554, Acc.food: 0.1750, Acc.step: 0.0008, Acc.tank: 0.1886, Acc.trade name: 0.0744, Acc.microwave: 0.5979, Acc.pot: 0.3867, Acc.animal: 0.0286, Acc.bicycle: 0.5779, Acc.lake: 0.0002, Acc.dishwasher: 0.1238, Acc.screen: 0.5114, Acc.blanket: 0.0101, Acc.sculpture: 0.0577, Acc.hood: 0.2528, Acc.sconce: 0.2067, Acc.vase: 0.1586, Acc.traffic light: 0.3455, Acc.tray: 0.0040, Acc.ashcan: 0.3620, Acc.fan: 0.7226, Acc.pier: 0.2480, Acc.crt screen: 0.0017, Acc.plate: 0.3167, Acc.monitor: 0.0068, Acc.bulletin board: 0.0582, Acc.shower: 0.0540, Acc.radiator: 0.5510, Acc.glass: 0.0123, Acc.clock: 0.1477, Acc.flag: 0.3456 2023-11-30 18:35:40,367 - mmseg - INFO - Iter [1050/80000] lr: 2.761e-05, eta: 7:56:45, time: 2.643, data_time: 2.440, memory: 14238, decode.loss_ce: 2.5345, decode.acc_seg: 53.8364, loss: 2.5345 2023-11-30 18:35:50,864 - mmseg - INFO - Iter [1100/80000] lr: 2.890e-05, eta: 7:47:20, time: 0.210, data_time: 0.007, memory: 14238, decode.loss_ce: 2.4309, decode.acc_seg: 55.0529, loss: 2.4309 2023-11-30 18:36:01,405 - mmseg - INFO - Iter [1150/80000] lr: 3.020e-05, eta: 7:38:47, time: 0.211, data_time: 0.007, memory: 14238, decode.loss_ce: 2.3473, decode.acc_seg: 56.4684, loss: 2.3473 2023-11-30 18:36:11,963 - mmseg - INFO - Iter [1200/80000] lr: 3.149e-05, eta: 7:30:57, time: 0.211, data_time: 0.007, memory: 14238, decode.loss_ce: 2.1662, decode.acc_seg: 58.6603, loss: 2.1662 2023-11-30 18:36:22,522 - mmseg - INFO - Iter [1250/80000] lr: 3.279e-05, eta: 7:23:43, time: 0.211, data_time: 0.007, memory: 14238, decode.loss_ce: 2.0943, decode.acc_seg: 58.8741, loss: 2.0943 2023-11-30 18:36:35,397 - mmseg - INFO - Iter [1300/80000] lr: 3.408e-05, eta: 7:19:22, time: 0.258, data_time: 0.053, memory: 14238, decode.loss_ce: 1.9853, decode.acc_seg: 59.1317, loss: 1.9853 2023-11-30 18:36:45,950 - mmseg - INFO - Iter [1350/80000] lr: 3.537e-05, eta: 7:13:04, time: 0.211, data_time: 0.006, memory: 14238, decode.loss_ce: 1.9427, decode.acc_seg: 60.8115, loss: 1.9427 2023-11-30 18:36:56,513 - mmseg - INFO - Iter [1400/80000] lr: 3.665e-05, eta: 7:07:14, time: 0.211, data_time: 0.006, memory: 14238, decode.loss_ce: 1.8436, decode.acc_seg: 61.6700, loss: 1.8436 2023-11-30 18:37:07,089 - mmseg - INFO - Iter [1450/80000] lr: 3.794e-05, eta: 7:01:47, time: 0.212, data_time: 0.006, memory: 14238, decode.loss_ce: 1.7575, decode.acc_seg: 61.1734, loss: 1.7575 2023-11-30 18:37:17,661 - mmseg - INFO - Iter [1500/80000] lr: 3.922e-05, eta: 6:56:41, time: 0.211, data_time: 0.006, memory: 14238, decode.loss_ce: 1.6850, decode.acc_seg: 62.4762, loss: 1.6850 2023-11-30 18:37:28,239 - mmseg - INFO - Iter [1550/80000] lr: 3.923e-05, eta: 6:51:54, time: 0.212, data_time: 0.006, memory: 14238, decode.loss_ce: 1.5840, decode.acc_seg: 63.7225, loss: 1.5840 2023-11-30 18:37:38,820 - mmseg - INFO - Iter [1600/80000] lr: 3.920e-05, eta: 6:47:25, time: 0.212, data_time: 0.006, memory: 14238, decode.loss_ce: 1.5522, decode.acc_seg: 62.9262, loss: 1.5522 2023-11-30 18:37:49,410 - mmseg - INFO - Iter [1650/80000] lr: 3.918e-05, eta: 6:43:12, time: 0.212, data_time: 0.006, memory: 14238, decode.loss_ce: 1.4946, decode.acc_seg: 64.3506, loss: 1.4946 2023-11-30 18:37:59,998 - mmseg - INFO - Iter [1700/80000] lr: 3.915e-05, eta: 6:39:13, time: 0.212, data_time: 0.006, memory: 14238, decode.loss_ce: 1.4282, decode.acc_seg: 64.2317, loss: 1.4282 2023-11-30 18:38:10,580 - mmseg - INFO - Iter [1750/80000] lr: 3.913e-05, eta: 6:35:27, time: 0.212, data_time: 0.006, memory: 14238, decode.loss_ce: 1.4539, decode.acc_seg: 63.9567, loss: 1.4539 2023-11-30 18:38:21,170 - mmseg - INFO - Iter [1800/80000] lr: 3.910e-05, eta: 6:31:53, time: 0.212, data_time: 0.006, memory: 14238, decode.loss_ce: 1.3598, decode.acc_seg: 64.9283, loss: 1.3598 2023-11-30 18:38:31,758 - mmseg - INFO - Iter [1850/80000] lr: 3.908e-05, eta: 6:28:31, time: 0.212, data_time: 0.006, memory: 14238, decode.loss_ce: 1.3715, decode.acc_seg: 64.8107, loss: 1.3715 2023-11-30 18:38:42,351 - mmseg - INFO - Iter [1900/80000] lr: 3.905e-05, eta: 6:25:18, time: 0.212, data_time: 0.006, memory: 14238, decode.loss_ce: 1.3048, decode.acc_seg: 65.1189, loss: 1.3048 2023-11-30 18:38:52,946 - mmseg - INFO - Iter [1950/80000] lr: 3.903e-05, eta: 6:22:15, time: 0.212, data_time: 0.006, memory: 14238, decode.loss_ce: 1.2895, decode.acc_seg: 65.0395, loss: 1.2895 2023-11-30 18:39:03,522 - mmseg - INFO - Saving checkpoint at 2000 iterations 2023-11-30 18:39:37,783 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 18:39:37,784 - mmseg - INFO - Iter [2000/80000] lr: 3.900e-05, eta: 6:41:37, time: 0.897, data_time: 0.006, memory: 14238, decode.loss_ce: 1.3219, decode.acc_seg: 65.0776, loss: 1.3219 2023-11-30 18:40:28,108 - mmseg - INFO - per class results: 2023-11-30 18:40:28,115 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 56.84 | 73.41 | | building | 67.11 | 87.03 | | sky | 57.4 | 84.36 | | floor | 58.24 | 74.14 | | tree | 55.13 | 71.48 | | ceiling | 60.83 | 74.67 | | road | 63.53 | 79.5 | | bed | 70.43 | 88.38 | | windowpane | 47.82 | 66.03 | | grass | 50.22 | 62.11 | | cabinet | 47.42 | 62.95 | | sidewalk | 43.54 | 56.88 | | person | 58.99 | 90.75 | | earth | 25.44 | 33.42 | | door | 31.21 | 37.57 | | table | 42.1 | 59.56 | | mountain | 42.91 | 54.51 | | plant | 38.95 | 46.72 | | curtain | 50.69 | 58.26 | | chair | 45.89 | 61.87 | | car | 62.48 | 89.96 | | water | 38.15 | 51.0 | | painting | 47.14 | 79.72 | | sofa | 55.91 | 68.81 | | shelf | 28.69 | 43.9 | | house | 28.18 | 44.6 | | sea | 36.85 | 44.88 | | mirror | 34.78 | 41.45 | | rug | 37.36 | 41.3 | | field | 23.81 | 32.57 | | armchair | 33.15 | 51.65 | | seat | 47.3 | 62.65 | | fence | 31.49 | 43.42 | | desk | 30.72 | 51.0 | | rock | 36.83 | 51.87 | | wardrobe | 34.71 | 40.13 | | lamp | 46.4 | 65.25 | | bathtub | 53.16 | 59.28 | | railing | 25.17 | 33.65 | | cushion | 51.13 | 65.44 | | base | 14.81 | 17.5 | | box | 19.4 | 26.15 | | column | 24.94 | 29.35 | | signboard | 21.78 | 41.14 | | chest of drawers | 31.87 | 45.43 | | counter | 26.51 | 32.68 | | sand | 32.07 | 34.5 | | sink | 56.93 | 73.14 | | skyscraper | 30.25 | 38.01 | | fireplace | 54.47 | 73.93 | | refrigerator | 44.48 | 49.57 | | grandstand | 34.36 | 48.71 | | path | 6.52 | 7.23 | | stairs | 14.5 | 15.76 | | runway | 45.86 | 60.74 | | case | 39.5 | 49.08 | | pool table | 63.21 | 87.91 | | pillow | 46.55 | 54.62 | | screen door | 39.31 | 44.62 | | stairway | 35.03 | 45.53 | | river | 12.75 | 16.77 | | bridge | 26.58 | 37.76 | | bookcase | 23.62 | 31.24 | | blind | 12.36 | 12.89 | | coffee table | 45.76 | 64.84 | | toilet | 67.24 | 83.63 | | flower | 34.65 | 55.1 | | book | 39.72 | 58.75 | | hill | 1.52 | 1.62 | | bench | 34.9 | 45.23 | | countertop | 41.68 | 54.51 | | stove | 59.65 | 74.35 | | palm | 39.49 | 57.36 | | kitchen island | 20.73 | 29.35 | | computer | 54.33 | 73.7 | | swivel chair | 33.01 | 45.15 | | boat | 40.0 | 55.77 | | bar | 24.54 | 26.41 | | arcade machine | 43.53 | 50.93 | | hovel | 0.56 | 0.62 | | bus | 54.53 | 67.83 | | towel | 53.63 | 71.62 | | light | 23.1 | 26.94 | | truck | 15.21 | 27.94 | | tower | 3.26 | 4.28 | | chandelier | 48.72 | 66.15 | | awning | 13.03 | 16.61 | | streetlight | 18.17 | 26.47 | | booth | 7.11 | 10.54 | | television receiver | 55.39 | 66.42 | | airplane | 35.84 | 65.14 | | dirt track | 0.05 | 0.05 | | apparel | 32.79 | 58.53 | | pole | 6.41 | 7.18 | | land | 2.11 | 2.13 | | bannister | 7.23 | 10.26 | | escalator | 36.64 | 45.7 | | ottoman | 23.04 | 27.27 | | bottle | 26.24 | 38.98 | | buffet | 23.71 | 28.47 | | poster | 0.98 | 1.08 | | stage | 9.87 | 17.96 | | van | 17.07 | 23.67 | | ship | 11.04 | 12.24 | | fountain | 10.74 | 12.05 | | conveyer belt | 60.53 | 85.99 | | canopy | 26.43 | 30.73 | | washer | 55.52 | 60.72 | | plaything | 18.64 | 40.15 | | swimming pool | 47.11 | 57.05 | | stool | 27.74 | 36.19 | | barrel | 21.84 | 63.22 | | basket | 29.65 | 40.39 | | waterfall | 42.65 | 56.83 | | tent | 58.13 | 91.32 | | bag | 10.93 | 12.52 | | minibike | 47.94 | 75.45 | | cradle | 53.56 | 79.64 | | oven | 33.24 | 37.59 | | ball | 40.89 | 67.07 | | food | 45.46 | 56.89 | | step | 0.28 | 0.28 | | tank | 36.41 | 44.16 | | trade name | 4.63 | 5.42 | | microwave | 58.4 | 67.46 | | pot | 31.49 | 35.9 | | animal | 30.29 | 38.67 | | bicycle | 43.79 | 82.1 | | lake | 0.0 | 0.0 | | dishwasher | 37.92 | 40.9 | | screen | 36.91 | 48.2 | | blanket | 3.56 | 3.84 | | sculpture | 28.55 | 41.69 | | hood | 34.93 | 38.39 | | sconce | 21.76 | 26.62 | | vase | 28.13 | 39.68 | | traffic light | 20.6 | 35.08 | | tray | 2.15 | 2.25 | | ashcan | 29.1 | 40.62 | | fan | 39.82 | 53.77 | | pier | 23.52 | 39.42 | | crt screen | 2.22 | 2.68 | | plate | 34.55 | 42.32 | | monitor | 4.04 | 4.35 | | bulletin board | 12.02 | 12.59 | | shower | 4.16 | 7.41 | | radiator | 46.38 | 55.25 | | glass | 9.1 | 9.45 | | clock | 15.49 | 17.7 | | flag | 33.45 | 46.78 | +---------------------+-------+-------+ 2023-11-30 18:40:28,116 - mmseg - INFO - Summary: 2023-11-30 18:40:28,117 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 68.77 | 33.11 | 44.32 | +-------+-------+-------+ 2023-11-30 18:40:29,448 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_1000.pth was removed 2023-11-30 18:41:07,282 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_2000.pth. 2023-11-30 18:41:07,283 - mmseg - INFO - Best aAcc is 0.6877 at 2000 iter. 2023-11-30 18:41:07,283 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 18:41:07,283 - mmseg - INFO - Iter(val) [250] aAcc: 0.6877, mIoU: 0.3311, mAcc: 0.4432, IoU.wall: 0.5684, IoU.building: 0.6711, IoU.sky: 0.5740, IoU.floor: 0.5824, IoU.tree: 0.5513, IoU.ceiling: 0.6083, IoU.road: 0.6353, IoU.bed : 0.7043, IoU.windowpane: 0.4782, IoU.grass: 0.5022, IoU.cabinet: 0.4742, IoU.sidewalk: 0.4354, IoU.person: 0.5899, IoU.earth: 0.2544, IoU.door: 0.3121, IoU.table: 0.4210, IoU.mountain: 0.4291, IoU.plant: 0.3895, IoU.curtain: 0.5069, IoU.chair: 0.4589, IoU.car: 0.6248, IoU.water: 0.3815, IoU.painting: 0.4714, IoU.sofa: 0.5591, IoU.shelf: 0.2869, IoU.house: 0.2818, IoU.sea: 0.3685, IoU.mirror: 0.3478, IoU.rug: 0.3736, IoU.field: 0.2381, IoU.armchair: 0.3315, IoU.seat: 0.4730, IoU.fence: 0.3149, IoU.desk: 0.3072, IoU.rock: 0.3683, IoU.wardrobe: 0.3471, IoU.lamp: 0.4640, IoU.bathtub: 0.5316, IoU.railing: 0.2517, IoU.cushion: 0.5113, IoU.base: 0.1481, IoU.box: 0.1940, IoU.column: 0.2494, IoU.signboard: 0.2178, IoU.chest of drawers: 0.3187, IoU.counter: 0.2651, IoU.sand: 0.3207, IoU.sink: 0.5693, IoU.skyscraper: 0.3025, IoU.fireplace: 0.5447, IoU.refrigerator: 0.4448, IoU.grandstand: 0.3436, IoU.path: 0.0652, IoU.stairs: 0.1450, IoU.runway: 0.4586, IoU.case: 0.3950, IoU.pool table: 0.6321, IoU.pillow: 0.4655, IoU.screen door: 0.3931, IoU.stairway: 0.3503, IoU.river: 0.1275, IoU.bridge: 0.2658, IoU.bookcase: 0.2362, IoU.blind: 0.1236, IoU.coffee table: 0.4576, IoU.toilet: 0.6724, IoU.flower: 0.3465, IoU.book: 0.3972, IoU.hill: 0.0152, IoU.bench: 0.3490, IoU.countertop: 0.4168, IoU.stove: 0.5965, IoU.palm: 0.3949, IoU.kitchen island: 0.2073, IoU.computer: 0.5433, IoU.swivel chair: 0.3301, IoU.boat: 0.4000, IoU.bar: 0.2454, IoU.arcade machine: 0.4353, IoU.hovel: 0.0056, IoU.bus: 0.5453, IoU.towel: 0.5363, IoU.light: 0.2310, IoU.truck: 0.1521, IoU.tower: 0.0326, IoU.chandelier: 0.4872, IoU.awning: 0.1303, IoU.streetlight: 0.1817, IoU.booth: 0.0711, IoU.television receiver: 0.5539, IoU.airplane: 0.3584, IoU.dirt track: 0.0005, IoU.apparel: 0.3279, IoU.pole: 0.0641, IoU.land: 0.0211, IoU.bannister: 0.0723, IoU.escalator: 0.3664, IoU.ottoman: 0.2304, IoU.bottle: 0.2624, IoU.buffet: 0.2371, IoU.poster: 0.0098, IoU.stage: 0.0987, IoU.van: 0.1707, IoU.ship: 0.1104, IoU.fountain: 0.1074, IoU.conveyer belt: 0.6053, IoU.canopy: 0.2643, IoU.washer: 0.5552, IoU.plaything: 0.1864, IoU.swimming pool: 0.4711, IoU.stool: 0.2774, IoU.barrel: 0.2184, IoU.basket: 0.2965, IoU.waterfall: 0.4265, IoU.tent: 0.5813, IoU.bag: 0.1093, IoU.minibike: 0.4794, IoU.cradle: 0.5356, IoU.oven: 0.3324, IoU.ball: 0.4089, IoU.food: 0.4546, IoU.step: 0.0028, IoU.tank: 0.3641, IoU.trade name: 0.0463, IoU.microwave: 0.5840, IoU.pot: 0.3149, IoU.animal: 0.3029, IoU.bicycle: 0.4379, IoU.lake: 0.0000, IoU.dishwasher: 0.3792, IoU.screen: 0.3691, IoU.blanket: 0.0356, IoU.sculpture: 0.2855, IoU.hood: 0.3493, IoU.sconce: 0.2176, IoU.vase: 0.2813, IoU.traffic light: 0.2060, IoU.tray: 0.0215, IoU.ashcan: 0.2910, IoU.fan: 0.3982, IoU.pier: 0.2352, IoU.crt screen: 0.0222, IoU.plate: 0.3455, IoU.monitor: 0.0404, IoU.bulletin board: 0.1202, IoU.shower: 0.0416, IoU.radiator: 0.4638, IoU.glass: 0.0910, IoU.clock: 0.1549, IoU.flag: 0.3345, Acc.wall: 0.7341, Acc.building: 0.8703, Acc.sky: 0.8436, Acc.floor: 0.7414, Acc.tree: 0.7148, Acc.ceiling: 0.7467, Acc.road: 0.7950, Acc.bed : 0.8838, Acc.windowpane: 0.6603, Acc.grass: 0.6211, Acc.cabinet: 0.6295, Acc.sidewalk: 0.5688, Acc.person: 0.9075, Acc.earth: 0.3342, Acc.door: 0.3757, Acc.table: 0.5956, Acc.mountain: 0.5451, Acc.plant: 0.4672, Acc.curtain: 0.5826, Acc.chair: 0.6187, Acc.car: 0.8996, Acc.water: 0.5100, Acc.painting: 0.7972, Acc.sofa: 0.6881, Acc.shelf: 0.4390, Acc.house: 0.4460, Acc.sea: 0.4488, Acc.mirror: 0.4145, Acc.rug: 0.4130, Acc.field: 0.3257, Acc.armchair: 0.5165, Acc.seat: 0.6265, Acc.fence: 0.4342, Acc.desk: 0.5100, Acc.rock: 0.5187, Acc.wardrobe: 0.4013, Acc.lamp: 0.6525, Acc.bathtub: 0.5928, Acc.railing: 0.3365, Acc.cushion: 0.6544, Acc.base: 0.1750, Acc.box: 0.2615, Acc.column: 0.2935, Acc.signboard: 0.4114, Acc.chest of drawers: 0.4543, Acc.counter: 0.3268, Acc.sand: 0.3450, Acc.sink: 0.7314, Acc.skyscraper: 0.3801, Acc.fireplace: 0.7393, Acc.refrigerator: 0.4957, Acc.grandstand: 0.4871, Acc.path: 0.0723, Acc.stairs: 0.1576, Acc.runway: 0.6074, Acc.case: 0.4908, Acc.pool table: 0.8791, Acc.pillow: 0.5462, Acc.screen door: 0.4462, Acc.stairway: 0.4553, Acc.river: 0.1677, Acc.bridge: 0.3776, Acc.bookcase: 0.3124, Acc.blind: 0.1289, Acc.coffee table: 0.6484, Acc.toilet: 0.8363, Acc.flower: 0.5510, Acc.book: 0.5875, Acc.hill: 0.0162, Acc.bench: 0.4523, Acc.countertop: 0.5451, Acc.stove: 0.7435, Acc.palm: 0.5736, Acc.kitchen island: 0.2935, Acc.computer: 0.7370, Acc.swivel chair: 0.4515, Acc.boat: 0.5577, Acc.bar: 0.2641, Acc.arcade machine: 0.5093, Acc.hovel: 0.0062, Acc.bus: 0.6783, Acc.towel: 0.7162, Acc.light: 0.2694, Acc.truck: 0.2794, Acc.tower: 0.0428, Acc.chandelier: 0.6615, Acc.awning: 0.1661, Acc.streetlight: 0.2647, Acc.booth: 0.1054, Acc.television receiver: 0.6642, Acc.airplane: 0.6514, Acc.dirt track: 0.0005, Acc.apparel: 0.5853, Acc.pole: 0.0718, Acc.land: 0.0213, Acc.bannister: 0.1026, Acc.escalator: 0.4570, Acc.ottoman: 0.2727, Acc.bottle: 0.3898, Acc.buffet: 0.2847, Acc.poster: 0.0108, Acc.stage: 0.1796, Acc.van: 0.2367, Acc.ship: 0.1224, Acc.fountain: 0.1205, Acc.conveyer belt: 0.8599, Acc.canopy: 0.3073, Acc.washer: 0.6072, Acc.plaything: 0.4015, Acc.swimming pool: 0.5705, Acc.stool: 0.3619, Acc.barrel: 0.6322, Acc.basket: 0.4039, Acc.waterfall: 0.5683, Acc.tent: 0.9132, Acc.bag: 0.1252, Acc.minibike: 0.7545, Acc.cradle: 0.7964, Acc.oven: 0.3759, Acc.ball: 0.6707, Acc.food: 0.5689, Acc.step: 0.0028, Acc.tank: 0.4416, Acc.trade name: 0.0542, Acc.microwave: 0.6746, Acc.pot: 0.3590, Acc.animal: 0.3867, Acc.bicycle: 0.8210, Acc.lake: 0.0000, Acc.dishwasher: 0.4090, Acc.screen: 0.4820, Acc.blanket: 0.0384, Acc.sculpture: 0.4169, Acc.hood: 0.3839, Acc.sconce: 0.2662, Acc.vase: 0.3968, Acc.traffic light: 0.3508, Acc.tray: 0.0225, Acc.ashcan: 0.4062, Acc.fan: 0.5377, Acc.pier: 0.3942, Acc.crt screen: 0.0268, Acc.plate: 0.4232, Acc.monitor: 0.0435, Acc.bulletin board: 0.1259, Acc.shower: 0.0741, Acc.radiator: 0.5525, Acc.glass: 0.0945, Acc.clock: 0.1770, Acc.flag: 0.4678 2023-11-30 18:41:18,341 - mmseg - INFO - Iter [2050/80000] lr: 3.898e-05, eta: 7:35:17, time: 2.011, data_time: 1.807, memory: 14238, decode.loss_ce: 1.2312, decode.acc_seg: 65.4907, loss: 1.2312 2023-11-30 18:41:28,941 - mmseg - INFO - Iter [2100/80000] lr: 3.895e-05, eta: 7:30:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 1.2218, decode.acc_seg: 66.8263, loss: 1.2218 2023-11-30 18:41:39,544 - mmseg - INFO - Iter [2150/80000] lr: 3.893e-05, eta: 7:26:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 1.2010, decode.acc_seg: 66.3883, loss: 1.2010 2023-11-30 18:41:50,154 - mmseg - INFO - Iter [2200/80000] lr: 3.890e-05, eta: 7:22:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 1.1738, decode.acc_seg: 67.1565, loss: 1.1738 2023-11-30 18:42:00,753 - mmseg - INFO - Iter [2250/80000] lr: 3.888e-05, eta: 7:18:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 1.1847, decode.acc_seg: 66.9487, loss: 1.1847 2023-11-30 18:42:11,352 - mmseg - INFO - Iter [2300/80000] lr: 3.885e-05, eta: 7:14:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 1.1487, decode.acc_seg: 67.0877, loss: 1.1487 2023-11-30 18:42:21,955 - mmseg - INFO - Iter [2350/80000] lr: 3.883e-05, eta: 7:10:40, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 1.1508, decode.acc_seg: 67.3925, loss: 1.1508 2023-11-30 18:42:32,557 - mmseg - INFO - Iter [2400/80000] lr: 3.880e-05, eta: 7:07:08, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 1.0552, decode.acc_seg: 69.2080, loss: 1.0552 2023-11-30 18:42:43,159 - mmseg - INFO - Iter [2450/80000] lr: 3.878e-05, eta: 7:03:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 1.0748, decode.acc_seg: 68.5646, loss: 1.0748 2023-11-30 18:42:53,761 - mmseg - INFO - Iter [2500/80000] lr: 3.875e-05, eta: 7:00:28, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 1.1129, decode.acc_seg: 67.4189, loss: 1.1129 2023-11-30 18:43:06,693 - mmseg - INFO - Iter [2550/80000] lr: 3.873e-05, eta: 6:58:30, time: 0.259, data_time: 0.051, memory: 14238, decode.loss_ce: 1.0885, decode.acc_seg: 67.3309, loss: 1.0885 2023-11-30 18:43:17,282 - mmseg - INFO - Iter [2600/80000] lr: 3.870e-05, eta: 6:55:27, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 1.0675, decode.acc_seg: 68.3435, loss: 1.0675 2023-11-30 18:43:27,878 - mmseg - INFO - Iter [2650/80000] lr: 3.868e-05, eta: 6:52:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 1.0319, decode.acc_seg: 69.1389, loss: 1.0319 2023-11-30 18:43:38,486 - mmseg - INFO - Iter [2700/80000] lr: 3.865e-05, eta: 6:49:40, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 1.0409, decode.acc_seg: 68.7241, loss: 1.0409 2023-11-30 18:43:49,085 - mmseg - INFO - Iter [2750/80000] lr: 3.863e-05, eta: 6:46:55, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.9873, decode.acc_seg: 70.0252, loss: 0.9873 2023-11-30 18:43:59,689 - mmseg - INFO - Iter [2800/80000] lr: 3.860e-05, eta: 6:44:16, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 1.0399, decode.acc_seg: 68.0984, loss: 1.0399 2023-11-30 18:44:10,296 - mmseg - INFO - Iter [2850/80000] lr: 3.858e-05, eta: 6:41:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 1.0472, decode.acc_seg: 68.3983, loss: 1.0472 2023-11-30 18:44:20,899 - mmseg - INFO - Iter [2900/80000] lr: 3.855e-05, eta: 6:39:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.9635, decode.acc_seg: 70.4190, loss: 0.9635 2023-11-30 18:44:31,508 - mmseg - INFO - Iter [2950/80000] lr: 3.853e-05, eta: 6:36:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 1.0063, decode.acc_seg: 69.3113, loss: 1.0063 2023-11-30 18:44:42,119 - mmseg - INFO - Saving checkpoint at 3000 iterations 2023-11-30 18:45:15,981 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 18:45:15,981 - mmseg - INFO - Iter [3000/80000] lr: 3.850e-05, eta: 6:48:59, time: 0.890, data_time: 0.007, memory: 14238, decode.loss_ce: 0.9858, decode.acc_seg: 69.7309, loss: 0.9858 2023-11-30 18:46:05,993 - mmseg - INFO - per class results: 2023-11-30 18:46:06,002 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 60.44 | 80.46 | | building | 71.8 | 88.71 | | sky | 69.06 | 88.96 | | floor | 62.8 | 79.39 | | tree | 59.51 | 75.69 | | ceiling | 65.62 | 77.76 | | road | 68.02 | 82.41 | | bed | 74.43 | 89.08 | | windowpane | 50.35 | 67.92 | | grass | 55.92 | 69.51 | | cabinet | 49.94 | 63.71 | | sidewalk | 46.74 | 60.33 | | person | 64.89 | 89.9 | | earth | 28.39 | 38.0 | | door | 32.95 | 39.75 | | table | 45.65 | 60.99 | | mountain | 47.27 | 60.81 | | plant | 43.5 | 53.22 | | curtain | 55.05 | 64.02 | | chair | 48.34 | 62.87 | | car | 68.3 | 88.97 | | water | 42.28 | 55.22 | | painting | 54.82 | 78.32 | | sofa | 58.63 | 75.66 | | shelf | 31.42 | 45.08 | | house | 33.23 | 46.65 | | sea | 43.88 | 55.56 | | mirror | 39.5 | 46.9 | | rug | 40.34 | 44.09 | | field | 26.89 | 39.81 | | armchair | 33.91 | 46.32 | | seat | 51.91 | 65.61 | | fence | 32.65 | 42.42 | | desk | 34.26 | 55.23 | | rock | 41.31 | 56.66 | | wardrobe | 39.05 | 47.02 | | lamp | 49.32 | 62.23 | | bathtub | 59.01 | 65.56 | | railing | 25.67 | 32.41 | | cushion | 52.79 | 66.45 | | base | 21.98 | 27.36 | | box | 22.45 | 27.66 | | column | 26.23 | 30.01 | | signboard | 23.65 | 36.9 | | chest of drawers | 34.12 | 43.84 | | counter | 26.51 | 32.7 | | sand | 37.94 | 40.79 | | sink | 60.67 | 70.31 | | skyscraper | 35.77 | 46.75 | | fireplace | 56.39 | 72.94 | | refrigerator | 46.33 | 51.24 | | grandstand | 41.49 | 62.4 | | path | 10.01 | 11.57 | | stairs | 16.65 | 17.94 | | runway | 51.92 | 66.94 | | case | 40.77 | 47.81 | | pool table | 69.54 | 87.87 | | pillow | 49.19 | 58.39 | | screen door | 39.43 | 43.78 | | stairway | 35.98 | 45.87 | | river | 12.64 | 16.81 | | bridge | 34.54 | 51.05 | | bookcase | 26.4 | 33.88 | | blind | 15.28 | 15.95 | | coffee table | 48.54 | 66.09 | | toilet | 70.26 | 82.15 | | flower | 34.08 | 51.35 | | book | 41.75 | 58.49 | | hill | 3.55 | 4.0 | | bench | 39.71 | 48.13 | | countertop | 43.26 | 56.4 | | stove | 62.46 | 73.26 | | palm | 41.65 | 60.71 | | kitchen island | 25.4 | 36.41 | | computer | 57.07 | 73.9 | | swivel chair | 29.6 | 34.77 | | boat | 47.82 | 69.91 | | bar | 27.45 | 29.22 | | arcade machine | 46.17 | 53.53 | | hovel | 8.04 | 9.3 | | bus | 60.7 | 72.0 | | towel | 56.34 | 71.68 | | light | 27.3 | 32.86 | | truck | 19.63 | 32.67 | | tower | 4.25 | 5.31 | | chandelier | 51.78 | 72.07 | | awning | 19.74 | 26.07 | | streetlight | 18.84 | 26.48 | | booth | 13.49 | 19.21 | | television receiver | 57.87 | 65.21 | | airplane | 46.12 | 63.65 | | dirt track | 7.13 | 7.6 | | apparel | 35.28 | 50.66 | | pole | 10.69 | 12.74 | | land | 6.6 | 6.82 | | bannister | 7.87 | 10.83 | | escalator | 33.87 | 39.83 | | ottoman | 31.44 | 39.81 | | bottle | 28.92 | 39.1 | | buffet | 25.4 | 29.41 | | poster | 1.21 | 1.35 | | stage | 10.5 | 17.0 | | van | 22.54 | 32.87 | | ship | 14.7 | 15.99 | | fountain | 8.98 | 9.54 | | conveyer belt | 60.72 | 87.3 | | canopy | 31.87 | 36.38 | | washer | 61.58 | 68.57 | | plaything | 22.56 | 43.38 | | swimming pool | 50.24 | 58.58 | | stool | 28.58 | 35.87 | | barrel | 34.69 | 62.07 | | basket | 30.5 | 39.72 | | waterfall | 42.5 | 57.6 | | tent | 65.02 | 91.48 | | bag | 15.0 | 18.26 | | minibike | 52.33 | 74.85 | | cradle | 61.16 | 86.72 | | oven | 38.68 | 45.62 | | ball | 50.16 | 56.37 | | food | 51.38 | 64.86 | | step | 0.59 | 0.62 | | tank | 40.0 | 49.66 | | trade name | 7.96 | 9.32 | | microwave | 60.27 | 68.4 | | pot | 30.86 | 34.49 | | animal | 42.55 | 56.15 | | bicycle | 51.03 | 76.42 | | lake | 1.62 | 1.79 | | dishwasher | 41.12 | 44.69 | | screen | 36.8 | 45.52 | | blanket | 7.12 | 8.0 | | sculpture | 30.43 | 36.46 | | hood | 40.88 | 45.5 | | sconce | 23.04 | 27.55 | | vase | 29.17 | 38.51 | | traffic light | 23.09 | 30.99 | | tray | 5.4 | 6.04 | | ashcan | 32.28 | 44.32 | | fan | 41.19 | 51.2 | | pier | 26.88 | 38.04 | | crt screen | 2.96 | 3.91 | | plate | 40.11 | 49.38 | | monitor | 2.29 | 2.4 | | bulletin board | 14.29 | 15.41 | | shower | 0.3 | 0.32 | | radiator | 47.31 | 54.72 | | glass | 12.9 | 13.74 | | clock | 20.85 | 24.77 | | flag | 32.59 | 39.94 | +---------------------+-------+-------+ 2023-11-30 18:46:06,002 - mmseg - INFO - Summary: 2023-11-30 18:46:06,002 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 72.59 | 36.58 | 46.7 | +-------+-------+------+ 2023-11-30 18:46:07,334 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_2000.pth was removed 2023-11-30 18:46:42,030 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_3000.pth. 2023-11-30 18:46:42,030 - mmseg - INFO - Best aAcc is 0.7259 at 3000 iter. 2023-11-30 18:46:42,031 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 18:46:42,031 - mmseg - INFO - Iter(val) [250] aAcc: 0.7259, mIoU: 0.3658, mAcc: 0.4670, IoU.wall: 0.6044, IoU.building: 0.7180, IoU.sky: 0.6906, IoU.floor: 0.6280, IoU.tree: 0.5951, IoU.ceiling: 0.6562, IoU.road: 0.6802, IoU.bed : 0.7443, IoU.windowpane: 0.5035, IoU.grass: 0.5592, IoU.cabinet: 0.4994, IoU.sidewalk: 0.4674, IoU.person: 0.6489, IoU.earth: 0.2839, IoU.door: 0.3295, IoU.table: 0.4565, IoU.mountain: 0.4727, IoU.plant: 0.4350, IoU.curtain: 0.5505, IoU.chair: 0.4834, IoU.car: 0.6830, IoU.water: 0.4228, IoU.painting: 0.5482, IoU.sofa: 0.5863, IoU.shelf: 0.3142, IoU.house: 0.3323, IoU.sea: 0.4388, IoU.mirror: 0.3950, IoU.rug: 0.4034, IoU.field: 0.2689, IoU.armchair: 0.3391, IoU.seat: 0.5191, IoU.fence: 0.3265, IoU.desk: 0.3426, IoU.rock: 0.4131, IoU.wardrobe: 0.3905, IoU.lamp: 0.4932, IoU.bathtub: 0.5901, IoU.railing: 0.2567, IoU.cushion: 0.5279, IoU.base: 0.2198, IoU.box: 0.2245, IoU.column: 0.2623, IoU.signboard: 0.2365, IoU.chest of drawers: 0.3412, IoU.counter: 0.2651, IoU.sand: 0.3794, IoU.sink: 0.6067, IoU.skyscraper: 0.3577, IoU.fireplace: 0.5639, IoU.refrigerator: 0.4633, IoU.grandstand: 0.4149, IoU.path: 0.1001, IoU.stairs: 0.1665, IoU.runway: 0.5192, IoU.case: 0.4077, IoU.pool table: 0.6954, IoU.pillow: 0.4919, IoU.screen door: 0.3943, IoU.stairway: 0.3598, IoU.river: 0.1264, IoU.bridge: 0.3454, IoU.bookcase: 0.2640, IoU.blind: 0.1528, IoU.coffee table: 0.4854, IoU.toilet: 0.7026, IoU.flower: 0.3408, IoU.book: 0.4175, IoU.hill: 0.0355, IoU.bench: 0.3971, IoU.countertop: 0.4326, IoU.stove: 0.6246, IoU.palm: 0.4165, IoU.kitchen island: 0.2540, IoU.computer: 0.5707, IoU.swivel chair: 0.2960, IoU.boat: 0.4782, IoU.bar: 0.2745, IoU.arcade machine: 0.4617, IoU.hovel: 0.0804, IoU.bus: 0.6070, IoU.towel: 0.5634, IoU.light: 0.2730, IoU.truck: 0.1963, IoU.tower: 0.0425, IoU.chandelier: 0.5178, IoU.awning: 0.1974, IoU.streetlight: 0.1884, IoU.booth: 0.1349, IoU.television receiver: 0.5787, IoU.airplane: 0.4612, IoU.dirt track: 0.0713, IoU.apparel: 0.3528, IoU.pole: 0.1069, IoU.land: 0.0660, IoU.bannister: 0.0787, IoU.escalator: 0.3387, IoU.ottoman: 0.3144, IoU.bottle: 0.2892, IoU.buffet: 0.2540, IoU.poster: 0.0121, IoU.stage: 0.1050, IoU.van: 0.2254, IoU.ship: 0.1470, IoU.fountain: 0.0898, IoU.conveyer belt: 0.6072, IoU.canopy: 0.3187, IoU.washer: 0.6158, IoU.plaything: 0.2256, IoU.swimming pool: 0.5024, IoU.stool: 0.2858, IoU.barrel: 0.3469, IoU.basket: 0.3050, IoU.waterfall: 0.4250, IoU.tent: 0.6502, IoU.bag: 0.1500, IoU.minibike: 0.5233, IoU.cradle: 0.6116, IoU.oven: 0.3868, IoU.ball: 0.5016, IoU.food: 0.5138, IoU.step: 0.0059, IoU.tank: 0.4000, IoU.trade name: 0.0796, IoU.microwave: 0.6027, IoU.pot: 0.3086, IoU.animal: 0.4255, IoU.bicycle: 0.5103, IoU.lake: 0.0162, IoU.dishwasher: 0.4112, IoU.screen: 0.3680, IoU.blanket: 0.0712, IoU.sculpture: 0.3043, IoU.hood: 0.4088, IoU.sconce: 0.2304, IoU.vase: 0.2917, IoU.traffic light: 0.2309, IoU.tray: 0.0540, IoU.ashcan: 0.3228, IoU.fan: 0.4119, IoU.pier: 0.2688, IoU.crt screen: 0.0296, IoU.plate: 0.4011, IoU.monitor: 0.0229, IoU.bulletin board: 0.1429, IoU.shower: 0.0030, IoU.radiator: 0.4731, IoU.glass: 0.1290, IoU.clock: 0.2085, IoU.flag: 0.3259, Acc.wall: 0.8046, Acc.building: 0.8871, Acc.sky: 0.8896, Acc.floor: 0.7939, Acc.tree: 0.7569, Acc.ceiling: 0.7776, Acc.road: 0.8241, Acc.bed : 0.8908, Acc.windowpane: 0.6792, Acc.grass: 0.6951, Acc.cabinet: 0.6371, Acc.sidewalk: 0.6033, Acc.person: 0.8990, Acc.earth: 0.3800, Acc.door: 0.3975, Acc.table: 0.6099, Acc.mountain: 0.6081, Acc.plant: 0.5322, Acc.curtain: 0.6402, Acc.chair: 0.6287, Acc.car: 0.8897, Acc.water: 0.5522, Acc.painting: 0.7832, Acc.sofa: 0.7566, Acc.shelf: 0.4508, Acc.house: 0.4665, Acc.sea: 0.5556, Acc.mirror: 0.4690, Acc.rug: 0.4409, Acc.field: 0.3981, Acc.armchair: 0.4632, Acc.seat: 0.6561, Acc.fence: 0.4242, Acc.desk: 0.5523, Acc.rock: 0.5666, Acc.wardrobe: 0.4702, Acc.lamp: 0.6223, Acc.bathtub: 0.6556, Acc.railing: 0.3241, Acc.cushion: 0.6645, Acc.base: 0.2736, Acc.box: 0.2766, Acc.column: 0.3001, Acc.signboard: 0.3690, Acc.chest of drawers: 0.4384, Acc.counter: 0.3270, Acc.sand: 0.4079, Acc.sink: 0.7031, Acc.skyscraper: 0.4675, Acc.fireplace: 0.7294, Acc.refrigerator: 0.5124, Acc.grandstand: 0.6240, Acc.path: 0.1157, Acc.stairs: 0.1794, Acc.runway: 0.6694, Acc.case: 0.4781, Acc.pool table: 0.8787, Acc.pillow: 0.5839, Acc.screen door: 0.4378, Acc.stairway: 0.4587, Acc.river: 0.1681, Acc.bridge: 0.5105, Acc.bookcase: 0.3388, Acc.blind: 0.1595, Acc.coffee table: 0.6609, Acc.toilet: 0.8215, Acc.flower: 0.5135, Acc.book: 0.5849, Acc.hill: 0.0400, Acc.bench: 0.4813, Acc.countertop: 0.5640, Acc.stove: 0.7326, Acc.palm: 0.6071, Acc.kitchen island: 0.3641, Acc.computer: 0.7390, Acc.swivel chair: 0.3477, Acc.boat: 0.6991, Acc.bar: 0.2922, Acc.arcade machine: 0.5353, Acc.hovel: 0.0930, Acc.bus: 0.7200, Acc.towel: 0.7168, Acc.light: 0.3286, Acc.truck: 0.3267, Acc.tower: 0.0531, Acc.chandelier: 0.7207, Acc.awning: 0.2607, Acc.streetlight: 0.2648, Acc.booth: 0.1921, Acc.television receiver: 0.6521, Acc.airplane: 0.6365, Acc.dirt track: 0.0760, Acc.apparel: 0.5066, Acc.pole: 0.1274, Acc.land: 0.0682, Acc.bannister: 0.1083, Acc.escalator: 0.3983, Acc.ottoman: 0.3981, Acc.bottle: 0.3910, Acc.buffet: 0.2941, Acc.poster: 0.0135, Acc.stage: 0.1700, Acc.van: 0.3287, Acc.ship: 0.1599, Acc.fountain: 0.0954, Acc.conveyer belt: 0.8730, Acc.canopy: 0.3638, Acc.washer: 0.6857, Acc.plaything: 0.4338, Acc.swimming pool: 0.5858, Acc.stool: 0.3587, Acc.barrel: 0.6207, Acc.basket: 0.3972, Acc.waterfall: 0.5760, Acc.tent: 0.9148, Acc.bag: 0.1826, Acc.minibike: 0.7485, Acc.cradle: 0.8672, Acc.oven: 0.4562, Acc.ball: 0.5637, Acc.food: 0.6486, Acc.step: 0.0062, Acc.tank: 0.4966, Acc.trade name: 0.0932, Acc.microwave: 0.6840, Acc.pot: 0.3449, Acc.animal: 0.5615, Acc.bicycle: 0.7642, Acc.lake: 0.0179, Acc.dishwasher: 0.4469, Acc.screen: 0.4552, Acc.blanket: 0.0800, Acc.sculpture: 0.3646, Acc.hood: 0.4550, Acc.sconce: 0.2755, Acc.vase: 0.3851, Acc.traffic light: 0.3099, Acc.tray: 0.0604, Acc.ashcan: 0.4432, Acc.fan: 0.5120, Acc.pier: 0.3804, Acc.crt screen: 0.0391, Acc.plate: 0.4938, Acc.monitor: 0.0240, Acc.bulletin board: 0.1541, Acc.shower: 0.0032, Acc.radiator: 0.5472, Acc.glass: 0.1374, Acc.clock: 0.2477, Acc.flag: 0.3994 2023-11-30 18:46:53,120 - mmseg - INFO - Iter [3050/80000] lr: 3.848e-05, eta: 7:22:51, time: 1.942, data_time: 1.738, memory: 14238, decode.loss_ce: 0.9748, decode.acc_seg: 69.7796, loss: 0.9748 2023-11-30 18:47:03,723 - mmseg - INFO - Iter [3100/80000] lr: 3.845e-05, eta: 7:19:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.9880, decode.acc_seg: 69.2664, loss: 0.9880 2023-11-30 18:47:14,325 - mmseg - INFO - Iter [3150/80000] lr: 3.843e-05, eta: 7:16:51, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.9389, decode.acc_seg: 70.6662, loss: 0.9389 2023-11-30 18:47:24,930 - mmseg - INFO - Iter [3200/80000] lr: 3.840e-05, eta: 7:13:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.9324, decode.acc_seg: 71.1170, loss: 0.9324 2023-11-30 18:47:35,537 - mmseg - INFO - Iter [3250/80000] lr: 3.838e-05, eta: 7:11:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.9198, decode.acc_seg: 70.9243, loss: 0.9198 2023-11-30 18:47:46,143 - mmseg - INFO - Iter [3300/80000] lr: 3.835e-05, eta: 7:08:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.9251, decode.acc_seg: 70.2675, loss: 0.9251 2023-11-30 18:47:56,750 - mmseg - INFO - Iter [3350/80000] lr: 3.833e-05, eta: 7:05:53, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.9821, decode.acc_seg: 68.9585, loss: 0.9821 2023-11-30 18:48:07,354 - mmseg - INFO - Iter [3400/80000] lr: 3.830e-05, eta: 7:03:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.9243, decode.acc_seg: 70.5875, loss: 0.9243 2023-11-30 18:48:17,962 - mmseg - INFO - Iter [3450/80000] lr: 3.828e-05, eta: 7:00:51, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.9841, decode.acc_seg: 69.4869, loss: 0.9841 2023-11-30 18:48:28,567 - mmseg - INFO - Iter [3500/80000] lr: 3.825e-05, eta: 6:58:25, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.9124, decode.acc_seg: 71.0498, loss: 0.9124 2023-11-30 18:48:39,174 - mmseg - INFO - Iter [3550/80000] lr: 3.823e-05, eta: 6:56:04, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.9107, decode.acc_seg: 70.3934, loss: 0.9107 2023-11-30 18:48:49,777 - mmseg - INFO - Iter [3600/80000] lr: 3.820e-05, eta: 6:53:46, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8940, decode.acc_seg: 71.3731, loss: 0.8940 2023-11-30 18:49:00,381 - mmseg - INFO - Iter [3650/80000] lr: 3.818e-05, eta: 6:51:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8863, decode.acc_seg: 71.6448, loss: 0.8863 2023-11-30 18:49:10,985 - mmseg - INFO - Iter [3700/80000] lr: 3.815e-05, eta: 6:49:21, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.9004, decode.acc_seg: 71.0826, loss: 0.9004 2023-11-30 18:49:21,591 - mmseg - INFO - Iter [3750/80000] lr: 3.813e-05, eta: 6:47:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8946, decode.acc_seg: 71.6262, loss: 0.8946 2023-11-30 18:49:34,488 - mmseg - INFO - Iter [3800/80000] lr: 3.810e-05, eta: 6:45:54, time: 0.258, data_time: 0.051, memory: 14238, decode.loss_ce: 0.8967, decode.acc_seg: 71.3970, loss: 0.8967 2023-11-30 18:49:45,080 - mmseg - INFO - Iter [3850/80000] lr: 3.808e-05, eta: 6:43:52, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8955, decode.acc_seg: 71.3620, loss: 0.8955 2023-11-30 18:49:55,680 - mmseg - INFO - Iter [3900/80000] lr: 3.805e-05, eta: 6:41:52, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8532, decode.acc_seg: 71.3536, loss: 0.8532 2023-11-30 18:50:06,284 - mmseg - INFO - Iter [3950/80000] lr: 3.803e-05, eta: 6:39:56, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8791, decode.acc_seg: 71.9677, loss: 0.8791 2023-11-30 18:50:16,885 - mmseg - INFO - Saving checkpoint at 4000 iterations 2023-11-30 18:50:51,781 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 18:50:51,781 - mmseg - INFO - Iter [4000/80000] lr: 3.800e-05, eta: 6:49:05, time: 0.910, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8898, decode.acc_seg: 71.0434, loss: 0.8898 2023-11-30 18:51:41,949 - mmseg - INFO - per class results: 2023-11-30 18:51:41,956 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 62.98 | 80.66 | | building | 73.45 | 90.17 | | sky | 73.25 | 91.82 | | floor | 65.55 | 82.63 | | tree | 61.52 | 79.13 | | ceiling | 68.58 | 80.19 | | road | 70.02 | 84.43 | | bed | 75.96 | 91.28 | | windowpane | 52.03 | 69.3 | | grass | 58.22 | 72.04 | | cabinet | 50.52 | 62.21 | | sidewalk | 48.56 | 62.23 | | person | 67.25 | 90.07 | | earth | 29.53 | 40.25 | | door | 34.68 | 42.57 | | table | 47.4 | 60.91 | | mountain | 49.43 | 63.37 | | plant | 44.45 | 54.06 | | curtain | 57.03 | 65.82 | | chair | 49.42 | 63.27 | | car | 71.15 | 89.36 | | water | 41.86 | 54.44 | | painting | 56.99 | 80.45 | | sofa | 60.5 | 72.75 | | shelf | 33.9 | 46.72 | | house | 35.93 | 48.34 | | sea | 44.7 | 55.41 | | mirror | 43.7 | 53.05 | | rug | 41.54 | 45.24 | | field | 29.14 | 44.62 | | armchair | 37.55 | 55.21 | | seat | 51.47 | 67.75 | | fence | 33.49 | 42.68 | | desk | 36.66 | 54.74 | | rock | 41.18 | 51.41 | | wardrobe | 40.17 | 51.32 | | lamp | 51.33 | 66.46 | | bathtub | 62.35 | 70.11 | | railing | 27.34 | 34.43 | | cushion | 52.8 | 64.05 | | base | 25.32 | 36.55 | | box | 23.25 | 28.76 | | column | 30.87 | 36.56 | | signboard | 24.98 | 37.02 | | chest of drawers | 37.29 | 48.67 | | counter | 28.55 | 36.31 | | sand | 36.48 | 39.49 | | sink | 62.38 | 70.82 | | skyscraper | 36.43 | 44.3 | | fireplace | 57.84 | 76.26 | | refrigerator | 48.67 | 54.98 | | grandstand | 44.62 | 64.58 | | path | 11.91 | 14.27 | | stairs | 15.36 | 16.39 | | runway | 53.99 | 69.37 | | case | 42.83 | 53.14 | | pool table | 73.12 | 90.18 | | pillow | 47.34 | 56.18 | | screen door | 44.68 | 53.28 | | stairway | 37.96 | 50.78 | | river | 14.79 | 25.26 | | bridge | 37.87 | 48.33 | | bookcase | 29.35 | 39.25 | | blind | 20.2 | 21.48 | | coffee table | 51.38 | 73.89 | | toilet | 71.68 | 83.16 | | flower | 34.34 | 50.21 | | book | 43.03 | 62.01 | | hill | 4.27 | 5.0 | | bench | 38.71 | 47.53 | | countertop | 44.12 | 54.45 | | stove | 63.72 | 73.22 | | palm | 41.14 | 58.65 | | kitchen island | 28.99 | 47.09 | | computer | 58.64 | 75.65 | | swivel chair | 37.72 | 47.83 | | boat | 50.43 | 71.27 | | bar | 33.18 | 36.44 | | arcade machine | 50.82 | 57.5 | | hovel | 12.84 | 15.77 | | bus | 65.17 | 76.02 | | towel | 58.66 | 72.17 | | light | 26.1 | 30.16 | | truck | 22.22 | 37.73 | | tower | 6.4 | 8.65 | | chandelier | 52.81 | 67.04 | | awning | 19.7 | 23.32 | | streetlight | 18.84 | 24.2 | | booth | 14.76 | 19.52 | | television receiver | 58.78 | 65.85 | | airplane | 49.29 | 63.29 | | dirt track | 9.83 | 10.55 | | apparel | 40.75 | 62.23 | | pole | 13.7 | 16.81 | | land | 3.72 | 4.13 | | bannister | 8.53 | 11.37 | | escalator | 35.43 | 41.82 | | ottoman | 32.33 | 39.69 | | bottle | 36.82 | 51.37 | | buffet | 32.2 | 38.14 | | poster | 7.04 | 9.11 | | stage | 11.99 | 21.65 | | van | 20.75 | 26.68 | | ship | 9.57 | 9.95 | | fountain | 13.51 | 14.23 | | conveyer belt | 61.96 | 86.96 | | canopy | 32.8 | 37.62 | | washer | 61.47 | 67.26 | | plaything | 23.56 | 39.85 | | swimming pool | 51.09 | 57.92 | | stool | 29.17 | 35.33 | | barrel | 35.09 | 62.81 | | basket | 31.87 | 41.44 | | waterfall | 43.32 | 52.82 | | tent | 68.98 | 90.81 | | bag | 14.62 | 17.25 | | minibike | 55.13 | 76.16 | | cradle | 61.86 | 90.1 | | oven | 39.92 | 46.43 | | ball | 54.16 | 67.16 | | food | 50.26 | 60.53 | | step | 1.05 | 1.11 | | tank | 41.08 | 49.39 | | trade name | 11.1 | 13.37 | | microwave | 59.81 | 66.84 | | pot | 32.37 | 36.32 | | animal | 44.08 | 53.7 | | bicycle | 52.97 | 77.39 | | lake | 1.16 | 1.2 | | dishwasher | 43.27 | 49.05 | | screen | 38.34 | 47.26 | | blanket | 9.63 | 11.05 | | sculpture | 38.94 | 50.45 | | hood | 45.48 | 51.45 | | sconce | 29.81 | 37.4 | | vase | 32.66 | 48.91 | | traffic light | 26.34 | 36.98 | | tray | 6.13 | 6.91 | | ashcan | 33.77 | 46.32 | | fan | 46.76 | 61.4 | | pier | 28.1 | 41.38 | | crt screen | 4.54 | 6.15 | | plate | 42.21 | 51.9 | | monitor | 7.21 | 7.8 | | bulletin board | 19.75 | 21.63 | | shower | 0.38 | 0.61 | | radiator | 49.59 | 57.3 | | glass | 13.96 | 14.97 | | clock | 22.02 | 25.66 | | flag | 33.97 | 39.36 | +---------------------+-------+-------+ 2023-11-30 18:51:41,956 - mmseg - INFO - Summary: 2023-11-30 18:51:41,956 - mmseg - INFO - +------+-------+-------+ | aAcc | mIoU | mAcc | +------+-------+-------+ | 74.3 | 38.57 | 48.91 | +------+-------+-------+ 2023-11-30 18:51:43,320 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_3000.pth was removed 2023-11-30 18:52:15,558 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_4000.pth. 2023-11-30 18:52:15,558 - mmseg - INFO - Best aAcc is 0.7430 at 4000 iter. 2023-11-30 18:52:15,558 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 18:52:15,559 - mmseg - INFO - Iter(val) [250] aAcc: 0.7430, mIoU: 0.3857, mAcc: 0.4891, IoU.wall: 0.6298, IoU.building: 0.7345, IoU.sky: 0.7325, IoU.floor: 0.6555, IoU.tree: 0.6152, IoU.ceiling: 0.6858, IoU.road: 0.7002, IoU.bed : 0.7596, IoU.windowpane: 0.5203, IoU.grass: 0.5822, IoU.cabinet: 0.5052, IoU.sidewalk: 0.4856, IoU.person: 0.6725, IoU.earth: 0.2953, IoU.door: 0.3468, IoU.table: 0.4740, IoU.mountain: 0.4943, IoU.plant: 0.4445, IoU.curtain: 0.5703, IoU.chair: 0.4942, IoU.car: 0.7115, IoU.water: 0.4186, IoU.painting: 0.5699, IoU.sofa: 0.6050, IoU.shelf: 0.3390, IoU.house: 0.3593, IoU.sea: 0.4470, IoU.mirror: 0.4370, IoU.rug: 0.4154, IoU.field: 0.2914, IoU.armchair: 0.3755, IoU.seat: 0.5147, IoU.fence: 0.3349, IoU.desk: 0.3666, IoU.rock: 0.4118, IoU.wardrobe: 0.4017, IoU.lamp: 0.5133, IoU.bathtub: 0.6235, IoU.railing: 0.2734, IoU.cushion: 0.5280, IoU.base: 0.2532, IoU.box: 0.2325, IoU.column: 0.3087, IoU.signboard: 0.2498, IoU.chest of drawers: 0.3729, IoU.counter: 0.2855, IoU.sand: 0.3648, IoU.sink: 0.6238, IoU.skyscraper: 0.3643, IoU.fireplace: 0.5784, IoU.refrigerator: 0.4867, IoU.grandstand: 0.4462, IoU.path: 0.1191, IoU.stairs: 0.1536, IoU.runway: 0.5399, IoU.case: 0.4283, IoU.pool table: 0.7312, IoU.pillow: 0.4734, IoU.screen door: 0.4468, IoU.stairway: 0.3796, IoU.river: 0.1479, IoU.bridge: 0.3787, IoU.bookcase: 0.2935, IoU.blind: 0.2020, IoU.coffee table: 0.5138, IoU.toilet: 0.7168, IoU.flower: 0.3434, IoU.book: 0.4303, IoU.hill: 0.0427, IoU.bench: 0.3871, IoU.countertop: 0.4412, IoU.stove: 0.6372, IoU.palm: 0.4114, IoU.kitchen island: 0.2899, IoU.computer: 0.5864, IoU.swivel chair: 0.3772, IoU.boat: 0.5043, IoU.bar: 0.3318, IoU.arcade machine: 0.5082, IoU.hovel: 0.1284, IoU.bus: 0.6517, IoU.towel: 0.5866, IoU.light: 0.2610, IoU.truck: 0.2222, IoU.tower: 0.0640, IoU.chandelier: 0.5281, IoU.awning: 0.1970, IoU.streetlight: 0.1884, IoU.booth: 0.1476, IoU.television receiver: 0.5878, IoU.airplane: 0.4929, IoU.dirt track: 0.0983, IoU.apparel: 0.4075, IoU.pole: 0.1370, IoU.land: 0.0372, IoU.bannister: 0.0853, IoU.escalator: 0.3543, IoU.ottoman: 0.3233, IoU.bottle: 0.3682, IoU.buffet: 0.3220, IoU.poster: 0.0704, IoU.stage: 0.1199, IoU.van: 0.2075, IoU.ship: 0.0957, IoU.fountain: 0.1351, IoU.conveyer belt: 0.6196, IoU.canopy: 0.3280, IoU.washer: 0.6147, IoU.plaything: 0.2356, IoU.swimming pool: 0.5109, IoU.stool: 0.2917, IoU.barrel: 0.3509, IoU.basket: 0.3187, IoU.waterfall: 0.4332, IoU.tent: 0.6898, IoU.bag: 0.1462, IoU.minibike: 0.5513, IoU.cradle: 0.6186, IoU.oven: 0.3992, IoU.ball: 0.5416, IoU.food: 0.5026, IoU.step: 0.0105, IoU.tank: 0.4108, IoU.trade name: 0.1110, IoU.microwave: 0.5981, IoU.pot: 0.3237, IoU.animal: 0.4408, IoU.bicycle: 0.5297, IoU.lake: 0.0116, IoU.dishwasher: 0.4327, IoU.screen: 0.3834, IoU.blanket: 0.0963, IoU.sculpture: 0.3894, IoU.hood: 0.4548, IoU.sconce: 0.2981, IoU.vase: 0.3266, IoU.traffic light: 0.2634, IoU.tray: 0.0613, IoU.ashcan: 0.3377, IoU.fan: 0.4676, IoU.pier: 0.2810, IoU.crt screen: 0.0454, IoU.plate: 0.4221, IoU.monitor: 0.0721, IoU.bulletin board: 0.1975, IoU.shower: 0.0038, IoU.radiator: 0.4959, IoU.glass: 0.1396, IoU.clock: 0.2202, IoU.flag: 0.3397, Acc.wall: 0.8066, Acc.building: 0.9017, Acc.sky: 0.9182, Acc.floor: 0.8263, Acc.tree: 0.7913, Acc.ceiling: 0.8019, Acc.road: 0.8443, Acc.bed : 0.9128, Acc.windowpane: 0.6930, Acc.grass: 0.7204, Acc.cabinet: 0.6221, Acc.sidewalk: 0.6223, Acc.person: 0.9007, Acc.earth: 0.4025, Acc.door: 0.4257, Acc.table: 0.6091, Acc.mountain: 0.6337, Acc.plant: 0.5406, Acc.curtain: 0.6582, Acc.chair: 0.6327, Acc.car: 0.8936, Acc.water: 0.5444, Acc.painting: 0.8045, Acc.sofa: 0.7275, Acc.shelf: 0.4672, Acc.house: 0.4834, Acc.sea: 0.5541, Acc.mirror: 0.5305, Acc.rug: 0.4524, Acc.field: 0.4462, Acc.armchair: 0.5521, Acc.seat: 0.6775, Acc.fence: 0.4268, Acc.desk: 0.5474, Acc.rock: 0.5141, Acc.wardrobe: 0.5132, Acc.lamp: 0.6646, Acc.bathtub: 0.7011, Acc.railing: 0.3443, Acc.cushion: 0.6405, Acc.base: 0.3655, Acc.box: 0.2876, Acc.column: 0.3656, Acc.signboard: 0.3702, Acc.chest of drawers: 0.4867, Acc.counter: 0.3631, Acc.sand: 0.3949, Acc.sink: 0.7082, Acc.skyscraper: 0.4430, Acc.fireplace: 0.7626, Acc.refrigerator: 0.5498, Acc.grandstand: 0.6458, Acc.path: 0.1427, Acc.stairs: 0.1639, Acc.runway: 0.6937, Acc.case: 0.5314, Acc.pool table: 0.9018, Acc.pillow: 0.5618, Acc.screen door: 0.5328, Acc.stairway: 0.5078, Acc.river: 0.2526, Acc.bridge: 0.4833, Acc.bookcase: 0.3925, Acc.blind: 0.2148, Acc.coffee table: 0.7389, Acc.toilet: 0.8316, Acc.flower: 0.5021, Acc.book: 0.6201, Acc.hill: 0.0500, Acc.bench: 0.4753, Acc.countertop: 0.5445, Acc.stove: 0.7322, Acc.palm: 0.5865, Acc.kitchen island: 0.4709, Acc.computer: 0.7565, Acc.swivel chair: 0.4783, Acc.boat: 0.7127, Acc.bar: 0.3644, Acc.arcade machine: 0.5750, Acc.hovel: 0.1577, Acc.bus: 0.7602, Acc.towel: 0.7217, Acc.light: 0.3016, Acc.truck: 0.3773, Acc.tower: 0.0865, Acc.chandelier: 0.6704, Acc.awning: 0.2332, Acc.streetlight: 0.2420, Acc.booth: 0.1952, Acc.television receiver: 0.6585, Acc.airplane: 0.6329, Acc.dirt track: 0.1055, Acc.apparel: 0.6223, Acc.pole: 0.1681, Acc.land: 0.0413, Acc.bannister: 0.1137, Acc.escalator: 0.4182, Acc.ottoman: 0.3969, Acc.bottle: 0.5137, Acc.buffet: 0.3814, Acc.poster: 0.0911, Acc.stage: 0.2165, Acc.van: 0.2668, Acc.ship: 0.0995, Acc.fountain: 0.1423, Acc.conveyer belt: 0.8696, Acc.canopy: 0.3762, Acc.washer: 0.6726, Acc.plaything: 0.3985, Acc.swimming pool: 0.5792, Acc.stool: 0.3533, Acc.barrel: 0.6281, Acc.basket: 0.4144, Acc.waterfall: 0.5282, Acc.tent: 0.9081, Acc.bag: 0.1725, Acc.minibike: 0.7616, Acc.cradle: 0.9010, Acc.oven: 0.4643, Acc.ball: 0.6716, Acc.food: 0.6053, Acc.step: 0.0111, Acc.tank: 0.4939, Acc.trade name: 0.1337, Acc.microwave: 0.6684, Acc.pot: 0.3632, Acc.animal: 0.5370, Acc.bicycle: 0.7739, Acc.lake: 0.0120, Acc.dishwasher: 0.4905, Acc.screen: 0.4726, Acc.blanket: 0.1105, Acc.sculpture: 0.5045, Acc.hood: 0.5145, Acc.sconce: 0.3740, Acc.vase: 0.4891, Acc.traffic light: 0.3698, Acc.tray: 0.0691, Acc.ashcan: 0.4632, Acc.fan: 0.6140, Acc.pier: 0.4138, Acc.crt screen: 0.0615, Acc.plate: 0.5190, Acc.monitor: 0.0780, Acc.bulletin board: 0.2163, Acc.shower: 0.0061, Acc.radiator: 0.5730, Acc.glass: 0.1497, Acc.clock: 0.2566, Acc.flag: 0.3936 2023-11-30 18:52:26,662 - mmseg - INFO - Iter [4050/80000] lr: 3.798e-05, eta: 7:13:25, time: 1.897, data_time: 1.693, memory: 14238, decode.loss_ce: 0.8358, decode.acc_seg: 72.3403, loss: 0.8358 2023-11-30 18:52:37,259 - mmseg - INFO - Iter [4100/80000] lr: 3.795e-05, eta: 7:11:07, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8609, decode.acc_seg: 72.3144, loss: 0.8609 2023-11-30 18:52:47,875 - mmseg - INFO - Iter [4150/80000] lr: 3.793e-05, eta: 7:08:52, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8672, decode.acc_seg: 71.9452, loss: 0.8672 2023-11-30 18:52:58,493 - mmseg - INFO - Iter [4200/80000] lr: 3.790e-05, eta: 7:06:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8346, decode.acc_seg: 72.3537, loss: 0.8346 2023-11-30 18:53:09,106 - mmseg - INFO - Iter [4250/80000] lr: 3.788e-05, eta: 7:04:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8602, decode.acc_seg: 71.7430, loss: 0.8602 2023-11-30 18:53:19,718 - mmseg - INFO - Iter [4300/80000] lr: 3.785e-05, eta: 7:02:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8211, decode.acc_seg: 73.2177, loss: 0.8211 2023-11-30 18:53:30,325 - mmseg - INFO - Iter [4350/80000] lr: 3.783e-05, eta: 7:00:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8383, decode.acc_seg: 71.8087, loss: 0.8383 2023-11-30 18:53:40,938 - mmseg - INFO - Iter [4400/80000] lr: 3.780e-05, eta: 6:58:22, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8605, decode.acc_seg: 71.6161, loss: 0.8605 2023-11-30 18:53:51,544 - mmseg - INFO - Iter [4450/80000] lr: 3.778e-05, eta: 6:56:24, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8674, decode.acc_seg: 72.3956, loss: 0.8674 2023-11-30 18:54:02,150 - mmseg - INFO - Iter [4500/80000] lr: 3.775e-05, eta: 6:54:28, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8394, decode.acc_seg: 72.5973, loss: 0.8394 2023-11-30 18:54:12,755 - mmseg - INFO - Iter [4550/80000] lr: 3.773e-05, eta: 6:52:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8245, decode.acc_seg: 72.4657, loss: 0.8245 2023-11-30 18:54:23,360 - mmseg - INFO - Iter [4600/80000] lr: 3.770e-05, eta: 6:50:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8283, decode.acc_seg: 73.0700, loss: 0.8283 2023-11-30 18:54:33,963 - mmseg - INFO - Iter [4650/80000] lr: 3.768e-05, eta: 6:48:53, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8290, decode.acc_seg: 72.3929, loss: 0.8290 2023-11-30 18:54:44,569 - mmseg - INFO - Iter [4700/80000] lr: 3.765e-05, eta: 6:47:06, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8366, decode.acc_seg: 72.6016, loss: 0.8366 2023-11-30 18:54:55,188 - mmseg - INFO - Iter [4750/80000] lr: 3.763e-05, eta: 6:45:21, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8003, decode.acc_seg: 73.1512, loss: 0.8003 2023-11-30 18:55:05,796 - mmseg - INFO - Iter [4800/80000] lr: 3.760e-05, eta: 6:43:38, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8287, decode.acc_seg: 72.9618, loss: 0.8287 2023-11-30 18:55:16,403 - mmseg - INFO - Iter [4850/80000] lr: 3.758e-05, eta: 6:41:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8285, decode.acc_seg: 72.4900, loss: 0.8285 2023-11-30 18:55:27,006 - mmseg - INFO - Iter [4900/80000] lr: 3.755e-05, eta: 6:40:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8476, decode.acc_seg: 71.4389, loss: 0.8476 2023-11-30 18:55:37,609 - mmseg - INFO - Iter [4950/80000] lr: 3.753e-05, eta: 6:38:39, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7990, decode.acc_seg: 73.2618, loss: 0.7990 2023-11-30 18:55:48,195 - mmseg - INFO - Saving checkpoint at 5000 iterations 2023-11-30 18:56:22,908 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 18:56:22,908 - mmseg - INFO - Iter [5000/80000] lr: 3.750e-05, eta: 6:45:44, time: 0.906, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7786, decode.acc_seg: 73.5498, loss: 0.7786 2023-11-30 18:57:13,141 - mmseg - INFO - per class results: 2023-11-30 18:57:13,148 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 63.95 | 83.22 | | building | 75.17 | 89.64 | | sky | 78.12 | 92.47 | | floor | 67.3 | 83.77 | | tree | 63.5 | 79.32 | | ceiling | 70.25 | 81.59 | | road | 72.44 | 84.62 | | bed | 77.76 | 91.58 | | windowpane | 52.96 | 69.29 | | grass | 59.81 | 72.49 | | cabinet | 51.71 | 64.9 | | sidewalk | 50.46 | 63.9 | | person | 69.24 | 90.19 | | earth | 32.03 | 44.48 | | door | 36.67 | 45.69 | | table | 49.43 | 64.64 | | mountain | 50.91 | 64.5 | | plant | 45.17 | 53.88 | | curtain | 57.59 | 66.56 | | chair | 50.05 | 63.1 | | car | 72.41 | 90.39 | | water | 46.21 | 62.47 | | painting | 60.11 | 79.0 | | sofa | 61.41 | 73.47 | | shelf | 34.35 | 47.64 | | house | 38.95 | 56.2 | | sea | 50.04 | 65.54 | | mirror | 45.56 | 54.69 | | rug | 41.63 | 45.07 | | field | 31.45 | 48.88 | | armchair | 38.48 | 57.14 | | seat | 52.82 | 69.95 | | fence | 35.26 | 45.29 | | desk | 37.23 | 57.08 | | rock | 45.3 | 58.34 | | wardrobe | 40.52 | 49.7 | | lamp | 52.44 | 66.46 | | bathtub | 64.38 | 70.85 | | railing | 28.09 | 35.27 | | cushion | 53.9 | 65.52 | | base | 24.83 | 31.46 | | box | 24.6 | 30.85 | | column | 30.07 | 34.48 | | signboard | 26.77 | 43.42 | | chest of drawers | 38.2 | 52.92 | | counter | 28.45 | 35.44 | | sand | 38.52 | 42.32 | | sink | 62.78 | 69.24 | | skyscraper | 41.37 | 59.34 | | fireplace | 58.9 | 76.8 | | refrigerator | 48.81 | 54.04 | | grandstand | 46.4 | 67.67 | | path | 13.72 | 17.33 | | stairs | 20.53 | 22.5 | | runway | 56.4 | 73.68 | | case | 44.19 | 53.97 | | pool table | 75.04 | 91.04 | | pillow | 46.85 | 53.53 | | screen door | 46.94 | 54.15 | | stairway | 40.13 | 50.06 | | river | 13.38 | 18.7 | | bridge | 37.38 | 45.95 | | bookcase | 29.25 | 38.14 | | blind | 16.08 | 16.66 | | coffee table | 52.66 | 68.27 | | toilet | 72.75 | 84.16 | | flower | 34.78 | 50.0 | | book | 44.17 | 67.64 | | hill | 5.96 | 8.42 | | bench | 39.95 | 47.6 | | countertop | 45.26 | 62.94 | | stove | 64.27 | 73.58 | | palm | 41.75 | 63.6 | | kitchen island | 27.99 | 41.42 | | computer | 58.96 | 72.51 | | swivel chair | 38.02 | 46.47 | | boat | 53.92 | 72.49 | | bar | 37.61 | 41.57 | | arcade machine | 57.75 | 66.94 | | hovel | 9.16 | 10.55 | | bus | 68.36 | 78.87 | | towel | 59.54 | 74.53 | | light | 26.95 | 30.91 | | truck | 23.23 | 37.37 | | tower | 9.62 | 14.54 | | chandelier | 55.66 | 73.4 | | awning | 22.08 | 27.44 | | streetlight | 20.26 | 25.87 | | booth | 19.72 | 27.57 | | television receiver | 60.26 | 67.96 | | airplane | 47.98 | 64.63 | | dirt track | 9.26 | 10.07 | | apparel | 41.0 | 61.46 | | pole | 13.05 | 15.43 | | land | 1.32 | 1.48 | | bannister | 8.16 | 10.82 | | escalator | 38.36 | 45.73 | | ottoman | 34.3 | 43.33 | | bottle | 36.56 | 51.14 | | buffet | 34.05 | 40.52 | | poster | 7.6 | 9.07 | | stage | 10.62 | 16.36 | | van | 22.2 | 29.76 | | ship | 13.52 | 14.43 | | fountain | 12.26 | 12.8 | | conveyer belt | 61.11 | 88.7 | | canopy | 35.58 | 41.26 | | washer | 63.04 | 69.04 | | plaything | 24.71 | 39.94 | | swimming pool | 52.42 | 57.88 | | stool | 30.1 | 39.92 | | barrel | 37.6 | 61.84 | | basket | 32.52 | 42.46 | | waterfall | 44.15 | 55.75 | | tent | 69.35 | 92.37 | | bag | 13.19 | 15.0 | | minibike | 56.29 | 76.23 | | cradle | 67.15 | 88.15 | | oven | 40.34 | 47.79 | | ball | 53.67 | 62.94 | | food | 52.52 | 63.58 | | step | 1.48 | 1.57 | | tank | 43.21 | 53.79 | | trade name | 8.17 | 9.26 | | microwave | 60.49 | 67.31 | | pot | 34.2 | 38.64 | | animal | 49.05 | 61.89 | | bicycle | 54.15 | 76.06 | | lake | 1.57 | 1.61 | | dishwasher | 40.64 | 42.18 | | screen | 39.64 | 50.47 | | blanket | 11.71 | 13.35 | | sculpture | 41.68 | 53.8 | | hood | 44.27 | 49.37 | | sconce | 33.78 | 43.07 | | vase | 34.0 | 48.37 | | traffic light | 26.87 | 45.1 | | tray | 6.84 | 7.98 | | ashcan | 35.22 | 45.71 | | fan | 44.86 | 54.75 | | pier | 31.52 | 35.24 | | crt screen | 3.81 | 6.25 | | plate | 44.44 | 57.34 | | monitor | 6.95 | 7.41 | | bulletin board | 28.36 | 34.1 | | shower | 0.35 | 0.47 | | radiator | 52.12 | 58.64 | | glass | 12.86 | 13.55 | | clock | 22.22 | 25.19 | | flag | 35.07 | 40.66 | +---------------------+-------+-------+ 2023-11-30 18:57:13,149 - mmseg - INFO - Summary: 2023-11-30 18:57:13,149 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 75.58 | 39.86 | 50.21 | +-------+-------+-------+ 2023-11-30 18:57:14,499 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_4000.pth was removed 2023-11-30 18:57:46,799 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_5000.pth. 2023-11-30 18:57:46,800 - mmseg - INFO - Best aAcc is 0.7558 at 5000 iter. 2023-11-30 18:57:46,801 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 18:57:46,801 - mmseg - INFO - Iter(val) [250] aAcc: 0.7558, mIoU: 0.3986, mAcc: 0.5021, IoU.wall: 0.6395, IoU.building: 0.7517, IoU.sky: 0.7812, IoU.floor: 0.6730, IoU.tree: 0.6350, IoU.ceiling: 0.7025, IoU.road: 0.7244, IoU.bed : 0.7776, IoU.windowpane: 0.5296, IoU.grass: 0.5981, IoU.cabinet: 0.5171, IoU.sidewalk: 0.5046, IoU.person: 0.6924, IoU.earth: 0.3203, IoU.door: 0.3667, IoU.table: 0.4943, IoU.mountain: 0.5091, IoU.plant: 0.4517, IoU.curtain: 0.5759, IoU.chair: 0.5005, IoU.car: 0.7241, IoU.water: 0.4621, IoU.painting: 0.6011, IoU.sofa: 0.6141, IoU.shelf: 0.3435, IoU.house: 0.3895, IoU.sea: 0.5004, IoU.mirror: 0.4556, IoU.rug: 0.4163, IoU.field: 0.3145, IoU.armchair: 0.3848, IoU.seat: 0.5282, IoU.fence: 0.3526, IoU.desk: 0.3723, IoU.rock: 0.4530, IoU.wardrobe: 0.4052, IoU.lamp: 0.5244, IoU.bathtub: 0.6438, IoU.railing: 0.2809, IoU.cushion: 0.5390, IoU.base: 0.2483, IoU.box: 0.2460, IoU.column: 0.3007, IoU.signboard: 0.2677, IoU.chest of drawers: 0.3820, IoU.counter: 0.2845, IoU.sand: 0.3852, IoU.sink: 0.6278, IoU.skyscraper: 0.4137, IoU.fireplace: 0.5890, IoU.refrigerator: 0.4881, IoU.grandstand: 0.4640, IoU.path: 0.1372, IoU.stairs: 0.2053, IoU.runway: 0.5640, IoU.case: 0.4419, IoU.pool table: 0.7504, IoU.pillow: 0.4685, IoU.screen door: 0.4694, IoU.stairway: 0.4013, IoU.river: 0.1338, IoU.bridge: 0.3738, IoU.bookcase: 0.2925, IoU.blind: 0.1608, IoU.coffee table: 0.5266, IoU.toilet: 0.7275, IoU.flower: 0.3478, IoU.book: 0.4417, IoU.hill: 0.0596, IoU.bench: 0.3995, IoU.countertop: 0.4526, IoU.stove: 0.6427, IoU.palm: 0.4175, IoU.kitchen island: 0.2799, IoU.computer: 0.5896, IoU.swivel chair: 0.3802, IoU.boat: 0.5392, IoU.bar: 0.3761, IoU.arcade machine: 0.5775, IoU.hovel: 0.0916, IoU.bus: 0.6836, IoU.towel: 0.5954, IoU.light: 0.2695, IoU.truck: 0.2323, IoU.tower: 0.0962, IoU.chandelier: 0.5566, IoU.awning: 0.2208, IoU.streetlight: 0.2026, IoU.booth: 0.1972, IoU.television receiver: 0.6026, IoU.airplane: 0.4798, IoU.dirt track: 0.0926, IoU.apparel: 0.4100, IoU.pole: 0.1305, IoU.land: 0.0132, IoU.bannister: 0.0816, IoU.escalator: 0.3836, IoU.ottoman: 0.3430, IoU.bottle: 0.3656, IoU.buffet: 0.3405, IoU.poster: 0.0760, IoU.stage: 0.1062, IoU.van: 0.2220, IoU.ship: 0.1352, IoU.fountain: 0.1226, IoU.conveyer belt: 0.6111, IoU.canopy: 0.3558, IoU.washer: 0.6304, IoU.plaything: 0.2471, IoU.swimming pool: 0.5242, IoU.stool: 0.3010, IoU.barrel: 0.3760, IoU.basket: 0.3252, IoU.waterfall: 0.4415, IoU.tent: 0.6935, IoU.bag: 0.1319, IoU.minibike: 0.5629, IoU.cradle: 0.6715, IoU.oven: 0.4034, IoU.ball: 0.5367, IoU.food: 0.5252, IoU.step: 0.0148, IoU.tank: 0.4321, IoU.trade name: 0.0817, IoU.microwave: 0.6049, IoU.pot: 0.3420, IoU.animal: 0.4905, IoU.bicycle: 0.5415, IoU.lake: 0.0157, IoU.dishwasher: 0.4064, IoU.screen: 0.3964, IoU.blanket: 0.1171, IoU.sculpture: 0.4168, IoU.hood: 0.4427, IoU.sconce: 0.3378, IoU.vase: 0.3400, IoU.traffic light: 0.2687, IoU.tray: 0.0684, IoU.ashcan: 0.3522, IoU.fan: 0.4486, IoU.pier: 0.3152, IoU.crt screen: 0.0381, IoU.plate: 0.4444, IoU.monitor: 0.0695, IoU.bulletin board: 0.2836, IoU.shower: 0.0035, IoU.radiator: 0.5212, IoU.glass: 0.1286, IoU.clock: 0.2222, IoU.flag: 0.3507, Acc.wall: 0.8322, Acc.building: 0.8964, Acc.sky: 0.9247, Acc.floor: 0.8377, Acc.tree: 0.7932, Acc.ceiling: 0.8159, Acc.road: 0.8462, Acc.bed : 0.9158, Acc.windowpane: 0.6929, Acc.grass: 0.7249, Acc.cabinet: 0.6490, Acc.sidewalk: 0.6390, Acc.person: 0.9019, Acc.earth: 0.4448, Acc.door: 0.4569, Acc.table: 0.6464, Acc.mountain: 0.6450, Acc.plant: 0.5388, Acc.curtain: 0.6656, Acc.chair: 0.6310, Acc.car: 0.9039, Acc.water: 0.6247, Acc.painting: 0.7900, Acc.sofa: 0.7347, Acc.shelf: 0.4764, Acc.house: 0.5620, Acc.sea: 0.6554, Acc.mirror: 0.5469, Acc.rug: 0.4507, Acc.field: 0.4888, Acc.armchair: 0.5714, Acc.seat: 0.6995, Acc.fence: 0.4529, Acc.desk: 0.5708, Acc.rock: 0.5834, Acc.wardrobe: 0.4970, Acc.lamp: 0.6646, Acc.bathtub: 0.7085, Acc.railing: 0.3527, Acc.cushion: 0.6552, Acc.base: 0.3146, Acc.box: 0.3085, Acc.column: 0.3448, Acc.signboard: 0.4342, Acc.chest of drawers: 0.5292, Acc.counter: 0.3544, Acc.sand: 0.4232, Acc.sink: 0.6924, Acc.skyscraper: 0.5934, Acc.fireplace: 0.7680, Acc.refrigerator: 0.5404, Acc.grandstand: 0.6767, Acc.path: 0.1733, Acc.stairs: 0.2250, Acc.runway: 0.7368, Acc.case: 0.5397, Acc.pool table: 0.9104, Acc.pillow: 0.5353, Acc.screen door: 0.5415, Acc.stairway: 0.5006, Acc.river: 0.1870, Acc.bridge: 0.4595, Acc.bookcase: 0.3814, Acc.blind: 0.1666, Acc.coffee table: 0.6827, Acc.toilet: 0.8416, Acc.flower: 0.5000, Acc.book: 0.6764, Acc.hill: 0.0842, Acc.bench: 0.4760, Acc.countertop: 0.6294, Acc.stove: 0.7358, Acc.palm: 0.6360, Acc.kitchen island: 0.4142, Acc.computer: 0.7251, Acc.swivel chair: 0.4647, Acc.boat: 0.7249, Acc.bar: 0.4157, Acc.arcade machine: 0.6694, Acc.hovel: 0.1055, Acc.bus: 0.7887, Acc.towel: 0.7453, Acc.light: 0.3091, Acc.truck: 0.3737, Acc.tower: 0.1454, Acc.chandelier: 0.7340, Acc.awning: 0.2744, Acc.streetlight: 0.2587, Acc.booth: 0.2757, Acc.television receiver: 0.6796, Acc.airplane: 0.6463, Acc.dirt track: 0.1007, Acc.apparel: 0.6146, Acc.pole: 0.1543, Acc.land: 0.0148, Acc.bannister: 0.1082, Acc.escalator: 0.4573, Acc.ottoman: 0.4333, Acc.bottle: 0.5114, Acc.buffet: 0.4052, Acc.poster: 0.0907, Acc.stage: 0.1636, Acc.van: 0.2976, Acc.ship: 0.1443, Acc.fountain: 0.1280, Acc.conveyer belt: 0.8870, Acc.canopy: 0.4126, Acc.washer: 0.6904, Acc.plaything: 0.3994, Acc.swimming pool: 0.5788, Acc.stool: 0.3992, Acc.barrel: 0.6184, Acc.basket: 0.4246, Acc.waterfall: 0.5575, Acc.tent: 0.9237, Acc.bag: 0.1500, Acc.minibike: 0.7623, Acc.cradle: 0.8815, Acc.oven: 0.4779, Acc.ball: 0.6294, Acc.food: 0.6358, Acc.step: 0.0157, Acc.tank: 0.5379, Acc.trade name: 0.0926, Acc.microwave: 0.6731, Acc.pot: 0.3864, Acc.animal: 0.6189, Acc.bicycle: 0.7606, Acc.lake: 0.0161, Acc.dishwasher: 0.4218, Acc.screen: 0.5047, Acc.blanket: 0.1335, Acc.sculpture: 0.5380, Acc.hood: 0.4937, Acc.sconce: 0.4307, Acc.vase: 0.4837, Acc.traffic light: 0.4510, Acc.tray: 0.0798, Acc.ashcan: 0.4571, Acc.fan: 0.5475, Acc.pier: 0.3524, Acc.crt screen: 0.0625, Acc.plate: 0.5734, Acc.monitor: 0.0741, Acc.bulletin board: 0.3410, Acc.shower: 0.0047, Acc.radiator: 0.5864, Acc.glass: 0.1355, Acc.clock: 0.2519, Acc.flag: 0.4066 2023-11-30 18:57:57,912 - mmseg - INFO - Iter [5050/80000] lr: 3.748e-05, eta: 7:04:57, time: 1.900, data_time: 1.695, memory: 14238, decode.loss_ce: 0.8071, decode.acc_seg: 72.9123, loss: 0.8071 2023-11-30 18:58:10,811 - mmseg - INFO - Iter [5100/80000] lr: 3.745e-05, eta: 7:03:40, time: 0.258, data_time: 0.051, memory: 14238, decode.loss_ce: 0.7758, decode.acc_seg: 73.7555, loss: 0.7758 2023-11-30 18:58:21,418 - mmseg - INFO - Iter [5150/80000] lr: 3.743e-05, eta: 7:01:50, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7915, decode.acc_seg: 72.8980, loss: 0.7915 2023-11-30 18:58:32,027 - mmseg - INFO - Iter [5200/80000] lr: 3.740e-05, eta: 7:00:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7652, decode.acc_seg: 74.4946, loss: 0.7652 2023-11-30 18:58:42,638 - mmseg - INFO - Iter [5250/80000] lr: 3.738e-05, eta: 6:58:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7652, decode.acc_seg: 74.1375, loss: 0.7652 2023-11-30 18:58:53,239 - mmseg - INFO - Iter [5300/80000] lr: 3.735e-05, eta: 6:56:33, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7918, decode.acc_seg: 73.6291, loss: 0.7918 2023-11-30 18:59:03,847 - mmseg - INFO - Iter [5350/80000] lr: 3.733e-05, eta: 6:54:51, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7649, decode.acc_seg: 73.8341, loss: 0.7649 2023-11-30 18:59:14,452 - mmseg - INFO - Iter [5400/80000] lr: 3.730e-05, eta: 6:53:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7741, decode.acc_seg: 73.4594, loss: 0.7741 2023-11-30 18:59:25,067 - mmseg - INFO - Iter [5450/80000] lr: 3.728e-05, eta: 6:51:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7796, decode.acc_seg: 73.3494, loss: 0.7796 2023-11-30 18:59:35,666 - mmseg - INFO - Iter [5500/80000] lr: 3.725e-05, eta: 6:49:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7485, decode.acc_seg: 74.3910, loss: 0.7485 2023-11-30 18:59:46,267 - mmseg - INFO - Iter [5550/80000] lr: 3.723e-05, eta: 6:48:19, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7935, decode.acc_seg: 73.7766, loss: 0.7935 2023-11-30 18:59:56,878 - mmseg - INFO - Iter [5600/80000] lr: 3.720e-05, eta: 6:46:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7500, decode.acc_seg: 74.5550, loss: 0.7500 2023-11-30 19:00:07,484 - mmseg - INFO - Iter [5650/80000] lr: 3.718e-05, eta: 6:45:12, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7576, decode.acc_seg: 74.5734, loss: 0.7576 2023-11-30 19:00:18,095 - mmseg - INFO - Iter [5700/80000] lr: 3.715e-05, eta: 6:43:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8059, decode.acc_seg: 73.2086, loss: 0.8059 2023-11-30 19:00:28,696 - mmseg - INFO - Iter [5750/80000] lr: 3.713e-05, eta: 6:42:11, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7755, decode.acc_seg: 73.6088, loss: 0.7755 2023-11-30 19:00:39,298 - mmseg - INFO - Iter [5800/80000] lr: 3.710e-05, eta: 6:40:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7524, decode.acc_seg: 74.3671, loss: 0.7524 2023-11-30 19:00:49,906 - mmseg - INFO - Iter [5850/80000] lr: 3.708e-05, eta: 6:39:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7608, decode.acc_seg: 73.9927, loss: 0.7608 2023-11-30 19:01:00,512 - mmseg - INFO - Iter [5900/80000] lr: 3.705e-05, eta: 6:37:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.8052, decode.acc_seg: 72.8742, loss: 0.8052 2023-11-30 19:01:11,118 - mmseg - INFO - Iter [5950/80000] lr: 3.703e-05, eta: 6:36:25, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7623, decode.acc_seg: 74.5417, loss: 0.7623 2023-11-30 19:01:21,700 - mmseg - INFO - Saving checkpoint at 6000 iterations 2023-11-30 19:01:56,869 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:01:56,869 - mmseg - INFO - Iter [6000/80000] lr: 3.700e-05, eta: 6:42:15, time: 0.915, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7365, decode.acc_seg: 75.0477, loss: 0.7365 2023-11-30 19:02:47,114 - mmseg - INFO - per class results: 2023-11-30 19:02:47,121 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 64.96 | 84.31 | | building | 76.59 | 89.59 | | sky | 81.4 | 93.22 | | floor | 68.12 | 85.6 | | tree | 65.04 | 79.85 | | ceiling | 71.64 | 82.61 | | road | 73.59 | 85.32 | | bed | 79.49 | 91.14 | | windowpane | 53.85 | 71.03 | | grass | 61.52 | 75.93 | | cabinet | 51.5 | 63.29 | | sidewalk | 51.43 | 66.16 | | person | 70.61 | 90.1 | | earth | 32.53 | 45.3 | | door | 36.43 | 44.47 | | table | 50.39 | 64.64 | | mountain | 51.35 | 65.56 | | plant | 47.01 | 57.34 | | curtain | 58.87 | 68.83 | | chair | 50.76 | 64.73 | | car | 73.55 | 90.97 | | water | 47.33 | 64.03 | | painting | 60.7 | 79.24 | | sofa | 62.43 | 77.13 | | shelf | 34.16 | 45.15 | | house | 40.85 | 58.39 | | sea | 52.29 | 66.96 | | mirror | 46.72 | 55.63 | | rug | 42.16 | 45.46 | | field | 31.82 | 47.81 | | armchair | 39.28 | 55.08 | | seat | 52.52 | 73.27 | | fence | 36.46 | 48.29 | | desk | 37.98 | 58.42 | | rock | 46.67 | 59.57 | | wardrobe | 42.01 | 55.44 | | lamp | 53.03 | 65.23 | | bathtub | 64.86 | 71.51 | | railing | 28.58 | 36.2 | | cushion | 54.5 | 66.05 | | base | 26.65 | 36.31 | | box | 25.39 | 32.68 | | column | 31.6 | 36.96 | | signboard | 27.58 | 41.28 | | chest of drawers | 40.08 | 51.14 | | counter | 26.31 | 31.42 | | sand | 41.01 | 46.46 | | sink | 64.72 | 73.4 | | skyscraper | 41.48 | 54.19 | | fireplace | 60.37 | 77.16 | | refrigerator | 50.24 | 56.77 | | grandstand | 47.53 | 71.16 | | path | 13.53 | 16.69 | | stairs | 21.03 | 23.28 | | runway | 58.92 | 77.8 | | case | 45.67 | 55.46 | | pool table | 77.57 | 90.52 | | pillow | 50.54 | 59.94 | | screen door | 47.69 | 54.61 | | stairway | 40.47 | 51.14 | | river | 11.51 | 17.18 | | bridge | 39.6 | 50.69 | | bookcase | 31.9 | 46.99 | | blind | 18.82 | 19.71 | | coffee table | 54.61 | 74.88 | | toilet | 73.42 | 84.4 | | flower | 35.64 | 51.21 | | book | 44.09 | 62.38 | | hill | 5.59 | 8.27 | | bench | 39.9 | 47.26 | | countertop | 46.67 | 60.54 | | stove | 64.76 | 72.11 | | palm | 43.1 | 60.56 | | kitchen island | 30.66 | 49.3 | | computer | 60.77 | 74.33 | | swivel chair | 37.73 | 46.36 | | boat | 56.08 | 72.97 | | bar | 40.91 | 45.91 | | arcade machine | 52.29 | 57.17 | | hovel | 16.96 | 20.2 | | bus | 72.18 | 83.1 | | towel | 59.82 | 70.71 | | light | 25.64 | 28.9 | | truck | 24.39 | 37.87 | | tower | 10.07 | 14.21 | | chandelier | 56.89 | 73.71 | | awning | 23.63 | 29.46 | | streetlight | 20.53 | 26.74 | | booth | 22.24 | 30.17 | | television receiver | 61.5 | 69.49 | | airplane | 48.48 | 64.18 | | dirt track | 11.7 | 13.58 | | apparel | 42.01 | 56.7 | | pole | 13.5 | 16.04 | | land | 2.5 | 3.06 | | bannister | 9.07 | 12.92 | | escalator | 38.67 | 45.92 | | ottoman | 37.21 | 46.06 | | bottle | 38.05 | 51.37 | | buffet | 34.06 | 38.68 | | poster | 11.69 | 14.64 | | stage | 11.92 | 20.59 | | van | 23.53 | 32.72 | | ship | 15.63 | 17.07 | | fountain | 9.49 | 9.77 | | conveyer belt | 63.37 | 87.77 | | canopy | 27.98 | 30.45 | | washer | 64.2 | 70.45 | | plaything | 24.65 | 38.35 | | swimming pool | 53.75 | 60.68 | | stool | 28.46 | 33.12 | | barrel | 40.08 | 59.62 | | basket | 33.11 | 43.18 | | waterfall | 44.71 | 55.1 | | tent | 70.89 | 93.63 | | bag | 12.6 | 14.11 | | minibike | 56.92 | 78.99 | | cradle | 67.83 | 91.0 | | oven | 40.28 | 47.75 | | ball | 53.8 | 62.85 | | food | 53.27 | 64.3 | | step | 3.55 | 3.92 | | tank | 45.27 | 56.46 | | trade name | 15.26 | 18.95 | | microwave | 60.29 | 66.49 | | pot | 34.53 | 38.4 | | animal | 52.17 | 65.26 | | bicycle | 54.81 | 76.58 | | lake | 4.1 | 4.5 | | dishwasher | 44.14 | 47.48 | | screen | 40.83 | 51.94 | | blanket | 13.1 | 15.04 | | sculpture | 42.9 | 56.83 | | hood | 45.62 | 50.4 | | sconce | 34.8 | 42.83 | | vase | 35.12 | 49.37 | | traffic light | 27.07 | 37.2 | | tray | 8.29 | 10.18 | | ashcan | 36.36 | 44.06 | | fan | 47.88 | 60.99 | | pier | 32.94 | 41.82 | | crt screen | 4.15 | 6.12 | | plate | 44.09 | 56.04 | | monitor | 9.68 | 10.59 | | bulletin board | 30.1 | 34.21 | | shower | 0.34 | 0.57 | | radiator | 53.49 | 59.86 | | glass | 13.6 | 14.41 | | clock | 24.56 | 28.58 | | flag | 38.98 | 46.38 | +---------------------+-------+-------+ 2023-11-30 19:02:47,121 - mmseg - INFO - Summary: 2023-11-30 19:02:47,121 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 76.48 | 40.98 | 51.23 | +-------+-------+-------+ 2023-11-30 19:02:48,464 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_5000.pth was removed 2023-11-30 19:03:23,029 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_6000.pth. 2023-11-30 19:03:23,029 - mmseg - INFO - Best aAcc is 0.7648 at 6000 iter. 2023-11-30 19:03:23,029 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:03:23,030 - mmseg - INFO - Iter(val) [250] aAcc: 0.7648, mIoU: 0.4098, mAcc: 0.5123, IoU.wall: 0.6496, IoU.building: 0.7659, IoU.sky: 0.8140, IoU.floor: 0.6812, IoU.tree: 0.6504, IoU.ceiling: 0.7164, IoU.road: 0.7359, IoU.bed : 0.7949, IoU.windowpane: 0.5385, IoU.grass: 0.6152, IoU.cabinet: 0.5150, IoU.sidewalk: 0.5143, IoU.person: 0.7061, IoU.earth: 0.3253, IoU.door: 0.3643, IoU.table: 0.5039, IoU.mountain: 0.5135, IoU.plant: 0.4701, IoU.curtain: 0.5887, IoU.chair: 0.5076, IoU.car: 0.7355, IoU.water: 0.4733, IoU.painting: 0.6070, IoU.sofa: 0.6243, IoU.shelf: 0.3416, IoU.house: 0.4085, IoU.sea: 0.5229, IoU.mirror: 0.4672, IoU.rug: 0.4216, IoU.field: 0.3182, IoU.armchair: 0.3928, IoU.seat: 0.5252, IoU.fence: 0.3646, IoU.desk: 0.3798, IoU.rock: 0.4667, IoU.wardrobe: 0.4201, IoU.lamp: 0.5303, IoU.bathtub: 0.6486, IoU.railing: 0.2858, IoU.cushion: 0.5450, IoU.base: 0.2665, IoU.box: 0.2539, IoU.column: 0.3160, IoU.signboard: 0.2758, IoU.chest of drawers: 0.4008, IoU.counter: 0.2631, IoU.sand: 0.4101, IoU.sink: 0.6472, IoU.skyscraper: 0.4148, IoU.fireplace: 0.6037, IoU.refrigerator: 0.5024, IoU.grandstand: 0.4753, IoU.path: 0.1353, IoU.stairs: 0.2103, IoU.runway: 0.5892, IoU.case: 0.4567, IoU.pool table: 0.7757, IoU.pillow: 0.5054, IoU.screen door: 0.4769, IoU.stairway: 0.4047, IoU.river: 0.1151, IoU.bridge: 0.3960, IoU.bookcase: 0.3190, IoU.blind: 0.1882, IoU.coffee table: 0.5461, IoU.toilet: 0.7342, IoU.flower: 0.3564, IoU.book: 0.4409, IoU.hill: 0.0559, IoU.bench: 0.3990, IoU.countertop: 0.4667, IoU.stove: 0.6476, IoU.palm: 0.4310, IoU.kitchen island: 0.3066, IoU.computer: 0.6077, IoU.swivel chair: 0.3773, IoU.boat: 0.5608, IoU.bar: 0.4091, IoU.arcade machine: 0.5229, IoU.hovel: 0.1696, IoU.bus: 0.7218, IoU.towel: 0.5982, IoU.light: 0.2564, IoU.truck: 0.2439, IoU.tower: 0.1007, IoU.chandelier: 0.5689, IoU.awning: 0.2363, IoU.streetlight: 0.2053, IoU.booth: 0.2224, IoU.television receiver: 0.6150, IoU.airplane: 0.4848, IoU.dirt track: 0.1170, IoU.apparel: 0.4201, IoU.pole: 0.1350, IoU.land: 0.0250, IoU.bannister: 0.0907, IoU.escalator: 0.3867, IoU.ottoman: 0.3721, IoU.bottle: 0.3805, IoU.buffet: 0.3406, IoU.poster: 0.1169, IoU.stage: 0.1192, IoU.van: 0.2353, IoU.ship: 0.1563, IoU.fountain: 0.0949, IoU.conveyer belt: 0.6337, IoU.canopy: 0.2798, IoU.washer: 0.6420, IoU.plaything: 0.2465, IoU.swimming pool: 0.5375, IoU.stool: 0.2846, IoU.barrel: 0.4008, IoU.basket: 0.3311, IoU.waterfall: 0.4471, IoU.tent: 0.7089, IoU.bag: 0.1260, IoU.minibike: 0.5692, IoU.cradle: 0.6783, IoU.oven: 0.4028, IoU.ball: 0.5380, IoU.food: 0.5327, IoU.step: 0.0355, IoU.tank: 0.4527, IoU.trade name: 0.1526, IoU.microwave: 0.6029, IoU.pot: 0.3453, IoU.animal: 0.5217, IoU.bicycle: 0.5481, IoU.lake: 0.0410, IoU.dishwasher: 0.4414, IoU.screen: 0.4083, IoU.blanket: 0.1310, IoU.sculpture: 0.4290, IoU.hood: 0.4562, IoU.sconce: 0.3480, IoU.vase: 0.3512, IoU.traffic light: 0.2707, IoU.tray: 0.0829, IoU.ashcan: 0.3636, IoU.fan: 0.4788, IoU.pier: 0.3294, IoU.crt screen: 0.0415, IoU.plate: 0.4409, IoU.monitor: 0.0968, IoU.bulletin board: 0.3010, IoU.shower: 0.0034, IoU.radiator: 0.5349, IoU.glass: 0.1360, IoU.clock: 0.2456, IoU.flag: 0.3898, Acc.wall: 0.8431, Acc.building: 0.8959, Acc.sky: 0.9322, Acc.floor: 0.8560, Acc.tree: 0.7985, Acc.ceiling: 0.8261, Acc.road: 0.8532, Acc.bed : 0.9114, Acc.windowpane: 0.7103, Acc.grass: 0.7593, Acc.cabinet: 0.6329, Acc.sidewalk: 0.6616, Acc.person: 0.9010, Acc.earth: 0.4530, Acc.door: 0.4447, Acc.table: 0.6464, Acc.mountain: 0.6556, Acc.plant: 0.5734, Acc.curtain: 0.6883, Acc.chair: 0.6473, Acc.car: 0.9097, Acc.water: 0.6403, Acc.painting: 0.7924, Acc.sofa: 0.7713, Acc.shelf: 0.4515, Acc.house: 0.5839, Acc.sea: 0.6696, Acc.mirror: 0.5563, Acc.rug: 0.4546, Acc.field: 0.4781, Acc.armchair: 0.5508, Acc.seat: 0.7327, Acc.fence: 0.4829, Acc.desk: 0.5842, Acc.rock: 0.5957, Acc.wardrobe: 0.5544, Acc.lamp: 0.6523, Acc.bathtub: 0.7151, Acc.railing: 0.3620, Acc.cushion: 0.6605, Acc.base: 0.3631, Acc.box: 0.3268, Acc.column: 0.3696, Acc.signboard: 0.4128, Acc.chest of drawers: 0.5114, Acc.counter: 0.3142, Acc.sand: 0.4646, Acc.sink: 0.7340, Acc.skyscraper: 0.5419, Acc.fireplace: 0.7716, Acc.refrigerator: 0.5677, Acc.grandstand: 0.7116, Acc.path: 0.1669, Acc.stairs: 0.2328, Acc.runway: 0.7780, Acc.case: 0.5546, Acc.pool table: 0.9052, Acc.pillow: 0.5994, Acc.screen door: 0.5461, Acc.stairway: 0.5114, Acc.river: 0.1718, Acc.bridge: 0.5069, Acc.bookcase: 0.4699, Acc.blind: 0.1971, Acc.coffee table: 0.7488, Acc.toilet: 0.8440, Acc.flower: 0.5121, Acc.book: 0.6238, Acc.hill: 0.0827, Acc.bench: 0.4726, Acc.countertop: 0.6054, Acc.stove: 0.7211, Acc.palm: 0.6056, Acc.kitchen island: 0.4930, Acc.computer: 0.7433, Acc.swivel chair: 0.4636, Acc.boat: 0.7297, Acc.bar: 0.4591, Acc.arcade machine: 0.5717, Acc.hovel: 0.2020, Acc.bus: 0.8310, Acc.towel: 0.7071, Acc.light: 0.2890, Acc.truck: 0.3787, Acc.tower: 0.1421, Acc.chandelier: 0.7371, Acc.awning: 0.2946, Acc.streetlight: 0.2674, Acc.booth: 0.3017, Acc.television receiver: 0.6949, Acc.airplane: 0.6418, Acc.dirt track: 0.1358, Acc.apparel: 0.5670, Acc.pole: 0.1604, Acc.land: 0.0306, Acc.bannister: 0.1292, Acc.escalator: 0.4592, Acc.ottoman: 0.4606, Acc.bottle: 0.5137, Acc.buffet: 0.3868, Acc.poster: 0.1464, Acc.stage: 0.2059, Acc.van: 0.3272, Acc.ship: 0.1707, Acc.fountain: 0.0977, Acc.conveyer belt: 0.8777, Acc.canopy: 0.3045, Acc.washer: 0.7045, Acc.plaything: 0.3835, Acc.swimming pool: 0.6068, Acc.stool: 0.3312, Acc.barrel: 0.5962, Acc.basket: 0.4318, Acc.waterfall: 0.5510, Acc.tent: 0.9363, Acc.bag: 0.1411, Acc.minibike: 0.7899, Acc.cradle: 0.9100, Acc.oven: 0.4775, Acc.ball: 0.6285, Acc.food: 0.6430, Acc.step: 0.0392, Acc.tank: 0.5646, Acc.trade name: 0.1895, Acc.microwave: 0.6649, Acc.pot: 0.3840, Acc.animal: 0.6526, Acc.bicycle: 0.7658, Acc.lake: 0.0450, Acc.dishwasher: 0.4748, Acc.screen: 0.5194, Acc.blanket: 0.1504, Acc.sculpture: 0.5683, Acc.hood: 0.5040, Acc.sconce: 0.4283, Acc.vase: 0.4937, Acc.traffic light: 0.3720, Acc.tray: 0.1018, Acc.ashcan: 0.4406, Acc.fan: 0.6099, Acc.pier: 0.4182, Acc.crt screen: 0.0612, Acc.plate: 0.5604, Acc.monitor: 0.1059, Acc.bulletin board: 0.3421, Acc.shower: 0.0057, Acc.radiator: 0.5986, Acc.glass: 0.1441, Acc.clock: 0.2858, Acc.flag: 0.4638 2023-11-30 19:03:34,093 - mmseg - INFO - Iter [6050/80000] lr: 3.698e-05, eta: 6:58:28, time: 1.944, data_time: 1.740, memory: 14238, decode.loss_ce: 0.7411, decode.acc_seg: 74.1176, loss: 0.7411 2023-11-30 19:03:44,690 - mmseg - INFO - Iter [6100/80000] lr: 3.695e-05, eta: 6:56:53, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7552, decode.acc_seg: 73.7114, loss: 0.7552 2023-11-30 19:03:55,293 - mmseg - INFO - Iter [6150/80000] lr: 3.693e-05, eta: 6:55:21, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7961, decode.acc_seg: 73.0099, loss: 0.7961 2023-11-30 19:04:05,891 - mmseg - INFO - Iter [6200/80000] lr: 3.690e-05, eta: 6:53:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7855, decode.acc_seg: 73.2657, loss: 0.7855 2023-11-30 19:04:16,503 - mmseg - INFO - Iter [6250/80000] lr: 3.688e-05, eta: 6:52:19, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7435, decode.acc_seg: 74.4975, loss: 0.7435 2023-11-30 19:04:27,105 - mmseg - INFO - Iter [6300/80000] lr: 3.685e-05, eta: 6:50:50, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7125, decode.acc_seg: 75.2475, loss: 0.7125 2023-11-30 19:04:39,988 - mmseg - INFO - Iter [6350/80000] lr: 3.683e-05, eta: 6:49:49, time: 0.258, data_time: 0.052, memory: 14238, decode.loss_ce: 0.7265, decode.acc_seg: 74.0961, loss: 0.7265 2023-11-30 19:04:50,590 - mmseg - INFO - Iter [6400/80000] lr: 3.680e-05, eta: 6:48:22, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7534, decode.acc_seg: 74.3824, loss: 0.7534 2023-11-30 19:05:01,192 - mmseg - INFO - Iter [6450/80000] lr: 3.678e-05, eta: 6:46:56, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7208, decode.acc_seg: 75.5285, loss: 0.7208 2023-11-30 19:05:11,796 - mmseg - INFO - Iter [6500/80000] lr: 3.675e-05, eta: 6:45:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7422, decode.acc_seg: 74.2427, loss: 0.7422 2023-11-30 19:05:22,399 - mmseg - INFO - Iter [6550/80000] lr: 3.673e-05, eta: 6:44:09, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7220, decode.acc_seg: 74.9806, loss: 0.7220 2023-11-30 19:05:33,001 - mmseg - INFO - Iter [6600/80000] lr: 3.670e-05, eta: 6:42:46, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7148, decode.acc_seg: 75.2159, loss: 0.7148 2023-11-30 19:05:43,609 - mmseg - INFO - Iter [6650/80000] lr: 3.668e-05, eta: 6:41:25, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7438, decode.acc_seg: 74.1920, loss: 0.7438 2023-11-30 19:05:54,214 - mmseg - INFO - Iter [6700/80000] lr: 3.665e-05, eta: 6:40:05, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7369, decode.acc_seg: 75.1290, loss: 0.7369 2023-11-30 19:06:04,823 - mmseg - INFO - Iter [6750/80000] lr: 3.663e-05, eta: 6:38:46, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6938, decode.acc_seg: 76.0957, loss: 0.6938 2023-11-30 19:06:15,430 - mmseg - INFO - Iter [6800/80000] lr: 3.660e-05, eta: 6:37:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7285, decode.acc_seg: 74.8778, loss: 0.7285 2023-11-30 19:06:26,036 - mmseg - INFO - Iter [6850/80000] lr: 3.658e-05, eta: 6:36:12, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7383, decode.acc_seg: 74.4215, loss: 0.7383 2023-11-30 19:06:36,641 - mmseg - INFO - Iter [6900/80000] lr: 3.655e-05, eta: 6:34:55, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7115, decode.acc_seg: 75.4909, loss: 0.7115 2023-11-30 19:06:47,243 - mmseg - INFO - Iter [6950/80000] lr: 3.653e-05, eta: 6:33:40, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7106, decode.acc_seg: 75.4528, loss: 0.7106 2023-11-30 19:06:57,828 - mmseg - INFO - Saving checkpoint at 7000 iterations 2023-11-30 19:07:30,296 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:07:30,297 - mmseg - INFO - Iter [7000/80000] lr: 3.650e-05, eta: 6:38:05, time: 0.861, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7266, decode.acc_seg: 75.1358, loss: 0.7266 2023-11-30 19:08:20,605 - mmseg - INFO - per class results: 2023-11-30 19:08:20,612 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 66.19 | 83.21 | | building | 76.47 | 90.96 | | sky | 81.46 | 94.31 | | floor | 69.85 | 84.99 | | tree | 65.09 | 81.3 | | ceiling | 72.87 | 83.83 | | road | 74.38 | 85.9 | | bed | 80.1 | 91.91 | | windowpane | 54.64 | 72.37 | | grass | 62.2 | 77.58 | | cabinet | 52.68 | 65.55 | | sidewalk | 52.28 | 68.02 | | person | 71.6 | 90.77 | | earth | 31.17 | 41.89 | | door | 35.96 | 43.02 | | table | 51.09 | 65.67 | | mountain | 51.47 | 65.39 | | plant | 47.33 | 57.53 | | curtain | 60.07 | 69.33 | | chair | 51.81 | 66.74 | | car | 74.61 | 90.61 | | water | 46.06 | 60.75 | | painting | 61.42 | 81.4 | | sofa | 62.77 | 76.08 | | shelf | 36.84 | 49.28 | | house | 40.99 | 56.99 | | sea | 53.55 | 68.6 | | mirror | 50.36 | 62.34 | | rug | 43.83 | 47.48 | | field | 31.69 | 47.72 | | armchair | 39.48 | 56.22 | | seat | 56.18 | 71.78 | | fence | 35.98 | 47.24 | | desk | 37.83 | 61.44 | | rock | 47.15 | 61.62 | | wardrobe | 42.63 | 55.95 | | lamp | 54.2 | 69.37 | | bathtub | 65.68 | 72.11 | | railing | 29.45 | 38.67 | | cushion | 55.23 | 69.94 | | base | 26.81 | 37.58 | | box | 25.77 | 33.38 | | column | 33.4 | 39.67 | | signboard | 28.09 | 41.76 | | chest of drawers | 38.96 | 52.86 | | counter | 29.85 | 37.69 | | sand | 40.72 | 46.99 | | sink | 65.22 | 73.82 | | skyscraper | 43.39 | 57.15 | | fireplace | 60.9 | 78.24 | | refrigerator | 51.24 | 57.71 | | grandstand | 48.65 | 72.97 | | path | 12.97 | 16.06 | | stairs | 20.94 | 23.11 | | runway | 60.1 | 77.74 | | case | 46.92 | 57.56 | | pool table | 78.07 | 91.88 | | pillow | 48.94 | 56.35 | | screen door | 48.06 | 53.97 | | stairway | 40.51 | 49.62 | | river | 13.52 | 24.52 | | bridge | 40.02 | 52.79 | | bookcase | 27.87 | 33.86 | | blind | 21.05 | 22.26 | | coffee table | 54.85 | 75.36 | | toilet | 74.05 | 85.08 | | flower | 35.65 | 48.81 | | book | 45.58 | 66.56 | | hill | 5.37 | 7.73 | | bench | 41.84 | 50.37 | | countertop | 47.77 | 61.45 | | stove | 65.82 | 74.05 | | palm | 41.31 | 57.68 | | kitchen island | 32.78 | 53.08 | | computer | 61.21 | 77.4 | | swivel chair | 40.6 | 58.25 | | boat | 57.61 | 74.09 | | bar | 40.72 | 45.24 | | arcade machine | 61.52 | 70.59 | | hovel | 24.17 | 29.37 | | bus | 73.67 | 84.94 | | towel | 62.57 | 74.88 | | light | 28.27 | 32.59 | | truck | 26.56 | 41.71 | | tower | 11.74 | 16.72 | | chandelier | 58.17 | 74.92 | | awning | 22.51 | 26.81 | | streetlight | 19.33 | 23.37 | | booth | 22.75 | 33.12 | | television receiver | 62.51 | 70.32 | | airplane | 51.05 | 63.72 | | dirt track | 12.76 | 15.85 | | apparel | 45.17 | 62.11 | | pole | 14.83 | 18.54 | | land | 2.57 | 2.99 | | bannister | 7.48 | 9.45 | | escalator | 41.29 | 50.08 | | ottoman | 37.96 | 49.05 | | bottle | 40.16 | 58.44 | | buffet | 36.5 | 42.88 | | poster | 15.64 | 19.87 | | stage | 13.52 | 28.81 | | van | 22.84 | 29.66 | | ship | 18.91 | 20.81 | | fountain | 14.31 | 14.85 | | conveyer belt | 62.87 | 89.6 | | canopy | 28.89 | 31.51 | | washer | 65.93 | 72.75 | | plaything | 25.21 | 39.99 | | swimming pool | 57.41 | 67.26 | | stool | 30.51 | 36.85 | | barrel | 40.07 | 61.21 | | basket | 33.88 | 45.4 | | waterfall | 45.08 | 53.94 | | tent | 72.83 | 93.84 | | bag | 13.93 | 15.86 | | minibike | 58.24 | 77.44 | | cradle | 69.77 | 92.33 | | oven | 41.06 | 49.91 | | ball | 49.85 | 55.2 | | food | 52.46 | 62.41 | | step | 4.3 | 4.68 | | tank | 46.01 | 57.88 | | trade name | 11.97 | 13.85 | | microwave | 63.26 | 70.49 | | pot | 35.15 | 39.34 | | animal | 53.92 | 64.19 | | bicycle | 53.8 | 71.98 | | lake | 4.67 | 4.98 | | dishwasher | 44.81 | 48.74 | | screen | 40.86 | 56.81 | | blanket | 14.56 | 16.63 | | sculpture | 44.71 | 59.38 | | hood | 47.31 | 52.39 | | sconce | 37.1 | 47.23 | | vase | 35.73 | 48.31 | | traffic light | 28.48 | 38.83 | | tray | 9.63 | 12.48 | | ashcan | 37.61 | 50.19 | | fan | 49.16 | 62.83 | | pier | 31.7 | 43.19 | | crt screen | 2.0 | 3.04 | | plate | 45.73 | 57.4 | | monitor | 9.24 | 10.02 | | bulletin board | 37.13 | 44.57 | | shower | 0.34 | 0.59 | | radiator | 55.25 | 62.25 | | glass | 14.73 | 15.81 | | clock | 26.19 | 29.89 | | flag | 41.58 | 48.8 | +---------------------+-------+-------+ 2023-11-30 19:08:20,612 - mmseg - INFO - Summary: 2023-11-30 19:08:20,612 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 77.03 | 41.97 | 52.66 | +-------+-------+-------+ 2023-11-30 19:08:21,999 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_6000.pth was removed 2023-11-30 19:08:56,710 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_7000.pth. 2023-11-30 19:08:56,711 - mmseg - INFO - Best aAcc is 0.7703 at 7000 iter. 2023-11-30 19:08:56,711 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:08:56,711 - mmseg - INFO - Iter(val) [250] aAcc: 0.7703, mIoU: 0.4197, mAcc: 0.5266, IoU.wall: 0.6619, IoU.building: 0.7647, IoU.sky: 0.8146, IoU.floor: 0.6985, IoU.tree: 0.6509, IoU.ceiling: 0.7287, IoU.road: 0.7438, IoU.bed : 0.8010, IoU.windowpane: 0.5464, IoU.grass: 0.6220, IoU.cabinet: 0.5268, IoU.sidewalk: 0.5228, IoU.person: 0.7160, IoU.earth: 0.3117, IoU.door: 0.3596, IoU.table: 0.5109, IoU.mountain: 0.5147, IoU.plant: 0.4733, IoU.curtain: 0.6007, IoU.chair: 0.5181, IoU.car: 0.7461, IoU.water: 0.4606, IoU.painting: 0.6142, IoU.sofa: 0.6277, IoU.shelf: 0.3684, IoU.house: 0.4099, IoU.sea: 0.5355, IoU.mirror: 0.5036, IoU.rug: 0.4383, IoU.field: 0.3169, IoU.armchair: 0.3948, IoU.seat: 0.5618, IoU.fence: 0.3598, IoU.desk: 0.3783, IoU.rock: 0.4715, IoU.wardrobe: 0.4263, IoU.lamp: 0.5420, IoU.bathtub: 0.6568, IoU.railing: 0.2945, IoU.cushion: 0.5523, IoU.base: 0.2681, IoU.box: 0.2577, IoU.column: 0.3340, IoU.signboard: 0.2809, IoU.chest of drawers: 0.3896, IoU.counter: 0.2985, IoU.sand: 0.4072, IoU.sink: 0.6522, IoU.skyscraper: 0.4339, IoU.fireplace: 0.6090, IoU.refrigerator: 0.5124, IoU.grandstand: 0.4865, IoU.path: 0.1297, IoU.stairs: 0.2094, IoU.runway: 0.6010, IoU.case: 0.4692, IoU.pool table: 0.7807, IoU.pillow: 0.4894, IoU.screen door: 0.4806, IoU.stairway: 0.4051, IoU.river: 0.1352, IoU.bridge: 0.4002, IoU.bookcase: 0.2787, IoU.blind: 0.2105, IoU.coffee table: 0.5485, IoU.toilet: 0.7405, IoU.flower: 0.3565, IoU.book: 0.4558, IoU.hill: 0.0537, IoU.bench: 0.4184, IoU.countertop: 0.4777, IoU.stove: 0.6582, IoU.palm: 0.4131, IoU.kitchen island: 0.3278, IoU.computer: 0.6121, IoU.swivel chair: 0.4060, IoU.boat: 0.5761, IoU.bar: 0.4072, IoU.arcade machine: 0.6152, IoU.hovel: 0.2417, IoU.bus: 0.7367, IoU.towel: 0.6257, IoU.light: 0.2827, IoU.truck: 0.2656, IoU.tower: 0.1174, IoU.chandelier: 0.5817, IoU.awning: 0.2251, IoU.streetlight: 0.1933, IoU.booth: 0.2275, IoU.television receiver: 0.6251, IoU.airplane: 0.5105, IoU.dirt track: 0.1276, IoU.apparel: 0.4517, IoU.pole: 0.1483, IoU.land: 0.0257, IoU.bannister: 0.0748, IoU.escalator: 0.4129, IoU.ottoman: 0.3796, IoU.bottle: 0.4016, IoU.buffet: 0.3650, IoU.poster: 0.1564, IoU.stage: 0.1352, IoU.van: 0.2284, IoU.ship: 0.1891, IoU.fountain: 0.1431, IoU.conveyer belt: 0.6287, IoU.canopy: 0.2889, IoU.washer: 0.6593, IoU.plaything: 0.2521, IoU.swimming pool: 0.5741, IoU.stool: 0.3051, IoU.barrel: 0.4007, IoU.basket: 0.3388, IoU.waterfall: 0.4508, IoU.tent: 0.7283, IoU.bag: 0.1393, IoU.minibike: 0.5824, IoU.cradle: 0.6977, IoU.oven: 0.4106, IoU.ball: 0.4985, IoU.food: 0.5246, IoU.step: 0.0430, IoU.tank: 0.4601, IoU.trade name: 0.1197, IoU.microwave: 0.6326, IoU.pot: 0.3515, IoU.animal: 0.5392, IoU.bicycle: 0.5380, IoU.lake: 0.0467, IoU.dishwasher: 0.4481, IoU.screen: 0.4086, IoU.blanket: 0.1456, IoU.sculpture: 0.4471, IoU.hood: 0.4731, IoU.sconce: 0.3710, IoU.vase: 0.3573, IoU.traffic light: 0.2848, IoU.tray: 0.0963, IoU.ashcan: 0.3761, IoU.fan: 0.4916, IoU.pier: 0.3170, IoU.crt screen: 0.0200, IoU.plate: 0.4573, IoU.monitor: 0.0924, IoU.bulletin board: 0.3713, IoU.shower: 0.0034, IoU.radiator: 0.5525, IoU.glass: 0.1473, IoU.clock: 0.2619, IoU.flag: 0.4158, Acc.wall: 0.8321, Acc.building: 0.9096, Acc.sky: 0.9431, Acc.floor: 0.8499, Acc.tree: 0.8130, Acc.ceiling: 0.8383, Acc.road: 0.8590, Acc.bed : 0.9191, Acc.windowpane: 0.7237, Acc.grass: 0.7758, Acc.cabinet: 0.6555, Acc.sidewalk: 0.6802, Acc.person: 0.9077, Acc.earth: 0.4189, Acc.door: 0.4302, Acc.table: 0.6567, Acc.mountain: 0.6539, Acc.plant: 0.5753, Acc.curtain: 0.6933, Acc.chair: 0.6674, Acc.car: 0.9061, Acc.water: 0.6075, Acc.painting: 0.8140, Acc.sofa: 0.7608, Acc.shelf: 0.4928, Acc.house: 0.5699, Acc.sea: 0.6860, Acc.mirror: 0.6234, Acc.rug: 0.4748, Acc.field: 0.4772, Acc.armchair: 0.5622, Acc.seat: 0.7178, Acc.fence: 0.4724, Acc.desk: 0.6144, Acc.rock: 0.6162, Acc.wardrobe: 0.5595, Acc.lamp: 0.6937, Acc.bathtub: 0.7211, Acc.railing: 0.3867, Acc.cushion: 0.6994, Acc.base: 0.3758, Acc.box: 0.3338, Acc.column: 0.3967, Acc.signboard: 0.4176, Acc.chest of drawers: 0.5286, Acc.counter: 0.3769, Acc.sand: 0.4699, Acc.sink: 0.7382, Acc.skyscraper: 0.5715, Acc.fireplace: 0.7824, Acc.refrigerator: 0.5771, Acc.grandstand: 0.7297, Acc.path: 0.1606, Acc.stairs: 0.2311, Acc.runway: 0.7774, Acc.case: 0.5756, Acc.pool table: 0.9188, Acc.pillow: 0.5635, Acc.screen door: 0.5397, Acc.stairway: 0.4962, Acc.river: 0.2452, Acc.bridge: 0.5279, Acc.bookcase: 0.3386, Acc.blind: 0.2226, Acc.coffee table: 0.7536, Acc.toilet: 0.8508, Acc.flower: 0.4881, Acc.book: 0.6656, Acc.hill: 0.0773, Acc.bench: 0.5037, Acc.countertop: 0.6145, Acc.stove: 0.7405, Acc.palm: 0.5768, Acc.kitchen island: 0.5308, Acc.computer: 0.7740, Acc.swivel chair: 0.5825, Acc.boat: 0.7409, Acc.bar: 0.4524, Acc.arcade machine: 0.7059, Acc.hovel: 0.2937, Acc.bus: 0.8494, Acc.towel: 0.7488, Acc.light: 0.3259, Acc.truck: 0.4171, Acc.tower: 0.1672, Acc.chandelier: 0.7492, Acc.awning: 0.2681, Acc.streetlight: 0.2337, Acc.booth: 0.3312, Acc.television receiver: 0.7032, Acc.airplane: 0.6372, Acc.dirt track: 0.1585, Acc.apparel: 0.6211, Acc.pole: 0.1854, Acc.land: 0.0299, Acc.bannister: 0.0945, Acc.escalator: 0.5008, Acc.ottoman: 0.4905, Acc.bottle: 0.5844, Acc.buffet: 0.4288, Acc.poster: 0.1987, Acc.stage: 0.2881, Acc.van: 0.2966, Acc.ship: 0.2081, Acc.fountain: 0.1485, Acc.conveyer belt: 0.8960, Acc.canopy: 0.3151, Acc.washer: 0.7275, Acc.plaything: 0.3999, Acc.swimming pool: 0.6726, Acc.stool: 0.3685, Acc.barrel: 0.6121, Acc.basket: 0.4540, Acc.waterfall: 0.5394, Acc.tent: 0.9384, Acc.bag: 0.1586, Acc.minibike: 0.7744, Acc.cradle: 0.9233, Acc.oven: 0.4991, Acc.ball: 0.5520, Acc.food: 0.6241, Acc.step: 0.0468, Acc.tank: 0.5788, Acc.trade name: 0.1385, Acc.microwave: 0.7049, Acc.pot: 0.3934, Acc.animal: 0.6419, Acc.bicycle: 0.7198, Acc.lake: 0.0498, Acc.dishwasher: 0.4874, Acc.screen: 0.5681, Acc.blanket: 0.1663, Acc.sculpture: 0.5938, Acc.hood: 0.5239, Acc.sconce: 0.4723, Acc.vase: 0.4831, Acc.traffic light: 0.3883, Acc.tray: 0.1248, Acc.ashcan: 0.5019, Acc.fan: 0.6283, Acc.pier: 0.4319, Acc.crt screen: 0.0304, Acc.plate: 0.5740, Acc.monitor: 0.1002, Acc.bulletin board: 0.4457, Acc.shower: 0.0059, Acc.radiator: 0.6225, Acc.glass: 0.1581, Acc.clock: 0.2989, Acc.flag: 0.4880 2023-11-30 19:09:07,807 - mmseg - INFO - Iter [7050/80000] lr: 3.648e-05, eta: 6:51:48, time: 1.950, data_time: 1.745, memory: 14238, decode.loss_ce: 0.7453, decode.acc_seg: 74.3558, loss: 0.7453 2023-11-30 19:09:18,443 - mmseg - INFO - Iter [7100/80000] lr: 3.645e-05, eta: 6:50:26, time: 0.213, data_time: 0.008, memory: 14238, decode.loss_ce: 0.7525, decode.acc_seg: 74.2871, loss: 0.7525 2023-11-30 19:09:29,052 - mmseg - INFO - Iter [7150/80000] lr: 3.643e-05, eta: 6:49:05, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6700, decode.acc_seg: 76.3655, loss: 0.6700 2023-11-30 19:09:39,659 - mmseg - INFO - Iter [7200/80000] lr: 3.640e-05, eta: 6:47:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7246, decode.acc_seg: 74.6544, loss: 0.7246 2023-11-30 19:09:50,264 - mmseg - INFO - Iter [7250/80000] lr: 3.638e-05, eta: 6:46:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7403, decode.acc_seg: 74.2561, loss: 0.7403 2023-11-30 19:10:00,876 - mmseg - INFO - Iter [7300/80000] lr: 3.635e-05, eta: 6:45:08, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7166, decode.acc_seg: 75.5786, loss: 0.7166 2023-11-30 19:10:11,480 - mmseg - INFO - Iter [7350/80000] lr: 3.633e-05, eta: 6:43:51, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7259, decode.acc_seg: 75.0197, loss: 0.7259 2023-11-30 19:10:22,092 - mmseg - INFO - Iter [7400/80000] lr: 3.630e-05, eta: 6:42:35, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7082, decode.acc_seg: 75.6761, loss: 0.7082 2023-11-30 19:10:32,695 - mmseg - INFO - Iter [7450/80000] lr: 3.628e-05, eta: 6:41:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7035, decode.acc_seg: 75.3888, loss: 0.7035 2023-11-30 19:10:43,296 - mmseg - INFO - Iter [7500/80000] lr: 3.625e-05, eta: 6:40:05, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7021, decode.acc_seg: 75.7431, loss: 0.7021 2023-11-30 19:10:53,898 - mmseg - INFO - Iter [7550/80000] lr: 3.623e-05, eta: 6:38:51, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7198, decode.acc_seg: 75.1232, loss: 0.7198 2023-11-30 19:11:06,786 - mmseg - INFO - Iter [7600/80000] lr: 3.620e-05, eta: 6:38:00, time: 0.258, data_time: 0.052, memory: 14238, decode.loss_ce: 0.6837, decode.acc_seg: 76.4295, loss: 0.6837 2023-11-30 19:11:17,389 - mmseg - INFO - Iter [7650/80000] lr: 3.618e-05, eta: 6:36:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6623, decode.acc_seg: 76.6554, loss: 0.6623 2023-11-30 19:11:27,995 - mmseg - INFO - Iter [7700/80000] lr: 3.615e-05, eta: 6:35:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7041, decode.acc_seg: 75.6051, loss: 0.7041 2023-11-30 19:11:38,603 - mmseg - INFO - Iter [7750/80000] lr: 3.613e-05, eta: 6:34:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7136, decode.acc_seg: 75.1138, loss: 0.7136 2023-11-30 19:11:49,207 - mmseg - INFO - Iter [7800/80000] lr: 3.610e-05, eta: 6:33:16, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6913, decode.acc_seg: 76.0179, loss: 0.6913 2023-11-30 19:11:59,808 - mmseg - INFO - Iter [7850/80000] lr: 3.608e-05, eta: 6:32:07, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7087, decode.acc_seg: 75.3119, loss: 0.7087 2023-11-30 19:12:10,415 - mmseg - INFO - Iter [7900/80000] lr: 3.605e-05, eta: 6:30:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6974, decode.acc_seg: 75.2363, loss: 0.6974 2023-11-30 19:12:21,012 - mmseg - INFO - Iter [7950/80000] lr: 3.603e-05, eta: 6:29:51, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6840, decode.acc_seg: 76.1083, loss: 0.6840 2023-11-30 19:12:31,602 - mmseg - INFO - Saving checkpoint at 8000 iterations 2023-11-30 19:13:05,071 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:13:05,071 - mmseg - INFO - Iter [8000/80000] lr: 3.600e-05, eta: 6:33:46, time: 0.882, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7129, decode.acc_seg: 75.4308, loss: 0.7129 2023-11-30 19:13:55,237 - mmseg - INFO - per class results: 2023-11-30 19:13:55,244 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 67.01 | 83.28 | | building | 77.02 | 91.51 | | sky | 83.1 | 94.56 | | floor | 70.26 | 86.22 | | tree | 65.91 | 80.86 | | ceiling | 73.38 | 83.59 | | road | 74.49 | 87.68 | | bed | 80.15 | 92.98 | | windowpane | 55.22 | 71.95 | | grass | 62.88 | 79.41 | | cabinet | 52.88 | 64.94 | | sidewalk | 52.16 | 66.31 | | person | 72.66 | 90.17 | | earth | 31.57 | 42.67 | | door | 37.87 | 46.31 | | table | 51.59 | 65.29 | | mountain | 51.56 | 64.57 | | plant | 48.21 | 59.53 | | curtain | 60.51 | 70.28 | | chair | 51.49 | 65.81 | | car | 74.87 | 91.23 | | water | 49.24 | 65.32 | | painting | 61.48 | 81.23 | | sofa | 63.67 | 77.46 | | shelf | 35.94 | 48.38 | | house | 41.64 | 55.2 | | sea | 55.71 | 68.86 | | mirror | 50.34 | 60.89 | | rug | 45.09 | 49.17 | | field | 31.56 | 45.15 | | armchair | 40.21 | 56.21 | | seat | 54.04 | 74.41 | | fence | 36.27 | 46.4 | | desk | 38.39 | 62.64 | | rock | 48.26 | 62.78 | | wardrobe | 42.56 | 56.4 | | lamp | 54.65 | 68.1 | | bathtub | 67.44 | 75.33 | | railing | 30.61 | 40.19 | | cushion | 55.39 | 67.21 | | base | 27.25 | 41.77 | | box | 25.43 | 32.48 | | column | 32.86 | 38.39 | | signboard | 28.02 | 41.48 | | chest of drawers | 39.98 | 53.62 | | counter | 29.26 | 36.47 | | sand | 40.99 | 48.45 | | sink | 65.73 | 75.13 | | skyscraper | 42.77 | 55.0 | | fireplace | 60.48 | 79.1 | | refrigerator | 53.33 | 61.47 | | grandstand | 48.22 | 74.47 | | path | 14.31 | 18.16 | | stairs | 20.3 | 22.06 | | runway | 60.32 | 78.09 | | case | 47.85 | 58.3 | | pool table | 78.91 | 92.41 | | pillow | 51.98 | 62.82 | | screen door | 48.06 | 54.13 | | stairway | 41.72 | 52.96 | | river | 12.59 | 20.21 | | bridge | 40.82 | 50.38 | | bookcase | 32.64 | 45.93 | | blind | 23.86 | 25.58 | | coffee table | 56.71 | 76.68 | | toilet | 74.07 | 85.78 | | flower | 36.11 | 50.06 | | book | 45.74 | 66.02 | | hill | 5.87 | 10.35 | | bench | 41.52 | 50.07 | | countertop | 48.22 | 60.72 | | stove | 66.65 | 74.44 | | palm | 42.75 | 63.09 | | kitchen island | 33.77 | 56.72 | | computer | 61.76 | 78.43 | | swivel chair | 41.72 | 57.72 | | boat | 55.72 | 76.43 | | bar | 42.99 | 48.86 | | arcade machine | 63.74 | 73.49 | | hovel | 23.66 | 27.3 | | bus | 75.91 | 84.66 | | towel | 61.79 | 76.68 | | light | 30.32 | 35.44 | | truck | 26.8 | 42.18 | | tower | 15.8 | 24.15 | | chandelier | 59.06 | 78.94 | | awning | 22.33 | 29.02 | | streetlight | 21.38 | 26.87 | | booth | 24.49 | 29.25 | | television receiver | 63.49 | 70.98 | | airplane | 51.4 | 64.38 | | dirt track | 10.69 | 12.69 | | apparel | 43.9 | 60.38 | | pole | 15.76 | 20.55 | | land | 1.74 | 2.09 | | bannister | 8.52 | 11.37 | | escalator | 43.63 | 53.95 | | ottoman | 37.66 | 46.93 | | bottle | 40.57 | 61.52 | | buffet | 40.11 | 49.13 | | poster | 17.44 | 23.07 | | stage | 13.27 | 25.48 | | van | 27.29 | 36.68 | | ship | 17.23 | 18.96 | | fountain | 15.22 | 15.8 | | conveyer belt | 64.45 | 89.8 | | canopy | 31.26 | 34.12 | | washer | 67.04 | 74.66 | | plaything | 25.65 | 39.85 | | swimming pool | 57.63 | 68.06 | | stool | 30.69 | 36.7 | | barrel | 40.54 | 58.05 | | basket | 34.22 | 44.73 | | waterfall | 46.16 | 55.69 | | tent | 74.81 | 94.34 | | bag | 13.98 | 15.93 | | minibike | 58.08 | 81.77 | | cradle | 67.16 | 94.15 | | oven | 40.33 | 47.63 | | ball | 54.53 | 64.91 | | food | 53.06 | 63.68 | | step | 4.93 | 5.42 | | tank | 46.33 | 57.97 | | trade name | 15.47 | 18.61 | | microwave | 64.8 | 72.31 | | pot | 37.8 | 43.46 | | animal | 57.44 | 70.22 | | bicycle | 54.44 | 73.81 | | lake | 5.45 | 5.82 | | dishwasher | 45.4 | 49.45 | | screen | 41.98 | 55.89 | | blanket | 12.4 | 14.12 | | sculpture | 46.8 | 59.41 | | hood | 49.18 | 53.81 | | sconce | 39.41 | 51.27 | | vase | 36.04 | 53.25 | | traffic light | 28.98 | 39.73 | | tray | 8.69 | 11.07 | | ashcan | 37.56 | 48.85 | | fan | 51.76 | 68.99 | | pier | 33.1 | 43.51 | | crt screen | 3.91 | 6.63 | | plate | 46.85 | 61.29 | | monitor | 9.65 | 10.59 | | bulletin board | 39.53 | 47.01 | | shower | 0.73 | 1.32 | | radiator | 56.87 | 65.21 | | glass | 15.67 | 17.12 | | clock | 27.36 | 30.97 | | flag | 42.75 | 50.9 | +---------------------+-------+-------+ 2023-11-30 19:13:55,244 - mmseg - INFO - Summary: 2023-11-30 19:13:55,244 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 77.51 | 42.75 | 53.79 | +-------+-------+-------+ 2023-11-30 19:13:56,575 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_7000.pth was removed 2023-11-30 19:14:29,835 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_8000.pth. 2023-11-30 19:14:29,836 - mmseg - INFO - Best aAcc is 0.7751 at 8000 iter. 2023-11-30 19:14:29,836 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:14:29,837 - mmseg - INFO - Iter(val) [250] aAcc: 0.7751, mIoU: 0.4275, mAcc: 0.5379, IoU.wall: 0.6701, IoU.building: 0.7702, IoU.sky: 0.8310, IoU.floor: 0.7026, IoU.tree: 0.6591, IoU.ceiling: 0.7338, IoU.road: 0.7449, IoU.bed : 0.8015, IoU.windowpane: 0.5522, IoU.grass: 0.6288, IoU.cabinet: 0.5288, IoU.sidewalk: 0.5216, IoU.person: 0.7266, IoU.earth: 0.3157, IoU.door: 0.3787, IoU.table: 0.5159, IoU.mountain: 0.5156, IoU.plant: 0.4821, IoU.curtain: 0.6051, IoU.chair: 0.5149, IoU.car: 0.7487, IoU.water: 0.4924, IoU.painting: 0.6148, IoU.sofa: 0.6367, IoU.shelf: 0.3594, IoU.house: 0.4164, IoU.sea: 0.5571, IoU.mirror: 0.5034, IoU.rug: 0.4509, IoU.field: 0.3156, IoU.armchair: 0.4021, IoU.seat: 0.5404, IoU.fence: 0.3627, IoU.desk: 0.3839, IoU.rock: 0.4826, IoU.wardrobe: 0.4256, IoU.lamp: 0.5465, IoU.bathtub: 0.6744, IoU.railing: 0.3061, IoU.cushion: 0.5539, IoU.base: 0.2725, IoU.box: 0.2543, IoU.column: 0.3286, IoU.signboard: 0.2802, IoU.chest of drawers: 0.3998, IoU.counter: 0.2926, IoU.sand: 0.4099, IoU.sink: 0.6573, IoU.skyscraper: 0.4277, IoU.fireplace: 0.6048, IoU.refrigerator: 0.5333, IoU.grandstand: 0.4822, IoU.path: 0.1431, IoU.stairs: 0.2030, IoU.runway: 0.6032, IoU.case: 0.4785, IoU.pool table: 0.7891, IoU.pillow: 0.5198, IoU.screen door: 0.4806, IoU.stairway: 0.4172, IoU.river: 0.1259, IoU.bridge: 0.4082, IoU.bookcase: 0.3264, IoU.blind: 0.2386, IoU.coffee table: 0.5671, IoU.toilet: 0.7407, IoU.flower: 0.3611, IoU.book: 0.4574, IoU.hill: 0.0587, IoU.bench: 0.4152, IoU.countertop: 0.4822, IoU.stove: 0.6665, IoU.palm: 0.4275, IoU.kitchen island: 0.3377, IoU.computer: 0.6176, IoU.swivel chair: 0.4172, IoU.boat: 0.5572, IoU.bar: 0.4299, IoU.arcade machine: 0.6374, IoU.hovel: 0.2366, IoU.bus: 0.7591, IoU.towel: 0.6179, IoU.light: 0.3032, IoU.truck: 0.2680, IoU.tower: 0.1580, IoU.chandelier: 0.5906, IoU.awning: 0.2233, IoU.streetlight: 0.2138, IoU.booth: 0.2449, IoU.television receiver: 0.6349, IoU.airplane: 0.5140, IoU.dirt track: 0.1069, IoU.apparel: 0.4390, IoU.pole: 0.1576, IoU.land: 0.0174, IoU.bannister: 0.0852, IoU.escalator: 0.4363, IoU.ottoman: 0.3766, IoU.bottle: 0.4057, IoU.buffet: 0.4011, IoU.poster: 0.1744, IoU.stage: 0.1327, IoU.van: 0.2729, IoU.ship: 0.1723, IoU.fountain: 0.1522, IoU.conveyer belt: 0.6445, IoU.canopy: 0.3126, IoU.washer: 0.6704, IoU.plaything: 0.2565, IoU.swimming pool: 0.5763, IoU.stool: 0.3069, IoU.barrel: 0.4054, IoU.basket: 0.3422, IoU.waterfall: 0.4616, IoU.tent: 0.7481, IoU.bag: 0.1398, IoU.minibike: 0.5808, IoU.cradle: 0.6716, IoU.oven: 0.4033, IoU.ball: 0.5453, IoU.food: 0.5306, IoU.step: 0.0493, IoU.tank: 0.4633, IoU.trade name: 0.1547, IoU.microwave: 0.6480, IoU.pot: 0.3780, IoU.animal: 0.5744, IoU.bicycle: 0.5444, IoU.lake: 0.0545, IoU.dishwasher: 0.4540, IoU.screen: 0.4198, IoU.blanket: 0.1240, IoU.sculpture: 0.4680, IoU.hood: 0.4918, IoU.sconce: 0.3941, IoU.vase: 0.3604, IoU.traffic light: 0.2898, IoU.tray: 0.0869, IoU.ashcan: 0.3756, IoU.fan: 0.5176, IoU.pier: 0.3310, IoU.crt screen: 0.0391, IoU.plate: 0.4685, IoU.monitor: 0.0965, IoU.bulletin board: 0.3953, IoU.shower: 0.0073, IoU.radiator: 0.5687, IoU.glass: 0.1567, IoU.clock: 0.2736, IoU.flag: 0.4275, Acc.wall: 0.8328, Acc.building: 0.9151, Acc.sky: 0.9456, Acc.floor: 0.8622, Acc.tree: 0.8086, Acc.ceiling: 0.8359, Acc.road: 0.8768, Acc.bed : 0.9298, Acc.windowpane: 0.7195, Acc.grass: 0.7941, Acc.cabinet: 0.6494, Acc.sidewalk: 0.6631, Acc.person: 0.9017, Acc.earth: 0.4267, Acc.door: 0.4631, Acc.table: 0.6529, Acc.mountain: 0.6457, Acc.plant: 0.5953, Acc.curtain: 0.7028, Acc.chair: 0.6581, Acc.car: 0.9123, Acc.water: 0.6532, Acc.painting: 0.8123, Acc.sofa: 0.7746, Acc.shelf: 0.4838, Acc.house: 0.5520, Acc.sea: 0.6886, Acc.mirror: 0.6089, Acc.rug: 0.4917, Acc.field: 0.4515, Acc.armchair: 0.5621, Acc.seat: 0.7441, Acc.fence: 0.4640, Acc.desk: 0.6264, Acc.rock: 0.6278, Acc.wardrobe: 0.5640, Acc.lamp: 0.6810, Acc.bathtub: 0.7533, Acc.railing: 0.4019, Acc.cushion: 0.6721, Acc.base: 0.4177, Acc.box: 0.3248, Acc.column: 0.3839, Acc.signboard: 0.4148, Acc.chest of drawers: 0.5362, Acc.counter: 0.3647, Acc.sand: 0.4845, Acc.sink: 0.7513, Acc.skyscraper: 0.5500, Acc.fireplace: 0.7910, Acc.refrigerator: 0.6147, Acc.grandstand: 0.7447, Acc.path: 0.1816, Acc.stairs: 0.2206, Acc.runway: 0.7809, Acc.case: 0.5830, Acc.pool table: 0.9241, Acc.pillow: 0.6282, Acc.screen door: 0.5413, Acc.stairway: 0.5296, Acc.river: 0.2021, Acc.bridge: 0.5038, Acc.bookcase: 0.4593, Acc.blind: 0.2558, Acc.coffee table: 0.7668, Acc.toilet: 0.8578, Acc.flower: 0.5006, Acc.book: 0.6602, Acc.hill: 0.1035, Acc.bench: 0.5007, Acc.countertop: 0.6072, Acc.stove: 0.7444, Acc.palm: 0.6309, Acc.kitchen island: 0.5672, Acc.computer: 0.7843, Acc.swivel chair: 0.5772, Acc.boat: 0.7643, Acc.bar: 0.4886, Acc.arcade machine: 0.7349, Acc.hovel: 0.2730, Acc.bus: 0.8466, Acc.towel: 0.7668, Acc.light: 0.3544, Acc.truck: 0.4218, Acc.tower: 0.2415, Acc.chandelier: 0.7894, Acc.awning: 0.2902, Acc.streetlight: 0.2687, Acc.booth: 0.2925, Acc.television receiver: 0.7098, Acc.airplane: 0.6438, Acc.dirt track: 0.1269, Acc.apparel: 0.6038, Acc.pole: 0.2055, Acc.land: 0.0209, Acc.bannister: 0.1137, Acc.escalator: 0.5395, Acc.ottoman: 0.4693, Acc.bottle: 0.6152, Acc.buffet: 0.4913, Acc.poster: 0.2307, Acc.stage: 0.2548, Acc.van: 0.3668, Acc.ship: 0.1896, Acc.fountain: 0.1580, Acc.conveyer belt: 0.8980, Acc.canopy: 0.3412, Acc.washer: 0.7466, Acc.plaything: 0.3985, Acc.swimming pool: 0.6806, Acc.stool: 0.3670, Acc.barrel: 0.5805, Acc.basket: 0.4473, Acc.waterfall: 0.5569, Acc.tent: 0.9434, Acc.bag: 0.1593, Acc.minibike: 0.8177, Acc.cradle: 0.9415, Acc.oven: 0.4763, Acc.ball: 0.6491, Acc.food: 0.6368, Acc.step: 0.0542, Acc.tank: 0.5797, Acc.trade name: 0.1861, Acc.microwave: 0.7231, Acc.pot: 0.4346, Acc.animal: 0.7022, Acc.bicycle: 0.7381, Acc.lake: 0.0582, Acc.dishwasher: 0.4945, Acc.screen: 0.5589, Acc.blanket: 0.1412, Acc.sculpture: 0.5941, Acc.hood: 0.5381, Acc.sconce: 0.5127, Acc.vase: 0.5325, Acc.traffic light: 0.3973, Acc.tray: 0.1107, Acc.ashcan: 0.4885, Acc.fan: 0.6899, Acc.pier: 0.4351, Acc.crt screen: 0.0663, Acc.plate: 0.6129, Acc.monitor: 0.1059, Acc.bulletin board: 0.4701, Acc.shower: 0.0132, Acc.radiator: 0.6521, Acc.glass: 0.1712, Acc.clock: 0.3097, Acc.flag: 0.5090 2023-11-30 19:14:40,886 - mmseg - INFO - Iter [8050/80000] lr: 3.598e-05, eta: 6:45:19, time: 1.916, data_time: 1.712, memory: 14238, decode.loss_ce: 0.6861, decode.acc_seg: 75.7136, loss: 0.6861 2023-11-30 19:14:51,502 - mmseg - INFO - Iter [8100/80000] lr: 3.595e-05, eta: 6:44:06, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7150, decode.acc_seg: 74.9771, loss: 0.7150 2023-11-30 19:15:02,119 - mmseg - INFO - Iter [8150/80000] lr: 3.593e-05, eta: 6:42:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6973, decode.acc_seg: 75.5722, loss: 0.6973 2023-11-30 19:15:12,724 - mmseg - INFO - Iter [8200/80000] lr: 3.590e-05, eta: 6:41:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6858, decode.acc_seg: 76.1340, loss: 0.6858 2023-11-30 19:15:23,325 - mmseg - INFO - Iter [8250/80000] lr: 3.588e-05, eta: 6:40:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6927, decode.acc_seg: 75.7455, loss: 0.6927 2023-11-30 19:15:33,931 - mmseg - INFO - Iter [8300/80000] lr: 3.585e-05, eta: 6:39:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7059, decode.acc_seg: 75.4118, loss: 0.7059 2023-11-30 19:15:44,536 - mmseg - INFO - Iter [8350/80000] lr: 3.583e-05, eta: 6:38:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7113, decode.acc_seg: 75.3322, loss: 0.7113 2023-11-30 19:15:55,142 - mmseg - INFO - Iter [8400/80000] lr: 3.580e-05, eta: 6:37:05, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6736, decode.acc_seg: 76.1751, loss: 0.6736 2023-11-30 19:16:05,744 - mmseg - INFO - Iter [8450/80000] lr: 3.578e-05, eta: 6:35:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6727, decode.acc_seg: 76.5274, loss: 0.6727 2023-11-30 19:16:16,349 - mmseg - INFO - Iter [8500/80000] lr: 3.575e-05, eta: 6:34:50, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6717, decode.acc_seg: 76.8837, loss: 0.6717 2023-11-30 19:16:26,951 - mmseg - INFO - Iter [8550/80000] lr: 3.573e-05, eta: 6:33:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7008, decode.acc_seg: 75.7495, loss: 0.7008 2023-11-30 19:16:37,560 - mmseg - INFO - Iter [8600/80000] lr: 3.570e-05, eta: 6:32:38, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.7014, decode.acc_seg: 75.3215, loss: 0.7014 2023-11-30 19:16:48,169 - mmseg - INFO - Iter [8650/80000] lr: 3.568e-05, eta: 6:31:33, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6689, decode.acc_seg: 75.6031, loss: 0.6689 2023-11-30 19:16:58,773 - mmseg - INFO - Iter [8700/80000] lr: 3.565e-05, eta: 6:30:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6884, decode.acc_seg: 75.6729, loss: 0.6884 2023-11-30 19:17:09,378 - mmseg - INFO - Iter [8750/80000] lr: 3.563e-05, eta: 6:29:25, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6841, decode.acc_seg: 75.6220, loss: 0.6841 2023-11-30 19:17:19,983 - mmseg - INFO - Iter [8800/80000] lr: 3.560e-05, eta: 6:28:22, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6912, decode.acc_seg: 75.8032, loss: 0.6912 2023-11-30 19:17:32,859 - mmseg - INFO - Iter [8850/80000] lr: 3.558e-05, eta: 6:27:37, time: 0.258, data_time: 0.051, memory: 14238, decode.loss_ce: 0.6725, decode.acc_seg: 76.2098, loss: 0.6725 2023-11-30 19:17:43,452 - mmseg - INFO - Iter [8900/80000] lr: 3.555e-05, eta: 6:26:35, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6415, decode.acc_seg: 76.9058, loss: 0.6415 2023-11-30 19:17:54,055 - mmseg - INFO - Iter [8950/80000] lr: 3.553e-05, eta: 6:25:33, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6661, decode.acc_seg: 76.4577, loss: 0.6661 2023-11-30 19:18:04,631 - mmseg - INFO - Saving checkpoint at 9000 iterations 2023-11-30 19:18:39,185 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:18:39,185 - mmseg - INFO - Iter [9000/80000] lr: 3.550e-05, eta: 6:29:05, time: 0.903, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6487, decode.acc_seg: 76.8777, loss: 0.6487 2023-11-30 19:19:29,300 - mmseg - INFO - per class results: 2023-11-30 19:19:29,307 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 67.26 | 84.27 | | building | 77.8 | 91.26 | | sky | 85.03 | 94.35 | | floor | 70.43 | 86.81 | | tree | 66.54 | 82.33 | | ceiling | 74.07 | 84.64 | | road | 75.82 | 86.23 | | bed | 81.36 | 92.17 | | windowpane | 55.36 | 73.39 | | grass | 63.19 | 76.38 | | cabinet | 53.25 | 66.87 | | sidewalk | 53.44 | 67.62 | | person | 72.62 | 91.12 | | earth | 32.94 | 46.15 | | door | 37.58 | 45.6 | | table | 52.48 | 68.96 | | mountain | 53.02 | 68.25 | | plant | 47.91 | 57.78 | | curtain | 60.07 | 68.86 | | chair | 51.84 | 66.68 | | car | 75.07 | 91.49 | | water | 50.13 | 66.64 | | painting | 62.68 | 79.95 | | sofa | 63.57 | 76.63 | | shelf | 37.68 | 53.81 | | house | 42.6 | 59.04 | | sea | 56.5 | 72.89 | | mirror | 52.22 | 64.03 | | rug | 42.84 | 46.1 | | field | 32.4 | 51.78 | | armchair | 39.52 | 55.86 | | seat | 54.26 | 73.64 | | fence | 35.99 | 45.05 | | desk | 39.44 | 58.37 | | rock | 48.11 | 63.37 | | wardrobe | 42.52 | 55.22 | | lamp | 54.98 | 69.58 | | bathtub | 67.25 | 74.01 | | railing | 30.6 | 40.02 | | cushion | 55.51 | 67.83 | | base | 26.6 | 35.52 | | box | 25.21 | 32.16 | | column | 33.71 | 40.24 | | signboard | 28.44 | 41.47 | | chest of drawers | 39.11 | 53.12 | | counter | 31.5 | 40.72 | | sand | 40.83 | 47.25 | | sink | 66.1 | 74.95 | | skyscraper | 43.46 | 53.84 | | fireplace | 61.14 | 75.35 | | refrigerator | 52.76 | 59.25 | | grandstand | 48.7 | 75.65 | | path | 16.98 | 23.09 | | stairs | 23.76 | 26.47 | | runway | 62.12 | 81.78 | | case | 48.73 | 60.99 | | pool table | 80.89 | 92.12 | | pillow | 50.18 | 58.4 | | screen door | 51.8 | 59.86 | | stairway | 44.58 | 55.14 | | river | 14.59 | 23.26 | | bridge | 44.29 | 57.9 | | bookcase | 32.83 | 43.68 | | blind | 15.88 | 16.45 | | coffee table | 57.16 | 71.29 | | toilet | 74.27 | 86.39 | | flower | 35.04 | 47.8 | | book | 45.9 | 65.28 | | hill | 5.35 | 7.3 | | bench | 41.92 | 49.23 | | countertop | 48.74 | 62.68 | | stove | 66.33 | 73.58 | | palm | 43.29 | 63.48 | | kitchen island | 32.4 | 53.3 | | computer | 62.62 | 77.32 | | swivel chair | 38.49 | 47.08 | | boat | 58.17 | 76.52 | | bar | 42.47 | 48.1 | | arcade machine | 62.28 | 69.8 | | hovel | 24.15 | 27.59 | | bus | 76.56 | 86.74 | | towel | 62.27 | 75.78 | | light | 31.24 | 36.86 | | truck | 28.43 | 42.14 | | tower | 14.38 | 21.29 | | chandelier | 59.63 | 75.35 | | awning | 22.23 | 26.94 | | streetlight | 21.05 | 26.17 | | booth | 25.78 | 37.92 | | television receiver | 63.43 | 69.97 | | airplane | 51.84 | 64.4 | | dirt track | 11.59 | 16.62 | | apparel | 44.96 | 61.52 | | pole | 15.03 | 18.96 | | land | 1.64 | 2.02 | | bannister | 7.87 | 10.39 | | escalator | 44.71 | 55.46 | | ottoman | 38.68 | 46.65 | | bottle | 39.61 | 56.28 | | buffet | 35.34 | 39.68 | | poster | 17.2 | 21.6 | | stage | 13.24 | 24.45 | | van | 23.35 | 29.67 | | ship | 12.72 | 13.48 | | fountain | 17.52 | 18.26 | | conveyer belt | 68.49 | 89.01 | | canopy | 34.23 | 37.61 | | washer | 65.95 | 71.64 | | plaything | 26.32 | 41.96 | | swimming pool | 59.38 | 68.08 | | stool | 30.98 | 38.83 | | barrel | 37.55 | 61.62 | | basket | 34.36 | 45.96 | | waterfall | 46.08 | 54.53 | | tent | 72.41 | 95.48 | | bag | 13.97 | 15.88 | | minibike | 58.79 | 82.33 | | cradle | 71.1 | 92.01 | | oven | 41.01 | 48.59 | | ball | 44.57 | 48.89 | | food | 52.29 | 62.31 | | step | 6.38 | 7.24 | | tank | 48.3 | 60.79 | | trade name | 12.16 | 13.87 | | microwave | 65.48 | 73.21 | | pot | 36.03 | 39.98 | | animal | 55.04 | 64.53 | | bicycle | 55.06 | 77.29 | | lake | 7.48 | 7.92 | | dishwasher | 44.99 | 48.39 | | screen | 41.24 | 58.94 | | blanket | 13.44 | 15.19 | | sculpture | 46.69 | 61.16 | | hood | 49.48 | 54.46 | | sconce | 36.91 | 45.14 | | vase | 36.4 | 51.35 | | traffic light | 28.72 | 40.17 | | tray | 8.27 | 10.3 | | ashcan | 38.99 | 52.87 | | fan | 52.03 | 68.39 | | pier | 34.78 | 42.25 | | crt screen | 3.61 | 6.38 | | plate | 46.59 | 57.88 | | monitor | 11.01 | 12.27 | | bulletin board | 40.23 | 49.21 | | shower | 1.3 | 1.78 | | radiator | 55.36 | 60.8 | | glass | 14.9 | 15.92 | | clock | 28.19 | 32.59 | | flag | 42.39 | 49.67 | +---------------------+-------+-------+ 2023-11-30 19:19:29,307 - mmseg - INFO - Summary: 2023-11-30 19:19:29,308 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 77.89 | 42.92 | 53.56 | +-------+-------+-------+ 2023-11-30 19:19:30,609 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_8000.pth was removed 2023-11-30 19:20:00,607 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_9000.pth. 2023-11-30 19:20:00,608 - mmseg - INFO - Best aAcc is 0.7789 at 9000 iter. 2023-11-30 19:20:00,608 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:20:00,609 - mmseg - INFO - Iter(val) [250] aAcc: 0.7789, mIoU: 0.4292, mAcc: 0.5356, IoU.wall: 0.6726, IoU.building: 0.7780, IoU.sky: 0.8503, IoU.floor: 0.7043, IoU.tree: 0.6654, IoU.ceiling: 0.7407, IoU.road: 0.7582, IoU.bed : 0.8136, IoU.windowpane: 0.5536, IoU.grass: 0.6319, IoU.cabinet: 0.5325, IoU.sidewalk: 0.5344, IoU.person: 0.7262, IoU.earth: 0.3294, IoU.door: 0.3758, IoU.table: 0.5248, IoU.mountain: 0.5302, IoU.plant: 0.4791, IoU.curtain: 0.6007, IoU.chair: 0.5184, IoU.car: 0.7507, IoU.water: 0.5013, IoU.painting: 0.6268, IoU.sofa: 0.6357, IoU.shelf: 0.3768, IoU.house: 0.4260, IoU.sea: 0.5650, IoU.mirror: 0.5222, IoU.rug: 0.4284, IoU.field: 0.3240, IoU.armchair: 0.3952, IoU.seat: 0.5426, IoU.fence: 0.3599, IoU.desk: 0.3944, IoU.rock: 0.4811, IoU.wardrobe: 0.4252, IoU.lamp: 0.5498, IoU.bathtub: 0.6725, IoU.railing: 0.3060, IoU.cushion: 0.5551, IoU.base: 0.2660, IoU.box: 0.2521, IoU.column: 0.3371, IoU.signboard: 0.2844, IoU.chest of drawers: 0.3911, IoU.counter: 0.3150, IoU.sand: 0.4083, IoU.sink: 0.6610, IoU.skyscraper: 0.4346, IoU.fireplace: 0.6114, IoU.refrigerator: 0.5276, IoU.grandstand: 0.4870, IoU.path: 0.1698, IoU.stairs: 0.2376, IoU.runway: 0.6212, IoU.case: 0.4873, IoU.pool table: 0.8089, IoU.pillow: 0.5018, IoU.screen door: 0.5180, IoU.stairway: 0.4458, IoU.river: 0.1459, IoU.bridge: 0.4429, IoU.bookcase: 0.3283, IoU.blind: 0.1588, IoU.coffee table: 0.5716, IoU.toilet: 0.7427, IoU.flower: 0.3504, IoU.book: 0.4590, IoU.hill: 0.0535, IoU.bench: 0.4192, IoU.countertop: 0.4874, IoU.stove: 0.6633, IoU.palm: 0.4329, IoU.kitchen island: 0.3240, IoU.computer: 0.6262, IoU.swivel chair: 0.3849, IoU.boat: 0.5817, IoU.bar: 0.4247, IoU.arcade machine: 0.6228, IoU.hovel: 0.2415, IoU.bus: 0.7656, IoU.towel: 0.6227, IoU.light: 0.3124, IoU.truck: 0.2843, IoU.tower: 0.1438, IoU.chandelier: 0.5963, IoU.awning: 0.2223, IoU.streetlight: 0.2105, IoU.booth: 0.2578, IoU.television receiver: 0.6343, IoU.airplane: 0.5184, IoU.dirt track: 0.1159, IoU.apparel: 0.4496, IoU.pole: 0.1503, IoU.land: 0.0164, IoU.bannister: 0.0787, IoU.escalator: 0.4471, IoU.ottoman: 0.3868, IoU.bottle: 0.3961, IoU.buffet: 0.3534, IoU.poster: 0.1720, IoU.stage: 0.1324, IoU.van: 0.2335, IoU.ship: 0.1272, IoU.fountain: 0.1752, IoU.conveyer belt: 0.6849, IoU.canopy: 0.3423, IoU.washer: 0.6595, IoU.plaything: 0.2632, IoU.swimming pool: 0.5938, IoU.stool: 0.3098, IoU.barrel: 0.3755, IoU.basket: 0.3436, IoU.waterfall: 0.4608, IoU.tent: 0.7241, IoU.bag: 0.1397, IoU.minibike: 0.5879, IoU.cradle: 0.7110, IoU.oven: 0.4101, IoU.ball: 0.4457, IoU.food: 0.5229, IoU.step: 0.0638, IoU.tank: 0.4830, IoU.trade name: 0.1216, IoU.microwave: 0.6548, IoU.pot: 0.3603, IoU.animal: 0.5504, IoU.bicycle: 0.5506, IoU.lake: 0.0748, IoU.dishwasher: 0.4499, IoU.screen: 0.4124, IoU.blanket: 0.1344, IoU.sculpture: 0.4669, IoU.hood: 0.4948, IoU.sconce: 0.3691, IoU.vase: 0.3640, IoU.traffic light: 0.2872, IoU.tray: 0.0827, IoU.ashcan: 0.3899, IoU.fan: 0.5203, IoU.pier: 0.3478, IoU.crt screen: 0.0361, IoU.plate: 0.4659, IoU.monitor: 0.1101, IoU.bulletin board: 0.4023, IoU.shower: 0.0130, IoU.radiator: 0.5536, IoU.glass: 0.1490, IoU.clock: 0.2819, IoU.flag: 0.4239, Acc.wall: 0.8427, Acc.building: 0.9126, Acc.sky: 0.9435, Acc.floor: 0.8681, Acc.tree: 0.8233, Acc.ceiling: 0.8464, Acc.road: 0.8623, Acc.bed : 0.9217, Acc.windowpane: 0.7339, Acc.grass: 0.7638, Acc.cabinet: 0.6687, Acc.sidewalk: 0.6762, Acc.person: 0.9112, Acc.earth: 0.4615, Acc.door: 0.4560, Acc.table: 0.6896, Acc.mountain: 0.6825, Acc.plant: 0.5778, Acc.curtain: 0.6886, Acc.chair: 0.6668, Acc.car: 0.9149, Acc.water: 0.6664, Acc.painting: 0.7995, Acc.sofa: 0.7663, Acc.shelf: 0.5381, Acc.house: 0.5904, Acc.sea: 0.7289, Acc.mirror: 0.6403, Acc.rug: 0.4610, Acc.field: 0.5178, Acc.armchair: 0.5586, Acc.seat: 0.7364, Acc.fence: 0.4505, Acc.desk: 0.5837, Acc.rock: 0.6337, Acc.wardrobe: 0.5522, Acc.lamp: 0.6958, Acc.bathtub: 0.7401, Acc.railing: 0.4002, Acc.cushion: 0.6783, Acc.base: 0.3552, Acc.box: 0.3216, Acc.column: 0.4024, Acc.signboard: 0.4147, Acc.chest of drawers: 0.5312, Acc.counter: 0.4072, Acc.sand: 0.4725, Acc.sink: 0.7495, Acc.skyscraper: 0.5384, Acc.fireplace: 0.7535, Acc.refrigerator: 0.5925, Acc.grandstand: 0.7565, Acc.path: 0.2309, Acc.stairs: 0.2647, Acc.runway: 0.8178, Acc.case: 0.6099, Acc.pool table: 0.9212, Acc.pillow: 0.5840, Acc.screen door: 0.5986, Acc.stairway: 0.5514, Acc.river: 0.2326, Acc.bridge: 0.5790, Acc.bookcase: 0.4368, Acc.blind: 0.1645, Acc.coffee table: 0.7129, Acc.toilet: 0.8639, Acc.flower: 0.4780, Acc.book: 0.6528, Acc.hill: 0.0730, Acc.bench: 0.4923, Acc.countertop: 0.6268, Acc.stove: 0.7358, Acc.palm: 0.6348, Acc.kitchen island: 0.5330, Acc.computer: 0.7732, Acc.swivel chair: 0.4708, Acc.boat: 0.7652, Acc.bar: 0.4810, Acc.arcade machine: 0.6980, Acc.hovel: 0.2759, Acc.bus: 0.8674, Acc.towel: 0.7578, Acc.light: 0.3686, Acc.truck: 0.4214, Acc.tower: 0.2129, Acc.chandelier: 0.7535, Acc.awning: 0.2694, Acc.streetlight: 0.2617, Acc.booth: 0.3792, Acc.television receiver: 0.6997, Acc.airplane: 0.6440, Acc.dirt track: 0.1662, Acc.apparel: 0.6152, Acc.pole: 0.1896, Acc.land: 0.0202, Acc.bannister: 0.1039, Acc.escalator: 0.5546, Acc.ottoman: 0.4665, Acc.bottle: 0.5628, Acc.buffet: 0.3968, Acc.poster: 0.2160, Acc.stage: 0.2445, Acc.van: 0.2967, Acc.ship: 0.1348, Acc.fountain: 0.1826, Acc.conveyer belt: 0.8901, Acc.canopy: 0.3761, Acc.washer: 0.7164, Acc.plaything: 0.4196, Acc.swimming pool: 0.6808, Acc.stool: 0.3883, Acc.barrel: 0.6162, Acc.basket: 0.4596, Acc.waterfall: 0.5453, Acc.tent: 0.9548, Acc.bag: 0.1588, Acc.minibike: 0.8233, Acc.cradle: 0.9201, Acc.oven: 0.4859, Acc.ball: 0.4889, Acc.food: 0.6231, Acc.step: 0.0724, Acc.tank: 0.6079, Acc.trade name: 0.1387, Acc.microwave: 0.7321, Acc.pot: 0.3998, Acc.animal: 0.6453, Acc.bicycle: 0.7729, Acc.lake: 0.0792, Acc.dishwasher: 0.4839, Acc.screen: 0.5894, Acc.blanket: 0.1519, Acc.sculpture: 0.6116, Acc.hood: 0.5446, Acc.sconce: 0.4514, Acc.vase: 0.5135, Acc.traffic light: 0.4017, Acc.tray: 0.1030, Acc.ashcan: 0.5287, Acc.fan: 0.6839, Acc.pier: 0.4225, Acc.crt screen: 0.0638, Acc.plate: 0.5788, Acc.monitor: 0.1227, Acc.bulletin board: 0.4921, Acc.shower: 0.0178, Acc.radiator: 0.6080, Acc.glass: 0.1592, Acc.clock: 0.3259, Acc.flag: 0.4967 2023-11-30 19:20:11,683 - mmseg - INFO - Iter [9050/80000] lr: 3.548e-05, eta: 6:38:44, time: 1.850, data_time: 1.645, memory: 14238, decode.loss_ce: 0.6616, decode.acc_seg: 76.3656, loss: 0.6616 2023-11-30 19:20:22,275 - mmseg - INFO - Iter [9100/80000] lr: 3.545e-05, eta: 6:37:39, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6671, decode.acc_seg: 76.4501, loss: 0.6671 2023-11-30 19:20:32,874 - mmseg - INFO - Iter [9150/80000] lr: 3.543e-05, eta: 6:36:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6682, decode.acc_seg: 76.2610, loss: 0.6682 2023-11-30 19:20:43,478 - mmseg - INFO - Iter [9200/80000] lr: 3.540e-05, eta: 6:35:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6526, decode.acc_seg: 77.1205, loss: 0.6526 2023-11-30 19:20:54,082 - mmseg - INFO - Iter [9250/80000] lr: 3.538e-05, eta: 6:34:25, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6750, decode.acc_seg: 76.1082, loss: 0.6750 2023-11-30 19:21:04,685 - mmseg - INFO - Iter [9300/80000] lr: 3.535e-05, eta: 6:33:22, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6687, decode.acc_seg: 76.5668, loss: 0.6687 2023-11-30 19:21:15,289 - mmseg - INFO - Iter [9350/80000] lr: 3.533e-05, eta: 6:32:19, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6738, decode.acc_seg: 76.3758, loss: 0.6738 2023-11-30 19:21:25,890 - mmseg - INFO - Iter [9400/80000] lr: 3.530e-05, eta: 6:31:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6482, decode.acc_seg: 76.9036, loss: 0.6482 2023-11-30 19:21:36,489 - mmseg - INFO - Iter [9450/80000] lr: 3.528e-05, eta: 6:30:16, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6412, decode.acc_seg: 77.9219, loss: 0.6412 2023-11-30 19:21:47,099 - mmseg - INFO - Iter [9500/80000] lr: 3.525e-05, eta: 6:29:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6558, decode.acc_seg: 76.8093, loss: 0.6558 2023-11-30 19:21:57,703 - mmseg - INFO - Iter [9550/80000] lr: 3.523e-05, eta: 6:28:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6812, decode.acc_seg: 76.2501, loss: 0.6812 2023-11-30 19:22:08,306 - mmseg - INFO - Iter [9600/80000] lr: 3.520e-05, eta: 6:27:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6645, decode.acc_seg: 76.1202, loss: 0.6645 2023-11-30 19:22:18,905 - mmseg - INFO - Iter [9650/80000] lr: 3.518e-05, eta: 6:26:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6589, decode.acc_seg: 76.5509, loss: 0.6589 2023-11-30 19:22:29,505 - mmseg - INFO - Iter [9700/80000] lr: 3.515e-05, eta: 6:25:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6368, decode.acc_seg: 77.3806, loss: 0.6368 2023-11-30 19:22:40,110 - mmseg - INFO - Iter [9750/80000] lr: 3.513e-05, eta: 6:24:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6629, decode.acc_seg: 76.2520, loss: 0.6629 2023-11-30 19:22:50,713 - mmseg - INFO - Iter [9800/80000] lr: 3.510e-05, eta: 6:23:19, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6806, decode.acc_seg: 75.9439, loss: 0.6806 2023-11-30 19:23:01,318 - mmseg - INFO - Iter [9850/80000] lr: 3.508e-05, eta: 6:22:21, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6715, decode.acc_seg: 76.0234, loss: 0.6715 2023-11-30 19:23:11,917 - mmseg - INFO - Iter [9900/80000] lr: 3.505e-05, eta: 6:21:24, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6662, decode.acc_seg: 76.6268, loss: 0.6662 2023-11-30 19:23:22,520 - mmseg - INFO - Iter [9950/80000] lr: 3.503e-05, eta: 6:20:28, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6348, decode.acc_seg: 76.8289, loss: 0.6348 2023-11-30 19:23:33,106 - mmseg - INFO - Saving checkpoint at 10000 iterations 2023-11-30 19:24:06,146 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:24:06,147 - mmseg - INFO - Iter [10000/80000] lr: 3.500e-05, eta: 6:23:23, time: 0.873, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6563, decode.acc_seg: 76.4839, loss: 0.6563 2023-11-30 19:24:56,195 - mmseg - INFO - per class results: 2023-11-30 19:24:56,202 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 67.34 | 85.04 | | building | 77.88 | 91.49 | | sky | 85.98 | 94.16 | | floor | 71.45 | 85.99 | | tree | 67.11 | 82.21 | | ceiling | 74.3 | 84.96 | | road | 75.78 | 87.39 | | bed | 81.69 | 92.43 | | windowpane | 55.82 | 71.29 | | grass | 64.08 | 78.83 | | cabinet | 53.69 | 66.74 | | sidewalk | 53.57 | 68.52 | | person | 72.73 | 91.62 | | earth | 32.99 | 45.5 | | door | 38.78 | 47.87 | | table | 52.52 | 66.76 | | mountain | 53.66 | 67.3 | | plant | 48.84 | 60.35 | | curtain | 61.06 | 71.12 | | chair | 52.9 | 68.39 | | car | 75.76 | 91.25 | | water | 50.29 | 66.72 | | painting | 63.58 | 79.91 | | sofa | 64.67 | 80.13 | | shelf | 35.82 | 46.87 | | house | 42.88 | 59.64 | | sea | 56.35 | 72.01 | | mirror | 51.84 | 61.45 | | rug | 46.43 | 50.87 | | field | 31.68 | 47.31 | | armchair | 40.44 | 54.75 | | seat | 55.2 | 74.65 | | fence | 35.97 | 46.35 | | desk | 39.38 | 63.83 | | rock | 49.81 | 63.38 | | wardrobe | 43.12 | 54.76 | | lamp | 55.08 | 68.74 | | bathtub | 67.85 | 74.69 | | railing | 30.7 | 40.65 | | cushion | 55.49 | 66.21 | | base | 27.22 | 41.2 | | box | 26.42 | 33.9 | | column | 33.11 | 38.91 | | signboard | 29.06 | 44.05 | | chest of drawers | 36.56 | 46.86 | | counter | 28.92 | 36.37 | | sand | 41.89 | 51.04 | | sink | 66.56 | 75.79 | | skyscraper | 43.39 | 57.33 | | fireplace | 61.49 | 78.81 | | refrigerator | 53.79 | 60.91 | | grandstand | 50.01 | 75.02 | | path | 15.4 | 20.02 | | stairs | 23.52 | 25.9 | | runway | 61.71 | 80.65 | | case | 49.2 | 59.89 | | pool table | 81.84 | 91.92 | | pillow | 51.84 | 61.34 | | screen door | 48.18 | 52.93 | | stairway | 44.65 | 55.77 | | river | 13.61 | 21.49 | | bridge | 44.91 | 54.64 | | bookcase | 31.98 | 43.74 | | blind | 24.12 | 25.94 | | coffee table | 57.68 | 76.02 | | toilet | 74.9 | 85.94 | | flower | 35.39 | 47.93 | | book | 46.52 | 68.04 | | hill | 5.64 | 8.43 | | bench | 42.21 | 50.65 | | countertop | 48.76 | 59.68 | | stove | 66.95 | 74.52 | | palm | 43.25 | 60.86 | | kitchen island | 34.94 | 55.99 | | computer | 62.21 | 78.91 | | swivel chair | 40.03 | 50.85 | | boat | 57.08 | 74.39 | | bar | 45.04 | 52.15 | | arcade machine | 61.68 | 68.76 | | hovel | 26.91 | 30.69 | | bus | 77.51 | 87.43 | | towel | 62.79 | 75.62 | | light | 29.35 | 33.67 | | truck | 28.95 | 43.84 | | tower | 14.6 | 21.08 | | chandelier | 59.24 | 72.69 | | awning | 22.44 | 27.96 | | streetlight | 21.53 | 27.01 | | booth | 27.94 | 38.3 | | television receiver | 63.29 | 69.96 | | airplane | 51.25 | 65.46 | | dirt track | 10.44 | 13.23 | | apparel | 44.76 | 58.44 | | pole | 14.39 | 17.64 | | land | 1.27 | 1.53 | | bannister | 8.19 | 11.03 | | escalator | 44.7 | 54.83 | | ottoman | 40.4 | 49.84 | | bottle | 40.27 | 57.16 | | buffet | 37.71 | 43.54 | | poster | 17.63 | 22.29 | | stage | 13.97 | 26.1 | | van | 29.69 | 40.07 | | ship | 19.91 | 22.73 | | fountain | 13.54 | 13.87 | | conveyer belt | 67.61 | 89.67 | | canopy | 34.27 | 37.68 | | washer | 66.22 | 72.51 | | plaything | 26.07 | 41.53 | | swimming pool | 59.42 | 71.27 | | stool | 30.42 | 36.15 | | barrel | 41.01 | 57.5 | | basket | 34.43 | 42.88 | | waterfall | 47.13 | 59.42 | | tent | 75.29 | 95.24 | | bag | 15.12 | 17.57 | | minibike | 60.39 | 79.53 | | cradle | 70.23 | 93.55 | | oven | 43.19 | 53.54 | | ball | 54.22 | 64.74 | | food | 50.65 | 59.58 | | step | 5.99 | 6.63 | | tank | 48.51 | 60.95 | | trade name | 10.3 | 11.46 | | microwave | 64.69 | 70.54 | | pot | 37.84 | 42.54 | | animal | 53.26 | 60.76 | | bicycle | 53.71 | 71.14 | | lake | 8.65 | 9.51 | | dishwasher | 42.48 | 44.23 | | screen | 41.05 | 58.21 | | blanket | 16.02 | 18.29 | | sculpture | 48.2 | 60.73 | | hood | 51.56 | 56.94 | | sconce | 37.14 | 45.1 | | vase | 36.7 | 49.38 | | traffic light | 29.57 | 40.42 | | tray | 8.24 | 9.94 | | ashcan | 38.85 | 48.04 | | fan | 51.64 | 65.99 | | pier | 33.64 | 43.59 | | crt screen | 2.16 | 3.44 | | plate | 47.59 | 61.71 | | monitor | 15.38 | 17.33 | | bulletin board | 38.37 | 44.43 | | shower | 1.23 | 2.1 | | radiator | 58.01 | 67.27 | | glass | 14.71 | 15.68 | | clock | 28.11 | 31.9 | | flag | 41.75 | 48.93 | +---------------------+-------+-------+ 2023-11-30 19:24:56,202 - mmseg - INFO - Summary: 2023-11-30 19:24:56,202 - mmseg - INFO - +-------+------+------+ | aAcc | mIoU | mAcc | +-------+------+------+ | 78.19 | 43.4 | 53.9 | +-------+------+------+ 2023-11-30 19:24:57,564 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_9000.pth was removed 2023-11-30 19:25:29,841 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_10000.pth. 2023-11-30 19:25:29,841 - mmseg - INFO - Best aAcc is 0.7819 at 10000 iter. 2023-11-30 19:25:29,841 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:25:29,842 - mmseg - INFO - Iter(val) [250] aAcc: 0.7819, mIoU: 0.4340, mAcc: 0.5390, IoU.wall: 0.6734, IoU.building: 0.7788, IoU.sky: 0.8598, IoU.floor: 0.7145, IoU.tree: 0.6711, IoU.ceiling: 0.7430, IoU.road: 0.7578, IoU.bed : 0.8169, IoU.windowpane: 0.5582, IoU.grass: 0.6408, IoU.cabinet: 0.5369, IoU.sidewalk: 0.5357, IoU.person: 0.7273, IoU.earth: 0.3299, IoU.door: 0.3878, IoU.table: 0.5252, IoU.mountain: 0.5366, IoU.plant: 0.4884, IoU.curtain: 0.6106, IoU.chair: 0.5290, IoU.car: 0.7576, IoU.water: 0.5029, IoU.painting: 0.6358, IoU.sofa: 0.6467, IoU.shelf: 0.3582, IoU.house: 0.4288, IoU.sea: 0.5635, IoU.mirror: 0.5184, IoU.rug: 0.4643, IoU.field: 0.3168, IoU.armchair: 0.4044, IoU.seat: 0.5520, IoU.fence: 0.3597, IoU.desk: 0.3938, IoU.rock: 0.4981, IoU.wardrobe: 0.4312, IoU.lamp: 0.5508, IoU.bathtub: 0.6785, IoU.railing: 0.3070, IoU.cushion: 0.5549, IoU.base: 0.2722, IoU.box: 0.2642, IoU.column: 0.3311, IoU.signboard: 0.2906, IoU.chest of drawers: 0.3656, IoU.counter: 0.2892, IoU.sand: 0.4189, IoU.sink: 0.6656, IoU.skyscraper: 0.4339, IoU.fireplace: 0.6149, IoU.refrigerator: 0.5379, IoU.grandstand: 0.5001, IoU.path: 0.1540, IoU.stairs: 0.2352, IoU.runway: 0.6171, IoU.case: 0.4920, IoU.pool table: 0.8184, IoU.pillow: 0.5184, IoU.screen door: 0.4818, IoU.stairway: 0.4465, IoU.river: 0.1361, IoU.bridge: 0.4491, IoU.bookcase: 0.3198, IoU.blind: 0.2412, IoU.coffee table: 0.5768, IoU.toilet: 0.7490, IoU.flower: 0.3539, IoU.book: 0.4652, IoU.hill: 0.0564, IoU.bench: 0.4221, IoU.countertop: 0.4876, IoU.stove: 0.6695, IoU.palm: 0.4325, IoU.kitchen island: 0.3494, IoU.computer: 0.6221, IoU.swivel chair: 0.4003, IoU.boat: 0.5708, IoU.bar: 0.4504, IoU.arcade machine: 0.6168, IoU.hovel: 0.2691, IoU.bus: 0.7751, IoU.towel: 0.6279, IoU.light: 0.2935, IoU.truck: 0.2895, IoU.tower: 0.1460, IoU.chandelier: 0.5924, IoU.awning: 0.2244, IoU.streetlight: 0.2153, IoU.booth: 0.2794, IoU.television receiver: 0.6329, IoU.airplane: 0.5125, IoU.dirt track: 0.1044, IoU.apparel: 0.4476, IoU.pole: 0.1439, IoU.land: 0.0127, IoU.bannister: 0.0819, IoU.escalator: 0.4470, IoU.ottoman: 0.4040, IoU.bottle: 0.4027, IoU.buffet: 0.3771, IoU.poster: 0.1763, IoU.stage: 0.1397, IoU.van: 0.2969, IoU.ship: 0.1991, IoU.fountain: 0.1354, IoU.conveyer belt: 0.6761, IoU.canopy: 0.3427, IoU.washer: 0.6622, IoU.plaything: 0.2607, IoU.swimming pool: 0.5942, IoU.stool: 0.3042, IoU.barrel: 0.4101, IoU.basket: 0.3443, IoU.waterfall: 0.4713, IoU.tent: 0.7529, IoU.bag: 0.1512, IoU.minibike: 0.6039, IoU.cradle: 0.7023, IoU.oven: 0.4319, IoU.ball: 0.5422, IoU.food: 0.5065, IoU.step: 0.0599, IoU.tank: 0.4851, IoU.trade name: 0.1030, IoU.microwave: 0.6469, IoU.pot: 0.3784, IoU.animal: 0.5326, IoU.bicycle: 0.5371, IoU.lake: 0.0865, IoU.dishwasher: 0.4248, IoU.screen: 0.4105, IoU.blanket: 0.1602, IoU.sculpture: 0.4820, IoU.hood: 0.5156, IoU.sconce: 0.3714, IoU.vase: 0.3670, IoU.traffic light: 0.2957, IoU.tray: 0.0824, IoU.ashcan: 0.3885, IoU.fan: 0.5164, IoU.pier: 0.3364, IoU.crt screen: 0.0216, IoU.plate: 0.4759, IoU.monitor: 0.1538, IoU.bulletin board: 0.3837, IoU.shower: 0.0123, IoU.radiator: 0.5801, IoU.glass: 0.1471, IoU.clock: 0.2811, IoU.flag: 0.4175, Acc.wall: 0.8504, Acc.building: 0.9149, Acc.sky: 0.9416, Acc.floor: 0.8599, Acc.tree: 0.8221, Acc.ceiling: 0.8496, Acc.road: 0.8739, Acc.bed : 0.9243, Acc.windowpane: 0.7129, Acc.grass: 0.7883, Acc.cabinet: 0.6674, Acc.sidewalk: 0.6852, Acc.person: 0.9162, Acc.earth: 0.4550, Acc.door: 0.4787, Acc.table: 0.6676, Acc.mountain: 0.6730, Acc.plant: 0.6035, Acc.curtain: 0.7112, Acc.chair: 0.6839, Acc.car: 0.9125, Acc.water: 0.6672, Acc.painting: 0.7991, Acc.sofa: 0.8013, Acc.shelf: 0.4687, Acc.house: 0.5964, Acc.sea: 0.7201, Acc.mirror: 0.6145, Acc.rug: 0.5087, Acc.field: 0.4731, Acc.armchair: 0.5475, Acc.seat: 0.7465, Acc.fence: 0.4635, Acc.desk: 0.6383, Acc.rock: 0.6338, Acc.wardrobe: 0.5476, Acc.lamp: 0.6874, Acc.bathtub: 0.7469, Acc.railing: 0.4065, Acc.cushion: 0.6621, Acc.base: 0.4120, Acc.box: 0.3390, Acc.column: 0.3891, Acc.signboard: 0.4405, Acc.chest of drawers: 0.4686, Acc.counter: 0.3637, Acc.sand: 0.5104, Acc.sink: 0.7579, Acc.skyscraper: 0.5733, Acc.fireplace: 0.7881, Acc.refrigerator: 0.6091, Acc.grandstand: 0.7502, Acc.path: 0.2002, Acc.stairs: 0.2590, Acc.runway: 0.8065, Acc.case: 0.5989, Acc.pool table: 0.9192, Acc.pillow: 0.6134, Acc.screen door: 0.5293, Acc.stairway: 0.5577, Acc.river: 0.2149, Acc.bridge: 0.5464, Acc.bookcase: 0.4374, Acc.blind: 0.2594, Acc.coffee table: 0.7602, Acc.toilet: 0.8594, Acc.flower: 0.4793, Acc.book: 0.6804, Acc.hill: 0.0843, Acc.bench: 0.5065, Acc.countertop: 0.5968, Acc.stove: 0.7452, Acc.palm: 0.6086, Acc.kitchen island: 0.5599, Acc.computer: 0.7891, Acc.swivel chair: 0.5085, Acc.boat: 0.7439, Acc.bar: 0.5215, Acc.arcade machine: 0.6876, Acc.hovel: 0.3069, Acc.bus: 0.8743, Acc.towel: 0.7562, Acc.light: 0.3367, Acc.truck: 0.4384, Acc.tower: 0.2108, Acc.chandelier: 0.7269, Acc.awning: 0.2796, Acc.streetlight: 0.2701, Acc.booth: 0.3830, Acc.television receiver: 0.6996, Acc.airplane: 0.6546, Acc.dirt track: 0.1323, Acc.apparel: 0.5844, Acc.pole: 0.1764, Acc.land: 0.0153, Acc.bannister: 0.1103, Acc.escalator: 0.5483, Acc.ottoman: 0.4984, Acc.bottle: 0.5716, Acc.buffet: 0.4354, Acc.poster: 0.2229, Acc.stage: 0.2610, Acc.van: 0.4007, Acc.ship: 0.2273, Acc.fountain: 0.1387, Acc.conveyer belt: 0.8967, Acc.canopy: 0.3768, Acc.washer: 0.7251, Acc.plaything: 0.4153, Acc.swimming pool: 0.7127, Acc.stool: 0.3615, Acc.barrel: 0.5750, Acc.basket: 0.4288, Acc.waterfall: 0.5942, Acc.tent: 0.9524, Acc.bag: 0.1757, Acc.minibike: 0.7953, Acc.cradle: 0.9355, Acc.oven: 0.5354, Acc.ball: 0.6474, Acc.food: 0.5958, Acc.step: 0.0663, Acc.tank: 0.6095, Acc.trade name: 0.1146, Acc.microwave: 0.7054, Acc.pot: 0.4254, Acc.animal: 0.6076, Acc.bicycle: 0.7114, Acc.lake: 0.0951, Acc.dishwasher: 0.4423, Acc.screen: 0.5821, Acc.blanket: 0.1829, Acc.sculpture: 0.6073, Acc.hood: 0.5694, Acc.sconce: 0.4510, Acc.vase: 0.4938, Acc.traffic light: 0.4042, Acc.tray: 0.0994, Acc.ashcan: 0.4804, Acc.fan: 0.6599, Acc.pier: 0.4359, Acc.crt screen: 0.0344, Acc.plate: 0.6171, Acc.monitor: 0.1733, Acc.bulletin board: 0.4443, Acc.shower: 0.0210, Acc.radiator: 0.6727, Acc.glass: 0.1568, Acc.clock: 0.3190, Acc.flag: 0.4893 2023-11-30 19:25:40,920 - mmseg - INFO - Iter [10050/80000] lr: 3.498e-05, eta: 6:32:12, time: 1.895, data_time: 1.690, memory: 14238, decode.loss_ce: 0.6691, decode.acc_seg: 76.0742, loss: 0.6691 2023-11-30 19:25:51,525 - mmseg - INFO - Iter [10100/80000] lr: 3.495e-05, eta: 6:31:12, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6665, decode.acc_seg: 76.5162, loss: 0.6665 2023-11-30 19:26:04,419 - mmseg - INFO - Iter [10150/80000] lr: 3.493e-05, eta: 6:30:28, time: 0.258, data_time: 0.052, memory: 14238, decode.loss_ce: 0.6660, decode.acc_seg: 76.6155, loss: 0.6660 2023-11-30 19:26:15,024 - mmseg - INFO - Iter [10200/80000] lr: 3.490e-05, eta: 6:29:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6328, decode.acc_seg: 77.3085, loss: 0.6328 2023-11-30 19:26:25,620 - mmseg - INFO - Iter [10250/80000] lr: 3.488e-05, eta: 6:28:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6374, decode.acc_seg: 77.2194, loss: 0.6374 2023-11-30 19:26:36,217 - mmseg - INFO - Iter [10300/80000] lr: 3.485e-05, eta: 6:27:33, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6218, decode.acc_seg: 77.3297, loss: 0.6218 2023-11-30 19:26:46,817 - mmseg - INFO - Iter [10350/80000] lr: 3.483e-05, eta: 6:26:35, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6578, decode.acc_seg: 76.6717, loss: 0.6578 2023-11-30 19:26:57,415 - mmseg - INFO - Iter [10400/80000] lr: 3.480e-05, eta: 6:25:38, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6457, decode.acc_seg: 76.7098, loss: 0.6457 2023-11-30 19:27:08,017 - mmseg - INFO - Iter [10450/80000] lr: 3.478e-05, eta: 6:24:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6681, decode.acc_seg: 75.6964, loss: 0.6681 2023-11-30 19:27:18,616 - mmseg - INFO - Iter [10500/80000] lr: 3.475e-05, eta: 6:23:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6256, decode.acc_seg: 77.0870, loss: 0.6256 2023-11-30 19:27:29,215 - mmseg - INFO - Iter [10550/80000] lr: 3.473e-05, eta: 6:22:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6324, decode.acc_seg: 77.1885, loss: 0.6324 2023-11-30 19:27:39,809 - mmseg - INFO - Iter [10600/80000] lr: 3.470e-05, eta: 6:21:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6466, decode.acc_seg: 77.0536, loss: 0.6466 2023-11-30 19:27:50,407 - mmseg - INFO - Iter [10650/80000] lr: 3.468e-05, eta: 6:20:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6550, decode.acc_seg: 77.0313, loss: 0.6550 2023-11-30 19:28:01,011 - mmseg - INFO - Iter [10700/80000] lr: 3.465e-05, eta: 6:20:04, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6525, decode.acc_seg: 77.0333, loss: 0.6525 2023-11-30 19:28:11,606 - mmseg - INFO - Iter [10750/80000] lr: 3.463e-05, eta: 6:19:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6591, decode.acc_seg: 76.9145, loss: 0.6591 2023-11-30 19:28:22,203 - mmseg - INFO - Iter [10800/80000] lr: 3.460e-05, eta: 6:18:16, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6428, decode.acc_seg: 77.1787, loss: 0.6428 2023-11-30 19:28:32,815 - mmseg - INFO - Iter [10850/80000] lr: 3.458e-05, eta: 6:17:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6692, decode.acc_seg: 76.4791, loss: 0.6692 2023-11-30 19:28:43,411 - mmseg - INFO - Iter [10900/80000] lr: 3.455e-05, eta: 6:16:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6579, decode.acc_seg: 76.7353, loss: 0.6579 2023-11-30 19:28:54,013 - mmseg - INFO - Iter [10950/80000] lr: 3.453e-05, eta: 6:15:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6120, decode.acc_seg: 77.7075, loss: 0.6120 2023-11-30 19:29:04,598 - mmseg - INFO - Saving checkpoint at 11000 iterations 2023-11-30 19:29:37,350 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:29:37,350 - mmseg - INFO - Iter [11000/80000] lr: 3.450e-05, eta: 6:18:10, time: 0.867, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6348, decode.acc_seg: 76.3515, loss: 0.6348 2023-11-30 19:30:27,353 - mmseg - INFO - per class results: 2023-11-30 19:30:27,360 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 67.81 | 85.35 | | building | 78.18 | 91.99 | | sky | 86.5 | 94.31 | | floor | 71.67 | 86.2 | | tree | 67.05 | 83.38 | | ceiling | 74.63 | 84.83 | | road | 76.46 | 86.69 | | bed | 81.9 | 92.9 | | windowpane | 56.22 | 72.71 | | grass | 64.25 | 79.73 | | cabinet | 53.6 | 66.44 | | sidewalk | 54.45 | 69.77 | | person | 74.08 | 90.51 | | earth | 32.95 | 44.76 | | door | 38.52 | 46.98 | | table | 52.99 | 68.27 | | mountain | 53.6 | 68.23 | | plant | 48.49 | 59.2 | | curtain | 61.43 | 71.01 | | chair | 52.96 | 68.44 | | car | 76.81 | 90.78 | | water | 49.48 | 64.88 | | painting | 63.83 | 79.54 | | sofa | 65.02 | 80.05 | | shelf | 38.06 | 52.87 | | house | 43.27 | 56.39 | | sea | 56.96 | 74.01 | | mirror | 53.52 | 65.95 | | rug | 47.16 | 51.85 | | field | 30.99 | 43.66 | | armchair | 40.54 | 55.28 | | seat | 55.72 | 75.35 | | fence | 36.16 | 46.42 | | desk | 40.15 | 61.23 | | rock | 49.38 | 64.23 | | wardrobe | 42.5 | 54.85 | | lamp | 55.45 | 68.69 | | bathtub | 68.78 | 75.92 | | railing | 29.69 | 37.58 | | cushion | 56.14 | 68.56 | | base | 27.1 | 37.51 | | box | 26.0 | 32.98 | | column | 33.6 | 39.81 | | signboard | 29.12 | 41.97 | | chest of drawers | 38.62 | 50.57 | | counter | 31.45 | 40.32 | | sand | 41.46 | 50.11 | | sink | 66.52 | 73.55 | | skyscraper | 44.24 | 58.51 | | fireplace | 61.85 | 77.64 | | refrigerator | 54.1 | 61.24 | | grandstand | 50.57 | 74.87 | | path | 16.03 | 21.04 | | stairs | 23.8 | 26.37 | | runway | 62.42 | 81.93 | | case | 50.4 | 62.98 | | pool table | 81.5 | 93.01 | | pillow | 52.04 | 61.0 | | screen door | 49.82 | 54.65 | | stairway | 44.01 | 55.14 | | river | 15.76 | 29.09 | | bridge | 44.78 | 56.67 | | bookcase | 33.77 | 47.7 | | blind | 24.81 | 26.85 | | coffee table | 58.38 | 78.17 | | toilet | 75.42 | 85.54 | | flower | 36.7 | 50.07 | | book | 45.73 | 62.05 | | hill | 5.79 | 7.97 | | bench | 43.07 | 52.95 | | countertop | 49.59 | 61.6 | | stove | 67.37 | 74.31 | | palm | 43.26 | 57.47 | | kitchen island | 34.19 | 53.59 | | computer | 62.0 | 78.97 | | swivel chair | 40.98 | 54.99 | | boat | 58.27 | 73.24 | | bar | 45.32 | 51.92 | | arcade machine | 62.67 | 70.46 | | hovel | 28.32 | 31.63 | | bus | 78.04 | 88.17 | | towel | 62.74 | 73.86 | | light | 29.91 | 34.13 | | truck | 29.17 | 42.23 | | tower | 17.66 | 26.44 | | chandelier | 60.69 | 77.19 | | awning | 22.19 | 27.79 | | streetlight | 21.59 | 27.05 | | booth | 28.68 | 35.63 | | television receiver | 64.16 | 71.2 | | airplane | 52.29 | 64.81 | | dirt track | 9.79 | 15.97 | | apparel | 43.51 | 61.49 | | pole | 13.88 | 16.91 | | land | 1.52 | 1.84 | | bannister | 7.48 | 10.13 | | escalator | 43.98 | 53.5 | | ottoman | 39.41 | 47.58 | | bottle | 40.25 | 56.21 | | buffet | 38.91 | 45.49 | | poster | 17.93 | 22.13 | | stage | 14.4 | 28.01 | | van | 32.4 | 44.95 | | ship | 19.5 | 22.32 | | fountain | 17.33 | 17.93 | | conveyer belt | 61.32 | 92.57 | | canopy | 28.05 | 30.38 | | washer | 67.05 | 73.68 | | plaything | 25.43 | 38.07 | | swimming pool | 58.51 | 69.5 | | stool | 32.05 | 40.79 | | barrel | 41.13 | 52.19 | | basket | 34.43 | 43.59 | | waterfall | 47.6 | 57.81 | | tent | 78.58 | 94.41 | | bag | 13.61 | 15.31 | | minibike | 60.65 | 80.02 | | cradle | 71.43 | 92.86 | | oven | 43.63 | 52.36 | | ball | 48.13 | 55.17 | | food | 52.04 | 61.77 | | step | 6.77 | 7.51 | | tank | 49.88 | 62.54 | | trade name | 13.53 | 15.55 | | microwave | 64.96 | 70.96 | | pot | 36.89 | 40.86 | | animal | 57.59 | 68.18 | | bicycle | 54.41 | 74.22 | | lake | 7.24 | 7.84 | | dishwasher | 46.9 | 51.58 | | screen | 41.06 | 56.26 | | blanket | 17.24 | 19.82 | | sculpture | 49.67 | 62.48 | | hood | 47.49 | 50.96 | | sconce | 38.29 | 47.22 | | vase | 36.55 | 50.64 | | traffic light | 29.33 | 42.61 | | tray | 7.38 | 8.61 | | ashcan | 39.05 | 48.43 | | fan | 53.04 | 70.58 | | pier | 35.21 | 45.22 | | crt screen | 2.47 | 4.17 | | plate | 48.39 | 62.64 | | monitor | 14.85 | 16.57 | | bulletin board | 41.18 | 51.62 | | shower | 1.66 | 2.18 | | radiator | 57.81 | 66.24 | | glass | 15.25 | 16.4 | | clock | 29.19 | 33.1 | | flag | 40.73 | 46.56 | +---------------------+-------+-------+ 2023-11-30 19:30:27,360 - mmseg - INFO - Summary: 2023-11-30 19:30:27,360 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 78.46 | 43.75 | 54.3 | +-------+-------+------+ 2023-11-30 19:30:28,678 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_10000.pth was removed 2023-11-30 19:31:01,864 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_11000.pth. 2023-11-30 19:31:01,864 - mmseg - INFO - Best aAcc is 0.7846 at 11000 iter. 2023-11-30 19:31:01,865 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:31:01,865 - mmseg - INFO - Iter(val) [250] aAcc: 0.7846, mIoU: 0.4375, mAcc: 0.5430, IoU.wall: 0.6781, IoU.building: 0.7818, IoU.sky: 0.8650, IoU.floor: 0.7167, IoU.tree: 0.6705, IoU.ceiling: 0.7463, IoU.road: 0.7646, IoU.bed : 0.8190, IoU.windowpane: 0.5622, IoU.grass: 0.6425, IoU.cabinet: 0.5360, IoU.sidewalk: 0.5445, IoU.person: 0.7408, IoU.earth: 0.3295, IoU.door: 0.3852, IoU.table: 0.5299, IoU.mountain: 0.5360, IoU.plant: 0.4849, IoU.curtain: 0.6143, IoU.chair: 0.5296, IoU.car: 0.7681, IoU.water: 0.4948, IoU.painting: 0.6383, IoU.sofa: 0.6502, IoU.shelf: 0.3806, IoU.house: 0.4327, IoU.sea: 0.5696, IoU.mirror: 0.5352, IoU.rug: 0.4716, IoU.field: 0.3099, IoU.armchair: 0.4054, IoU.seat: 0.5572, IoU.fence: 0.3616, IoU.desk: 0.4015, IoU.rock: 0.4938, IoU.wardrobe: 0.4250, IoU.lamp: 0.5545, IoU.bathtub: 0.6878, IoU.railing: 0.2969, IoU.cushion: 0.5614, IoU.base: 0.2710, IoU.box: 0.2600, IoU.column: 0.3360, IoU.signboard: 0.2912, IoU.chest of drawers: 0.3862, IoU.counter: 0.3145, IoU.sand: 0.4146, IoU.sink: 0.6652, IoU.skyscraper: 0.4424, IoU.fireplace: 0.6185, IoU.refrigerator: 0.5410, IoU.grandstand: 0.5057, IoU.path: 0.1603, IoU.stairs: 0.2380, IoU.runway: 0.6242, IoU.case: 0.5040, IoU.pool table: 0.8150, IoU.pillow: 0.5204, IoU.screen door: 0.4982, IoU.stairway: 0.4401, IoU.river: 0.1576, IoU.bridge: 0.4478, IoU.bookcase: 0.3377, IoU.blind: 0.2481, IoU.coffee table: 0.5838, IoU.toilet: 0.7542, IoU.flower: 0.3670, IoU.book: 0.4573, IoU.hill: 0.0579, IoU.bench: 0.4307, IoU.countertop: 0.4959, IoU.stove: 0.6737, IoU.palm: 0.4326, IoU.kitchen island: 0.3419, IoU.computer: 0.6200, IoU.swivel chair: 0.4098, IoU.boat: 0.5827, IoU.bar: 0.4532, IoU.arcade machine: 0.6267, IoU.hovel: 0.2832, IoU.bus: 0.7804, IoU.towel: 0.6274, IoU.light: 0.2991, IoU.truck: 0.2917, IoU.tower: 0.1766, IoU.chandelier: 0.6069, IoU.awning: 0.2219, IoU.streetlight: 0.2159, IoU.booth: 0.2868, IoU.television receiver: 0.6416, IoU.airplane: 0.5229, IoU.dirt track: 0.0979, IoU.apparel: 0.4351, IoU.pole: 0.1388, IoU.land: 0.0152, IoU.bannister: 0.0748, IoU.escalator: 0.4398, IoU.ottoman: 0.3941, IoU.bottle: 0.4025, IoU.buffet: 0.3891, IoU.poster: 0.1793, IoU.stage: 0.1440, IoU.van: 0.3240, IoU.ship: 0.1950, IoU.fountain: 0.1733, IoU.conveyer belt: 0.6132, IoU.canopy: 0.2805, IoU.washer: 0.6705, IoU.plaything: 0.2543, IoU.swimming pool: 0.5851, IoU.stool: 0.3205, IoU.barrel: 0.4113, IoU.basket: 0.3443, IoU.waterfall: 0.4760, IoU.tent: 0.7858, IoU.bag: 0.1361, IoU.minibike: 0.6065, IoU.cradle: 0.7143, IoU.oven: 0.4363, IoU.ball: 0.4813, IoU.food: 0.5204, IoU.step: 0.0677, IoU.tank: 0.4988, IoU.trade name: 0.1353, IoU.microwave: 0.6496, IoU.pot: 0.3689, IoU.animal: 0.5759, IoU.bicycle: 0.5441, IoU.lake: 0.0724, IoU.dishwasher: 0.4690, IoU.screen: 0.4106, IoU.blanket: 0.1724, IoU.sculpture: 0.4967, IoU.hood: 0.4749, IoU.sconce: 0.3829, IoU.vase: 0.3655, IoU.traffic light: 0.2933, IoU.tray: 0.0738, IoU.ashcan: 0.3905, IoU.fan: 0.5304, IoU.pier: 0.3521, IoU.crt screen: 0.0247, IoU.plate: 0.4839, IoU.monitor: 0.1485, IoU.bulletin board: 0.4118, IoU.shower: 0.0166, IoU.radiator: 0.5781, IoU.glass: 0.1525, IoU.clock: 0.2919, IoU.flag: 0.4073, Acc.wall: 0.8535, Acc.building: 0.9199, Acc.sky: 0.9431, Acc.floor: 0.8620, Acc.tree: 0.8338, Acc.ceiling: 0.8483, Acc.road: 0.8669, Acc.bed : 0.9290, Acc.windowpane: 0.7271, Acc.grass: 0.7973, Acc.cabinet: 0.6644, Acc.sidewalk: 0.6977, Acc.person: 0.9051, Acc.earth: 0.4476, Acc.door: 0.4698, Acc.table: 0.6827, Acc.mountain: 0.6823, Acc.plant: 0.5920, Acc.curtain: 0.7101, Acc.chair: 0.6844, Acc.car: 0.9078, Acc.water: 0.6488, Acc.painting: 0.7954, Acc.sofa: 0.8005, Acc.shelf: 0.5287, Acc.house: 0.5639, Acc.sea: 0.7401, Acc.mirror: 0.6595, Acc.rug: 0.5185, Acc.field: 0.4366, Acc.armchair: 0.5528, Acc.seat: 0.7535, Acc.fence: 0.4642, Acc.desk: 0.6123, Acc.rock: 0.6423, Acc.wardrobe: 0.5485, Acc.lamp: 0.6869, Acc.bathtub: 0.7592, Acc.railing: 0.3758, Acc.cushion: 0.6856, Acc.base: 0.3751, Acc.box: 0.3298, Acc.column: 0.3981, Acc.signboard: 0.4197, Acc.chest of drawers: 0.5057, Acc.counter: 0.4032, Acc.sand: 0.5011, Acc.sink: 0.7355, Acc.skyscraper: 0.5851, Acc.fireplace: 0.7764, Acc.refrigerator: 0.6124, Acc.grandstand: 0.7487, Acc.path: 0.2104, Acc.stairs: 0.2637, Acc.runway: 0.8193, Acc.case: 0.6298, Acc.pool table: 0.9301, Acc.pillow: 0.6100, Acc.screen door: 0.5465, Acc.stairway: 0.5514, Acc.river: 0.2909, Acc.bridge: 0.5667, Acc.bookcase: 0.4770, Acc.blind: 0.2685, Acc.coffee table: 0.7817, Acc.toilet: 0.8554, Acc.flower: 0.5007, Acc.book: 0.6205, Acc.hill: 0.0797, Acc.bench: 0.5295, Acc.countertop: 0.6160, Acc.stove: 0.7431, Acc.palm: 0.5747, Acc.kitchen island: 0.5359, Acc.computer: 0.7897, Acc.swivel chair: 0.5499, Acc.boat: 0.7324, Acc.bar: 0.5192, Acc.arcade machine: 0.7046, Acc.hovel: 0.3163, Acc.bus: 0.8817, Acc.towel: 0.7386, Acc.light: 0.3413, Acc.truck: 0.4223, Acc.tower: 0.2644, Acc.chandelier: 0.7719, Acc.awning: 0.2779, Acc.streetlight: 0.2705, Acc.booth: 0.3563, Acc.television receiver: 0.7120, Acc.airplane: 0.6481, Acc.dirt track: 0.1597, Acc.apparel: 0.6149, Acc.pole: 0.1691, Acc.land: 0.0184, Acc.bannister: 0.1013, Acc.escalator: 0.5350, Acc.ottoman: 0.4758, Acc.bottle: 0.5621, Acc.buffet: 0.4549, Acc.poster: 0.2213, Acc.stage: 0.2801, Acc.van: 0.4495, Acc.ship: 0.2232, Acc.fountain: 0.1793, Acc.conveyer belt: 0.9257, Acc.canopy: 0.3038, Acc.washer: 0.7368, Acc.plaything: 0.3807, Acc.swimming pool: 0.6950, Acc.stool: 0.4079, Acc.barrel: 0.5219, Acc.basket: 0.4359, Acc.waterfall: 0.5781, Acc.tent: 0.9441, Acc.bag: 0.1531, Acc.minibike: 0.8002, Acc.cradle: 0.9286, Acc.oven: 0.5236, Acc.ball: 0.5517, Acc.food: 0.6177, Acc.step: 0.0751, Acc.tank: 0.6254, Acc.trade name: 0.1555, Acc.microwave: 0.7096, Acc.pot: 0.4086, Acc.animal: 0.6818, Acc.bicycle: 0.7422, Acc.lake: 0.0784, Acc.dishwasher: 0.5158, Acc.screen: 0.5626, Acc.blanket: 0.1982, Acc.sculpture: 0.6248, Acc.hood: 0.5096, Acc.sconce: 0.4722, Acc.vase: 0.5064, Acc.traffic light: 0.4261, Acc.tray: 0.0861, Acc.ashcan: 0.4843, Acc.fan: 0.7058, Acc.pier: 0.4522, Acc.crt screen: 0.0417, Acc.plate: 0.6264, Acc.monitor: 0.1657, Acc.bulletin board: 0.5162, Acc.shower: 0.0218, Acc.radiator: 0.6624, Acc.glass: 0.1640, Acc.clock: 0.3310, Acc.flag: 0.4656 2023-11-30 19:31:12,968 - mmseg - INFO - Iter [11050/80000] lr: 3.448e-05, eta: 6:26:08, time: 1.912, data_time: 1.707, memory: 14238, decode.loss_ce: 0.6540, decode.acc_seg: 76.6953, loss: 0.6540 2023-11-30 19:31:23,565 - mmseg - INFO - Iter [11100/80000] lr: 3.445e-05, eta: 6:25:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6548, decode.acc_seg: 77.0345, loss: 0.6548 2023-11-30 19:31:34,176 - mmseg - INFO - Iter [11150/80000] lr: 3.443e-05, eta: 6:24:18, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6540, decode.acc_seg: 76.5807, loss: 0.6540 2023-11-30 19:31:44,784 - mmseg - INFO - Iter [11200/80000] lr: 3.440e-05, eta: 6:23:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6714, decode.acc_seg: 76.6232, loss: 0.6714 2023-11-30 19:31:55,387 - mmseg - INFO - Iter [11250/80000] lr: 3.438e-05, eta: 6:22:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6465, decode.acc_seg: 76.7596, loss: 0.6465 2023-11-30 19:32:05,988 - mmseg - INFO - Iter [11300/80000] lr: 3.435e-05, eta: 6:21:36, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6443, decode.acc_seg: 76.6216, loss: 0.6443 2023-11-30 19:32:16,598 - mmseg - INFO - Iter [11350/80000] lr: 3.433e-05, eta: 6:20:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6370, decode.acc_seg: 76.7021, loss: 0.6370 2023-11-30 19:32:29,477 - mmseg - INFO - Iter [11400/80000] lr: 3.430e-05, eta: 6:20:03, time: 0.258, data_time: 0.049, memory: 14238, decode.loss_ce: 0.6306, decode.acc_seg: 77.1410, loss: 0.6306 2023-11-30 19:32:40,064 - mmseg - INFO - Iter [11450/80000] lr: 3.428e-05, eta: 6:19:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6034, decode.acc_seg: 78.0370, loss: 0.6034 2023-11-30 19:32:50,662 - mmseg - INFO - Iter [11500/80000] lr: 3.425e-05, eta: 6:18:18, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6333, decode.acc_seg: 77.2179, loss: 0.6333 2023-11-30 19:33:01,261 - mmseg - INFO - Iter [11550/80000] lr: 3.423e-05, eta: 6:17:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6323, decode.acc_seg: 77.0914, loss: 0.6323 2023-11-30 19:33:11,863 - mmseg - INFO - Iter [11600/80000] lr: 3.420e-05, eta: 6:16:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6259, decode.acc_seg: 77.6186, loss: 0.6259 2023-11-30 19:33:22,463 - mmseg - INFO - Iter [11650/80000] lr: 3.418e-05, eta: 6:15:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6650, decode.acc_seg: 75.9476, loss: 0.6650 2023-11-30 19:33:33,067 - mmseg - INFO - Iter [11700/80000] lr: 3.415e-05, eta: 6:14:52, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6434, decode.acc_seg: 76.8986, loss: 0.6434 2023-11-30 19:33:43,665 - mmseg - INFO - Iter [11750/80000] lr: 3.413e-05, eta: 6:14:02, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6150, decode.acc_seg: 77.8995, loss: 0.6150 2023-11-30 19:33:54,272 - mmseg - INFO - Iter [11800/80000] lr: 3.410e-05, eta: 6:13:12, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6296, decode.acc_seg: 77.0371, loss: 0.6296 2023-11-30 19:34:04,875 - mmseg - INFO - Iter [11850/80000] lr: 3.408e-05, eta: 6:12:22, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6460, decode.acc_seg: 77.0474, loss: 0.6460 2023-11-30 19:34:15,479 - mmseg - INFO - Iter [11900/80000] lr: 3.405e-05, eta: 6:11:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6299, decode.acc_seg: 77.3278, loss: 0.6299 2023-11-30 19:34:26,081 - mmseg - INFO - Iter [11950/80000] lr: 3.403e-05, eta: 6:10:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6450, decode.acc_seg: 77.0309, loss: 0.6450 2023-11-30 19:34:36,669 - mmseg - INFO - Saving checkpoint at 12000 iterations 2023-11-30 19:35:09,392 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:35:09,392 - mmseg - INFO - Iter [12000/80000] lr: 3.400e-05, eta: 6:13:00, time: 0.867, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6564, decode.acc_seg: 76.0449, loss: 0.6564 2023-11-30 19:35:59,644 - mmseg - INFO - per class results: 2023-11-30 19:35:59,651 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 68.49 | 83.87 | | building | 77.98 | 92.5 | | sky | 86.59 | 94.44 | | floor | 72.32 | 86.18 | | tree | 67.42 | 83.51 | | ceiling | 75.22 | 85.91 | | road | 76.54 | 87.34 | | bed | 82.39 | 92.87 | | windowpane | 56.37 | 74.61 | | grass | 64.42 | 79.32 | | cabinet | 54.03 | 67.81 | | sidewalk | 54.13 | 68.92 | | person | 73.79 | 91.21 | | earth | 33.25 | 45.91 | | door | 38.81 | 47.25 | | table | 53.29 | 68.12 | | mountain | 53.66 | 68.44 | | plant | 48.56 | 59.42 | | curtain | 61.92 | 71.19 | | chair | 52.36 | 66.44 | | car | 76.68 | 91.28 | | water | 52.28 | 69.59 | | painting | 63.53 | 80.93 | | sofa | 65.44 | 80.27 | | shelf | 38.25 | 54.71 | | house | 43.03 | 55.71 | | sea | 58.52 | 74.53 | | mirror | 54.2 | 66.89 | | rug | 47.69 | 52.39 | | field | 31.18 | 46.17 | | armchair | 41.63 | 59.13 | | seat | 54.93 | 74.73 | | fence | 37.43 | 48.85 | | desk | 40.09 | 63.92 | | rock | 49.73 | 64.04 | | wardrobe | 42.98 | 56.42 | | lamp | 55.88 | 70.13 | | bathtub | 69.88 | 78.53 | | railing | 30.83 | 40.42 | | cushion | 56.37 | 68.02 | | base | 26.75 | 43.92 | | box | 24.26 | 30.22 | | column | 34.54 | 41.17 | | signboard | 29.5 | 43.58 | | chest of drawers | 37.11 | 53.26 | | counter | 32.34 | 42.45 | | sand | 41.85 | 51.58 | | sink | 67.26 | 75.5 | | skyscraper | 43.79 | 56.18 | | fireplace | 62.29 | 80.36 | | refrigerator | 54.91 | 64.34 | | grandstand | 49.68 | 77.44 | | path | 16.46 | 21.85 | | stairs | 23.79 | 26.1 | | runway | 63.1 | 81.81 | | case | 51.13 | 60.95 | | pool table | 80.73 | 94.03 | | pillow | 53.31 | 63.99 | | screen door | 54.44 | 62.82 | | stairway | 45.92 | 55.41 | | river | 13.66 | 20.66 | | bridge | 42.32 | 53.37 | | bookcase | 31.92 | 42.9 | | blind | 21.66 | 23.02 | | coffee table | 58.5 | 77.1 | | toilet | 75.15 | 86.69 | | flower | 36.71 | 51.49 | | book | 46.24 | 66.15 | | hill | 5.94 | 8.64 | | bench | 43.0 | 53.6 | | countertop | 50.79 | 66.88 | | stove | 68.01 | 77.17 | | palm | 42.89 | 59.09 | | kitchen island | 34.8 | 57.27 | | computer | 62.14 | 76.63 | | swivel chair | 41.09 | 54.94 | | boat | 58.72 | 77.09 | | bar | 46.08 | 52.5 | | arcade machine | 64.98 | 74.6 | | hovel | 33.42 | 39.38 | | bus | 78.63 | 88.4 | | towel | 62.73 | 81.03 | | light | 31.78 | 36.79 | | truck | 29.77 | 42.8 | | tower | 14.35 | 20.39 | | chandelier | 60.5 | 75.89 | | awning | 22.74 | 28.92 | | streetlight | 21.46 | 26.4 | | booth | 28.02 | 37.97 | | television receiver | 65.47 | 73.37 | | airplane | 52.68 | 64.49 | | dirt track | 9.51 | 14.03 | | apparel | 43.52 | 56.54 | | pole | 15.03 | 18.82 | | land | 1.82 | 2.33 | | bannister | 7.5 | 9.72 | | escalator | 47.41 | 59.7 | | ottoman | 40.77 | 50.56 | | bottle | 40.16 | 61.1 | | buffet | 40.5 | 48.46 | | poster | 20.22 | 26.62 | | stage | 14.46 | 28.59 | | van | 31.08 | 42.19 | | ship | 14.68 | 15.81 | | fountain | 17.69 | 18.35 | | conveyer belt | 61.59 | 92.53 | | canopy | 33.68 | 36.59 | | washer | 64.73 | 69.37 | | plaything | 25.39 | 37.05 | | swimming pool | 59.79 | 67.81 | | stool | 32.2 | 39.87 | | barrel | 40.34 | 57.8 | | basket | 34.54 | 43.19 | | waterfall | 45.45 | 53.1 | | tent | 75.85 | 95.88 | | bag | 14.27 | 16.52 | | minibike | 61.11 | 79.39 | | cradle | 71.41 | 94.21 | | oven | 41.57 | 47.99 | | ball | 49.74 | 56.98 | | food | 54.13 | 64.83 | | step | 6.95 | 7.67 | | tank | 50.25 | 64.37 | | trade name | 10.98 | 12.34 | | microwave | 67.48 | 74.82 | | pot | 37.56 | 41.83 | | animal | 54.93 | 62.26 | | bicycle | 55.0 | 78.64 | | lake | 11.16 | 12.4 | | dishwasher | 46.49 | 49.57 | | screen | 40.86 | 53.97 | | blanket | 16.63 | 18.88 | | sculpture | 50.27 | 64.99 | | hood | 47.92 | 51.32 | | sconce | 38.55 | 48.3 | | vase | 36.75 | 52.41 | | traffic light | 29.1 | 40.05 | | tray | 9.22 | 11.52 | | ashcan | 39.81 | 51.16 | | fan | 53.33 | 69.58 | | pier | 35.66 | 44.07 | | crt screen | 4.09 | 8.44 | | plate | 49.23 | 61.95 | | monitor | 13.4 | 14.76 | | bulletin board | 43.29 | 56.29 | | shower | 1.9 | 2.21 | | radiator | 58.7 | 65.69 | | glass | 16.53 | 18.24 | | clock | 29.73 | 33.83 | | flag | 44.79 | 53.72 | +---------------------+-------+-------+ 2023-11-30 19:35:59,651 - mmseg - INFO - Summary: 2023-11-30 19:35:59,651 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 78.64 | 44.08 | 55.1 | +-------+-------+------+ 2023-11-30 19:36:00,940 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_11000.pth was removed 2023-11-30 19:36:33,732 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_12000.pth. 2023-11-30 19:36:33,732 - mmseg - INFO - Best aAcc is 0.7864 at 12000 iter. 2023-11-30 19:36:33,733 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:36:33,733 - mmseg - INFO - Iter(val) [250] aAcc: 0.7864, mIoU: 0.4408, mAcc: 0.5510, IoU.wall: 0.6849, IoU.building: 0.7798, IoU.sky: 0.8659, IoU.floor: 0.7232, IoU.tree: 0.6742, IoU.ceiling: 0.7522, IoU.road: 0.7654, IoU.bed : 0.8239, IoU.windowpane: 0.5637, IoU.grass: 0.6442, IoU.cabinet: 0.5403, IoU.sidewalk: 0.5413, IoU.person: 0.7379, IoU.earth: 0.3325, IoU.door: 0.3881, IoU.table: 0.5329, IoU.mountain: 0.5366, IoU.plant: 0.4856, IoU.curtain: 0.6192, IoU.chair: 0.5236, IoU.car: 0.7668, IoU.water: 0.5228, IoU.painting: 0.6353, IoU.sofa: 0.6544, IoU.shelf: 0.3825, IoU.house: 0.4303, IoU.sea: 0.5852, IoU.mirror: 0.5420, IoU.rug: 0.4769, IoU.field: 0.3118, IoU.armchair: 0.4163, IoU.seat: 0.5493, IoU.fence: 0.3743, IoU.desk: 0.4009, IoU.rock: 0.4973, IoU.wardrobe: 0.4298, IoU.lamp: 0.5588, IoU.bathtub: 0.6988, IoU.railing: 0.3083, IoU.cushion: 0.5637, IoU.base: 0.2675, IoU.box: 0.2426, IoU.column: 0.3454, IoU.signboard: 0.2950, IoU.chest of drawers: 0.3711, IoU.counter: 0.3234, IoU.sand: 0.4185, IoU.sink: 0.6726, IoU.skyscraper: 0.4379, IoU.fireplace: 0.6229, IoU.refrigerator: 0.5491, IoU.grandstand: 0.4968, IoU.path: 0.1646, IoU.stairs: 0.2379, IoU.runway: 0.6310, IoU.case: 0.5113, IoU.pool table: 0.8073, IoU.pillow: 0.5331, IoU.screen door: 0.5444, IoU.stairway: 0.4592, IoU.river: 0.1366, IoU.bridge: 0.4232, IoU.bookcase: 0.3192, IoU.blind: 0.2166, IoU.coffee table: 0.5850, IoU.toilet: 0.7515, IoU.flower: 0.3671, IoU.book: 0.4624, IoU.hill: 0.0594, IoU.bench: 0.4300, IoU.countertop: 0.5079, IoU.stove: 0.6801, IoU.palm: 0.4289, IoU.kitchen island: 0.3480, IoU.computer: 0.6214, IoU.swivel chair: 0.4109, IoU.boat: 0.5872, IoU.bar: 0.4608, IoU.arcade machine: 0.6498, IoU.hovel: 0.3342, IoU.bus: 0.7863, IoU.towel: 0.6273, IoU.light: 0.3178, IoU.truck: 0.2977, IoU.tower: 0.1435, IoU.chandelier: 0.6050, IoU.awning: 0.2274, IoU.streetlight: 0.2146, IoU.booth: 0.2802, IoU.television receiver: 0.6547, IoU.airplane: 0.5268, IoU.dirt track: 0.0951, IoU.apparel: 0.4352, IoU.pole: 0.1503, IoU.land: 0.0182, IoU.bannister: 0.0750, IoU.escalator: 0.4741, IoU.ottoman: 0.4077, IoU.bottle: 0.4016, IoU.buffet: 0.4050, IoU.poster: 0.2022, IoU.stage: 0.1446, IoU.van: 0.3108, IoU.ship: 0.1468, IoU.fountain: 0.1769, IoU.conveyer belt: 0.6159, IoU.canopy: 0.3368, IoU.washer: 0.6473, IoU.plaything: 0.2539, IoU.swimming pool: 0.5979, IoU.stool: 0.3220, IoU.barrel: 0.4034, IoU.basket: 0.3454, IoU.waterfall: 0.4545, IoU.tent: 0.7585, IoU.bag: 0.1427, IoU.minibike: 0.6111, IoU.cradle: 0.7141, IoU.oven: 0.4157, IoU.ball: 0.4974, IoU.food: 0.5413, IoU.step: 0.0695, IoU.tank: 0.5025, IoU.trade name: 0.1098, IoU.microwave: 0.6748, IoU.pot: 0.3756, IoU.animal: 0.5493, IoU.bicycle: 0.5500, IoU.lake: 0.1116, IoU.dishwasher: 0.4649, IoU.screen: 0.4086, IoU.blanket: 0.1663, IoU.sculpture: 0.5027, IoU.hood: 0.4792, IoU.sconce: 0.3855, IoU.vase: 0.3675, IoU.traffic light: 0.2910, IoU.tray: 0.0922, IoU.ashcan: 0.3981, IoU.fan: 0.5333, IoU.pier: 0.3566, IoU.crt screen: 0.0409, IoU.plate: 0.4923, IoU.monitor: 0.1340, IoU.bulletin board: 0.4329, IoU.shower: 0.0190, IoU.radiator: 0.5870, IoU.glass: 0.1653, IoU.clock: 0.2973, IoU.flag: 0.4479, Acc.wall: 0.8387, Acc.building: 0.9250, Acc.sky: 0.9444, Acc.floor: 0.8618, Acc.tree: 0.8351, Acc.ceiling: 0.8591, Acc.road: 0.8734, Acc.bed : 0.9287, Acc.windowpane: 0.7461, Acc.grass: 0.7932, Acc.cabinet: 0.6781, Acc.sidewalk: 0.6892, Acc.person: 0.9121, Acc.earth: 0.4591, Acc.door: 0.4725, Acc.table: 0.6812, Acc.mountain: 0.6844, Acc.plant: 0.5942, Acc.curtain: 0.7119, Acc.chair: 0.6644, Acc.car: 0.9128, Acc.water: 0.6959, Acc.painting: 0.8093, Acc.sofa: 0.8027, Acc.shelf: 0.5471, Acc.house: 0.5571, Acc.sea: 0.7453, Acc.mirror: 0.6689, Acc.rug: 0.5239, Acc.field: 0.4617, Acc.armchair: 0.5913, Acc.seat: 0.7473, Acc.fence: 0.4885, Acc.desk: 0.6392, Acc.rock: 0.6404, Acc.wardrobe: 0.5642, Acc.lamp: 0.7013, Acc.bathtub: 0.7853, Acc.railing: 0.4042, Acc.cushion: 0.6802, Acc.base: 0.4392, Acc.box: 0.3022, Acc.column: 0.4117, Acc.signboard: 0.4358, Acc.chest of drawers: 0.5326, Acc.counter: 0.4245, Acc.sand: 0.5158, Acc.sink: 0.7550, Acc.skyscraper: 0.5618, Acc.fireplace: 0.8036, Acc.refrigerator: 0.6434, Acc.grandstand: 0.7744, Acc.path: 0.2185, Acc.stairs: 0.2610, Acc.runway: 0.8181, Acc.case: 0.6095, Acc.pool table: 0.9403, Acc.pillow: 0.6399, Acc.screen door: 0.6282, Acc.stairway: 0.5541, Acc.river: 0.2066, Acc.bridge: 0.5337, Acc.bookcase: 0.4290, Acc.blind: 0.2302, Acc.coffee table: 0.7710, Acc.toilet: 0.8669, Acc.flower: 0.5149, Acc.book: 0.6615, Acc.hill: 0.0864, Acc.bench: 0.5360, Acc.countertop: 0.6688, Acc.stove: 0.7717, Acc.palm: 0.5909, Acc.kitchen island: 0.5727, Acc.computer: 0.7663, Acc.swivel chair: 0.5494, Acc.boat: 0.7709, Acc.bar: 0.5250, Acc.arcade machine: 0.7460, Acc.hovel: 0.3938, Acc.bus: 0.8840, Acc.towel: 0.8103, Acc.light: 0.3679, Acc.truck: 0.4280, Acc.tower: 0.2039, Acc.chandelier: 0.7589, Acc.awning: 0.2892, Acc.streetlight: 0.2640, Acc.booth: 0.3797, Acc.television receiver: 0.7337, Acc.airplane: 0.6449, Acc.dirt track: 0.1403, Acc.apparel: 0.5654, Acc.pole: 0.1882, Acc.land: 0.0233, Acc.bannister: 0.0972, Acc.escalator: 0.5970, Acc.ottoman: 0.5056, Acc.bottle: 0.6110, Acc.buffet: 0.4846, Acc.poster: 0.2662, Acc.stage: 0.2859, Acc.van: 0.4219, Acc.ship: 0.1581, Acc.fountain: 0.1835, Acc.conveyer belt: 0.9253, Acc.canopy: 0.3659, Acc.washer: 0.6937, Acc.plaything: 0.3705, Acc.swimming pool: 0.6781, Acc.stool: 0.3987, Acc.barrel: 0.5780, Acc.basket: 0.4319, Acc.waterfall: 0.5310, Acc.tent: 0.9588, Acc.bag: 0.1652, Acc.minibike: 0.7939, Acc.cradle: 0.9421, Acc.oven: 0.4799, Acc.ball: 0.5698, Acc.food: 0.6483, Acc.step: 0.0767, Acc.tank: 0.6437, Acc.trade name: 0.1234, Acc.microwave: 0.7482, Acc.pot: 0.4183, Acc.animal: 0.6226, Acc.bicycle: 0.7864, Acc.lake: 0.1240, Acc.dishwasher: 0.4957, Acc.screen: 0.5397, Acc.blanket: 0.1888, Acc.sculpture: 0.6499, Acc.hood: 0.5132, Acc.sconce: 0.4830, Acc.vase: 0.5241, Acc.traffic light: 0.4005, Acc.tray: 0.1152, Acc.ashcan: 0.5116, Acc.fan: 0.6958, Acc.pier: 0.4407, Acc.crt screen: 0.0844, Acc.plate: 0.6195, Acc.monitor: 0.1476, Acc.bulletin board: 0.5629, Acc.shower: 0.0221, Acc.radiator: 0.6569, Acc.glass: 0.1824, Acc.clock: 0.3383, Acc.flag: 0.5372 2023-11-30 19:36:44,800 - mmseg - INFO - Iter [12050/80000] lr: 3.398e-05, eta: 6:20:08, time: 1.908, data_time: 1.703, memory: 14238, decode.loss_ce: 0.6136, decode.acc_seg: 78.1023, loss: 0.6136 2023-11-30 19:36:55,394 - mmseg - INFO - Iter [12100/80000] lr: 3.395e-05, eta: 6:19:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6298, decode.acc_seg: 77.2485, loss: 0.6298 2023-11-30 19:37:06,000 - mmseg - INFO - Iter [12150/80000] lr: 3.393e-05, eta: 6:18:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6240, decode.acc_seg: 78.0175, loss: 0.6240 2023-11-30 19:37:16,603 - mmseg - INFO - Iter [12200/80000] lr: 3.390e-05, eta: 6:17:35, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6296, decode.acc_seg: 76.8935, loss: 0.6296 2023-11-30 19:37:27,203 - mmseg - INFO - Iter [12250/80000] lr: 3.388e-05, eta: 6:16:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6354, decode.acc_seg: 77.3121, loss: 0.6354 2023-11-30 19:37:37,803 - mmseg - INFO - Iter [12300/80000] lr: 3.385e-05, eta: 6:15:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6597, decode.acc_seg: 76.7291, loss: 0.6597 2023-11-30 19:37:48,400 - mmseg - INFO - Iter [12350/80000] lr: 3.383e-05, eta: 6:15:04, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6306, decode.acc_seg: 77.2792, loss: 0.6306 2023-11-30 19:37:59,002 - mmseg - INFO - Iter [12400/80000] lr: 3.380e-05, eta: 6:14:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6385, decode.acc_seg: 77.1702, loss: 0.6385 2023-11-30 19:38:09,601 - mmseg - INFO - Iter [12450/80000] lr: 3.378e-05, eta: 6:13:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6172, decode.acc_seg: 78.0548, loss: 0.6172 2023-11-30 19:38:20,202 - mmseg - INFO - Iter [12500/80000] lr: 3.375e-05, eta: 6:12:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6244, decode.acc_seg: 77.1625, loss: 0.6244 2023-11-30 19:38:30,802 - mmseg - INFO - Iter [12550/80000] lr: 3.373e-05, eta: 6:11:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6105, decode.acc_seg: 77.3276, loss: 0.6105 2023-11-30 19:38:41,396 - mmseg - INFO - Iter [12600/80000] lr: 3.370e-05, eta: 6:11:00, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5961, decode.acc_seg: 78.5177, loss: 0.5961 2023-11-30 19:38:54,238 - mmseg - INFO - Iter [12650/80000] lr: 3.368e-05, eta: 6:10:24, time: 0.257, data_time: 0.049, memory: 14238, decode.loss_ce: 0.6182, decode.acc_seg: 77.7885, loss: 0.6182 2023-11-30 19:39:04,838 - mmseg - INFO - Iter [12700/80000] lr: 3.365e-05, eta: 6:09:36, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6050, decode.acc_seg: 78.0595, loss: 0.6050 2023-11-30 19:39:15,440 - mmseg - INFO - Iter [12750/80000] lr: 3.363e-05, eta: 6:08:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6028, decode.acc_seg: 78.4717, loss: 0.6028 2023-11-30 19:39:26,044 - mmseg - INFO - Iter [12800/80000] lr: 3.360e-05, eta: 6:08:01, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6182, decode.acc_seg: 77.4599, loss: 0.6182 2023-11-30 19:39:36,648 - mmseg - INFO - Iter [12850/80000] lr: 3.358e-05, eta: 6:07:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6248, decode.acc_seg: 77.1451, loss: 0.6248 2023-11-30 19:39:47,248 - mmseg - INFO - Iter [12900/80000] lr: 3.355e-05, eta: 6:06:28, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6015, decode.acc_seg: 77.9223, loss: 0.6015 2023-11-30 19:39:57,846 - mmseg - INFO - Iter [12950/80000] lr: 3.353e-05, eta: 6:05:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6013, decode.acc_seg: 78.1847, loss: 0.6013 2023-11-30 19:40:08,424 - mmseg - INFO - Saving checkpoint at 13000 iterations 2023-11-30 19:40:41,026 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:40:41,026 - mmseg - INFO - Iter [13000/80000] lr: 3.350e-05, eta: 6:07:43, time: 0.864, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6523, decode.acc_seg: 76.9328, loss: 0.6523 2023-11-30 19:41:31,372 - mmseg - INFO - per class results: 2023-11-30 19:41:31,379 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 68.69 | 84.09 | | building | 78.16 | 92.47 | | sky | 86.53 | 95.02 | | floor | 72.56 | 85.93 | | tree | 67.31 | 82.97 | | ceiling | 75.39 | 86.07 | | road | 76.81 | 87.5 | | bed | 82.39 | 93.37 | | windowpane | 56.55 | 74.04 | | grass | 64.2 | 78.46 | | cabinet | 53.93 | 67.87 | | sidewalk | 54.6 | 70.14 | | person | 74.32 | 90.91 | | earth | 33.66 | 46.45 | | door | 39.7 | 49.71 | | table | 53.21 | 68.02 | | mountain | 54.08 | 66.87 | | plant | 48.78 | 59.18 | | curtain | 61.97 | 71.64 | | chair | 53.34 | 69.17 | | car | 77.08 | 91.17 | | water | 51.76 | 68.86 | | painting | 64.55 | 80.71 | | sofa | 65.38 | 79.9 | | shelf | 37.9 | 52.48 | | house | 44.02 | 55.53 | | sea | 58.06 | 73.99 | | mirror | 54.87 | 67.03 | | rug | 47.74 | 52.69 | | field | 31.73 | 49.3 | | armchair | 41.39 | 57.89 | | seat | 55.96 | 74.94 | | fence | 35.91 | 44.4 | | desk | 40.32 | 63.08 | | rock | 50.66 | 66.69 | | wardrobe | 42.59 | 56.3 | | lamp | 56.02 | 69.86 | | bathtub | 70.49 | 77.41 | | railing | 32.19 | 44.09 | | cushion | 55.75 | 66.7 | | base | 27.28 | 39.07 | | box | 24.73 | 30.46 | | column | 35.19 | 42.06 | | signboard | 29.44 | 44.62 | | chest of drawers | 38.41 | 55.92 | | counter | 32.12 | 40.93 | | sand | 40.72 | 50.87 | | sink | 67.91 | 77.06 | | skyscraper | 43.6 | 57.68 | | fireplace | 62.32 | 77.89 | | refrigerator | 54.81 | 62.81 | | grandstand | 51.26 | 76.89 | | path | 14.89 | 18.75 | | stairs | 22.71 | 24.66 | | runway | 64.04 | 85.38 | | case | 50.5 | 64.42 | | pool table | 80.6 | 94.84 | | pillow | 53.4 | 64.02 | | screen door | 51.31 | 57.73 | | stairway | 44.77 | 57.22 | | river | 14.58 | 23.64 | | bridge | 43.7 | 54.15 | | bookcase | 32.61 | 44.42 | | blind | 23.21 | 25.09 | | coffee table | 57.57 | 78.68 | | toilet | 75.23 | 87.31 | | flower | 36.2 | 50.79 | | book | 46.6 | 65.46 | | hill | 5.58 | 7.77 | | bench | 43.09 | 52.78 | | countertop | 50.86 | 64.74 | | stove | 67.77 | 75.77 | | palm | 43.32 | 60.32 | | kitchen island | 35.0 | 55.83 | | computer | 62.84 | 78.98 | | swivel chair | 40.61 | 51.65 | | boat | 59.44 | 77.32 | | bar | 46.53 | 54.01 | | arcade machine | 66.04 | 76.33 | | hovel | 36.2 | 42.06 | | bus | 79.62 | 88.05 | | towel | 63.35 | 79.15 | | light | 30.48 | 34.49 | | truck | 29.35 | 43.73 | | tower | 17.78 | 26.73 | | chandelier | 61.03 | 79.09 | | awning | 22.55 | 28.66 | | streetlight | 22.03 | 27.95 | | booth | 29.5 | 41.12 | | television receiver | 65.79 | 73.53 | | airplane | 51.98 | 65.28 | | dirt track | 7.34 | 11.29 | | apparel | 42.45 | 54.2 | | pole | 15.21 | 19.09 | | land | 1.14 | 1.43 | | bannister | 8.19 | 10.73 | | escalator | 48.5 | 61.29 | | ottoman | 41.13 | 50.83 | | bottle | 40.67 | 61.09 | | buffet | 37.82 | 43.75 | | poster | 19.05 | 23.9 | | stage | 15.09 | 29.58 | | van | 29.13 | 39.25 | | ship | 20.7 | 23.09 | | fountain | 14.82 | 15.26 | | conveyer belt | 60.05 | 92.99 | | canopy | 32.94 | 36.0 | | washer | 68.25 | 74.93 | | plaything | 25.7 | 42.69 | | swimming pool | 59.55 | 79.37 | | stool | 32.72 | 39.89 | | barrel | 39.85 | 58.7 | | basket | 34.87 | 45.53 | | waterfall | 46.0 | 54.58 | | tent | 73.25 | 96.73 | | bag | 16.21 | 19.29 | | minibike | 61.79 | 80.96 | | cradle | 72.45 | 93.8 | | oven | 43.06 | 49.57 | | ball | 53.54 | 69.8 | | food | 53.19 | 63.87 | | step | 7.3 | 7.99 | | tank | 50.25 | 62.86 | | trade name | 14.8 | 17.14 | | microwave | 66.93 | 73.77 | | pot | 38.11 | 42.76 | | animal | 57.68 | 67.08 | | bicycle | 54.8 | 74.73 | | lake | 9.1 | 10.01 | | dishwasher | 46.65 | 50.12 | | screen | 40.9 | 55.18 | | blanket | 18.45 | 21.33 | | sculpture | 48.78 | 67.74 | | hood | 48.77 | 52.53 | | sconce | 40.58 | 52.28 | | vase | 36.66 | 54.44 | | traffic light | 30.33 | 42.65 | | tray | 8.62 | 10.33 | | ashcan | 39.79 | 49.75 | | fan | 53.5 | 70.97 | | pier | 34.13 | 46.12 | | crt screen | 3.65 | 6.28 | | plate | 49.44 | 65.41 | | monitor | 21.22 | 24.36 | | bulletin board | 42.85 | 55.1 | | shower | 1.58 | 2.77 | | radiator | 57.48 | 64.82 | | glass | 16.11 | 17.6 | | clock | 27.42 | 30.03 | | flag | 41.73 | 47.35 | +---------------------+-------+-------+ 2023-11-30 19:41:31,380 - mmseg - INFO - Summary: 2023-11-30 19:41:31,380 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 78.77 | 44.29 | 55.59 | +-------+-------+-------+ 2023-11-30 19:41:32,709 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_12000.pth was removed 2023-11-30 19:42:03,316 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_13000.pth. 2023-11-30 19:42:03,317 - mmseg - INFO - Best aAcc is 0.7877 at 13000 iter. 2023-11-30 19:42:03,318 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:42:03,318 - mmseg - INFO - Iter(val) [250] aAcc: 0.7877, mIoU: 0.4429, mAcc: 0.5559, IoU.wall: 0.6869, IoU.building: 0.7816, IoU.sky: 0.8653, IoU.floor: 0.7256, IoU.tree: 0.6731, IoU.ceiling: 0.7539, IoU.road: 0.7681, IoU.bed : 0.8239, IoU.windowpane: 0.5655, IoU.grass: 0.6420, IoU.cabinet: 0.5393, IoU.sidewalk: 0.5460, IoU.person: 0.7432, IoU.earth: 0.3366, IoU.door: 0.3970, IoU.table: 0.5321, IoU.mountain: 0.5408, IoU.plant: 0.4878, IoU.curtain: 0.6197, IoU.chair: 0.5334, IoU.car: 0.7708, IoU.water: 0.5176, IoU.painting: 0.6455, IoU.sofa: 0.6538, IoU.shelf: 0.3790, IoU.house: 0.4402, IoU.sea: 0.5806, IoU.mirror: 0.5487, IoU.rug: 0.4774, IoU.field: 0.3173, IoU.armchair: 0.4139, IoU.seat: 0.5596, IoU.fence: 0.3591, IoU.desk: 0.4032, IoU.rock: 0.5066, IoU.wardrobe: 0.4259, IoU.lamp: 0.5602, IoU.bathtub: 0.7049, IoU.railing: 0.3219, IoU.cushion: 0.5575, IoU.base: 0.2728, IoU.box: 0.2473, IoU.column: 0.3519, IoU.signboard: 0.2944, IoU.chest of drawers: 0.3841, IoU.counter: 0.3212, IoU.sand: 0.4072, IoU.sink: 0.6791, IoU.skyscraper: 0.4360, IoU.fireplace: 0.6232, IoU.refrigerator: 0.5481, IoU.grandstand: 0.5126, IoU.path: 0.1489, IoU.stairs: 0.2271, IoU.runway: 0.6404, IoU.case: 0.5050, IoU.pool table: 0.8060, IoU.pillow: 0.5340, IoU.screen door: 0.5131, IoU.stairway: 0.4477, IoU.river: 0.1458, IoU.bridge: 0.4370, IoU.bookcase: 0.3261, IoU.blind: 0.2321, IoU.coffee table: 0.5757, IoU.toilet: 0.7523, IoU.flower: 0.3620, IoU.book: 0.4660, IoU.hill: 0.0558, IoU.bench: 0.4309, IoU.countertop: 0.5086, IoU.stove: 0.6777, IoU.palm: 0.4332, IoU.kitchen island: 0.3500, IoU.computer: 0.6284, IoU.swivel chair: 0.4061, IoU.boat: 0.5944, IoU.bar: 0.4653, IoU.arcade machine: 0.6604, IoU.hovel: 0.3620, IoU.bus: 0.7962, IoU.towel: 0.6335, IoU.light: 0.3048, IoU.truck: 0.2935, IoU.tower: 0.1778, IoU.chandelier: 0.6103, IoU.awning: 0.2255, IoU.streetlight: 0.2203, IoU.booth: 0.2950, IoU.television receiver: 0.6579, IoU.airplane: 0.5198, IoU.dirt track: 0.0734, IoU.apparel: 0.4245, IoU.pole: 0.1521, IoU.land: 0.0114, IoU.bannister: 0.0819, IoU.escalator: 0.4850, IoU.ottoman: 0.4113, IoU.bottle: 0.4067, IoU.buffet: 0.3782, IoU.poster: 0.1905, IoU.stage: 0.1509, IoU.van: 0.2913, IoU.ship: 0.2070, IoU.fountain: 0.1482, IoU.conveyer belt: 0.6005, IoU.canopy: 0.3294, IoU.washer: 0.6825, IoU.plaything: 0.2570, IoU.swimming pool: 0.5955, IoU.stool: 0.3272, IoU.barrel: 0.3985, IoU.basket: 0.3487, IoU.waterfall: 0.4600, IoU.tent: 0.7325, IoU.bag: 0.1621, IoU.minibike: 0.6179, IoU.cradle: 0.7245, IoU.oven: 0.4306, IoU.ball: 0.5354, IoU.food: 0.5319, IoU.step: 0.0730, IoU.tank: 0.5025, IoU.trade name: 0.1480, IoU.microwave: 0.6693, IoU.pot: 0.3811, IoU.animal: 0.5768, IoU.bicycle: 0.5480, IoU.lake: 0.0910, IoU.dishwasher: 0.4665, IoU.screen: 0.4090, IoU.blanket: 0.1845, IoU.sculpture: 0.4878, IoU.hood: 0.4877, IoU.sconce: 0.4058, IoU.vase: 0.3666, IoU.traffic light: 0.3033, IoU.tray: 0.0862, IoU.ashcan: 0.3979, IoU.fan: 0.5350, IoU.pier: 0.3413, IoU.crt screen: 0.0365, IoU.plate: 0.4944, IoU.monitor: 0.2122, IoU.bulletin board: 0.4285, IoU.shower: 0.0158, IoU.radiator: 0.5748, IoU.glass: 0.1611, IoU.clock: 0.2742, IoU.flag: 0.4173, Acc.wall: 0.8409, Acc.building: 0.9247, Acc.sky: 0.9502, Acc.floor: 0.8593, Acc.tree: 0.8297, Acc.ceiling: 0.8607, Acc.road: 0.8750, Acc.bed : 0.9337, Acc.windowpane: 0.7404, Acc.grass: 0.7846, Acc.cabinet: 0.6787, Acc.sidewalk: 0.7014, Acc.person: 0.9091, Acc.earth: 0.4645, Acc.door: 0.4971, Acc.table: 0.6802, Acc.mountain: 0.6687, Acc.plant: 0.5918, Acc.curtain: 0.7164, Acc.chair: 0.6917, Acc.car: 0.9117, Acc.water: 0.6886, Acc.painting: 0.8071, Acc.sofa: 0.7990, Acc.shelf: 0.5248, Acc.house: 0.5553, Acc.sea: 0.7399, Acc.mirror: 0.6703, Acc.rug: 0.5269, Acc.field: 0.4930, Acc.armchair: 0.5789, Acc.seat: 0.7494, Acc.fence: 0.4440, Acc.desk: 0.6308, Acc.rock: 0.6669, Acc.wardrobe: 0.5630, Acc.lamp: 0.6986, Acc.bathtub: 0.7741, Acc.railing: 0.4409, Acc.cushion: 0.6670, Acc.base: 0.3907, Acc.box: 0.3046, Acc.column: 0.4206, Acc.signboard: 0.4462, Acc.chest of drawers: 0.5592, Acc.counter: 0.4093, Acc.sand: 0.5087, Acc.sink: 0.7706, Acc.skyscraper: 0.5768, Acc.fireplace: 0.7789, Acc.refrigerator: 0.6281, Acc.grandstand: 0.7689, Acc.path: 0.1875, Acc.stairs: 0.2466, Acc.runway: 0.8538, Acc.case: 0.6442, Acc.pool table: 0.9484, Acc.pillow: 0.6402, Acc.screen door: 0.5773, Acc.stairway: 0.5722, Acc.river: 0.2364, Acc.bridge: 0.5415, Acc.bookcase: 0.4442, Acc.blind: 0.2509, Acc.coffee table: 0.7868, Acc.toilet: 0.8731, Acc.flower: 0.5079, Acc.book: 0.6546, Acc.hill: 0.0777, Acc.bench: 0.5278, Acc.countertop: 0.6474, Acc.stove: 0.7577, Acc.palm: 0.6032, Acc.kitchen island: 0.5583, Acc.computer: 0.7898, Acc.swivel chair: 0.5165, Acc.boat: 0.7732, Acc.bar: 0.5401, Acc.arcade machine: 0.7633, Acc.hovel: 0.4206, Acc.bus: 0.8805, Acc.towel: 0.7915, Acc.light: 0.3449, Acc.truck: 0.4373, Acc.tower: 0.2673, Acc.chandelier: 0.7909, Acc.awning: 0.2866, Acc.streetlight: 0.2795, Acc.booth: 0.4112, Acc.television receiver: 0.7353, Acc.airplane: 0.6528, Acc.dirt track: 0.1129, Acc.apparel: 0.5420, Acc.pole: 0.1909, Acc.land: 0.0143, Acc.bannister: 0.1073, Acc.escalator: 0.6129, Acc.ottoman: 0.5083, Acc.bottle: 0.6109, Acc.buffet: 0.4375, Acc.poster: 0.2390, Acc.stage: 0.2958, Acc.van: 0.3925, Acc.ship: 0.2309, Acc.fountain: 0.1526, Acc.conveyer belt: 0.9299, Acc.canopy: 0.3600, Acc.washer: 0.7493, Acc.plaything: 0.4269, Acc.swimming pool: 0.7937, Acc.stool: 0.3989, Acc.barrel: 0.5870, Acc.basket: 0.4553, Acc.waterfall: 0.5458, Acc.tent: 0.9673, Acc.bag: 0.1929, Acc.minibike: 0.8096, Acc.cradle: 0.9380, Acc.oven: 0.4957, Acc.ball: 0.6980, Acc.food: 0.6387, Acc.step: 0.0799, Acc.tank: 0.6286, Acc.trade name: 0.1714, Acc.microwave: 0.7377, Acc.pot: 0.4276, Acc.animal: 0.6708, Acc.bicycle: 0.7473, Acc.lake: 0.1001, Acc.dishwasher: 0.5012, Acc.screen: 0.5518, Acc.blanket: 0.2133, Acc.sculpture: 0.6774, Acc.hood: 0.5253, Acc.sconce: 0.5228, Acc.vase: 0.5444, Acc.traffic light: 0.4265, Acc.tray: 0.1033, Acc.ashcan: 0.4975, Acc.fan: 0.7097, Acc.pier: 0.4612, Acc.crt screen: 0.0628, Acc.plate: 0.6541, Acc.monitor: 0.2436, Acc.bulletin board: 0.5510, Acc.shower: 0.0277, Acc.radiator: 0.6482, Acc.glass: 0.1760, Acc.clock: 0.3003, Acc.flag: 0.4735 2023-11-30 19:42:14,435 - mmseg - INFO - Iter [13050/80000] lr: 3.348e-05, eta: 6:14:02, time: 1.868, data_time: 1.663, memory: 14238, decode.loss_ce: 0.6211, decode.acc_seg: 77.9892, loss: 0.6211 2023-11-30 19:42:25,033 - mmseg - INFO - Iter [13100/80000] lr: 3.345e-05, eta: 6:13:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6266, decode.acc_seg: 77.1194, loss: 0.6266 2023-11-30 19:42:35,637 - mmseg - INFO - Iter [13150/80000] lr: 3.343e-05, eta: 6:12:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6264, decode.acc_seg: 77.3236, loss: 0.6264 2023-11-30 19:42:46,236 - mmseg - INFO - Iter [13200/80000] lr: 3.340e-05, eta: 6:11:38, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6168, decode.acc_seg: 77.7288, loss: 0.6168 2023-11-30 19:42:56,838 - mmseg - INFO - Iter [13250/80000] lr: 3.338e-05, eta: 6:10:50, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6113, decode.acc_seg: 78.0920, loss: 0.6113 2023-11-30 19:43:07,449 - mmseg - INFO - Iter [13300/80000] lr: 3.335e-05, eta: 6:10:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6069, decode.acc_seg: 78.0993, loss: 0.6069 2023-11-30 19:43:18,050 - mmseg - INFO - Iter [13350/80000] lr: 3.333e-05, eta: 6:09:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6219, decode.acc_seg: 77.9666, loss: 0.6219 2023-11-30 19:43:28,653 - mmseg - INFO - Iter [13400/80000] lr: 3.330e-05, eta: 6:08:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6324, decode.acc_seg: 77.1745, loss: 0.6324 2023-11-30 19:43:39,260 - mmseg - INFO - Iter [13450/80000] lr: 3.328e-05, eta: 6:07:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6337, decode.acc_seg: 77.3373, loss: 0.6337 2023-11-30 19:43:49,863 - mmseg - INFO - Iter [13500/80000] lr: 3.325e-05, eta: 6:06:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5858, decode.acc_seg: 78.2027, loss: 0.5858 2023-11-30 19:44:00,467 - mmseg - INFO - Iter [13550/80000] lr: 3.323e-05, eta: 6:06:12, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6427, decode.acc_seg: 76.6285, loss: 0.6427 2023-11-30 19:44:11,068 - mmseg - INFO - Iter [13600/80000] lr: 3.320e-05, eta: 6:05:27, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6003, decode.acc_seg: 78.0301, loss: 0.6003 2023-11-30 19:44:21,669 - mmseg - INFO - Iter [13650/80000] lr: 3.318e-05, eta: 6:04:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6088, decode.acc_seg: 77.6019, loss: 0.6088 2023-11-30 19:44:32,273 - mmseg - INFO - Iter [13700/80000] lr: 3.315e-05, eta: 6:03:56, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6332, decode.acc_seg: 76.7883, loss: 0.6332 2023-11-30 19:44:42,875 - mmseg - INFO - Iter [13750/80000] lr: 3.313e-05, eta: 6:03:12, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6324, decode.acc_seg: 77.3427, loss: 0.6324 2023-11-30 19:44:53,478 - mmseg - INFO - Iter [13800/80000] lr: 3.310e-05, eta: 6:02:27, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5958, decode.acc_seg: 78.5692, loss: 0.5958 2023-11-30 19:45:04,084 - mmseg - INFO - Iter [13850/80000] lr: 3.308e-05, eta: 6:01:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6164, decode.acc_seg: 77.5969, loss: 0.6164 2023-11-30 19:45:17,011 - mmseg - INFO - Iter [13900/80000] lr: 3.305e-05, eta: 6:01:10, time: 0.259, data_time: 0.050, memory: 14238, decode.loss_ce: 0.6495, decode.acc_seg: 76.5904, loss: 0.6495 2023-11-30 19:45:27,610 - mmseg - INFO - Iter [13950/80000] lr: 3.303e-05, eta: 6:00:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5719, decode.acc_seg: 79.2742, loss: 0.5719 2023-11-30 19:45:38,191 - mmseg - INFO - Saving checkpoint at 14000 iterations 2023-11-30 19:46:13,274 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:46:13,274 - mmseg - INFO - Iter [14000/80000] lr: 3.300e-05, eta: 6:02:28, time: 0.914, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5940, decode.acc_seg: 78.2217, loss: 0.5940 2023-11-30 19:47:03,208 - mmseg - INFO - per class results: 2023-11-30 19:47:03,215 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 68.61 | 85.2 | | building | 78.75 | 91.29 | | sky | 87.22 | 94.89 | | floor | 72.56 | 86.42 | | tree | 67.9 | 83.07 | | ceiling | 75.59 | 85.83 | | road | 76.95 | 87.26 | | bed | 82.56 | 93.26 | | windowpane | 56.73 | 74.11 | | grass | 64.32 | 80.63 | | cabinet | 53.8 | 65.94 | | sidewalk | 54.94 | 70.56 | | person | 74.81 | 90.57 | | earth | 32.82 | 44.2 | | door | 39.27 | 48.52 | | table | 53.55 | 68.99 | | mountain | 53.94 | 69.3 | | plant | 49.14 | 59.98 | | curtain | 62.48 | 72.9 | | chair | 52.45 | 66.8 | | car | 77.42 | 91.53 | | water | 52.2 | 69.01 | | painting | 63.89 | 81.93 | | sofa | 65.8 | 79.79 | | shelf | 36.43 | 48.7 | | house | 45.62 | 63.36 | | sea | 58.68 | 74.63 | | mirror | 54.71 | 66.03 | | rug | 46.63 | 50.6 | | field | 31.86 | 46.81 | | armchair | 41.75 | 57.68 | | seat | 55.08 | 76.52 | | fence | 36.56 | 47.03 | | desk | 40.56 | 63.45 | | rock | 49.8 | 64.81 | | wardrobe | 44.18 | 59.9 | | lamp | 56.2 | 70.34 | | bathtub | 70.18 | 77.7 | | railing | 31.94 | 43.49 | | cushion | 56.79 | 70.95 | | base | 28.1 | 43.81 | | box | 25.2 | 31.88 | | column | 33.88 | 39.86 | | signboard | 30.49 | 46.05 | | chest of drawers | 38.52 | 49.11 | | counter | 31.39 | 38.82 | | sand | 43.61 | 54.96 | | sink | 67.96 | 77.63 | | skyscraper | 43.89 | 62.21 | | fireplace | 62.65 | 80.59 | | refrigerator | 55.38 | 64.85 | | grandstand | 52.21 | 76.4 | | path | 17.1 | 22.79 | | stairs | 24.0 | 26.41 | | runway | 63.33 | 83.41 | | case | 52.02 | 65.06 | | pool table | 81.0 | 95.16 | | pillow | 51.31 | 59.0 | | screen door | 46.37 | 50.1 | | stairway | 44.56 | 56.72 | | river | 14.89 | 25.76 | | bridge | 44.82 | 56.41 | | bookcase | 32.52 | 48.04 | | blind | 22.16 | 23.52 | | coffee table | 59.03 | 76.68 | | toilet | 76.3 | 85.0 | | flower | 36.62 | 52.1 | | book | 46.33 | 63.98 | | hill | 5.45 | 7.82 | | bench | 42.65 | 53.29 | | countertop | 50.52 | 63.28 | | stove | 68.39 | 76.02 | | palm | 43.75 | 61.23 | | kitchen island | 37.14 | 60.87 | | computer | 62.86 | 77.51 | | swivel chair | 41.15 | 62.38 | | boat | 59.82 | 77.03 | | bar | 46.81 | 54.49 | | arcade machine | 65.42 | 73.96 | | hovel | 32.98 | 37.87 | | bus | 79.56 | 89.44 | | towel | 64.28 | 76.83 | | light | 30.66 | 34.66 | | truck | 30.42 | 44.25 | | tower | 16.88 | 24.92 | | chandelier | 61.58 | 76.02 | | awning | 23.0 | 28.52 | | streetlight | 23.27 | 30.87 | | booth | 29.59 | 41.17 | | television receiver | 66.03 | 73.66 | | airplane | 53.17 | 65.22 | | dirt track | 7.99 | 10.76 | | apparel | 45.49 | 61.16 | | pole | 13.89 | 17.05 | | land | 0.99 | 1.28 | | bannister | 7.94 | 10.83 | | escalator | 47.71 | 58.62 | | ottoman | 42.41 | 52.63 | | bottle | 40.44 | 60.55 | | buffet | 36.68 | 42.04 | | poster | 19.08 | 24.17 | | stage | 14.27 | 27.05 | | van | 31.35 | 43.17 | | ship | 23.39 | 26.1 | | fountain | 17.63 | 18.29 | | conveyer belt | 62.1 | 92.64 | | canopy | 33.19 | 37.11 | | washer | 68.43 | 74.68 | | plaything | 26.16 | 38.51 | | swimming pool | 60.92 | 69.63 | | stool | 32.86 | 39.45 | | barrel | 40.53 | 57.9 | | basket | 34.84 | 43.56 | | waterfall | 43.65 | 49.25 | | tent | 69.53 | 97.41 | | bag | 14.22 | 16.27 | | minibike | 61.61 | 82.22 | | cradle | 74.44 | 93.75 | | oven | 43.2 | 51.63 | | ball | 37.23 | 40.33 | | food | 53.1 | 63.86 | | step | 7.19 | 8.16 | | tank | 52.99 | 67.36 | | trade name | 13.5 | 15.28 | | microwave | 68.92 | 76.85 | | pot | 38.3 | 42.76 | | animal | 55.81 | 63.83 | | bicycle | 55.04 | 75.07 | | lake | 11.08 | 11.99 | | dishwasher | 48.78 | 52.1 | | screen | 40.97 | 55.91 | | blanket | 20.58 | 24.21 | | sculpture | 51.73 | 65.14 | | hood | 49.98 | 54.16 | | sconce | 38.6 | 46.94 | | vase | 37.35 | 52.9 | | traffic light | 30.45 | 42.77 | | tray | 7.88 | 9.32 | | ashcan | 39.69 | 49.37 | | fan | 52.0 | 65.01 | | pier | 33.11 | 46.07 | | crt screen | 3.31 | 6.58 | | plate | 48.71 | 63.43 | | monitor | 14.47 | 15.87 | | bulletin board | 41.26 | 52.65 | | shower | 0.88 | 2.85 | | radiator | 58.49 | 66.68 | | glass | 15.39 | 16.59 | | clock | 30.07 | 34.69 | | flag | 43.47 | 52.15 | +---------------------+-------+-------+ 2023-11-30 19:47:03,215 - mmseg - INFO - Summary: 2023-11-30 19:47:03,215 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 78.87 | 44.34 | 55.4 | +-------+-------+------+ 2023-11-30 19:47:04,533 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_13000.pth was removed 2023-11-30 19:47:37,467 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_14000.pth. 2023-11-30 19:47:37,467 - mmseg - INFO - Best aAcc is 0.7887 at 14000 iter. 2023-11-30 19:47:37,468 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:47:37,468 - mmseg - INFO - Iter(val) [250] aAcc: 0.7887, mIoU: 0.4434, mAcc: 0.5540, IoU.wall: 0.6861, IoU.building: 0.7875, IoU.sky: 0.8722, IoU.floor: 0.7256, IoU.tree: 0.6790, IoU.ceiling: 0.7559, IoU.road: 0.7695, IoU.bed : 0.8256, IoU.windowpane: 0.5673, IoU.grass: 0.6432, IoU.cabinet: 0.5380, IoU.sidewalk: 0.5494, IoU.person: 0.7481, IoU.earth: 0.3282, IoU.door: 0.3927, IoU.table: 0.5355, IoU.mountain: 0.5394, IoU.plant: 0.4914, IoU.curtain: 0.6248, IoU.chair: 0.5245, IoU.car: 0.7742, IoU.water: 0.5220, IoU.painting: 0.6389, IoU.sofa: 0.6580, IoU.shelf: 0.3643, IoU.house: 0.4562, IoU.sea: 0.5868, IoU.mirror: 0.5471, IoU.rug: 0.4663, IoU.field: 0.3186, IoU.armchair: 0.4175, IoU.seat: 0.5508, IoU.fence: 0.3656, IoU.desk: 0.4056, IoU.rock: 0.4980, IoU.wardrobe: 0.4418, IoU.lamp: 0.5620, IoU.bathtub: 0.7018, IoU.railing: 0.3194, IoU.cushion: 0.5679, IoU.base: 0.2810, IoU.box: 0.2520, IoU.column: 0.3388, IoU.signboard: 0.3049, IoU.chest of drawers: 0.3852, IoU.counter: 0.3139, IoU.sand: 0.4361, IoU.sink: 0.6796, IoU.skyscraper: 0.4389, IoU.fireplace: 0.6265, IoU.refrigerator: 0.5538, IoU.grandstand: 0.5221, IoU.path: 0.1710, IoU.stairs: 0.2400, IoU.runway: 0.6333, IoU.case: 0.5202, IoU.pool table: 0.8100, IoU.pillow: 0.5131, IoU.screen door: 0.4637, IoU.stairway: 0.4456, IoU.river: 0.1489, IoU.bridge: 0.4482, IoU.bookcase: 0.3252, IoU.blind: 0.2216, IoU.coffee table: 0.5903, IoU.toilet: 0.7630, IoU.flower: 0.3662, IoU.book: 0.4633, IoU.hill: 0.0545, IoU.bench: 0.4265, IoU.countertop: 0.5052, IoU.stove: 0.6839, IoU.palm: 0.4375, IoU.kitchen island: 0.3714, IoU.computer: 0.6286, IoU.swivel chair: 0.4115, IoU.boat: 0.5982, IoU.bar: 0.4681, IoU.arcade machine: 0.6542, IoU.hovel: 0.3298, IoU.bus: 0.7956, IoU.towel: 0.6428, IoU.light: 0.3066, IoU.truck: 0.3042, IoU.tower: 0.1688, IoU.chandelier: 0.6158, IoU.awning: 0.2300, IoU.streetlight: 0.2327, IoU.booth: 0.2959, IoU.television receiver: 0.6603, IoU.airplane: 0.5317, IoU.dirt track: 0.0799, IoU.apparel: 0.4549, IoU.pole: 0.1389, IoU.land: 0.0099, IoU.bannister: 0.0794, IoU.escalator: 0.4771, IoU.ottoman: 0.4241, IoU.bottle: 0.4044, IoU.buffet: 0.3668, IoU.poster: 0.1908, IoU.stage: 0.1427, IoU.van: 0.3135, IoU.ship: 0.2339, IoU.fountain: 0.1763, IoU.conveyer belt: 0.6210, IoU.canopy: 0.3319, IoU.washer: 0.6843, IoU.plaything: 0.2616, IoU.swimming pool: 0.6092, IoU.stool: 0.3286, IoU.barrel: 0.4053, IoU.basket: 0.3484, IoU.waterfall: 0.4365, IoU.tent: 0.6953, IoU.bag: 0.1422, IoU.minibike: 0.6161, IoU.cradle: 0.7444, IoU.oven: 0.4320, IoU.ball: 0.3723, IoU.food: 0.5310, IoU.step: 0.0719, IoU.tank: 0.5299, IoU.trade name: 0.1350, IoU.microwave: 0.6892, IoU.pot: 0.3830, IoU.animal: 0.5581, IoU.bicycle: 0.5504, IoU.lake: 0.1108, IoU.dishwasher: 0.4878, IoU.screen: 0.4097, IoU.blanket: 0.2058, IoU.sculpture: 0.5173, IoU.hood: 0.4998, IoU.sconce: 0.3860, IoU.vase: 0.3735, IoU.traffic light: 0.3045, IoU.tray: 0.0788, IoU.ashcan: 0.3969, IoU.fan: 0.5200, IoU.pier: 0.3311, IoU.crt screen: 0.0331, IoU.plate: 0.4871, IoU.monitor: 0.1447, IoU.bulletin board: 0.4126, IoU.shower: 0.0088, IoU.radiator: 0.5849, IoU.glass: 0.1539, IoU.clock: 0.3007, IoU.flag: 0.4347, Acc.wall: 0.8520, Acc.building: 0.9129, Acc.sky: 0.9489, Acc.floor: 0.8642, Acc.tree: 0.8307, Acc.ceiling: 0.8583, Acc.road: 0.8726, Acc.bed : 0.9326, Acc.windowpane: 0.7411, Acc.grass: 0.8063, Acc.cabinet: 0.6594, Acc.sidewalk: 0.7056, Acc.person: 0.9057, Acc.earth: 0.4420, Acc.door: 0.4852, Acc.table: 0.6899, Acc.mountain: 0.6930, Acc.plant: 0.5998, Acc.curtain: 0.7290, Acc.chair: 0.6680, Acc.car: 0.9153, Acc.water: 0.6901, Acc.painting: 0.8193, Acc.sofa: 0.7979, Acc.shelf: 0.4870, Acc.house: 0.6336, Acc.sea: 0.7463, Acc.mirror: 0.6603, Acc.rug: 0.5060, Acc.field: 0.4681, Acc.armchair: 0.5768, Acc.seat: 0.7652, Acc.fence: 0.4703, Acc.desk: 0.6345, Acc.rock: 0.6481, Acc.wardrobe: 0.5990, Acc.lamp: 0.7034, Acc.bathtub: 0.7770, Acc.railing: 0.4349, Acc.cushion: 0.7095, Acc.base: 0.4381, Acc.box: 0.3188, Acc.column: 0.3986, Acc.signboard: 0.4605, Acc.chest of drawers: 0.4911, Acc.counter: 0.3882, Acc.sand: 0.5496, Acc.sink: 0.7763, Acc.skyscraper: 0.6221, Acc.fireplace: 0.8059, Acc.refrigerator: 0.6485, Acc.grandstand: 0.7640, Acc.path: 0.2279, Acc.stairs: 0.2641, Acc.runway: 0.8341, Acc.case: 0.6506, Acc.pool table: 0.9516, Acc.pillow: 0.5900, Acc.screen door: 0.5010, Acc.stairway: 0.5672, Acc.river: 0.2576, Acc.bridge: 0.5641, Acc.bookcase: 0.4804, Acc.blind: 0.2352, Acc.coffee table: 0.7668, Acc.toilet: 0.8500, Acc.flower: 0.5210, Acc.book: 0.6398, Acc.hill: 0.0782, Acc.bench: 0.5329, Acc.countertop: 0.6328, Acc.stove: 0.7602, Acc.palm: 0.6123, Acc.kitchen island: 0.6087, Acc.computer: 0.7751, Acc.swivel chair: 0.6238, Acc.boat: 0.7703, Acc.bar: 0.5449, Acc.arcade machine: 0.7396, Acc.hovel: 0.3787, Acc.bus: 0.8944, Acc.towel: 0.7683, Acc.light: 0.3466, Acc.truck: 0.4425, Acc.tower: 0.2492, Acc.chandelier: 0.7602, Acc.awning: 0.2852, Acc.streetlight: 0.3087, Acc.booth: 0.4117, Acc.television receiver: 0.7366, Acc.airplane: 0.6522, Acc.dirt track: 0.1076, Acc.apparel: 0.6116, Acc.pole: 0.1705, Acc.land: 0.0128, Acc.bannister: 0.1083, Acc.escalator: 0.5862, Acc.ottoman: 0.5263, Acc.bottle: 0.6055, Acc.buffet: 0.4204, Acc.poster: 0.2417, Acc.stage: 0.2705, Acc.van: 0.4317, Acc.ship: 0.2610, Acc.fountain: 0.1829, Acc.conveyer belt: 0.9264, Acc.canopy: 0.3711, Acc.washer: 0.7468, Acc.plaything: 0.3851, Acc.swimming pool: 0.6963, Acc.stool: 0.3945, Acc.barrel: 0.5790, Acc.basket: 0.4356, Acc.waterfall: 0.4925, Acc.tent: 0.9741, Acc.bag: 0.1627, Acc.minibike: 0.8222, Acc.cradle: 0.9375, Acc.oven: 0.5163, Acc.ball: 0.4033, Acc.food: 0.6386, Acc.step: 0.0816, Acc.tank: 0.6736, Acc.trade name: 0.1528, Acc.microwave: 0.7685, Acc.pot: 0.4276, Acc.animal: 0.6383, Acc.bicycle: 0.7507, Acc.lake: 0.1199, Acc.dishwasher: 0.5210, Acc.screen: 0.5591, Acc.blanket: 0.2421, Acc.sculpture: 0.6514, Acc.hood: 0.5416, Acc.sconce: 0.4694, Acc.vase: 0.5290, Acc.traffic light: 0.4277, Acc.tray: 0.0932, Acc.ashcan: 0.4937, Acc.fan: 0.6501, Acc.pier: 0.4607, Acc.crt screen: 0.0658, Acc.plate: 0.6343, Acc.monitor: 0.1587, Acc.bulletin board: 0.5265, Acc.shower: 0.0285, Acc.radiator: 0.6668, Acc.glass: 0.1659, Acc.clock: 0.3469, Acc.flag: 0.5215 2023-11-30 19:47:48,540 - mmseg - INFO - Iter [14050/80000] lr: 3.298e-05, eta: 6:08:21, time: 1.905, data_time: 1.700, memory: 14238, decode.loss_ce: 0.5939, decode.acc_seg: 78.8345, loss: 0.5939 2023-11-30 19:47:59,142 - mmseg - INFO - Iter [14100/80000] lr: 3.295e-05, eta: 6:07:36, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6208, decode.acc_seg: 77.6943, loss: 0.6208 2023-11-30 19:48:09,743 - mmseg - INFO - Iter [14150/80000] lr: 3.293e-05, eta: 6:06:50, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5879, decode.acc_seg: 78.8238, loss: 0.5879 2023-11-30 19:48:20,345 - mmseg - INFO - Iter [14200/80000] lr: 3.290e-05, eta: 6:06:05, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6061, decode.acc_seg: 77.9462, loss: 0.6061 2023-11-30 19:48:30,950 - mmseg - INFO - Iter [14250/80000] lr: 3.288e-05, eta: 6:05:21, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6125, decode.acc_seg: 78.0247, loss: 0.6125 2023-11-30 19:48:41,555 - mmseg - INFO - Iter [14300/80000] lr: 3.285e-05, eta: 6:04:36, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6396, decode.acc_seg: 77.1359, loss: 0.6396 2023-11-30 19:48:52,173 - mmseg - INFO - Iter [14350/80000] lr: 3.283e-05, eta: 6:03:52, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6278, decode.acc_seg: 77.5812, loss: 0.6278 2023-11-30 19:49:02,773 - mmseg - INFO - Iter [14400/80000] lr: 3.280e-05, eta: 6:03:08, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6083, decode.acc_seg: 78.1106, loss: 0.6083 2023-11-30 19:49:13,412 - mmseg - INFO - Iter [14450/80000] lr: 3.278e-05, eta: 6:02:24, time: 0.213, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6155, decode.acc_seg: 77.7434, loss: 0.6155 2023-11-30 19:49:24,010 - mmseg - INFO - Iter [14500/80000] lr: 3.275e-05, eta: 6:01:40, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6072, decode.acc_seg: 78.0061, loss: 0.6072 2023-11-30 19:49:34,613 - mmseg - INFO - Iter [14550/80000] lr: 3.273e-05, eta: 6:00:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5936, decode.acc_seg: 78.2462, loss: 0.5936 2023-11-30 19:49:45,217 - mmseg - INFO - Iter [14600/80000] lr: 3.270e-05, eta: 6:00:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5845, decode.acc_seg: 78.5461, loss: 0.5845 2023-11-30 19:49:55,818 - mmseg - INFO - Iter [14650/80000] lr: 3.268e-05, eta: 5:59:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5620, decode.acc_seg: 79.3327, loss: 0.5620 2023-11-30 19:50:06,420 - mmseg - INFO - Iter [14700/80000] lr: 3.265e-05, eta: 5:58:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6072, decode.acc_seg: 77.7195, loss: 0.6072 2023-11-30 19:50:17,022 - mmseg - INFO - Iter [14750/80000] lr: 3.263e-05, eta: 5:58:06, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6105, decode.acc_seg: 78.3717, loss: 0.6105 2023-11-30 19:50:27,629 - mmseg - INFO - Iter [14800/80000] lr: 3.260e-05, eta: 5:57:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5810, decode.acc_seg: 78.9017, loss: 0.5810 2023-11-30 19:50:38,231 - mmseg - INFO - Iter [14850/80000] lr: 3.258e-05, eta: 5:56:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6142, decode.acc_seg: 77.8613, loss: 0.6142 2023-11-30 19:50:48,831 - mmseg - INFO - Iter [14900/80000] lr: 3.255e-05, eta: 5:55:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6101, decode.acc_seg: 77.9429, loss: 0.6101 2023-11-30 19:50:59,437 - mmseg - INFO - Iter [14950/80000] lr: 3.253e-05, eta: 5:55:18, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5957, decode.acc_seg: 77.8177, loss: 0.5957 2023-11-30 19:51:10,018 - mmseg - INFO - Saving checkpoint at 15000 iterations 2023-11-30 19:51:42,297 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:51:42,297 - mmseg - INFO - Iter [15000/80000] lr: 3.250e-05, eta: 5:56:56, time: 0.858, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5890, decode.acc_seg: 78.5647, loss: 0.5890 2023-11-30 19:52:32,468 - mmseg - INFO - per class results: 2023-11-30 19:52:32,475 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 68.99 | 84.55 | | building | 78.33 | 92.97 | | sky | 87.35 | 94.94 | | floor | 73.08 | 86.15 | | tree | 67.72 | 83.47 | | ceiling | 75.72 | 85.26 | | road | 76.76 | 87.9 | | bed | 82.64 | 93.44 | | windowpane | 57.08 | 75.0 | | grass | 64.48 | 78.53 | | cabinet | 53.98 | 66.12 | | sidewalk | 54.42 | 69.55 | | person | 74.45 | 91.09 | | earth | 34.05 | 47.35 | | door | 38.72 | 46.81 | | table | 53.9 | 69.47 | | mountain | 54.78 | 68.71 | | plant | 48.94 | 59.73 | | curtain | 62.71 | 73.02 | | chair | 53.05 | 68.19 | | car | 77.46 | 91.21 | | water | 53.41 | 71.76 | | painting | 64.45 | 81.48 | | sofa | 65.51 | 80.4 | | shelf | 38.09 | 51.82 | | house | 43.49 | 53.0 | | sea | 58.87 | 72.48 | | mirror | 55.59 | 67.25 | | rug | 49.02 | 54.29 | | field | 32.02 | 49.84 | | armchair | 41.84 | 59.91 | | seat | 55.16 | 76.36 | | fence | 36.74 | 46.26 | | desk | 40.42 | 61.01 | | rock | 49.93 | 61.48 | | wardrobe | 43.29 | 58.34 | | lamp | 56.23 | 71.33 | | bathtub | 70.7 | 77.87 | | railing | 31.6 | 41.83 | | cushion | 56.67 | 70.79 | | base | 27.98 | 40.18 | | box | 24.91 | 30.95 | | column | 35.53 | 42.79 | | signboard | 29.59 | 43.52 | | chest of drawers | 38.55 | 56.33 | | counter | 33.68 | 43.26 | | sand | 40.83 | 49.24 | | sink | 68.3 | 77.84 | | skyscraper | 43.39 | 55.02 | | fireplace | 62.78 | 80.79 | | refrigerator | 55.79 | 64.75 | | grandstand | 52.55 | 75.75 | | path | 17.02 | 22.86 | | stairs | 25.79 | 29.79 | | runway | 64.82 | 86.15 | | case | 52.74 | 64.29 | | pool table | 82.44 | 94.59 | | pillow | 48.89 | 55.11 | | screen door | 54.68 | 61.74 | | stairway | 42.55 | 49.05 | | river | 14.4 | 23.31 | | bridge | 43.81 | 55.62 | | bookcase | 32.79 | 46.94 | | blind | 24.96 | 27.01 | | coffee table | 59.19 | 77.35 | | toilet | 76.09 | 86.17 | | flower | 36.37 | 51.27 | | book | 45.99 | 63.66 | | hill | 5.8 | 8.89 | | bench | 43.3 | 53.95 | | countertop | 51.56 | 66.48 | | stove | 68.82 | 77.96 | | palm | 43.11 | 57.48 | | kitchen island | 36.34 | 61.25 | | computer | 62.99 | 79.82 | | swivel chair | 41.67 | 54.91 | | boat | 59.97 | 77.26 | | bar | 48.02 | 56.07 | | arcade machine | 63.44 | 71.1 | | hovel | 38.94 | 45.6 | | bus | 80.28 | 89.42 | | towel | 64.01 | 81.54 | | light | 34.15 | 40.29 | | truck | 31.99 | 45.91 | | tower | 16.36 | 24.68 | | chandelier | 61.83 | 76.32 | | awning | 23.25 | 29.52 | | streetlight | 22.88 | 28.83 | | booth | 32.19 | 43.46 | | television receiver | 66.28 | 73.7 | | airplane | 52.05 | 66.73 | | dirt track | 9.59 | 16.67 | | apparel | 45.35 | 60.26 | | pole | 14.15 | 17.37 | | land | 1.22 | 1.58 | | bannister | 8.55 | 11.86 | | escalator | 48.94 | 61.94 | | ottoman | 41.26 | 49.58 | | bottle | 40.53 | 61.06 | | buffet | 39.82 | 47.21 | | poster | 19.66 | 25.22 | | stage | 14.73 | 29.94 | | van | 28.63 | 37.61 | | ship | 23.57 | 26.24 | | fountain | 21.49 | 22.5 | | conveyer belt | 57.77 | 94.12 | | canopy | 29.91 | 33.52 | | washer | 69.33 | 76.33 | | plaything | 24.93 | 36.37 | | swimming pool | 60.19 | 74.66 | | stool | 31.14 | 36.04 | | barrel | 38.39 | 59.32 | | basket | 35.53 | 46.53 | | waterfall | 45.41 | 53.7 | | tent | 73.83 | 96.93 | | bag | 14.59 | 16.77 | | minibike | 61.7 | 83.68 | | cradle | 75.25 | 93.16 | | oven | 45.42 | 54.5 | | ball | 54.04 | 65.4 | | food | 56.22 | 69.85 | | step | 7.29 | 8.0 | | tank | 52.46 | 65.22 | | trade name | 15.98 | 18.59 | | microwave | 69.57 | 77.0 | | pot | 39.14 | 44.23 | | animal | 54.51 | 62.16 | | bicycle | 55.45 | 76.86 | | lake | 8.96 | 9.64 | | dishwasher | 49.08 | 51.88 | | screen | 41.34 | 55.91 | | blanket | 18.4 | 21.12 | | sculpture | 51.17 | 66.45 | | hood | 53.32 | 58.77 | | sconce | 41.35 | 51.83 | | vase | 37.01 | 52.29 | | traffic light | 30.44 | 46.28 | | tray | 9.26 | 11.47 | | ashcan | 41.05 | 51.9 | | fan | 53.29 | 68.13 | | pier | 34.82 | 40.3 | | crt screen | 3.96 | 7.75 | | plate | 50.37 | 66.82 | | monitor | 17.76 | 19.87 | | bulletin board | 40.46 | 48.48 | | shower | 1.58 | 2.27 | | radiator | 59.46 | 69.36 | | glass | 16.11 | 17.61 | | clock | 29.37 | 32.29 | | flag | 43.27 | 50.56 | +---------------------+-------+-------+ 2023-11-30 19:52:32,475 - mmseg - INFO - Summary: 2023-11-30 19:52:32,476 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 79.02 | 44.83 | 56.0 | +-------+-------+------+ 2023-11-30 19:52:33,789 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_14000.pth was removed 2023-11-30 19:53:05,256 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_15000.pth. 2023-11-30 19:53:05,256 - mmseg - INFO - Best aAcc is 0.7902 at 15000 iter. 2023-11-30 19:53:05,257 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:53:05,257 - mmseg - INFO - Iter(val) [250] aAcc: 0.7902, mIoU: 0.4483, mAcc: 0.5600, IoU.wall: 0.6899, IoU.building: 0.7833, IoU.sky: 0.8735, IoU.floor: 0.7308, IoU.tree: 0.6772, IoU.ceiling: 0.7572, IoU.road: 0.7676, IoU.bed : 0.8264, IoU.windowpane: 0.5708, IoU.grass: 0.6448, IoU.cabinet: 0.5398, IoU.sidewalk: 0.5442, IoU.person: 0.7445, IoU.earth: 0.3405, IoU.door: 0.3872, IoU.table: 0.5390, IoU.mountain: 0.5478, IoU.plant: 0.4894, IoU.curtain: 0.6271, IoU.chair: 0.5305, IoU.car: 0.7746, IoU.water: 0.5341, IoU.painting: 0.6445, IoU.sofa: 0.6551, IoU.shelf: 0.3809, IoU.house: 0.4349, IoU.sea: 0.5887, IoU.mirror: 0.5559, IoU.rug: 0.4902, IoU.field: 0.3202, IoU.armchair: 0.4184, IoU.seat: 0.5516, IoU.fence: 0.3674, IoU.desk: 0.4042, IoU.rock: 0.4993, IoU.wardrobe: 0.4329, IoU.lamp: 0.5623, IoU.bathtub: 0.7070, IoU.railing: 0.3160, IoU.cushion: 0.5667, IoU.base: 0.2798, IoU.box: 0.2491, IoU.column: 0.3553, IoU.signboard: 0.2959, IoU.chest of drawers: 0.3855, IoU.counter: 0.3368, IoU.sand: 0.4083, IoU.sink: 0.6830, IoU.skyscraper: 0.4339, IoU.fireplace: 0.6278, IoU.refrigerator: 0.5579, IoU.grandstand: 0.5255, IoU.path: 0.1702, IoU.stairs: 0.2579, IoU.runway: 0.6482, IoU.case: 0.5274, IoU.pool table: 0.8244, IoU.pillow: 0.4889, IoU.screen door: 0.5468, IoU.stairway: 0.4255, IoU.river: 0.1440, IoU.bridge: 0.4381, IoU.bookcase: 0.3279, IoU.blind: 0.2496, IoU.coffee table: 0.5919, IoU.toilet: 0.7609, IoU.flower: 0.3637, IoU.book: 0.4599, IoU.hill: 0.0580, IoU.bench: 0.4330, IoU.countertop: 0.5156, IoU.stove: 0.6882, IoU.palm: 0.4311, IoU.kitchen island: 0.3634, IoU.computer: 0.6299, IoU.swivel chair: 0.4167, IoU.boat: 0.5997, IoU.bar: 0.4802, IoU.arcade machine: 0.6344, IoU.hovel: 0.3894, IoU.bus: 0.8028, IoU.towel: 0.6401, IoU.light: 0.3415, IoU.truck: 0.3199, IoU.tower: 0.1636, IoU.chandelier: 0.6183, IoU.awning: 0.2325, IoU.streetlight: 0.2288, IoU.booth: 0.3219, IoU.television receiver: 0.6628, IoU.airplane: 0.5205, IoU.dirt track: 0.0959, IoU.apparel: 0.4535, IoU.pole: 0.1415, IoU.land: 0.0122, IoU.bannister: 0.0855, IoU.escalator: 0.4894, IoU.ottoman: 0.4126, IoU.bottle: 0.4053, IoU.buffet: 0.3982, IoU.poster: 0.1966, IoU.stage: 0.1473, IoU.van: 0.2863, IoU.ship: 0.2357, IoU.fountain: 0.2149, IoU.conveyer belt: 0.5777, IoU.canopy: 0.2991, IoU.washer: 0.6933, IoU.plaything: 0.2493, IoU.swimming pool: 0.6019, IoU.stool: 0.3114, IoU.barrel: 0.3839, IoU.basket: 0.3553, IoU.waterfall: 0.4541, IoU.tent: 0.7383, IoU.bag: 0.1459, IoU.minibike: 0.6170, IoU.cradle: 0.7525, IoU.oven: 0.4542, IoU.ball: 0.5404, IoU.food: 0.5622, IoU.step: 0.0729, IoU.tank: 0.5246, IoU.trade name: 0.1598, IoU.microwave: 0.6957, IoU.pot: 0.3914, IoU.animal: 0.5451, IoU.bicycle: 0.5545, IoU.lake: 0.0896, IoU.dishwasher: 0.4908, IoU.screen: 0.4134, IoU.blanket: 0.1840, IoU.sculpture: 0.5117, IoU.hood: 0.5332, IoU.sconce: 0.4135, IoU.vase: 0.3701, IoU.traffic light: 0.3044, IoU.tray: 0.0926, IoU.ashcan: 0.4105, IoU.fan: 0.5329, IoU.pier: 0.3482, IoU.crt screen: 0.0396, IoU.plate: 0.5037, IoU.monitor: 0.1776, IoU.bulletin board: 0.4046, IoU.shower: 0.0158, IoU.radiator: 0.5946, IoU.glass: 0.1611, IoU.clock: 0.2937, IoU.flag: 0.4327, Acc.wall: 0.8455, Acc.building: 0.9297, Acc.sky: 0.9494, Acc.floor: 0.8615, Acc.tree: 0.8347, Acc.ceiling: 0.8526, Acc.road: 0.8790, Acc.bed : 0.9344, Acc.windowpane: 0.7500, Acc.grass: 0.7853, Acc.cabinet: 0.6612, Acc.sidewalk: 0.6955, Acc.person: 0.9109, Acc.earth: 0.4735, Acc.door: 0.4681, Acc.table: 0.6947, Acc.mountain: 0.6871, Acc.plant: 0.5973, Acc.curtain: 0.7302, Acc.chair: 0.6819, Acc.car: 0.9121, Acc.water: 0.7176, Acc.painting: 0.8148, Acc.sofa: 0.8040, Acc.shelf: 0.5182, Acc.house: 0.5300, Acc.sea: 0.7248, Acc.mirror: 0.6725, Acc.rug: 0.5429, Acc.field: 0.4984, Acc.armchair: 0.5991, Acc.seat: 0.7636, Acc.fence: 0.4626, Acc.desk: 0.6101, Acc.rock: 0.6148, Acc.wardrobe: 0.5834, Acc.lamp: 0.7133, Acc.bathtub: 0.7787, Acc.railing: 0.4183, Acc.cushion: 0.7079, Acc.base: 0.4018, Acc.box: 0.3095, Acc.column: 0.4279, Acc.signboard: 0.4352, Acc.chest of drawers: 0.5633, Acc.counter: 0.4326, Acc.sand: 0.4924, Acc.sink: 0.7784, Acc.skyscraper: 0.5502, Acc.fireplace: 0.8079, Acc.refrigerator: 0.6475, Acc.grandstand: 0.7575, Acc.path: 0.2286, Acc.stairs: 0.2979, Acc.runway: 0.8615, Acc.case: 0.6429, Acc.pool table: 0.9459, Acc.pillow: 0.5511, Acc.screen door: 0.6174, Acc.stairway: 0.4905, Acc.river: 0.2331, Acc.bridge: 0.5562, Acc.bookcase: 0.4694, Acc.blind: 0.2701, Acc.coffee table: 0.7735, Acc.toilet: 0.8617, Acc.flower: 0.5127, Acc.book: 0.6366, Acc.hill: 0.0889, Acc.bench: 0.5395, Acc.countertop: 0.6648, Acc.stove: 0.7796, Acc.palm: 0.5748, Acc.kitchen island: 0.6125, Acc.computer: 0.7982, Acc.swivel chair: 0.5491, Acc.boat: 0.7726, Acc.bar: 0.5607, Acc.arcade machine: 0.7110, Acc.hovel: 0.4560, Acc.bus: 0.8942, Acc.towel: 0.8154, Acc.light: 0.4029, Acc.truck: 0.4591, Acc.tower: 0.2468, Acc.chandelier: 0.7632, Acc.awning: 0.2952, Acc.streetlight: 0.2883, Acc.booth: 0.4346, Acc.television receiver: 0.7370, Acc.airplane: 0.6673, Acc.dirt track: 0.1667, Acc.apparel: 0.6026, Acc.pole: 0.1737, Acc.land: 0.0158, Acc.bannister: 0.1186, Acc.escalator: 0.6194, Acc.ottoman: 0.4958, Acc.bottle: 0.6106, Acc.buffet: 0.4721, Acc.poster: 0.2522, Acc.stage: 0.2994, Acc.van: 0.3761, Acc.ship: 0.2624, Acc.fountain: 0.2250, Acc.conveyer belt: 0.9412, Acc.canopy: 0.3352, Acc.washer: 0.7633, Acc.plaything: 0.3637, Acc.swimming pool: 0.7466, Acc.stool: 0.3604, Acc.barrel: 0.5932, Acc.basket: 0.4653, Acc.waterfall: 0.5370, Acc.tent: 0.9693, Acc.bag: 0.1677, Acc.minibike: 0.8368, Acc.cradle: 0.9316, Acc.oven: 0.5450, Acc.ball: 0.6540, Acc.food: 0.6985, Acc.step: 0.0800, Acc.tank: 0.6522, Acc.trade name: 0.1859, Acc.microwave: 0.7700, Acc.pot: 0.4423, Acc.animal: 0.6216, Acc.bicycle: 0.7686, Acc.lake: 0.0964, Acc.dishwasher: 0.5188, Acc.screen: 0.5591, Acc.blanket: 0.2112, Acc.sculpture: 0.6645, Acc.hood: 0.5877, Acc.sconce: 0.5183, Acc.vase: 0.5229, Acc.traffic light: 0.4628, Acc.tray: 0.1147, Acc.ashcan: 0.5190, Acc.fan: 0.6813, Acc.pier: 0.4030, Acc.crt screen: 0.0775, Acc.plate: 0.6682, Acc.monitor: 0.1987, Acc.bulletin board: 0.4848, Acc.shower: 0.0227, Acc.radiator: 0.6936, Acc.glass: 0.1761, Acc.clock: 0.3229, Acc.flag: 0.5056 2023-11-30 19:53:16,318 - mmseg - INFO - Iter [15050/80000] lr: 3.248e-05, eta: 6:02:14, time: 1.880, data_time: 1.676, memory: 14238, decode.loss_ce: 0.6337, decode.acc_seg: 77.3748, loss: 0.6337 2023-11-30 19:53:26,950 - mmseg - INFO - Iter [15100/80000] lr: 3.245e-05, eta: 6:01:31, time: 0.213, data_time: 0.008, memory: 14238, decode.loss_ce: 0.6207, decode.acc_seg: 77.5501, loss: 0.6207 2023-11-30 19:53:37,554 - mmseg - INFO - Iter [15150/80000] lr: 3.243e-05, eta: 6:00:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6169, decode.acc_seg: 77.4335, loss: 0.6169 2023-11-30 19:53:50,442 - mmseg - INFO - Iter [15200/80000] lr: 3.240e-05, eta: 6:00:16, time: 0.258, data_time: 0.052, memory: 14238, decode.loss_ce: 0.5999, decode.acc_seg: 78.7420, loss: 0.5999 2023-11-30 19:54:01,040 - mmseg - INFO - Iter [15250/80000] lr: 3.238e-05, eta: 5:59:33, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5740, decode.acc_seg: 78.4217, loss: 0.5740 2023-11-30 19:54:11,634 - mmseg - INFO - Iter [15300/80000] lr: 3.235e-05, eta: 5:58:51, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5936, decode.acc_seg: 78.2037, loss: 0.5936 2023-11-30 19:54:22,229 - mmseg - INFO - Iter [15350/80000] lr: 3.233e-05, eta: 5:58:09, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5819, decode.acc_seg: 78.7767, loss: 0.5819 2023-11-30 19:54:32,827 - mmseg - INFO - Iter [15400/80000] lr: 3.230e-05, eta: 5:57:27, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5880, decode.acc_seg: 78.2775, loss: 0.5880 2023-11-30 19:54:43,425 - mmseg - INFO - Iter [15450/80000] lr: 3.228e-05, eta: 5:56:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5734, decode.acc_seg: 79.3078, loss: 0.5734 2023-11-30 19:54:54,020 - mmseg - INFO - Iter [15500/80000] lr: 3.225e-05, eta: 5:56:04, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5633, decode.acc_seg: 79.5938, loss: 0.5633 2023-11-30 19:55:04,623 - mmseg - INFO - Iter [15550/80000] lr: 3.223e-05, eta: 5:55:22, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5761, decode.acc_seg: 79.1512, loss: 0.5761 2023-11-30 19:55:15,224 - mmseg - INFO - Iter [15600/80000] lr: 3.220e-05, eta: 5:54:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6019, decode.acc_seg: 78.5852, loss: 0.6019 2023-11-30 19:55:25,827 - mmseg - INFO - Iter [15650/80000] lr: 3.218e-05, eta: 5:54:01, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6329, decode.acc_seg: 77.2699, loss: 0.6329 2023-11-30 19:55:36,427 - mmseg - INFO - Iter [15700/80000] lr: 3.215e-05, eta: 5:53:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6132, decode.acc_seg: 77.8757, loss: 0.6132 2023-11-30 19:55:47,028 - mmseg - INFO - Iter [15750/80000] lr: 3.213e-05, eta: 5:52:39, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5914, decode.acc_seg: 78.6278, loss: 0.5914 2023-11-30 19:55:57,629 - mmseg - INFO - Iter [15800/80000] lr: 3.210e-05, eta: 5:51:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6042, decode.acc_seg: 77.6853, loss: 0.6042 2023-11-30 19:56:08,236 - mmseg - INFO - Iter [15850/80000] lr: 3.208e-05, eta: 5:51:19, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5960, decode.acc_seg: 78.3022, loss: 0.5960 2023-11-30 19:56:18,839 - mmseg - INFO - Iter [15900/80000] lr: 3.205e-05, eta: 5:50:39, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5991, decode.acc_seg: 77.4596, loss: 0.5991 2023-11-30 19:56:29,442 - mmseg - INFO - Iter [15950/80000] lr: 3.203e-05, eta: 5:49:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5774, decode.acc_seg: 78.9844, loss: 0.5774 2023-11-30 19:56:40,030 - mmseg - INFO - Saving checkpoint at 16000 iterations 2023-11-30 19:57:14,724 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:57:14,724 - mmseg - INFO - Iter [16000/80000] lr: 3.200e-05, eta: 5:51:39, time: 0.906, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5996, decode.acc_seg: 77.8887, loss: 0.5996 2023-11-30 19:58:04,677 - mmseg - INFO - per class results: 2023-11-30 19:58:04,684 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 69.4 | 83.72 | | building | 78.78 | 92.32 | | sky | 87.7 | 94.93 | | floor | 72.82 | 87.22 | | tree | 67.94 | 83.85 | | ceiling | 76.14 | 87.65 | | road | 77.24 | 88.17 | | bed | 82.66 | 93.76 | | windowpane | 57.04 | 73.38 | | grass | 64.74 | 78.05 | | cabinet | 54.36 | 67.14 | | sidewalk | 54.73 | 69.12 | | person | 74.9 | 90.81 | | earth | 33.9 | 46.99 | | door | 40.02 | 49.49 | | table | 53.96 | 68.69 | | mountain | 53.95 | 69.53 | | plant | 49.33 | 60.54 | | curtain | 63.07 | 73.67 | | chair | 53.04 | 68.3 | | car | 77.41 | 91.83 | | water | 52.99 | 68.98 | | painting | 64.75 | 81.76 | | sofa | 65.74 | 80.31 | | shelf | 36.52 | 48.58 | | house | 43.89 | 55.98 | | sea | 59.11 | 74.83 | | mirror | 56.43 | 68.8 | | rug | 48.17 | 52.57 | | field | 32.51 | 51.29 | | armchair | 41.36 | 57.79 | | seat | 55.73 | 77.26 | | fence | 37.83 | 48.67 | | desk | 40.9 | 63.32 | | rock | 49.4 | 64.56 | | wardrobe | 43.91 | 58.85 | | lamp | 56.21 | 69.69 | | bathtub | 71.29 | 78.47 | | railing | 32.94 | 45.46 | | cushion | 56.38 | 70.2 | | base | 27.84 | 44.0 | | box | 25.82 | 32.86 | | column | 35.98 | 43.51 | | signboard | 29.78 | 42.94 | | chest of drawers | 40.6 | 54.49 | | counter | 31.81 | 40.06 | | sand | 43.96 | 55.57 | | sink | 68.28 | 78.49 | | skyscraper | 44.41 | 58.26 | | fireplace | 63.0 | 81.03 | | refrigerator | 56.31 | 64.99 | | grandstand | 50.33 | 79.28 | | path | 17.68 | 23.81 | | stairs | 26.24 | 29.7 | | runway | 64.48 | 84.56 | | case | 52.36 | 63.84 | | pool table | 82.03 | 95.01 | | pillow | 51.41 | 59.9 | | screen door | 53.5 | 61.36 | | stairway | 46.71 | 58.66 | | river | 14.63 | 25.96 | | bridge | 46.91 | 58.03 | | bookcase | 32.74 | 51.7 | | blind | 26.19 | 28.86 | | coffee table | 58.6 | 80.74 | | toilet | 75.24 | 87.32 | | flower | 36.66 | 50.02 | | book | 45.42 | 60.93 | | hill | 5.5 | 8.21 | | bench | 43.61 | 53.86 | | countertop | 51.5 | 64.31 | | stove | 68.57 | 76.35 | | palm | 42.61 | 58.3 | | kitchen island | 36.26 | 60.84 | | computer | 62.91 | 79.27 | | swivel chair | 41.92 | 58.23 | | boat | 59.23 | 76.35 | | bar | 48.19 | 57.48 | | arcade machine | 66.52 | 75.28 | | hovel | 39.08 | 45.46 | | bus | 80.77 | 89.57 | | towel | 64.27 | 81.08 | | light | 33.65 | 39.34 | | truck | 31.81 | 46.4 | | tower | 19.93 | 31.34 | | chandelier | 62.02 | 80.65 | | awning | 24.22 | 30.47 | | streetlight | 22.64 | 28.6 | | booth | 32.95 | 45.8 | | television receiver | 66.49 | 74.65 | | airplane | 51.67 | 66.13 | | dirt track | 7.81 | 11.52 | | apparel | 44.75 | 57.34 | | pole | 15.86 | 20.56 | | land | 1.54 | 2.04 | | bannister | 8.1 | 11.18 | | escalator | 48.73 | 60.63 | | ottoman | 42.15 | 51.87 | | bottle | 40.54 | 62.83 | | buffet | 41.57 | 49.98 | | poster | 21.04 | 28.02 | | stage | 14.15 | 27.44 | | van | 32.61 | 43.82 | | ship | 21.99 | 24.74 | | fountain | 20.4 | 21.14 | | conveyer belt | 60.44 | 93.69 | | canopy | 28.75 | 31.84 | | washer | 69.6 | 77.05 | | plaything | 26.54 | 44.11 | | swimming pool | 60.6 | 74.67 | | stool | 32.52 | 40.31 | | barrel | 38.3 | 57.96 | | basket | 34.85 | 42.66 | | waterfall | 44.58 | 51.16 | | tent | 75.63 | 96.6 | | bag | 14.27 | 16.32 | | minibike | 61.72 | 84.66 | | cradle | 70.03 | 95.04 | | oven | 46.47 | 56.48 | | ball | 53.21 | 70.14 | | food | 54.46 | 66.08 | | step | 7.18 | 7.94 | | tank | 53.77 | 67.81 | | trade name | 15.5 | 17.94 | | microwave | 68.86 | 75.6 | | pot | 37.06 | 40.86 | | animal | 57.81 | 66.57 | | bicycle | 55.96 | 78.01 | | lake | 20.27 | 25.12 | | dishwasher | 48.58 | 51.16 | | screen | 42.24 | 58.3 | | blanket | 17.67 | 20.3 | | sculpture | 51.15 | 70.22 | | hood | 54.04 | 60.53 | | sconce | 41.25 | 51.93 | | vase | 36.72 | 55.77 | | traffic light | 30.39 | 40.48 | | tray | 10.32 | 13.26 | | ashcan | 40.69 | 53.19 | | fan | 54.13 | 72.14 | | pier | 34.41 | 44.37 | | crt screen | 2.75 | 4.98 | | plate | 50.46 | 64.73 | | monitor | 22.44 | 27.09 | | bulletin board | 41.93 | 55.13 | | shower | 1.45 | 3.29 | | radiator | 59.34 | 67.95 | | glass | 16.11 | 17.65 | | clock | 26.56 | 28.85 | | flag | 42.45 | 49.11 | +---------------------+-------+-------+ 2023-11-30 19:58:04,684 - mmseg - INFO - Summary: 2023-11-30 19:58:04,684 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 79.17 | 45.13 | 56.82 | +-------+-------+-------+ 2023-11-30 19:58:05,970 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_15000.pth was removed 2023-11-30 19:58:39,198 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_16000.pth. 2023-11-30 19:58:39,198 - mmseg - INFO - Best aAcc is 0.7917 at 16000 iter. 2023-11-30 19:58:39,198 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 19:58:39,199 - mmseg - INFO - Iter(val) [250] aAcc: 0.7917, mIoU: 0.4513, mAcc: 0.5682, IoU.wall: 0.6940, IoU.building: 0.7878, IoU.sky: 0.8770, IoU.floor: 0.7282, IoU.tree: 0.6794, IoU.ceiling: 0.7614, IoU.road: 0.7724, IoU.bed : 0.8266, IoU.windowpane: 0.5704, IoU.grass: 0.6474, IoU.cabinet: 0.5436, IoU.sidewalk: 0.5473, IoU.person: 0.7490, IoU.earth: 0.3390, IoU.door: 0.4002, IoU.table: 0.5396, IoU.mountain: 0.5395, IoU.plant: 0.4933, IoU.curtain: 0.6307, IoU.chair: 0.5304, IoU.car: 0.7741, IoU.water: 0.5299, IoU.painting: 0.6475, IoU.sofa: 0.6574, IoU.shelf: 0.3652, IoU.house: 0.4389, IoU.sea: 0.5911, IoU.mirror: 0.5643, IoU.rug: 0.4817, IoU.field: 0.3251, IoU.armchair: 0.4136, IoU.seat: 0.5573, IoU.fence: 0.3783, IoU.desk: 0.4090, IoU.rock: 0.4940, IoU.wardrobe: 0.4391, IoU.lamp: 0.5621, IoU.bathtub: 0.7129, IoU.railing: 0.3294, IoU.cushion: 0.5638, IoU.base: 0.2784, IoU.box: 0.2582, IoU.column: 0.3598, IoU.signboard: 0.2978, IoU.chest of drawers: 0.4060, IoU.counter: 0.3181, IoU.sand: 0.4396, IoU.sink: 0.6828, IoU.skyscraper: 0.4441, IoU.fireplace: 0.6300, IoU.refrigerator: 0.5631, IoU.grandstand: 0.5033, IoU.path: 0.1768, IoU.stairs: 0.2624, IoU.runway: 0.6448, IoU.case: 0.5236, IoU.pool table: 0.8203, IoU.pillow: 0.5141, IoU.screen door: 0.5350, IoU.stairway: 0.4671, IoU.river: 0.1463, IoU.bridge: 0.4691, IoU.bookcase: 0.3274, IoU.blind: 0.2619, IoU.coffee table: 0.5860, IoU.toilet: 0.7524, IoU.flower: 0.3666, IoU.book: 0.4542, IoU.hill: 0.0550, IoU.bench: 0.4361, IoU.countertop: 0.5150, IoU.stove: 0.6857, IoU.palm: 0.4261, IoU.kitchen island: 0.3626, IoU.computer: 0.6291, IoU.swivel chair: 0.4192, IoU.boat: 0.5923, IoU.bar: 0.4819, IoU.arcade machine: 0.6652, IoU.hovel: 0.3908, IoU.bus: 0.8077, IoU.towel: 0.6427, IoU.light: 0.3365, IoU.truck: 0.3181, IoU.tower: 0.1993, IoU.chandelier: 0.6202, IoU.awning: 0.2422, IoU.streetlight: 0.2264, IoU.booth: 0.3295, IoU.television receiver: 0.6649, IoU.airplane: 0.5167, IoU.dirt track: 0.0781, IoU.apparel: 0.4475, IoU.pole: 0.1586, IoU.land: 0.0154, IoU.bannister: 0.0810, IoU.escalator: 0.4873, IoU.ottoman: 0.4215, IoU.bottle: 0.4054, IoU.buffet: 0.4157, IoU.poster: 0.2104, IoU.stage: 0.1415, IoU.van: 0.3261, IoU.ship: 0.2199, IoU.fountain: 0.2040, IoU.conveyer belt: 0.6044, IoU.canopy: 0.2875, IoU.washer: 0.6960, IoU.plaything: 0.2654, IoU.swimming pool: 0.6060, IoU.stool: 0.3252, IoU.barrel: 0.3830, IoU.basket: 0.3485, IoU.waterfall: 0.4458, IoU.tent: 0.7563, IoU.bag: 0.1427, IoU.minibike: 0.6172, IoU.cradle: 0.7003, IoU.oven: 0.4647, IoU.ball: 0.5321, IoU.food: 0.5446, IoU.step: 0.0718, IoU.tank: 0.5377, IoU.trade name: 0.1550, IoU.microwave: 0.6886, IoU.pot: 0.3706, IoU.animal: 0.5781, IoU.bicycle: 0.5596, IoU.lake: 0.2027, IoU.dishwasher: 0.4858, IoU.screen: 0.4224, IoU.blanket: 0.1767, IoU.sculpture: 0.5115, IoU.hood: 0.5404, IoU.sconce: 0.4125, IoU.vase: 0.3672, IoU.traffic light: 0.3039, IoU.tray: 0.1032, IoU.ashcan: 0.4069, IoU.fan: 0.5413, IoU.pier: 0.3441, IoU.crt screen: 0.0275, IoU.plate: 0.5046, IoU.monitor: 0.2244, IoU.bulletin board: 0.4193, IoU.shower: 0.0145, IoU.radiator: 0.5934, IoU.glass: 0.1611, IoU.clock: 0.2656, IoU.flag: 0.4245, Acc.wall: 0.8372, Acc.building: 0.9232, Acc.sky: 0.9493, Acc.floor: 0.8722, Acc.tree: 0.8385, Acc.ceiling: 0.8765, Acc.road: 0.8817, Acc.bed : 0.9376, Acc.windowpane: 0.7338, Acc.grass: 0.7805, Acc.cabinet: 0.6714, Acc.sidewalk: 0.6912, Acc.person: 0.9081, Acc.earth: 0.4699, Acc.door: 0.4949, Acc.table: 0.6869, Acc.mountain: 0.6953, Acc.plant: 0.6054, Acc.curtain: 0.7367, Acc.chair: 0.6830, Acc.car: 0.9183, Acc.water: 0.6898, Acc.painting: 0.8176, Acc.sofa: 0.8031, Acc.shelf: 0.4858, Acc.house: 0.5598, Acc.sea: 0.7483, Acc.mirror: 0.6880, Acc.rug: 0.5257, Acc.field: 0.5129, Acc.armchair: 0.5779, Acc.seat: 0.7726, Acc.fence: 0.4867, Acc.desk: 0.6332, Acc.rock: 0.6456, Acc.wardrobe: 0.5885, Acc.lamp: 0.6969, Acc.bathtub: 0.7847, Acc.railing: 0.4546, Acc.cushion: 0.7020, Acc.base: 0.4400, Acc.box: 0.3286, Acc.column: 0.4351, Acc.signboard: 0.4294, Acc.chest of drawers: 0.5449, Acc.counter: 0.4006, Acc.sand: 0.5557, Acc.sink: 0.7849, Acc.skyscraper: 0.5826, Acc.fireplace: 0.8103, Acc.refrigerator: 0.6499, Acc.grandstand: 0.7928, Acc.path: 0.2381, Acc.stairs: 0.2970, Acc.runway: 0.8456, Acc.case: 0.6384, Acc.pool table: 0.9501, Acc.pillow: 0.5990, Acc.screen door: 0.6136, Acc.stairway: 0.5866, Acc.river: 0.2596, Acc.bridge: 0.5803, Acc.bookcase: 0.5170, Acc.blind: 0.2886, Acc.coffee table: 0.8074, Acc.toilet: 0.8732, Acc.flower: 0.5002, Acc.book: 0.6093, Acc.hill: 0.0821, Acc.bench: 0.5386, Acc.countertop: 0.6431, Acc.stove: 0.7635, Acc.palm: 0.5830, Acc.kitchen island: 0.6084, Acc.computer: 0.7927, Acc.swivel chair: 0.5823, Acc.boat: 0.7635, Acc.bar: 0.5748, Acc.arcade machine: 0.7528, Acc.hovel: 0.4546, Acc.bus: 0.8957, Acc.towel: 0.8108, Acc.light: 0.3934, Acc.truck: 0.4640, Acc.tower: 0.3134, Acc.chandelier: 0.8065, Acc.awning: 0.3047, Acc.streetlight: 0.2860, Acc.booth: 0.4580, Acc.television receiver: 0.7465, Acc.airplane: 0.6613, Acc.dirt track: 0.1152, Acc.apparel: 0.5734, Acc.pole: 0.2056, Acc.land: 0.0204, Acc.bannister: 0.1118, Acc.escalator: 0.6063, Acc.ottoman: 0.5187, Acc.bottle: 0.6283, Acc.buffet: 0.4998, Acc.poster: 0.2802, Acc.stage: 0.2744, Acc.van: 0.4382, Acc.ship: 0.2474, Acc.fountain: 0.2114, Acc.conveyer belt: 0.9369, Acc.canopy: 0.3184, Acc.washer: 0.7705, Acc.plaything: 0.4411, Acc.swimming pool: 0.7467, Acc.stool: 0.4031, Acc.barrel: 0.5796, Acc.basket: 0.4266, Acc.waterfall: 0.5116, Acc.tent: 0.9660, Acc.bag: 0.1632, Acc.minibike: 0.8466, Acc.cradle: 0.9504, Acc.oven: 0.5648, Acc.ball: 0.7014, Acc.food: 0.6608, Acc.step: 0.0794, Acc.tank: 0.6781, Acc.trade name: 0.1794, Acc.microwave: 0.7560, Acc.pot: 0.4086, Acc.animal: 0.6657, Acc.bicycle: 0.7801, Acc.lake: 0.2512, Acc.dishwasher: 0.5116, Acc.screen: 0.5830, Acc.blanket: 0.2030, Acc.sculpture: 0.7022, Acc.hood: 0.6053, Acc.sconce: 0.5193, Acc.vase: 0.5577, Acc.traffic light: 0.4048, Acc.tray: 0.1326, Acc.ashcan: 0.5319, Acc.fan: 0.7214, Acc.pier: 0.4437, Acc.crt screen: 0.0498, Acc.plate: 0.6473, Acc.monitor: 0.2709, Acc.bulletin board: 0.5513, Acc.shower: 0.0329, Acc.radiator: 0.6795, Acc.glass: 0.1765, Acc.clock: 0.2885, Acc.flag: 0.4911 2023-11-30 19:58:50,245 - mmseg - INFO - Iter [16050/80000] lr: 3.198e-05, eta: 5:56:37, time: 1.910, data_time: 1.706, memory: 14238, decode.loss_ce: 0.5872, decode.acc_seg: 78.8677, loss: 0.5872 2023-11-30 19:59:00,847 - mmseg - INFO - Iter [16100/80000] lr: 3.195e-05, eta: 5:55:56, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6015, decode.acc_seg: 78.0537, loss: 0.6015 2023-11-30 19:59:11,458 - mmseg - INFO - Iter [16150/80000] lr: 3.193e-05, eta: 5:55:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6170, decode.acc_seg: 77.6406, loss: 0.6170 2023-11-30 19:59:22,065 - mmseg - INFO - Iter [16200/80000] lr: 3.190e-05, eta: 5:54:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6004, decode.acc_seg: 78.3463, loss: 0.6004 2023-11-30 19:59:32,674 - mmseg - INFO - Iter [16250/80000] lr: 3.188e-05, eta: 5:53:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6068, decode.acc_seg: 77.4581, loss: 0.6068 2023-11-30 19:59:43,271 - mmseg - INFO - Iter [16300/80000] lr: 3.185e-05, eta: 5:53:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6071, decode.acc_seg: 78.1890, loss: 0.6071 2023-11-30 19:59:53,873 - mmseg - INFO - Iter [16350/80000] lr: 3.183e-05, eta: 5:52:33, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5861, decode.acc_seg: 78.6039, loss: 0.5861 2023-11-30 20:00:04,479 - mmseg - INFO - Iter [16400/80000] lr: 3.180e-05, eta: 5:51:53, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6234, decode.acc_seg: 77.4039, loss: 0.6234 2023-11-30 20:00:17,339 - mmseg - INFO - Iter [16450/80000] lr: 3.178e-05, eta: 5:51:22, time: 0.257, data_time: 0.052, memory: 14238, decode.loss_ce: 0.6078, decode.acc_seg: 77.7192, loss: 0.6078 2023-11-30 20:00:27,945 - mmseg - INFO - Iter [16500/80000] lr: 3.175e-05, eta: 5:50:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5939, decode.acc_seg: 78.2677, loss: 0.5939 2023-11-30 20:00:38,537 - mmseg - INFO - Iter [16550/80000] lr: 3.173e-05, eta: 5:50:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5594, decode.acc_seg: 79.6214, loss: 0.5594 2023-11-30 20:00:49,136 - mmseg - INFO - Iter [16600/80000] lr: 3.170e-05, eta: 5:49:24, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5916, decode.acc_seg: 78.2124, loss: 0.5916 2023-11-30 20:00:59,732 - mmseg - INFO - Iter [16650/80000] lr: 3.168e-05, eta: 5:48:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5956, decode.acc_seg: 77.9696, loss: 0.5956 2023-11-30 20:01:10,330 - mmseg - INFO - Iter [16700/80000] lr: 3.165e-05, eta: 5:48:06, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6124, decode.acc_seg: 77.7276, loss: 0.6124 2023-11-30 20:01:20,927 - mmseg - INFO - Iter [16750/80000] lr: 3.163e-05, eta: 5:47:27, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5813, decode.acc_seg: 78.8320, loss: 0.5813 2023-11-30 20:01:31,527 - mmseg - INFO - Iter [16800/80000] lr: 3.160e-05, eta: 5:46:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5924, decode.acc_seg: 78.6698, loss: 0.5924 2023-11-30 20:01:42,126 - mmseg - INFO - Iter [16850/80000] lr: 3.158e-05, eta: 5:46:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5701, decode.acc_seg: 78.9631, loss: 0.5701 2023-11-30 20:01:52,720 - mmseg - INFO - Iter [16900/80000] lr: 3.155e-05, eta: 5:45:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5816, decode.acc_seg: 78.6523, loss: 0.5816 2023-11-30 20:02:03,320 - mmseg - INFO - Iter [16950/80000] lr: 3.153e-05, eta: 5:44:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5929, decode.acc_seg: 78.6711, loss: 0.5929 2023-11-30 20:02:13,905 - mmseg - INFO - Saving checkpoint at 17000 iterations 2023-11-30 20:02:46,955 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:02:46,955 - mmseg - INFO - Iter [17000/80000] lr: 3.150e-05, eta: 5:46:18, time: 0.873, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6035, decode.acc_seg: 77.6747, loss: 0.6035 2023-11-30 20:03:36,885 - mmseg - INFO - per class results: 2023-11-30 20:03:36,892 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 69.37 | 84.15 | | building | 78.64 | 92.45 | | sky | 87.28 | 95.39 | | floor | 73.21 | 86.68 | | tree | 67.79 | 84.19 | | ceiling | 76.21 | 87.33 | | road | 76.95 | 88.55 | | bed | 83.57 | 92.69 | | windowpane | 57.08 | 73.21 | | grass | 65.45 | 82.03 | | cabinet | 54.44 | 66.41 | | sidewalk | 54.02 | 68.19 | | person | 75.48 | 90.24 | | earth | 33.58 | 47.52 | | door | 39.41 | 48.23 | | table | 53.9 | 66.44 | | mountain | 54.01 | 69.95 | | plant | 48.4 | 58.07 | | curtain | 63.21 | 72.22 | | chair | 52.78 | 67.46 | | car | 77.98 | 91.32 | | water | 52.41 | 69.51 | | painting | 65.73 | 81.16 | | sofa | 66.41 | 80.66 | | shelf | 37.55 | 51.78 | | house | 44.88 | 57.21 | | sea | 60.24 | 75.64 | | mirror | 56.08 | 66.75 | | rug | 48.29 | 52.91 | | field | 30.72 | 42.33 | | armchair | 42.24 | 60.69 | | seat | 55.14 | 77.35 | | fence | 36.28 | 45.05 | | desk | 41.09 | 64.19 | | rock | 49.04 | 60.32 | | wardrobe | 43.49 | 56.59 | | lamp | 56.57 | 71.68 | | bathtub | 70.8 | 80.47 | | railing | 32.68 | 45.44 | | cushion | 56.56 | 68.94 | | base | 27.61 | 43.63 | | box | 26.66 | 35.01 | | column | 36.56 | 44.71 | | signboard | 29.76 | 44.85 | | chest of drawers | 38.81 | 51.4 | | counter | 32.01 | 40.8 | | sand | 41.25 | 50.66 | | sink | 68.5 | 77.74 | | skyscraper | 45.11 | 58.13 | | fireplace | 62.99 | 79.25 | | refrigerator | 57.04 | 66.89 | | grandstand | 52.16 | 79.21 | | path | 17.82 | 24.42 | | stairs | 27.19 | 30.68 | | runway | 64.94 | 84.5 | | case | 53.44 | 66.73 | | pool table | 82.21 | 95.16 | | pillow | 54.08 | 64.37 | | screen door | 50.43 | 57.21 | | stairway | 48.01 | 58.58 | | river | 14.98 | 27.15 | | bridge | 43.84 | 52.78 | | bookcase | 33.23 | 48.62 | | blind | 27.63 | 30.65 | | coffee table | 58.42 | 80.74 | | toilet | 76.11 | 87.12 | | flower | 37.53 | 53.46 | | book | 46.56 | 66.12 | | hill | 5.88 | 9.41 | | bench | 44.28 | 55.11 | | countertop | 51.97 | 68.69 | | stove | 69.36 | 78.29 | | palm | 42.86 | 58.12 | | kitchen island | 35.38 | 62.28 | | computer | 63.02 | 76.56 | | swivel chair | 41.22 | 57.6 | | boat | 59.38 | 76.21 | | bar | 49.38 | 60.27 | | arcade machine | 65.08 | 73.41 | | hovel | 38.39 | 45.51 | | bus | 81.51 | 89.01 | | towel | 64.0 | 81.74 | | light | 31.84 | 36.14 | | truck | 32.53 | 45.43 | | tower | 21.7 | 33.89 | | chandelier | 62.44 | 79.67 | | awning | 23.42 | 29.66 | | streetlight | 21.78 | 27.42 | | booth | 32.61 | 40.07 | | television receiver | 66.78 | 76.42 | | airplane | 53.34 | 65.92 | | dirt track | 6.92 | 10.61 | | apparel | 47.41 | 65.92 | | pole | 14.4 | 18.11 | | land | 0.82 | 1.07 | | bannister | 10.5 | 14.54 | | escalator | 50.93 | 65.17 | | ottoman | 43.0 | 53.75 | | bottle | 40.64 | 63.48 | | buffet | 39.83 | 46.37 | | poster | 18.75 | 22.75 | | stage | 14.94 | 32.4 | | van | 30.37 | 39.65 | | ship | 28.94 | 33.28 | | fountain | 18.58 | 19.2 | | conveyer belt | 57.27 | 94.19 | | canopy | 34.38 | 37.67 | | washer | 65.67 | 70.86 | | plaything | 26.82 | 40.73 | | swimming pool | 60.92 | 75.5 | | stool | 32.12 | 39.32 | | barrel | 39.45 | 58.91 | | basket | 35.72 | 45.66 | | waterfall | 45.75 | 53.16 | | tent | 73.82 | 97.1 | | bag | 15.54 | 18.39 | | minibike | 61.78 | 85.29 | | cradle | 72.34 | 94.68 | | oven | 47.82 | 59.28 | | ball | 53.5 | 64.94 | | food | 52.96 | 63.64 | | step | 7.72 | 8.46 | | tank | 52.24 | 65.09 | | trade name | 14.18 | 16.14 | | microwave | 70.49 | 77.23 | | pot | 39.69 | 44.83 | | animal | 55.57 | 61.77 | | bicycle | 56.07 | 78.59 | | lake | 14.54 | 16.13 | | dishwasher | 47.79 | 50.17 | | screen | 41.65 | 58.69 | | blanket | 18.86 | 21.56 | | sculpture | 52.36 | 69.2 | | hood | 54.05 | 59.43 | | sconce | 41.72 | 52.24 | | vase | 36.53 | 54.82 | | traffic light | 30.03 | 45.37 | | tray | 9.91 | 12.09 | | ashcan | 42.18 | 55.44 | | fan | 53.81 | 70.06 | | pier | 34.37 | 44.39 | | crt screen | 3.23 | 6.57 | | plate | 51.0 | 65.85 | | monitor | 18.4 | 20.88 | | bulletin board | 43.44 | 56.31 | | shower | 1.08 | 3.67 | | radiator | 59.17 | 66.04 | | glass | 16.15 | 17.72 | | clock | 29.38 | 32.61 | | flag | 43.11 | 49.73 | +---------------------+-------+-------+ 2023-11-30 20:03:36,892 - mmseg - INFO - Summary: 2023-11-30 20:03:36,892 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 79.18 | 45.22 | 56.77 | +-------+-------+-------+ 2023-11-30 20:03:38,177 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_16000.pth was removed 2023-11-30 20:04:11,871 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_17000.pth. 2023-11-30 20:04:11,872 - mmseg - INFO - Best aAcc is 0.7918 at 17000 iter. 2023-11-30 20:04:11,872 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:04:11,874 - mmseg - INFO - Iter(val) [250] aAcc: 0.7918, mIoU: 0.4522, mAcc: 0.5677, IoU.wall: 0.6937, IoU.building: 0.7864, IoU.sky: 0.8728, IoU.floor: 0.7321, IoU.tree: 0.6779, IoU.ceiling: 0.7621, IoU.road: 0.7695, IoU.bed : 0.8357, IoU.windowpane: 0.5708, IoU.grass: 0.6545, IoU.cabinet: 0.5444, IoU.sidewalk: 0.5402, IoU.person: 0.7548, IoU.earth: 0.3358, IoU.door: 0.3941, IoU.table: 0.5390, IoU.mountain: 0.5401, IoU.plant: 0.4840, IoU.curtain: 0.6321, IoU.chair: 0.5278, IoU.car: 0.7798, IoU.water: 0.5241, IoU.painting: 0.6573, IoU.sofa: 0.6641, IoU.shelf: 0.3755, IoU.house: 0.4488, IoU.sea: 0.6024, IoU.mirror: 0.5608, IoU.rug: 0.4829, IoU.field: 0.3072, IoU.armchair: 0.4224, IoU.seat: 0.5514, IoU.fence: 0.3628, IoU.desk: 0.4109, IoU.rock: 0.4904, IoU.wardrobe: 0.4349, IoU.lamp: 0.5657, IoU.bathtub: 0.7080, IoU.railing: 0.3268, IoU.cushion: 0.5656, IoU.base: 0.2761, IoU.box: 0.2666, IoU.column: 0.3656, IoU.signboard: 0.2976, IoU.chest of drawers: 0.3881, IoU.counter: 0.3201, IoU.sand: 0.4125, IoU.sink: 0.6850, IoU.skyscraper: 0.4511, IoU.fireplace: 0.6299, IoU.refrigerator: 0.5704, IoU.grandstand: 0.5216, IoU.path: 0.1782, IoU.stairs: 0.2719, IoU.runway: 0.6494, IoU.case: 0.5344, IoU.pool table: 0.8221, IoU.pillow: 0.5408, IoU.screen door: 0.5043, IoU.stairway: 0.4801, IoU.river: 0.1498, IoU.bridge: 0.4384, IoU.bookcase: 0.3323, IoU.blind: 0.2763, IoU.coffee table: 0.5842, IoU.toilet: 0.7611, IoU.flower: 0.3753, IoU.book: 0.4656, IoU.hill: 0.0588, IoU.bench: 0.4428, IoU.countertop: 0.5197, IoU.stove: 0.6936, IoU.palm: 0.4286, IoU.kitchen island: 0.3538, IoU.computer: 0.6302, IoU.swivel chair: 0.4122, IoU.boat: 0.5938, IoU.bar: 0.4938, IoU.arcade machine: 0.6508, IoU.hovel: 0.3839, IoU.bus: 0.8151, IoU.towel: 0.6400, IoU.light: 0.3184, IoU.truck: 0.3253, IoU.tower: 0.2170, IoU.chandelier: 0.6244, IoU.awning: 0.2342, IoU.streetlight: 0.2178, IoU.booth: 0.3261, IoU.television receiver: 0.6678, IoU.airplane: 0.5334, IoU.dirt track: 0.0692, IoU.apparel: 0.4741, IoU.pole: 0.1440, IoU.land: 0.0082, IoU.bannister: 0.1050, IoU.escalator: 0.5093, IoU.ottoman: 0.4300, IoU.bottle: 0.4064, IoU.buffet: 0.3983, IoU.poster: 0.1875, IoU.stage: 0.1494, IoU.van: 0.3037, IoU.ship: 0.2894, IoU.fountain: 0.1858, IoU.conveyer belt: 0.5727, IoU.canopy: 0.3438, IoU.washer: 0.6567, IoU.plaything: 0.2682, IoU.swimming pool: 0.6092, IoU.stool: 0.3212, IoU.barrel: 0.3945, IoU.basket: 0.3572, IoU.waterfall: 0.4575, IoU.tent: 0.7382, IoU.bag: 0.1554, IoU.minibike: 0.6178, IoU.cradle: 0.7234, IoU.oven: 0.4782, IoU.ball: 0.5350, IoU.food: 0.5296, IoU.step: 0.0772, IoU.tank: 0.5224, IoU.trade name: 0.1418, IoU.microwave: 0.7049, IoU.pot: 0.3969, IoU.animal: 0.5557, IoU.bicycle: 0.5607, IoU.lake: 0.1454, IoU.dishwasher: 0.4779, IoU.screen: 0.4165, IoU.blanket: 0.1886, IoU.sculpture: 0.5236, IoU.hood: 0.5405, IoU.sconce: 0.4172, IoU.vase: 0.3653, IoU.traffic light: 0.3003, IoU.tray: 0.0991, IoU.ashcan: 0.4218, IoU.fan: 0.5381, IoU.pier: 0.3437, IoU.crt screen: 0.0323, IoU.plate: 0.5100, IoU.monitor: 0.1840, IoU.bulletin board: 0.4344, IoU.shower: 0.0108, IoU.radiator: 0.5917, IoU.glass: 0.1615, IoU.clock: 0.2938, IoU.flag: 0.4311, Acc.wall: 0.8415, Acc.building: 0.9245, Acc.sky: 0.9539, Acc.floor: 0.8668, Acc.tree: 0.8419, Acc.ceiling: 0.8733, Acc.road: 0.8855, Acc.bed : 0.9269, Acc.windowpane: 0.7321, Acc.grass: 0.8203, Acc.cabinet: 0.6641, Acc.sidewalk: 0.6819, Acc.person: 0.9024, Acc.earth: 0.4752, Acc.door: 0.4823, Acc.table: 0.6644, Acc.mountain: 0.6995, Acc.plant: 0.5807, Acc.curtain: 0.7222, Acc.chair: 0.6746, Acc.car: 0.9132, Acc.water: 0.6951, Acc.painting: 0.8116, Acc.sofa: 0.8066, Acc.shelf: 0.5178, Acc.house: 0.5721, Acc.sea: 0.7564, Acc.mirror: 0.6675, Acc.rug: 0.5291, Acc.field: 0.4233, Acc.armchair: 0.6069, Acc.seat: 0.7735, Acc.fence: 0.4505, Acc.desk: 0.6419, Acc.rock: 0.6032, Acc.wardrobe: 0.5659, Acc.lamp: 0.7168, Acc.bathtub: 0.8047, Acc.railing: 0.4544, Acc.cushion: 0.6894, Acc.base: 0.4363, Acc.box: 0.3501, Acc.column: 0.4471, Acc.signboard: 0.4485, Acc.chest of drawers: 0.5140, Acc.counter: 0.4080, Acc.sand: 0.5066, Acc.sink: 0.7774, Acc.skyscraper: 0.5813, Acc.fireplace: 0.7925, Acc.refrigerator: 0.6689, Acc.grandstand: 0.7921, Acc.path: 0.2442, Acc.stairs: 0.3068, Acc.runway: 0.8450, Acc.case: 0.6673, Acc.pool table: 0.9516, Acc.pillow: 0.6437, Acc.screen door: 0.5721, Acc.stairway: 0.5858, Acc.river: 0.2715, Acc.bridge: 0.5278, Acc.bookcase: 0.4862, Acc.blind: 0.3065, Acc.coffee table: 0.8074, Acc.toilet: 0.8712, Acc.flower: 0.5346, Acc.book: 0.6612, Acc.hill: 0.0941, Acc.bench: 0.5511, Acc.countertop: 0.6869, Acc.stove: 0.7829, Acc.palm: 0.5812, Acc.kitchen island: 0.6228, Acc.computer: 0.7656, Acc.swivel chair: 0.5760, Acc.boat: 0.7621, Acc.bar: 0.6027, Acc.arcade machine: 0.7341, Acc.hovel: 0.4551, Acc.bus: 0.8901, Acc.towel: 0.8174, Acc.light: 0.3614, Acc.truck: 0.4543, Acc.tower: 0.3389, Acc.chandelier: 0.7967, Acc.awning: 0.2966, Acc.streetlight: 0.2742, Acc.booth: 0.4007, Acc.television receiver: 0.7642, Acc.airplane: 0.6592, Acc.dirt track: 0.1061, Acc.apparel: 0.6592, Acc.pole: 0.1811, Acc.land: 0.0107, Acc.bannister: 0.1454, Acc.escalator: 0.6517, Acc.ottoman: 0.5375, Acc.bottle: 0.6348, Acc.buffet: 0.4637, Acc.poster: 0.2275, Acc.stage: 0.3240, Acc.van: 0.3965, Acc.ship: 0.3328, Acc.fountain: 0.1920, Acc.conveyer belt: 0.9419, Acc.canopy: 0.3767, Acc.washer: 0.7086, Acc.plaything: 0.4073, Acc.swimming pool: 0.7550, Acc.stool: 0.3932, Acc.barrel: 0.5891, Acc.basket: 0.4566, Acc.waterfall: 0.5316, Acc.tent: 0.9710, Acc.bag: 0.1839, Acc.minibike: 0.8529, Acc.cradle: 0.9468, Acc.oven: 0.5928, Acc.ball: 0.6494, Acc.food: 0.6364, Acc.step: 0.0846, Acc.tank: 0.6509, Acc.trade name: 0.1614, Acc.microwave: 0.7723, Acc.pot: 0.4483, Acc.animal: 0.6177, Acc.bicycle: 0.7859, Acc.lake: 0.1613, Acc.dishwasher: 0.5017, Acc.screen: 0.5869, Acc.blanket: 0.2156, Acc.sculpture: 0.6920, Acc.hood: 0.5943, Acc.sconce: 0.5224, Acc.vase: 0.5482, Acc.traffic light: 0.4537, Acc.tray: 0.1209, Acc.ashcan: 0.5544, Acc.fan: 0.7006, Acc.pier: 0.4439, Acc.crt screen: 0.0657, Acc.plate: 0.6585, Acc.monitor: 0.2088, Acc.bulletin board: 0.5631, Acc.shower: 0.0367, Acc.radiator: 0.6604, Acc.glass: 0.1772, Acc.clock: 0.3261, Acc.flag: 0.4973 2023-11-30 20:04:22,948 - mmseg - INFO - Iter [17050/80000] lr: 3.148e-05, eta: 5:50:55, time: 1.919, data_time: 1.715, memory: 14238, decode.loss_ce: 0.5719, decode.acc_seg: 78.9055, loss: 0.5719 2023-11-30 20:04:33,534 - mmseg - INFO - Iter [17100/80000] lr: 3.145e-05, eta: 5:50:16, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5899, decode.acc_seg: 78.4106, loss: 0.5899 2023-11-30 20:04:44,138 - mmseg - INFO - Iter [17150/80000] lr: 3.143e-05, eta: 5:49:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5964, decode.acc_seg: 78.5818, loss: 0.5964 2023-11-30 20:04:54,749 - mmseg - INFO - Iter [17200/80000] lr: 3.140e-05, eta: 5:48:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6019, decode.acc_seg: 78.1263, loss: 0.6019 2023-11-30 20:05:05,354 - mmseg - INFO - Iter [17250/80000] lr: 3.138e-05, eta: 5:48:19, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5966, decode.acc_seg: 78.1880, loss: 0.5966 2023-11-30 20:05:15,967 - mmseg - INFO - Iter [17300/80000] lr: 3.135e-05, eta: 5:47:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5999, decode.acc_seg: 78.1220, loss: 0.5999 2023-11-30 20:05:26,582 - mmseg - INFO - Iter [17350/80000] lr: 3.133e-05, eta: 5:47:02, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5823, decode.acc_seg: 78.3707, loss: 0.5823 2023-11-30 20:05:37,219 - mmseg - INFO - Iter [17400/80000] lr: 3.130e-05, eta: 5:46:24, time: 0.213, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5911, decode.acc_seg: 77.7217, loss: 0.5911 2023-11-30 20:05:47,823 - mmseg - INFO - Iter [17450/80000] lr: 3.128e-05, eta: 5:45:46, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5844, decode.acc_seg: 78.5868, loss: 0.5844 2023-11-30 20:05:58,477 - mmseg - INFO - Iter [17500/80000] lr: 3.125e-05, eta: 5:45:08, time: 0.213, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5940, decode.acc_seg: 78.1611, loss: 0.5940 2023-11-30 20:06:09,078 - mmseg - INFO - Iter [17550/80000] lr: 3.123e-05, eta: 5:44:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5928, decode.acc_seg: 78.3656, loss: 0.5928 2023-11-30 20:06:19,680 - mmseg - INFO - Iter [17600/80000] lr: 3.120e-05, eta: 5:43:53, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6164, decode.acc_seg: 77.4417, loss: 0.6164 2023-11-30 20:06:30,283 - mmseg - INFO - Iter [17650/80000] lr: 3.118e-05, eta: 5:43:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5770, decode.acc_seg: 78.8445, loss: 0.5770 2023-11-30 20:06:43,170 - mmseg - INFO - Iter [17700/80000] lr: 3.115e-05, eta: 5:42:46, time: 0.258, data_time: 0.051, memory: 14238, decode.loss_ce: 0.5974, decode.acc_seg: 78.6369, loss: 0.5974 2023-11-30 20:06:53,777 - mmseg - INFO - Iter [17750/80000] lr: 3.113e-05, eta: 5:42:09, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6135, decode.acc_seg: 78.2524, loss: 0.6135 2023-11-30 20:07:04,390 - mmseg - INFO - Iter [17800/80000] lr: 3.110e-05, eta: 5:41:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5558, decode.acc_seg: 79.4565, loss: 0.5558 2023-11-30 20:07:15,008 - mmseg - INFO - Iter [17850/80000] lr: 3.108e-05, eta: 5:40:55, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5844, decode.acc_seg: 78.6309, loss: 0.5844 2023-11-30 20:07:25,617 - mmseg - INFO - Iter [17900/80000] lr: 3.105e-05, eta: 5:40:18, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5725, decode.acc_seg: 78.7186, loss: 0.5725 2023-11-30 20:07:36,219 - mmseg - INFO - Iter [17950/80000] lr: 3.103e-05, eta: 5:39:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5678, decode.acc_seg: 78.9177, loss: 0.5678 2023-11-30 20:07:46,800 - mmseg - INFO - Saving checkpoint at 18000 iterations 2023-11-30 20:08:21,601 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:08:21,602 - mmseg - INFO - Iter [18000/80000] lr: 3.100e-05, eta: 5:41:05, time: 0.908, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5893, decode.acc_seg: 78.3387, loss: 0.5893 2023-11-30 20:09:11,655 - mmseg - INFO - per class results: 2023-11-30 20:09:11,662 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 69.45 | 84.52 | | building | 79.13 | 92.33 | | sky | 88.59 | 94.61 | | floor | 73.04 | 87.57 | | tree | 68.37 | 84.08 | | ceiling | 76.34 | 87.81 | | road | 77.32 | 88.1 | | bed | 83.63 | 92.78 | | windowpane | 57.22 | 75.31 | | grass | 65.49 | 80.14 | | cabinet | 54.25 | 67.53 | | sidewalk | 54.82 | 67.9 | | person | 75.0 | 91.26 | | earth | 34.02 | 46.87 | | door | 40.05 | 49.77 | | table | 54.33 | 69.66 | | mountain | 54.76 | 69.8 | | plant | 49.67 | 60.65 | | curtain | 63.59 | 73.64 | | chair | 53.54 | 69.24 | | car | 77.56 | 92.37 | | water | 53.65 | 71.3 | | painting | 64.04 | 82.36 | | sofa | 65.81 | 83.02 | | shelf | 39.14 | 55.72 | | house | 43.12 | 54.46 | | sea | 60.25 | 76.49 | | mirror | 56.75 | 69.05 | | rug | 49.85 | 55.25 | | field | 31.39 | 45.88 | | armchair | 40.57 | 53.71 | | seat | 55.94 | 78.39 | | fence | 37.97 | 49.86 | | desk | 40.66 | 66.0 | | rock | 49.19 | 63.43 | | wardrobe | 44.22 | 60.2 | | lamp | 56.54 | 70.09 | | bathtub | 71.32 | 77.78 | | railing | 32.31 | 44.44 | | cushion | 56.14 | 67.92 | | base | 28.12 | 43.83 | | box | 26.08 | 33.19 | | column | 36.27 | 44.11 | | signboard | 30.78 | 46.61 | | chest of drawers | 38.15 | 51.34 | | counter | 28.0 | 33.15 | | sand | 42.86 | 53.89 | | sink | 68.55 | 76.26 | | skyscraper | 44.91 | 59.35 | | fireplace | 62.95 | 79.55 | | refrigerator | 56.06 | 64.27 | | grandstand | 51.94 | 77.17 | | path | 17.46 | 23.17 | | stairs | 25.42 | 28.74 | | runway | 64.39 | 84.41 | | case | 53.54 | 65.12 | | pool table | 84.65 | 94.01 | | pillow | 53.82 | 63.75 | | screen door | 54.02 | 60.08 | | stairway | 40.56 | 49.22 | | river | 14.78 | 23.75 | | bridge | 46.43 | 58.21 | | bookcase | 32.1 | 40.67 | | blind | 22.64 | 24.26 | | coffee table | 60.24 | 76.52 | | toilet | 77.04 | 85.97 | | flower | 38.67 | 53.33 | | book | 47.36 | 67.88 | | hill | 6.16 | 9.1 | | bench | 43.98 | 52.65 | | countertop | 51.23 | 62.67 | | stove | 68.24 | 73.97 | | palm | 44.36 | 62.8 | | kitchen island | 34.76 | 56.08 | | computer | 62.91 | 77.12 | | swivel chair | 41.42 | 55.35 | | boat | 60.98 | 77.58 | | bar | 48.52 | 58.69 | | arcade machine | 64.39 | 72.06 | | hovel | 39.99 | 45.62 | | bus | 81.59 | 88.67 | | towel | 64.39 | 82.1 | | light | 31.89 | 36.33 | | truck | 32.07 | 46.53 | | tower | 22.4 | 34.98 | | chandelier | 61.61 | 73.97 | | awning | 23.15 | 28.14 | | streetlight | 21.94 | 27.12 | | booth | 31.61 | 39.99 | | television receiver | 66.41 | 73.37 | | airplane | 53.54 | 66.04 | | dirt track | 6.55 | 9.75 | | apparel | 46.61 | 64.57 | | pole | 14.56 | 17.93 | | land | 0.97 | 1.21 | | bannister | 7.66 | 10.03 | | escalator | 51.47 | 67.71 | | ottoman | 42.74 | 51.14 | | bottle | 40.69 | 59.38 | | buffet | 35.82 | 40.14 | | poster | 19.23 | 24.23 | | stage | 13.97 | 26.79 | | van | 29.71 | 38.18 | | ship | 23.72 | 26.41 | | fountain | 18.82 | 19.47 | | conveyer belt | 63.83 | 93.02 | | canopy | 36.93 | 41.4 | | washer | 69.09 | 75.65 | | plaything | 27.03 | 39.5 | | swimming pool | 59.85 | 72.31 | | stool | 33.02 | 41.9 | | barrel | 39.21 | 50.12 | | basket | 35.1 | 43.57 | | waterfall | 44.77 | 51.28 | | tent | 73.33 | 97.3 | | bag | 14.47 | 16.43 | | minibike | 62.06 | 82.64 | | cradle | 75.72 | 92.29 | | oven | 45.55 | 54.52 | | ball | 53.47 | 64.59 | | food | 55.08 | 67.65 | | step | 6.88 | 7.49 | | tank | 53.87 | 68.17 | | trade name | 13.96 | 15.8 | | microwave | 70.53 | 77.97 | | pot | 39.74 | 44.61 | | animal | 56.65 | 64.18 | | bicycle | 56.03 | 79.02 | | lake | 16.34 | 18.01 | | dishwasher | 48.8 | 52.03 | | screen | 40.2 | 52.02 | | blanket | 18.99 | 21.84 | | sculpture | 53.4 | 68.04 | | hood | 51.3 | 55.71 | | sconce | 41.83 | 52.96 | | vase | 37.38 | 51.87 | | traffic light | 30.6 | 40.94 | | tray | 10.55 | 13.23 | | ashcan | 41.73 | 55.23 | | fan | 53.76 | 69.04 | | pier | 34.84 | 41.84 | | crt screen | 5.29 | 11.95 | | plate | 50.2 | 64.61 | | monitor | 14.12 | 15.54 | | bulletin board | 42.03 | 51.73 | | shower | 2.13 | 2.77 | | radiator | 58.28 | 64.59 | | glass | 16.45 | 18.17 | | clock | 30.78 | 34.88 | | flag | 42.81 | 49.65 | +---------------------+-------+-------+ 2023-11-30 20:09:11,662 - mmseg - INFO - Summary: 2023-11-30 20:09:11,662 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 79.37 | 45.23 | 56.13 | +-------+-------+-------+ 2023-11-30 20:09:12,983 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_17000.pth was removed 2023-11-30 20:09:44,592 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_18000.pth. 2023-11-30 20:09:44,593 - mmseg - INFO - Best aAcc is 0.7937 at 18000 iter. 2023-11-30 20:09:44,593 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:09:44,593 - mmseg - INFO - Iter(val) [250] aAcc: 0.7937, mIoU: 0.4523, mAcc: 0.5613, IoU.wall: 0.6945, IoU.building: 0.7913, IoU.sky: 0.8859, IoU.floor: 0.7304, IoU.tree: 0.6837, IoU.ceiling: 0.7634, IoU.road: 0.7732, IoU.bed : 0.8363, IoU.windowpane: 0.5722, IoU.grass: 0.6549, IoU.cabinet: 0.5425, IoU.sidewalk: 0.5482, IoU.person: 0.7500, IoU.earth: 0.3402, IoU.door: 0.4005, IoU.table: 0.5433, IoU.mountain: 0.5476, IoU.plant: 0.4967, IoU.curtain: 0.6359, IoU.chair: 0.5354, IoU.car: 0.7756, IoU.water: 0.5365, IoU.painting: 0.6404, IoU.sofa: 0.6581, IoU.shelf: 0.3914, IoU.house: 0.4312, IoU.sea: 0.6025, IoU.mirror: 0.5675, IoU.rug: 0.4985, IoU.field: 0.3139, IoU.armchair: 0.4057, IoU.seat: 0.5594, IoU.fence: 0.3797, IoU.desk: 0.4066, IoU.rock: 0.4919, IoU.wardrobe: 0.4422, IoU.lamp: 0.5654, IoU.bathtub: 0.7132, IoU.railing: 0.3231, IoU.cushion: 0.5614, IoU.base: 0.2812, IoU.box: 0.2608, IoU.column: 0.3627, IoU.signboard: 0.3078, IoU.chest of drawers: 0.3815, IoU.counter: 0.2800, IoU.sand: 0.4286, IoU.sink: 0.6855, IoU.skyscraper: 0.4491, IoU.fireplace: 0.6295, IoU.refrigerator: 0.5606, IoU.grandstand: 0.5194, IoU.path: 0.1746, IoU.stairs: 0.2542, IoU.runway: 0.6439, IoU.case: 0.5354, IoU.pool table: 0.8465, IoU.pillow: 0.5382, IoU.screen door: 0.5402, IoU.stairway: 0.4056, IoU.river: 0.1478, IoU.bridge: 0.4643, IoU.bookcase: 0.3210, IoU.blind: 0.2264, IoU.coffee table: 0.6024, IoU.toilet: 0.7704, IoU.flower: 0.3867, IoU.book: 0.4736, IoU.hill: 0.0616, IoU.bench: 0.4398, IoU.countertop: 0.5123, IoU.stove: 0.6824, IoU.palm: 0.4436, IoU.kitchen island: 0.3476, IoU.computer: 0.6291, IoU.swivel chair: 0.4142, IoU.boat: 0.6098, IoU.bar: 0.4852, IoU.arcade machine: 0.6439, IoU.hovel: 0.3999, IoU.bus: 0.8159, IoU.towel: 0.6439, IoU.light: 0.3189, IoU.truck: 0.3207, IoU.tower: 0.2240, IoU.chandelier: 0.6161, IoU.awning: 0.2315, IoU.streetlight: 0.2194, IoU.booth: 0.3161, IoU.television receiver: 0.6641, IoU.airplane: 0.5354, IoU.dirt track: 0.0655, IoU.apparel: 0.4661, IoU.pole: 0.1456, IoU.land: 0.0097, IoU.bannister: 0.0766, IoU.escalator: 0.5147, IoU.ottoman: 0.4274, IoU.bottle: 0.4069, IoU.buffet: 0.3582, IoU.poster: 0.1923, IoU.stage: 0.1397, IoU.van: 0.2971, IoU.ship: 0.2372, IoU.fountain: 0.1882, IoU.conveyer belt: 0.6383, IoU.canopy: 0.3693, IoU.washer: 0.6909, IoU.plaything: 0.2703, IoU.swimming pool: 0.5985, IoU.stool: 0.3302, IoU.barrel: 0.3921, IoU.basket: 0.3510, IoU.waterfall: 0.4477, IoU.tent: 0.7333, IoU.bag: 0.1447, IoU.minibike: 0.6206, IoU.cradle: 0.7572, IoU.oven: 0.4555, IoU.ball: 0.5347, IoU.food: 0.5508, IoU.step: 0.0688, IoU.tank: 0.5387, IoU.trade name: 0.1396, IoU.microwave: 0.7053, IoU.pot: 0.3974, IoU.animal: 0.5665, IoU.bicycle: 0.5603, IoU.lake: 0.1634, IoU.dishwasher: 0.4880, IoU.screen: 0.4020, IoU.blanket: 0.1899, IoU.sculpture: 0.5340, IoU.hood: 0.5130, IoU.sconce: 0.4183, IoU.vase: 0.3738, IoU.traffic light: 0.3060, IoU.tray: 0.1055, IoU.ashcan: 0.4173, IoU.fan: 0.5376, IoU.pier: 0.3484, IoU.crt screen: 0.0529, IoU.plate: 0.5020, IoU.monitor: 0.1412, IoU.bulletin board: 0.4203, IoU.shower: 0.0213, IoU.radiator: 0.5828, IoU.glass: 0.1645, IoU.clock: 0.3078, IoU.flag: 0.4281, Acc.wall: 0.8452, Acc.building: 0.9233, Acc.sky: 0.9461, Acc.floor: 0.8757, Acc.tree: 0.8408, Acc.ceiling: 0.8781, Acc.road: 0.8810, Acc.bed : 0.9278, Acc.windowpane: 0.7531, Acc.grass: 0.8014, Acc.cabinet: 0.6753, Acc.sidewalk: 0.6790, Acc.person: 0.9126, Acc.earth: 0.4687, Acc.door: 0.4977, Acc.table: 0.6966, Acc.mountain: 0.6980, Acc.plant: 0.6065, Acc.curtain: 0.7364, Acc.chair: 0.6924, Acc.car: 0.9237, Acc.water: 0.7130, Acc.painting: 0.8236, Acc.sofa: 0.8302, Acc.shelf: 0.5572, Acc.house: 0.5446, Acc.sea: 0.7649, Acc.mirror: 0.6905, Acc.rug: 0.5525, Acc.field: 0.4588, Acc.armchair: 0.5371, Acc.seat: 0.7839, Acc.fence: 0.4986, Acc.desk: 0.6600, Acc.rock: 0.6343, Acc.wardrobe: 0.6020, Acc.lamp: 0.7009, Acc.bathtub: 0.7778, Acc.railing: 0.4444, Acc.cushion: 0.6792, Acc.base: 0.4383, Acc.box: 0.3319, Acc.column: 0.4411, Acc.signboard: 0.4661, Acc.chest of drawers: 0.5134, Acc.counter: 0.3315, Acc.sand: 0.5389, Acc.sink: 0.7626, Acc.skyscraper: 0.5935, Acc.fireplace: 0.7955, Acc.refrigerator: 0.6427, Acc.grandstand: 0.7717, Acc.path: 0.2317, Acc.stairs: 0.2874, Acc.runway: 0.8441, Acc.case: 0.6512, Acc.pool table: 0.9401, Acc.pillow: 0.6375, Acc.screen door: 0.6008, Acc.stairway: 0.4922, Acc.river: 0.2375, Acc.bridge: 0.5821, Acc.bookcase: 0.4067, Acc.blind: 0.2426, Acc.coffee table: 0.7652, Acc.toilet: 0.8597, Acc.flower: 0.5333, Acc.book: 0.6788, Acc.hill: 0.0910, Acc.bench: 0.5265, Acc.countertop: 0.6267, Acc.stove: 0.7397, Acc.palm: 0.6280, Acc.kitchen island: 0.5608, Acc.computer: 0.7712, Acc.swivel chair: 0.5535, Acc.boat: 0.7758, Acc.bar: 0.5869, Acc.arcade machine: 0.7206, Acc.hovel: 0.4562, Acc.bus: 0.8867, Acc.towel: 0.8210, Acc.light: 0.3633, Acc.truck: 0.4653, Acc.tower: 0.3498, Acc.chandelier: 0.7397, Acc.awning: 0.2814, Acc.streetlight: 0.2712, Acc.booth: 0.3999, Acc.television receiver: 0.7337, Acc.airplane: 0.6604, Acc.dirt track: 0.0975, Acc.apparel: 0.6457, Acc.pole: 0.1793, Acc.land: 0.0121, Acc.bannister: 0.1003, Acc.escalator: 0.6771, Acc.ottoman: 0.5114, Acc.bottle: 0.5938, Acc.buffet: 0.4014, Acc.poster: 0.2423, Acc.stage: 0.2679, Acc.van: 0.3818, Acc.ship: 0.2641, Acc.fountain: 0.1947, Acc.conveyer belt: 0.9302, Acc.canopy: 0.4140, Acc.washer: 0.7565, Acc.plaything: 0.3950, Acc.swimming pool: 0.7231, Acc.stool: 0.4190, Acc.barrel: 0.5012, Acc.basket: 0.4357, Acc.waterfall: 0.5128, Acc.tent: 0.9730, Acc.bag: 0.1643, Acc.minibike: 0.8264, Acc.cradle: 0.9229, Acc.oven: 0.5452, Acc.ball: 0.6459, Acc.food: 0.6765, Acc.step: 0.0749, Acc.tank: 0.6817, Acc.trade name: 0.1580, Acc.microwave: 0.7797, Acc.pot: 0.4461, Acc.animal: 0.6418, Acc.bicycle: 0.7902, Acc.lake: 0.1801, Acc.dishwasher: 0.5203, Acc.screen: 0.5202, Acc.blanket: 0.2184, Acc.sculpture: 0.6804, Acc.hood: 0.5571, Acc.sconce: 0.5296, Acc.vase: 0.5187, Acc.traffic light: 0.4094, Acc.tray: 0.1323, Acc.ashcan: 0.5523, Acc.fan: 0.6904, Acc.pier: 0.4184, Acc.crt screen: 0.1195, Acc.plate: 0.6461, Acc.monitor: 0.1554, Acc.bulletin board: 0.5173, Acc.shower: 0.0277, Acc.radiator: 0.6459, Acc.glass: 0.1817, Acc.clock: 0.3488, Acc.flag: 0.4965 2023-11-30 20:09:55,640 - mmseg - INFO - Iter [18050/80000] lr: 3.098e-05, eta: 5:45:15, time: 1.880, data_time: 1.676, memory: 14238, decode.loss_ce: 0.5854, decode.acc_seg: 78.6476, loss: 0.5854 2023-11-30 20:10:06,236 - mmseg - INFO - Iter [18100/80000] lr: 3.095e-05, eta: 5:44:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5955, decode.acc_seg: 78.0928, loss: 0.5955 2023-11-30 20:10:16,834 - mmseg - INFO - Iter [18150/80000] lr: 3.093e-05, eta: 5:43:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5849, decode.acc_seg: 78.9748, loss: 0.5849 2023-11-30 20:10:27,437 - mmseg - INFO - Iter [18200/80000] lr: 3.090e-05, eta: 5:43:22, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5746, decode.acc_seg: 78.3860, loss: 0.5746 2023-11-30 20:10:38,037 - mmseg - INFO - Iter [18250/80000] lr: 3.088e-05, eta: 5:42:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5531, decode.acc_seg: 79.4936, loss: 0.5531 2023-11-30 20:10:48,634 - mmseg - INFO - Iter [18300/80000] lr: 3.085e-05, eta: 5:42:08, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5869, decode.acc_seg: 78.2854, loss: 0.5869 2023-11-30 20:10:59,238 - mmseg - INFO - Iter [18350/80000] lr: 3.083e-05, eta: 5:41:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5799, decode.acc_seg: 78.8527, loss: 0.5799 2023-11-30 20:11:09,841 - mmseg - INFO - Iter [18400/80000] lr: 3.080e-05, eta: 5:40:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5930, decode.acc_seg: 77.8689, loss: 0.5930 2023-11-30 20:11:20,442 - mmseg - INFO - Iter [18450/80000] lr: 3.078e-05, eta: 5:40:18, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5543, decode.acc_seg: 79.6493, loss: 0.5543 2023-11-30 20:11:31,044 - mmseg - INFO - Iter [18500/80000] lr: 3.075e-05, eta: 5:39:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5992, decode.acc_seg: 78.2824, loss: 0.5992 2023-11-30 20:11:41,646 - mmseg - INFO - Iter [18550/80000] lr: 3.073e-05, eta: 5:39:05, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6140, decode.acc_seg: 77.6231, loss: 0.6140 2023-11-30 20:11:52,251 - mmseg - INFO - Iter [18600/80000] lr: 3.070e-05, eta: 5:38:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5816, decode.acc_seg: 78.7889, loss: 0.5816 2023-11-30 20:12:02,880 - mmseg - INFO - Iter [18650/80000] lr: 3.068e-05, eta: 5:37:53, time: 0.213, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5878, decode.acc_seg: 78.3652, loss: 0.5878 2023-11-30 20:12:13,495 - mmseg - INFO - Iter [18700/80000] lr: 3.065e-05, eta: 5:37:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5800, decode.acc_seg: 78.8404, loss: 0.5800 2023-11-30 20:12:24,101 - mmseg - INFO - Iter [18750/80000] lr: 3.063e-05, eta: 5:36:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5897, decode.acc_seg: 77.7873, loss: 0.5897 2023-11-30 20:12:34,702 - mmseg - INFO - Iter [18800/80000] lr: 3.060e-05, eta: 5:36:05, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5555, decode.acc_seg: 79.7964, loss: 0.5555 2023-11-30 20:12:45,301 - mmseg - INFO - Iter [18850/80000] lr: 3.058e-05, eta: 5:35:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5778, decode.acc_seg: 78.5880, loss: 0.5778 2023-11-30 20:12:55,904 - mmseg - INFO - Iter [18900/80000] lr: 3.055e-05, eta: 5:34:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5744, decode.acc_seg: 78.7996, loss: 0.5744 2023-11-30 20:13:08,773 - mmseg - INFO - Iter [18950/80000] lr: 3.053e-05, eta: 5:34:26, time: 0.257, data_time: 0.052, memory: 14238, decode.loss_ce: 0.5874, decode.acc_seg: 79.0863, loss: 0.5874 2023-11-30 20:13:19,343 - mmseg - INFO - Saving checkpoint at 19000 iterations 2023-11-30 20:13:51,036 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:13:51,036 - mmseg - INFO - Iter [19000/80000] lr: 3.050e-05, eta: 5:35:33, time: 0.846, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5674, decode.acc_seg: 79.0463, loss: 0.5674 2023-11-30 20:14:40,866 - mmseg - INFO - per class results: 2023-11-30 20:14:40,873 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 69.42 | 85.77 | | building | 79.42 | 91.02 | | sky | 88.54 | 95.1 | | floor | 73.26 | 87.03 | | tree | 68.56 | 82.45 | | ceiling | 76.2 | 86.33 | | road | 77.74 | 87.76 | | bed | 83.72 | 93.13 | | windowpane | 57.4 | 74.46 | | grass | 64.9 | 78.14 | | cabinet | 54.65 | 67.61 | | sidewalk | 55.49 | 71.53 | | person | 75.48 | 90.72 | | earth | 33.67 | 45.79 | | door | 39.71 | 48.97 | | table | 54.54 | 69.74 | | mountain | 54.74 | 69.1 | | plant | 50.95 | 63.54 | | curtain | 63.47 | 73.54 | | chair | 53.38 | 69.69 | | car | 77.8 | 92.19 | | water | 53.0 | 69.5 | | painting | 65.04 | 82.14 | | sofa | 66.03 | 81.47 | | shelf | 37.65 | 51.32 | | house | 45.18 | 65.01 | | sea | 59.85 | 76.38 | | mirror | 57.04 | 70.51 | | rug | 49.68 | 55.02 | | field | 34.33 | 56.46 | | armchair | 41.92 | 58.23 | | seat | 56.53 | 77.28 | | fence | 37.63 | 49.29 | | desk | 41.0 | 64.3 | | rock | 51.07 | 65.81 | | wardrobe | 43.91 | 57.14 | | lamp | 56.54 | 71.12 | | bathtub | 71.18 | 78.8 | | railing | 32.12 | 43.42 | | cushion | 56.42 | 67.16 | | base | 27.44 | 40.98 | | box | 26.39 | 34.32 | | column | 34.35 | 40.92 | | signboard | 31.1 | 45.77 | | chest of drawers | 39.56 | 56.2 | | counter | 31.92 | 40.35 | | sand | 44.31 | 57.82 | | sink | 68.69 | 76.8 | | skyscraper | 44.87 | 60.13 | | fireplace | 63.14 | 77.84 | | refrigerator | 56.36 | 64.98 | | grandstand | 53.12 | 76.21 | | path | 17.24 | 22.67 | | stairs | 26.84 | 30.62 | | runway | 64.24 | 86.08 | | case | 52.69 | 61.99 | | pool table | 83.66 | 94.82 | | pillow | 54.87 | 65.93 | | screen door | 50.75 | 55.32 | | stairway | 44.43 | 55.92 | | river | 15.13 | 28.13 | | bridge | 47.24 | 57.41 | | bookcase | 33.39 | 47.81 | | blind | 23.83 | 26.1 | | coffee table | 59.52 | 77.55 | | toilet | 77.13 | 86.29 | | flower | 38.57 | 51.55 | | book | 46.74 | 63.85 | | hill | 5.62 | 8.63 | | bench | 44.23 | 52.73 | | countertop | 51.83 | 66.54 | | stove | 69.43 | 77.37 | | palm | 44.56 | 61.82 | | kitchen island | 34.97 | 60.44 | | computer | 63.69 | 77.93 | | swivel chair | 39.89 | 50.48 | | boat | 60.34 | 77.7 | | bar | 48.82 | 57.86 | | arcade machine | 65.44 | 73.56 | | hovel | 39.99 | 47.39 | | bus | 81.62 | 90.51 | | towel | 64.28 | 78.04 | | light | 32.58 | 37.1 | | truck | 32.47 | 47.41 | | tower | 21.86 | 33.73 | | chandelier | 61.54 | 73.74 | | awning | 27.09 | 35.37 | | streetlight | 22.83 | 28.17 | | booth | 31.74 | 41.65 | | television receiver | 66.89 | 73.76 | | airplane | 53.62 | 65.93 | | dirt track | 7.85 | 11.75 | | apparel | 46.33 | 60.53 | | pole | 15.53 | 20.05 | | land | 1.89 | 2.59 | | bannister | 7.24 | 9.51 | | escalator | 50.73 | 64.36 | | ottoman | 42.42 | 50.71 | | bottle | 40.31 | 59.92 | | buffet | 40.73 | 47.26 | | poster | 18.02 | 21.17 | | stage | 13.22 | 23.49 | | van | 26.58 | 34.09 | | ship | 25.72 | 29.54 | | fountain | 19.54 | 20.42 | | conveyer belt | 62.92 | 92.47 | | canopy | 40.32 | 46.1 | | washer | 68.4 | 74.44 | | plaything | 26.38 | 36.87 | | swimming pool | 61.13 | 72.25 | | stool | 31.98 | 37.89 | | barrel | 39.52 | 57.21 | | basket | 35.33 | 44.44 | | waterfall | 45.19 | 52.58 | | tent | 74.32 | 97.5 | | bag | 14.25 | 16.33 | | minibike | 61.44 | 85.51 | | cradle | 73.27 | 94.01 | | oven | 44.18 | 51.67 | | ball | 52.08 | 61.77 | | food | 55.14 | 67.74 | | step | 7.36 | 7.96 | | tank | 54.81 | 67.64 | | trade name | 18.14 | 21.48 | | microwave | 70.22 | 76.97 | | pot | 41.01 | 46.83 | | animal | 56.92 | 65.41 | | bicycle | 55.99 | 77.13 | | lake | 15.91 | 18.11 | | dishwasher | 49.95 | 52.72 | | screen | 40.61 | 53.75 | | blanket | 19.75 | 22.94 | | sculpture | 53.02 | 68.84 | | hood | 51.91 | 56.74 | | sconce | 37.66 | 44.77 | | vase | 37.43 | 53.18 | | traffic light | 30.27 | 43.22 | | tray | 9.8 | 11.82 | | ashcan | 42.03 | 52.82 | | fan | 54.95 | 73.81 | | pier | 34.89 | 42.66 | | crt screen | 4.23 | 8.66 | | plate | 51.04 | 67.17 | | monitor | 17.33 | 19.86 | | bulletin board | 40.88 | 52.83 | | shower | 1.82 | 2.81 | | radiator | 59.72 | 67.75 | | glass | 15.94 | 17.43 | | clock | 28.98 | 32.8 | | flag | 44.29 | 52.64 | +---------------------+-------+-------+ 2023-11-30 20:14:40,873 - mmseg - INFO - Summary: 2023-11-30 20:14:40,874 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 79.43 | 45.47 | 56.61 | +-------+-------+-------+ 2023-11-30 20:14:42,298 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_18000.pth was removed 2023-11-30 20:15:16,875 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_19000.pth. 2023-11-30 20:15:16,875 - mmseg - INFO - Best aAcc is 0.7943 at 19000 iter. 2023-11-30 20:15:16,876 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:15:16,876 - mmseg - INFO - Iter(val) [250] aAcc: 0.7943, mIoU: 0.4547, mAcc: 0.5661, IoU.wall: 0.6942, IoU.building: 0.7942, IoU.sky: 0.8854, IoU.floor: 0.7326, IoU.tree: 0.6856, IoU.ceiling: 0.7620, IoU.road: 0.7774, IoU.bed : 0.8372, IoU.windowpane: 0.5740, IoU.grass: 0.6490, IoU.cabinet: 0.5465, IoU.sidewalk: 0.5549, IoU.person: 0.7548, IoU.earth: 0.3367, IoU.door: 0.3971, IoU.table: 0.5454, IoU.mountain: 0.5474, IoU.plant: 0.5095, IoU.curtain: 0.6347, IoU.chair: 0.5338, IoU.car: 0.7780, IoU.water: 0.5300, IoU.painting: 0.6504, IoU.sofa: 0.6603, IoU.shelf: 0.3765, IoU.house: 0.4518, IoU.sea: 0.5985, IoU.mirror: 0.5704, IoU.rug: 0.4968, IoU.field: 0.3433, IoU.armchair: 0.4192, IoU.seat: 0.5653, IoU.fence: 0.3763, IoU.desk: 0.4100, IoU.rock: 0.5107, IoU.wardrobe: 0.4391, IoU.lamp: 0.5654, IoU.bathtub: 0.7118, IoU.railing: 0.3212, IoU.cushion: 0.5642, IoU.base: 0.2744, IoU.box: 0.2639, IoU.column: 0.3435, IoU.signboard: 0.3110, IoU.chest of drawers: 0.3956, IoU.counter: 0.3192, IoU.sand: 0.4431, IoU.sink: 0.6869, IoU.skyscraper: 0.4487, IoU.fireplace: 0.6314, IoU.refrigerator: 0.5636, IoU.grandstand: 0.5312, IoU.path: 0.1724, IoU.stairs: 0.2684, IoU.runway: 0.6424, IoU.case: 0.5269, IoU.pool table: 0.8366, IoU.pillow: 0.5487, IoU.screen door: 0.5075, IoU.stairway: 0.4443, IoU.river: 0.1513, IoU.bridge: 0.4724, IoU.bookcase: 0.3339, IoU.blind: 0.2383, IoU.coffee table: 0.5952, IoU.toilet: 0.7713, IoU.flower: 0.3857, IoU.book: 0.4674, IoU.hill: 0.0562, IoU.bench: 0.4423, IoU.countertop: 0.5183, IoU.stove: 0.6943, IoU.palm: 0.4456, IoU.kitchen island: 0.3497, IoU.computer: 0.6369, IoU.swivel chair: 0.3989, IoU.boat: 0.6034, IoU.bar: 0.4882, IoU.arcade machine: 0.6544, IoU.hovel: 0.3999, IoU.bus: 0.8162, IoU.towel: 0.6428, IoU.light: 0.3258, IoU.truck: 0.3247, IoU.tower: 0.2186, IoU.chandelier: 0.6154, IoU.awning: 0.2709, IoU.streetlight: 0.2283, IoU.booth: 0.3174, IoU.television receiver: 0.6689, IoU.airplane: 0.5362, IoU.dirt track: 0.0785, IoU.apparel: 0.4633, IoU.pole: 0.1553, IoU.land: 0.0189, IoU.bannister: 0.0724, IoU.escalator: 0.5073, IoU.ottoman: 0.4242, IoU.bottle: 0.4031, IoU.buffet: 0.4073, IoU.poster: 0.1802, IoU.stage: 0.1322, IoU.van: 0.2658, IoU.ship: 0.2572, IoU.fountain: 0.1954, IoU.conveyer belt: 0.6292, IoU.canopy: 0.4032, IoU.washer: 0.6840, IoU.plaything: 0.2638, IoU.swimming pool: 0.6113, IoU.stool: 0.3198, IoU.barrel: 0.3952, IoU.basket: 0.3533, IoU.waterfall: 0.4519, IoU.tent: 0.7432, IoU.bag: 0.1425, IoU.minibike: 0.6144, IoU.cradle: 0.7327, IoU.oven: 0.4418, IoU.ball: 0.5208, IoU.food: 0.5514, IoU.step: 0.0736, IoU.tank: 0.5481, IoU.trade name: 0.1814, IoU.microwave: 0.7022, IoU.pot: 0.4101, IoU.animal: 0.5692, IoU.bicycle: 0.5599, IoU.lake: 0.1591, IoU.dishwasher: 0.4995, IoU.screen: 0.4061, IoU.blanket: 0.1975, IoU.sculpture: 0.5302, IoU.hood: 0.5191, IoU.sconce: 0.3766, IoU.vase: 0.3743, IoU.traffic light: 0.3027, IoU.tray: 0.0980, IoU.ashcan: 0.4203, IoU.fan: 0.5495, IoU.pier: 0.3489, IoU.crt screen: 0.0423, IoU.plate: 0.5104, IoU.monitor: 0.1733, IoU.bulletin board: 0.4088, IoU.shower: 0.0182, IoU.radiator: 0.5972, IoU.glass: 0.1594, IoU.clock: 0.2898, IoU.flag: 0.4429, Acc.wall: 0.8577, Acc.building: 0.9102, Acc.sky: 0.9510, Acc.floor: 0.8703, Acc.tree: 0.8245, Acc.ceiling: 0.8633, Acc.road: 0.8776, Acc.bed : 0.9313, Acc.windowpane: 0.7446, Acc.grass: 0.7814, Acc.cabinet: 0.6761, Acc.sidewalk: 0.7153, Acc.person: 0.9072, Acc.earth: 0.4579, Acc.door: 0.4897, Acc.table: 0.6974, Acc.mountain: 0.6910, Acc.plant: 0.6354, Acc.curtain: 0.7354, Acc.chair: 0.6969, Acc.car: 0.9219, Acc.water: 0.6950, Acc.painting: 0.8214, Acc.sofa: 0.8147, Acc.shelf: 0.5132, Acc.house: 0.6501, Acc.sea: 0.7638, Acc.mirror: 0.7051, Acc.rug: 0.5502, Acc.field: 0.5646, Acc.armchair: 0.5823, Acc.seat: 0.7728, Acc.fence: 0.4929, Acc.desk: 0.6430, Acc.rock: 0.6581, Acc.wardrobe: 0.5714, Acc.lamp: 0.7112, Acc.bathtub: 0.7880, Acc.railing: 0.4342, Acc.cushion: 0.6716, Acc.base: 0.4098, Acc.box: 0.3432, Acc.column: 0.4092, Acc.signboard: 0.4577, Acc.chest of drawers: 0.5620, Acc.counter: 0.4035, Acc.sand: 0.5782, Acc.sink: 0.7680, Acc.skyscraper: 0.6013, Acc.fireplace: 0.7784, Acc.refrigerator: 0.6498, Acc.grandstand: 0.7621, Acc.path: 0.2267, Acc.stairs: 0.3062, Acc.runway: 0.8608, Acc.case: 0.6199, Acc.pool table: 0.9482, Acc.pillow: 0.6593, Acc.screen door: 0.5532, Acc.stairway: 0.5592, Acc.river: 0.2813, Acc.bridge: 0.5741, Acc.bookcase: 0.4781, Acc.blind: 0.2610, Acc.coffee table: 0.7755, Acc.toilet: 0.8629, Acc.flower: 0.5155, Acc.book: 0.6385, Acc.hill: 0.0863, Acc.bench: 0.5273, Acc.countertop: 0.6654, Acc.stove: 0.7737, Acc.palm: 0.6182, Acc.kitchen island: 0.6044, Acc.computer: 0.7793, Acc.swivel chair: 0.5048, Acc.boat: 0.7770, Acc.bar: 0.5786, Acc.arcade machine: 0.7356, Acc.hovel: 0.4739, Acc.bus: 0.9051, Acc.towel: 0.7804, Acc.light: 0.3710, Acc.truck: 0.4741, Acc.tower: 0.3373, Acc.chandelier: 0.7374, Acc.awning: 0.3537, Acc.streetlight: 0.2817, Acc.booth: 0.4165, Acc.television receiver: 0.7376, Acc.airplane: 0.6593, Acc.dirt track: 0.1175, Acc.apparel: 0.6053, Acc.pole: 0.2005, Acc.land: 0.0259, Acc.bannister: 0.0951, Acc.escalator: 0.6436, Acc.ottoman: 0.5071, Acc.bottle: 0.5992, Acc.buffet: 0.4726, Acc.poster: 0.2117, Acc.stage: 0.2349, Acc.van: 0.3409, Acc.ship: 0.2954, Acc.fountain: 0.2042, Acc.conveyer belt: 0.9247, Acc.canopy: 0.4610, Acc.washer: 0.7444, Acc.plaything: 0.3687, Acc.swimming pool: 0.7225, Acc.stool: 0.3789, Acc.barrel: 0.5721, Acc.basket: 0.4444, Acc.waterfall: 0.5258, Acc.tent: 0.9750, Acc.bag: 0.1633, Acc.minibike: 0.8551, Acc.cradle: 0.9401, Acc.oven: 0.5167, Acc.ball: 0.6177, Acc.food: 0.6774, Acc.step: 0.0796, Acc.tank: 0.6764, Acc.trade name: 0.2148, Acc.microwave: 0.7697, Acc.pot: 0.4683, Acc.animal: 0.6541, Acc.bicycle: 0.7713, Acc.lake: 0.1811, Acc.dishwasher: 0.5272, Acc.screen: 0.5375, Acc.blanket: 0.2294, Acc.sculpture: 0.6884, Acc.hood: 0.5674, Acc.sconce: 0.4477, Acc.vase: 0.5318, Acc.traffic light: 0.4322, Acc.tray: 0.1182, Acc.ashcan: 0.5282, Acc.fan: 0.7381, Acc.pier: 0.4266, Acc.crt screen: 0.0866, Acc.plate: 0.6717, Acc.monitor: 0.1986, Acc.bulletin board: 0.5283, Acc.shower: 0.0281, Acc.radiator: 0.6775, Acc.glass: 0.1743, Acc.clock: 0.3280, Acc.flag: 0.5264 2023-11-30 20:15:27,958 - mmseg - INFO - Iter [19050/80000] lr: 3.048e-05, eta: 5:39:34, time: 1.938, data_time: 1.734, memory: 14238, decode.loss_ce: 0.5539, decode.acc_seg: 79.3508, loss: 0.5539 2023-11-30 20:15:38,538 - mmseg - INFO - Iter [19100/80000] lr: 3.045e-05, eta: 5:38:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5743, decode.acc_seg: 78.8994, loss: 0.5743 2023-11-30 20:15:49,128 - mmseg - INFO - Iter [19150/80000] lr: 3.043e-05, eta: 5:38:21, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5835, decode.acc_seg: 78.7587, loss: 0.5835 2023-11-30 20:15:59,729 - mmseg - INFO - Iter [19200/80000] lr: 3.040e-05, eta: 5:37:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5718, decode.acc_seg: 78.5300, loss: 0.5718 2023-11-30 20:16:10,333 - mmseg - INFO - Iter [19250/80000] lr: 3.038e-05, eta: 5:37:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5573, decode.acc_seg: 78.8062, loss: 0.5573 2023-11-30 20:16:20,937 - mmseg - INFO - Iter [19300/80000] lr: 3.035e-05, eta: 5:36:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5770, decode.acc_seg: 79.0473, loss: 0.5770 2023-11-30 20:16:31,546 - mmseg - INFO - Iter [19350/80000] lr: 3.033e-05, eta: 5:35:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6137, decode.acc_seg: 78.1712, loss: 0.6137 2023-11-30 20:16:42,177 - mmseg - INFO - Iter [19400/80000] lr: 3.030e-05, eta: 5:35:23, time: 0.213, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5766, decode.acc_seg: 78.8986, loss: 0.5766 2023-11-30 20:16:52,779 - mmseg - INFO - Iter [19450/80000] lr: 3.028e-05, eta: 5:34:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5684, decode.acc_seg: 79.3518, loss: 0.5684 2023-11-30 20:17:03,386 - mmseg - INFO - Iter [19500/80000] lr: 3.025e-05, eta: 5:34:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5812, decode.acc_seg: 78.5764, loss: 0.5812 2023-11-30 20:17:13,987 - mmseg - INFO - Iter [19550/80000] lr: 3.023e-05, eta: 5:33:38, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5577, decode.acc_seg: 79.2971, loss: 0.5577 2023-11-30 20:17:24,594 - mmseg - INFO - Iter [19600/80000] lr: 3.020e-05, eta: 5:33:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5973, decode.acc_seg: 77.9759, loss: 0.5973 2023-11-30 20:17:35,195 - mmseg - INFO - Iter [19650/80000] lr: 3.018e-05, eta: 5:32:28, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5740, decode.acc_seg: 78.7815, loss: 0.5740 2023-11-30 20:17:45,798 - mmseg - INFO - Iter [19700/80000] lr: 3.015e-05, eta: 5:31:53, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5576, decode.acc_seg: 79.0422, loss: 0.5576 2023-11-30 20:17:56,403 - mmseg - INFO - Iter [19750/80000] lr: 3.013e-05, eta: 5:31:19, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5935, decode.acc_seg: 78.5883, loss: 0.5935 2023-11-30 20:18:07,004 - mmseg - INFO - Iter [19800/80000] lr: 3.010e-05, eta: 5:30:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5864, decode.acc_seg: 78.5387, loss: 0.5864 2023-11-30 20:18:17,610 - mmseg - INFO - Iter [19850/80000] lr: 3.008e-05, eta: 5:30:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5821, decode.acc_seg: 78.8401, loss: 0.5821 2023-11-30 20:18:28,215 - mmseg - INFO - Iter [19900/80000] lr: 3.005e-05, eta: 5:29:36, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5642, decode.acc_seg: 79.1355, loss: 0.5642 2023-11-30 20:18:38,822 - mmseg - INFO - Iter [19950/80000] lr: 3.003e-05, eta: 5:29:02, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5620, decode.acc_seg: 80.2315, loss: 0.5620 2023-11-30 20:18:49,405 - mmseg - INFO - Saving checkpoint at 20000 iterations 2023-11-30 20:19:20,731 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:19:20,731 - mmseg - INFO - Iter [20000/80000] lr: 3.000e-05, eta: 5:30:02, time: 0.839, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5652, decode.acc_seg: 78.6204, loss: 0.5652 2023-11-30 20:20:10,997 - mmseg - INFO - per class results: 2023-11-30 20:20:11,004 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 69.65 | 85.13 | | building | 79.35 | 92.04 | | sky | 88.36 | 95.33 | | floor | 73.67 | 86.43 | | tree | 68.53 | 83.01 | | ceiling | 76.46 | 87.05 | | road | 77.67 | 87.87 | | bed | 83.37 | 93.64 | | windowpane | 57.51 | 73.9 | | grass | 64.65 | 80.11 | | cabinet | 54.69 | 67.53 | | sidewalk | 55.28 | 71.2 | | person | 75.78 | 90.51 | | earth | 33.13 | 45.0 | | door | 39.54 | 48.66 | | table | 53.99 | 67.77 | | mountain | 54.47 | 68.99 | | plant | 50.15 | 60.79 | | curtain | 63.69 | 73.84 | | chair | 52.96 | 67.39 | | car | 78.37 | 91.62 | | water | 54.04 | 71.65 | | painting | 65.6 | 80.68 | | sofa | 66.12 | 80.14 | | shelf | 37.45 | 51.54 | | house | 45.35 | 59.67 | | sea | 61.05 | 78.7 | | mirror | 56.88 | 67.61 | | rug | 51.13 | 57.3 | | field | 33.89 | 55.34 | | armchair | 42.32 | 60.39 | | seat | 56.1 | 79.63 | | fence | 37.5 | 47.62 | | desk | 41.06 | 65.59 | | rock | 50.4 | 67.94 | | wardrobe | 44.34 | 59.0 | | lamp | 56.84 | 71.7 | | bathtub | 71.84 | 79.04 | | railing | 32.92 | 46.05 | | cushion | 57.04 | 71.39 | | base | 27.48 | 42.62 | | box | 26.26 | 33.72 | | column | 35.05 | 42.17 | | signboard | 30.8 | 46.11 | | chest of drawers | 38.12 | 52.02 | | counter | 30.36 | 36.91 | | sand | 42.5 | 54.46 | | sink | 68.73 | 77.29 | | skyscraper | 44.8 | 56.92 | | fireplace | 63.35 | 81.07 | | refrigerator | 56.7 | 65.85 | | grandstand | 52.31 | 77.97 | | path | 16.94 | 22.23 | | stairs | 24.04 | 26.37 | | runway | 64.33 | 84.71 | | case | 53.61 | 67.27 | | pool table | 82.87 | 95.58 | | pillow | 53.31 | 62.23 | | screen door | 53.23 | 58.8 | | stairway | 45.12 | 59.8 | | river | 15.21 | 25.24 | | bridge | 45.62 | 55.15 | | bookcase | 33.12 | 48.1 | | blind | 28.25 | 32.12 | | coffee table | 57.5 | 79.99 | | toilet | 77.15 | 86.14 | | flower | 37.51 | 54.46 | | book | 46.82 | 64.47 | | hill | 5.42 | 7.86 | | bench | 44.34 | 54.2 | | countertop | 51.57 | 65.83 | | stove | 69.48 | 77.91 | | palm | 44.93 | 65.17 | | kitchen island | 35.41 | 58.62 | | computer | 63.58 | 77.95 | | swivel chair | 41.34 | 59.82 | | boat | 60.83 | 77.98 | | bar | 50.87 | 61.81 | | arcade machine | 67.08 | 76.61 | | hovel | 40.87 | 47.83 | | bus | 81.92 | 89.91 | | towel | 64.45 | 79.5 | | light | 33.29 | 38.11 | | truck | 31.44 | 45.03 | | tower | 20.34 | 31.28 | | chandelier | 62.23 | 76.19 | | awning | 26.32 | 34.16 | | streetlight | 23.33 | 30.41 | | booth | 33.53 | 45.18 | | television receiver | 67.93 | 75.59 | | airplane | 53.6 | 66.99 | | dirt track | 8.69 | 16.04 | | apparel | 46.77 | 61.28 | | pole | 14.59 | 18.31 | | land | 1.51 | 2.02 | | bannister | 7.6 | 10.07 | | escalator | 52.54 | 67.59 | | ottoman | 43.49 | 52.96 | | bottle | 40.23 | 62.23 | | buffet | 43.36 | 52.56 | | poster | 19.45 | 24.94 | | stage | 14.25 | 26.84 | | van | 29.54 | 40.25 | | ship | 26.78 | 30.2 | | fountain | 21.09 | 22.1 | | conveyer belt | 64.48 | 92.83 | | canopy | 39.02 | 43.99 | | washer | 68.55 | 74.87 | | plaything | 26.63 | 37.48 | | swimming pool | 60.88 | 74.28 | | stool | 32.97 | 41.58 | | barrel | 39.55 | 55.38 | | basket | 36.01 | 47.83 | | waterfall | 44.38 | 50.53 | | tent | 76.91 | 96.65 | | bag | 15.83 | 18.74 | | minibike | 61.39 | 86.01 | | cradle | 71.87 | 95.05 | | oven | 45.4 | 53.1 | | ball | 53.52 | 65.42 | | food | 52.66 | 62.32 | | step | 8.2 | 9.41 | | tank | 55.71 | 70.76 | | trade name | 14.5 | 16.42 | | microwave | 70.32 | 77.32 | | pot | 39.48 | 44.31 | | animal | 58.86 | 68.23 | | bicycle | 56.44 | 80.64 | | lake | 16.84 | 18.78 | | dishwasher | 50.88 | 55.25 | | screen | 41.28 | 57.62 | | blanket | 16.87 | 19.51 | | sculpture | 53.55 | 70.18 | | hood | 50.63 | 54.95 | | sconce | 42.96 | 55.0 | | vase | 36.93 | 56.03 | | traffic light | 30.6 | 43.22 | | tray | 10.25 | 13.11 | | ashcan | 42.18 | 53.85 | | fan | 53.18 | 66.12 | | pier | 34.73 | 43.87 | | crt screen | 3.11 | 6.26 | | plate | 51.54 | 67.33 | | monitor | 15.83 | 17.93 | | bulletin board | 41.13 | 54.07 | | shower | 2.19 | 3.48 | | radiator | 59.24 | 66.54 | | glass | 16.31 | 18.0 | | clock | 31.16 | 35.5 | | flag | 43.79 | 50.62 | +---------------------+-------+-------+ 2023-11-30 20:20:11,004 - mmseg - INFO - Summary: 2023-11-30 20:20:11,004 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 79.49 | 45.65 | 57.2 | +-------+-------+------+ 2023-11-30 20:20:12,327 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_19000.pth was removed 2023-11-30 20:20:45,035 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_20000.pth. 2023-11-30 20:20:45,035 - mmseg - INFO - Best aAcc is 0.7949 at 20000 iter. 2023-11-30 20:20:45,036 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:20:45,036 - mmseg - INFO - Iter(val) [250] aAcc: 0.7949, mIoU: 0.4565, mAcc: 0.5720, IoU.wall: 0.6965, IoU.building: 0.7935, IoU.sky: 0.8836, IoU.floor: 0.7367, IoU.tree: 0.6853, IoU.ceiling: 0.7646, IoU.road: 0.7767, IoU.bed : 0.8337, IoU.windowpane: 0.5751, IoU.grass: 0.6465, IoU.cabinet: 0.5469, IoU.sidewalk: 0.5528, IoU.person: 0.7578, IoU.earth: 0.3313, IoU.door: 0.3954, IoU.table: 0.5399, IoU.mountain: 0.5447, IoU.plant: 0.5015, IoU.curtain: 0.6369, IoU.chair: 0.5296, IoU.car: 0.7837, IoU.water: 0.5404, IoU.painting: 0.6560, IoU.sofa: 0.6612, IoU.shelf: 0.3745, IoU.house: 0.4535, IoU.sea: 0.6105, IoU.mirror: 0.5688, IoU.rug: 0.5113, IoU.field: 0.3389, IoU.armchair: 0.4232, IoU.seat: 0.5610, IoU.fence: 0.3750, IoU.desk: 0.4106, IoU.rock: 0.5040, IoU.wardrobe: 0.4434, IoU.lamp: 0.5684, IoU.bathtub: 0.7184, IoU.railing: 0.3292, IoU.cushion: 0.5704, IoU.base: 0.2748, IoU.box: 0.2626, IoU.column: 0.3505, IoU.signboard: 0.3080, IoU.chest of drawers: 0.3812, IoU.counter: 0.3036, IoU.sand: 0.4250, IoU.sink: 0.6873, IoU.skyscraper: 0.4480, IoU.fireplace: 0.6335, IoU.refrigerator: 0.5670, IoU.grandstand: 0.5231, IoU.path: 0.1694, IoU.stairs: 0.2404, IoU.runway: 0.6433, IoU.case: 0.5361, IoU.pool table: 0.8287, IoU.pillow: 0.5331, IoU.screen door: 0.5323, IoU.stairway: 0.4512, IoU.river: 0.1521, IoU.bridge: 0.4562, IoU.bookcase: 0.3312, IoU.blind: 0.2825, IoU.coffee table: 0.5750, IoU.toilet: 0.7715, IoU.flower: 0.3751, IoU.book: 0.4682, IoU.hill: 0.0542, IoU.bench: 0.4434, IoU.countertop: 0.5157, IoU.stove: 0.6948, IoU.palm: 0.4493, IoU.kitchen island: 0.3541, IoU.computer: 0.6358, IoU.swivel chair: 0.4134, IoU.boat: 0.6083, IoU.bar: 0.5087, IoU.arcade machine: 0.6708, IoU.hovel: 0.4087, IoU.bus: 0.8192, IoU.towel: 0.6445, IoU.light: 0.3329, IoU.truck: 0.3144, IoU.tower: 0.2034, IoU.chandelier: 0.6223, IoU.awning: 0.2632, IoU.streetlight: 0.2333, IoU.booth: 0.3353, IoU.television receiver: 0.6793, IoU.airplane: 0.5360, IoU.dirt track: 0.0869, IoU.apparel: 0.4677, IoU.pole: 0.1459, IoU.land: 0.0151, IoU.bannister: 0.0760, IoU.escalator: 0.5254, IoU.ottoman: 0.4349, IoU.bottle: 0.4023, IoU.buffet: 0.4336, IoU.poster: 0.1945, IoU.stage: 0.1425, IoU.van: 0.2954, IoU.ship: 0.2678, IoU.fountain: 0.2109, IoU.conveyer belt: 0.6448, IoU.canopy: 0.3902, IoU.washer: 0.6855, IoU.plaything: 0.2663, IoU.swimming pool: 0.6088, IoU.stool: 0.3297, IoU.barrel: 0.3955, IoU.basket: 0.3601, IoU.waterfall: 0.4438, IoU.tent: 0.7691, IoU.bag: 0.1583, IoU.minibike: 0.6139, IoU.cradle: 0.7187, IoU.oven: 0.4540, IoU.ball: 0.5352, IoU.food: 0.5266, IoU.step: 0.0820, IoU.tank: 0.5571, IoU.trade name: 0.1450, IoU.microwave: 0.7032, IoU.pot: 0.3948, IoU.animal: 0.5886, IoU.bicycle: 0.5644, IoU.lake: 0.1684, IoU.dishwasher: 0.5088, IoU.screen: 0.4128, IoU.blanket: 0.1687, IoU.sculpture: 0.5355, IoU.hood: 0.5063, IoU.sconce: 0.4296, IoU.vase: 0.3693, IoU.traffic light: 0.3060, IoU.tray: 0.1025, IoU.ashcan: 0.4218, IoU.fan: 0.5318, IoU.pier: 0.3473, IoU.crt screen: 0.0311, IoU.plate: 0.5154, IoU.monitor: 0.1583, IoU.bulletin board: 0.4113, IoU.shower: 0.0219, IoU.radiator: 0.5924, IoU.glass: 0.1631, IoU.clock: 0.3116, IoU.flag: 0.4379, Acc.wall: 0.8513, Acc.building: 0.9204, Acc.sky: 0.9533, Acc.floor: 0.8643, Acc.tree: 0.8301, Acc.ceiling: 0.8705, Acc.road: 0.8787, Acc.bed : 0.9364, Acc.windowpane: 0.7390, Acc.grass: 0.8011, Acc.cabinet: 0.6753, Acc.sidewalk: 0.7120, Acc.person: 0.9051, Acc.earth: 0.4500, Acc.door: 0.4866, Acc.table: 0.6777, Acc.mountain: 0.6899, Acc.plant: 0.6079, Acc.curtain: 0.7384, Acc.chair: 0.6739, Acc.car: 0.9162, Acc.water: 0.7165, Acc.painting: 0.8068, Acc.sofa: 0.8014, Acc.shelf: 0.5154, Acc.house: 0.5967, Acc.sea: 0.7870, Acc.mirror: 0.6761, Acc.rug: 0.5730, Acc.field: 0.5534, Acc.armchair: 0.6039, Acc.seat: 0.7963, Acc.fence: 0.4762, Acc.desk: 0.6559, Acc.rock: 0.6794, Acc.wardrobe: 0.5900, Acc.lamp: 0.7170, Acc.bathtub: 0.7904, Acc.railing: 0.4605, Acc.cushion: 0.7139, Acc.base: 0.4262, Acc.box: 0.3372, Acc.column: 0.4217, Acc.signboard: 0.4611, Acc.chest of drawers: 0.5202, Acc.counter: 0.3691, Acc.sand: 0.5446, Acc.sink: 0.7729, Acc.skyscraper: 0.5692, Acc.fireplace: 0.8107, Acc.refrigerator: 0.6585, Acc.grandstand: 0.7797, Acc.path: 0.2223, Acc.stairs: 0.2637, Acc.runway: 0.8471, Acc.case: 0.6727, Acc.pool table: 0.9558, Acc.pillow: 0.6223, Acc.screen door: 0.5880, Acc.stairway: 0.5980, Acc.river: 0.2524, Acc.bridge: 0.5515, Acc.bookcase: 0.4810, Acc.blind: 0.3212, Acc.coffee table: 0.7999, Acc.toilet: 0.8614, Acc.flower: 0.5446, Acc.book: 0.6447, Acc.hill: 0.0786, Acc.bench: 0.5420, Acc.countertop: 0.6583, Acc.stove: 0.7791, Acc.palm: 0.6517, Acc.kitchen island: 0.5862, Acc.computer: 0.7795, Acc.swivel chair: 0.5982, Acc.boat: 0.7798, Acc.bar: 0.6181, Acc.arcade machine: 0.7661, Acc.hovel: 0.4783, Acc.bus: 0.8991, Acc.towel: 0.7950, Acc.light: 0.3811, Acc.truck: 0.4503, Acc.tower: 0.3128, Acc.chandelier: 0.7619, Acc.awning: 0.3416, Acc.streetlight: 0.3041, Acc.booth: 0.4518, Acc.television receiver: 0.7559, Acc.airplane: 0.6699, Acc.dirt track: 0.1604, Acc.apparel: 0.6128, Acc.pole: 0.1831, Acc.land: 0.0202, Acc.bannister: 0.1007, Acc.escalator: 0.6759, Acc.ottoman: 0.5296, Acc.bottle: 0.6223, Acc.buffet: 0.5256, Acc.poster: 0.2494, Acc.stage: 0.2684, Acc.van: 0.4025, Acc.ship: 0.3020, Acc.fountain: 0.2210, Acc.conveyer belt: 0.9283, Acc.canopy: 0.4399, Acc.washer: 0.7487, Acc.plaything: 0.3748, Acc.swimming pool: 0.7428, Acc.stool: 0.4158, Acc.barrel: 0.5538, Acc.basket: 0.4783, Acc.waterfall: 0.5053, Acc.tent: 0.9665, Acc.bag: 0.1874, Acc.minibike: 0.8601, Acc.cradle: 0.9505, Acc.oven: 0.5310, Acc.ball: 0.6542, Acc.food: 0.6232, Acc.step: 0.0941, Acc.tank: 0.7076, Acc.trade name: 0.1642, Acc.microwave: 0.7732, Acc.pot: 0.4431, Acc.animal: 0.6823, Acc.bicycle: 0.8064, Acc.lake: 0.1878, Acc.dishwasher: 0.5525, Acc.screen: 0.5762, Acc.blanket: 0.1951, Acc.sculpture: 0.7018, Acc.hood: 0.5495, Acc.sconce: 0.5500, Acc.vase: 0.5603, Acc.traffic light: 0.4322, Acc.tray: 0.1311, Acc.ashcan: 0.5385, Acc.fan: 0.6612, Acc.pier: 0.4387, Acc.crt screen: 0.0626, Acc.plate: 0.6733, Acc.monitor: 0.1793, Acc.bulletin board: 0.5407, Acc.shower: 0.0348, Acc.radiator: 0.6654, Acc.glass: 0.1800, Acc.clock: 0.3550, Acc.flag: 0.5062 2023-11-30 20:20:56,062 - mmseg - INFO - Iter [20050/80000] lr: 2.998e-05, eta: 5:33:41, time: 1.906, data_time: 1.702, memory: 14238, decode.loss_ce: 0.5711, decode.acc_seg: 79.2793, loss: 0.5711 2023-11-30 20:21:06,671 - mmseg - INFO - Iter [20100/80000] lr: 2.995e-05, eta: 5:33:06, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5785, decode.acc_seg: 78.4145, loss: 0.5785 2023-11-30 20:21:17,278 - mmseg - INFO - Iter [20150/80000] lr: 2.993e-05, eta: 5:32:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5972, decode.acc_seg: 77.9324, loss: 0.5972 2023-11-30 20:21:27,885 - mmseg - INFO - Iter [20200/80000] lr: 2.990e-05, eta: 5:31:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5852, decode.acc_seg: 78.4419, loss: 0.5852 2023-11-30 20:21:40,732 - mmseg - INFO - Iter [20250/80000] lr: 2.988e-05, eta: 5:31:29, time: 0.257, data_time: 0.052, memory: 14238, decode.loss_ce: 0.5692, decode.acc_seg: 79.1193, loss: 0.5692 2023-11-30 20:21:51,320 - mmseg - INFO - Iter [20300/80000] lr: 2.985e-05, eta: 5:30:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5719, decode.acc_seg: 79.0818, loss: 0.5719 2023-11-30 20:22:01,942 - mmseg - INFO - Iter [20350/80000] lr: 2.983e-05, eta: 5:30:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5774, decode.acc_seg: 78.1601, loss: 0.5774 2023-11-30 20:22:12,543 - mmseg - INFO - Iter [20400/80000] lr: 2.980e-05, eta: 5:29:46, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5521, decode.acc_seg: 79.0094, loss: 0.5521 2023-11-30 20:22:23,144 - mmseg - INFO - Iter [20450/80000] lr: 2.978e-05, eta: 5:29:12, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5614, decode.acc_seg: 79.3290, loss: 0.5614 2023-11-30 20:22:33,744 - mmseg - INFO - Iter [20500/80000] lr: 2.975e-05, eta: 5:28:38, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5583, decode.acc_seg: 79.6208, loss: 0.5583 2023-11-30 20:22:44,341 - mmseg - INFO - Iter [20550/80000] lr: 2.973e-05, eta: 5:28:04, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5268, decode.acc_seg: 79.8775, loss: 0.5268 2023-11-30 20:22:54,951 - mmseg - INFO - Iter [20600/80000] lr: 2.970e-05, eta: 5:27:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5829, decode.acc_seg: 78.4127, loss: 0.5829 2023-11-30 20:23:05,555 - mmseg - INFO - Iter [20650/80000] lr: 2.968e-05, eta: 5:26:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5836, decode.acc_seg: 78.9214, loss: 0.5836 2023-11-30 20:23:16,158 - mmseg - INFO - Iter [20700/80000] lr: 2.965e-05, eta: 5:26:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5734, decode.acc_seg: 78.9484, loss: 0.5734 2023-11-30 20:23:26,761 - mmseg - INFO - Iter [20750/80000] lr: 2.963e-05, eta: 5:25:50, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5797, decode.acc_seg: 78.8774, loss: 0.5797 2023-11-30 20:23:37,366 - mmseg - INFO - Iter [20800/80000] lr: 2.960e-05, eta: 5:25:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5635, decode.acc_seg: 78.9212, loss: 0.5635 2023-11-30 20:23:47,969 - mmseg - INFO - Iter [20850/80000] lr: 2.958e-05, eta: 5:24:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5876, decode.acc_seg: 78.9380, loss: 0.5876 2023-11-30 20:23:58,589 - mmseg - INFO - Iter [20900/80000] lr: 2.955e-05, eta: 5:24:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5746, decode.acc_seg: 78.1729, loss: 0.5746 2023-11-30 20:24:09,194 - mmseg - INFO - Iter [20950/80000] lr: 2.953e-05, eta: 5:23:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.6063, decode.acc_seg: 77.6439, loss: 0.6063 2023-11-30 20:24:19,774 - mmseg - INFO - Saving checkpoint at 21000 iterations 2023-11-30 20:24:52,558 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:24:52,558 - mmseg - INFO - Iter [21000/80000] lr: 2.950e-05, eta: 5:24:37, time: 0.868, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5573, decode.acc_seg: 79.1729, loss: 0.5573 2023-11-30 20:25:42,482 - mmseg - INFO - per class results: 2023-11-30 20:25:42,489 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 69.82 | 85.2 | | building | 79.75 | 91.2 | | sky | 88.66 | 95.27 | | floor | 73.36 | 87.53 | | tree | 68.85 | 83.78 | | ceiling | 76.55 | 87.32 | | road | 77.67 | 87.96 | | bed | 83.8 | 93.13 | | windowpane | 57.32 | 75.45 | | grass | 65.43 | 81.67 | | cabinet | 54.78 | 68.38 | | sidewalk | 55.28 | 72.4 | | person | 75.54 | 91.0 | | earth | 33.66 | 45.58 | | door | 39.57 | 48.53 | | table | 54.15 | 69.69 | | mountain | 54.9 | 69.42 | | plant | 50.43 | 61.27 | | curtain | 63.36 | 74.11 | | chair | 53.58 | 69.01 | | car | 78.52 | 91.54 | | water | 54.03 | 69.82 | | painting | 65.7 | 81.89 | | sofa | 66.18 | 82.05 | | shelf | 37.9 | 52.1 | | house | 46.6 | 62.75 | | sea | 61.19 | 78.29 | | mirror | 56.84 | 67.61 | | rug | 49.15 | 53.9 | | field | 33.14 | 50.59 | | armchair | 41.43 | 56.71 | | seat | 57.65 | 77.69 | | fence | 37.34 | 47.9 | | desk | 41.41 | 65.16 | | rock | 49.36 | 60.91 | | wardrobe | 43.77 | 56.94 | | lamp | 57.0 | 71.92 | | bathtub | 71.65 | 78.6 | | railing | 32.95 | 45.29 | | cushion | 56.85 | 70.06 | | base | 27.27 | 41.54 | | box | 25.95 | 33.26 | | column | 36.13 | 44.21 | | signboard | 30.99 | 47.08 | | chest of drawers | 38.02 | 55.31 | | counter | 32.08 | 40.08 | | sand | 42.76 | 54.93 | | sink | 68.61 | 75.86 | | skyscraper | 45.06 | 57.92 | | fireplace | 63.65 | 81.47 | | refrigerator | 56.67 | 65.34 | | grandstand | 52.41 | 76.78 | | path | 16.54 | 21.4 | | stairs | 26.32 | 29.42 | | runway | 64.65 | 87.42 | | case | 52.76 | 64.41 | | pool table | 83.59 | 95.32 | | pillow | 52.93 | 61.41 | | screen door | 52.42 | 57.1 | | stairway | 47.56 | 60.89 | | river | 15.17 | 25.67 | | bridge | 46.23 | 56.24 | | bookcase | 33.01 | 45.93 | | blind | 19.15 | 20.33 | | coffee table | 58.15 | 78.95 | | toilet | 77.1 | 87.02 | | flower | 37.78 | 51.67 | | book | 46.87 | 66.48 | | hill | 5.76 | 10.3 | | bench | 44.04 | 52.96 | | countertop | 51.43 | 63.79 | | stove | 69.21 | 76.91 | | palm | 44.46 | 62.44 | | kitchen island | 33.73 | 53.31 | | computer | 63.86 | 79.05 | | swivel chair | 40.94 | 54.76 | | boat | 61.45 | 79.09 | | bar | 49.72 | 59.78 | | arcade machine | 65.91 | 74.31 | | hovel | 44.91 | 52.83 | | bus | 81.53 | 90.83 | | towel | 64.99 | 79.47 | | light | 33.01 | 37.69 | | truck | 32.71 | 47.0 | | tower | 23.4 | 37.79 | | chandelier | 61.89 | 75.47 | | awning | 26.86 | 34.36 | | streetlight | 23.26 | 31.14 | | booth | 32.36 | 43.25 | | television receiver | 67.67 | 75.19 | | airplane | 53.31 | 66.0 | | dirt track | 8.48 | 15.32 | | apparel | 48.08 | 64.42 | | pole | 12.93 | 15.72 | | land | 0.96 | 1.19 | | bannister | 5.92 | 7.54 | | escalator | 52.78 | 68.93 | | ottoman | 43.47 | 51.97 | | bottle | 40.25 | 61.95 | | buffet | 41.47 | 48.96 | | poster | 19.0 | 24.17 | | stage | 14.88 | 30.35 | | van | 34.1 | 47.09 | | ship | 23.54 | 26.13 | | fountain | 20.16 | 21.02 | | conveyer belt | 62.27 | 94.02 | | canopy | 32.93 | 36.52 | | washer | 64.12 | 68.35 | | plaything | 26.88 | 40.16 | | swimming pool | 59.92 | 69.31 | | stool | 32.78 | 39.57 | | barrel | 38.1 | 60.71 | | basket | 36.17 | 47.24 | | waterfall | 45.88 | 53.77 | | tent | 77.98 | 96.82 | | bag | 15.16 | 17.71 | | minibike | 62.45 | 84.09 | | cradle | 72.29 | 95.34 | | oven | 45.43 | 52.98 | | ball | 53.84 | 67.45 | | food | 54.16 | 64.75 | | step | 7.79 | 8.66 | | tank | 56.66 | 70.68 | | trade name | 17.48 | 20.46 | | microwave | 70.33 | 78.08 | | pot | 39.93 | 44.7 | | animal | 52.12 | 57.82 | | bicycle | 55.23 | 75.81 | | lake | 18.36 | 21.95 | | dishwasher | 51.43 | 55.51 | | screen | 41.54 | 55.1 | | blanket | 19.46 | 22.7 | | sculpture | 53.49 | 70.88 | | hood | 52.0 | 57.35 | | sconce | 41.57 | 51.63 | | vase | 37.69 | 53.91 | | traffic light | 31.31 | 46.97 | | tray | 8.31 | 10.06 | | ashcan | 42.15 | 54.01 | | fan | 54.66 | 71.59 | | pier | 35.06 | 42.73 | | crt screen | 2.64 | 4.74 | | plate | 51.23 | 68.61 | | monitor | 21.92 | 25.96 | | bulletin board | 41.7 | 55.52 | | shower | 2.03 | 3.49 | | radiator | 59.57 | 66.39 | | glass | 16.04 | 17.56 | | clock | 29.6 | 32.86 | | flag | 44.26 | 52.02 | +---------------------+-------+-------+ 2023-11-30 20:25:42,489 - mmseg - INFO - Summary: 2023-11-30 20:25:42,489 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 79.57 | 45.62 | 57.01 | +-------+-------+-------+ 2023-11-30 20:25:43,756 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_20000.pth was removed 2023-11-30 20:26:17,376 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_21000.pth. 2023-11-30 20:26:17,376 - mmseg - INFO - Best aAcc is 0.7957 at 21000 iter. 2023-11-30 20:26:17,377 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:26:17,377 - mmseg - INFO - Iter(val) [250] aAcc: 0.7957, mIoU: 0.4562, mAcc: 0.5701, IoU.wall: 0.6982, IoU.building: 0.7975, IoU.sky: 0.8866, IoU.floor: 0.7336, IoU.tree: 0.6885, IoU.ceiling: 0.7655, IoU.road: 0.7767, IoU.bed : 0.8380, IoU.windowpane: 0.5732, IoU.grass: 0.6543, IoU.cabinet: 0.5478, IoU.sidewalk: 0.5528, IoU.person: 0.7554, IoU.earth: 0.3366, IoU.door: 0.3957, IoU.table: 0.5415, IoU.mountain: 0.5490, IoU.plant: 0.5043, IoU.curtain: 0.6336, IoU.chair: 0.5358, IoU.car: 0.7852, IoU.water: 0.5403, IoU.painting: 0.6570, IoU.sofa: 0.6618, IoU.shelf: 0.3790, IoU.house: 0.4660, IoU.sea: 0.6119, IoU.mirror: 0.5684, IoU.rug: 0.4915, IoU.field: 0.3314, IoU.armchair: 0.4143, IoU.seat: 0.5765, IoU.fence: 0.3734, IoU.desk: 0.4141, IoU.rock: 0.4936, IoU.wardrobe: 0.4377, IoU.lamp: 0.5700, IoU.bathtub: 0.7165, IoU.railing: 0.3295, IoU.cushion: 0.5685, IoU.base: 0.2727, IoU.box: 0.2595, IoU.column: 0.3613, IoU.signboard: 0.3099, IoU.chest of drawers: 0.3802, IoU.counter: 0.3208, IoU.sand: 0.4276, IoU.sink: 0.6861, IoU.skyscraper: 0.4506, IoU.fireplace: 0.6365, IoU.refrigerator: 0.5667, IoU.grandstand: 0.5241, IoU.path: 0.1654, IoU.stairs: 0.2632, IoU.runway: 0.6465, IoU.case: 0.5276, IoU.pool table: 0.8359, IoU.pillow: 0.5293, IoU.screen door: 0.5242, IoU.stairway: 0.4756, IoU.river: 0.1517, IoU.bridge: 0.4623, IoU.bookcase: 0.3301, IoU.blind: 0.1915, IoU.coffee table: 0.5815, IoU.toilet: 0.7710, IoU.flower: 0.3778, IoU.book: 0.4687, IoU.hill: 0.0576, IoU.bench: 0.4404, IoU.countertop: 0.5143, IoU.stove: 0.6921, IoU.palm: 0.4446, IoU.kitchen island: 0.3373, IoU.computer: 0.6386, IoU.swivel chair: 0.4094, IoU.boat: 0.6145, IoU.bar: 0.4972, IoU.arcade machine: 0.6591, IoU.hovel: 0.4491, IoU.bus: 0.8153, IoU.towel: 0.6499, IoU.light: 0.3301, IoU.truck: 0.3271, IoU.tower: 0.2340, IoU.chandelier: 0.6189, IoU.awning: 0.2686, IoU.streetlight: 0.2326, IoU.booth: 0.3236, IoU.television receiver: 0.6767, IoU.airplane: 0.5331, IoU.dirt track: 0.0848, IoU.apparel: 0.4808, IoU.pole: 0.1293, IoU.land: 0.0096, IoU.bannister: 0.0592, IoU.escalator: 0.5278, IoU.ottoman: 0.4347, IoU.bottle: 0.4025, IoU.buffet: 0.4147, IoU.poster: 0.1900, IoU.stage: 0.1488, IoU.van: 0.3410, IoU.ship: 0.2354, IoU.fountain: 0.2016, IoU.conveyer belt: 0.6227, IoU.canopy: 0.3293, IoU.washer: 0.6412, IoU.plaything: 0.2688, IoU.swimming pool: 0.5992, IoU.stool: 0.3278, IoU.barrel: 0.3810, IoU.basket: 0.3617, IoU.waterfall: 0.4588, IoU.tent: 0.7798, IoU.bag: 0.1516, IoU.minibike: 0.6245, IoU.cradle: 0.7229, IoU.oven: 0.4543, IoU.ball: 0.5384, IoU.food: 0.5416, IoU.step: 0.0779, IoU.tank: 0.5666, IoU.trade name: 0.1748, IoU.microwave: 0.7033, IoU.pot: 0.3993, IoU.animal: 0.5212, IoU.bicycle: 0.5523, IoU.lake: 0.1836, IoU.dishwasher: 0.5143, IoU.screen: 0.4154, IoU.blanket: 0.1946, IoU.sculpture: 0.5349, IoU.hood: 0.5200, IoU.sconce: 0.4157, IoU.vase: 0.3769, IoU.traffic light: 0.3131, IoU.tray: 0.0831, IoU.ashcan: 0.4215, IoU.fan: 0.5466, IoU.pier: 0.3506, IoU.crt screen: 0.0264, IoU.plate: 0.5123, IoU.monitor: 0.2192, IoU.bulletin board: 0.4170, IoU.shower: 0.0203, IoU.radiator: 0.5957, IoU.glass: 0.1604, IoU.clock: 0.2960, IoU.flag: 0.4426, Acc.wall: 0.8520, Acc.building: 0.9120, Acc.sky: 0.9527, Acc.floor: 0.8753, Acc.tree: 0.8378, Acc.ceiling: 0.8732, Acc.road: 0.8796, Acc.bed : 0.9313, Acc.windowpane: 0.7545, Acc.grass: 0.8167, Acc.cabinet: 0.6838, Acc.sidewalk: 0.7240, Acc.person: 0.9100, Acc.earth: 0.4558, Acc.door: 0.4853, Acc.table: 0.6969, Acc.mountain: 0.6942, Acc.plant: 0.6127, Acc.curtain: 0.7411, Acc.chair: 0.6901, Acc.car: 0.9154, Acc.water: 0.6982, Acc.painting: 0.8189, Acc.sofa: 0.8205, Acc.shelf: 0.5210, Acc.house: 0.6275, Acc.sea: 0.7829, Acc.mirror: 0.6761, Acc.rug: 0.5390, Acc.field: 0.5059, Acc.armchair: 0.5671, Acc.seat: 0.7769, Acc.fence: 0.4790, Acc.desk: 0.6516, Acc.rock: 0.6091, Acc.wardrobe: 0.5694, Acc.lamp: 0.7192, Acc.bathtub: 0.7860, Acc.railing: 0.4529, Acc.cushion: 0.7006, Acc.base: 0.4154, Acc.box: 0.3326, Acc.column: 0.4421, Acc.signboard: 0.4708, Acc.chest of drawers: 0.5531, Acc.counter: 0.4008, Acc.sand: 0.5493, Acc.sink: 0.7586, Acc.skyscraper: 0.5792, Acc.fireplace: 0.8147, Acc.refrigerator: 0.6534, Acc.grandstand: 0.7678, Acc.path: 0.2140, Acc.stairs: 0.2942, Acc.runway: 0.8742, Acc.case: 0.6441, Acc.pool table: 0.9532, Acc.pillow: 0.6141, Acc.screen door: 0.5710, Acc.stairway: 0.6089, Acc.river: 0.2567, Acc.bridge: 0.5624, Acc.bookcase: 0.4593, Acc.blind: 0.2033, Acc.coffee table: 0.7895, Acc.toilet: 0.8702, Acc.flower: 0.5167, Acc.book: 0.6648, Acc.hill: 0.1030, Acc.bench: 0.5296, Acc.countertop: 0.6379, Acc.stove: 0.7691, Acc.palm: 0.6244, Acc.kitchen island: 0.5331, Acc.computer: 0.7905, Acc.swivel chair: 0.5476, Acc.boat: 0.7909, Acc.bar: 0.5978, Acc.arcade machine: 0.7431, Acc.hovel: 0.5283, Acc.bus: 0.9083, Acc.towel: 0.7947, Acc.light: 0.3769, Acc.truck: 0.4700, Acc.tower: 0.3779, Acc.chandelier: 0.7547, Acc.awning: 0.3436, Acc.streetlight: 0.3114, Acc.booth: 0.4325, Acc.television receiver: 0.7519, Acc.airplane: 0.6600, Acc.dirt track: 0.1532, Acc.apparel: 0.6442, Acc.pole: 0.1572, Acc.land: 0.0119, Acc.bannister: 0.0754, Acc.escalator: 0.6893, Acc.ottoman: 0.5197, Acc.bottle: 0.6195, Acc.buffet: 0.4896, Acc.poster: 0.2417, Acc.stage: 0.3035, Acc.van: 0.4709, Acc.ship: 0.2613, Acc.fountain: 0.2102, Acc.conveyer belt: 0.9402, Acc.canopy: 0.3652, Acc.washer: 0.6835, Acc.plaything: 0.4016, Acc.swimming pool: 0.6931, Acc.stool: 0.3957, Acc.barrel: 0.6071, Acc.basket: 0.4724, Acc.waterfall: 0.5377, Acc.tent: 0.9682, Acc.bag: 0.1771, Acc.minibike: 0.8409, Acc.cradle: 0.9534, Acc.oven: 0.5298, Acc.ball: 0.6745, Acc.food: 0.6475, Acc.step: 0.0866, Acc.tank: 0.7068, Acc.trade name: 0.2046, Acc.microwave: 0.7808, Acc.pot: 0.4470, Acc.animal: 0.5782, Acc.bicycle: 0.7581, Acc.lake: 0.2195, Acc.dishwasher: 0.5551, Acc.screen: 0.5510, Acc.blanket: 0.2270, Acc.sculpture: 0.7088, Acc.hood: 0.5735, Acc.sconce: 0.5163, Acc.vase: 0.5391, Acc.traffic light: 0.4697, Acc.tray: 0.1006, Acc.ashcan: 0.5401, Acc.fan: 0.7159, Acc.pier: 0.4273, Acc.crt screen: 0.0474, Acc.plate: 0.6861, Acc.monitor: 0.2596, Acc.bulletin board: 0.5552, Acc.shower: 0.0349, Acc.radiator: 0.6639, Acc.glass: 0.1756, Acc.clock: 0.3286, Acc.flag: 0.5202 2023-11-30 20:26:28,438 - mmseg - INFO - Iter [21050/80000] lr: 2.948e-05, eta: 5:28:02, time: 1.917, data_time: 1.712, memory: 14238, decode.loss_ce: 0.5623, decode.acc_seg: 78.9023, loss: 0.5623 2023-11-30 20:26:39,035 - mmseg - INFO - Iter [21100/80000] lr: 2.945e-05, eta: 5:27:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5620, decode.acc_seg: 78.8606, loss: 0.5620 2023-11-30 20:26:49,639 - mmseg - INFO - Iter [21150/80000] lr: 2.943e-05, eta: 5:26:55, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5949, decode.acc_seg: 78.2933, loss: 0.5949 2023-11-30 20:27:00,240 - mmseg - INFO - Iter [21200/80000] lr: 2.940e-05, eta: 5:26:22, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5598, decode.acc_seg: 79.1240, loss: 0.5598 2023-11-30 20:27:10,835 - mmseg - INFO - Iter [21250/80000] lr: 2.938e-05, eta: 5:25:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5519, decode.acc_seg: 79.2381, loss: 0.5519 2023-11-30 20:27:21,437 - mmseg - INFO - Iter [21300/80000] lr: 2.935e-05, eta: 5:25:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5835, decode.acc_seg: 78.6059, loss: 0.5835 2023-11-30 20:27:32,035 - mmseg - INFO - Iter [21350/80000] lr: 2.933e-05, eta: 5:24:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5740, decode.acc_seg: 79.3972, loss: 0.5740 2023-11-30 20:27:42,637 - mmseg - INFO - Iter [21400/80000] lr: 2.930e-05, eta: 5:24:09, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5656, decode.acc_seg: 78.3916, loss: 0.5656 2023-11-30 20:27:53,242 - mmseg - INFO - Iter [21450/80000] lr: 2.928e-05, eta: 5:23:36, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5729, decode.acc_seg: 79.0673, loss: 0.5729 2023-11-30 20:28:06,178 - mmseg - INFO - Iter [21500/80000] lr: 2.925e-05, eta: 5:23:09, time: 0.259, data_time: 0.050, memory: 14238, decode.loss_ce: 0.5571, decode.acc_seg: 79.6146, loss: 0.5571 2023-11-30 20:28:16,778 - mmseg - INFO - Iter [21550/80000] lr: 2.923e-05, eta: 5:22:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5616, decode.acc_seg: 79.3563, loss: 0.5616 2023-11-30 20:28:27,385 - mmseg - INFO - Iter [21600/80000] lr: 2.920e-05, eta: 5:22:04, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5690, decode.acc_seg: 78.6940, loss: 0.5690 2023-11-30 20:28:37,985 - mmseg - INFO - Iter [21650/80000] lr: 2.918e-05, eta: 5:21:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5644, decode.acc_seg: 79.0569, loss: 0.5644 2023-11-30 20:28:48,613 - mmseg - INFO - Iter [21700/80000] lr: 2.915e-05, eta: 5:20:59, time: 0.213, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5710, decode.acc_seg: 78.9415, loss: 0.5710 2023-11-30 20:28:59,215 - mmseg - INFO - Iter [21750/80000] lr: 2.913e-05, eta: 5:20:27, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5600, decode.acc_seg: 79.7490, loss: 0.5600 2023-11-30 20:29:09,820 - mmseg - INFO - Iter [21800/80000] lr: 2.910e-05, eta: 5:19:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5679, decode.acc_seg: 78.9349, loss: 0.5679 2023-11-30 20:29:20,421 - mmseg - INFO - Iter [21850/80000] lr: 2.908e-05, eta: 5:19:22, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5806, decode.acc_seg: 79.0387, loss: 0.5806 2023-11-30 20:29:31,029 - mmseg - INFO - Iter [21900/80000] lr: 2.905e-05, eta: 5:18:50, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5664, decode.acc_seg: 79.2446, loss: 0.5664 2023-11-30 20:29:41,634 - mmseg - INFO - Iter [21950/80000] lr: 2.903e-05, eta: 5:18:18, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5783, decode.acc_seg: 78.4929, loss: 0.5783 2023-11-30 20:29:52,235 - mmseg - INFO - Saving checkpoint at 22000 iterations 2023-11-30 20:30:26,157 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:30:26,157 - mmseg - INFO - Iter [22000/80000] lr: 2.900e-05, eta: 5:19:16, time: 0.891, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5642, decode.acc_seg: 79.3816, loss: 0.5642 2023-11-30 20:31:16,760 - mmseg - INFO - per class results: 2023-11-30 20:31:16,767 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 69.7 | 85.62 | | building | 79.47 | 91.62 | | sky | 88.84 | 94.94 | | floor | 73.7 | 86.71 | | tree | 69.0 | 83.65 | | ceiling | 76.48 | 86.65 | | road | 77.68 | 88.38 | | bed | 83.49 | 93.74 | | windowpane | 57.56 | 75.18 | | grass | 64.8 | 80.34 | | cabinet | 54.6 | 65.96 | | sidewalk | 55.2 | 69.38 | | person | 75.52 | 91.31 | | earth | 32.89 | 44.18 | | door | 39.31 | 47.98 | | table | 54.45 | 69.67 | | mountain | 54.58 | 69.34 | | plant | 49.9 | 60.37 | | curtain | 63.96 | 74.92 | | chair | 53.38 | 68.52 | | car | 78.48 | 92.27 | | water | 53.99 | 70.86 | | painting | 66.14 | 81.74 | | sofa | 65.64 | 79.54 | | shelf | 36.45 | 48.89 | | house | 45.57 | 61.32 | | sea | 61.0 | 77.08 | | mirror | 57.23 | 69.04 | | rug | 49.27 | 53.99 | | field | 32.84 | 54.06 | | armchair | 41.5 | 60.84 | | seat | 57.47 | 77.1 | | fence | 37.41 | 47.68 | | desk | 41.62 | 65.54 | | rock | 51.02 | 67.66 | | wardrobe | 44.1 | 58.25 | | lamp | 57.07 | 70.19 | | bathtub | 72.34 | 80.3 | | railing | 32.9 | 45.28 | | cushion | 56.08 | 68.05 | | base | 27.11 | 43.41 | | box | 25.51 | 32.05 | | column | 35.53 | 43.04 | | signboard | 31.06 | 46.61 | | chest of drawers | 38.59 | 55.8 | | counter | 29.06 | 34.55 | | sand | 44.6 | 57.45 | | sink | 69.17 | 78.06 | | skyscraper | 44.98 | 61.74 | | fireplace | 63.47 | 79.77 | | refrigerator | 57.33 | 67.1 | | grandstand | 51.42 | 78.82 | | path | 17.28 | 22.56 | | stairs | 26.62 | 30.17 | | runway | 64.58 | 86.52 | | case | 53.2 | 67.79 | | pool table | 84.27 | 95.36 | | pillow | 52.76 | 62.31 | | screen door | 50.74 | 54.46 | | stairway | 45.12 | 55.99 | | river | 15.19 | 27.98 | | bridge | 47.83 | 58.33 | | bookcase | 33.6 | 50.0 | | blind | 21.63 | 23.21 | | coffee table | 58.78 | 77.4 | | toilet | 76.95 | 87.29 | | flower | 37.09 | 53.36 | | book | 46.76 | 65.75 | | hill | 5.77 | 9.31 | | bench | 45.84 | 57.74 | | countertop | 52.08 | 66.26 | | stove | 69.31 | 78.19 | | palm | 44.84 | 63.62 | | kitchen island | 36.75 | 59.53 | | computer | 63.47 | 79.43 | | swivel chair | 41.11 | 55.75 | | boat | 60.03 | 77.08 | | bar | 49.8 | 62.22 | | arcade machine | 64.82 | 72.72 | | hovel | 39.47 | 44.59 | | bus | 81.92 | 90.94 | | towel | 64.54 | 81.25 | | light | 33.89 | 38.78 | | truck | 32.48 | 48.07 | | tower | 23.19 | 37.67 | | chandelier | 62.96 | 77.84 | | awning | 25.36 | 32.32 | | streetlight | 23.55 | 30.26 | | booth | 33.44 | 44.18 | | television receiver | 67.84 | 76.42 | | airplane | 53.99 | 65.91 | | dirt track | 7.19 | 11.22 | | apparel | 47.35 | 60.78 | | pole | 15.63 | 20.15 | | land | 0.93 | 1.23 | | bannister | 7.23 | 9.64 | | escalator | 52.9 | 67.8 | | ottoman | 43.55 | 54.18 | | bottle | 40.8 | 63.22 | | buffet | 43.21 | 51.89 | | poster | 20.31 | 26.74 | | stage | 16.21 | 34.85 | | van | 34.08 | 45.88 | | ship | 21.66 | 24.16 | | fountain | 22.6 | 23.86 | | conveyer belt | 59.79 | 94.71 | | canopy | 39.31 | 45.71 | | washer | 66.49 | 71.33 | | plaything | 28.08 | 41.55 | | swimming pool | 60.65 | 75.29 | | stool | 32.86 | 40.14 | | barrel | 39.85 | 55.1 | | basket | 35.92 | 46.17 | | waterfall | 44.0 | 50.22 | | tent | 75.87 | 97.17 | | bag | 17.06 | 20.6 | | minibike | 61.43 | 86.46 | | cradle | 69.99 | 95.27 | | oven | 47.23 | 55.82 | | ball | 52.48 | 63.91 | | food | 56.5 | 69.6 | | step | 7.68 | 8.48 | | tank | 56.86 | 71.61 | | trade name | 15.88 | 18.16 | | microwave | 69.21 | 75.66 | | pot | 40.19 | 45.03 | | animal | 56.25 | 64.84 | | bicycle | 55.96 | 80.5 | | lake | 14.21 | 16.28 | | dishwasher | 51.16 | 54.81 | | screen | 41.74 | 57.78 | | blanket | 17.48 | 20.12 | | sculpture | 55.3 | 68.68 | | hood | 52.57 | 57.58 | | sconce | 42.52 | 53.59 | | vase | 37.8 | 53.1 | | traffic light | 30.8 | 39.57 | | tray | 9.09 | 10.75 | | ashcan | 41.99 | 52.81 | | fan | 55.06 | 74.57 | | pier | 34.78 | 43.93 | | crt screen | 2.3 | 4.45 | | plate | 51.67 | 66.08 | | monitor | 15.43 | 17.41 | | bulletin board | 42.01 | 55.57 | | shower | 1.42 | 2.37 | | radiator | 59.78 | 69.16 | | glass | 16.33 | 17.93 | | clock | 33.79 | 39.74 | | flag | 45.01 | 52.45 | +---------------------+-------+-------+ 2023-11-30 20:31:16,767 - mmseg - INFO - Summary: 2023-11-30 20:31:16,767 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 79.53 | 45.7 | 57.35 | +-------+------+-------+ 2023-11-30 20:31:16,768 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:31:16,768 - mmseg - INFO - Iter(val) [250] aAcc: 0.7953, mIoU: 0.4570, mAcc: 0.5735, IoU.wall: 0.6970, IoU.building: 0.7947, IoU.sky: 0.8884, IoU.floor: 0.7370, IoU.tree: 0.6900, IoU.ceiling: 0.7648, IoU.road: 0.7768, IoU.bed : 0.8349, IoU.windowpane: 0.5756, IoU.grass: 0.6480, IoU.cabinet: 0.5460, IoU.sidewalk: 0.5520, IoU.person: 0.7552, IoU.earth: 0.3289, IoU.door: 0.3931, IoU.table: 0.5445, IoU.mountain: 0.5458, IoU.plant: 0.4990, IoU.curtain: 0.6396, IoU.chair: 0.5338, IoU.car: 0.7848, IoU.water: 0.5399, IoU.painting: 0.6614, IoU.sofa: 0.6564, IoU.shelf: 0.3645, IoU.house: 0.4557, IoU.sea: 0.6100, IoU.mirror: 0.5723, IoU.rug: 0.4927, IoU.field: 0.3284, IoU.armchair: 0.4150, IoU.seat: 0.5747, IoU.fence: 0.3741, IoU.desk: 0.4162, IoU.rock: 0.5102, IoU.wardrobe: 0.4410, IoU.lamp: 0.5707, IoU.bathtub: 0.7234, IoU.railing: 0.3290, IoU.cushion: 0.5608, IoU.base: 0.2711, IoU.box: 0.2551, IoU.column: 0.3553, IoU.signboard: 0.3106, IoU.chest of drawers: 0.3859, IoU.counter: 0.2906, IoU.sand: 0.4460, IoU.sink: 0.6917, IoU.skyscraper: 0.4498, IoU.fireplace: 0.6347, IoU.refrigerator: 0.5733, IoU.grandstand: 0.5142, IoU.path: 0.1728, IoU.stairs: 0.2662, IoU.runway: 0.6458, IoU.case: 0.5320, IoU.pool table: 0.8427, IoU.pillow: 0.5276, IoU.screen door: 0.5074, IoU.stairway: 0.4512, IoU.river: 0.1519, IoU.bridge: 0.4783, IoU.bookcase: 0.3360, IoU.blind: 0.2163, IoU.coffee table: 0.5878, IoU.toilet: 0.7695, IoU.flower: 0.3709, IoU.book: 0.4676, IoU.hill: 0.0577, IoU.bench: 0.4584, IoU.countertop: 0.5208, IoU.stove: 0.6931, IoU.palm: 0.4484, IoU.kitchen island: 0.3675, IoU.computer: 0.6347, IoU.swivel chair: 0.4111, IoU.boat: 0.6003, IoU.bar: 0.4980, IoU.arcade machine: 0.6482, IoU.hovel: 0.3947, IoU.bus: 0.8192, IoU.towel: 0.6454, IoU.light: 0.3389, IoU.truck: 0.3248, IoU.tower: 0.2319, IoU.chandelier: 0.6296, IoU.awning: 0.2536, IoU.streetlight: 0.2355, IoU.booth: 0.3344, IoU.television receiver: 0.6784, IoU.airplane: 0.5399, IoU.dirt track: 0.0719, IoU.apparel: 0.4735, IoU.pole: 0.1563, IoU.land: 0.0093, IoU.bannister: 0.0723, IoU.escalator: 0.5290, IoU.ottoman: 0.4355, IoU.bottle: 0.4080, IoU.buffet: 0.4321, IoU.poster: 0.2031, IoU.stage: 0.1621, IoU.van: 0.3408, IoU.ship: 0.2166, IoU.fountain: 0.2260, IoU.conveyer belt: 0.5979, IoU.canopy: 0.3931, IoU.washer: 0.6649, IoU.plaything: 0.2808, IoU.swimming pool: 0.6065, IoU.stool: 0.3286, IoU.barrel: 0.3985, IoU.basket: 0.3592, IoU.waterfall: 0.4400, IoU.tent: 0.7587, IoU.bag: 0.1706, IoU.minibike: 0.6143, IoU.cradle: 0.6999, IoU.oven: 0.4723, IoU.ball: 0.5248, IoU.food: 0.5650, IoU.step: 0.0768, IoU.tank: 0.5686, IoU.trade name: 0.1588, IoU.microwave: 0.6921, IoU.pot: 0.4019, IoU.animal: 0.5625, IoU.bicycle: 0.5596, IoU.lake: 0.1421, IoU.dishwasher: 0.5116, IoU.screen: 0.4174, IoU.blanket: 0.1748, IoU.sculpture: 0.5530, IoU.hood: 0.5257, IoU.sconce: 0.4252, IoU.vase: 0.3780, IoU.traffic light: 0.3080, IoU.tray: 0.0909, IoU.ashcan: 0.4199, IoU.fan: 0.5506, IoU.pier: 0.3478, IoU.crt screen: 0.0230, IoU.plate: 0.5167, IoU.monitor: 0.1543, IoU.bulletin board: 0.4201, IoU.shower: 0.0142, IoU.radiator: 0.5978, IoU.glass: 0.1633, IoU.clock: 0.3379, IoU.flag: 0.4501, Acc.wall: 0.8562, Acc.building: 0.9162, Acc.sky: 0.9494, Acc.floor: 0.8671, Acc.tree: 0.8365, Acc.ceiling: 0.8665, Acc.road: 0.8838, Acc.bed : 0.9374, Acc.windowpane: 0.7518, Acc.grass: 0.8034, Acc.cabinet: 0.6596, Acc.sidewalk: 0.6938, Acc.person: 0.9131, Acc.earth: 0.4418, Acc.door: 0.4798, Acc.table: 0.6967, Acc.mountain: 0.6934, Acc.plant: 0.6037, Acc.curtain: 0.7492, Acc.chair: 0.6852, Acc.car: 0.9227, Acc.water: 0.7086, Acc.painting: 0.8174, Acc.sofa: 0.7954, Acc.shelf: 0.4889, Acc.house: 0.6132, Acc.sea: 0.7708, Acc.mirror: 0.6904, Acc.rug: 0.5399, Acc.field: 0.5406, Acc.armchair: 0.6084, Acc.seat: 0.7710, Acc.fence: 0.4768, Acc.desk: 0.6554, Acc.rock: 0.6766, Acc.wardrobe: 0.5825, Acc.lamp: 0.7019, Acc.bathtub: 0.8030, Acc.railing: 0.4528, Acc.cushion: 0.6805, Acc.base: 0.4341, Acc.box: 0.3205, Acc.column: 0.4304, Acc.signboard: 0.4661, Acc.chest of drawers: 0.5580, Acc.counter: 0.3455, Acc.sand: 0.5745, Acc.sink: 0.7806, Acc.skyscraper: 0.6174, Acc.fireplace: 0.7977, Acc.refrigerator: 0.6710, Acc.grandstand: 0.7882, Acc.path: 0.2256, Acc.stairs: 0.3017, Acc.runway: 0.8652, Acc.case: 0.6779, Acc.pool table: 0.9536, Acc.pillow: 0.6231, Acc.screen door: 0.5446, Acc.stairway: 0.5599, Acc.river: 0.2798, Acc.bridge: 0.5833, Acc.bookcase: 0.5000, Acc.blind: 0.2321, Acc.coffee table: 0.7740, Acc.toilet: 0.8729, Acc.flower: 0.5336, Acc.book: 0.6575, Acc.hill: 0.0931, Acc.bench: 0.5774, Acc.countertop: 0.6626, Acc.stove: 0.7819, Acc.palm: 0.6362, Acc.kitchen island: 0.5953, Acc.computer: 0.7943, Acc.swivel chair: 0.5575, Acc.boat: 0.7708, Acc.bar: 0.6222, Acc.arcade machine: 0.7272, Acc.hovel: 0.4459, Acc.bus: 0.9094, Acc.towel: 0.8125, Acc.light: 0.3878, Acc.truck: 0.4807, Acc.tower: 0.3767, Acc.chandelier: 0.7784, Acc.awning: 0.3232, Acc.streetlight: 0.3026, Acc.booth: 0.4418, Acc.television receiver: 0.7642, Acc.airplane: 0.6591, Acc.dirt track: 0.1122, Acc.apparel: 0.6078, Acc.pole: 0.2015, Acc.land: 0.0123, Acc.bannister: 0.0964, Acc.escalator: 0.6780, Acc.ottoman: 0.5418, Acc.bottle: 0.6322, Acc.buffet: 0.5189, Acc.poster: 0.2674, Acc.stage: 0.3485, Acc.van: 0.4588, Acc.ship: 0.2416, Acc.fountain: 0.2386, Acc.conveyer belt: 0.9471, Acc.canopy: 0.4571, Acc.washer: 0.7133, Acc.plaything: 0.4155, Acc.swimming pool: 0.7529, Acc.stool: 0.4014, Acc.barrel: 0.5510, Acc.basket: 0.4617, Acc.waterfall: 0.5022, Acc.tent: 0.9717, Acc.bag: 0.2060, Acc.minibike: 0.8646, Acc.cradle: 0.9527, Acc.oven: 0.5582, Acc.ball: 0.6391, Acc.food: 0.6960, Acc.step: 0.0848, Acc.tank: 0.7161, Acc.trade name: 0.1816, Acc.microwave: 0.7566, Acc.pot: 0.4503, Acc.animal: 0.6484, Acc.bicycle: 0.8050, Acc.lake: 0.1628, Acc.dishwasher: 0.5481, Acc.screen: 0.5778, Acc.blanket: 0.2012, Acc.sculpture: 0.6868, Acc.hood: 0.5758, Acc.sconce: 0.5359, Acc.vase: 0.5310, Acc.traffic light: 0.3957, Acc.tray: 0.1075, Acc.ashcan: 0.5281, Acc.fan: 0.7457, Acc.pier: 0.4393, Acc.crt screen: 0.0445, Acc.plate: 0.6608, Acc.monitor: 0.1741, Acc.bulletin board: 0.5557, Acc.shower: 0.0237, Acc.radiator: 0.6916, Acc.glass: 0.1793, Acc.clock: 0.3974, Acc.flag: 0.5245 2023-11-30 20:31:27,852 - mmseg - INFO - Iter [22050/80000] lr: 2.898e-05, eta: 5:20:58, time: 1.234, data_time: 1.029, memory: 14238, decode.loss_ce: 0.5494, decode.acc_seg: 79.7214, loss: 0.5494 2023-11-30 20:31:38,451 - mmseg - INFO - Iter [22100/80000] lr: 2.895e-05, eta: 5:20:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5547, decode.acc_seg: 79.2636, loss: 0.5547 2023-11-30 20:31:49,050 - mmseg - INFO - Iter [22150/80000] lr: 2.893e-05, eta: 5:19:53, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5793, decode.acc_seg: 79.0651, loss: 0.5793 2023-11-30 20:31:59,668 - mmseg - INFO - Iter [22200/80000] lr: 2.890e-05, eta: 5:19:21, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5639, decode.acc_seg: 79.1708, loss: 0.5639 2023-11-30 20:32:10,273 - mmseg - INFO - Iter [22250/80000] lr: 2.888e-05, eta: 5:18:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5608, decode.acc_seg: 79.2618, loss: 0.5608 2023-11-30 20:32:20,873 - mmseg - INFO - Iter [22300/80000] lr: 2.885e-05, eta: 5:18:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5627, decode.acc_seg: 79.2053, loss: 0.5627 2023-11-30 20:32:31,478 - mmseg - INFO - Iter [22350/80000] lr: 2.883e-05, eta: 5:17:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5635, decode.acc_seg: 78.9312, loss: 0.5635 2023-11-30 20:32:42,080 - mmseg - INFO - Iter [22400/80000] lr: 2.880e-05, eta: 5:17:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5798, decode.acc_seg: 78.4721, loss: 0.5798 2023-11-30 20:32:52,685 - mmseg - INFO - Iter [22450/80000] lr: 2.878e-05, eta: 5:16:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5680, decode.acc_seg: 79.1227, loss: 0.5680 2023-11-30 20:33:03,292 - mmseg - INFO - Iter [22500/80000] lr: 2.875e-05, eta: 5:16:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5439, decode.acc_seg: 79.7209, loss: 0.5439 2023-11-30 20:33:13,894 - mmseg - INFO - Iter [22550/80000] lr: 2.873e-05, eta: 5:15:39, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5685, decode.acc_seg: 78.0531, loss: 0.5685 2023-11-30 20:33:24,494 - mmseg - INFO - Iter [22600/80000] lr: 2.870e-05, eta: 5:15:07, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5563, decode.acc_seg: 79.9864, loss: 0.5563 2023-11-30 20:33:35,099 - mmseg - INFO - Iter [22650/80000] lr: 2.868e-05, eta: 5:14:36, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5596, decode.acc_seg: 79.3482, loss: 0.5596 2023-11-30 20:33:45,700 - mmseg - INFO - Iter [22700/80000] lr: 2.865e-05, eta: 5:14:05, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5487, decode.acc_seg: 79.7544, loss: 0.5487 2023-11-30 20:33:58,594 - mmseg - INFO - Iter [22750/80000] lr: 2.863e-05, eta: 5:13:39, time: 0.258, data_time: 0.052, memory: 14238, decode.loss_ce: 0.5800, decode.acc_seg: 78.5300, loss: 0.5800 2023-11-30 20:34:09,185 - mmseg - INFO - Iter [22800/80000] lr: 2.860e-05, eta: 5:13:08, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5508, decode.acc_seg: 79.5216, loss: 0.5508 2023-11-30 20:34:19,787 - mmseg - INFO - Iter [22850/80000] lr: 2.858e-05, eta: 5:12:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5744, decode.acc_seg: 79.1956, loss: 0.5744 2023-11-30 20:34:30,391 - mmseg - INFO - Iter [22900/80000] lr: 2.855e-05, eta: 5:12:06, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5520, decode.acc_seg: 79.4314, loss: 0.5520 2023-11-30 20:34:40,993 - mmseg - INFO - Iter [22950/80000] lr: 2.853e-05, eta: 5:11:35, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5491, decode.acc_seg: 79.6521, loss: 0.5491 2023-11-30 20:34:51,571 - mmseg - INFO - Saving checkpoint at 23000 iterations 2023-11-30 20:35:25,496 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:35:25,496 - mmseg - INFO - Iter [23000/80000] lr: 2.850e-05, eta: 5:12:29, time: 0.890, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5665, decode.acc_seg: 79.3799, loss: 0.5665 2023-11-30 20:36:15,404 - mmseg - INFO - per class results: 2023-11-30 20:36:15,411 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.08 | 85.04 | | building | 79.69 | 91.95 | | sky | 89.13 | 94.97 | | floor | 73.18 | 87.83 | | tree | 68.91 | 83.28 | | ceiling | 76.61 | 86.84 | | road | 77.61 | 87.88 | | bed | 83.43 | 93.77 | | windowpane | 57.64 | 75.34 | | grass | 65.31 | 77.89 | | cabinet | 54.76 | 67.88 | | sidewalk | 55.66 | 71.21 | | person | 75.24 | 91.27 | | earth | 35.39 | 50.58 | | door | 39.98 | 48.95 | | table | 54.05 | 68.61 | | mountain | 55.95 | 70.57 | | plant | 50.86 | 62.42 | | curtain | 63.43 | 73.29 | | chair | 53.0 | 67.82 | | car | 78.16 | 92.64 | | water | 53.39 | 69.96 | | painting | 65.84 | 81.96 | | sofa | 65.78 | 80.55 | | shelf | 38.72 | 55.98 | | house | 43.76 | 54.86 | | sea | 60.18 | 78.24 | | mirror | 56.96 | 66.63 | | rug | 48.12 | 52.21 | | field | 33.0 | 50.8 | | armchair | 41.71 | 59.18 | | seat | 56.41 | 79.21 | | fence | 37.48 | 48.54 | | desk | 41.13 | 69.19 | | rock | 50.62 | 63.74 | | wardrobe | 44.68 | 60.0 | | lamp | 57.22 | 71.59 | | bathtub | 72.15 | 80.68 | | railing | 31.68 | 42.17 | | cushion | 56.75 | 70.86 | | base | 26.79 | 40.37 | | box | 25.31 | 32.71 | | column | 36.62 | 45.45 | | signboard | 31.04 | 45.89 | | chest of drawers | 38.48 | 56.28 | | counter | 30.41 | 36.9 | | sand | 43.23 | 56.48 | | sink | 69.13 | 78.81 | | skyscraper | 45.27 | 59.71 | | fireplace | 63.98 | 80.69 | | refrigerator | 55.99 | 63.6 | | grandstand | 52.53 | 75.7 | | path | 17.47 | 22.89 | | stairs | 27.8 | 31.93 | | runway | 64.57 | 85.39 | | case | 53.08 | 65.55 | | pool table | 84.43 | 94.77 | | pillow | 51.86 | 59.96 | | screen door | 52.39 | 57.95 | | stairway | 47.58 | 63.41 | | river | 15.37 | 25.9 | | bridge | 46.54 | 57.13 | | bookcase | 34.16 | 49.16 | | blind | 24.74 | 27.32 | | coffee table | 59.33 | 77.22 | | toilet | 77.09 | 87.52 | | flower | 38.51 | 51.42 | | book | 46.65 | 64.04 | | hill | 5.79 | 8.22 | | bench | 44.57 | 53.45 | | countertop | 51.67 | 63.68 | | stove | 68.33 | 75.08 | | palm | 45.94 | 65.26 | | kitchen island | 36.62 | 59.63 | | computer | 64.04 | 79.88 | | swivel chair | 41.19 | 58.83 | | boat | 61.58 | 78.38 | | bar | 49.9 | 60.81 | | arcade machine | 66.48 | 74.92 | | hovel | 46.62 | 55.0 | | bus | 82.63 | 90.16 | | towel | 64.62 | 81.25 | | light | 36.09 | 42.82 | | truck | 31.79 | 46.59 | | tower | 21.6 | 34.02 | | chandelier | 62.55 | 77.41 | | awning | 27.44 | 36.63 | | streetlight | 22.8 | 28.5 | | booth | 35.15 | 43.7 | | television receiver | 68.5 | 76.9 | | airplane | 53.59 | 66.93 | | dirt track | 8.06 | 16.35 | | apparel | 48.26 | 65.09 | | pole | 15.14 | 19.67 | | land | 1.13 | 1.53 | | bannister | 8.16 | 11.54 | | escalator | 51.3 | 66.09 | | ottoman | 44.02 | 52.9 | | bottle | 40.28 | 63.02 | | buffet | 42.9 | 51.31 | | poster | 20.51 | 27.53 | | stage | 16.63 | 37.28 | | van | 30.26 | 38.98 | | ship | 21.02 | 23.58 | | fountain | 22.41 | 23.63 | | conveyer belt | 64.95 | 93.21 | | canopy | 37.97 | 43.09 | | washer | 66.35 | 71.98 | | plaything | 26.94 | 41.36 | | swimming pool | 59.73 | 70.79 | | stool | 33.09 | 41.13 | | barrel | 37.82 | 49.87 | | basket | 35.92 | 46.6 | | waterfall | 46.33 | 55.11 | | tent | 70.25 | 98.1 | | bag | 14.16 | 16.14 | | minibike | 62.73 | 84.18 | | cradle | 70.58 | 94.99 | | oven | 48.37 | 62.64 | | ball | 54.08 | 66.43 | | food | 53.67 | 64.14 | | step | 7.25 | 7.84 | | tank | 56.71 | 69.61 | | trade name | 17.61 | 20.53 | | microwave | 70.08 | 76.14 | | pot | 41.55 | 47.11 | | animal | 50.64 | 56.15 | | bicycle | 55.51 | 74.83 | | lake | 15.53 | 17.28 | | dishwasher | 52.42 | 56.54 | | screen | 40.59 | 54.22 | | blanket | 16.46 | 18.83 | | sculpture | 54.37 | 71.18 | | hood | 52.06 | 57.05 | | sconce | 41.26 | 51.02 | | vase | 38.19 | 54.66 | | traffic light | 30.77 | 43.66 | | tray | 9.89 | 12.22 | | ashcan | 41.55 | 52.06 | | fan | 54.96 | 73.85 | | pier | 35.0 | 43.4 | | crt screen | 3.04 | 6.07 | | plate | 50.51 | 66.22 | | monitor | 17.46 | 19.82 | | bulletin board | 42.33 | 55.42 | | shower | 1.8 | 3.46 | | radiator | 59.95 | 68.79 | | glass | 15.81 | 17.18 | | clock | 33.01 | 37.22 | | flag | 44.03 | 52.16 | +---------------------+-------+-------+ 2023-11-30 20:36:15,411 - mmseg - INFO - Summary: 2023-11-30 20:36:15,412 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 79.63 | 45.78 | 57.34 | +-------+-------+-------+ 2023-11-30 20:36:16,647 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_21000.pth was removed 2023-11-30 20:36:49,337 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_23000.pth. 2023-11-30 20:36:49,337 - mmseg - INFO - Best aAcc is 0.7963 at 23000 iter. 2023-11-30 20:36:49,338 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:36:49,338 - mmseg - INFO - Iter(val) [250] aAcc: 0.7963, mIoU: 0.4578, mAcc: 0.5734, IoU.wall: 0.7008, IoU.building: 0.7969, IoU.sky: 0.8913, IoU.floor: 0.7318, IoU.tree: 0.6891, IoU.ceiling: 0.7661, IoU.road: 0.7761, IoU.bed : 0.8343, IoU.windowpane: 0.5764, IoU.grass: 0.6531, IoU.cabinet: 0.5476, IoU.sidewalk: 0.5566, IoU.person: 0.7524, IoU.earth: 0.3539, IoU.door: 0.3998, IoU.table: 0.5405, IoU.mountain: 0.5595, IoU.plant: 0.5086, IoU.curtain: 0.6343, IoU.chair: 0.5300, IoU.car: 0.7816, IoU.water: 0.5339, IoU.painting: 0.6584, IoU.sofa: 0.6578, IoU.shelf: 0.3872, IoU.house: 0.4376, IoU.sea: 0.6018, IoU.mirror: 0.5696, IoU.rug: 0.4812, IoU.field: 0.3300, IoU.armchair: 0.4171, IoU.seat: 0.5641, IoU.fence: 0.3748, IoU.desk: 0.4113, IoU.rock: 0.5062, IoU.wardrobe: 0.4468, IoU.lamp: 0.5722, IoU.bathtub: 0.7215, IoU.railing: 0.3168, IoU.cushion: 0.5675, IoU.base: 0.2679, IoU.box: 0.2531, IoU.column: 0.3662, IoU.signboard: 0.3104, IoU.chest of drawers: 0.3848, IoU.counter: 0.3041, IoU.sand: 0.4323, IoU.sink: 0.6913, IoU.skyscraper: 0.4527, IoU.fireplace: 0.6398, IoU.refrigerator: 0.5599, IoU.grandstand: 0.5253, IoU.path: 0.1747, IoU.stairs: 0.2780, IoU.runway: 0.6457, IoU.case: 0.5308, IoU.pool table: 0.8443, IoU.pillow: 0.5186, IoU.screen door: 0.5239, IoU.stairway: 0.4758, IoU.river: 0.1537, IoU.bridge: 0.4654, IoU.bookcase: 0.3416, IoU.blind: 0.2474, IoU.coffee table: 0.5933, IoU.toilet: 0.7709, IoU.flower: 0.3851, IoU.book: 0.4665, IoU.hill: 0.0579, IoU.bench: 0.4457, IoU.countertop: 0.5167, IoU.stove: 0.6833, IoU.palm: 0.4594, IoU.kitchen island: 0.3662, IoU.computer: 0.6404, IoU.swivel chair: 0.4119, IoU.boat: 0.6158, IoU.bar: 0.4990, IoU.arcade machine: 0.6648, IoU.hovel: 0.4662, IoU.bus: 0.8263, IoU.towel: 0.6462, IoU.light: 0.3609, IoU.truck: 0.3179, IoU.tower: 0.2160, IoU.chandelier: 0.6255, IoU.awning: 0.2744, IoU.streetlight: 0.2280, IoU.booth: 0.3515, IoU.television receiver: 0.6850, IoU.airplane: 0.5359, IoU.dirt track: 0.0806, IoU.apparel: 0.4826, IoU.pole: 0.1514, IoU.land: 0.0113, IoU.bannister: 0.0816, IoU.escalator: 0.5130, IoU.ottoman: 0.4402, IoU.bottle: 0.4028, IoU.buffet: 0.4290, IoU.poster: 0.2051, IoU.stage: 0.1663, IoU.van: 0.3026, IoU.ship: 0.2102, IoU.fountain: 0.2241, IoU.conveyer belt: 0.6495, IoU.canopy: 0.3797, IoU.washer: 0.6635, IoU.plaything: 0.2694, IoU.swimming pool: 0.5973, IoU.stool: 0.3309, IoU.barrel: 0.3782, IoU.basket: 0.3592, IoU.waterfall: 0.4633, IoU.tent: 0.7025, IoU.bag: 0.1416, IoU.minibike: 0.6273, IoU.cradle: 0.7058, IoU.oven: 0.4837, IoU.ball: 0.5408, IoU.food: 0.5367, IoU.step: 0.0725, IoU.tank: 0.5671, IoU.trade name: 0.1761, IoU.microwave: 0.7008, IoU.pot: 0.4155, IoU.animal: 0.5064, IoU.bicycle: 0.5551, IoU.lake: 0.1553, IoU.dishwasher: 0.5242, IoU.screen: 0.4059, IoU.blanket: 0.1646, IoU.sculpture: 0.5437, IoU.hood: 0.5206, IoU.sconce: 0.4126, IoU.vase: 0.3819, IoU.traffic light: 0.3077, IoU.tray: 0.0989, IoU.ashcan: 0.4155, IoU.fan: 0.5496, IoU.pier: 0.3500, IoU.crt screen: 0.0304, IoU.plate: 0.5051, IoU.monitor: 0.1746, IoU.bulletin board: 0.4233, IoU.shower: 0.0180, IoU.radiator: 0.5995, IoU.glass: 0.1581, IoU.clock: 0.3301, IoU.flag: 0.4403, Acc.wall: 0.8504, Acc.building: 0.9195, Acc.sky: 0.9497, Acc.floor: 0.8783, Acc.tree: 0.8328, Acc.ceiling: 0.8684, Acc.road: 0.8788, Acc.bed : 0.9377, Acc.windowpane: 0.7534, Acc.grass: 0.7789, Acc.cabinet: 0.6788, Acc.sidewalk: 0.7121, Acc.person: 0.9127, Acc.earth: 0.5058, Acc.door: 0.4895, Acc.table: 0.6861, Acc.mountain: 0.7057, Acc.plant: 0.6242, Acc.curtain: 0.7329, Acc.chair: 0.6782, Acc.car: 0.9264, Acc.water: 0.6996, Acc.painting: 0.8196, Acc.sofa: 0.8055, Acc.shelf: 0.5598, Acc.house: 0.5486, Acc.sea: 0.7824, Acc.mirror: 0.6663, Acc.rug: 0.5221, Acc.field: 0.5080, Acc.armchair: 0.5918, Acc.seat: 0.7921, Acc.fence: 0.4854, Acc.desk: 0.6919, Acc.rock: 0.6374, Acc.wardrobe: 0.6000, Acc.lamp: 0.7159, Acc.bathtub: 0.8068, Acc.railing: 0.4217, Acc.cushion: 0.7086, Acc.base: 0.4037, Acc.box: 0.3271, Acc.column: 0.4545, Acc.signboard: 0.4589, Acc.chest of drawers: 0.5628, Acc.counter: 0.3690, Acc.sand: 0.5648, Acc.sink: 0.7881, Acc.skyscraper: 0.5971, Acc.fireplace: 0.8069, Acc.refrigerator: 0.6360, Acc.grandstand: 0.7570, Acc.path: 0.2289, Acc.stairs: 0.3193, Acc.runway: 0.8539, Acc.case: 0.6555, Acc.pool table: 0.9477, Acc.pillow: 0.5996, Acc.screen door: 0.5795, Acc.stairway: 0.6341, Acc.river: 0.2590, Acc.bridge: 0.5713, Acc.bookcase: 0.4916, Acc.blind: 0.2732, Acc.coffee table: 0.7722, Acc.toilet: 0.8752, Acc.flower: 0.5142, Acc.book: 0.6404, Acc.hill: 0.0822, Acc.bench: 0.5345, Acc.countertop: 0.6368, Acc.stove: 0.7508, Acc.palm: 0.6526, Acc.kitchen island: 0.5963, Acc.computer: 0.7988, Acc.swivel chair: 0.5883, Acc.boat: 0.7838, Acc.bar: 0.6081, Acc.arcade machine: 0.7492, Acc.hovel: 0.5500, Acc.bus: 0.9016, Acc.towel: 0.8125, Acc.light: 0.4282, Acc.truck: 0.4659, Acc.tower: 0.3402, Acc.chandelier: 0.7741, Acc.awning: 0.3663, Acc.streetlight: 0.2850, Acc.booth: 0.4370, Acc.television receiver: 0.7690, Acc.airplane: 0.6693, Acc.dirt track: 0.1635, Acc.apparel: 0.6509, Acc.pole: 0.1967, Acc.land: 0.0153, Acc.bannister: 0.1154, Acc.escalator: 0.6609, Acc.ottoman: 0.5290, Acc.bottle: 0.6302, Acc.buffet: 0.5131, Acc.poster: 0.2753, Acc.stage: 0.3728, Acc.van: 0.3898, Acc.ship: 0.2358, Acc.fountain: 0.2363, Acc.conveyer belt: 0.9321, Acc.canopy: 0.4309, Acc.washer: 0.7198, Acc.plaything: 0.4136, Acc.swimming pool: 0.7079, Acc.stool: 0.4113, Acc.barrel: 0.4987, Acc.basket: 0.4660, Acc.waterfall: 0.5511, Acc.tent: 0.9810, Acc.bag: 0.1614, Acc.minibike: 0.8418, Acc.cradle: 0.9499, Acc.oven: 0.6264, Acc.ball: 0.6643, Acc.food: 0.6414, Acc.step: 0.0784, Acc.tank: 0.6961, Acc.trade name: 0.2053, Acc.microwave: 0.7614, Acc.pot: 0.4711, Acc.animal: 0.5615, Acc.bicycle: 0.7483, Acc.lake: 0.1728, Acc.dishwasher: 0.5654, Acc.screen: 0.5422, Acc.blanket: 0.1883, Acc.sculpture: 0.7118, Acc.hood: 0.5705, Acc.sconce: 0.5102, Acc.vase: 0.5466, Acc.traffic light: 0.4366, Acc.tray: 0.1222, Acc.ashcan: 0.5206, Acc.fan: 0.7385, Acc.pier: 0.4340, Acc.crt screen: 0.0607, Acc.plate: 0.6622, Acc.monitor: 0.1982, Acc.bulletin board: 0.5542, Acc.shower: 0.0346, Acc.radiator: 0.6879, Acc.glass: 0.1718, Acc.clock: 0.3722, Acc.flag: 0.5216 2023-11-30 20:37:00,410 - mmseg - INFO - Iter [23050/80000] lr: 2.848e-05, eta: 5:15:26, time: 1.898, data_time: 1.693, memory: 14238, decode.loss_ce: 0.5587, decode.acc_seg: 78.6220, loss: 0.5587 2023-11-30 20:37:11,022 - mmseg - INFO - Iter [23100/80000] lr: 2.845e-05, eta: 5:14:55, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5686, decode.acc_seg: 79.3880, loss: 0.5686 2023-11-30 20:37:21,684 - mmseg - INFO - Iter [23150/80000] lr: 2.843e-05, eta: 5:14:24, time: 0.213, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5543, decode.acc_seg: 79.6312, loss: 0.5543 2023-11-30 20:37:32,306 - mmseg - INFO - Iter [23200/80000] lr: 2.840e-05, eta: 5:13:52, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5382, decode.acc_seg: 80.3252, loss: 0.5382 2023-11-30 20:37:42,928 - mmseg - INFO - Iter [23250/80000] lr: 2.838e-05, eta: 5:13:21, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5481, decode.acc_seg: 79.8188, loss: 0.5481 2023-11-30 20:37:53,532 - mmseg - INFO - Iter [23300/80000] lr: 2.835e-05, eta: 5:12:50, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5843, decode.acc_seg: 78.5240, loss: 0.5843 2023-11-30 20:38:04,134 - mmseg - INFO - Iter [23350/80000] lr: 2.833e-05, eta: 5:12:19, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5459, decode.acc_seg: 79.6441, loss: 0.5459 2023-11-30 20:38:14,733 - mmseg - INFO - Iter [23400/80000] lr: 2.830e-05, eta: 5:11:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5618, decode.acc_seg: 79.4587, loss: 0.5618 2023-11-30 20:38:25,336 - mmseg - INFO - Iter [23450/80000] lr: 2.828e-05, eta: 5:11:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5475, decode.acc_seg: 79.4688, loss: 0.5475 2023-11-30 20:38:35,946 - mmseg - INFO - Iter [23500/80000] lr: 2.825e-05, eta: 5:10:47, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5762, decode.acc_seg: 78.9409, loss: 0.5762 2023-11-30 20:38:46,550 - mmseg - INFO - Iter [23550/80000] lr: 2.823e-05, eta: 5:10:16, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5588, decode.acc_seg: 79.8999, loss: 0.5588 2023-11-30 20:38:57,154 - mmseg - INFO - Iter [23600/80000] lr: 2.820e-05, eta: 5:09:46, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5572, decode.acc_seg: 79.8684, loss: 0.5572 2023-11-30 20:39:07,755 - mmseg - INFO - Iter [23650/80000] lr: 2.818e-05, eta: 5:09:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5753, decode.acc_seg: 78.5984, loss: 0.5753 2023-11-30 20:39:18,356 - mmseg - INFO - Iter [23700/80000] lr: 2.815e-05, eta: 5:08:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5387, decode.acc_seg: 80.0441, loss: 0.5387 2023-11-30 20:39:28,955 - mmseg - INFO - Iter [23750/80000] lr: 2.813e-05, eta: 5:08:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5760, decode.acc_seg: 78.4517, loss: 0.5760 2023-11-30 20:39:39,558 - mmseg - INFO - Iter [23800/80000] lr: 2.810e-05, eta: 5:07:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5587, decode.acc_seg: 78.9652, loss: 0.5587 2023-11-30 20:39:50,161 - mmseg - INFO - Iter [23850/80000] lr: 2.808e-05, eta: 5:07:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5540, decode.acc_seg: 79.2190, loss: 0.5540 2023-11-30 20:40:00,770 - mmseg - INFO - Iter [23900/80000] lr: 2.805e-05, eta: 5:06:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5696, decode.acc_seg: 78.9245, loss: 0.5696 2023-11-30 20:40:11,373 - mmseg - INFO - Iter [23950/80000] lr: 2.803e-05, eta: 5:06:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5753, decode.acc_seg: 79.3927, loss: 0.5753 2023-11-30 20:40:24,219 - mmseg - INFO - Saving checkpoint at 24000 iterations 2023-11-30 20:40:58,344 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:40:58,344 - mmseg - INFO - Iter [24000/80000] lr: 2.800e-05, eta: 5:07:09, time: 0.940, data_time: 0.051, memory: 14238, decode.loss_ce: 0.5577, decode.acc_seg: 79.0129, loss: 0.5577 2023-11-30 20:41:49,739 - mmseg - INFO - per class results: 2023-11-30 20:41:49,746 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.15 | 84.96 | | building | 79.39 | 92.13 | | sky | 88.83 | 95.2 | | floor | 73.73 | 87.31 | | tree | 68.81 | 84.47 | | ceiling | 76.84 | 87.42 | | road | 77.71 | 88.42 | | bed | 83.85 | 93.47 | | windowpane | 57.62 | 73.59 | | grass | 65.56 | 81.98 | | cabinet | 54.91 | 68.2 | | sidewalk | 55.48 | 72.02 | | person | 75.86 | 90.6 | | earth | 34.32 | 46.55 | | door | 40.61 | 51.29 | | table | 54.34 | 68.88 | | mountain | 54.91 | 70.11 | | plant | 50.12 | 61.22 | | curtain | 63.62 | 74.18 | | chair | 53.24 | 68.72 | | car | 78.57 | 92.03 | | water | 54.05 | 70.02 | | painting | 66.32 | 81.44 | | sofa | 65.78 | 79.86 | | shelf | 37.43 | 50.1 | | house | 45.78 | 62.89 | | sea | 60.73 | 76.58 | | mirror | 57.27 | 68.13 | | rug | 49.84 | 54.82 | | field | 31.63 | 46.55 | | armchair | 42.25 | 61.01 | | seat | 56.39 | 77.93 | | fence | 37.65 | 48.98 | | desk | 42.69 | 61.82 | | rock | 50.46 | 64.19 | | wardrobe | 45.32 | 61.21 | | lamp | 57.15 | 70.28 | | bathtub | 71.98 | 82.05 | | railing | 33.04 | 47.34 | | cushion | 55.68 | 65.75 | | base | 25.9 | 39.24 | | box | 26.0 | 33.11 | | column | 36.21 | 44.13 | | signboard | 30.62 | 44.4 | | chest of drawers | 37.94 | 50.17 | | counter | 31.36 | 38.54 | | sand | 44.89 | 58.5 | | sink | 68.96 | 76.99 | | skyscraper | 45.36 | 55.67 | | fireplace | 63.88 | 81.22 | | refrigerator | 57.39 | 67.38 | | grandstand | 51.93 | 77.35 | | path | 17.7 | 23.2 | | stairs | 26.47 | 29.54 | | runway | 65.08 | 86.21 | | case | 53.18 | 65.25 | | pool table | 84.49 | 95.09 | | pillow | 54.35 | 65.95 | | screen door | 50.26 | 54.43 | | stairway | 46.36 | 57.19 | | river | 13.97 | 24.52 | | bridge | 46.24 | 56.44 | | bookcase | 34.0 | 47.28 | | blind | 25.4 | 27.98 | | coffee table | 58.29 | 80.32 | | toilet | 77.26 | 86.85 | | flower | 38.13 | 51.78 | | book | 46.71 | 66.28 | | hill | 5.85 | 9.68 | | bench | 44.97 | 54.91 | | countertop | 51.75 | 63.97 | | stove | 69.69 | 77.67 | | palm | 44.13 | 59.0 | | kitchen island | 37.14 | 62.64 | | computer | 64.12 | 79.19 | | swivel chair | 40.96 | 55.21 | | boat | 60.7 | 78.33 | | bar | 49.91 | 62.4 | | arcade machine | 67.19 | 76.91 | | hovel | 41.09 | 47.3 | | bus | 82.48 | 90.79 | | towel | 64.62 | 80.18 | | light | 33.12 | 37.53 | | truck | 33.5 | 47.49 | | tower | 22.03 | 34.15 | | chandelier | 62.74 | 77.52 | | awning | 25.58 | 32.34 | | streetlight | 22.11 | 26.4 | | booth | 35.74 | 46.44 | | television receiver | 68.28 | 77.63 | | airplane | 53.58 | 67.08 | | dirt track | 6.67 | 10.42 | | apparel | 45.15 | 55.05 | | pole | 15.93 | 20.44 | | land | 1.05 | 1.39 | | bannister | 7.42 | 9.64 | | escalator | 52.07 | 67.92 | | ottoman | 44.22 | 54.02 | | bottle | 40.22 | 63.03 | | buffet | 42.85 | 51.02 | | poster | 19.62 | 23.91 | | stage | 16.21 | 33.07 | | van | 32.58 | 41.8 | | ship | 22.98 | 25.52 | | fountain | 20.69 | 21.43 | | conveyer belt | 60.72 | 94.42 | | canopy | 28.4 | 31.66 | | washer | 67.66 | 73.19 | | plaything | 28.08 | 40.09 | | swimming pool | 60.26 | 75.03 | | stool | 33.12 | 40.28 | | barrel | 39.41 | 53.85 | | basket | 36.21 | 45.49 | | waterfall | 46.35 | 54.56 | | tent | 75.77 | 97.64 | | bag | 14.22 | 16.21 | | minibike | 63.23 | 83.06 | | cradle | 72.85 | 93.42 | | oven | 46.68 | 54.04 | | ball | 54.78 | 68.17 | | food | 55.03 | 66.85 | | step | 7.24 | 7.87 | | tank | 57.74 | 71.15 | | trade name | 16.96 | 19.73 | | microwave | 69.94 | 76.23 | | pot | 41.79 | 47.33 | | animal | 52.59 | 58.38 | | bicycle | 56.29 | 75.82 | | lake | 19.03 | 22.03 | | dishwasher | 51.69 | 55.53 | | screen | 40.98 | 54.93 | | blanket | 19.35 | 22.49 | | sculpture | 54.92 | 71.35 | | hood | 53.79 | 59.61 | | sconce | 43.47 | 54.85 | | vase | 38.18 | 55.84 | | traffic light | 30.93 | 40.01 | | tray | 10.65 | 13.47 | | ashcan | 41.65 | 54.47 | | fan | 54.98 | 72.43 | | pier | 34.93 | 40.62 | | crt screen | 3.29 | 6.27 | | plate | 49.77 | 64.5 | | monitor | 19.33 | 21.91 | | bulletin board | 42.86 | 52.47 | | shower | 1.37 | 2.42 | | radiator | 59.83 | 67.0 | | glass | 16.32 | 17.94 | | clock | 31.86 | 34.91 | | flag | 44.67 | 53.43 | +---------------------+-------+-------+ 2023-11-30 20:41:49,746 - mmseg - INFO - Summary: 2023-11-30 20:41:49,746 - mmseg - INFO - +------+-------+-------+ | aAcc | mIoU | mAcc | +------+-------+-------+ | 79.7 | 45.84 | 57.03 | +------+-------+-------+ 2023-11-30 20:41:51,085 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_23000.pth was removed 2023-11-30 20:42:24,416 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_24000.pth. 2023-11-30 20:42:24,416 - mmseg - INFO - Best aAcc is 0.7970 at 24000 iter. 2023-11-30 20:42:24,417 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:42:24,417 - mmseg - INFO - Iter(val) [250] aAcc: 0.7970, mIoU: 0.4584, mAcc: 0.5703, IoU.wall: 0.7015, IoU.building: 0.7939, IoU.sky: 0.8883, IoU.floor: 0.7373, IoU.tree: 0.6881, IoU.ceiling: 0.7684, IoU.road: 0.7771, IoU.bed : 0.8385, IoU.windowpane: 0.5762, IoU.grass: 0.6556, IoU.cabinet: 0.5491, IoU.sidewalk: 0.5548, IoU.person: 0.7586, IoU.earth: 0.3432, IoU.door: 0.4061, IoU.table: 0.5434, IoU.mountain: 0.5491, IoU.plant: 0.5012, IoU.curtain: 0.6362, IoU.chair: 0.5324, IoU.car: 0.7857, IoU.water: 0.5405, IoU.painting: 0.6632, IoU.sofa: 0.6578, IoU.shelf: 0.3743, IoU.house: 0.4578, IoU.sea: 0.6073, IoU.mirror: 0.5727, IoU.rug: 0.4984, IoU.field: 0.3163, IoU.armchair: 0.4225, IoU.seat: 0.5639, IoU.fence: 0.3765, IoU.desk: 0.4269, IoU.rock: 0.5046, IoU.wardrobe: 0.4532, IoU.lamp: 0.5715, IoU.bathtub: 0.7198, IoU.railing: 0.3304, IoU.cushion: 0.5568, IoU.base: 0.2590, IoU.box: 0.2600, IoU.column: 0.3621, IoU.signboard: 0.3062, IoU.chest of drawers: 0.3794, IoU.counter: 0.3136, IoU.sand: 0.4489, IoU.sink: 0.6896, IoU.skyscraper: 0.4536, IoU.fireplace: 0.6388, IoU.refrigerator: 0.5739, IoU.grandstand: 0.5193, IoU.path: 0.1770, IoU.stairs: 0.2647, IoU.runway: 0.6508, IoU.case: 0.5318, IoU.pool table: 0.8449, IoU.pillow: 0.5435, IoU.screen door: 0.5026, IoU.stairway: 0.4636, IoU.river: 0.1397, IoU.bridge: 0.4624, IoU.bookcase: 0.3400, IoU.blind: 0.2540, IoU.coffee table: 0.5829, IoU.toilet: 0.7726, IoU.flower: 0.3813, IoU.book: 0.4671, IoU.hill: 0.0585, IoU.bench: 0.4497, IoU.countertop: 0.5175, IoU.stove: 0.6969, IoU.palm: 0.4413, IoU.kitchen island: 0.3714, IoU.computer: 0.6412, IoU.swivel chair: 0.4096, IoU.boat: 0.6070, IoU.bar: 0.4991, IoU.arcade machine: 0.6719, IoU.hovel: 0.4109, IoU.bus: 0.8248, IoU.towel: 0.6462, IoU.light: 0.3312, IoU.truck: 0.3350, IoU.tower: 0.2203, IoU.chandelier: 0.6274, IoU.awning: 0.2558, IoU.streetlight: 0.2211, IoU.booth: 0.3574, IoU.television receiver: 0.6828, IoU.airplane: 0.5358, IoU.dirt track: 0.0667, IoU.apparel: 0.4515, IoU.pole: 0.1593, IoU.land: 0.0105, IoU.bannister: 0.0742, IoU.escalator: 0.5207, IoU.ottoman: 0.4422, IoU.bottle: 0.4022, IoU.buffet: 0.4285, IoU.poster: 0.1962, IoU.stage: 0.1621, IoU.van: 0.3258, IoU.ship: 0.2298, IoU.fountain: 0.2069, IoU.conveyer belt: 0.6072, IoU.canopy: 0.2840, IoU.washer: 0.6766, IoU.plaything: 0.2808, IoU.swimming pool: 0.6026, IoU.stool: 0.3312, IoU.barrel: 0.3941, IoU.basket: 0.3621, IoU.waterfall: 0.4635, IoU.tent: 0.7577, IoU.bag: 0.1422, IoU.minibike: 0.6323, IoU.cradle: 0.7285, IoU.oven: 0.4668, IoU.ball: 0.5478, IoU.food: 0.5503, IoU.step: 0.0724, IoU.tank: 0.5774, IoU.trade name: 0.1696, IoU.microwave: 0.6994, IoU.pot: 0.4179, IoU.animal: 0.5259, IoU.bicycle: 0.5629, IoU.lake: 0.1903, IoU.dishwasher: 0.5169, IoU.screen: 0.4098, IoU.blanket: 0.1935, IoU.sculpture: 0.5492, IoU.hood: 0.5379, IoU.sconce: 0.4347, IoU.vase: 0.3818, IoU.traffic light: 0.3093, IoU.tray: 0.1065, IoU.ashcan: 0.4165, IoU.fan: 0.5498, IoU.pier: 0.3493, IoU.crt screen: 0.0329, IoU.plate: 0.4977, IoU.monitor: 0.1933, IoU.bulletin board: 0.4286, IoU.shower: 0.0137, IoU.radiator: 0.5983, IoU.glass: 0.1632, IoU.clock: 0.3186, IoU.flag: 0.4467, Acc.wall: 0.8496, Acc.building: 0.9213, Acc.sky: 0.9520, Acc.floor: 0.8731, Acc.tree: 0.8447, Acc.ceiling: 0.8742, Acc.road: 0.8842, Acc.bed : 0.9347, Acc.windowpane: 0.7359, Acc.grass: 0.8198, Acc.cabinet: 0.6820, Acc.sidewalk: 0.7202, Acc.person: 0.9060, Acc.earth: 0.4655, Acc.door: 0.5129, Acc.table: 0.6888, Acc.mountain: 0.7011, Acc.plant: 0.6122, Acc.curtain: 0.7418, Acc.chair: 0.6872, Acc.car: 0.9203, Acc.water: 0.7002, Acc.painting: 0.8144, Acc.sofa: 0.7986, Acc.shelf: 0.5010, Acc.house: 0.6289, Acc.sea: 0.7658, Acc.mirror: 0.6813, Acc.rug: 0.5482, Acc.field: 0.4655, Acc.armchair: 0.6101, Acc.seat: 0.7793, Acc.fence: 0.4898, Acc.desk: 0.6182, Acc.rock: 0.6419, Acc.wardrobe: 0.6121, Acc.lamp: 0.7028, Acc.bathtub: 0.8205, Acc.railing: 0.4734, Acc.cushion: 0.6575, Acc.base: 0.3924, Acc.box: 0.3311, Acc.column: 0.4413, Acc.signboard: 0.4440, Acc.chest of drawers: 0.5017, Acc.counter: 0.3854, Acc.sand: 0.5850, Acc.sink: 0.7699, Acc.skyscraper: 0.5567, Acc.fireplace: 0.8122, Acc.refrigerator: 0.6738, Acc.grandstand: 0.7735, Acc.path: 0.2320, Acc.stairs: 0.2954, Acc.runway: 0.8621, Acc.case: 0.6525, Acc.pool table: 0.9509, Acc.pillow: 0.6595, Acc.screen door: 0.5443, Acc.stairway: 0.5719, Acc.river: 0.2452, Acc.bridge: 0.5644, Acc.bookcase: 0.4728, Acc.blind: 0.2798, Acc.coffee table: 0.8032, Acc.toilet: 0.8685, Acc.flower: 0.5178, Acc.book: 0.6628, Acc.hill: 0.0968, Acc.bench: 0.5491, Acc.countertop: 0.6397, Acc.stove: 0.7767, Acc.palm: 0.5900, Acc.kitchen island: 0.6264, Acc.computer: 0.7919, Acc.swivel chair: 0.5521, Acc.boat: 0.7833, Acc.bar: 0.6240, Acc.arcade machine: 0.7691, Acc.hovel: 0.4730, Acc.bus: 0.9079, Acc.towel: 0.8018, Acc.light: 0.3753, Acc.truck: 0.4749, Acc.tower: 0.3415, Acc.chandelier: 0.7752, Acc.awning: 0.3234, Acc.streetlight: 0.2640, Acc.booth: 0.4644, Acc.television receiver: 0.7763, Acc.airplane: 0.6708, Acc.dirt track: 0.1042, Acc.apparel: 0.5505, Acc.pole: 0.2044, Acc.land: 0.0139, Acc.bannister: 0.0964, Acc.escalator: 0.6792, Acc.ottoman: 0.5402, Acc.bottle: 0.6303, Acc.buffet: 0.5102, Acc.poster: 0.2391, Acc.stage: 0.3307, Acc.van: 0.4180, Acc.ship: 0.2552, Acc.fountain: 0.2143, Acc.conveyer belt: 0.9442, Acc.canopy: 0.3166, Acc.washer: 0.7319, Acc.plaything: 0.4009, Acc.swimming pool: 0.7503, Acc.stool: 0.4028, Acc.barrel: 0.5385, Acc.basket: 0.4549, Acc.waterfall: 0.5456, Acc.tent: 0.9764, Acc.bag: 0.1621, Acc.minibike: 0.8306, Acc.cradle: 0.9342, Acc.oven: 0.5404, Acc.ball: 0.6817, Acc.food: 0.6685, Acc.step: 0.0787, Acc.tank: 0.7115, Acc.trade name: 0.1973, Acc.microwave: 0.7623, Acc.pot: 0.4733, Acc.animal: 0.5838, Acc.bicycle: 0.7582, Acc.lake: 0.2203, Acc.dishwasher: 0.5553, Acc.screen: 0.5493, Acc.blanket: 0.2249, Acc.sculpture: 0.7135, Acc.hood: 0.5961, Acc.sconce: 0.5485, Acc.vase: 0.5584, Acc.traffic light: 0.4001, Acc.tray: 0.1347, Acc.ashcan: 0.5447, Acc.fan: 0.7243, Acc.pier: 0.4062, Acc.crt screen: 0.0627, Acc.plate: 0.6450, Acc.monitor: 0.2191, Acc.bulletin board: 0.5247, Acc.shower: 0.0242, Acc.radiator: 0.6700, Acc.glass: 0.1794, Acc.clock: 0.3491, Acc.flag: 0.5343 2023-11-30 20:42:35,466 - mmseg - INFO - Iter [24050/80000] lr: 2.798e-05, eta: 5:10:00, time: 1.942, data_time: 1.738, memory: 14238, decode.loss_ce: 0.5382, decode.acc_seg: 80.1225, loss: 0.5382 2023-11-30 20:42:46,058 - mmseg - INFO - Iter [24100/80000] lr: 2.795e-05, eta: 5:09:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5807, decode.acc_seg: 78.5494, loss: 0.5807 2023-11-30 20:42:56,662 - mmseg - INFO - Iter [24150/80000] lr: 2.793e-05, eta: 5:08:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5760, decode.acc_seg: 78.7451, loss: 0.5760 2023-11-30 20:43:07,270 - mmseg - INFO - Iter [24200/80000] lr: 2.790e-05, eta: 5:08:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5609, decode.acc_seg: 79.3044, loss: 0.5609 2023-11-30 20:43:17,869 - mmseg - INFO - Iter [24250/80000] lr: 2.788e-05, eta: 5:07:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5719, decode.acc_seg: 79.2673, loss: 0.5719 2023-11-30 20:43:28,610 - mmseg - INFO - Iter [24300/80000] lr: 2.785e-05, eta: 5:07:28, time: 0.215, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5626, decode.acc_seg: 79.5497, loss: 0.5626 2023-11-30 20:43:39,215 - mmseg - INFO - Iter [24350/80000] lr: 2.783e-05, eta: 5:06:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5655, decode.acc_seg: 79.2546, loss: 0.5655 2023-11-30 20:43:49,820 - mmseg - INFO - Iter [24400/80000] lr: 2.780e-05, eta: 5:06:28, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5449, decode.acc_seg: 79.9300, loss: 0.5449 2023-11-30 20:44:00,418 - mmseg - INFO - Iter [24450/80000] lr: 2.778e-05, eta: 5:05:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5549, decode.acc_seg: 79.1981, loss: 0.5549 2023-11-30 20:44:11,017 - mmseg - INFO - Iter [24500/80000] lr: 2.775e-05, eta: 5:05:28, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5489, decode.acc_seg: 79.2531, loss: 0.5489 2023-11-30 20:44:21,618 - mmseg - INFO - Iter [24550/80000] lr: 2.773e-05, eta: 5:04:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5790, decode.acc_seg: 78.8149, loss: 0.5790 2023-11-30 20:44:32,214 - mmseg - INFO - Iter [24600/80000] lr: 2.770e-05, eta: 5:04:28, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5642, decode.acc_seg: 79.2983, loss: 0.5642 2023-11-30 20:44:42,817 - mmseg - INFO - Iter [24650/80000] lr: 2.768e-05, eta: 5:03:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5350, decode.acc_seg: 80.0172, loss: 0.5350 2023-11-30 20:44:53,421 - mmseg - INFO - Iter [24700/80000] lr: 2.765e-05, eta: 5:03:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5512, decode.acc_seg: 79.5870, loss: 0.5512 2023-11-30 20:45:04,025 - mmseg - INFO - Iter [24750/80000] lr: 2.763e-05, eta: 5:03:00, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5655, decode.acc_seg: 79.2685, loss: 0.5655 2023-11-30 20:45:14,622 - mmseg - INFO - Iter [24800/80000] lr: 2.760e-05, eta: 5:02:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5647, decode.acc_seg: 79.5797, loss: 0.5647 2023-11-30 20:45:25,226 - mmseg - INFO - Iter [24850/80000] lr: 2.758e-05, eta: 5:02:01, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5855, decode.acc_seg: 78.5054, loss: 0.5855 2023-11-30 20:45:35,831 - mmseg - INFO - Iter [24900/80000] lr: 2.755e-05, eta: 5:01:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5439, decode.acc_seg: 79.4782, loss: 0.5439 2023-11-30 20:45:46,434 - mmseg - INFO - Iter [24950/80000] lr: 2.753e-05, eta: 5:01:02, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5533, decode.acc_seg: 79.0825, loss: 0.5533 2023-11-30 20:45:57,014 - mmseg - INFO - Saving checkpoint at 25000 iterations 2023-11-30 20:46:31,635 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:46:31,636 - mmseg - INFO - Iter [25000/80000] lr: 2.750e-05, eta: 5:01:49, time: 0.904, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5709, decode.acc_seg: 79.4507, loss: 0.5709 2023-11-30 20:47:21,537 - mmseg - INFO - per class results: 2023-11-30 20:47:21,544 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 69.76 | 85.75 | | building | 80.02 | 89.96 | | sky | 89.11 | 95.46 | | floor | 73.87 | 87.13 | | tree | 69.22 | 84.14 | | ceiling | 76.72 | 87.94 | | road | 78.07 | 87.31 | | bed | 83.4 | 94.03 | | windowpane | 57.79 | 74.74 | | grass | 65.42 | 81.12 | | cabinet | 54.95 | 69.35 | | sidewalk | 56.16 | 71.72 | | person | 76.07 | 90.19 | | earth | 34.65 | 47.6 | | door | 39.74 | 49.01 | | table | 54.69 | 70.36 | | mountain | 55.41 | 71.75 | | plant | 50.48 | 61.29 | | curtain | 63.8 | 73.97 | | chair | 53.84 | 69.59 | | car | 78.69 | 92.18 | | water | 54.46 | 72.63 | | painting | 66.09 | 82.23 | | sofa | 65.63 | 82.17 | | shelf | 37.95 | 52.51 | | house | 47.39 | 66.02 | | sea | 60.54 | 79.29 | | mirror | 57.68 | 69.8 | | rug | 50.36 | 55.2 | | field | 32.92 | 52.51 | | armchair | 40.64 | 54.0 | | seat | 57.6 | 77.82 | | fence | 37.97 | 48.55 | | desk | 41.72 | 66.61 | | rock | 51.01 | 65.69 | | wardrobe | 44.75 | 58.65 | | lamp | 57.31 | 71.52 | | bathtub | 71.9 | 77.76 | | railing | 32.22 | 43.45 | | cushion | 56.53 | 67.71 | | base | 25.91 | 38.64 | | box | 25.59 | 32.53 | | column | 35.23 | 42.45 | | signboard | 31.58 | 46.47 | | chest of drawers | 38.91 | 54.51 | | counter | 28.51 | 34.23 | | sand | 45.19 | 59.36 | | sink | 68.8 | 75.86 | | skyscraper | 45.61 | 60.3 | | fireplace | 64.0 | 81.39 | | refrigerator | 56.51 | 64.8 | | grandstand | 51.56 | 76.57 | | path | 19.33 | 26.8 | | stairs | 28.14 | 32.04 | | runway | 64.78 | 86.17 | | case | 53.72 | 65.71 | | pool table | 85.42 | 94.78 | | pillow | 52.04 | 60.59 | | screen door | 45.54 | 48.13 | | stairway | 48.23 | 60.97 | | river | 14.6 | 23.27 | | bridge | 48.67 | 59.08 | | bookcase | 33.74 | 45.31 | | blind | 25.01 | 27.42 | | coffee table | 60.42 | 74.89 | | toilet | 77.92 | 86.26 | | flower | 38.31 | 52.9 | | book | 47.38 | 68.38 | | hill | 5.8 | 8.49 | | bench | 44.94 | 54.38 | | countertop | 51.88 | 64.62 | | stove | 69.39 | 77.2 | | palm | 45.4 | 65.38 | | kitchen island | 37.16 | 60.88 | | computer | 64.11 | 80.7 | | swivel chair | 40.75 | 56.36 | | boat | 59.89 | 79.01 | | bar | 49.02 | 61.53 | | arcade machine | 65.78 | 74.27 | | hovel | 48.73 | 60.03 | | bus | 82.54 | 91.4 | | towel | 65.23 | 81.1 | | light | 33.06 | 37.41 | | truck | 33.64 | 50.29 | | tower | 25.29 | 40.31 | | chandelier | 62.19 | 74.39 | | awning | 28.09 | 36.24 | | streetlight | 22.73 | 28.22 | | booth | 33.96 | 46.99 | | television receiver | 68.12 | 75.93 | | airplane | 54.68 | 66.15 | | dirt track | 7.84 | 15.24 | | apparel | 47.52 | 62.16 | | pole | 14.81 | 18.67 | | land | 2.11 | 2.83 | | bannister | 6.84 | 9.22 | | escalator | 52.27 | 67.33 | | ottoman | 44.26 | 53.98 | | bottle | 40.45 | 63.55 | | buffet | 38.62 | 44.0 | | poster | 19.47 | 23.54 | | stage | 16.19 | 34.9 | | van | 33.04 | 44.16 | | ship | 23.81 | 26.48 | | fountain | 18.31 | 19.09 | | conveyer belt | 64.23 | 94.25 | | canopy | 35.84 | 39.97 | | washer | 68.0 | 73.5 | | plaything | 27.86 | 41.64 | | swimming pool | 60.58 | 72.03 | | stool | 33.43 | 40.3 | | barrel | 39.53 | 56.26 | | basket | 36.14 | 45.59 | | waterfall | 46.46 | 54.71 | | tent | 74.8 | 97.59 | | bag | 16.34 | 19.22 | | minibike | 62.02 | 85.64 | | cradle | 73.6 | 93.65 | | oven | 49.44 | 58.07 | | ball | 46.92 | 53.49 | | food | 55.29 | 67.29 | | step | 7.17 | 7.79 | | tank | 57.79 | 71.86 | | trade name | 18.18 | 21.68 | | microwave | 69.0 | 74.64 | | pot | 40.34 | 44.95 | | animal | 57.17 | 65.72 | | bicycle | 56.1 | 79.75 | | lake | 17.96 | 20.32 | | dishwasher | 51.14 | 55.3 | | screen | 40.79 | 53.65 | | blanket | 17.28 | 19.92 | | sculpture | 54.49 | 70.94 | | hood | 51.07 | 55.11 | | sconce | 42.74 | 53.68 | | vase | 38.1 | 55.8 | | traffic light | 31.64 | 47.83 | | tray | 10.9 | 13.74 | | ashcan | 41.9 | 53.74 | | fan | 54.25 | 68.76 | | pier | 34.97 | 42.56 | | crt screen | 4.1 | 8.23 | | plate | 49.91 | 62.86 | | monitor | 15.74 | 17.08 | | bulletin board | 41.87 | 52.48 | | shower | 1.01 | 2.68 | | radiator | 60.37 | 69.25 | | glass | 15.63 | 16.87 | | clock | 30.9 | 34.21 | | flag | 43.63 | 51.89 | +---------------------+-------+-------+ 2023-11-30 20:47:21,544 - mmseg - INFO - Summary: 2023-11-30 20:47:21,544 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 79.74 | 45.94 | 57.34 | +-------+-------+-------+ 2023-11-30 20:47:22,841 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_24000.pth was removed 2023-11-30 20:47:55,385 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_25000.pth. 2023-11-30 20:47:55,386 - mmseg - INFO - Best aAcc is 0.7974 at 25000 iter. 2023-11-30 20:47:55,386 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:47:55,388 - mmseg - INFO - Iter(val) [250] aAcc: 0.7974, mIoU: 0.4594, mAcc: 0.5734, IoU.wall: 0.6976, IoU.building: 0.8002, IoU.sky: 0.8911, IoU.floor: 0.7387, IoU.tree: 0.6922, IoU.ceiling: 0.7672, IoU.road: 0.7807, IoU.bed : 0.8340, IoU.windowpane: 0.5779, IoU.grass: 0.6542, IoU.cabinet: 0.5495, IoU.sidewalk: 0.5616, IoU.person: 0.7607, IoU.earth: 0.3465, IoU.door: 0.3974, IoU.table: 0.5469, IoU.mountain: 0.5541, IoU.plant: 0.5048, IoU.curtain: 0.6380, IoU.chair: 0.5384, IoU.car: 0.7869, IoU.water: 0.5446, IoU.painting: 0.6609, IoU.sofa: 0.6563, IoU.shelf: 0.3795, IoU.house: 0.4739, IoU.sea: 0.6054, IoU.mirror: 0.5768, IoU.rug: 0.5036, IoU.field: 0.3292, IoU.armchair: 0.4064, IoU.seat: 0.5760, IoU.fence: 0.3797, IoU.desk: 0.4172, IoU.rock: 0.5101, IoU.wardrobe: 0.4475, IoU.lamp: 0.5731, IoU.bathtub: 0.7190, IoU.railing: 0.3222, IoU.cushion: 0.5653, IoU.base: 0.2591, IoU.box: 0.2559, IoU.column: 0.3523, IoU.signboard: 0.3158, IoU.chest of drawers: 0.3891, IoU.counter: 0.2851, IoU.sand: 0.4519, IoU.sink: 0.6880, IoU.skyscraper: 0.4561, IoU.fireplace: 0.6400, IoU.refrigerator: 0.5651, IoU.grandstand: 0.5156, IoU.path: 0.1933, IoU.stairs: 0.2814, IoU.runway: 0.6478, IoU.case: 0.5372, IoU.pool table: 0.8542, IoU.pillow: 0.5204, IoU.screen door: 0.4554, IoU.stairway: 0.4823, IoU.river: 0.1460, IoU.bridge: 0.4867, IoU.bookcase: 0.3374, IoU.blind: 0.2501, IoU.coffee table: 0.6042, IoU.toilet: 0.7792, IoU.flower: 0.3831, IoU.book: 0.4738, IoU.hill: 0.0580, IoU.bench: 0.4494, IoU.countertop: 0.5188, IoU.stove: 0.6939, IoU.palm: 0.4540, IoU.kitchen island: 0.3716, IoU.computer: 0.6411, IoU.swivel chair: 0.4075, IoU.boat: 0.5989, IoU.bar: 0.4902, IoU.arcade machine: 0.6578, IoU.hovel: 0.4873, IoU.bus: 0.8254, IoU.towel: 0.6523, IoU.light: 0.3306, IoU.truck: 0.3364, IoU.tower: 0.2529, IoU.chandelier: 0.6219, IoU.awning: 0.2809, IoU.streetlight: 0.2273, IoU.booth: 0.3396, IoU.television receiver: 0.6812, IoU.airplane: 0.5468, IoU.dirt track: 0.0784, IoU.apparel: 0.4752, IoU.pole: 0.1481, IoU.land: 0.0211, IoU.bannister: 0.0684, IoU.escalator: 0.5227, IoU.ottoman: 0.4426, IoU.bottle: 0.4045, IoU.buffet: 0.3862, IoU.poster: 0.1947, IoU.stage: 0.1619, IoU.van: 0.3304, IoU.ship: 0.2381, IoU.fountain: 0.1831, IoU.conveyer belt: 0.6423, IoU.canopy: 0.3584, IoU.washer: 0.6800, IoU.plaything: 0.2786, IoU.swimming pool: 0.6058, IoU.stool: 0.3343, IoU.barrel: 0.3953, IoU.basket: 0.3614, IoU.waterfall: 0.4646, IoU.tent: 0.7480, IoU.bag: 0.1634, IoU.minibike: 0.6202, IoU.cradle: 0.7360, IoU.oven: 0.4944, IoU.ball: 0.4692, IoU.food: 0.5529, IoU.step: 0.0717, IoU.tank: 0.5779, IoU.trade name: 0.1818, IoU.microwave: 0.6900, IoU.pot: 0.4034, IoU.animal: 0.5717, IoU.bicycle: 0.5610, IoU.lake: 0.1796, IoU.dishwasher: 0.5114, IoU.screen: 0.4079, IoU.blanket: 0.1728, IoU.sculpture: 0.5449, IoU.hood: 0.5107, IoU.sconce: 0.4274, IoU.vase: 0.3810, IoU.traffic light: 0.3164, IoU.tray: 0.1090, IoU.ashcan: 0.4190, IoU.fan: 0.5425, IoU.pier: 0.3497, IoU.crt screen: 0.0410, IoU.plate: 0.4991, IoU.monitor: 0.1574, IoU.bulletin board: 0.4187, IoU.shower: 0.0101, IoU.radiator: 0.6037, IoU.glass: 0.1563, IoU.clock: 0.3090, IoU.flag: 0.4363, Acc.wall: 0.8575, Acc.building: 0.8996, Acc.sky: 0.9546, Acc.floor: 0.8713, Acc.tree: 0.8414, Acc.ceiling: 0.8794, Acc.road: 0.8731, Acc.bed : 0.9403, Acc.windowpane: 0.7474, Acc.grass: 0.8112, Acc.cabinet: 0.6935, Acc.sidewalk: 0.7172, Acc.person: 0.9019, Acc.earth: 0.4760, Acc.door: 0.4901, Acc.table: 0.7036, Acc.mountain: 0.7175, Acc.plant: 0.6129, Acc.curtain: 0.7397, Acc.chair: 0.6959, Acc.car: 0.9218, Acc.water: 0.7263, Acc.painting: 0.8223, Acc.sofa: 0.8217, Acc.shelf: 0.5251, Acc.house: 0.6602, Acc.sea: 0.7929, Acc.mirror: 0.6980, Acc.rug: 0.5520, Acc.field: 0.5251, Acc.armchair: 0.5400, Acc.seat: 0.7782, Acc.fence: 0.4855, Acc.desk: 0.6661, Acc.rock: 0.6569, Acc.wardrobe: 0.5865, Acc.lamp: 0.7152, Acc.bathtub: 0.7776, Acc.railing: 0.4345, Acc.cushion: 0.6771, Acc.base: 0.3864, Acc.box: 0.3253, Acc.column: 0.4245, Acc.signboard: 0.4647, Acc.chest of drawers: 0.5451, Acc.counter: 0.3423, Acc.sand: 0.5936, Acc.sink: 0.7586, Acc.skyscraper: 0.6030, Acc.fireplace: 0.8139, Acc.refrigerator: 0.6480, Acc.grandstand: 0.7657, Acc.path: 0.2680, Acc.stairs: 0.3204, Acc.runway: 0.8617, Acc.case: 0.6571, Acc.pool table: 0.9478, Acc.pillow: 0.6059, Acc.screen door: 0.4813, Acc.stairway: 0.6097, Acc.river: 0.2327, Acc.bridge: 0.5908, Acc.bookcase: 0.4531, Acc.blind: 0.2742, Acc.coffee table: 0.7489, Acc.toilet: 0.8626, Acc.flower: 0.5290, Acc.book: 0.6838, Acc.hill: 0.0849, Acc.bench: 0.5438, Acc.countertop: 0.6462, Acc.stove: 0.7720, Acc.palm: 0.6538, Acc.kitchen island: 0.6088, Acc.computer: 0.8070, Acc.swivel chair: 0.5636, Acc.boat: 0.7901, Acc.bar: 0.6153, Acc.arcade machine: 0.7427, Acc.hovel: 0.6003, Acc.bus: 0.9140, Acc.towel: 0.8110, Acc.light: 0.3741, Acc.truck: 0.5029, Acc.tower: 0.4031, Acc.chandelier: 0.7439, Acc.awning: 0.3624, Acc.streetlight: 0.2822, Acc.booth: 0.4699, Acc.television receiver: 0.7593, Acc.airplane: 0.6615, Acc.dirt track: 0.1524, Acc.apparel: 0.6216, Acc.pole: 0.1867, Acc.land: 0.0283, Acc.bannister: 0.0922, Acc.escalator: 0.6733, Acc.ottoman: 0.5398, Acc.bottle: 0.6355, Acc.buffet: 0.4400, Acc.poster: 0.2354, Acc.stage: 0.3490, Acc.van: 0.4416, Acc.ship: 0.2648, Acc.fountain: 0.1909, Acc.conveyer belt: 0.9425, Acc.canopy: 0.3997, Acc.washer: 0.7350, Acc.plaything: 0.4164, Acc.swimming pool: 0.7203, Acc.stool: 0.4030, Acc.barrel: 0.5626, Acc.basket: 0.4559, Acc.waterfall: 0.5471, Acc.tent: 0.9759, Acc.bag: 0.1922, Acc.minibike: 0.8564, Acc.cradle: 0.9365, Acc.oven: 0.5807, Acc.ball: 0.5349, Acc.food: 0.6729, Acc.step: 0.0779, Acc.tank: 0.7186, Acc.trade name: 0.2168, Acc.microwave: 0.7464, Acc.pot: 0.4495, Acc.animal: 0.6572, Acc.bicycle: 0.7975, Acc.lake: 0.2032, Acc.dishwasher: 0.5530, Acc.screen: 0.5365, Acc.blanket: 0.1992, Acc.sculpture: 0.7094, Acc.hood: 0.5511, Acc.sconce: 0.5368, Acc.vase: 0.5580, Acc.traffic light: 0.4783, Acc.tray: 0.1374, Acc.ashcan: 0.5374, Acc.fan: 0.6876, Acc.pier: 0.4256, Acc.crt screen: 0.0823, Acc.plate: 0.6286, Acc.monitor: 0.1708, Acc.bulletin board: 0.5248, Acc.shower: 0.0268, Acc.radiator: 0.6925, Acc.glass: 0.1687, Acc.clock: 0.3421, Acc.flag: 0.5189 2023-11-30 20:48:06,477 - mmseg - INFO - Iter [25050/80000] lr: 2.748e-05, eta: 5:04:25, time: 1.896, data_time: 1.692, memory: 14238, decode.loss_ce: 0.5496, decode.acc_seg: 79.3003, loss: 0.5496 2023-11-30 20:48:17,063 - mmseg - INFO - Iter [25100/80000] lr: 2.745e-05, eta: 5:03:55, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5418, decode.acc_seg: 79.9017, loss: 0.5418 2023-11-30 20:48:27,661 - mmseg - INFO - Iter [25150/80000] lr: 2.743e-05, eta: 5:03:25, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5332, decode.acc_seg: 79.6114, loss: 0.5332 2023-11-30 20:48:38,271 - mmseg - INFO - Iter [25200/80000] lr: 2.740e-05, eta: 5:02:55, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5811, decode.acc_seg: 78.6627, loss: 0.5811 2023-11-30 20:48:48,871 - mmseg - INFO - Iter [25250/80000] lr: 2.738e-05, eta: 5:02:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5551, decode.acc_seg: 79.4769, loss: 0.5551 2023-11-30 20:49:01,735 - mmseg - INFO - Iter [25300/80000] lr: 2.735e-05, eta: 5:02:01, time: 0.257, data_time: 0.052, memory: 14238, decode.loss_ce: 0.5388, decode.acc_seg: 79.7571, loss: 0.5388 2023-11-30 20:49:12,355 - mmseg - INFO - Iter [25350/80000] lr: 2.733e-05, eta: 5:01:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5635, decode.acc_seg: 79.2607, loss: 0.5635 2023-11-30 20:49:22,964 - mmseg - INFO - Iter [25400/80000] lr: 2.730e-05, eta: 5:01:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5478, decode.acc_seg: 79.5461, loss: 0.5478 2023-11-30 20:49:33,569 - mmseg - INFO - Iter [25450/80000] lr: 2.728e-05, eta: 5:00:33, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5636, decode.acc_seg: 79.0673, loss: 0.5636 2023-11-30 20:49:44,173 - mmseg - INFO - Iter [25500/80000] lr: 2.725e-05, eta: 5:00:04, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5380, decode.acc_seg: 80.3161, loss: 0.5380 2023-11-30 20:49:54,777 - mmseg - INFO - Iter [25550/80000] lr: 2.723e-05, eta: 4:59:35, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5374, decode.acc_seg: 79.8971, loss: 0.5374 2023-11-30 20:50:05,376 - mmseg - INFO - Iter [25600/80000] lr: 2.720e-05, eta: 4:59:06, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5512, decode.acc_seg: 79.7647, loss: 0.5512 2023-11-30 20:50:15,978 - mmseg - INFO - Iter [25650/80000] lr: 2.718e-05, eta: 4:58:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5379, decode.acc_seg: 79.9390, loss: 0.5379 2023-11-30 20:50:26,579 - mmseg - INFO - Iter [25700/80000] lr: 2.715e-05, eta: 4:58:08, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5507, decode.acc_seg: 79.2755, loss: 0.5507 2023-11-30 20:50:37,190 - mmseg - INFO - Iter [25750/80000] lr: 2.713e-05, eta: 4:57:39, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5747, decode.acc_seg: 78.9348, loss: 0.5747 2023-11-30 20:50:47,799 - mmseg - INFO - Iter [25800/80000] lr: 2.710e-05, eta: 4:57:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5527, decode.acc_seg: 79.4515, loss: 0.5527 2023-11-30 20:50:58,403 - mmseg - INFO - Iter [25850/80000] lr: 2.708e-05, eta: 4:56:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5474, decode.acc_seg: 79.8239, loss: 0.5474 2023-11-30 20:51:09,004 - mmseg - INFO - Iter [25900/80000] lr: 2.705e-05, eta: 4:56:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5470, decode.acc_seg: 79.6649, loss: 0.5470 2023-11-30 20:51:19,612 - mmseg - INFO - Iter [25950/80000] lr: 2.703e-05, eta: 4:55:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5431, decode.acc_seg: 79.9471, loss: 0.5431 2023-11-30 20:51:30,195 - mmseg - INFO - Saving checkpoint at 26000 iterations 2023-11-30 20:52:02,280 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:52:02,280 - mmseg - INFO - Iter [26000/80000] lr: 2.700e-05, eta: 4:56:23, time: 0.854, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5491, decode.acc_seg: 79.4849, loss: 0.5491 2023-11-30 20:52:52,368 - mmseg - INFO - per class results: 2023-11-30 20:52:52,375 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.17 | 84.91 | | building | 79.13 | 92.92 | | sky | 88.55 | 95.49 | | floor | 74.3 | 86.22 | | tree | 68.48 | 84.6 | | ceiling | 76.92 | 86.96 | | road | 77.54 | 88.62 | | bed | 83.75 | 93.9 | | windowpane | 57.82 | 74.69 | | grass | 65.54 | 81.18 | | cabinet | 55.22 | 68.34 | | sidewalk | 55.26 | 70.06 | | person | 75.73 | 90.87 | | earth | 34.34 | 46.41 | | door | 39.89 | 48.59 | | table | 54.79 | 69.64 | | mountain | 54.89 | 69.38 | | plant | 49.87 | 60.52 | | curtain | 64.44 | 74.82 | | chair | 53.38 | 68.1 | | car | 78.05 | 92.39 | | water | 52.73 | 67.31 | | painting | 66.22 | 80.95 | | sofa | 66.14 | 81.75 | | shelf | 37.21 | 50.57 | | house | 44.6 | 55.73 | | sea | 59.05 | 73.91 | | mirror | 57.72 | 68.86 | | rug | 50.51 | 55.44 | | field | 32.1 | 50.37 | | armchair | 41.92 | 58.8 | | seat | 55.99 | 78.37 | | fence | 38.35 | 49.44 | | desk | 42.4 | 65.61 | | rock | 50.49 | 64.89 | | wardrobe | 44.76 | 58.75 | | lamp | 57.41 | 71.89 | | bathtub | 72.99 | 81.25 | | railing | 32.54 | 43.75 | | cushion | 56.51 | 69.02 | | base | 26.2 | 42.09 | | box | 26.17 | 33.89 | | column | 35.26 | 42.1 | | signboard | 30.68 | 44.78 | | chest of drawers | 39.15 | 54.8 | | counter | 33.91 | 43.21 | | sand | 45.56 | 59.48 | | sink | 69.39 | 78.97 | | skyscraper | 44.81 | 56.66 | | fireplace | 64.17 | 82.14 | | refrigerator | 57.39 | 66.89 | | grandstand | 51.66 | 78.69 | | path | 17.71 | 23.36 | | stairs | 26.19 | 29.36 | | runway | 65.65 | 86.44 | | case | 53.72 | 64.94 | | pool table | 85.0 | 95.26 | | pillow | 53.6 | 63.29 | | screen door | 55.3 | 60.97 | | stairway | 44.52 | 53.29 | | river | 13.18 | 28.08 | | bridge | 44.71 | 53.57 | | bookcase | 34.29 | 50.3 | | blind | 29.08 | 33.02 | | coffee table | 59.61 | 80.32 | | toilet | 77.46 | 87.33 | | flower | 38.4 | 54.88 | | book | 47.27 | 66.46 | | hill | 5.52 | 8.96 | | bench | 44.85 | 55.06 | | countertop | 52.24 | 64.34 | | stove | 69.66 | 77.49 | | palm | 44.09 | 58.27 | | kitchen island | 35.84 | 58.01 | | computer | 63.43 | 80.79 | | swivel chair | 41.5 | 56.99 | | boat | 60.0 | 77.23 | | bar | 50.15 | 59.43 | | arcade machine | 67.23 | 76.88 | | hovel | 39.56 | 44.99 | | bus | 82.99 | 90.46 | | towel | 65.34 | 80.66 | | light | 33.65 | 38.4 | | truck | 33.92 | 47.98 | | tower | 19.42 | 28.84 | | chandelier | 62.79 | 78.07 | | awning | 24.58 | 30.24 | | streetlight | 22.71 | 28.64 | | booth | 34.16 | 49.87 | | television receiver | 68.79 | 78.33 | | airplane | 54.67 | 66.23 | | dirt track | 7.58 | 13.11 | | apparel | 47.22 | 59.59 | | pole | 14.78 | 18.4 | | land | 1.26 | 1.65 | | bannister | 8.26 | 10.94 | | escalator | 53.86 | 70.86 | | ottoman | 44.52 | 55.25 | | bottle | 39.95 | 62.32 | | buffet | 42.26 | 50.13 | | poster | 21.23 | 27.99 | | stage | 16.65 | 36.7 | | van | 27.99 | 35.01 | | ship | 26.03 | 29.05 | | fountain | 23.36 | 24.57 | | conveyer belt | 61.97 | 94.76 | | canopy | 36.0 | 40.68 | | washer | 67.19 | 72.47 | | plaything | 27.8 | 39.72 | | swimming pool | 60.22 | 75.6 | | stool | 33.83 | 40.98 | | barrel | 38.42 | 52.6 | | basket | 36.7 | 47.0 | | waterfall | 46.26 | 54.08 | | tent | 78.59 | 97.02 | | bag | 15.1 | 17.49 | | minibike | 62.91 | 83.85 | | cradle | 71.08 | 94.82 | | oven | 49.32 | 58.42 | | ball | 47.88 | 54.8 | | food | 53.85 | 64.39 | | step | 7.16 | 7.65 | | tank | 57.8 | 73.5 | | trade name | 17.94 | 21.06 | | microwave | 70.45 | 77.38 | | pot | 41.09 | 46.3 | | animal | 53.15 | 58.9 | | bicycle | 55.69 | 75.5 | | lake | 20.94 | 24.65 | | dishwasher | 52.08 | 56.54 | | screen | 42.09 | 56.95 | | blanket | 20.48 | 23.81 | | sculpture | 56.58 | 71.56 | | hood | 54.25 | 59.95 | | sconce | 43.31 | 53.75 | | vase | 37.76 | 53.37 | | traffic light | 31.39 | 40.86 | | tray | 10.11 | 12.33 | | ashcan | 41.8 | 52.21 | | fan | 54.39 | 68.32 | | pier | 34.99 | 43.47 | | crt screen | 4.11 | 8.08 | | plate | 50.93 | 64.03 | | monitor | 18.19 | 20.15 | | bulletin board | 43.73 | 56.56 | | shower | 1.83 | 3.41 | | radiator | 60.22 | 68.6 | | glass | 16.35 | 17.9 | | clock | 34.9 | 40.06 | | flag | 44.88 | 52.16 | +---------------------+-------+-------+ 2023-11-30 20:52:52,375 - mmseg - INFO - Summary: 2023-11-30 20:52:52,375 - mmseg - INFO - +------+-------+-------+ | aAcc | mIoU | mAcc | +------+-------+-------+ | 79.7 | 46.04 | 57.33 | +------+-------+-------+ 2023-11-30 20:52:52,376 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:52:52,376 - mmseg - INFO - Iter(val) [250] aAcc: 0.7970, mIoU: 0.4604, mAcc: 0.5733, IoU.wall: 0.7017, IoU.building: 0.7913, IoU.sky: 0.8855, IoU.floor: 0.7430, IoU.tree: 0.6848, IoU.ceiling: 0.7692, IoU.road: 0.7754, IoU.bed : 0.8375, IoU.windowpane: 0.5782, IoU.grass: 0.6554, IoU.cabinet: 0.5522, IoU.sidewalk: 0.5526, IoU.person: 0.7573, IoU.earth: 0.3434, IoU.door: 0.3989, IoU.table: 0.5479, IoU.mountain: 0.5489, IoU.plant: 0.4987, IoU.curtain: 0.6444, IoU.chair: 0.5338, IoU.car: 0.7805, IoU.water: 0.5273, IoU.painting: 0.6622, IoU.sofa: 0.6614, IoU.shelf: 0.3721, IoU.house: 0.4460, IoU.sea: 0.5905, IoU.mirror: 0.5772, IoU.rug: 0.5051, IoU.field: 0.3210, IoU.armchair: 0.4192, IoU.seat: 0.5599, IoU.fence: 0.3835, IoU.desk: 0.4240, IoU.rock: 0.5049, IoU.wardrobe: 0.4476, IoU.lamp: 0.5741, IoU.bathtub: 0.7299, IoU.railing: 0.3254, IoU.cushion: 0.5651, IoU.base: 0.2620, IoU.box: 0.2617, IoU.column: 0.3526, IoU.signboard: 0.3068, IoU.chest of drawers: 0.3915, IoU.counter: 0.3391, IoU.sand: 0.4556, IoU.sink: 0.6939, IoU.skyscraper: 0.4481, IoU.fireplace: 0.6417, IoU.refrigerator: 0.5739, IoU.grandstand: 0.5166, IoU.path: 0.1771, IoU.stairs: 0.2619, IoU.runway: 0.6565, IoU.case: 0.5372, IoU.pool table: 0.8500, IoU.pillow: 0.5360, IoU.screen door: 0.5530, IoU.stairway: 0.4452, IoU.river: 0.1318, IoU.bridge: 0.4471, IoU.bookcase: 0.3429, IoU.blind: 0.2908, IoU.coffee table: 0.5961, IoU.toilet: 0.7746, IoU.flower: 0.3840, IoU.book: 0.4727, IoU.hill: 0.0552, IoU.bench: 0.4485, IoU.countertop: 0.5224, IoU.stove: 0.6966, IoU.palm: 0.4409, IoU.kitchen island: 0.3584, IoU.computer: 0.6343, IoU.swivel chair: 0.4150, IoU.boat: 0.6000, IoU.bar: 0.5015, IoU.arcade machine: 0.6723, IoU.hovel: 0.3956, IoU.bus: 0.8299, IoU.towel: 0.6534, IoU.light: 0.3365, IoU.truck: 0.3392, IoU.tower: 0.1942, IoU.chandelier: 0.6279, IoU.awning: 0.2458, IoU.streetlight: 0.2271, IoU.booth: 0.3416, IoU.television receiver: 0.6879, IoU.airplane: 0.5467, IoU.dirt track: 0.0758, IoU.apparel: 0.4722, IoU.pole: 0.1478, IoU.land: 0.0126, IoU.bannister: 0.0826, IoU.escalator: 0.5386, IoU.ottoman: 0.4452, IoU.bottle: 0.3995, IoU.buffet: 0.4226, IoU.poster: 0.2123, IoU.stage: 0.1665, IoU.van: 0.2799, IoU.ship: 0.2603, IoU.fountain: 0.2336, IoU.conveyer belt: 0.6197, IoU.canopy: 0.3600, IoU.washer: 0.6719, IoU.plaything: 0.2780, IoU.swimming pool: 0.6022, IoU.stool: 0.3383, IoU.barrel: 0.3842, IoU.basket: 0.3670, IoU.waterfall: 0.4626, IoU.tent: 0.7859, IoU.bag: 0.1510, IoU.minibike: 0.6291, IoU.cradle: 0.7108, IoU.oven: 0.4932, IoU.ball: 0.4788, IoU.food: 0.5385, IoU.step: 0.0716, IoU.tank: 0.5780, IoU.trade name: 0.1794, IoU.microwave: 0.7045, IoU.pot: 0.4109, IoU.animal: 0.5315, IoU.bicycle: 0.5569, IoU.lake: 0.2094, IoU.dishwasher: 0.5208, IoU.screen: 0.4209, IoU.blanket: 0.2048, IoU.sculpture: 0.5658, IoU.hood: 0.5425, IoU.sconce: 0.4331, IoU.vase: 0.3776, IoU.traffic light: 0.3139, IoU.tray: 0.1011, IoU.ashcan: 0.4180, IoU.fan: 0.5439, IoU.pier: 0.3499, IoU.crt screen: 0.0411, IoU.plate: 0.5093, IoU.monitor: 0.1819, IoU.bulletin board: 0.4373, IoU.shower: 0.0183, IoU.radiator: 0.6022, IoU.glass: 0.1635, IoU.clock: 0.3490, IoU.flag: 0.4488, Acc.wall: 0.8491, Acc.building: 0.9292, Acc.sky: 0.9549, Acc.floor: 0.8622, Acc.tree: 0.8460, Acc.ceiling: 0.8696, Acc.road: 0.8862, Acc.bed : 0.9390, Acc.windowpane: 0.7469, Acc.grass: 0.8118, Acc.cabinet: 0.6834, Acc.sidewalk: 0.7006, Acc.person: 0.9087, Acc.earth: 0.4641, Acc.door: 0.4859, Acc.table: 0.6964, Acc.mountain: 0.6938, Acc.plant: 0.6052, Acc.curtain: 0.7482, Acc.chair: 0.6810, Acc.car: 0.9239, Acc.water: 0.6731, Acc.painting: 0.8095, Acc.sofa: 0.8175, Acc.shelf: 0.5057, Acc.house: 0.5573, Acc.sea: 0.7391, Acc.mirror: 0.6886, Acc.rug: 0.5544, Acc.field: 0.5037, Acc.armchair: 0.5880, Acc.seat: 0.7837, Acc.fence: 0.4944, Acc.desk: 0.6561, Acc.rock: 0.6489, Acc.wardrobe: 0.5875, Acc.lamp: 0.7189, Acc.bathtub: 0.8125, Acc.railing: 0.4375, Acc.cushion: 0.6902, Acc.base: 0.4209, Acc.box: 0.3389, Acc.column: 0.4210, Acc.signboard: 0.4478, Acc.chest of drawers: 0.5480, Acc.counter: 0.4321, Acc.sand: 0.5948, Acc.sink: 0.7897, Acc.skyscraper: 0.5666, Acc.fireplace: 0.8214, Acc.refrigerator: 0.6689, Acc.grandstand: 0.7869, Acc.path: 0.2336, Acc.stairs: 0.2936, Acc.runway: 0.8644, Acc.case: 0.6494, Acc.pool table: 0.9526, Acc.pillow: 0.6329, Acc.screen door: 0.6097, Acc.stairway: 0.5329, Acc.river: 0.2808, Acc.bridge: 0.5357, Acc.bookcase: 0.5030, Acc.blind: 0.3302, Acc.coffee table: 0.8032, Acc.toilet: 0.8733, Acc.flower: 0.5488, Acc.book: 0.6646, Acc.hill: 0.0896, Acc.bench: 0.5506, Acc.countertop: 0.6434, Acc.stove: 0.7749, Acc.palm: 0.5827, Acc.kitchen island: 0.5801, Acc.computer: 0.8079, Acc.swivel chair: 0.5699, Acc.boat: 0.7723, Acc.bar: 0.5943, Acc.arcade machine: 0.7688, Acc.hovel: 0.4499, Acc.bus: 0.9046, Acc.towel: 0.8066, Acc.light: 0.3840, Acc.truck: 0.4798, Acc.tower: 0.2884, Acc.chandelier: 0.7807, Acc.awning: 0.3024, Acc.streetlight: 0.2864, Acc.booth: 0.4987, Acc.television receiver: 0.7833, Acc.airplane: 0.6623, Acc.dirt track: 0.1311, Acc.apparel: 0.5959, Acc.pole: 0.1840, Acc.land: 0.0165, Acc.bannister: 0.1094, Acc.escalator: 0.7086, Acc.ottoman: 0.5525, Acc.bottle: 0.6232, Acc.buffet: 0.5013, Acc.poster: 0.2799, Acc.stage: 0.3670, Acc.van: 0.3501, Acc.ship: 0.2905, Acc.fountain: 0.2457, Acc.conveyer belt: 0.9476, Acc.canopy: 0.4068, Acc.washer: 0.7247, Acc.plaything: 0.3972, Acc.swimming pool: 0.7560, Acc.stool: 0.4098, Acc.barrel: 0.5260, Acc.basket: 0.4700, Acc.waterfall: 0.5408, Acc.tent: 0.9702, Acc.bag: 0.1749, Acc.minibike: 0.8385, Acc.cradle: 0.9482, Acc.oven: 0.5842, Acc.ball: 0.5480, Acc.food: 0.6439, Acc.step: 0.0765, Acc.tank: 0.7350, Acc.trade name: 0.2106, Acc.microwave: 0.7738, Acc.pot: 0.4630, Acc.animal: 0.5890, Acc.bicycle: 0.7550, Acc.lake: 0.2465, Acc.dishwasher: 0.5654, Acc.screen: 0.5695, Acc.blanket: 0.2381, Acc.sculpture: 0.7156, Acc.hood: 0.5995, Acc.sconce: 0.5375, Acc.vase: 0.5337, Acc.traffic light: 0.4086, Acc.tray: 0.1233, Acc.ashcan: 0.5221, Acc.fan: 0.6832, Acc.pier: 0.4347, Acc.crt screen: 0.0808, Acc.plate: 0.6403, Acc.monitor: 0.2015, Acc.bulletin board: 0.5656, Acc.shower: 0.0341, Acc.radiator: 0.6860, Acc.glass: 0.1790, Acc.clock: 0.4006, Acc.flag: 0.5216 2023-11-30 20:53:03,476 - mmseg - INFO - Iter [26050/80000] lr: 2.698e-05, eta: 4:57:39, time: 1.223, data_time: 1.018, memory: 14238, decode.loss_ce: 0.5482, decode.acc_seg: 79.5949, loss: 0.5482 2023-11-30 20:53:14,092 - mmseg - INFO - Iter [26100/80000] lr: 2.695e-05, eta: 4:57:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5382, decode.acc_seg: 79.9422, loss: 0.5382 2023-11-30 20:53:24,696 - mmseg - INFO - Iter [26150/80000] lr: 2.693e-05, eta: 4:56:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5561, decode.acc_seg: 79.6048, loss: 0.5561 2023-11-30 20:53:35,301 - mmseg - INFO - Iter [26200/80000] lr: 2.690e-05, eta: 4:56:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5573, decode.acc_seg: 79.4564, loss: 0.5573 2023-11-30 20:53:45,905 - mmseg - INFO - Iter [26250/80000] lr: 2.688e-05, eta: 4:55:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5315, decode.acc_seg: 80.1067, loss: 0.5315 2023-11-30 20:53:56,504 - mmseg - INFO - Iter [26300/80000] lr: 2.685e-05, eta: 4:55:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5594, decode.acc_seg: 79.3467, loss: 0.5594 2023-11-30 20:54:07,105 - mmseg - INFO - Iter [26350/80000] lr: 2.683e-05, eta: 4:54:47, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5483, decode.acc_seg: 79.0900, loss: 0.5483 2023-11-30 20:54:17,704 - mmseg - INFO - Iter [26400/80000] lr: 2.680e-05, eta: 4:54:18, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5660, decode.acc_seg: 79.1846, loss: 0.5660 2023-11-30 20:54:28,302 - mmseg - INFO - Iter [26450/80000] lr: 2.678e-05, eta: 4:53:50, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5743, decode.acc_seg: 78.4651, loss: 0.5743 2023-11-30 20:54:38,901 - mmseg - INFO - Iter [26500/80000] lr: 2.675e-05, eta: 4:53:22, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5536, decode.acc_seg: 79.3680, loss: 0.5536 2023-11-30 20:54:51,810 - mmseg - INFO - Iter [26550/80000] lr: 2.673e-05, eta: 4:52:58, time: 0.258, data_time: 0.053, memory: 14238, decode.loss_ce: 0.5386, decode.acc_seg: 80.0643, loss: 0.5386 2023-11-30 20:55:02,401 - mmseg - INFO - Iter [26600/80000] lr: 2.670e-05, eta: 4:52:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5269, decode.acc_seg: 80.0495, loss: 0.5269 2023-11-30 20:55:12,999 - mmseg - INFO - Iter [26650/80000] lr: 2.668e-05, eta: 4:52:02, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5467, decode.acc_seg: 79.6729, loss: 0.5467 2023-11-30 20:55:23,620 - mmseg - INFO - Iter [26700/80000] lr: 2.665e-05, eta: 4:51:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5379, decode.acc_seg: 80.0770, loss: 0.5379 2023-11-30 20:55:34,223 - mmseg - INFO - Iter [26750/80000] lr: 2.663e-05, eta: 4:51:06, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5555, decode.acc_seg: 79.3726, loss: 0.5555 2023-11-30 20:55:44,825 - mmseg - INFO - Iter [26800/80000] lr: 2.660e-05, eta: 4:50:38, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5599, decode.acc_seg: 79.3783, loss: 0.5599 2023-11-30 20:55:55,428 - mmseg - INFO - Iter [26850/80000] lr: 2.658e-05, eta: 4:50:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5301, decode.acc_seg: 79.8660, loss: 0.5301 2023-11-30 20:56:06,032 - mmseg - INFO - Iter [26900/80000] lr: 2.655e-05, eta: 4:49:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5446, decode.acc_seg: 79.4308, loss: 0.5446 2023-11-30 20:56:16,632 - mmseg - INFO - Iter [26950/80000] lr: 2.653e-05, eta: 4:49:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5539, decode.acc_seg: 79.5489, loss: 0.5539 2023-11-30 20:56:27,211 - mmseg - INFO - Saving checkpoint at 27000 iterations 2023-11-30 20:57:00,738 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:57:00,739 - mmseg - INFO - Iter [27000/80000] lr: 2.650e-05, eta: 4:49:53, time: 0.883, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5462, decode.acc_seg: 79.6467, loss: 0.5462 2023-11-30 20:57:50,686 - mmseg - INFO - per class results: 2023-11-30 20:57:50,693 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.26 | 85.43 | | building | 79.94 | 91.01 | | sky | 89.37 | 95.14 | | floor | 73.74 | 87.79 | | tree | 69.17 | 83.68 | | ceiling | 76.81 | 87.03 | | road | 77.89 | 87.98 | | bed | 84.27 | 93.1 | | windowpane | 57.72 | 75.48 | | grass | 65.76 | 80.66 | | cabinet | 54.98 | 68.53 | | sidewalk | 55.9 | 70.96 | | person | 75.74 | 91.12 | | earth | 35.65 | 49.67 | | door | 40.14 | 49.68 | | table | 54.61 | 69.83 | | mountain | 55.56 | 70.94 | | plant | 50.43 | 60.83 | | curtain | 64.08 | 73.98 | | chair | 53.72 | 68.59 | | car | 78.43 | 92.45 | | water | 54.03 | 71.79 | | painting | 66.23 | 80.81 | | sofa | 66.25 | 81.64 | | shelf | 39.14 | 56.04 | | house | 45.97 | 65.26 | | sea | 59.33 | 76.12 | | mirror | 58.21 | 69.65 | | rug | 50.21 | 55.3 | | field | 33.14 | 48.26 | | armchair | 41.83 | 57.49 | | seat | 57.19 | 79.56 | | fence | 38.78 | 50.36 | | desk | 41.8 | 68.06 | | rock | 50.63 | 63.93 | | wardrobe | 44.99 | 60.66 | | lamp | 57.46 | 72.31 | | bathtub | 72.93 | 80.01 | | railing | 31.87 | 42.12 | | cushion | 56.57 | 69.46 | | base | 25.83 | 38.81 | | box | 26.59 | 35.0 | | column | 36.85 | 45.38 | | signboard | 31.37 | 47.25 | | chest of drawers | 37.77 | 51.31 | | counter | 33.32 | 41.67 | | sand | 44.49 | 58.09 | | sink | 69.63 | 79.03 | | skyscraper | 45.26 | 62.03 | | fireplace | 64.31 | 80.64 | | refrigerator | 57.46 | 66.74 | | grandstand | 49.82 | 78.02 | | path | 17.7 | 23.46 | | stairs | 27.76 | 31.38 | | runway | 65.45 | 87.84 | | case | 53.79 | 65.32 | | pool table | 84.06 | 95.71 | | pillow | 53.34 | 62.75 | | screen door | 55.58 | 61.99 | | stairway | 48.16 | 59.82 | | river | 15.54 | 29.18 | | bridge | 47.57 | 57.56 | | bookcase | 34.87 | 45.61 | | blind | 21.59 | 23.16 | | coffee table | 59.23 | 79.76 | | toilet | 77.49 | 87.78 | | flower | 38.02 | 53.35 | | book | 47.87 | 67.82 | | hill | 6.02 | 9.33 | | bench | 45.09 | 54.59 | | countertop | 52.79 | 66.56 | | stove | 69.22 | 76.47 | | palm | 45.89 | 65.38 | | kitchen island | 36.48 | 59.33 | | computer | 63.57 | 78.22 | | swivel chair | 41.68 | 58.62 | | boat | 61.5 | 78.13 | | bar | 51.11 | 61.41 | | arcade machine | 67.2 | 76.79 | | hovel | 30.03 | 33.57 | | bus | 82.68 | 91.46 | | towel | 65.45 | 78.48 | | light | 33.67 | 38.4 | | truck | 33.23 | 46.83 | | tower | 26.05 | 43.43 | | chandelier | 62.58 | 76.53 | | awning | 25.65 | 31.45 | | streetlight | 23.62 | 28.87 | | booth | 33.63 | 45.21 | | television receiver | 68.65 | 77.07 | | airplane | 54.24 | 66.45 | | dirt track | 6.24 | 11.32 | | apparel | 48.26 | 61.23 | | pole | 17.46 | 23.15 | | land | 1.09 | 1.53 | | bannister | 7.14 | 9.82 | | escalator | 52.2 | 67.38 | | ottoman | 44.22 | 52.28 | | bottle | 39.79 | 62.23 | | buffet | 42.7 | 50.99 | | poster | 20.32 | 26.14 | | stage | 16.33 | 33.68 | | van | 32.04 | 42.9 | | ship | 26.48 | 30.01 | | fountain | 22.3 | 23.48 | | conveyer belt | 63.93 | 94.5 | | canopy | 36.49 | 40.95 | | washer | 66.63 | 71.71 | | plaything | 27.92 | 43.87 | | swimming pool | 61.22 | 74.86 | | stool | 33.75 | 41.77 | | barrel | 38.51 | 50.54 | | basket | 36.07 | 44.92 | | waterfall | 46.68 | 54.0 | | tent | 70.88 | 98.25 | | bag | 16.01 | 18.81 | | minibike | 62.78 | 85.83 | | cradle | 73.08 | 93.45 | | oven | 50.27 | 60.69 | | ball | 50.14 | 57.94 | | food | 53.34 | 63.79 | | step | 7.47 | 8.09 | | tank | 59.46 | 74.85 | | trade name | 17.37 | 20.2 | | microwave | 70.12 | 76.5 | | pot | 41.44 | 46.48 | | animal | 55.43 | 62.13 | | bicycle | 56.13 | 79.07 | | lake | 16.54 | 18.51 | | dishwasher | 50.34 | 53.03 | | screen | 41.37 | 57.0 | | blanket | 20.72 | 24.19 | | sculpture | 55.35 | 73.77 | | hood | 50.99 | 54.95 | | sconce | 41.78 | 50.92 | | vase | 37.99 | 55.58 | | traffic light | 31.9 | 48.69 | | tray | 9.71 | 11.93 | | ashcan | 42.43 | 55.98 | | fan | 54.7 | 69.46 | | pier | 34.65 | 40.66 | | crt screen | 5.66 | 11.98 | | plate | 51.27 | 66.41 | | monitor | 22.97 | 26.01 | | bulletin board | 42.89 | 53.09 | | shower | 2.57 | 3.01 | | radiator | 60.38 | 70.46 | | glass | 16.59 | 18.38 | | clock | 33.55 | 37.23 | | flag | 44.33 | 52.73 | +---------------------+-------+-------+ 2023-11-30 20:57:50,693 - mmseg - INFO - Summary: 2023-11-30 20:57:50,693 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 79.83 | 46.14 | 57.7 | +-------+-------+------+ 2023-11-30 20:57:51,936 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_25000.pth was removed 2023-11-30 20:58:26,444 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_27000.pth. 2023-11-30 20:58:26,445 - mmseg - INFO - Best aAcc is 0.7983 at 27000 iter. 2023-11-30 20:58:26,445 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 20:58:26,446 - mmseg - INFO - Iter(val) [250] aAcc: 0.7983, mIoU: 0.4614, mAcc: 0.5770, IoU.wall: 0.7026, IoU.building: 0.7994, IoU.sky: 0.8937, IoU.floor: 0.7374, IoU.tree: 0.6917, IoU.ceiling: 0.7681, IoU.road: 0.7789, IoU.bed : 0.8427, IoU.windowpane: 0.5772, IoU.grass: 0.6576, IoU.cabinet: 0.5498, IoU.sidewalk: 0.5590, IoU.person: 0.7574, IoU.earth: 0.3565, IoU.door: 0.4014, IoU.table: 0.5461, IoU.mountain: 0.5556, IoU.plant: 0.5043, IoU.curtain: 0.6408, IoU.chair: 0.5372, IoU.car: 0.7843, IoU.water: 0.5403, IoU.painting: 0.6623, IoU.sofa: 0.6625, IoU.shelf: 0.3914, IoU.house: 0.4597, IoU.sea: 0.5933, IoU.mirror: 0.5821, IoU.rug: 0.5021, IoU.field: 0.3314, IoU.armchair: 0.4183, IoU.seat: 0.5719, IoU.fence: 0.3878, IoU.desk: 0.4180, IoU.rock: 0.5063, IoU.wardrobe: 0.4499, IoU.lamp: 0.5746, IoU.bathtub: 0.7293, IoU.railing: 0.3187, IoU.cushion: 0.5657, IoU.base: 0.2583, IoU.box: 0.2659, IoU.column: 0.3685, IoU.signboard: 0.3137, IoU.chest of drawers: 0.3777, IoU.counter: 0.3332, IoU.sand: 0.4449, IoU.sink: 0.6963, IoU.skyscraper: 0.4526, IoU.fireplace: 0.6431, IoU.refrigerator: 0.5746, IoU.grandstand: 0.4982, IoU.path: 0.1770, IoU.stairs: 0.2776, IoU.runway: 0.6545, IoU.case: 0.5379, IoU.pool table: 0.8406, IoU.pillow: 0.5334, IoU.screen door: 0.5558, IoU.stairway: 0.4816, IoU.river: 0.1554, IoU.bridge: 0.4757, IoU.bookcase: 0.3487, IoU.blind: 0.2159, IoU.coffee table: 0.5923, IoU.toilet: 0.7749, IoU.flower: 0.3802, IoU.book: 0.4787, IoU.hill: 0.0602, IoU.bench: 0.4509, IoU.countertop: 0.5279, IoU.stove: 0.6922, IoU.palm: 0.4589, IoU.kitchen island: 0.3648, IoU.computer: 0.6357, IoU.swivel chair: 0.4168, IoU.boat: 0.6150, IoU.bar: 0.5111, IoU.arcade machine: 0.6720, IoU.hovel: 0.3003, IoU.bus: 0.8268, IoU.towel: 0.6545, IoU.light: 0.3367, IoU.truck: 0.3323, IoU.tower: 0.2605, IoU.chandelier: 0.6258, IoU.awning: 0.2565, IoU.streetlight: 0.2362, IoU.booth: 0.3363, IoU.television receiver: 0.6865, IoU.airplane: 0.5424, IoU.dirt track: 0.0624, IoU.apparel: 0.4826, IoU.pole: 0.1746, IoU.land: 0.0109, IoU.bannister: 0.0714, IoU.escalator: 0.5220, IoU.ottoman: 0.4422, IoU.bottle: 0.3979, IoU.buffet: 0.4270, IoU.poster: 0.2032, IoU.stage: 0.1633, IoU.van: 0.3204, IoU.ship: 0.2648, IoU.fountain: 0.2230, IoU.conveyer belt: 0.6393, IoU.canopy: 0.3649, IoU.washer: 0.6663, IoU.plaything: 0.2792, IoU.swimming pool: 0.6122, IoU.stool: 0.3375, IoU.barrel: 0.3851, IoU.basket: 0.3607, IoU.waterfall: 0.4668, IoU.tent: 0.7088, IoU.bag: 0.1601, IoU.minibike: 0.6278, IoU.cradle: 0.7308, IoU.oven: 0.5027, IoU.ball: 0.5014, IoU.food: 0.5334, IoU.step: 0.0747, IoU.tank: 0.5946, IoU.trade name: 0.1737, IoU.microwave: 0.7012, IoU.pot: 0.4144, IoU.animal: 0.5543, IoU.bicycle: 0.5613, IoU.lake: 0.1654, IoU.dishwasher: 0.5034, IoU.screen: 0.4137, IoU.blanket: 0.2072, IoU.sculpture: 0.5535, IoU.hood: 0.5099, IoU.sconce: 0.4178, IoU.vase: 0.3799, IoU.traffic light: 0.3190, IoU.tray: 0.0971, IoU.ashcan: 0.4243, IoU.fan: 0.5470, IoU.pier: 0.3465, IoU.crt screen: 0.0566, IoU.plate: 0.5127, IoU.monitor: 0.2297, IoU.bulletin board: 0.4289, IoU.shower: 0.0257, IoU.radiator: 0.6038, IoU.glass: 0.1659, IoU.clock: 0.3355, IoU.flag: 0.4433, Acc.wall: 0.8543, Acc.building: 0.9101, Acc.sky: 0.9514, Acc.floor: 0.8779, Acc.tree: 0.8368, Acc.ceiling: 0.8703, Acc.road: 0.8798, Acc.bed : 0.9310, Acc.windowpane: 0.7548, Acc.grass: 0.8066, Acc.cabinet: 0.6853, Acc.sidewalk: 0.7096, Acc.person: 0.9112, Acc.earth: 0.4967, Acc.door: 0.4968, Acc.table: 0.6983, Acc.mountain: 0.7094, Acc.plant: 0.6083, Acc.curtain: 0.7398, Acc.chair: 0.6859, Acc.car: 0.9245, Acc.water: 0.7179, Acc.painting: 0.8081, Acc.sofa: 0.8164, Acc.shelf: 0.5604, Acc.house: 0.6526, Acc.sea: 0.7612, Acc.mirror: 0.6965, Acc.rug: 0.5530, Acc.field: 0.4826, Acc.armchair: 0.5749, Acc.seat: 0.7956, Acc.fence: 0.5036, Acc.desk: 0.6806, Acc.rock: 0.6393, Acc.wardrobe: 0.6066, Acc.lamp: 0.7231, Acc.bathtub: 0.8001, Acc.railing: 0.4212, Acc.cushion: 0.6946, Acc.base: 0.3881, Acc.box: 0.3500, Acc.column: 0.4538, Acc.signboard: 0.4725, Acc.chest of drawers: 0.5131, Acc.counter: 0.4167, Acc.sand: 0.5809, Acc.sink: 0.7903, Acc.skyscraper: 0.6203, Acc.fireplace: 0.8064, Acc.refrigerator: 0.6674, Acc.grandstand: 0.7802, Acc.path: 0.2346, Acc.stairs: 0.3138, Acc.runway: 0.8784, Acc.case: 0.6532, Acc.pool table: 0.9571, Acc.pillow: 0.6275, Acc.screen door: 0.6199, Acc.stairway: 0.5982, Acc.river: 0.2918, Acc.bridge: 0.5756, Acc.bookcase: 0.4561, Acc.blind: 0.2316, Acc.coffee table: 0.7976, Acc.toilet: 0.8778, Acc.flower: 0.5335, Acc.book: 0.6782, Acc.hill: 0.0933, Acc.bench: 0.5459, Acc.countertop: 0.6656, Acc.stove: 0.7647, Acc.palm: 0.6538, Acc.kitchen island: 0.5933, Acc.computer: 0.7822, Acc.swivel chair: 0.5862, Acc.boat: 0.7813, Acc.bar: 0.6141, Acc.arcade machine: 0.7679, Acc.hovel: 0.3357, Acc.bus: 0.9146, Acc.towel: 0.7848, Acc.light: 0.3840, Acc.truck: 0.4683, Acc.tower: 0.4343, Acc.chandelier: 0.7653, Acc.awning: 0.3145, Acc.streetlight: 0.2887, Acc.booth: 0.4521, Acc.television receiver: 0.7707, Acc.airplane: 0.6645, Acc.dirt track: 0.1132, Acc.apparel: 0.6123, Acc.pole: 0.2315, Acc.land: 0.0153, Acc.bannister: 0.0982, Acc.escalator: 0.6738, Acc.ottoman: 0.5228, Acc.bottle: 0.6223, Acc.buffet: 0.5099, Acc.poster: 0.2614, Acc.stage: 0.3368, Acc.van: 0.4290, Acc.ship: 0.3001, Acc.fountain: 0.2348, Acc.conveyer belt: 0.9450, Acc.canopy: 0.4095, Acc.washer: 0.7171, Acc.plaything: 0.4387, Acc.swimming pool: 0.7486, Acc.stool: 0.4177, Acc.barrel: 0.5054, Acc.basket: 0.4492, Acc.waterfall: 0.5400, Acc.tent: 0.9825, Acc.bag: 0.1881, Acc.minibike: 0.8583, Acc.cradle: 0.9345, Acc.oven: 0.6069, Acc.ball: 0.5794, Acc.food: 0.6379, Acc.step: 0.0809, Acc.tank: 0.7485, Acc.trade name: 0.2020, Acc.microwave: 0.7650, Acc.pot: 0.4648, Acc.animal: 0.6213, Acc.bicycle: 0.7907, Acc.lake: 0.1851, Acc.dishwasher: 0.5303, Acc.screen: 0.5700, Acc.blanket: 0.2419, Acc.sculpture: 0.7377, Acc.hood: 0.5495, Acc.sconce: 0.5092, Acc.vase: 0.5558, Acc.traffic light: 0.4869, Acc.tray: 0.1193, Acc.ashcan: 0.5598, Acc.fan: 0.6946, Acc.pier: 0.4066, Acc.crt screen: 0.1198, Acc.plate: 0.6641, Acc.monitor: 0.2601, Acc.bulletin board: 0.5309, Acc.shower: 0.0301, Acc.radiator: 0.7046, Acc.glass: 0.1838, Acc.clock: 0.3723, Acc.flag: 0.5273 2023-11-30 20:58:37,500 - mmseg - INFO - Iter [27050/80000] lr: 2.648e-05, eta: 4:52:14, time: 1.935, data_time: 1.730, memory: 14238, decode.loss_ce: 0.5663, decode.acc_seg: 79.0046, loss: 0.5663 2023-11-30 20:58:48,093 - mmseg - INFO - Iter [27100/80000] lr: 2.645e-05, eta: 4:51:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5470, decode.acc_seg: 79.7477, loss: 0.5470 2023-11-30 20:58:58,706 - mmseg - INFO - Iter [27150/80000] lr: 2.643e-05, eta: 4:51:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5453, decode.acc_seg: 79.6891, loss: 0.5453 2023-11-30 20:59:09,306 - mmseg - INFO - Iter [27200/80000] lr: 2.640e-05, eta: 4:50:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5280, decode.acc_seg: 79.9110, loss: 0.5280 2023-11-30 20:59:19,906 - mmseg - INFO - Iter [27250/80000] lr: 2.638e-05, eta: 4:50:21, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5578, decode.acc_seg: 79.7640, loss: 0.5578 2023-11-30 20:59:30,509 - mmseg - INFO - Iter [27300/80000] lr: 2.635e-05, eta: 4:49:53, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5581, decode.acc_seg: 79.3889, loss: 0.5581 2023-11-30 20:59:41,109 - mmseg - INFO - Iter [27350/80000] lr: 2.633e-05, eta: 4:49:25, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5548, decode.acc_seg: 79.6677, loss: 0.5548 2023-11-30 20:59:51,708 - mmseg - INFO - Iter [27400/80000] lr: 2.630e-05, eta: 4:48:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5583, decode.acc_seg: 79.0965, loss: 0.5583 2023-11-30 21:00:02,340 - mmseg - INFO - Iter [27450/80000] lr: 2.628e-05, eta: 4:48:30, time: 0.213, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5609, decode.acc_seg: 79.1490, loss: 0.5609 2023-11-30 21:00:12,936 - mmseg - INFO - Iter [27500/80000] lr: 2.625e-05, eta: 4:48:02, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5410, decode.acc_seg: 80.4916, loss: 0.5410 2023-11-30 21:00:23,538 - mmseg - INFO - Iter [27550/80000] lr: 2.623e-05, eta: 4:47:35, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5383, decode.acc_seg: 79.5155, loss: 0.5383 2023-11-30 21:00:34,140 - mmseg - INFO - Iter [27600/80000] lr: 2.620e-05, eta: 4:47:07, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5527, decode.acc_seg: 79.2548, loss: 0.5527 2023-11-30 21:00:44,736 - mmseg - INFO - Iter [27650/80000] lr: 2.618e-05, eta: 4:46:40, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5638, decode.acc_seg: 78.9027, loss: 0.5638 2023-11-30 21:00:55,335 - mmseg - INFO - Iter [27700/80000] lr: 2.615e-05, eta: 4:46:12, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5447, decode.acc_seg: 79.9683, loss: 0.5447 2023-11-30 21:01:05,937 - mmseg - INFO - Iter [27750/80000] lr: 2.613e-05, eta: 4:45:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5539, decode.acc_seg: 79.1999, loss: 0.5539 2023-11-30 21:01:18,830 - mmseg - INFO - Iter [27800/80000] lr: 2.610e-05, eta: 4:45:22, time: 0.258, data_time: 0.051, memory: 14238, decode.loss_ce: 0.5287, decode.acc_seg: 80.3719, loss: 0.5287 2023-11-30 21:01:29,419 - mmseg - INFO - Iter [27850/80000] lr: 2.608e-05, eta: 4:44:55, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5419, decode.acc_seg: 79.4711, loss: 0.5419 2023-11-30 21:01:40,014 - mmseg - INFO - Iter [27900/80000] lr: 2.605e-05, eta: 4:44:27, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5504, decode.acc_seg: 79.3185, loss: 0.5504 2023-11-30 21:01:50,610 - mmseg - INFO - Iter [27950/80000] lr: 2.603e-05, eta: 4:44:00, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5306, decode.acc_seg: 80.0255, loss: 0.5306 2023-11-30 21:02:01,190 - mmseg - INFO - Saving checkpoint at 28000 iterations 2023-11-30 21:02:34,494 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:02:34,494 - mmseg - INFO - Iter [28000/80000] lr: 2.600e-05, eta: 4:44:35, time: 0.878, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5371, decode.acc_seg: 79.9447, loss: 0.5371 2023-11-30 21:03:24,749 - mmseg - INFO - per class results: 2023-11-30 21:03:24,756 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.38 | 84.61 | | building | 79.13 | 92.98 | | sky | 89.02 | 95.13 | | floor | 74.38 | 86.87 | | tree | 68.67 | 84.7 | | ceiling | 76.95 | 87.49 | | road | 78.03 | 87.53 | | bed | 84.01 | 93.72 | | windowpane | 58.01 | 75.14 | | grass | 65.78 | 82.66 | | cabinet | 55.01 | 68.65 | | sidewalk | 56.15 | 72.76 | | person | 75.78 | 90.93 | | earth | 34.74 | 47.03 | | door | 40.37 | 49.79 | | table | 54.62 | 69.17 | | mountain | 55.19 | 68.18 | | plant | 49.98 | 60.25 | | curtain | 64.69 | 76.28 | | chair | 53.9 | 69.82 | | car | 78.94 | 91.8 | | water | 54.41 | 71.46 | | painting | 66.31 | 82.85 | | sofa | 66.26 | 82.63 | | shelf | 37.66 | 51.46 | | house | 44.93 | 59.15 | | sea | 59.86 | 76.21 | | mirror | 58.39 | 70.76 | | rug | 49.88 | 54.5 | | field | 32.05 | 47.95 | | armchair | 41.72 | 55.78 | | seat | 57.51 | 77.4 | | fence | 37.72 | 46.83 | | desk | 41.92 | 66.89 | | rock | 50.19 | 62.7 | | wardrobe | 45.38 | 61.37 | | lamp | 57.63 | 71.02 | | bathtub | 72.85 | 79.43 | | railing | 33.46 | 46.7 | | cushion | 56.84 | 70.94 | | base | 26.0 | 42.74 | | box | 26.39 | 33.57 | | column | 36.2 | 44.03 | | signboard | 30.79 | 45.32 | | chest of drawers | 37.77 | 50.58 | | counter | 31.3 | 38.29 | | sand | 46.22 | 61.11 | | sink | 69.2 | 78.25 | | skyscraper | 45.57 | 57.37 | | fireplace | 63.75 | 80.9 | | refrigerator | 57.46 | 66.41 | | grandstand | 51.33 | 78.45 | | path | 16.85 | 21.76 | | stairs | 24.82 | 27.3 | | runway | 65.83 | 87.0 | | case | 54.31 | 65.19 | | pool table | 84.75 | 95.88 | | pillow | 54.32 | 64.15 | | screen door | 54.09 | 59.83 | | stairway | 45.81 | 58.71 | | river | 14.75 | 24.33 | | bridge | 43.01 | 52.4 | | bookcase | 34.18 | 47.8 | | blind | 26.85 | 29.72 | | coffee table | 59.03 | 79.15 | | toilet | 77.39 | 88.16 | | flower | 39.75 | 56.39 | | book | 47.4 | 67.71 | | hill | 6.06 | 9.35 | | bench | 45.87 | 54.51 | | countertop | 52.76 | 66.3 | | stove | 69.73 | 78.72 | | palm | 45.63 | 63.58 | | kitchen island | 37.6 | 63.02 | | computer | 64.41 | 79.5 | | swivel chair | 41.69 | 55.87 | | boat | 61.38 | 74.54 | | bar | 49.97 | 60.88 | | arcade machine | 68.0 | 79.43 | | hovel | 31.95 | 35.93 | | bus | 82.93 | 90.62 | | towel | 65.55 | 78.02 | | light | 35.19 | 40.84 | | truck | 33.9 | 48.47 | | tower | 19.52 | 29.08 | | chandelier | 63.02 | 78.2 | | awning | 25.72 | 32.74 | | streetlight | 23.22 | 28.74 | | booth | 33.23 | 45.43 | | television receiver | 68.62 | 77.87 | | airplane | 54.91 | 65.2 | | dirt track | 7.35 | 16.61 | | apparel | 48.87 | 62.07 | | pole | 15.95 | 20.5 | | land | 1.16 | 1.57 | | bannister | 6.8 | 8.86 | | escalator | 53.45 | 71.32 | | ottoman | 44.64 | 54.05 | | bottle | 39.73 | 63.11 | | buffet | 44.36 | 53.79 | | poster | 20.26 | 25.56 | | stage | 16.54 | 34.55 | | van | 32.5 | 42.13 | | ship | 26.4 | 29.86 | | fountain | 25.33 | 26.63 | | conveyer belt | 66.53 | 93.98 | | canopy | 35.9 | 42.21 | | washer | 69.94 | 76.77 | | plaything | 28.34 | 43.95 | | swimming pool | 60.95 | 77.54 | | stool | 34.32 | 42.26 | | barrel | 40.4 | 55.49 | | basket | 36.35 | 46.49 | | waterfall | 44.22 | 49.53 | | tent | 78.93 | 97.19 | | bag | 16.85 | 20.16 | | minibike | 63.31 | 85.35 | | cradle | 71.99 | 94.59 | | oven | 50.57 | 59.82 | | ball | 53.9 | 65.3 | | food | 56.83 | 69.99 | | step | 7.24 | 7.86 | | tank | 59.97 | 75.04 | | trade name | 16.94 | 19.61 | | microwave | 71.77 | 79.64 | | pot | 40.38 | 44.99 | | animal | 54.6 | 60.66 | | bicycle | 56.05 | 76.47 | | lake | 14.31 | 15.58 | | dishwasher | 51.28 | 54.41 | | screen | 41.51 | 55.55 | | blanket | 17.61 | 20.39 | | sculpture | 55.24 | 74.22 | | hood | 56.35 | 62.92 | | sconce | 43.15 | 53.19 | | vase | 37.52 | 57.69 | | traffic light | 31.58 | 43.43 | | tray | 10.35 | 13.07 | | ashcan | 42.69 | 53.71 | | fan | 55.02 | 70.35 | | pier | 34.77 | 41.52 | | crt screen | 6.71 | 12.57 | | plate | 51.32 | 67.87 | | monitor | 23.44 | 27.43 | | bulletin board | 42.98 | 55.37 | | shower | 2.05 | 4.12 | | radiator | 60.36 | 70.22 | | glass | 16.0 | 17.52 | | clock | 32.86 | 36.37 | | flag | 46.37 | 54.57 | +---------------------+-------+-------+ 2023-11-30 21:03:24,756 - mmseg - INFO - Summary: 2023-11-30 21:03:24,756 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 79.85 | 46.32 | 57.79 | +-------+-------+-------+ 2023-11-30 21:03:26,095 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_27000.pth was removed 2023-11-30 21:03:57,813 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_28000.pth. 2023-11-30 21:03:57,813 - mmseg - INFO - Best aAcc is 0.7985 at 28000 iter. 2023-11-30 21:03:57,814 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:03:57,814 - mmseg - INFO - Iter(val) [250] aAcc: 0.7985, mIoU: 0.4632, mAcc: 0.5779, IoU.wall: 0.7038, IoU.building: 0.7913, IoU.sky: 0.8902, IoU.floor: 0.7438, IoU.tree: 0.6867, IoU.ceiling: 0.7695, IoU.road: 0.7803, IoU.bed : 0.8401, IoU.windowpane: 0.5801, IoU.grass: 0.6578, IoU.cabinet: 0.5501, IoU.sidewalk: 0.5615, IoU.person: 0.7578, IoU.earth: 0.3474, IoU.door: 0.4037, IoU.table: 0.5462, IoU.mountain: 0.5519, IoU.plant: 0.4998, IoU.curtain: 0.6469, IoU.chair: 0.5390, IoU.car: 0.7894, IoU.water: 0.5441, IoU.painting: 0.6631, IoU.sofa: 0.6626, IoU.shelf: 0.3766, IoU.house: 0.4493, IoU.sea: 0.5986, IoU.mirror: 0.5839, IoU.rug: 0.4988, IoU.field: 0.3205, IoU.armchair: 0.4172, IoU.seat: 0.5751, IoU.fence: 0.3772, IoU.desk: 0.4192, IoU.rock: 0.5019, IoU.wardrobe: 0.4538, IoU.lamp: 0.5763, IoU.bathtub: 0.7285, IoU.railing: 0.3346, IoU.cushion: 0.5684, IoU.base: 0.2600, IoU.box: 0.2639, IoU.column: 0.3620, IoU.signboard: 0.3079, IoU.chest of drawers: 0.3777, IoU.counter: 0.3130, IoU.sand: 0.4622, IoU.sink: 0.6920, IoU.skyscraper: 0.4557, IoU.fireplace: 0.6375, IoU.refrigerator: 0.5746, IoU.grandstand: 0.5133, IoU.path: 0.1685, IoU.stairs: 0.2482, IoU.runway: 0.6583, IoU.case: 0.5431, IoU.pool table: 0.8475, IoU.pillow: 0.5432, IoU.screen door: 0.5409, IoU.stairway: 0.4581, IoU.river: 0.1475, IoU.bridge: 0.4301, IoU.bookcase: 0.3418, IoU.blind: 0.2685, IoU.coffee table: 0.5903, IoU.toilet: 0.7739, IoU.flower: 0.3975, IoU.book: 0.4740, IoU.hill: 0.0606, IoU.bench: 0.4587, IoU.countertop: 0.5276, IoU.stove: 0.6973, IoU.palm: 0.4563, IoU.kitchen island: 0.3760, IoU.computer: 0.6441, IoU.swivel chair: 0.4169, IoU.boat: 0.6138, IoU.bar: 0.4997, IoU.arcade machine: 0.6800, IoU.hovel: 0.3195, IoU.bus: 0.8293, IoU.towel: 0.6555, IoU.light: 0.3519, IoU.truck: 0.3390, IoU.tower: 0.1952, IoU.chandelier: 0.6302, IoU.awning: 0.2572, IoU.streetlight: 0.2322, IoU.booth: 0.3323, IoU.television receiver: 0.6862, IoU.airplane: 0.5491, IoU.dirt track: 0.0735, IoU.apparel: 0.4887, IoU.pole: 0.1595, IoU.land: 0.0116, IoU.bannister: 0.0680, IoU.escalator: 0.5345, IoU.ottoman: 0.4464, IoU.bottle: 0.3973, IoU.buffet: 0.4436, IoU.poster: 0.2026, IoU.stage: 0.1654, IoU.van: 0.3250, IoU.ship: 0.2640, IoU.fountain: 0.2533, IoU.conveyer belt: 0.6653, IoU.canopy: 0.3590, IoU.washer: 0.6994, IoU.plaything: 0.2834, IoU.swimming pool: 0.6095, IoU.stool: 0.3432, IoU.barrel: 0.4040, IoU.basket: 0.3635, IoU.waterfall: 0.4422, IoU.tent: 0.7893, IoU.bag: 0.1685, IoU.minibike: 0.6331, IoU.cradle: 0.7199, IoU.oven: 0.5057, IoU.ball: 0.5390, IoU.food: 0.5683, IoU.step: 0.0724, IoU.tank: 0.5997, IoU.trade name: 0.1694, IoU.microwave: 0.7177, IoU.pot: 0.4038, IoU.animal: 0.5460, IoU.bicycle: 0.5605, IoU.lake: 0.1431, IoU.dishwasher: 0.5128, IoU.screen: 0.4151, IoU.blanket: 0.1761, IoU.sculpture: 0.5524, IoU.hood: 0.5635, IoU.sconce: 0.4315, IoU.vase: 0.3752, IoU.traffic light: 0.3158, IoU.tray: 0.1035, IoU.ashcan: 0.4269, IoU.fan: 0.5502, IoU.pier: 0.3477, IoU.crt screen: 0.0671, IoU.plate: 0.5132, IoU.monitor: 0.2344, IoU.bulletin board: 0.4298, IoU.shower: 0.0205, IoU.radiator: 0.6036, IoU.glass: 0.1600, IoU.clock: 0.3286, IoU.flag: 0.4637, Acc.wall: 0.8461, Acc.building: 0.9298, Acc.sky: 0.9513, Acc.floor: 0.8687, Acc.tree: 0.8470, Acc.ceiling: 0.8749, Acc.road: 0.8753, Acc.bed : 0.9372, Acc.windowpane: 0.7514, Acc.grass: 0.8266, Acc.cabinet: 0.6865, Acc.sidewalk: 0.7276, Acc.person: 0.9093, Acc.earth: 0.4703, Acc.door: 0.4979, Acc.table: 0.6917, Acc.mountain: 0.6818, Acc.plant: 0.6025, Acc.curtain: 0.7628, Acc.chair: 0.6982, Acc.car: 0.9180, Acc.water: 0.7146, Acc.painting: 0.8285, Acc.sofa: 0.8263, Acc.shelf: 0.5146, Acc.house: 0.5915, Acc.sea: 0.7621, Acc.mirror: 0.7076, Acc.rug: 0.5450, Acc.field: 0.4795, Acc.armchair: 0.5578, Acc.seat: 0.7740, Acc.fence: 0.4683, Acc.desk: 0.6689, Acc.rock: 0.6270, Acc.wardrobe: 0.6137, Acc.lamp: 0.7102, Acc.bathtub: 0.7943, Acc.railing: 0.4670, Acc.cushion: 0.7094, Acc.base: 0.4274, Acc.box: 0.3357, Acc.column: 0.4403, Acc.signboard: 0.4532, Acc.chest of drawers: 0.5058, Acc.counter: 0.3829, Acc.sand: 0.6111, Acc.sink: 0.7825, Acc.skyscraper: 0.5737, Acc.fireplace: 0.8090, Acc.refrigerator: 0.6641, Acc.grandstand: 0.7845, Acc.path: 0.2176, Acc.stairs: 0.2730, Acc.runway: 0.8700, Acc.case: 0.6519, Acc.pool table: 0.9588, Acc.pillow: 0.6415, Acc.screen door: 0.5983, Acc.stairway: 0.5871, Acc.river: 0.2433, Acc.bridge: 0.5240, Acc.bookcase: 0.4780, Acc.blind: 0.2972, Acc.coffee table: 0.7915, Acc.toilet: 0.8816, Acc.flower: 0.5639, Acc.book: 0.6771, Acc.hill: 0.0935, Acc.bench: 0.5451, Acc.countertop: 0.6630, Acc.stove: 0.7872, Acc.palm: 0.6358, Acc.kitchen island: 0.6302, Acc.computer: 0.7950, Acc.swivel chair: 0.5587, Acc.boat: 0.7454, Acc.bar: 0.6088, Acc.arcade machine: 0.7943, Acc.hovel: 0.3593, Acc.bus: 0.9062, Acc.towel: 0.7802, Acc.light: 0.4084, Acc.truck: 0.4847, Acc.tower: 0.2908, Acc.chandelier: 0.7820, Acc.awning: 0.3274, Acc.streetlight: 0.2874, Acc.booth: 0.4543, Acc.television receiver: 0.7787, Acc.airplane: 0.6520, Acc.dirt track: 0.1661, Acc.apparel: 0.6207, Acc.pole: 0.2050, Acc.land: 0.0157, Acc.bannister: 0.0886, Acc.escalator: 0.7132, Acc.ottoman: 0.5405, Acc.bottle: 0.6311, Acc.buffet: 0.5379, Acc.poster: 0.2556, Acc.stage: 0.3455, Acc.van: 0.4213, Acc.ship: 0.2986, Acc.fountain: 0.2663, Acc.conveyer belt: 0.9398, Acc.canopy: 0.4221, Acc.washer: 0.7677, Acc.plaything: 0.4395, Acc.swimming pool: 0.7754, Acc.stool: 0.4226, Acc.barrel: 0.5549, Acc.basket: 0.4649, Acc.waterfall: 0.4953, Acc.tent: 0.9719, Acc.bag: 0.2016, Acc.minibike: 0.8535, Acc.cradle: 0.9459, Acc.oven: 0.5982, Acc.ball: 0.6530, Acc.food: 0.6999, Acc.step: 0.0786, Acc.tank: 0.7504, Acc.trade name: 0.1961, Acc.microwave: 0.7964, Acc.pot: 0.4499, Acc.animal: 0.6066, Acc.bicycle: 0.7647, Acc.lake: 0.1558, Acc.dishwasher: 0.5441, Acc.screen: 0.5555, Acc.blanket: 0.2039, Acc.sculpture: 0.7422, Acc.hood: 0.6292, Acc.sconce: 0.5319, Acc.vase: 0.5769, Acc.traffic light: 0.4343, Acc.tray: 0.1307, Acc.ashcan: 0.5371, Acc.fan: 0.7035, Acc.pier: 0.4152, Acc.crt screen: 0.1257, Acc.plate: 0.6787, Acc.monitor: 0.2743, Acc.bulletin board: 0.5537, Acc.shower: 0.0412, Acc.radiator: 0.7022, Acc.glass: 0.1752, Acc.clock: 0.3637, Acc.flag: 0.5457 2023-11-30 21:04:08,888 - mmseg - INFO - Iter [28050/80000] lr: 2.598e-05, eta: 4:46:43, time: 1.887, data_time: 1.683, memory: 14238, decode.loss_ce: 0.5578, decode.acc_seg: 79.5850, loss: 0.5578 2023-11-30 21:04:19,481 - mmseg - INFO - Iter [28100/80000] lr: 2.595e-05, eta: 4:46:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5386, decode.acc_seg: 79.5834, loss: 0.5386 2023-11-30 21:04:30,085 - mmseg - INFO - Iter [28150/80000] lr: 2.593e-05, eta: 4:45:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5634, decode.acc_seg: 79.4887, loss: 0.5634 2023-11-30 21:04:40,686 - mmseg - INFO - Iter [28200/80000] lr: 2.590e-05, eta: 4:45:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5305, decode.acc_seg: 80.0222, loss: 0.5305 2023-11-30 21:04:51,297 - mmseg - INFO - Iter [28250/80000] lr: 2.588e-05, eta: 4:44:53, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5491, decode.acc_seg: 79.7055, loss: 0.5491 2023-11-30 21:05:01,907 - mmseg - INFO - Iter [28300/80000] lr: 2.585e-05, eta: 4:44:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5569, decode.acc_seg: 79.3134, loss: 0.5569 2023-11-30 21:05:12,515 - mmseg - INFO - Iter [28350/80000] lr: 2.583e-05, eta: 4:43:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5234, decode.acc_seg: 80.2723, loss: 0.5234 2023-11-30 21:05:23,121 - mmseg - INFO - Iter [28400/80000] lr: 2.580e-05, eta: 4:43:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5122, decode.acc_seg: 80.5588, loss: 0.5122 2023-11-30 21:05:33,725 - mmseg - INFO - Iter [28450/80000] lr: 2.578e-05, eta: 4:43:04, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5321, decode.acc_seg: 79.9245, loss: 0.5321 2023-11-30 21:05:44,331 - mmseg - INFO - Iter [28500/80000] lr: 2.575e-05, eta: 4:42:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5549, decode.acc_seg: 79.1974, loss: 0.5549 2023-11-30 21:05:54,936 - mmseg - INFO - Iter [28550/80000] lr: 2.573e-05, eta: 4:42:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5431, decode.acc_seg: 79.8028, loss: 0.5431 2023-11-30 21:06:05,540 - mmseg - INFO - Iter [28600/80000] lr: 2.570e-05, eta: 4:41:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5393, decode.acc_seg: 79.6058, loss: 0.5393 2023-11-30 21:06:16,147 - mmseg - INFO - Iter [28650/80000] lr: 2.568e-05, eta: 4:41:16, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5635, decode.acc_seg: 78.8935, loss: 0.5635 2023-11-30 21:06:26,759 - mmseg - INFO - Iter [28700/80000] lr: 2.565e-05, eta: 4:40:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5354, decode.acc_seg: 80.1869, loss: 0.5354 2023-11-30 21:06:37,384 - mmseg - INFO - Iter [28750/80000] lr: 2.563e-05, eta: 4:40:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5308, decode.acc_seg: 80.0911, loss: 0.5308 2023-11-30 21:06:47,993 - mmseg - INFO - Iter [28800/80000] lr: 2.560e-05, eta: 4:39:56, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5526, decode.acc_seg: 79.0152, loss: 0.5526 2023-11-30 21:06:58,619 - mmseg - INFO - Iter [28850/80000] lr: 2.558e-05, eta: 4:39:29, time: 0.213, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5478, decode.acc_seg: 79.6720, loss: 0.5478 2023-11-30 21:07:09,218 - mmseg - INFO - Iter [28900/80000] lr: 2.555e-05, eta: 4:39:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5576, decode.acc_seg: 79.0711, loss: 0.5576 2023-11-30 21:07:19,816 - mmseg - INFO - Iter [28950/80000] lr: 2.553e-05, eta: 4:38:36, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5315, decode.acc_seg: 80.3652, loss: 0.5315 2023-11-30 21:07:30,399 - mmseg - INFO - Saving checkpoint at 29000 iterations 2023-11-30 21:08:05,093 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:08:05,093 - mmseg - INFO - Iter [29000/80000] lr: 2.550e-05, eta: 4:39:10, time: 0.906, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5454, decode.acc_seg: 79.7064, loss: 0.5454 2023-11-30 21:08:54,923 - mmseg - INFO - per class results: 2023-11-30 21:08:54,930 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.12 | 85.94 | | building | 79.73 | 92.17 | | sky | 89.13 | 95.56 | | floor | 74.2 | 86.84 | | tree | 69.0 | 83.16 | | ceiling | 76.83 | 86.7 | | road | 77.96 | 88.2 | | bed | 83.99 | 93.76 | | windowpane | 57.93 | 73.85 | | grass | 65.32 | 81.24 | | cabinet | 54.87 | 67.32 | | sidewalk | 55.89 | 70.84 | | person | 76.03 | 91.0 | | earth | 33.59 | 45.01 | | door | 40.67 | 50.88 | | table | 54.97 | 70.44 | | mountain | 55.31 | 71.39 | | plant | 50.2 | 60.47 | | curtain | 64.48 | 74.99 | | chair | 53.78 | 70.03 | | car | 79.31 | 91.46 | | water | 53.6 | 69.58 | | painting | 66.25 | 82.21 | | sofa | 66.48 | 80.44 | | shelf | 37.12 | 49.42 | | house | 45.25 | 57.51 | | sea | 60.37 | 78.15 | | mirror | 58.33 | 70.6 | | rug | 50.22 | 54.98 | | field | 32.84 | 52.14 | | armchair | 42.25 | 60.94 | | seat | 57.37 | 78.16 | | fence | 38.07 | 48.59 | | desk | 41.55 | 65.97 | | rock | 50.86 | 65.67 | | wardrobe | 44.86 | 59.48 | | lamp | 57.59 | 72.26 | | bathtub | 73.08 | 79.9 | | railing | 32.28 | 42.88 | | cushion | 56.24 | 67.3 | | base | 25.16 | 39.65 | | box | 26.11 | 32.9 | | column | 37.09 | 46.82 | | signboard | 31.33 | 46.53 | | chest of drawers | 39.72 | 55.4 | | counter | 33.2 | 41.44 | | sand | 44.44 | 58.21 | | sink | 69.29 | 77.18 | | skyscraper | 45.81 | 61.85 | | fireplace | 64.36 | 80.35 | | refrigerator | 57.74 | 67.34 | | grandstand | 51.61 | 76.98 | | path | 17.85 | 24.12 | | stairs | 27.3 | 30.7 | | runway | 65.42 | 86.62 | | case | 53.91 | 68.23 | | pool table | 84.2 | 95.92 | | pillow | 53.35 | 63.27 | | screen door | 49.45 | 53.55 | | stairway | 45.6 | 56.68 | | river | 15.0 | 28.06 | | bridge | 46.24 | 55.9 | | bookcase | 34.4 | 49.9 | | blind | 24.58 | 27.17 | | coffee table | 60.04 | 76.83 | | toilet | 77.81 | 87.43 | | flower | 38.24 | 54.11 | | book | 47.15 | 66.61 | | hill | 6.01 | 9.1 | | bench | 45.33 | 53.46 | | countertop | 53.03 | 68.93 | | stove | 69.31 | 76.28 | | palm | 45.67 | 63.32 | | kitchen island | 37.04 | 61.19 | | computer | 64.63 | 79.2 | | swivel chair | 40.79 | 53.57 | | boat | 61.03 | 76.77 | | bar | 51.27 | 61.92 | | arcade machine | 66.58 | 75.04 | | hovel | 39.75 | 45.33 | | bus | 83.58 | 90.31 | | towel | 65.8 | 80.63 | | light | 34.08 | 38.69 | | truck | 33.59 | 49.02 | | tower | 24.58 | 39.11 | | chandelier | 63.0 | 78.11 | | awning | 25.97 | 32.13 | | streetlight | 23.73 | 29.86 | | booth | 32.98 | 42.13 | | television receiver | 68.24 | 76.04 | | airplane | 54.87 | 66.62 | | dirt track | 6.8 | 13.8 | | apparel | 47.76 | 58.55 | | pole | 15.86 | 20.13 | | land | 1.26 | 1.76 | | bannister | 7.35 | 9.78 | | escalator | 53.1 | 68.3 | | ottoman | 45.15 | 54.86 | | bottle | 39.48 | 60.47 | | buffet | 42.16 | 48.84 | | poster | 19.73 | 24.42 | | stage | 16.52 | 34.2 | | van | 35.09 | 47.2 | | ship | 30.68 | 35.09 | | fountain | 22.82 | 23.86 | | conveyer belt | 60.89 | 95.04 | | canopy | 35.87 | 41.81 | | washer | 69.34 | 76.06 | | plaything | 27.92 | 38.78 | | swimming pool | 60.99 | 73.2 | | stool | 33.78 | 40.88 | | barrel | 39.44 | 56.57 | | basket | 35.94 | 44.79 | | waterfall | 46.61 | 53.93 | | tent | 77.33 | 97.47 | | bag | 15.02 | 17.26 | | minibike | 63.81 | 84.31 | | cradle | 71.09 | 94.68 | | oven | 49.63 | 59.13 | | ball | 51.78 | 60.31 | | food | 54.39 | 65.23 | | step | 7.2 | 7.83 | | tank | 59.68 | 74.3 | | trade name | 14.79 | 16.67 | | microwave | 68.7 | 74.45 | | pot | 38.99 | 43.18 | | animal | 55.91 | 62.77 | | bicycle | 57.06 | 78.01 | | lake | 16.81 | 19.17 | | dishwasher | 52.24 | 56.0 | | screen | 41.43 | 54.66 | | blanket | 18.6 | 21.49 | | sculpture | 56.04 | 73.12 | | hood | 51.53 | 55.2 | | sconce | 41.72 | 50.56 | | vase | 38.27 | 54.34 | | traffic light | 30.89 | 43.25 | | tray | 9.98 | 12.26 | | ashcan | 42.69 | 54.85 | | fan | 54.49 | 68.53 | | pier | 34.7 | 41.78 | | crt screen | 7.84 | 15.44 | | plate | 50.76 | 64.4 | | monitor | 22.63 | 26.94 | | bulletin board | 42.48 | 54.12 | | shower | 1.54 | 3.43 | | radiator | 59.89 | 66.61 | | glass | 16.27 | 17.9 | | clock | 32.51 | 36.11 | | flag | 44.98 | 51.88 | +---------------------+-------+-------+ 2023-11-30 21:08:54,930 - mmseg - INFO - Summary: 2023-11-30 21:08:54,930 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 79.83 | 46.22 | 57.49 | +-------+-------+-------+ 2023-11-30 21:08:54,931 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:08:54,931 - mmseg - INFO - Iter(val) [250] aAcc: 0.7983, mIoU: 0.4622, mAcc: 0.5749, IoU.wall: 0.7012, IoU.building: 0.7973, IoU.sky: 0.8913, IoU.floor: 0.7420, IoU.tree: 0.6900, IoU.ceiling: 0.7683, IoU.road: 0.7796, IoU.bed : 0.8399, IoU.windowpane: 0.5793, IoU.grass: 0.6532, IoU.cabinet: 0.5487, IoU.sidewalk: 0.5589, IoU.person: 0.7603, IoU.earth: 0.3359, IoU.door: 0.4067, IoU.table: 0.5497, IoU.mountain: 0.5531, IoU.plant: 0.5020, IoU.curtain: 0.6448, IoU.chair: 0.5378, IoU.car: 0.7931, IoU.water: 0.5360, IoU.painting: 0.6625, IoU.sofa: 0.6648, IoU.shelf: 0.3712, IoU.house: 0.4525, IoU.sea: 0.6037, IoU.mirror: 0.5833, IoU.rug: 0.5022, IoU.field: 0.3284, IoU.armchair: 0.4225, IoU.seat: 0.5737, IoU.fence: 0.3807, IoU.desk: 0.4155, IoU.rock: 0.5086, IoU.wardrobe: 0.4486, IoU.lamp: 0.5759, IoU.bathtub: 0.7308, IoU.railing: 0.3228, IoU.cushion: 0.5624, IoU.base: 0.2516, IoU.box: 0.2611, IoU.column: 0.3709, IoU.signboard: 0.3133, IoU.chest of drawers: 0.3972, IoU.counter: 0.3320, IoU.sand: 0.4444, IoU.sink: 0.6929, IoU.skyscraper: 0.4581, IoU.fireplace: 0.6436, IoU.refrigerator: 0.5774, IoU.grandstand: 0.5161, IoU.path: 0.1785, IoU.stairs: 0.2730, IoU.runway: 0.6542, IoU.case: 0.5391, IoU.pool table: 0.8420, IoU.pillow: 0.5335, IoU.screen door: 0.4945, IoU.stairway: 0.4560, IoU.river: 0.1500, IoU.bridge: 0.4624, IoU.bookcase: 0.3440, IoU.blind: 0.2458, IoU.coffee table: 0.6004, IoU.toilet: 0.7781, IoU.flower: 0.3824, IoU.book: 0.4715, IoU.hill: 0.0601, IoU.bench: 0.4533, IoU.countertop: 0.5303, IoU.stove: 0.6931, IoU.palm: 0.4567, IoU.kitchen island: 0.3704, IoU.computer: 0.6463, IoU.swivel chair: 0.4079, IoU.boat: 0.6103, IoU.bar: 0.5127, IoU.arcade machine: 0.6658, IoU.hovel: 0.3975, IoU.bus: 0.8358, IoU.towel: 0.6580, IoU.light: 0.3408, IoU.truck: 0.3359, IoU.tower: 0.2458, IoU.chandelier: 0.6300, IoU.awning: 0.2597, IoU.streetlight: 0.2373, IoU.booth: 0.3298, IoU.television receiver: 0.6824, IoU.airplane: 0.5487, IoU.dirt track: 0.0680, IoU.apparel: 0.4776, IoU.pole: 0.1586, IoU.land: 0.0126, IoU.bannister: 0.0735, IoU.escalator: 0.5310, IoU.ottoman: 0.4515, IoU.bottle: 0.3948, IoU.buffet: 0.4216, IoU.poster: 0.1973, IoU.stage: 0.1652, IoU.van: 0.3509, IoU.ship: 0.3068, IoU.fountain: 0.2282, IoU.conveyer belt: 0.6089, IoU.canopy: 0.3587, IoU.washer: 0.6934, IoU.plaything: 0.2792, IoU.swimming pool: 0.6099, IoU.stool: 0.3378, IoU.barrel: 0.3944, IoU.basket: 0.3594, IoU.waterfall: 0.4661, IoU.tent: 0.7733, IoU.bag: 0.1502, IoU.minibike: 0.6381, IoU.cradle: 0.7109, IoU.oven: 0.4963, IoU.ball: 0.5178, IoU.food: 0.5439, IoU.step: 0.0720, IoU.tank: 0.5968, IoU.trade name: 0.1479, IoU.microwave: 0.6870, IoU.pot: 0.3899, IoU.animal: 0.5591, IoU.bicycle: 0.5706, IoU.lake: 0.1681, IoU.dishwasher: 0.5224, IoU.screen: 0.4143, IoU.blanket: 0.1860, IoU.sculpture: 0.5604, IoU.hood: 0.5153, IoU.sconce: 0.4172, IoU.vase: 0.3827, IoU.traffic light: 0.3089, IoU.tray: 0.0998, IoU.ashcan: 0.4269, IoU.fan: 0.5449, IoU.pier: 0.3470, IoU.crt screen: 0.0784, IoU.plate: 0.5076, IoU.monitor: 0.2263, IoU.bulletin board: 0.4248, IoU.shower: 0.0154, IoU.radiator: 0.5989, IoU.glass: 0.1627, IoU.clock: 0.3251, IoU.flag: 0.4498, Acc.wall: 0.8594, Acc.building: 0.9217, Acc.sky: 0.9556, Acc.floor: 0.8684, Acc.tree: 0.8316, Acc.ceiling: 0.8670, Acc.road: 0.8820, Acc.bed : 0.9376, Acc.windowpane: 0.7385, Acc.grass: 0.8124, Acc.cabinet: 0.6732, Acc.sidewalk: 0.7084, Acc.person: 0.9100, Acc.earth: 0.4501, Acc.door: 0.5088, Acc.table: 0.7044, Acc.mountain: 0.7139, Acc.plant: 0.6047, Acc.curtain: 0.7499, Acc.chair: 0.7003, Acc.car: 0.9146, Acc.water: 0.6958, Acc.painting: 0.8221, Acc.sofa: 0.8044, Acc.shelf: 0.4942, Acc.house: 0.5751, Acc.sea: 0.7815, Acc.mirror: 0.7060, Acc.rug: 0.5498, Acc.field: 0.5214, Acc.armchair: 0.6094, Acc.seat: 0.7816, Acc.fence: 0.4859, Acc.desk: 0.6597, Acc.rock: 0.6567, Acc.wardrobe: 0.5948, Acc.lamp: 0.7226, Acc.bathtub: 0.7990, Acc.railing: 0.4288, Acc.cushion: 0.6730, Acc.base: 0.3965, Acc.box: 0.3290, Acc.column: 0.4682, Acc.signboard: 0.4653, Acc.chest of drawers: 0.5540, Acc.counter: 0.4144, Acc.sand: 0.5821, Acc.sink: 0.7718, Acc.skyscraper: 0.6185, Acc.fireplace: 0.8035, Acc.refrigerator: 0.6734, Acc.grandstand: 0.7698, Acc.path: 0.2412, Acc.stairs: 0.3070, Acc.runway: 0.8662, Acc.case: 0.6823, Acc.pool table: 0.9592, Acc.pillow: 0.6327, Acc.screen door: 0.5355, Acc.stairway: 0.5668, Acc.river: 0.2806, Acc.bridge: 0.5590, Acc.bookcase: 0.4990, Acc.blind: 0.2717, Acc.coffee table: 0.7683, Acc.toilet: 0.8743, Acc.flower: 0.5411, Acc.book: 0.6661, Acc.hill: 0.0910, Acc.bench: 0.5346, Acc.countertop: 0.6893, Acc.stove: 0.7628, Acc.palm: 0.6332, Acc.kitchen island: 0.6119, Acc.computer: 0.7920, Acc.swivel chair: 0.5357, Acc.boat: 0.7677, Acc.bar: 0.6192, Acc.arcade machine: 0.7504, Acc.hovel: 0.4533, Acc.bus: 0.9031, Acc.towel: 0.8063, Acc.light: 0.3869, Acc.truck: 0.4902, Acc.tower: 0.3911, Acc.chandelier: 0.7811, Acc.awning: 0.3213, Acc.streetlight: 0.2986, Acc.booth: 0.4213, Acc.television receiver: 0.7604, Acc.airplane: 0.6662, Acc.dirt track: 0.1380, Acc.apparel: 0.5855, Acc.pole: 0.2013, Acc.land: 0.0176, Acc.bannister: 0.0978, Acc.escalator: 0.6830, Acc.ottoman: 0.5486, Acc.bottle: 0.6047, Acc.buffet: 0.4884, Acc.poster: 0.2442, Acc.stage: 0.3420, Acc.van: 0.4720, Acc.ship: 0.3509, Acc.fountain: 0.2386, Acc.conveyer belt: 0.9504, Acc.canopy: 0.4181, Acc.washer: 0.7606, Acc.plaything: 0.3878, Acc.swimming pool: 0.7320, Acc.stool: 0.4088, Acc.barrel: 0.5657, Acc.basket: 0.4479, Acc.waterfall: 0.5393, Acc.tent: 0.9747, Acc.bag: 0.1726, Acc.minibike: 0.8431, Acc.cradle: 0.9468, Acc.oven: 0.5913, Acc.ball: 0.6031, Acc.food: 0.6523, Acc.step: 0.0783, Acc.tank: 0.7430, Acc.trade name: 0.1667, Acc.microwave: 0.7445, Acc.pot: 0.4318, Acc.animal: 0.6277, Acc.bicycle: 0.7801, Acc.lake: 0.1917, Acc.dishwasher: 0.5600, Acc.screen: 0.5466, Acc.blanket: 0.2149, Acc.sculpture: 0.7312, Acc.hood: 0.5520, Acc.sconce: 0.5056, Acc.vase: 0.5434, Acc.traffic light: 0.4325, Acc.tray: 0.1226, Acc.ashcan: 0.5485, Acc.fan: 0.6853, Acc.pier: 0.4178, Acc.crt screen: 0.1544, Acc.plate: 0.6440, Acc.monitor: 0.2694, Acc.bulletin board: 0.5412, Acc.shower: 0.0343, Acc.radiator: 0.6661, Acc.glass: 0.1790, Acc.clock: 0.3611, Acc.flag: 0.5188 2023-11-30 21:09:08,314 - mmseg - INFO - Iter [29050/80000] lr: 2.548e-05, eta: 4:40:16, time: 1.264, data_time: 1.056, memory: 14238, decode.loss_ce: 0.5557, decode.acc_seg: 79.5905, loss: 0.5557 2023-11-30 21:09:18,904 - mmseg - INFO - Iter [29100/80000] lr: 2.545e-05, eta: 4:39:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5245, decode.acc_seg: 80.2218, loss: 0.5245 2023-11-30 21:09:29,514 - mmseg - INFO - Iter [29150/80000] lr: 2.543e-05, eta: 4:39:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5206, decode.acc_seg: 80.5039, loss: 0.5206 2023-11-30 21:09:40,116 - mmseg - INFO - Iter [29200/80000] lr: 2.540e-05, eta: 4:38:56, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5554, decode.acc_seg: 79.6929, loss: 0.5554 2023-11-30 21:09:50,712 - mmseg - INFO - Iter [29250/80000] lr: 2.538e-05, eta: 4:38:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5480, decode.acc_seg: 79.6686, loss: 0.5480 2023-11-30 21:10:01,315 - mmseg - INFO - Iter [29300/80000] lr: 2.535e-05, eta: 4:38:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5366, decode.acc_seg: 80.1874, loss: 0.5366 2023-11-30 21:10:11,919 - mmseg - INFO - Iter [29350/80000] lr: 2.533e-05, eta: 4:37:36, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5261, decode.acc_seg: 80.8383, loss: 0.5261 2023-11-30 21:10:22,524 - mmseg - INFO - Iter [29400/80000] lr: 2.530e-05, eta: 4:37:09, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5670, decode.acc_seg: 79.3223, loss: 0.5670 2023-11-30 21:10:33,127 - mmseg - INFO - Iter [29450/80000] lr: 2.528e-05, eta: 4:36:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5492, decode.acc_seg: 79.3160, loss: 0.5492 2023-11-30 21:10:43,727 - mmseg - INFO - Iter [29500/80000] lr: 2.525e-05, eta: 4:36:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5616, decode.acc_seg: 79.0519, loss: 0.5616 2023-11-30 21:10:54,328 - mmseg - INFO - Iter [29550/80000] lr: 2.523e-05, eta: 4:35:50, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5326, decode.acc_seg: 80.2425, loss: 0.5326 2023-11-30 21:11:04,937 - mmseg - INFO - Iter [29600/80000] lr: 2.520e-05, eta: 4:35:24, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5274, decode.acc_seg: 80.2260, loss: 0.5274 2023-11-30 21:11:15,540 - mmseg - INFO - Iter [29650/80000] lr: 2.518e-05, eta: 4:34:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5272, decode.acc_seg: 79.8388, loss: 0.5272 2023-11-30 21:11:26,143 - mmseg - INFO - Iter [29700/80000] lr: 2.515e-05, eta: 4:34:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5506, decode.acc_seg: 79.5625, loss: 0.5506 2023-11-30 21:11:36,746 - mmseg - INFO - Iter [29750/80000] lr: 2.513e-05, eta: 4:34:06, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5545, decode.acc_seg: 79.4533, loss: 0.5545 2023-11-30 21:11:47,345 - mmseg - INFO - Iter [29800/80000] lr: 2.510e-05, eta: 4:33:39, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5205, decode.acc_seg: 80.5955, loss: 0.5205 2023-11-30 21:11:57,947 - mmseg - INFO - Iter [29850/80000] lr: 2.508e-05, eta: 4:33:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5480, decode.acc_seg: 79.3524, loss: 0.5480 2023-11-30 21:12:08,549 - mmseg - INFO - Iter [29900/80000] lr: 2.505e-05, eta: 4:32:47, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5343, decode.acc_seg: 80.3024, loss: 0.5343 2023-11-30 21:12:19,156 - mmseg - INFO - Iter [29950/80000] lr: 2.503e-05, eta: 4:32:22, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5663, decode.acc_seg: 79.1835, loss: 0.5663 2023-11-30 21:12:29,738 - mmseg - INFO - Saving checkpoint at 30000 iterations 2023-11-30 21:13:03,304 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:13:03,304 - mmseg - INFO - Iter [30000/80000] lr: 2.500e-05, eta: 4:32:52, time: 0.883, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5459, decode.acc_seg: 79.7828, loss: 0.5459 2023-11-30 21:13:53,400 - mmseg - INFO - per class results: 2023-11-30 21:13:53,406 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.25 | 85.35 | | building | 80.17 | 90.83 | | sky | 89.07 | 95.69 | | floor | 74.14 | 87.42 | | tree | 69.23 | 84.9 | | ceiling | 76.95 | 88.49 | | road | 78.11 | 88.22 | | bed | 84.31 | 93.36 | | windowpane | 58.04 | 74.77 | | grass | 65.42 | 80.06 | | cabinet | 54.87 | 67.34 | | sidewalk | 55.81 | 71.47 | | person | 76.08 | 91.02 | | earth | 34.4 | 47.99 | | door | 39.5 | 48.17 | | table | 54.53 | 68.71 | | mountain | 55.18 | 72.59 | | plant | 50.28 | 60.58 | | curtain | 64.76 | 75.4 | | chair | 54.07 | 70.13 | | car | 78.85 | 92.0 | | water | 54.3 | 72.01 | | painting | 66.58 | 81.64 | | sofa | 66.47 | 81.39 | | shelf | 38.27 | 52.37 | | house | 46.82 | 60.28 | | sea | 59.67 | 75.95 | | mirror | 58.4 | 70.25 | | rug | 49.02 | 53.33 | | field | 33.43 | 53.64 | | armchair | 41.74 | 55.8 | | seat | 57.45 | 79.01 | | fence | 38.52 | 49.32 | | desk | 41.55 | 68.2 | | rock | 49.73 | 63.17 | | wardrobe | 44.89 | 60.23 | | lamp | 57.47 | 72.25 | | bathtub | 72.57 | 81.12 | | railing | 32.63 | 44.42 | | cushion | 56.85 | 70.16 | | base | 25.33 | 36.66 | | box | 26.59 | 34.09 | | column | 36.65 | 45.56 | | signboard | 31.35 | 45.37 | | chest of drawers | 39.39 | 53.03 | | counter | 34.04 | 43.33 | | sand | 43.71 | 57.13 | | sink | 69.65 | 77.78 | | skyscraper | 45.74 | 62.33 | | fireplace | 64.28 | 79.86 | | refrigerator | 57.52 | 65.99 | | grandstand | 51.52 | 76.99 | | path | 18.25 | 24.57 | | stairs | 26.41 | 29.52 | | runway | 65.79 | 88.26 | | case | 53.52 | 67.13 | | pool table | 85.79 | 95.28 | | pillow | 54.84 | 65.85 | | screen door | 45.89 | 48.68 | | stairway | 46.15 | 60.41 | | river | 14.76 | 27.2 | | bridge | 45.33 | 57.4 | | bookcase | 33.42 | 45.64 | | blind | 27.65 | 31.11 | | coffee table | 58.63 | 79.74 | | toilet | 77.91 | 87.03 | | flower | 38.24 | 52.98 | | book | 47.55 | 69.38 | | hill | 5.75 | 8.4 | | bench | 45.65 | 54.37 | | countertop | 53.27 | 66.66 | | stove | 69.89 | 77.51 | | palm | 45.02 | 63.38 | | kitchen island | 37.57 | 64.47 | | computer | 64.55 | 79.21 | | swivel chair | 41.97 | 60.14 | | boat | 60.23 | 76.63 | | bar | 50.5 | 59.79 | | arcade machine | 67.33 | 76.14 | | hovel | 45.78 | 53.72 | | bus | 83.72 | 90.92 | | towel | 65.54 | 82.08 | | light | 33.9 | 38.47 | | truck | 33.44 | 46.6 | | tower | 23.85 | 37.21 | | chandelier | 63.12 | 77.99 | | awning | 27.56 | 34.99 | | streetlight | 23.74 | 29.29 | | booth | 33.97 | 45.47 | | television receiver | 68.62 | 78.31 | | airplane | 54.87 | 65.85 | | dirt track | 5.7 | 9.78 | | apparel | 48.87 | 65.16 | | pole | 18.07 | 24.21 | | land | 2.38 | 3.17 | | bannister | 6.63 | 8.81 | | escalator | 53.4 | 69.89 | | ottoman | 45.33 | 54.66 | | bottle | 40.11 | 62.62 | | buffet | 41.14 | 47.38 | | poster | 19.91 | 24.59 | | stage | 16.3 | 33.03 | | van | 33.25 | 44.34 | | ship | 29.18 | 33.19 | | fountain | 21.83 | 22.8 | | conveyer belt | 61.21 | 95.12 | | canopy | 32.75 | 38.01 | | washer | 67.88 | 73.7 | | plaything | 27.95 | 40.25 | | swimming pool | 62.19 | 76.84 | | stool | 33.53 | 39.95 | | barrel | 39.04 | 50.72 | | basket | 36.3 | 45.58 | | waterfall | 45.48 | 51.97 | | tent | 75.46 | 97.9 | | bag | 16.6 | 19.66 | | minibike | 63.45 | 83.19 | | cradle | 72.16 | 93.79 | | oven | 50.84 | 60.32 | | ball | 54.29 | 65.51 | | food | 54.74 | 65.78 | | step | 7.69 | 8.39 | | tank | 59.22 | 76.16 | | trade name | 19.4 | 23.06 | | microwave | 67.74 | 72.81 | | pot | 40.87 | 45.74 | | animal | 56.96 | 63.78 | | bicycle | 56.33 | 77.17 | | lake | 19.73 | 22.62 | | dishwasher | 51.85 | 55.5 | | screen | 41.52 | 54.85 | | blanket | 20.08 | 23.35 | | sculpture | 56.52 | 72.59 | | hood | 53.19 | 57.69 | | sconce | 42.86 | 53.93 | | vase | 38.13 | 56.08 | | traffic light | 31.89 | 43.62 | | tray | 9.46 | 11.48 | | ashcan | 42.25 | 52.83 | | fan | 54.36 | 67.8 | | pier | 34.24 | 42.34 | | crt screen | 7.03 | 13.85 | | plate | 51.35 | 67.24 | | monitor | 20.5 | 23.96 | | bulletin board | 41.66 | 55.89 | | shower | 1.25 | 3.66 | | radiator | 60.26 | 68.32 | | glass | 15.77 | 17.12 | | clock | 32.82 | 36.32 | | flag | 44.81 | 51.97 | +---------------------+-------+-------+ 2023-11-30 21:13:53,406 - mmseg - INFO - Summary: 2023-11-30 21:13:53,407 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 79.89 | 46.35 | 57.85 | +-------+-------+-------+ 2023-11-30 21:13:54,723 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_28000.pth was removed 2023-11-30 21:14:26,768 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_30000.pth. 2023-11-30 21:14:26,769 - mmseg - INFO - Best aAcc is 0.7989 at 30000 iter. 2023-11-30 21:14:26,769 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:14:26,769 - mmseg - INFO - Iter(val) [250] aAcc: 0.7989, mIoU: 0.4635, mAcc: 0.5785, IoU.wall: 0.7025, IoU.building: 0.8017, IoU.sky: 0.8907, IoU.floor: 0.7414, IoU.tree: 0.6923, IoU.ceiling: 0.7695, IoU.road: 0.7811, IoU.bed : 0.8431, IoU.windowpane: 0.5804, IoU.grass: 0.6542, IoU.cabinet: 0.5487, IoU.sidewalk: 0.5581, IoU.person: 0.7608, IoU.earth: 0.3440, IoU.door: 0.3950, IoU.table: 0.5453, IoU.mountain: 0.5518, IoU.plant: 0.5028, IoU.curtain: 0.6476, IoU.chair: 0.5407, IoU.car: 0.7885, IoU.water: 0.5430, IoU.painting: 0.6658, IoU.sofa: 0.6647, IoU.shelf: 0.3827, IoU.house: 0.4682, IoU.sea: 0.5967, IoU.mirror: 0.5840, IoU.rug: 0.4902, IoU.field: 0.3343, IoU.armchair: 0.4174, IoU.seat: 0.5745, IoU.fence: 0.3852, IoU.desk: 0.4155, IoU.rock: 0.4973, IoU.wardrobe: 0.4489, IoU.lamp: 0.5747, IoU.bathtub: 0.7257, IoU.railing: 0.3263, IoU.cushion: 0.5685, IoU.base: 0.2533, IoU.box: 0.2659, IoU.column: 0.3665, IoU.signboard: 0.3135, IoU.chest of drawers: 0.3939, IoU.counter: 0.3404, IoU.sand: 0.4371, IoU.sink: 0.6965, IoU.skyscraper: 0.4574, IoU.fireplace: 0.6428, IoU.refrigerator: 0.5752, IoU.grandstand: 0.5152, IoU.path: 0.1825, IoU.stairs: 0.2641, IoU.runway: 0.6579, IoU.case: 0.5352, IoU.pool table: 0.8579, IoU.pillow: 0.5484, IoU.screen door: 0.4589, IoU.stairway: 0.4615, IoU.river: 0.1476, IoU.bridge: 0.4533, IoU.bookcase: 0.3342, IoU.blind: 0.2765, IoU.coffee table: 0.5863, IoU.toilet: 0.7791, IoU.flower: 0.3824, IoU.book: 0.4755, IoU.hill: 0.0575, IoU.bench: 0.4565, IoU.countertop: 0.5327, IoU.stove: 0.6989, IoU.palm: 0.4502, IoU.kitchen island: 0.3757, IoU.computer: 0.6455, IoU.swivel chair: 0.4197, IoU.boat: 0.6023, IoU.bar: 0.5050, IoU.arcade machine: 0.6733, IoU.hovel: 0.4578, IoU.bus: 0.8372, IoU.towel: 0.6554, IoU.light: 0.3390, IoU.truck: 0.3344, IoU.tower: 0.2385, IoU.chandelier: 0.6312, IoU.awning: 0.2756, IoU.streetlight: 0.2374, IoU.booth: 0.3397, IoU.television receiver: 0.6862, IoU.airplane: 0.5487, IoU.dirt track: 0.0570, IoU.apparel: 0.4887, IoU.pole: 0.1807, IoU.land: 0.0238, IoU.bannister: 0.0663, IoU.escalator: 0.5340, IoU.ottoman: 0.4533, IoU.bottle: 0.4011, IoU.buffet: 0.4114, IoU.poster: 0.1991, IoU.stage: 0.1630, IoU.van: 0.3325, IoU.ship: 0.2918, IoU.fountain: 0.2183, IoU.conveyer belt: 0.6121, IoU.canopy: 0.3275, IoU.washer: 0.6788, IoU.plaything: 0.2795, IoU.swimming pool: 0.6219, IoU.stool: 0.3353, IoU.barrel: 0.3904, IoU.basket: 0.3630, IoU.waterfall: 0.4548, IoU.tent: 0.7546, IoU.bag: 0.1660, IoU.minibike: 0.6345, IoU.cradle: 0.7216, IoU.oven: 0.5084, IoU.ball: 0.5429, IoU.food: 0.5474, IoU.step: 0.0769, IoU.tank: 0.5922, IoU.trade name: 0.1940, IoU.microwave: 0.6774, IoU.pot: 0.4087, IoU.animal: 0.5696, IoU.bicycle: 0.5633, IoU.lake: 0.1973, IoU.dishwasher: 0.5185, IoU.screen: 0.4152, IoU.blanket: 0.2008, IoU.sculpture: 0.5652, IoU.hood: 0.5319, IoU.sconce: 0.4286, IoU.vase: 0.3813, IoU.traffic light: 0.3189, IoU.tray: 0.0946, IoU.ashcan: 0.4225, IoU.fan: 0.5436, IoU.pier: 0.3424, IoU.crt screen: 0.0703, IoU.plate: 0.5135, IoU.monitor: 0.2050, IoU.bulletin board: 0.4166, IoU.shower: 0.0125, IoU.radiator: 0.6026, IoU.glass: 0.1577, IoU.clock: 0.3282, IoU.flag: 0.4481, Acc.wall: 0.8535, Acc.building: 0.9083, Acc.sky: 0.9569, Acc.floor: 0.8742, Acc.tree: 0.8490, Acc.ceiling: 0.8849, Acc.road: 0.8822, Acc.bed : 0.9336, Acc.windowpane: 0.7477, Acc.grass: 0.8006, Acc.cabinet: 0.6734, Acc.sidewalk: 0.7147, Acc.person: 0.9102, Acc.earth: 0.4799, Acc.door: 0.4817, Acc.table: 0.6871, Acc.mountain: 0.7259, Acc.plant: 0.6058, Acc.curtain: 0.7540, Acc.chair: 0.7013, Acc.car: 0.9200, Acc.water: 0.7201, Acc.painting: 0.8164, Acc.sofa: 0.8139, Acc.shelf: 0.5237, Acc.house: 0.6028, Acc.sea: 0.7595, Acc.mirror: 0.7025, Acc.rug: 0.5333, Acc.field: 0.5364, Acc.armchair: 0.5580, Acc.seat: 0.7901, Acc.fence: 0.4932, Acc.desk: 0.6820, Acc.rock: 0.6317, Acc.wardrobe: 0.6023, Acc.lamp: 0.7225, Acc.bathtub: 0.8112, Acc.railing: 0.4442, Acc.cushion: 0.7016, Acc.base: 0.3666, Acc.box: 0.3409, Acc.column: 0.4556, Acc.signboard: 0.4537, Acc.chest of drawers: 0.5303, Acc.counter: 0.4333, Acc.sand: 0.5713, Acc.sink: 0.7778, Acc.skyscraper: 0.6233, Acc.fireplace: 0.7986, Acc.refrigerator: 0.6599, Acc.grandstand: 0.7699, Acc.path: 0.2457, Acc.stairs: 0.2952, Acc.runway: 0.8826, Acc.case: 0.6713, Acc.pool table: 0.9528, Acc.pillow: 0.6585, Acc.screen door: 0.4868, Acc.stairway: 0.6041, Acc.river: 0.2720, Acc.bridge: 0.5740, Acc.bookcase: 0.4564, Acc.blind: 0.3111, Acc.coffee table: 0.7974, Acc.toilet: 0.8703, Acc.flower: 0.5298, Acc.book: 0.6938, Acc.hill: 0.0840, Acc.bench: 0.5437, Acc.countertop: 0.6666, Acc.stove: 0.7751, Acc.palm: 0.6338, Acc.kitchen island: 0.6447, Acc.computer: 0.7921, Acc.swivel chair: 0.6014, Acc.boat: 0.7663, Acc.bar: 0.5979, Acc.arcade machine: 0.7614, Acc.hovel: 0.5372, Acc.bus: 0.9092, Acc.towel: 0.8208, Acc.light: 0.3847, Acc.truck: 0.4660, Acc.tower: 0.3721, Acc.chandelier: 0.7799, Acc.awning: 0.3499, Acc.streetlight: 0.2929, Acc.booth: 0.4547, Acc.television receiver: 0.7831, Acc.airplane: 0.6585, Acc.dirt track: 0.0978, Acc.apparel: 0.6516, Acc.pole: 0.2421, Acc.land: 0.0317, Acc.bannister: 0.0881, Acc.escalator: 0.6989, Acc.ottoman: 0.5466, Acc.bottle: 0.6262, Acc.buffet: 0.4738, Acc.poster: 0.2459, Acc.stage: 0.3303, Acc.van: 0.4434, Acc.ship: 0.3319, Acc.fountain: 0.2280, Acc.conveyer belt: 0.9512, Acc.canopy: 0.3801, Acc.washer: 0.7370, Acc.plaything: 0.4025, Acc.swimming pool: 0.7684, Acc.stool: 0.3995, Acc.barrel: 0.5072, Acc.basket: 0.4558, Acc.waterfall: 0.5197, Acc.tent: 0.9790, Acc.bag: 0.1966, Acc.minibike: 0.8319, Acc.cradle: 0.9379, Acc.oven: 0.6032, Acc.ball: 0.6551, Acc.food: 0.6578, Acc.step: 0.0839, Acc.tank: 0.7616, Acc.trade name: 0.2306, Acc.microwave: 0.7281, Acc.pot: 0.4574, Acc.animal: 0.6378, Acc.bicycle: 0.7717, Acc.lake: 0.2262, Acc.dishwasher: 0.5550, Acc.screen: 0.5485, Acc.blanket: 0.2335, Acc.sculpture: 0.7259, Acc.hood: 0.5769, Acc.sconce: 0.5393, Acc.vase: 0.5608, Acc.traffic light: 0.4362, Acc.tray: 0.1148, Acc.ashcan: 0.5283, Acc.fan: 0.6780, Acc.pier: 0.4234, Acc.crt screen: 0.1385, Acc.plate: 0.6724, Acc.monitor: 0.2396, Acc.bulletin board: 0.5589, Acc.shower: 0.0366, Acc.radiator: 0.6832, Acc.glass: 0.1712, Acc.clock: 0.3632, Acc.flag: 0.5197 2023-11-30 21:14:37,871 - mmseg - INFO - Iter [30050/80000] lr: 2.498e-05, eta: 4:34:45, time: 1.891, data_time: 1.686, memory: 14238, decode.loss_ce: 0.5349, decode.acc_seg: 80.1989, loss: 0.5349 2023-11-30 21:14:48,455 - mmseg - INFO - Iter [30100/80000] lr: 2.495e-05, eta: 4:34:19, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5158, decode.acc_seg: 80.4238, loss: 0.5158 2023-11-30 21:14:59,050 - mmseg - INFO - Iter [30150/80000] lr: 2.493e-05, eta: 4:33:53, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5559, decode.acc_seg: 79.1237, loss: 0.5559 2023-11-30 21:15:09,646 - mmseg - INFO - Iter [30200/80000] lr: 2.490e-05, eta: 4:33:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5514, decode.acc_seg: 79.6100, loss: 0.5514 2023-11-30 21:15:20,247 - mmseg - INFO - Iter [30250/80000] lr: 2.488e-05, eta: 4:33:00, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5346, decode.acc_seg: 79.9105, loss: 0.5346 2023-11-30 21:15:30,850 - mmseg - INFO - Iter [30300/80000] lr: 2.485e-05, eta: 4:32:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5563, decode.acc_seg: 79.7430, loss: 0.5563 2023-11-30 21:15:43,758 - mmseg - INFO - Iter [30350/80000] lr: 2.483e-05, eta: 4:32:12, time: 0.258, data_time: 0.053, memory: 14238, decode.loss_ce: 0.5367, decode.acc_seg: 79.8838, loss: 0.5367 2023-11-30 21:15:54,355 - mmseg - INFO - Iter [30400/80000] lr: 2.480e-05, eta: 4:31:46, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5330, decode.acc_seg: 80.3617, loss: 0.5330 2023-11-30 21:16:04,952 - mmseg - INFO - Iter [30450/80000] lr: 2.478e-05, eta: 4:31:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5531, decode.acc_seg: 79.0543, loss: 0.5531 2023-11-30 21:16:15,565 - mmseg - INFO - Iter [30500/80000] lr: 2.475e-05, eta: 4:30:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5508, decode.acc_seg: 79.2979, loss: 0.5508 2023-11-30 21:16:26,166 - mmseg - INFO - Iter [30550/80000] lr: 2.473e-05, eta: 4:30:28, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5288, decode.acc_seg: 79.8039, loss: 0.5288 2023-11-30 21:16:36,773 - mmseg - INFO - Iter [30600/80000] lr: 2.470e-05, eta: 4:30:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5416, decode.acc_seg: 79.3999, loss: 0.5416 2023-11-30 21:16:47,374 - mmseg - INFO - Iter [30650/80000] lr: 2.468e-05, eta: 4:29:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5587, decode.acc_seg: 79.6333, loss: 0.5587 2023-11-30 21:16:57,977 - mmseg - INFO - Iter [30700/80000] lr: 2.465e-05, eta: 4:29:11, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5251, decode.acc_seg: 80.4844, loss: 0.5251 2023-11-30 21:17:08,581 - mmseg - INFO - Iter [30750/80000] lr: 2.463e-05, eta: 4:28:46, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5074, decode.acc_seg: 81.2647, loss: 0.5074 2023-11-30 21:17:19,183 - mmseg - INFO - Iter [30800/80000] lr: 2.460e-05, eta: 4:28:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5564, decode.acc_seg: 79.5434, loss: 0.5564 2023-11-30 21:17:29,784 - mmseg - INFO - Iter [30850/80000] lr: 2.458e-05, eta: 4:27:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5235, decode.acc_seg: 80.3272, loss: 0.5235 2023-11-30 21:17:40,383 - mmseg - INFO - Iter [30900/80000] lr: 2.455e-05, eta: 4:27:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5471, decode.acc_seg: 80.0292, loss: 0.5471 2023-11-30 21:17:50,986 - mmseg - INFO - Iter [30950/80000] lr: 2.453e-05, eta: 4:27:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5377, decode.acc_seg: 79.7029, loss: 0.5377 2023-11-30 21:18:01,569 - mmseg - INFO - Saving checkpoint at 31000 iterations 2023-11-30 21:18:36,012 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:18:36,012 - mmseg - INFO - Iter [31000/80000] lr: 2.450e-05, eta: 4:27:32, time: 0.901, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5282, decode.acc_seg: 80.4385, loss: 0.5282 2023-11-30 21:19:26,121 - mmseg - INFO - per class results: 2023-11-30 21:19:26,128 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.53 | 85.36 | | building | 79.87 | 91.54 | | sky | 89.54 | 95.14 | | floor | 74.17 | 87.61 | | tree | 69.5 | 84.18 | | ceiling | 76.9 | 86.25 | | road | 78.18 | 88.0 | | bed | 84.05 | 93.78 | | windowpane | 58.02 | 73.29 | | grass | 65.45 | 81.02 | | cabinet | 55.18 | 68.65 | | sidewalk | 56.25 | 72.02 | | person | 75.72 | 91.41 | | earth | 34.97 | 48.61 | | door | 40.87 | 51.19 | | table | 54.91 | 70.87 | | mountain | 55.93 | 69.94 | | plant | 50.62 | 61.95 | | curtain | 64.48 | 74.35 | | chair | 53.9 | 69.9 | | car | 78.77 | 92.27 | | water | 55.04 | 72.64 | | painting | 66.19 | 81.85 | | sofa | 66.6 | 81.46 | | shelf | 38.5 | 53.82 | | house | 46.6 | 65.35 | | sea | 60.35 | 76.86 | | mirror | 58.91 | 72.08 | | rug | 48.82 | 53.12 | | field | 32.11 | 50.55 | | armchair | 42.4 | 58.71 | | seat | 57.72 | 78.3 | | fence | 38.86 | 51.02 | | desk | 42.16 | 64.58 | | rock | 51.4 | 67.13 | | wardrobe | 45.21 | 60.44 | | lamp | 57.57 | 70.75 | | bathtub | 73.11 | 81.98 | | railing | 32.53 | 43.18 | | cushion | 56.52 | 68.82 | | base | 26.71 | 39.93 | | box | 26.66 | 34.14 | | column | 36.18 | 44.55 | | signboard | 31.34 | 46.99 | | chest of drawers | 39.22 | 53.74 | | counter | 32.19 | 39.92 | | sand | 43.96 | 57.25 | | sink | 69.43 | 79.08 | | skyscraper | 45.81 | 59.56 | | fireplace | 64.15 | 81.82 | | refrigerator | 57.52 | 66.52 | | grandstand | 52.91 | 76.68 | | path | 18.99 | 26.39 | | stairs | 29.84 | 35.08 | | runway | 65.48 | 87.36 | | case | 54.21 | 68.54 | | pool table | 84.85 | 95.75 | | pillow | 52.55 | 61.38 | | screen door | 51.9 | 55.92 | | stairway | 45.74 | 58.04 | | river | 14.84 | 25.83 | | bridge | 44.22 | 51.73 | | bookcase | 33.91 | 48.3 | | blind | 29.93 | 34.51 | | coffee table | 59.72 | 77.44 | | toilet | 78.34 | 86.43 | | flower | 37.28 | 55.18 | | book | 47.8 | 67.0 | | hill | 5.64 | 9.06 | | bench | 46.46 | 55.77 | | countertop | 53.45 | 68.54 | | stove | 69.96 | 78.22 | | palm | 46.22 | 65.51 | | kitchen island | 37.3 | 64.2 | | computer | 63.92 | 80.04 | | swivel chair | 40.48 | 53.36 | | boat | 60.65 | 76.52 | | bar | 51.13 | 61.37 | | arcade machine | 68.73 | 79.12 | | hovel | 38.37 | 43.6 | | bus | 83.76 | 90.33 | | towel | 65.67 | 78.26 | | light | 37.64 | 45.1 | | truck | 34.68 | 50.46 | | tower | 25.02 | 38.86 | | chandelier | 63.44 | 79.12 | | awning | 26.9 | 33.78 | | streetlight | 24.23 | 30.51 | | booth | 35.25 | 43.55 | | television receiver | 69.05 | 77.87 | | airplane | 54.31 | 65.77 | | dirt track | 5.98 | 11.32 | | apparel | 50.19 | 67.15 | | pole | 17.76 | 23.3 | | land | 1.48 | 2.16 | | bannister | 6.85 | 9.14 | | escalator | 53.03 | 69.94 | | ottoman | 45.0 | 54.49 | | bottle | 39.94 | 63.15 | | buffet | 44.12 | 53.49 | | poster | 19.81 | 25.26 | | stage | 15.98 | 31.16 | | van | 33.71 | 43.61 | | ship | 33.3 | 38.5 | | fountain | 23.6 | 24.64 | | conveyer belt | 60.1 | 95.06 | | canopy | 34.52 | 41.64 | | washer | 70.63 | 78.49 | | plaything | 27.79 | 43.72 | | swimming pool | 61.53 | 75.05 | | stool | 34.14 | 43.66 | | barrel | 38.49 | 51.25 | | basket | 35.94 | 45.13 | | waterfall | 45.55 | 53.41 | | tent | 78.27 | 96.78 | | bag | 16.27 | 19.23 | | minibike | 63.6 | 84.35 | | cradle | 70.86 | 94.33 | | oven | 50.61 | 59.93 | | ball | 54.79 | 65.92 | | food | 55.26 | 67.12 | | step | 7.78 | 8.61 | | tank | 60.27 | 74.63 | | trade name | 15.11 | 16.96 | | microwave | 70.36 | 76.95 | | pot | 41.35 | 46.57 | | animal | 54.27 | 59.81 | | bicycle | 56.49 | 75.86 | | lake | 19.07 | 21.11 | | dishwasher | 50.98 | 55.49 | | screen | 41.36 | 57.85 | | blanket | 16.64 | 18.97 | | sculpture | 57.89 | 71.44 | | hood | 54.79 | 59.86 | | sconce | 42.11 | 51.29 | | vase | 38.3 | 57.44 | | traffic light | 31.5 | 42.13 | | tray | 10.71 | 13.35 | | ashcan | 42.7 | 55.48 | | fan | 54.96 | 69.38 | | pier | 34.45 | 43.04 | | crt screen | 3.68 | 7.81 | | plate | 50.86 | 64.62 | | monitor | 17.71 | 20.17 | | bulletin board | 42.65 | 54.63 | | shower | 2.17 | 3.99 | | radiator | 60.18 | 69.16 | | glass | 16.48 | 18.15 | | clock | 33.99 | 37.94 | | flag | 46.67 | 54.74 | +---------------------+-------+-------+ 2023-11-30 21:19:26,128 - mmseg - INFO - Summary: 2023-11-30 21:19:26,128 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 79.97 | 46.54 | 58.09 | +-------+-------+-------+ 2023-11-30 21:19:27,434 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_30000.pth was removed 2023-11-30 21:20:01,458 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_31000.pth. 2023-11-30 21:20:01,459 - mmseg - INFO - Best aAcc is 0.7997 at 31000 iter. 2023-11-30 21:20:01,459 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:20:01,459 - mmseg - INFO - Iter(val) [250] aAcc: 0.7997, mIoU: 0.4654, mAcc: 0.5809, IoU.wall: 0.7053, IoU.building: 0.7987, IoU.sky: 0.8954, IoU.floor: 0.7417, IoU.tree: 0.6950, IoU.ceiling: 0.7690, IoU.road: 0.7818, IoU.bed : 0.8405, IoU.windowpane: 0.5802, IoU.grass: 0.6545, IoU.cabinet: 0.5518, IoU.sidewalk: 0.5625, IoU.person: 0.7572, IoU.earth: 0.3497, IoU.door: 0.4087, IoU.table: 0.5491, IoU.mountain: 0.5593, IoU.plant: 0.5062, IoU.curtain: 0.6448, IoU.chair: 0.5390, IoU.car: 0.7877, IoU.water: 0.5504, IoU.painting: 0.6619, IoU.sofa: 0.6660, IoU.shelf: 0.3850, IoU.house: 0.4660, IoU.sea: 0.6035, IoU.mirror: 0.5891, IoU.rug: 0.4882, IoU.field: 0.3211, IoU.armchair: 0.4240, IoU.seat: 0.5772, IoU.fence: 0.3886, IoU.desk: 0.4216, IoU.rock: 0.5140, IoU.wardrobe: 0.4521, IoU.lamp: 0.5757, IoU.bathtub: 0.7311, IoU.railing: 0.3253, IoU.cushion: 0.5652, IoU.base: 0.2671, IoU.box: 0.2666, IoU.column: 0.3618, IoU.signboard: 0.3134, IoU.chest of drawers: 0.3922, IoU.counter: 0.3219, IoU.sand: 0.4396, IoU.sink: 0.6943, IoU.skyscraper: 0.4581, IoU.fireplace: 0.6415, IoU.refrigerator: 0.5752, IoU.grandstand: 0.5291, IoU.path: 0.1899, IoU.stairs: 0.2984, IoU.runway: 0.6548, IoU.case: 0.5421, IoU.pool table: 0.8485, IoU.pillow: 0.5255, IoU.screen door: 0.5190, IoU.stairway: 0.4574, IoU.river: 0.1484, IoU.bridge: 0.4422, IoU.bookcase: 0.3391, IoU.blind: 0.2993, IoU.coffee table: 0.5972, IoU.toilet: 0.7834, IoU.flower: 0.3728, IoU.book: 0.4780, IoU.hill: 0.0564, IoU.bench: 0.4646, IoU.countertop: 0.5345, IoU.stove: 0.6996, IoU.palm: 0.4622, IoU.kitchen island: 0.3730, IoU.computer: 0.6392, IoU.swivel chair: 0.4048, IoU.boat: 0.6065, IoU.bar: 0.5113, IoU.arcade machine: 0.6873, IoU.hovel: 0.3837, IoU.bus: 0.8376, IoU.towel: 0.6567, IoU.light: 0.3764, IoU.truck: 0.3468, IoU.tower: 0.2502, IoU.chandelier: 0.6344, IoU.awning: 0.2690, IoU.streetlight: 0.2423, IoU.booth: 0.3525, IoU.television receiver: 0.6905, IoU.airplane: 0.5431, IoU.dirt track: 0.0598, IoU.apparel: 0.5019, IoU.pole: 0.1776, IoU.land: 0.0148, IoU.bannister: 0.0685, IoU.escalator: 0.5303, IoU.ottoman: 0.4500, IoU.bottle: 0.3994, IoU.buffet: 0.4412, IoU.poster: 0.1981, IoU.stage: 0.1598, IoU.van: 0.3371, IoU.ship: 0.3330, IoU.fountain: 0.2360, IoU.conveyer belt: 0.6010, IoU.canopy: 0.3452, IoU.washer: 0.7063, IoU.plaything: 0.2779, IoU.swimming pool: 0.6153, IoU.stool: 0.3414, IoU.barrel: 0.3849, IoU.basket: 0.3594, IoU.waterfall: 0.4555, IoU.tent: 0.7827, IoU.bag: 0.1627, IoU.minibike: 0.6360, IoU.cradle: 0.7086, IoU.oven: 0.5061, IoU.ball: 0.5479, IoU.food: 0.5526, IoU.step: 0.0778, IoU.tank: 0.6027, IoU.trade name: 0.1511, IoU.microwave: 0.7036, IoU.pot: 0.4135, IoU.animal: 0.5427, IoU.bicycle: 0.5649, IoU.lake: 0.1907, IoU.dishwasher: 0.5098, IoU.screen: 0.4136, IoU.blanket: 0.1664, IoU.sculpture: 0.5789, IoU.hood: 0.5479, IoU.sconce: 0.4211, IoU.vase: 0.3830, IoU.traffic light: 0.3150, IoU.tray: 0.1071, IoU.ashcan: 0.4270, IoU.fan: 0.5496, IoU.pier: 0.3445, IoU.crt screen: 0.0368, IoU.plate: 0.5086, IoU.monitor: 0.1771, IoU.bulletin board: 0.4265, IoU.shower: 0.0217, IoU.radiator: 0.6018, IoU.glass: 0.1648, IoU.clock: 0.3399, IoU.flag: 0.4667, Acc.wall: 0.8536, Acc.building: 0.9154, Acc.sky: 0.9514, Acc.floor: 0.8761, Acc.tree: 0.8418, Acc.ceiling: 0.8625, Acc.road: 0.8800, Acc.bed : 0.9378, Acc.windowpane: 0.7329, Acc.grass: 0.8102, Acc.cabinet: 0.6865, Acc.sidewalk: 0.7202, Acc.person: 0.9141, Acc.earth: 0.4861, Acc.door: 0.5119, Acc.table: 0.7087, Acc.mountain: 0.6994, Acc.plant: 0.6195, Acc.curtain: 0.7435, Acc.chair: 0.6990, Acc.car: 0.9227, Acc.water: 0.7264, Acc.painting: 0.8185, Acc.sofa: 0.8146, Acc.shelf: 0.5382, Acc.house: 0.6535, Acc.sea: 0.7686, Acc.mirror: 0.7208, Acc.rug: 0.5312, Acc.field: 0.5055, Acc.armchair: 0.5871, Acc.seat: 0.7830, Acc.fence: 0.5102, Acc.desk: 0.6458, Acc.rock: 0.6713, Acc.wardrobe: 0.6044, Acc.lamp: 0.7075, Acc.bathtub: 0.8198, Acc.railing: 0.4318, Acc.cushion: 0.6882, Acc.base: 0.3993, Acc.box: 0.3414, Acc.column: 0.4455, Acc.signboard: 0.4699, Acc.chest of drawers: 0.5374, Acc.counter: 0.3992, Acc.sand: 0.5725, Acc.sink: 0.7908, Acc.skyscraper: 0.5956, Acc.fireplace: 0.8182, Acc.refrigerator: 0.6652, Acc.grandstand: 0.7668, Acc.path: 0.2639, Acc.stairs: 0.3508, Acc.runway: 0.8736, Acc.case: 0.6854, Acc.pool table: 0.9575, Acc.pillow: 0.6138, Acc.screen door: 0.5592, Acc.stairway: 0.5804, Acc.river: 0.2583, Acc.bridge: 0.5173, Acc.bookcase: 0.4830, Acc.blind: 0.3451, Acc.coffee table: 0.7744, Acc.toilet: 0.8643, Acc.flower: 0.5518, Acc.book: 0.6700, Acc.hill: 0.0906, Acc.bench: 0.5577, Acc.countertop: 0.6854, Acc.stove: 0.7822, Acc.palm: 0.6551, Acc.kitchen island: 0.6420, Acc.computer: 0.8004, Acc.swivel chair: 0.5336, Acc.boat: 0.7652, Acc.bar: 0.6137, Acc.arcade machine: 0.7912, Acc.hovel: 0.4360, Acc.bus: 0.9033, Acc.towel: 0.7826, Acc.light: 0.4510, Acc.truck: 0.5046, Acc.tower: 0.3886, Acc.chandelier: 0.7912, Acc.awning: 0.3378, Acc.streetlight: 0.3051, Acc.booth: 0.4355, Acc.television receiver: 0.7787, Acc.airplane: 0.6577, Acc.dirt track: 0.1132, Acc.apparel: 0.6715, Acc.pole: 0.2330, Acc.land: 0.0216, Acc.bannister: 0.0914, Acc.escalator: 0.6994, Acc.ottoman: 0.5449, Acc.bottle: 0.6315, Acc.buffet: 0.5349, Acc.poster: 0.2526, Acc.stage: 0.3116, Acc.van: 0.4361, Acc.ship: 0.3850, Acc.fountain: 0.2464, Acc.conveyer belt: 0.9506, Acc.canopy: 0.4164, Acc.washer: 0.7849, Acc.plaything: 0.4372, Acc.swimming pool: 0.7505, Acc.stool: 0.4366, Acc.barrel: 0.5125, Acc.basket: 0.4513, Acc.waterfall: 0.5341, Acc.tent: 0.9678, Acc.bag: 0.1923, Acc.minibike: 0.8435, Acc.cradle: 0.9433, Acc.oven: 0.5993, Acc.ball: 0.6592, Acc.food: 0.6712, Acc.step: 0.0861, Acc.tank: 0.7463, Acc.trade name: 0.1696, Acc.microwave: 0.7695, Acc.pot: 0.4657, Acc.animal: 0.5981, Acc.bicycle: 0.7586, Acc.lake: 0.2111, Acc.dishwasher: 0.5549, Acc.screen: 0.5785, Acc.blanket: 0.1897, Acc.sculpture: 0.7144, Acc.hood: 0.5986, Acc.sconce: 0.5129, Acc.vase: 0.5744, Acc.traffic light: 0.4213, Acc.tray: 0.1335, Acc.ashcan: 0.5548, Acc.fan: 0.6938, Acc.pier: 0.4304, Acc.crt screen: 0.0781, Acc.plate: 0.6462, Acc.monitor: 0.2017, Acc.bulletin board: 0.5463, Acc.shower: 0.0399, Acc.radiator: 0.6916, Acc.glass: 0.1815, Acc.clock: 0.3794, Acc.flag: 0.5474 2023-11-30 21:20:12,542 - mmseg - INFO - Iter [31050/80000] lr: 2.448e-05, eta: 4:29:22, time: 1.930, data_time: 1.726, memory: 14238, decode.loss_ce: 0.5260, decode.acc_seg: 80.0165, loss: 0.5260 2023-11-30 21:20:23,132 - mmseg - INFO - Iter [31100/80000] lr: 2.445e-05, eta: 4:28:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5360, decode.acc_seg: 79.7366, loss: 0.5360 2023-11-30 21:20:33,740 - mmseg - INFO - Iter [31150/80000] lr: 2.443e-05, eta: 4:28:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5394, decode.acc_seg: 80.4367, loss: 0.5394 2023-11-30 21:20:44,342 - mmseg - INFO - Iter [31200/80000] lr: 2.440e-05, eta: 4:28:05, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5308, decode.acc_seg: 80.2011, loss: 0.5308 2023-11-30 21:20:54,945 - mmseg - INFO - Iter [31250/80000] lr: 2.438e-05, eta: 4:27:40, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5437, decode.acc_seg: 80.1179, loss: 0.5437 2023-11-30 21:21:05,548 - mmseg - INFO - Iter [31300/80000] lr: 2.435e-05, eta: 4:27:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5674, decode.acc_seg: 79.0151, loss: 0.5674 2023-11-30 21:21:16,152 - mmseg - INFO - Iter [31350/80000] lr: 2.433e-05, eta: 4:26:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5308, decode.acc_seg: 79.9798, loss: 0.5308 2023-11-30 21:21:26,757 - mmseg - INFO - Iter [31400/80000] lr: 2.430e-05, eta: 4:26:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5796, decode.acc_seg: 78.7023, loss: 0.5796 2023-11-30 21:21:37,361 - mmseg - INFO - Iter [31450/80000] lr: 2.428e-05, eta: 4:25:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5296, decode.acc_seg: 80.4876, loss: 0.5296 2023-11-30 21:21:47,960 - mmseg - INFO - Iter [31500/80000] lr: 2.425e-05, eta: 4:25:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5273, decode.acc_seg: 80.0005, loss: 0.5273 2023-11-30 21:21:58,565 - mmseg - INFO - Iter [31550/80000] lr: 2.423e-05, eta: 4:25:07, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5392, decode.acc_seg: 79.6627, loss: 0.5392 2023-11-30 21:22:11,451 - mmseg - INFO - Iter [31600/80000] lr: 2.420e-05, eta: 4:24:45, time: 0.258, data_time: 0.052, memory: 14238, decode.loss_ce: 0.5589, decode.acc_seg: 79.3798, loss: 0.5589 2023-11-30 21:22:22,059 - mmseg - INFO - Iter [31650/80000] lr: 2.418e-05, eta: 4:24:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5363, decode.acc_seg: 79.7953, loss: 0.5363 2023-11-30 21:22:32,670 - mmseg - INFO - Iter [31700/80000] lr: 2.415e-05, eta: 4:23:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5249, decode.acc_seg: 80.4180, loss: 0.5249 2023-11-30 21:22:43,275 - mmseg - INFO - Iter [31750/80000] lr: 2.413e-05, eta: 4:23:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5369, decode.acc_seg: 80.0721, loss: 0.5369 2023-11-30 21:22:53,877 - mmseg - INFO - Iter [31800/80000] lr: 2.410e-05, eta: 4:23:04, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5343, decode.acc_seg: 79.7003, loss: 0.5343 2023-11-30 21:23:04,480 - mmseg - INFO - Iter [31850/80000] lr: 2.408e-05, eta: 4:22:39, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5359, decode.acc_seg: 80.2791, loss: 0.5359 2023-11-30 21:23:15,089 - mmseg - INFO - Iter [31900/80000] lr: 2.405e-05, eta: 4:22:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5320, decode.acc_seg: 79.9289, loss: 0.5320 2023-11-30 21:23:25,691 - mmseg - INFO - Iter [31950/80000] lr: 2.403e-05, eta: 4:21:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5506, decode.acc_seg: 79.6627, loss: 0.5506 2023-11-30 21:23:36,273 - mmseg - INFO - Saving checkpoint at 32000 iterations 2023-11-30 21:24:12,930 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:24:12,930 - mmseg - INFO - Iter [32000/80000] lr: 2.400e-05, eta: 4:22:19, time: 0.945, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5307, decode.acc_seg: 80.0151, loss: 0.5307 2023-11-30 21:25:02,938 - mmseg - INFO - per class results: 2023-11-30 21:25:02,945 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.58 | 85.08 | | building | 80.03 | 91.22 | | sky | 89.39 | 95.32 | | floor | 74.23 | 87.55 | | tree | 69.31 | 85.24 | | ceiling | 77.16 | 87.82 | | road | 78.18 | 88.29 | | bed | 84.05 | 93.94 | | windowpane | 58.13 | 75.85 | | grass | 64.89 | 80.94 | | cabinet | 55.02 | 67.97 | | sidewalk | 56.09 | 70.63 | | person | 76.39 | 90.29 | | earth | 34.41 | 46.9 | | door | 40.3 | 49.26 | | table | 54.6 | 69.72 | | mountain | 55.74 | 71.08 | | plant | 50.55 | 60.87 | | curtain | 64.84 | 76.98 | | chair | 53.34 | 69.77 | | car | 79.29 | 92.06 | | water | 55.31 | 72.14 | | painting | 66.38 | 81.99 | | sofa | 66.4 | 79.52 | | shelf | 37.38 | 51.04 | | house | 46.86 | 63.26 | | sea | 60.5 | 75.75 | | mirror | 58.5 | 70.87 | | rug | 51.32 | 56.59 | | field | 32.38 | 50.79 | | armchair | 42.88 | 63.34 | | seat | 57.65 | 79.7 | | fence | 38.08 | 48.83 | | desk | 41.7 | 65.46 | | rock | 52.1 | 67.24 | | wardrobe | 44.98 | 60.82 | | lamp | 57.49 | 71.13 | | bathtub | 73.57 | 81.4 | | railing | 32.45 | 44.05 | | cushion | 56.33 | 69.62 | | base | 26.21 | 38.26 | | box | 26.46 | 33.82 | | column | 35.89 | 44.65 | | signboard | 31.5 | 47.48 | | chest of drawers | 39.6 | 58.95 | | counter | 30.2 | 36.72 | | sand | 44.46 | 58.33 | | sink | 69.71 | 78.81 | | skyscraper | 45.65 | 62.15 | | fireplace | 63.9 | 83.79 | | refrigerator | 57.99 | 67.22 | | grandstand | 51.55 | 77.99 | | path | 18.97 | 26.09 | | stairs | 29.91 | 34.69 | | runway | 65.61 | 86.99 | | case | 53.99 | 69.53 | | pool table | 85.63 | 95.51 | | pillow | 54.91 | 65.97 | | screen door | 54.1 | 59.0 | | stairway | 46.88 | 57.63 | | river | 14.86 | 27.88 | | bridge | 46.48 | 56.15 | | bookcase | 33.63 | 49.42 | | blind | 23.81 | 26.25 | | coffee table | 58.31 | 80.82 | | toilet | 77.92 | 87.85 | | flower | 38.53 | 52.25 | | book | 47.32 | 66.56 | | hill | 5.7 | 8.69 | | bench | 46.4 | 57.2 | | countertop | 53.7 | 68.1 | | stove | 70.11 | 77.55 | | palm | 44.5 | 58.82 | | kitchen island | 37.23 | 57.99 | | computer | 63.75 | 80.32 | | swivel chair | 40.77 | 54.2 | | boat | 61.54 | 76.69 | | bar | 50.91 | 63.08 | | arcade machine | 67.96 | 77.55 | | hovel | 44.69 | 53.14 | | bus | 83.61 | 91.11 | | towel | 65.98 | 80.69 | | light | 35.46 | 41.08 | | truck | 33.61 | 48.15 | | tower | 25.0 | 39.48 | | chandelier | 63.01 | 76.41 | | awning | 26.53 | 33.22 | | streetlight | 24.28 | 30.61 | | booth | 35.66 | 42.74 | | television receiver | 67.75 | 75.9 | | airplane | 54.2 | 66.66 | | dirt track | 5.88 | 10.4 | | apparel | 47.79 | 59.34 | | pole | 15.83 | 20.12 | | land | 1.24 | 1.7 | | bannister | 6.79 | 9.22 | | escalator | 53.28 | 69.01 | | ottoman | 45.27 | 55.61 | | bottle | 40.16 | 64.23 | | buffet | 44.66 | 54.27 | | poster | 20.02 | 25.26 | | stage | 16.32 | 33.07 | | van | 33.78 | 43.37 | | ship | 26.39 | 29.96 | | fountain | 24.68 | 26.03 | | conveyer belt | 66.2 | 93.62 | | canopy | 34.16 | 40.31 | | washer | 68.27 | 74.25 | | plaything | 26.91 | 38.24 | | swimming pool | 60.61 | 76.93 | | stool | 34.55 | 42.65 | | barrel | 38.79 | 54.78 | | basket | 36.45 | 45.69 | | waterfall | 45.73 | 52.78 | | tent | 74.34 | 98.09 | | bag | 15.75 | 18.39 | | minibike | 63.47 | 84.68 | | cradle | 70.95 | 94.35 | | oven | 49.42 | 57.83 | | ball | 54.34 | 65.34 | | food | 54.19 | 65.54 | | step | 8.03 | 9.04 | | tank | 60.04 | 72.93 | | trade name | 14.51 | 16.18 | | microwave | 71.96 | 79.11 | | pot | 42.4 | 48.1 | | animal | 58.14 | 64.95 | | bicycle | 56.2 | 81.56 | | lake | 21.39 | 24.43 | | dishwasher | 52.46 | 56.2 | | screen | 41.27 | 56.44 | | blanket | 18.2 | 21.24 | | sculpture | 57.31 | 73.48 | | hood | 55.06 | 60.52 | | sconce | 43.41 | 54.44 | | vase | 38.23 | 54.01 | | traffic light | 31.4 | 45.49 | | tray | 10.75 | 13.99 | | ashcan | 42.3 | 53.4 | | fan | 55.64 | 71.11 | | pier | 34.27 | 43.17 | | crt screen | 3.82 | 8.38 | | plate | 50.93 | 66.58 | | monitor | 16.54 | 18.43 | | bulletin board | 42.17 | 56.35 | | shower | 2.23 | 4.0 | | radiator | 59.89 | 69.58 | | glass | 16.71 | 18.43 | | clock | 32.81 | 36.52 | | flag | 46.66 | 54.59 | +---------------------+-------+-------+ 2023-11-30 21:25:02,945 - mmseg - INFO - Summary: 2023-11-30 21:25:02,945 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 79.98 | 46.51 | 58.12 | +-------+-------+-------+ 2023-11-30 21:25:04,255 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_31000.pth was removed 2023-11-30 21:25:36,577 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_32000.pth. 2023-11-30 21:25:36,577 - mmseg - INFO - Best aAcc is 0.7998 at 32000 iter. 2023-11-30 21:25:36,579 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:25:36,579 - mmseg - INFO - Iter(val) [250] aAcc: 0.7998, mIoU: 0.4651, mAcc: 0.5812, IoU.wall: 0.7058, IoU.building: 0.8003, IoU.sky: 0.8939, IoU.floor: 0.7423, IoU.tree: 0.6931, IoU.ceiling: 0.7716, IoU.road: 0.7818, IoU.bed : 0.8405, IoU.windowpane: 0.5813, IoU.grass: 0.6489, IoU.cabinet: 0.5502, IoU.sidewalk: 0.5609, IoU.person: 0.7639, IoU.earth: 0.3441, IoU.door: 0.4030, IoU.table: 0.5460, IoU.mountain: 0.5574, IoU.plant: 0.5055, IoU.curtain: 0.6484, IoU.chair: 0.5334, IoU.car: 0.7929, IoU.water: 0.5531, IoU.painting: 0.6638, IoU.sofa: 0.6640, IoU.shelf: 0.3738, IoU.house: 0.4686, IoU.sea: 0.6050, IoU.mirror: 0.5850, IoU.rug: 0.5132, IoU.field: 0.3238, IoU.armchair: 0.4288, IoU.seat: 0.5765, IoU.fence: 0.3808, IoU.desk: 0.4170, IoU.rock: 0.5210, IoU.wardrobe: 0.4498, IoU.lamp: 0.5749, IoU.bathtub: 0.7357, IoU.railing: 0.3245, IoU.cushion: 0.5633, IoU.base: 0.2621, IoU.box: 0.2646, IoU.column: 0.3589, IoU.signboard: 0.3150, IoU.chest of drawers: 0.3960, IoU.counter: 0.3020, IoU.sand: 0.4446, IoU.sink: 0.6971, IoU.skyscraper: 0.4565, IoU.fireplace: 0.6390, IoU.refrigerator: 0.5799, IoU.grandstand: 0.5155, IoU.path: 0.1897, IoU.stairs: 0.2991, IoU.runway: 0.6561, IoU.case: 0.5399, IoU.pool table: 0.8563, IoU.pillow: 0.5491, IoU.screen door: 0.5410, IoU.stairway: 0.4688, IoU.river: 0.1486, IoU.bridge: 0.4648, IoU.bookcase: 0.3363, IoU.blind: 0.2381, IoU.coffee table: 0.5831, IoU.toilet: 0.7792, IoU.flower: 0.3853, IoU.book: 0.4732, IoU.hill: 0.0570, IoU.bench: 0.4640, IoU.countertop: 0.5370, IoU.stove: 0.7011, IoU.palm: 0.4450, IoU.kitchen island: 0.3723, IoU.computer: 0.6375, IoU.swivel chair: 0.4077, IoU.boat: 0.6154, IoU.bar: 0.5091, IoU.arcade machine: 0.6796, IoU.hovel: 0.4469, IoU.bus: 0.8361, IoU.towel: 0.6598, IoU.light: 0.3546, IoU.truck: 0.3361, IoU.tower: 0.2500, IoU.chandelier: 0.6301, IoU.awning: 0.2653, IoU.streetlight: 0.2428, IoU.booth: 0.3566, IoU.television receiver: 0.6775, IoU.airplane: 0.5420, IoU.dirt track: 0.0588, IoU.apparel: 0.4779, IoU.pole: 0.1583, IoU.land: 0.0124, IoU.bannister: 0.0679, IoU.escalator: 0.5328, IoU.ottoman: 0.4527, IoU.bottle: 0.4016, IoU.buffet: 0.4466, IoU.poster: 0.2002, IoU.stage: 0.1632, IoU.van: 0.3378, IoU.ship: 0.2639, IoU.fountain: 0.2468, IoU.conveyer belt: 0.6620, IoU.canopy: 0.3416, IoU.washer: 0.6827, IoU.plaything: 0.2691, IoU.swimming pool: 0.6061, IoU.stool: 0.3455, IoU.barrel: 0.3879, IoU.basket: 0.3645, IoU.waterfall: 0.4573, IoU.tent: 0.7434, IoU.bag: 0.1575, IoU.minibike: 0.6347, IoU.cradle: 0.7095, IoU.oven: 0.4942, IoU.ball: 0.5434, IoU.food: 0.5419, IoU.step: 0.0803, IoU.tank: 0.6004, IoU.trade name: 0.1451, IoU.microwave: 0.7196, IoU.pot: 0.4240, IoU.animal: 0.5814, IoU.bicycle: 0.5620, IoU.lake: 0.2139, IoU.dishwasher: 0.5246, IoU.screen: 0.4127, IoU.blanket: 0.1820, IoU.sculpture: 0.5731, IoU.hood: 0.5506, IoU.sconce: 0.4341, IoU.vase: 0.3823, IoU.traffic light: 0.3140, IoU.tray: 0.1075, IoU.ashcan: 0.4230, IoU.fan: 0.5564, IoU.pier: 0.3427, IoU.crt screen: 0.0382, IoU.plate: 0.5093, IoU.monitor: 0.1654, IoU.bulletin board: 0.4217, IoU.shower: 0.0223, IoU.radiator: 0.5989, IoU.glass: 0.1671, IoU.clock: 0.3281, IoU.flag: 0.4666, Acc.wall: 0.8508, Acc.building: 0.9122, Acc.sky: 0.9532, Acc.floor: 0.8755, Acc.tree: 0.8524, Acc.ceiling: 0.8782, Acc.road: 0.8829, Acc.bed : 0.9394, Acc.windowpane: 0.7585, Acc.grass: 0.8094, Acc.cabinet: 0.6797, Acc.sidewalk: 0.7063, Acc.person: 0.9029, Acc.earth: 0.4690, Acc.door: 0.4926, Acc.table: 0.6972, Acc.mountain: 0.7108, Acc.plant: 0.6087, Acc.curtain: 0.7698, Acc.chair: 0.6977, Acc.car: 0.9206, Acc.water: 0.7214, Acc.painting: 0.8199, Acc.sofa: 0.7952, Acc.shelf: 0.5104, Acc.house: 0.6326, Acc.sea: 0.7575, Acc.mirror: 0.7087, Acc.rug: 0.5659, Acc.field: 0.5079, Acc.armchair: 0.6334, Acc.seat: 0.7970, Acc.fence: 0.4883, Acc.desk: 0.6546, Acc.rock: 0.6724, Acc.wardrobe: 0.6082, Acc.lamp: 0.7113, Acc.bathtub: 0.8140, Acc.railing: 0.4405, Acc.cushion: 0.6962, Acc.base: 0.3826, Acc.box: 0.3382, Acc.column: 0.4465, Acc.signboard: 0.4748, Acc.chest of drawers: 0.5895, Acc.counter: 0.3672, Acc.sand: 0.5833, Acc.sink: 0.7881, Acc.skyscraper: 0.6215, Acc.fireplace: 0.8379, Acc.refrigerator: 0.6722, Acc.grandstand: 0.7799, Acc.path: 0.2609, Acc.stairs: 0.3469, Acc.runway: 0.8699, Acc.case: 0.6953, Acc.pool table: 0.9551, Acc.pillow: 0.6597, Acc.screen door: 0.5900, Acc.stairway: 0.5763, Acc.river: 0.2788, Acc.bridge: 0.5615, Acc.bookcase: 0.4942, Acc.blind: 0.2625, Acc.coffee table: 0.8082, Acc.toilet: 0.8785, Acc.flower: 0.5225, Acc.book: 0.6656, Acc.hill: 0.0869, Acc.bench: 0.5720, Acc.countertop: 0.6810, Acc.stove: 0.7755, Acc.palm: 0.5882, Acc.kitchen island: 0.5799, Acc.computer: 0.8032, Acc.swivel chair: 0.5420, Acc.boat: 0.7669, Acc.bar: 0.6308, Acc.arcade machine: 0.7755, Acc.hovel: 0.5314, Acc.bus: 0.9111, Acc.towel: 0.8069, Acc.light: 0.4108, Acc.truck: 0.4815, Acc.tower: 0.3948, Acc.chandelier: 0.7641, Acc.awning: 0.3322, Acc.streetlight: 0.3061, Acc.booth: 0.4274, Acc.television receiver: 0.7590, Acc.airplane: 0.6666, Acc.dirt track: 0.1040, Acc.apparel: 0.5934, Acc.pole: 0.2012, Acc.land: 0.0170, Acc.bannister: 0.0922, Acc.escalator: 0.6901, Acc.ottoman: 0.5561, Acc.bottle: 0.6423, Acc.buffet: 0.5427, Acc.poster: 0.2526, Acc.stage: 0.3307, Acc.van: 0.4337, Acc.ship: 0.2996, Acc.fountain: 0.2603, Acc.conveyer belt: 0.9362, Acc.canopy: 0.4031, Acc.washer: 0.7425, Acc.plaything: 0.3824, Acc.swimming pool: 0.7693, Acc.stool: 0.4265, Acc.barrel: 0.5478, Acc.basket: 0.4569, Acc.waterfall: 0.5278, Acc.tent: 0.9809, Acc.bag: 0.1839, Acc.minibike: 0.8468, Acc.cradle: 0.9435, Acc.oven: 0.5783, Acc.ball: 0.6534, Acc.food: 0.6554, Acc.step: 0.0904, Acc.tank: 0.7293, Acc.trade name: 0.1618, Acc.microwave: 0.7911, Acc.pot: 0.4810, Acc.animal: 0.6495, Acc.bicycle: 0.8156, Acc.lake: 0.2443, Acc.dishwasher: 0.5620, Acc.screen: 0.5644, Acc.blanket: 0.2124, Acc.sculpture: 0.7348, Acc.hood: 0.6052, Acc.sconce: 0.5444, Acc.vase: 0.5401, Acc.traffic light: 0.4549, Acc.tray: 0.1399, Acc.ashcan: 0.5340, Acc.fan: 0.7111, Acc.pier: 0.4317, Acc.crt screen: 0.0838, Acc.plate: 0.6658, Acc.monitor: 0.1843, Acc.bulletin board: 0.5635, Acc.shower: 0.0400, Acc.radiator: 0.6958, Acc.glass: 0.1843, Acc.clock: 0.3652, Acc.flag: 0.5459 2023-11-30 21:25:47,723 - mmseg - INFO - Iter [32050/80000] lr: 2.398e-05, eta: 4:24:00, time: 1.895, data_time: 1.691, memory: 14238, decode.loss_ce: 0.5337, decode.acc_seg: 79.8049, loss: 0.5337 2023-11-30 21:25:58,327 - mmseg - INFO - Iter [32100/80000] lr: 2.395e-05, eta: 4:23:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5298, decode.acc_seg: 79.9555, loss: 0.5298 2023-11-30 21:26:08,933 - mmseg - INFO - Iter [32150/80000] lr: 2.393e-05, eta: 4:23:09, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5204, decode.acc_seg: 80.6390, loss: 0.5204 2023-11-30 21:26:19,539 - mmseg - INFO - Iter [32200/80000] lr: 2.390e-05, eta: 4:22:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5369, decode.acc_seg: 80.4868, loss: 0.5369 2023-11-30 21:26:30,137 - mmseg - INFO - Iter [32250/80000] lr: 2.388e-05, eta: 4:22:19, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5400, decode.acc_seg: 79.9187, loss: 0.5400 2023-11-30 21:26:40,752 - mmseg - INFO - Iter [32300/80000] lr: 2.385e-05, eta: 4:21:53, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5364, decode.acc_seg: 79.7883, loss: 0.5364 2023-11-30 21:26:51,354 - mmseg - INFO - Iter [32350/80000] lr: 2.383e-05, eta: 4:21:28, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5557, decode.acc_seg: 79.1330, loss: 0.5557 2023-11-30 21:27:01,953 - mmseg - INFO - Iter [32400/80000] lr: 2.380e-05, eta: 4:21:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5487, decode.acc_seg: 79.2634, loss: 0.5487 2023-11-30 21:27:12,553 - mmseg - INFO - Iter [32450/80000] lr: 2.378e-05, eta: 4:20:38, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5563, decode.acc_seg: 79.2905, loss: 0.5563 2023-11-30 21:27:23,155 - mmseg - INFO - Iter [32500/80000] lr: 2.375e-05, eta: 4:20:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5527, decode.acc_seg: 79.6772, loss: 0.5527 2023-11-30 21:27:33,758 - mmseg - INFO - Iter [32550/80000] lr: 2.373e-05, eta: 4:19:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5495, decode.acc_seg: 79.7754, loss: 0.5495 2023-11-30 21:27:44,360 - mmseg - INFO - Iter [32600/80000] lr: 2.370e-05, eta: 4:19:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5257, decode.acc_seg: 80.0809, loss: 0.5257 2023-11-30 21:27:54,962 - mmseg - INFO - Iter [32650/80000] lr: 2.368e-05, eta: 4:18:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5529, decode.acc_seg: 79.2418, loss: 0.5529 2023-11-30 21:28:05,568 - mmseg - INFO - Iter [32700/80000] lr: 2.365e-05, eta: 4:18:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5443, decode.acc_seg: 79.6680, loss: 0.5443 2023-11-30 21:28:16,172 - mmseg - INFO - Iter [32750/80000] lr: 2.363e-05, eta: 4:18:09, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5295, decode.acc_seg: 80.2729, loss: 0.5295 2023-11-30 21:28:26,776 - mmseg - INFO - Iter [32800/80000] lr: 2.360e-05, eta: 4:17:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5418, decode.acc_seg: 79.9172, loss: 0.5418 2023-11-30 21:28:39,658 - mmseg - INFO - Iter [32850/80000] lr: 2.358e-05, eta: 4:17:23, time: 0.258, data_time: 0.052, memory: 14238, decode.loss_ce: 0.5473, decode.acc_seg: 79.6838, loss: 0.5473 2023-11-30 21:28:50,247 - mmseg - INFO - Iter [32900/80000] lr: 2.355e-05, eta: 4:16:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5295, decode.acc_seg: 80.5409, loss: 0.5295 2023-11-30 21:29:00,835 - mmseg - INFO - Iter [32950/80000] lr: 2.353e-05, eta: 4:16:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5165, decode.acc_seg: 80.6863, loss: 0.5165 2023-11-30 21:29:11,415 - mmseg - INFO - Saving checkpoint at 33000 iterations 2023-11-30 21:29:45,171 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:29:45,172 - mmseg - INFO - Iter [33000/80000] lr: 2.350e-05, eta: 4:16:57, time: 0.887, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5344, decode.acc_seg: 80.1429, loss: 0.5344 2023-11-30 21:30:35,010 - mmseg - INFO - per class results: 2023-11-30 21:30:35,017 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.6 | 84.9 | | building | 80.0 | 91.89 | | sky | 89.33 | 95.58 | | floor | 74.51 | 87.13 | | tree | 69.36 | 83.91 | | ceiling | 76.98 | 87.62 | | road | 78.2 | 88.03 | | bed | 84.48 | 93.23 | | windowpane | 58.19 | 74.18 | | grass | 65.51 | 80.78 | | cabinet | 55.32 | 69.22 | | sidewalk | 56.39 | 72.45 | | person | 76.14 | 90.95 | | earth | 34.39 | 46.87 | | door | 41.32 | 52.4 | | table | 55.05 | 69.7 | | mountain | 56.06 | 71.93 | | plant | 51.13 | 62.77 | | curtain | 64.79 | 75.49 | | chair | 53.56 | 69.52 | | car | 79.37 | 91.93 | | water | 55.23 | 75.26 | | painting | 65.94 | 82.36 | | sofa | 66.31 | 81.56 | | shelf | 37.42 | 50.16 | | house | 46.89 | 59.56 | | sea | 61.28 | 78.32 | | mirror | 58.78 | 71.98 | | rug | 52.6 | 58.97 | | field | 33.59 | 52.95 | | armchair | 42.33 | 59.94 | | seat | 57.03 | 79.6 | | fence | 38.86 | 49.99 | | desk | 41.94 | 68.48 | | rock | 51.38 | 65.67 | | wardrobe | 44.24 | 57.74 | | lamp | 57.72 | 72.74 | | bathtub | 73.61 | 82.18 | | railing | 33.59 | 47.41 | | cushion | 56.57 | 69.5 | | base | 26.27 | 41.81 | | box | 27.39 | 36.12 | | column | 36.66 | 45.59 | | signboard | 31.28 | 47.29 | | chest of drawers | 38.46 | 54.01 | | counter | 32.12 | 40.7 | | sand | 45.44 | 60.56 | | sink | 69.92 | 79.46 | | skyscraper | 45.73 | 61.45 | | fireplace | 63.74 | 78.74 | | refrigerator | 58.23 | 67.26 | | grandstand | 52.58 | 75.86 | | path | 18.1 | 24.17 | | stairs | 28.28 | 32.51 | | runway | 65.87 | 87.68 | | case | 54.71 | 65.54 | | pool table | 85.59 | 95.72 | | pillow | 53.92 | 64.2 | | screen door | 49.31 | 52.37 | | stairway | 43.52 | 55.16 | | river | 14.65 | 22.81 | | bridge | 44.78 | 54.58 | | bookcase | 34.14 | 52.63 | | blind | 27.51 | 31.09 | | coffee table | 59.89 | 77.04 | | toilet | 78.14 | 87.1 | | flower | 39.38 | 54.39 | | book | 46.85 | 63.52 | | hill | 5.48 | 8.03 | | bench | 45.17 | 53.45 | | countertop | 53.72 | 69.33 | | stove | 70.07 | 77.64 | | palm | 46.53 | 66.16 | | kitchen island | 38.23 | 63.13 | | computer | 64.09 | 77.37 | | swivel chair | 41.53 | 56.95 | | boat | 59.25 | 78.15 | | bar | 51.79 | 65.98 | | arcade machine | 68.38 | 78.28 | | hovel | 44.79 | 52.8 | | bus | 83.64 | 91.4 | | towel | 65.43 | 76.56 | | light | 36.0 | 41.7 | | truck | 32.23 | 45.66 | | tower | 24.61 | 39.23 | | chandelier | 63.4 | 77.78 | | awning | 27.9 | 35.73 | | streetlight | 23.83 | 29.36 | | booth | 36.25 | 49.15 | | television receiver | 68.5 | 76.62 | | airplane | 54.61 | 66.05 | | dirt track | 6.14 | 12.35 | | apparel | 49.89 | 64.52 | | pole | 18.43 | 24.84 | | land | 1.79 | 2.56 | | bannister | 7.07 | 9.76 | | escalator | 52.52 | 66.93 | | ottoman | 45.38 | 54.49 | | bottle | 39.9 | 63.1 | | buffet | 41.71 | 48.59 | | poster | 19.54 | 24.37 | | stage | 16.72 | 35.08 | | van | 35.8 | 49.48 | | ship | 26.21 | 29.25 | | fountain | 19.88 | 20.66 | | conveyer belt | 63.89 | 94.47 | | canopy | 34.83 | 41.0 | | washer | 68.26 | 74.19 | | plaything | 28.11 | 42.31 | | swimming pool | 61.25 | 78.66 | | stool | 34.51 | 43.04 | | barrel | 38.98 | 53.41 | | basket | 36.07 | 44.79 | | waterfall | 45.3 | 52.01 | | tent | 78.21 | 97.15 | | bag | 15.51 | 18.25 | | minibike | 64.11 | 84.65 | | cradle | 74.37 | 93.13 | | oven | 49.33 | 58.01 | | ball | 49.29 | 56.48 | | food | 54.94 | 65.92 | | step | 7.84 | 8.73 | | tank | 60.22 | 75.45 | | trade name | 14.95 | 16.84 | | microwave | 71.59 | 78.21 | | pot | 41.62 | 46.81 | | animal | 55.96 | 61.66 | | bicycle | 55.82 | 77.03 | | lake | 14.03 | 15.25 | | dishwasher | 52.61 | 57.31 | | screen | 42.29 | 59.39 | | blanket | 18.08 | 20.83 | | sculpture | 56.56 | 74.31 | | hood | 53.32 | 57.88 | | sconce | 43.9 | 55.5 | | vase | 38.58 | 56.26 | | traffic light | 32.1 | 44.05 | | tray | 9.28 | 11.39 | | ashcan | 41.91 | 56.34 | | fan | 53.1 | 64.54 | | pier | 34.0 | 40.83 | | crt screen | 3.91 | 8.2 | | plate | 51.25 | 71.08 | | monitor | 18.57 | 21.66 | | bulletin board | 42.47 | 55.89 | | shower | 1.82 | 3.03 | | radiator | 59.68 | 69.96 | | glass | 16.88 | 18.83 | | clock | 30.51 | 32.6 | | flag | 46.84 | 55.9 | +---------------------+-------+-------+ 2023-11-30 21:30:35,017 - mmseg - INFO - Summary: 2023-11-30 21:30:35,017 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.04 | 46.48 | 58.07 | +-------+-------+-------+ 2023-11-30 21:30:36,351 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_32000.pth was removed 2023-11-30 21:31:09,613 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_33000.pth. 2023-11-30 21:31:09,614 - mmseg - INFO - Best aAcc is 0.8004 at 33000 iter. 2023-11-30 21:31:09,614 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:31:09,614 - mmseg - INFO - Iter(val) [250] aAcc: 0.8004, mIoU: 0.4648, mAcc: 0.5807, IoU.wall: 0.7060, IoU.building: 0.8000, IoU.sky: 0.8933, IoU.floor: 0.7451, IoU.tree: 0.6936, IoU.ceiling: 0.7698, IoU.road: 0.7820, IoU.bed : 0.8448, IoU.windowpane: 0.5819, IoU.grass: 0.6551, IoU.cabinet: 0.5532, IoU.sidewalk: 0.5639, IoU.person: 0.7614, IoU.earth: 0.3439, IoU.door: 0.4132, IoU.table: 0.5505, IoU.mountain: 0.5606, IoU.plant: 0.5113, IoU.curtain: 0.6479, IoU.chair: 0.5356, IoU.car: 0.7937, IoU.water: 0.5523, IoU.painting: 0.6594, IoU.sofa: 0.6631, IoU.shelf: 0.3742, IoU.house: 0.4689, IoU.sea: 0.6128, IoU.mirror: 0.5878, IoU.rug: 0.5260, IoU.field: 0.3359, IoU.armchair: 0.4233, IoU.seat: 0.5703, IoU.fence: 0.3886, IoU.desk: 0.4194, IoU.rock: 0.5138, IoU.wardrobe: 0.4424, IoU.lamp: 0.5772, IoU.bathtub: 0.7361, IoU.railing: 0.3359, IoU.cushion: 0.5657, IoU.base: 0.2627, IoU.box: 0.2739, IoU.column: 0.3666, IoU.signboard: 0.3128, IoU.chest of drawers: 0.3846, IoU.counter: 0.3212, IoU.sand: 0.4544, IoU.sink: 0.6992, IoU.skyscraper: 0.4573, IoU.fireplace: 0.6374, IoU.refrigerator: 0.5823, IoU.grandstand: 0.5258, IoU.path: 0.1810, IoU.stairs: 0.2828, IoU.runway: 0.6587, IoU.case: 0.5471, IoU.pool table: 0.8559, IoU.pillow: 0.5392, IoU.screen door: 0.4931, IoU.stairway: 0.4352, IoU.river: 0.1465, IoU.bridge: 0.4478, IoU.bookcase: 0.3414, IoU.blind: 0.2751, IoU.coffee table: 0.5989, IoU.toilet: 0.7814, IoU.flower: 0.3938, IoU.book: 0.4685, IoU.hill: 0.0548, IoU.bench: 0.4517, IoU.countertop: 0.5372, IoU.stove: 0.7007, IoU.palm: 0.4653, IoU.kitchen island: 0.3823, IoU.computer: 0.6409, IoU.swivel chair: 0.4153, IoU.boat: 0.5925, IoU.bar: 0.5179, IoU.arcade machine: 0.6838, IoU.hovel: 0.4479, IoU.bus: 0.8364, IoU.towel: 0.6543, IoU.light: 0.3600, IoU.truck: 0.3223, IoU.tower: 0.2461, IoU.chandelier: 0.6340, IoU.awning: 0.2790, IoU.streetlight: 0.2383, IoU.booth: 0.3625, IoU.television receiver: 0.6850, IoU.airplane: 0.5461, IoU.dirt track: 0.0614, IoU.apparel: 0.4989, IoU.pole: 0.1843, IoU.land: 0.0179, IoU.bannister: 0.0707, IoU.escalator: 0.5252, IoU.ottoman: 0.4538, IoU.bottle: 0.3990, IoU.buffet: 0.4171, IoU.poster: 0.1954, IoU.stage: 0.1672, IoU.van: 0.3580, IoU.ship: 0.2621, IoU.fountain: 0.1988, IoU.conveyer belt: 0.6389, IoU.canopy: 0.3483, IoU.washer: 0.6826, IoU.plaything: 0.2811, IoU.swimming pool: 0.6125, IoU.stool: 0.3451, IoU.barrel: 0.3898, IoU.basket: 0.3607, IoU.waterfall: 0.4530, IoU.tent: 0.7821, IoU.bag: 0.1551, IoU.minibike: 0.6411, IoU.cradle: 0.7437, IoU.oven: 0.4933, IoU.ball: 0.4929, IoU.food: 0.5494, IoU.step: 0.0784, IoU.tank: 0.6022, IoU.trade name: 0.1495, IoU.microwave: 0.7159, IoU.pot: 0.4162, IoU.animal: 0.5596, IoU.bicycle: 0.5582, IoU.lake: 0.1403, IoU.dishwasher: 0.5261, IoU.screen: 0.4229, IoU.blanket: 0.1808, IoU.sculpture: 0.5656, IoU.hood: 0.5332, IoU.sconce: 0.4390, IoU.vase: 0.3858, IoU.traffic light: 0.3210, IoU.tray: 0.0928, IoU.ashcan: 0.4191, IoU.fan: 0.5310, IoU.pier: 0.3400, IoU.crt screen: 0.0391, IoU.plate: 0.5125, IoU.monitor: 0.1857, IoU.bulletin board: 0.4247, IoU.shower: 0.0182, IoU.radiator: 0.5968, IoU.glass: 0.1688, IoU.clock: 0.3051, IoU.flag: 0.4684, Acc.wall: 0.8490, Acc.building: 0.9189, Acc.sky: 0.9558, Acc.floor: 0.8713, Acc.tree: 0.8391, Acc.ceiling: 0.8762, Acc.road: 0.8803, Acc.bed : 0.9323, Acc.windowpane: 0.7418, Acc.grass: 0.8078, Acc.cabinet: 0.6922, Acc.sidewalk: 0.7245, Acc.person: 0.9095, Acc.earth: 0.4687, Acc.door: 0.5240, Acc.table: 0.6970, Acc.mountain: 0.7193, Acc.plant: 0.6277, Acc.curtain: 0.7549, Acc.chair: 0.6952, Acc.car: 0.9193, Acc.water: 0.7526, Acc.painting: 0.8236, Acc.sofa: 0.8156, Acc.shelf: 0.5016, Acc.house: 0.5956, Acc.sea: 0.7832, Acc.mirror: 0.7198, Acc.rug: 0.5897, Acc.field: 0.5295, Acc.armchair: 0.5994, Acc.seat: 0.7960, Acc.fence: 0.4999, Acc.desk: 0.6848, Acc.rock: 0.6567, Acc.wardrobe: 0.5774, Acc.lamp: 0.7274, Acc.bathtub: 0.8218, Acc.railing: 0.4741, Acc.cushion: 0.6950, Acc.base: 0.4181, Acc.box: 0.3612, Acc.column: 0.4559, Acc.signboard: 0.4729, Acc.chest of drawers: 0.5401, Acc.counter: 0.4070, Acc.sand: 0.6056, Acc.sink: 0.7946, Acc.skyscraper: 0.6145, Acc.fireplace: 0.7874, Acc.refrigerator: 0.6726, Acc.grandstand: 0.7586, Acc.path: 0.2417, Acc.stairs: 0.3251, Acc.runway: 0.8768, Acc.case: 0.6554, Acc.pool table: 0.9572, Acc.pillow: 0.6420, Acc.screen door: 0.5237, Acc.stairway: 0.5516, Acc.river: 0.2281, Acc.bridge: 0.5458, Acc.bookcase: 0.5263, Acc.blind: 0.3109, Acc.coffee table: 0.7704, Acc.toilet: 0.8710, Acc.flower: 0.5439, Acc.book: 0.6352, Acc.hill: 0.0803, Acc.bench: 0.5345, Acc.countertop: 0.6933, Acc.stove: 0.7764, Acc.palm: 0.6616, Acc.kitchen island: 0.6313, Acc.computer: 0.7737, Acc.swivel chair: 0.5695, Acc.boat: 0.7815, Acc.bar: 0.6598, Acc.arcade machine: 0.7828, Acc.hovel: 0.5280, Acc.bus: 0.9140, Acc.towel: 0.7656, Acc.light: 0.4170, Acc.truck: 0.4566, Acc.tower: 0.3923, Acc.chandelier: 0.7778, Acc.awning: 0.3573, Acc.streetlight: 0.2936, Acc.booth: 0.4915, Acc.television receiver: 0.7662, Acc.airplane: 0.6605, Acc.dirt track: 0.1235, Acc.apparel: 0.6452, Acc.pole: 0.2484, Acc.land: 0.0256, Acc.bannister: 0.0976, Acc.escalator: 0.6693, Acc.ottoman: 0.5449, Acc.bottle: 0.6310, Acc.buffet: 0.4859, Acc.poster: 0.2437, Acc.stage: 0.3508, Acc.van: 0.4948, Acc.ship: 0.2925, Acc.fountain: 0.2066, Acc.conveyer belt: 0.9447, Acc.canopy: 0.4100, Acc.washer: 0.7419, Acc.plaything: 0.4231, Acc.swimming pool: 0.7866, Acc.stool: 0.4304, Acc.barrel: 0.5341, Acc.basket: 0.4479, Acc.waterfall: 0.5201, Acc.tent: 0.9715, Acc.bag: 0.1825, Acc.minibike: 0.8465, Acc.cradle: 0.9313, Acc.oven: 0.5801, Acc.ball: 0.5648, Acc.food: 0.6592, Acc.step: 0.0873, Acc.tank: 0.7545, Acc.trade name: 0.1684, Acc.microwave: 0.7821, Acc.pot: 0.4681, Acc.animal: 0.6166, Acc.bicycle: 0.7703, Acc.lake: 0.1525, Acc.dishwasher: 0.5731, Acc.screen: 0.5939, Acc.blanket: 0.2083, Acc.sculpture: 0.7431, Acc.hood: 0.5788, Acc.sconce: 0.5550, Acc.vase: 0.5626, Acc.traffic light: 0.4405, Acc.tray: 0.1139, Acc.ashcan: 0.5634, Acc.fan: 0.6454, Acc.pier: 0.4083, Acc.crt screen: 0.0820, Acc.plate: 0.7108, Acc.monitor: 0.2166, Acc.bulletin board: 0.5589, Acc.shower: 0.0303, Acc.radiator: 0.6996, Acc.glass: 0.1883, Acc.clock: 0.3260, Acc.flag: 0.5590 2023-11-30 21:31:20,716 - mmseg - INFO - Iter [33050/80000] lr: 2.348e-05, eta: 4:18:33, time: 1.910, data_time: 1.706, memory: 14238, decode.loss_ce: 0.5094, decode.acc_seg: 80.7990, loss: 0.5094 2023-11-30 21:31:31,307 - mmseg - INFO - Iter [33100/80000] lr: 2.345e-05, eta: 4:18:08, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5042, decode.acc_seg: 81.1483, loss: 0.5042 2023-11-30 21:31:41,905 - mmseg - INFO - Iter [33150/80000] lr: 2.343e-05, eta: 4:17:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5353, decode.acc_seg: 79.7045, loss: 0.5353 2023-11-30 21:31:52,507 - mmseg - INFO - Iter [33200/80000] lr: 2.340e-05, eta: 4:17:18, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5472, decode.acc_seg: 79.5720, loss: 0.5472 2023-11-30 21:32:03,111 - mmseg - INFO - Iter [33250/80000] lr: 2.338e-05, eta: 4:16:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5329, decode.acc_seg: 80.1336, loss: 0.5329 2023-11-30 21:32:13,705 - mmseg - INFO - Iter [33300/80000] lr: 2.335e-05, eta: 4:16:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5566, decode.acc_seg: 79.1915, loss: 0.5566 2023-11-30 21:32:24,393 - mmseg - INFO - Iter [33350/80000] lr: 2.333e-05, eta: 4:16:04, time: 0.214, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5286, decode.acc_seg: 80.5035, loss: 0.5286 2023-11-30 21:32:34,988 - mmseg - INFO - Iter [33400/80000] lr: 2.330e-05, eta: 4:15:40, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5297, decode.acc_seg: 79.8545, loss: 0.5297 2023-11-30 21:32:45,593 - mmseg - INFO - Iter [33450/80000] lr: 2.328e-05, eta: 4:15:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5593, decode.acc_seg: 79.4802, loss: 0.5593 2023-11-30 21:32:56,199 - mmseg - INFO - Iter [33500/80000] lr: 2.325e-05, eta: 4:14:51, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5333, decode.acc_seg: 79.6842, loss: 0.5333 2023-11-30 21:33:06,806 - mmseg - INFO - Iter [33550/80000] lr: 2.323e-05, eta: 4:14:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5258, decode.acc_seg: 79.8168, loss: 0.5258 2023-11-30 21:33:17,408 - mmseg - INFO - Iter [33600/80000] lr: 2.320e-05, eta: 4:14:02, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5309, decode.acc_seg: 80.1991, loss: 0.5309 2023-11-30 21:33:28,019 - mmseg - INFO - Iter [33650/80000] lr: 2.318e-05, eta: 4:13:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5294, decode.acc_seg: 80.5326, loss: 0.5294 2023-11-30 21:33:38,649 - mmseg - INFO - Iter [33700/80000] lr: 2.315e-05, eta: 4:13:13, time: 0.213, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5376, decode.acc_seg: 79.9656, loss: 0.5376 2023-11-30 21:33:49,253 - mmseg - INFO - Iter [33750/80000] lr: 2.313e-05, eta: 4:12:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5297, decode.acc_seg: 80.1381, loss: 0.5297 2023-11-30 21:33:59,855 - mmseg - INFO - Iter [33800/80000] lr: 2.310e-05, eta: 4:12:24, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5473, decode.acc_seg: 79.6072, loss: 0.5473 2023-11-30 21:34:10,457 - mmseg - INFO - Iter [33850/80000] lr: 2.308e-05, eta: 4:12:00, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5417, decode.acc_seg: 79.5503, loss: 0.5417 2023-11-30 21:34:21,065 - mmseg - INFO - Iter [33900/80000] lr: 2.305e-05, eta: 4:11:36, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5302, decode.acc_seg: 80.5664, loss: 0.5302 2023-11-30 21:34:31,666 - mmseg - INFO - Iter [33950/80000] lr: 2.303e-05, eta: 4:11:11, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5316, decode.acc_seg: 79.6962, loss: 0.5316 2023-11-30 21:34:42,254 - mmseg - INFO - Saving checkpoint at 34000 iterations 2023-11-30 21:35:17,192 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:35:17,192 - mmseg - INFO - Iter [34000/80000] lr: 2.300e-05, eta: 4:11:34, time: 0.911, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5159, decode.acc_seg: 80.5700, loss: 0.5159 2023-11-30 21:36:07,041 - mmseg - INFO - per class results: 2023-11-30 21:36:07,048 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.42 | 85.44 | | building | 79.48 | 93.11 | | sky | 89.39 | 95.45 | | floor | 74.66 | 86.26 | | tree | 69.08 | 82.76 | | ceiling | 77.1 | 87.28 | | road | 78.4 | 87.47 | | bed | 84.01 | 94.06 | | windowpane | 57.98 | 75.29 | | grass | 65.66 | 80.92 | | cabinet | 55.23 | 68.94 | | sidewalk | 56.7 | 73.27 | | person | 76.01 | 91.26 | | earth | 34.57 | 46.43 | | door | 40.01 | 48.98 | | table | 54.63 | 69.4 | | mountain | 55.87 | 71.24 | | plant | 50.85 | 62.11 | | curtain | 64.4 | 75.83 | | chair | 53.89 | 70.49 | | car | 79.33 | 92.25 | | water | 55.42 | 73.93 | | painting | 66.36 | 81.79 | | sofa | 66.84 | 81.38 | | shelf | 37.29 | 51.46 | | house | 44.29 | 54.34 | | sea | 60.86 | 77.24 | | mirror | 58.6 | 70.63 | | rug | 52.4 | 58.32 | | field | 33.72 | 52.27 | | armchair | 42.96 | 60.43 | | seat | 57.35 | 78.48 | | fence | 37.41 | 47.66 | | desk | 42.47 | 65.84 | | rock | 51.83 | 67.89 | | wardrobe | 44.56 | 59.91 | | lamp | 57.81 | 72.76 | | bathtub | 73.94 | 82.02 | | railing | 32.96 | 44.64 | | cushion | 56.56 | 69.11 | | base | 26.5 | 41.27 | | box | 25.53 | 32.37 | | column | 36.49 | 45.16 | | signboard | 31.2 | 45.58 | | chest of drawers | 37.93 | 51.97 | | counter | 34.83 | 45.06 | | sand | 45.09 | 60.6 | | sink | 69.98 | 78.05 | | skyscraper | 45.35 | 57.15 | | fireplace | 64.22 | 81.32 | | refrigerator | 58.09 | 67.1 | | grandstand | 51.89 | 75.81 | | path | 19.08 | 25.79 | | stairs | 27.36 | 30.78 | | runway | 65.89 | 86.9 | | case | 54.67 | 67.76 | | pool table | 85.27 | 95.99 | | pillow | 51.94 | 60.28 | | screen door | 46.81 | 49.76 | | stairway | 47.1 | 60.28 | | river | 14.9 | 25.96 | | bridge | 41.91 | 50.08 | | bookcase | 33.22 | 48.68 | | blind | 18.81 | 20.22 | | coffee table | 58.25 | 79.44 | | toilet | 78.09 | 87.25 | | flower | 38.07 | 55.13 | | book | 47.57 | 68.25 | | hill | 5.49 | 7.7 | | bench | 45.87 | 55.51 | | countertop | 54.01 | 67.42 | | stove | 69.5 | 76.28 | | palm | 45.93 | 65.68 | | kitchen island | 38.24 | 59.87 | | computer | 64.11 | 77.4 | | swivel chair | 40.64 | 54.35 | | boat | 59.58 | 77.31 | | bar | 50.72 | 60.41 | | arcade machine | 66.07 | 73.95 | | hovel | 41.71 | 48.05 | | bus | 83.82 | 91.35 | | towel | 66.27 | 79.83 | | light | 36.39 | 42.71 | | truck | 32.8 | 45.75 | | tower | 23.08 | 35.82 | | chandelier | 63.56 | 78.7 | | awning | 27.08 | 34.11 | | streetlight | 23.77 | 29.65 | | booth | 35.23 | 43.99 | | television receiver | 68.83 | 77.89 | | airplane | 54.32 | 66.85 | | dirt track | 6.39 | 12.15 | | apparel | 48.77 | 63.17 | | pole | 17.49 | 23.06 | | land | 1.32 | 1.84 | | bannister | 6.67 | 8.62 | | escalator | 53.87 | 70.57 | | ottoman | 45.41 | 56.1 | | bottle | 39.72 | 63.35 | | buffet | 42.57 | 49.95 | | poster | 19.97 | 24.98 | | stage | 16.64 | 34.17 | | van | 33.89 | 43.79 | | ship | 30.54 | 34.66 | | fountain | 21.11 | 21.96 | | conveyer belt | 60.35 | 94.84 | | canopy | 36.94 | 43.94 | | washer | 67.16 | 72.45 | | plaything | 28.5 | 42.98 | | swimming pool | 61.18 | 78.55 | | stool | 34.7 | 42.43 | | barrel | 39.45 | 55.63 | | basket | 36.34 | 46.49 | | waterfall | 44.92 | 50.96 | | tent | 77.43 | 97.57 | | bag | 15.12 | 17.62 | | minibike | 63.69 | 86.45 | | cradle | 73.34 | 93.99 | | oven | 48.8 | 59.59 | | ball | 50.3 | 57.87 | | food | 55.31 | 66.66 | | step | 8.1 | 9.0 | | tank | 59.4 | 72.19 | | trade name | 14.38 | 16.03 | | microwave | 71.69 | 78.59 | | pot | 41.55 | 46.83 | | animal | 58.35 | 65.45 | | bicycle | 56.55 | 78.97 | | lake | 19.2 | 21.81 | | dishwasher | 52.48 | 57.05 | | screen | 41.83 | 56.59 | | blanket | 20.43 | 23.9 | | sculpture | 58.02 | 73.67 | | hood | 53.82 | 59.06 | | sconce | 43.93 | 56.02 | | vase | 38.51 | 55.54 | | traffic light | 31.98 | 41.89 | | tray | 9.96 | 12.26 | | ashcan | 42.35 | 53.21 | | fan | 55.61 | 71.72 | | pier | 34.18 | 42.93 | | crt screen | 4.12 | 8.07 | | plate | 50.89 | 67.26 | | monitor | 21.23 | 24.92 | | bulletin board | 42.42 | 54.54 | | shower | 1.38 | 4.06 | | radiator | 57.77 | 64.29 | | glass | 16.92 | 18.78 | | clock | 34.41 | 37.59 | | flag | 46.45 | 54.52 | +---------------------+-------+-------+ 2023-11-30 21:36:07,048 - mmseg - INFO - Summary: 2023-11-30 21:36:07,048 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 79.98 | 46.4 | 57.84 | +-------+------+-------+ 2023-11-30 21:36:07,049 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:36:07,049 - mmseg - INFO - Iter(val) [250] aAcc: 0.7998, mIoU: 0.4640, mAcc: 0.5784, IoU.wall: 0.7042, IoU.building: 0.7948, IoU.sky: 0.8939, IoU.floor: 0.7466, IoU.tree: 0.6908, IoU.ceiling: 0.7710, IoU.road: 0.7840, IoU.bed : 0.8401, IoU.windowpane: 0.5798, IoU.grass: 0.6566, IoU.cabinet: 0.5523, IoU.sidewalk: 0.5670, IoU.person: 0.7601, IoU.earth: 0.3457, IoU.door: 0.4001, IoU.table: 0.5463, IoU.mountain: 0.5587, IoU.plant: 0.5085, IoU.curtain: 0.6440, IoU.chair: 0.5389, IoU.car: 0.7933, IoU.water: 0.5542, IoU.painting: 0.6636, IoU.sofa: 0.6684, IoU.shelf: 0.3729, IoU.house: 0.4429, IoU.sea: 0.6086, IoU.mirror: 0.5860, IoU.rug: 0.5240, IoU.field: 0.3372, IoU.armchair: 0.4296, IoU.seat: 0.5735, IoU.fence: 0.3741, IoU.desk: 0.4247, IoU.rock: 0.5183, IoU.wardrobe: 0.4456, IoU.lamp: 0.5781, IoU.bathtub: 0.7394, IoU.railing: 0.3296, IoU.cushion: 0.5656, IoU.base: 0.2650, IoU.box: 0.2553, IoU.column: 0.3649, IoU.signboard: 0.3120, IoU.chest of drawers: 0.3793, IoU.counter: 0.3483, IoU.sand: 0.4509, IoU.sink: 0.6998, IoU.skyscraper: 0.4535, IoU.fireplace: 0.6422, IoU.refrigerator: 0.5809, IoU.grandstand: 0.5189, IoU.path: 0.1908, IoU.stairs: 0.2736, IoU.runway: 0.6589, IoU.case: 0.5467, IoU.pool table: 0.8527, IoU.pillow: 0.5194, IoU.screen door: 0.4681, IoU.stairway: 0.4710, IoU.river: 0.1490, IoU.bridge: 0.4191, IoU.bookcase: 0.3322, IoU.blind: 0.1881, IoU.coffee table: 0.5825, IoU.toilet: 0.7809, IoU.flower: 0.3807, IoU.book: 0.4757, IoU.hill: 0.0549, IoU.bench: 0.4587, IoU.countertop: 0.5401, IoU.stove: 0.6950, IoU.palm: 0.4593, IoU.kitchen island: 0.3824, IoU.computer: 0.6411, IoU.swivel chair: 0.4064, IoU.boat: 0.5958, IoU.bar: 0.5072, IoU.arcade machine: 0.6607, IoU.hovel: 0.4171, IoU.bus: 0.8382, IoU.towel: 0.6627, IoU.light: 0.3639, IoU.truck: 0.3280, IoU.tower: 0.2308, IoU.chandelier: 0.6356, IoU.awning: 0.2708, IoU.streetlight: 0.2377, IoU.booth: 0.3523, IoU.television receiver: 0.6883, IoU.airplane: 0.5432, IoU.dirt track: 0.0639, IoU.apparel: 0.4877, IoU.pole: 0.1749, IoU.land: 0.0132, IoU.bannister: 0.0667, IoU.escalator: 0.5387, IoU.ottoman: 0.4541, IoU.bottle: 0.3972, IoU.buffet: 0.4257, IoU.poster: 0.1997, IoU.stage: 0.1664, IoU.van: 0.3389, IoU.ship: 0.3054, IoU.fountain: 0.2111, IoU.conveyer belt: 0.6035, IoU.canopy: 0.3694, IoU.washer: 0.6716, IoU.plaything: 0.2850, IoU.swimming pool: 0.6118, IoU.stool: 0.3470, IoU.barrel: 0.3945, IoU.basket: 0.3634, IoU.waterfall: 0.4492, IoU.tent: 0.7743, IoU.bag: 0.1512, IoU.minibike: 0.6369, IoU.cradle: 0.7334, IoU.oven: 0.4880, IoU.ball: 0.5030, IoU.food: 0.5531, IoU.step: 0.0810, IoU.tank: 0.5940, IoU.trade name: 0.1438, IoU.microwave: 0.7169, IoU.pot: 0.4155, IoU.animal: 0.5835, IoU.bicycle: 0.5655, IoU.lake: 0.1920, IoU.dishwasher: 0.5248, IoU.screen: 0.4183, IoU.blanket: 0.2043, IoU.sculpture: 0.5802, IoU.hood: 0.5382, IoU.sconce: 0.4393, IoU.vase: 0.3851, IoU.traffic light: 0.3198, IoU.tray: 0.0996, IoU.ashcan: 0.4235, IoU.fan: 0.5561, IoU.pier: 0.3418, IoU.crt screen: 0.0412, IoU.plate: 0.5089, IoU.monitor: 0.2123, IoU.bulletin board: 0.4242, IoU.shower: 0.0138, IoU.radiator: 0.5777, IoU.glass: 0.1692, IoU.clock: 0.3441, IoU.flag: 0.4645, Acc.wall: 0.8544, Acc.building: 0.9311, Acc.sky: 0.9545, Acc.floor: 0.8626, Acc.tree: 0.8276, Acc.ceiling: 0.8728, Acc.road: 0.8747, Acc.bed : 0.9406, Acc.windowpane: 0.7529, Acc.grass: 0.8092, Acc.cabinet: 0.6894, Acc.sidewalk: 0.7327, Acc.person: 0.9126, Acc.earth: 0.4643, Acc.door: 0.4898, Acc.table: 0.6940, Acc.mountain: 0.7124, Acc.plant: 0.6211, Acc.curtain: 0.7583, Acc.chair: 0.7049, Acc.car: 0.9225, Acc.water: 0.7393, Acc.painting: 0.8179, Acc.sofa: 0.8138, Acc.shelf: 0.5146, Acc.house: 0.5434, Acc.sea: 0.7724, Acc.mirror: 0.7063, Acc.rug: 0.5832, Acc.field: 0.5227, Acc.armchair: 0.6043, Acc.seat: 0.7848, Acc.fence: 0.4766, Acc.desk: 0.6584, Acc.rock: 0.6789, Acc.wardrobe: 0.5991, Acc.lamp: 0.7276, Acc.bathtub: 0.8202, Acc.railing: 0.4464, Acc.cushion: 0.6911, Acc.base: 0.4127, Acc.box: 0.3237, Acc.column: 0.4516, Acc.signboard: 0.4558, Acc.chest of drawers: 0.5197, Acc.counter: 0.4506, Acc.sand: 0.6060, Acc.sink: 0.7805, Acc.skyscraper: 0.5715, Acc.fireplace: 0.8132, Acc.refrigerator: 0.6710, Acc.grandstand: 0.7581, Acc.path: 0.2579, Acc.stairs: 0.3078, Acc.runway: 0.8690, Acc.case: 0.6776, Acc.pool table: 0.9599, Acc.pillow: 0.6028, Acc.screen door: 0.4976, Acc.stairway: 0.6028, Acc.river: 0.2596, Acc.bridge: 0.5008, Acc.bookcase: 0.4868, Acc.blind: 0.2022, Acc.coffee table: 0.7944, Acc.toilet: 0.8725, Acc.flower: 0.5513, Acc.book: 0.6825, Acc.hill: 0.0770, Acc.bench: 0.5551, Acc.countertop: 0.6742, Acc.stove: 0.7628, Acc.palm: 0.6568, Acc.kitchen island: 0.5987, Acc.computer: 0.7740, Acc.swivel chair: 0.5435, Acc.boat: 0.7731, Acc.bar: 0.6041, Acc.arcade machine: 0.7395, Acc.hovel: 0.4805, Acc.bus: 0.9135, Acc.towel: 0.7983, Acc.light: 0.4271, Acc.truck: 0.4575, Acc.tower: 0.3582, Acc.chandelier: 0.7870, Acc.awning: 0.3411, Acc.streetlight: 0.2965, Acc.booth: 0.4399, Acc.television receiver: 0.7789, Acc.airplane: 0.6685, Acc.dirt track: 0.1215, Acc.apparel: 0.6317, Acc.pole: 0.2306, Acc.land: 0.0184, Acc.bannister: 0.0862, Acc.escalator: 0.7057, Acc.ottoman: 0.5610, Acc.bottle: 0.6335, Acc.buffet: 0.4995, Acc.poster: 0.2498, Acc.stage: 0.3417, Acc.van: 0.4379, Acc.ship: 0.3466, Acc.fountain: 0.2196, Acc.conveyer belt: 0.9484, Acc.canopy: 0.4394, Acc.washer: 0.7245, Acc.plaything: 0.4298, Acc.swimming pool: 0.7855, Acc.stool: 0.4243, Acc.barrel: 0.5563, Acc.basket: 0.4649, Acc.waterfall: 0.5096, Acc.tent: 0.9757, Acc.bag: 0.1762, Acc.minibike: 0.8645, Acc.cradle: 0.9399, Acc.oven: 0.5959, Acc.ball: 0.5787, Acc.food: 0.6666, Acc.step: 0.0900, Acc.tank: 0.7219, Acc.trade name: 0.1603, Acc.microwave: 0.7859, Acc.pot: 0.4683, Acc.animal: 0.6545, Acc.bicycle: 0.7897, Acc.lake: 0.2181, Acc.dishwasher: 0.5705, Acc.screen: 0.5659, Acc.blanket: 0.2390, Acc.sculpture: 0.7367, Acc.hood: 0.5906, Acc.sconce: 0.5602, Acc.vase: 0.5554, Acc.traffic light: 0.4189, Acc.tray: 0.1226, Acc.ashcan: 0.5321, Acc.fan: 0.7172, Acc.pier: 0.4293, Acc.crt screen: 0.0807, Acc.plate: 0.6726, Acc.monitor: 0.2492, Acc.bulletin board: 0.5454, Acc.shower: 0.0406, Acc.radiator: 0.6429, Acc.glass: 0.1878, Acc.clock: 0.3759, Acc.flag: 0.5452 2023-11-30 21:36:18,172 - mmseg - INFO - Iter [34050/80000] lr: 2.298e-05, eta: 4:12:18, time: 1.219, data_time: 1.014, memory: 14238, decode.loss_ce: 0.5425, decode.acc_seg: 80.2673, loss: 0.5425 2023-11-30 21:36:28,795 - mmseg - INFO - Iter [34100/80000] lr: 2.295e-05, eta: 4:11:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5438, decode.acc_seg: 79.4809, loss: 0.5438 2023-11-30 21:36:41,733 - mmseg - INFO - Iter [34150/80000] lr: 2.293e-05, eta: 4:11:33, time: 0.259, data_time: 0.051, memory: 14238, decode.loss_ce: 0.5204, decode.acc_seg: 80.6456, loss: 0.5204 2023-11-30 21:36:52,359 - mmseg - INFO - Iter [34200/80000] lr: 2.290e-05, eta: 4:11:08, time: 0.213, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5587, decode.acc_seg: 79.4930, loss: 0.5587 2023-11-30 21:37:02,964 - mmseg - INFO - Iter [34250/80000] lr: 2.288e-05, eta: 4:10:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5519, decode.acc_seg: 79.4924, loss: 0.5519 2023-11-30 21:37:13,569 - mmseg - INFO - Iter [34300/80000] lr: 2.285e-05, eta: 4:10:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5245, decode.acc_seg: 80.8469, loss: 0.5245 2023-11-30 21:37:24,176 - mmseg - INFO - Iter [34350/80000] lr: 2.283e-05, eta: 4:09:56, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5212, decode.acc_seg: 80.6650, loss: 0.5212 2023-11-30 21:37:34,786 - mmseg - INFO - Iter [34400/80000] lr: 2.280e-05, eta: 4:09:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5360, decode.acc_seg: 79.6862, loss: 0.5360 2023-11-30 21:37:45,391 - mmseg - INFO - Iter [34450/80000] lr: 2.278e-05, eta: 4:09:07, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5369, decode.acc_seg: 79.5536, loss: 0.5369 2023-11-30 21:37:55,994 - mmseg - INFO - Iter [34500/80000] lr: 2.275e-05, eta: 4:08:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5780, decode.acc_seg: 78.4766, loss: 0.5780 2023-11-30 21:38:06,599 - mmseg - INFO - Iter [34550/80000] lr: 2.273e-05, eta: 4:08:19, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5314, decode.acc_seg: 80.2518, loss: 0.5314 2023-11-30 21:38:17,202 - mmseg - INFO - Iter [34600/80000] lr: 2.270e-05, eta: 4:07:55, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5123, decode.acc_seg: 80.6381, loss: 0.5123 2023-11-30 21:38:27,807 - mmseg - INFO - Iter [34650/80000] lr: 2.268e-05, eta: 4:07:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5369, decode.acc_seg: 79.9931, loss: 0.5369 2023-11-30 21:38:38,411 - mmseg - INFO - Iter [34700/80000] lr: 2.265e-05, eta: 4:07:08, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5235, decode.acc_seg: 80.3960, loss: 0.5235 2023-11-30 21:38:49,017 - mmseg - INFO - Iter [34750/80000] lr: 2.263e-05, eta: 4:06:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5357, decode.acc_seg: 79.9166, loss: 0.5357 2023-11-30 21:38:59,622 - mmseg - INFO - Iter [34800/80000] lr: 2.260e-05, eta: 4:06:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5350, decode.acc_seg: 79.7796, loss: 0.5350 2023-11-30 21:39:10,226 - mmseg - INFO - Iter [34850/80000] lr: 2.258e-05, eta: 4:05:56, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5200, decode.acc_seg: 80.0288, loss: 0.5200 2023-11-30 21:39:20,827 - mmseg - INFO - Iter [34900/80000] lr: 2.255e-05, eta: 4:05:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5510, decode.acc_seg: 79.3768, loss: 0.5510 2023-11-30 21:39:31,427 - mmseg - INFO - Iter [34950/80000] lr: 2.253e-05, eta: 4:05:09, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5273, decode.acc_seg: 80.4915, loss: 0.5273 2023-11-30 21:39:42,009 - mmseg - INFO - Saving checkpoint at 35000 iterations 2023-11-30 21:40:14,229 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:40:14,229 - mmseg - INFO - Iter [35000/80000] lr: 2.250e-05, eta: 4:05:26, time: 0.856, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5279, decode.acc_seg: 79.8573, loss: 0.5279 2023-11-30 21:41:04,268 - mmseg - INFO - per class results: 2023-11-30 21:41:04,275 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.54 | 85.29 | | building | 80.16 | 91.29 | | sky | 89.29 | 95.57 | | floor | 74.51 | 86.82 | | tree | 69.52 | 84.34 | | ceiling | 77.11 | 87.59 | | road | 78.38 | 87.73 | | bed | 84.09 | 94.18 | | windowpane | 58.23 | 75.61 | | grass | 66.13 | 81.79 | | cabinet | 55.18 | 68.71 | | sidewalk | 56.45 | 71.37 | | person | 76.24 | 90.84 | | earth | 34.77 | 47.47 | | door | 40.55 | 49.99 | | table | 55.05 | 71.68 | | mountain | 55.52 | 71.13 | | plant | 50.78 | 61.93 | | curtain | 65.0 | 75.53 | | chair | 53.49 | 68.92 | | car | 79.14 | 92.51 | | water | 55.71 | 72.54 | | painting | 66.55 | 82.08 | | sofa | 66.88 | 82.37 | | shelf | 37.58 | 51.44 | | house | 47.93 | 64.3 | | sea | 61.93 | 79.43 | | mirror | 58.08 | 68.47 | | rug | 51.37 | 56.79 | | field | 32.47 | 48.8 | | armchair | 42.83 | 59.9 | | seat | 57.0 | 79.2 | | fence | 37.92 | 49.11 | | desk | 42.25 | 68.05 | | rock | 52.88 | 70.34 | | wardrobe | 44.66 | 60.59 | | lamp | 57.73 | 73.29 | | bathtub | 73.99 | 81.57 | | railing | 33.17 | 46.04 | | cushion | 56.58 | 68.87 | | base | 25.92 | 42.45 | | box | 26.52 | 34.51 | | column | 36.04 | 44.6 | | signboard | 31.8 | 48.71 | | chest of drawers | 38.85 | 54.85 | | counter | 33.11 | 42.06 | | sand | 44.97 | 59.43 | | sink | 70.03 | 78.54 | | skyscraper | 45.66 | 59.64 | | fireplace | 64.02 | 83.25 | | refrigerator | 57.78 | 66.79 | | grandstand | 51.55 | 77.02 | | path | 18.53 | 24.99 | | stairs | 28.74 | 32.57 | | runway | 66.38 | 88.69 | | case | 54.62 | 67.25 | | pool table | 86.1 | 95.39 | | pillow | 53.92 | 64.25 | | screen door | 56.37 | 62.75 | | stairway | 47.19 | 60.04 | | river | 15.31 | 26.17 | | bridge | 42.7 | 50.75 | | bookcase | 33.56 | 50.67 | | blind | 23.54 | 25.85 | | coffee table | 59.46 | 77.31 | | toilet | 77.9 | 87.36 | | flower | 37.99 | 53.71 | | book | 47.4 | 65.61 | | hill | 5.68 | 8.37 | | bench | 45.59 | 54.42 | | countertop | 54.24 | 68.75 | | stove | 70.46 | 78.69 | | palm | 45.56 | 63.44 | | kitchen island | 38.73 | 62.45 | | computer | 64.41 | 79.53 | | swivel chair | 41.44 | 58.52 | | boat | 60.5 | 79.04 | | bar | 50.54 | 61.07 | | arcade machine | 67.41 | 75.98 | | hovel | 42.32 | 49.57 | | bus | 84.04 | 91.82 | | towel | 66.4 | 80.43 | | light | 32.52 | 36.32 | | truck | 35.17 | 51.38 | | tower | 24.8 | 39.14 | | chandelier | 63.08 | 76.74 | | awning | 27.56 | 34.63 | | streetlight | 23.81 | 30.26 | | booth | 33.86 | 48.09 | | television receiver | 68.73 | 77.17 | | airplane | 54.71 | 67.28 | | dirt track | 6.37 | 15.15 | | apparel | 49.64 | 65.58 | | pole | 16.94 | 21.98 | | land | 2.05 | 2.9 | | bannister | 6.47 | 8.56 | | escalator | 52.43 | 67.14 | | ottoman | 45.75 | 56.0 | | bottle | 39.68 | 63.11 | | buffet | 42.85 | 51.23 | | poster | 20.39 | 26.76 | | stage | 16.89 | 37.18 | | van | 33.17 | 41.63 | | ship | 27.1 | 30.05 | | fountain | 20.88 | 21.65 | | conveyer belt | 59.86 | 94.49 | | canopy | 36.71 | 43.46 | | washer | 68.58 | 74.47 | | plaything | 28.05 | 43.01 | | swimming pool | 60.57 | 76.98 | | stool | 34.66 | 42.23 | | barrel | 38.93 | 52.05 | | basket | 35.9 | 45.78 | | waterfall | 46.66 | 55.38 | | tent | 78.52 | 97.36 | | bag | 14.53 | 16.86 | | minibike | 63.52 | 85.35 | | cradle | 71.52 | 94.35 | | oven | 49.1 | 57.85 | | ball | 47.77 | 53.59 | | food | 55.23 | 66.54 | | step | 7.66 | 8.42 | | tank | 59.25 | 71.76 | | trade name | 16.58 | 18.88 | | microwave | 71.7 | 78.98 | | pot | 42.46 | 48.54 | | animal | 57.43 | 63.94 | | bicycle | 55.74 | 83.98 | | lake | 23.26 | 26.21 | | dishwasher | 52.32 | 56.37 | | screen | 42.28 | 57.61 | | blanket | 17.5 | 20.02 | | sculpture | 56.3 | 74.95 | | hood | 51.08 | 54.98 | | sconce | 41.87 | 50.33 | | vase | 38.43 | 58.12 | | traffic light | 32.79 | 45.4 | | tray | 10.76 | 13.51 | | ashcan | 42.78 | 55.61 | | fan | 54.5 | 67.65 | | pier | 34.03 | 42.32 | | crt screen | 4.1 | 8.22 | | plate | 51.03 | 68.99 | | monitor | 19.67 | 22.6 | | bulletin board | 42.63 | 54.8 | | shower | 2.36 | 3.1 | | radiator | 59.27 | 67.38 | | glass | 16.5 | 18.2 | | clock | 36.62 | 41.42 | | flag | 46.03 | 53.58 | +---------------------+-------+-------+ 2023-11-30 21:41:04,275 - mmseg - INFO - Summary: 2023-11-30 21:41:04,275 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.06 | 46.55 | 58.31 | +-------+-------+-------+ 2023-11-30 21:41:05,102 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_33000.pth was removed 2023-11-30 21:41:37,714 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_35000.pth. 2023-11-30 21:41:37,715 - mmseg - INFO - Best aAcc is 0.8006 at 35000 iter. 2023-11-30 21:41:37,715 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:41:37,715 - mmseg - INFO - Iter(val) [250] aAcc: 0.8006, mIoU: 0.4655, mAcc: 0.5831, IoU.wall: 0.7054, IoU.building: 0.8016, IoU.sky: 0.8929, IoU.floor: 0.7451, IoU.tree: 0.6952, IoU.ceiling: 0.7711, IoU.road: 0.7838, IoU.bed : 0.8409, IoU.windowpane: 0.5823, IoU.grass: 0.6613, IoU.cabinet: 0.5518, IoU.sidewalk: 0.5645, IoU.person: 0.7624, IoU.earth: 0.3477, IoU.door: 0.4055, IoU.table: 0.5505, IoU.mountain: 0.5552, IoU.plant: 0.5078, IoU.curtain: 0.6500, IoU.chair: 0.5349, IoU.car: 0.7914, IoU.water: 0.5571, IoU.painting: 0.6655, IoU.sofa: 0.6688, IoU.shelf: 0.3758, IoU.house: 0.4793, IoU.sea: 0.6193, IoU.mirror: 0.5808, IoU.rug: 0.5137, IoU.field: 0.3247, IoU.armchair: 0.4283, IoU.seat: 0.5700, IoU.fence: 0.3792, IoU.desk: 0.4225, IoU.rock: 0.5288, IoU.wardrobe: 0.4466, IoU.lamp: 0.5773, IoU.bathtub: 0.7399, IoU.railing: 0.3317, IoU.cushion: 0.5658, IoU.base: 0.2592, IoU.box: 0.2652, IoU.column: 0.3604, IoU.signboard: 0.3180, IoU.chest of drawers: 0.3885, IoU.counter: 0.3311, IoU.sand: 0.4497, IoU.sink: 0.7003, IoU.skyscraper: 0.4566, IoU.fireplace: 0.6402, IoU.refrigerator: 0.5778, IoU.grandstand: 0.5155, IoU.path: 0.1853, IoU.stairs: 0.2874, IoU.runway: 0.6638, IoU.case: 0.5462, IoU.pool table: 0.8610, IoU.pillow: 0.5392, IoU.screen door: 0.5637, IoU.stairway: 0.4719, IoU.river: 0.1531, IoU.bridge: 0.4270, IoU.bookcase: 0.3356, IoU.blind: 0.2354, IoU.coffee table: 0.5946, IoU.toilet: 0.7790, IoU.flower: 0.3799, IoU.book: 0.4740, IoU.hill: 0.0568, IoU.bench: 0.4559, IoU.countertop: 0.5424, IoU.stove: 0.7046, IoU.palm: 0.4556, IoU.kitchen island: 0.3873, IoU.computer: 0.6441, IoU.swivel chair: 0.4144, IoU.boat: 0.6050, IoU.bar: 0.5054, IoU.arcade machine: 0.6741, IoU.hovel: 0.4232, IoU.bus: 0.8404, IoU.towel: 0.6640, IoU.light: 0.3252, IoU.truck: 0.3517, IoU.tower: 0.2480, IoU.chandelier: 0.6308, IoU.awning: 0.2756, IoU.streetlight: 0.2381, IoU.booth: 0.3386, IoU.television receiver: 0.6873, IoU.airplane: 0.5471, IoU.dirt track: 0.0637, IoU.apparel: 0.4964, IoU.pole: 0.1694, IoU.land: 0.0205, IoU.bannister: 0.0647, IoU.escalator: 0.5243, IoU.ottoman: 0.4575, IoU.bottle: 0.3968, IoU.buffet: 0.4285, IoU.poster: 0.2039, IoU.stage: 0.1689, IoU.van: 0.3317, IoU.ship: 0.2710, IoU.fountain: 0.2088, IoU.conveyer belt: 0.5986, IoU.canopy: 0.3671, IoU.washer: 0.6858, IoU.plaything: 0.2805, IoU.swimming pool: 0.6057, IoU.stool: 0.3466, IoU.barrel: 0.3893, IoU.basket: 0.3590, IoU.waterfall: 0.4666, IoU.tent: 0.7852, IoU.bag: 0.1453, IoU.minibike: 0.6352, IoU.cradle: 0.7152, IoU.oven: 0.4910, IoU.ball: 0.4777, IoU.food: 0.5523, IoU.step: 0.0766, IoU.tank: 0.5925, IoU.trade name: 0.1658, IoU.microwave: 0.7170, IoU.pot: 0.4246, IoU.animal: 0.5743, IoU.bicycle: 0.5574, IoU.lake: 0.2326, IoU.dishwasher: 0.5232, IoU.screen: 0.4228, IoU.blanket: 0.1750, IoU.sculpture: 0.5630, IoU.hood: 0.5108, IoU.sconce: 0.4187, IoU.vase: 0.3843, IoU.traffic light: 0.3279, IoU.tray: 0.1076, IoU.ashcan: 0.4278, IoU.fan: 0.5450, IoU.pier: 0.3403, IoU.crt screen: 0.0410, IoU.plate: 0.5103, IoU.monitor: 0.1967, IoU.bulletin board: 0.4263, IoU.shower: 0.0236, IoU.radiator: 0.5927, IoU.glass: 0.1650, IoU.clock: 0.3662, IoU.flag: 0.4603, Acc.wall: 0.8529, Acc.building: 0.9129, Acc.sky: 0.9557, Acc.floor: 0.8682, Acc.tree: 0.8434, Acc.ceiling: 0.8759, Acc.road: 0.8773, Acc.bed : 0.9418, Acc.windowpane: 0.7561, Acc.grass: 0.8179, Acc.cabinet: 0.6871, Acc.sidewalk: 0.7137, Acc.person: 0.9084, Acc.earth: 0.4747, Acc.door: 0.4999, Acc.table: 0.7168, Acc.mountain: 0.7113, Acc.plant: 0.6193, Acc.curtain: 0.7553, Acc.chair: 0.6892, Acc.car: 0.9251, Acc.water: 0.7254, Acc.painting: 0.8208, Acc.sofa: 0.8237, Acc.shelf: 0.5144, Acc.house: 0.6430, Acc.sea: 0.7943, Acc.mirror: 0.6847, Acc.rug: 0.5679, Acc.field: 0.4880, Acc.armchair: 0.5990, Acc.seat: 0.7920, Acc.fence: 0.4911, Acc.desk: 0.6805, Acc.rock: 0.7034, Acc.wardrobe: 0.6059, Acc.lamp: 0.7329, Acc.bathtub: 0.8157, Acc.railing: 0.4604, Acc.cushion: 0.6887, Acc.base: 0.4245, Acc.box: 0.3451, Acc.column: 0.4460, Acc.signboard: 0.4871, Acc.chest of drawers: 0.5485, Acc.counter: 0.4206, Acc.sand: 0.5943, Acc.sink: 0.7854, Acc.skyscraper: 0.5964, Acc.fireplace: 0.8325, Acc.refrigerator: 0.6679, Acc.grandstand: 0.7702, Acc.path: 0.2499, Acc.stairs: 0.3257, Acc.runway: 0.8869, Acc.case: 0.6725, Acc.pool table: 0.9539, Acc.pillow: 0.6425, Acc.screen door: 0.6275, Acc.stairway: 0.6004, Acc.river: 0.2617, Acc.bridge: 0.5075, Acc.bookcase: 0.5067, Acc.blind: 0.2585, Acc.coffee table: 0.7731, Acc.toilet: 0.8736, Acc.flower: 0.5371, Acc.book: 0.6561, Acc.hill: 0.0837, Acc.bench: 0.5442, Acc.countertop: 0.6875, Acc.stove: 0.7869, Acc.palm: 0.6344, Acc.kitchen island: 0.6245, Acc.computer: 0.7953, Acc.swivel chair: 0.5852, Acc.boat: 0.7904, Acc.bar: 0.6107, Acc.arcade machine: 0.7598, Acc.hovel: 0.4957, Acc.bus: 0.9182, Acc.towel: 0.8043, Acc.light: 0.3632, Acc.truck: 0.5138, Acc.tower: 0.3914, Acc.chandelier: 0.7674, Acc.awning: 0.3463, Acc.streetlight: 0.3026, Acc.booth: 0.4809, Acc.television receiver: 0.7717, Acc.airplane: 0.6728, Acc.dirt track: 0.1515, Acc.apparel: 0.6558, Acc.pole: 0.2198, Acc.land: 0.0290, Acc.bannister: 0.0856, Acc.escalator: 0.6714, Acc.ottoman: 0.5600, Acc.bottle: 0.6311, Acc.buffet: 0.5123, Acc.poster: 0.2676, Acc.stage: 0.3718, Acc.van: 0.4163, Acc.ship: 0.3005, Acc.fountain: 0.2165, Acc.conveyer belt: 0.9449, Acc.canopy: 0.4346, Acc.washer: 0.7447, Acc.plaything: 0.4301, Acc.swimming pool: 0.7698, Acc.stool: 0.4223, Acc.barrel: 0.5205, Acc.basket: 0.4578, Acc.waterfall: 0.5538, Acc.tent: 0.9736, Acc.bag: 0.1686, Acc.minibike: 0.8535, Acc.cradle: 0.9435, Acc.oven: 0.5785, Acc.ball: 0.5359, Acc.food: 0.6654, Acc.step: 0.0842, Acc.tank: 0.7176, Acc.trade name: 0.1888, Acc.microwave: 0.7898, Acc.pot: 0.4854, Acc.animal: 0.6394, Acc.bicycle: 0.8398, Acc.lake: 0.2621, Acc.dishwasher: 0.5637, Acc.screen: 0.5761, Acc.blanket: 0.2002, Acc.sculpture: 0.7495, Acc.hood: 0.5498, Acc.sconce: 0.5033, Acc.vase: 0.5812, Acc.traffic light: 0.4540, Acc.tray: 0.1351, Acc.ashcan: 0.5561, Acc.fan: 0.6765, Acc.pier: 0.4232, Acc.crt screen: 0.0822, Acc.plate: 0.6899, Acc.monitor: 0.2260, Acc.bulletin board: 0.5480, Acc.shower: 0.0310, Acc.radiator: 0.6738, Acc.glass: 0.1820, Acc.clock: 0.4142, Acc.flag: 0.5358 2023-11-30 21:41:48,765 - mmseg - INFO - Iter [35050/80000] lr: 2.248e-05, eta: 4:06:50, time: 1.890, data_time: 1.686, memory: 14238, decode.loss_ce: 0.5066, decode.acc_seg: 80.9181, loss: 0.5066 2023-11-30 21:41:59,361 - mmseg - INFO - Iter [35100/80000] lr: 2.245e-05, eta: 4:06:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5397, decode.acc_seg: 80.4661, loss: 0.5397 2023-11-30 21:42:09,968 - mmseg - INFO - Iter [35150/80000] lr: 2.243e-05, eta: 4:06:02, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5143, decode.acc_seg: 80.9478, loss: 0.5143 2023-11-30 21:42:20,574 - mmseg - INFO - Iter [35200/80000] lr: 2.240e-05, eta: 4:05:38, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5180, decode.acc_seg: 80.6477, loss: 0.5180 2023-11-30 21:42:31,178 - mmseg - INFO - Iter [35250/80000] lr: 2.238e-05, eta: 4:05:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5263, decode.acc_seg: 80.2594, loss: 0.5263 2023-11-30 21:42:41,779 - mmseg - INFO - Iter [35300/80000] lr: 2.235e-05, eta: 4:04:51, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5276, decode.acc_seg: 79.4594, loss: 0.5276 2023-11-30 21:42:52,374 - mmseg - INFO - Iter [35350/80000] lr: 2.233e-05, eta: 4:04:27, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5307, decode.acc_seg: 80.3715, loss: 0.5307 2023-11-30 21:43:05,251 - mmseg - INFO - Iter [35400/80000] lr: 2.230e-05, eta: 4:04:06, time: 0.258, data_time: 0.051, memory: 14238, decode.loss_ce: 0.5100, decode.acc_seg: 81.0524, loss: 0.5100 2023-11-30 21:43:15,855 - mmseg - INFO - Iter [35450/80000] lr: 2.228e-05, eta: 4:03:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5408, decode.acc_seg: 79.8330, loss: 0.5408 2023-11-30 21:43:26,461 - mmseg - INFO - Iter [35500/80000] lr: 2.225e-05, eta: 4:03:18, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5189, decode.acc_seg: 80.7301, loss: 0.5189 2023-11-30 21:43:37,063 - mmseg - INFO - Iter [35550/80000] lr: 2.223e-05, eta: 4:02:55, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5129, decode.acc_seg: 80.5305, loss: 0.5129 2023-11-30 21:43:47,664 - mmseg - INFO - Iter [35600/80000] lr: 2.220e-05, eta: 4:02:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5267, decode.acc_seg: 79.5868, loss: 0.5267 2023-11-30 21:43:58,267 - mmseg - INFO - Iter [35650/80000] lr: 2.218e-05, eta: 4:02:08, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5306, decode.acc_seg: 80.4719, loss: 0.5306 2023-11-30 21:44:08,869 - mmseg - INFO - Iter [35700/80000] lr: 2.215e-05, eta: 4:01:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5259, decode.acc_seg: 80.3426, loss: 0.5259 2023-11-30 21:44:19,470 - mmseg - INFO - Iter [35750/80000] lr: 2.213e-05, eta: 4:01:21, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5173, decode.acc_seg: 80.4650, loss: 0.5173 2023-11-30 21:44:30,077 - mmseg - INFO - Iter [35800/80000] lr: 2.210e-05, eta: 4:00:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5526, decode.acc_seg: 79.6898, loss: 0.5526 2023-11-30 21:44:40,682 - mmseg - INFO - Iter [35850/80000] lr: 2.208e-05, eta: 4:00:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5401, decode.acc_seg: 80.0191, loss: 0.5401 2023-11-30 21:44:51,281 - mmseg - INFO - Iter [35900/80000] lr: 2.205e-05, eta: 4:00:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5499, decode.acc_seg: 79.7638, loss: 0.5499 2023-11-30 21:45:01,884 - mmseg - INFO - Iter [35950/80000] lr: 2.203e-05, eta: 3:59:47, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5352, decode.acc_seg: 79.7270, loss: 0.5352 2023-11-30 21:45:12,467 - mmseg - INFO - Saving checkpoint at 36000 iterations 2023-11-30 21:45:45,732 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:45:45,732 - mmseg - INFO - Iter [36000/80000] lr: 2.200e-05, eta: 4:00:04, time: 0.877, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5293, decode.acc_seg: 80.1570, loss: 0.5293 2023-11-30 21:46:35,528 - mmseg - INFO - per class results: 2023-11-30 21:46:35,535 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.55 | 85.3 | | building | 80.06 | 92.01 | | sky | 89.98 | 94.67 | | floor | 74.14 | 87.74 | | tree | 69.52 | 83.47 | | ceiling | 77.07 | 88.23 | | road | 78.64 | 87.55 | | bed | 84.21 | 93.89 | | windowpane | 58.49 | 75.62 | | grass | 65.08 | 80.24 | | cabinet | 55.09 | 68.7 | | sidewalk | 56.81 | 72.19 | | person | 75.83 | 91.41 | | earth | 34.72 | 46.79 | | door | 39.84 | 48.26 | | table | 55.03 | 71.41 | | mountain | 55.63 | 71.34 | | plant | 50.72 | 61.96 | | curtain | 65.04 | 76.45 | | chair | 53.87 | 70.51 | | car | 79.4 | 92.16 | | water | 56.41 | 75.97 | | painting | 66.25 | 82.5 | | sofa | 66.73 | 80.74 | | shelf | 37.0 | 50.2 | | house | 47.63 | 63.68 | | sea | 61.82 | 77.36 | | mirror | 58.54 | 69.93 | | rug | 51.12 | 56.65 | | field | 33.55 | 54.3 | | armchair | 42.98 | 61.15 | | seat | 57.01 | 79.97 | | fence | 37.54 | 48.15 | | desk | 42.9 | 64.7 | | rock | 51.86 | 65.25 | | wardrobe | 44.8 | 59.49 | | lamp | 57.59 | 72.57 | | bathtub | 73.65 | 82.54 | | railing | 32.61 | 44.77 | | cushion | 56.76 | 69.05 | | base | 26.05 | 39.23 | | box | 27.48 | 36.42 | | column | 36.2 | 44.85 | | signboard | 31.75 | 46.97 | | chest of drawers | 38.27 | 51.03 | | counter | 34.06 | 43.41 | | sand | 44.85 | 59.81 | | sink | 70.15 | 79.16 | | skyscraper | 45.71 | 59.61 | | fireplace | 63.9 | 79.85 | | refrigerator | 58.29 | 67.1 | | grandstand | 50.71 | 76.87 | | path | 18.97 | 25.47 | | stairs | 27.8 | 31.74 | | runway | 65.77 | 88.03 | | case | 53.09 | 71.48 | | pool table | 85.85 | 95.6 | | pillow | 54.27 | 64.78 | | screen door | 53.63 | 58.36 | | stairway | 45.03 | 56.4 | | river | 14.75 | 24.27 | | bridge | 43.52 | 54.57 | | bookcase | 33.61 | 48.85 | | blind | 28.67 | 32.84 | | coffee table | 59.2 | 77.65 | | toilet | 78.28 | 86.48 | | flower | 37.66 | 55.04 | | book | 47.9 | 66.74 | | hill | 5.8 | 9.54 | | bench | 45.73 | 55.06 | | countertop | 53.97 | 66.53 | | stove | 70.25 | 78.1 | | palm | 46.46 | 65.57 | | kitchen island | 38.64 | 62.21 | | computer | 64.49 | 79.81 | | swivel chair | 40.86 | 53.55 | | boat | 61.67 | 76.32 | | bar | 51.37 | 63.56 | | arcade machine | 68.75 | 78.81 | | hovel | 40.57 | 46.48 | | bus | 84.02 | 91.97 | | towel | 66.55 | 81.03 | | light | 35.26 | 40.59 | | truck | 34.1 | 48.46 | | tower | 23.88 | 37.45 | | chandelier | 63.21 | 80.03 | | awning | 27.9 | 35.0 | | streetlight | 24.25 | 30.1 | | booth | 35.11 | 45.17 | | television receiver | 69.24 | 78.05 | | airplane | 53.91 | 67.08 | | dirt track | 4.39 | 6.74 | | apparel | 49.73 | 66.39 | | pole | 18.04 | 23.91 | | land | 1.25 | 1.8 | | bannister | 6.65 | 8.88 | | escalator | 53.29 | 68.48 | | ottoman | 45.62 | 54.48 | | bottle | 39.29 | 62.59 | | buffet | 44.1 | 52.4 | | poster | 20.3 | 26.04 | | stage | 16.83 | 36.93 | | van | 34.79 | 46.13 | | ship | 26.49 | 30.36 | | fountain | 22.22 | 23.26 | | conveyer belt | 65.54 | 93.97 | | canopy | 38.17 | 45.45 | | washer | 68.4 | 74.47 | | plaything | 26.71 | 36.96 | | swimming pool | 60.5 | 76.23 | | stool | 34.61 | 41.45 | | barrel | 36.82 | 48.01 | | basket | 35.68 | 44.54 | | waterfall | 46.48 | 54.86 | | tent | 80.65 | 96.83 | | bag | 15.33 | 17.81 | | minibike | 63.9 | 85.57 | | cradle | 72.61 | 93.91 | | oven | 51.0 | 61.13 | | ball | 54.08 | 63.49 | | food | 53.81 | 63.67 | | step | 7.34 | 7.97 | | tank | 60.97 | 75.65 | | trade name | 15.71 | 17.76 | | microwave | 71.31 | 77.39 | | pot | 41.54 | 46.77 | | animal | 55.41 | 61.52 | | bicycle | 56.08 | 79.22 | | lake | 19.38 | 21.25 | | dishwasher | 52.44 | 56.02 | | screen | 42.1 | 57.04 | | blanket | 17.97 | 20.53 | | sculpture | 57.35 | 73.77 | | hood | 52.28 | 56.58 | | sconce | 42.63 | 51.62 | | vase | 38.56 | 55.64 | | traffic light | 32.62 | 47.09 | | tray | 9.11 | 10.87 | | ashcan | 42.47 | 54.09 | | fan | 53.85 | 65.74 | | pier | 34.15 | 42.38 | | crt screen | 4.86 | 9.26 | | plate | 49.99 | 64.01 | | monitor | 25.02 | 29.16 | | bulletin board | 42.22 | 55.14 | | shower | 1.97 | 3.11 | | radiator | 58.84 | 66.38 | | glass | 16.16 | 17.71 | | clock | 34.71 | 38.65 | | flag | 45.77 | 53.17 | +---------------------+-------+-------+ 2023-11-30 21:46:35,535 - mmseg - INFO - Summary: 2023-11-30 21:46:35,535 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.08 | 46.65 | 58.09 | +-------+-------+-------+ 2023-11-30 21:46:36,847 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_35000.pth was removed 2023-11-30 21:47:13,633 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_36000.pth. 2023-11-30 21:47:13,634 - mmseg - INFO - Best aAcc is 0.8008 at 36000 iter. 2023-11-30 21:47:13,634 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:47:13,634 - mmseg - INFO - Iter(val) [250] aAcc: 0.8008, mIoU: 0.4665, mAcc: 0.5809, IoU.wall: 0.7055, IoU.building: 0.8006, IoU.sky: 0.8998, IoU.floor: 0.7414, IoU.tree: 0.6952, IoU.ceiling: 0.7707, IoU.road: 0.7864, IoU.bed : 0.8421, IoU.windowpane: 0.5849, IoU.grass: 0.6508, IoU.cabinet: 0.5509, IoU.sidewalk: 0.5681, IoU.person: 0.7583, IoU.earth: 0.3472, IoU.door: 0.3984, IoU.table: 0.5503, IoU.mountain: 0.5563, IoU.plant: 0.5072, IoU.curtain: 0.6504, IoU.chair: 0.5387, IoU.car: 0.7940, IoU.water: 0.5641, IoU.painting: 0.6625, IoU.sofa: 0.6673, IoU.shelf: 0.3700, IoU.house: 0.4763, IoU.sea: 0.6182, IoU.mirror: 0.5854, IoU.rug: 0.5112, IoU.field: 0.3355, IoU.armchair: 0.4298, IoU.seat: 0.5701, IoU.fence: 0.3754, IoU.desk: 0.4290, IoU.rock: 0.5186, IoU.wardrobe: 0.4480, IoU.lamp: 0.5759, IoU.bathtub: 0.7365, IoU.railing: 0.3261, IoU.cushion: 0.5676, IoU.base: 0.2605, IoU.box: 0.2748, IoU.column: 0.3620, IoU.signboard: 0.3175, IoU.chest of drawers: 0.3827, IoU.counter: 0.3406, IoU.sand: 0.4485, IoU.sink: 0.7015, IoU.skyscraper: 0.4571, IoU.fireplace: 0.6390, IoU.refrigerator: 0.5829, IoU.grandstand: 0.5071, IoU.path: 0.1897, IoU.stairs: 0.2780, IoU.runway: 0.6577, IoU.case: 0.5309, IoU.pool table: 0.8585, IoU.pillow: 0.5427, IoU.screen door: 0.5363, IoU.stairway: 0.4503, IoU.river: 0.1475, IoU.bridge: 0.4352, IoU.bookcase: 0.3361, IoU.blind: 0.2867, IoU.coffee table: 0.5920, IoU.toilet: 0.7828, IoU.flower: 0.3766, IoU.book: 0.4790, IoU.hill: 0.0580, IoU.bench: 0.4573, IoU.countertop: 0.5397, IoU.stove: 0.7025, IoU.palm: 0.4646, IoU.kitchen island: 0.3864, IoU.computer: 0.6449, IoU.swivel chair: 0.4086, IoU.boat: 0.6167, IoU.bar: 0.5137, IoU.arcade machine: 0.6875, IoU.hovel: 0.4057, IoU.bus: 0.8402, IoU.towel: 0.6655, IoU.light: 0.3526, IoU.truck: 0.3410, IoU.tower: 0.2388, IoU.chandelier: 0.6321, IoU.awning: 0.2790, IoU.streetlight: 0.2425, IoU.booth: 0.3511, IoU.television receiver: 0.6924, IoU.airplane: 0.5391, IoU.dirt track: 0.0439, IoU.apparel: 0.4973, IoU.pole: 0.1804, IoU.land: 0.0125, IoU.bannister: 0.0665, IoU.escalator: 0.5329, IoU.ottoman: 0.4562, IoU.bottle: 0.3929, IoU.buffet: 0.4410, IoU.poster: 0.2030, IoU.stage: 0.1683, IoU.van: 0.3479, IoU.ship: 0.2649, IoU.fountain: 0.2222, IoU.conveyer belt: 0.6554, IoU.canopy: 0.3817, IoU.washer: 0.6840, IoU.plaything: 0.2671, IoU.swimming pool: 0.6050, IoU.stool: 0.3461, IoU.barrel: 0.3682, IoU.basket: 0.3568, IoU.waterfall: 0.4648, IoU.tent: 0.8065, IoU.bag: 0.1533, IoU.minibike: 0.6390, IoU.cradle: 0.7261, IoU.oven: 0.5100, IoU.ball: 0.5408, IoU.food: 0.5381, IoU.step: 0.0734, IoU.tank: 0.6097, IoU.trade name: 0.1571, IoU.microwave: 0.7131, IoU.pot: 0.4154, IoU.animal: 0.5541, IoU.bicycle: 0.5608, IoU.lake: 0.1938, IoU.dishwasher: 0.5244, IoU.screen: 0.4210, IoU.blanket: 0.1797, IoU.sculpture: 0.5735, IoU.hood: 0.5228, IoU.sconce: 0.4263, IoU.vase: 0.3856, IoU.traffic light: 0.3262, IoU.tray: 0.0911, IoU.ashcan: 0.4247, IoU.fan: 0.5385, IoU.pier: 0.3415, IoU.crt screen: 0.0486, IoU.plate: 0.4999, IoU.monitor: 0.2502, IoU.bulletin board: 0.4222, IoU.shower: 0.0197, IoU.radiator: 0.5884, IoU.glass: 0.1616, IoU.clock: 0.3471, IoU.flag: 0.4577, Acc.wall: 0.8530, Acc.building: 0.9201, Acc.sky: 0.9467, Acc.floor: 0.8774, Acc.tree: 0.8347, Acc.ceiling: 0.8823, Acc.road: 0.8755, Acc.bed : 0.9389, Acc.windowpane: 0.7562, Acc.grass: 0.8024, Acc.cabinet: 0.6870, Acc.sidewalk: 0.7219, Acc.person: 0.9141, Acc.earth: 0.4679, Acc.door: 0.4826, Acc.table: 0.7141, Acc.mountain: 0.7134, Acc.plant: 0.6196, Acc.curtain: 0.7645, Acc.chair: 0.7051, Acc.car: 0.9216, Acc.water: 0.7597, Acc.painting: 0.8250, Acc.sofa: 0.8074, Acc.shelf: 0.5020, Acc.house: 0.6368, Acc.sea: 0.7736, Acc.mirror: 0.6993, Acc.rug: 0.5665, Acc.field: 0.5430, Acc.armchair: 0.6115, Acc.seat: 0.7997, Acc.fence: 0.4815, Acc.desk: 0.6470, Acc.rock: 0.6525, Acc.wardrobe: 0.5949, Acc.lamp: 0.7257, Acc.bathtub: 0.8254, Acc.railing: 0.4477, Acc.cushion: 0.6905, Acc.base: 0.3923, Acc.box: 0.3642, Acc.column: 0.4485, Acc.signboard: 0.4697, Acc.chest of drawers: 0.5103, Acc.counter: 0.4341, Acc.sand: 0.5981, Acc.sink: 0.7916, Acc.skyscraper: 0.5961, Acc.fireplace: 0.7985, Acc.refrigerator: 0.6710, Acc.grandstand: 0.7687, Acc.path: 0.2547, Acc.stairs: 0.3174, Acc.runway: 0.8803, Acc.case: 0.7148, Acc.pool table: 0.9560, Acc.pillow: 0.6478, Acc.screen door: 0.5836, Acc.stairway: 0.5640, Acc.river: 0.2427, Acc.bridge: 0.5457, Acc.bookcase: 0.4885, Acc.blind: 0.3284, Acc.coffee table: 0.7765, Acc.toilet: 0.8648, Acc.flower: 0.5504, Acc.book: 0.6674, Acc.hill: 0.0954, Acc.bench: 0.5506, Acc.countertop: 0.6653, Acc.stove: 0.7810, Acc.palm: 0.6557, Acc.kitchen island: 0.6221, Acc.computer: 0.7981, Acc.swivel chair: 0.5355, Acc.boat: 0.7632, Acc.bar: 0.6356, Acc.arcade machine: 0.7881, Acc.hovel: 0.4648, Acc.bus: 0.9197, Acc.towel: 0.8103, Acc.light: 0.4059, Acc.truck: 0.4846, Acc.tower: 0.3745, Acc.chandelier: 0.8003, Acc.awning: 0.3500, Acc.streetlight: 0.3010, Acc.booth: 0.4517, Acc.television receiver: 0.7805, Acc.airplane: 0.6708, Acc.dirt track: 0.0674, Acc.apparel: 0.6639, Acc.pole: 0.2391, Acc.land: 0.0180, Acc.bannister: 0.0888, Acc.escalator: 0.6848, Acc.ottoman: 0.5448, Acc.bottle: 0.6259, Acc.buffet: 0.5240, Acc.poster: 0.2604, Acc.stage: 0.3693, Acc.van: 0.4613, Acc.ship: 0.3036, Acc.fountain: 0.2326, Acc.conveyer belt: 0.9397, Acc.canopy: 0.4545, Acc.washer: 0.7447, Acc.plaything: 0.3696, Acc.swimming pool: 0.7623, Acc.stool: 0.4145, Acc.barrel: 0.4801, Acc.basket: 0.4454, Acc.waterfall: 0.5486, Acc.tent: 0.9683, Acc.bag: 0.1781, Acc.minibike: 0.8557, Acc.cradle: 0.9391, Acc.oven: 0.6113, Acc.ball: 0.6349, Acc.food: 0.6367, Acc.step: 0.0797, Acc.tank: 0.7565, Acc.trade name: 0.1776, Acc.microwave: 0.7739, Acc.pot: 0.4677, Acc.animal: 0.6152, Acc.bicycle: 0.7922, Acc.lake: 0.2125, Acc.dishwasher: 0.5602, Acc.screen: 0.5704, Acc.blanket: 0.2053, Acc.sculpture: 0.7377, Acc.hood: 0.5658, Acc.sconce: 0.5162, Acc.vase: 0.5564, Acc.traffic light: 0.4709, Acc.tray: 0.1087, Acc.ashcan: 0.5409, Acc.fan: 0.6574, Acc.pier: 0.4238, Acc.crt screen: 0.0926, Acc.plate: 0.6401, Acc.monitor: 0.2916, Acc.bulletin board: 0.5514, Acc.shower: 0.0311, Acc.radiator: 0.6638, Acc.glass: 0.1771, Acc.clock: 0.3865, Acc.flag: 0.5317 2023-11-30 21:47:24,684 - mmseg - INFO - Iter [36050/80000] lr: 2.198e-05, eta: 4:01:29, time: 1.979, data_time: 1.774, memory: 14238, decode.loss_ce: 0.5228, decode.acc_seg: 80.1771, loss: 0.5228 2023-11-30 21:47:35,273 - mmseg - INFO - Iter [36100/80000] lr: 2.195e-05, eta: 4:01:05, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5280, decode.acc_seg: 80.3103, loss: 0.5280 2023-11-30 21:47:45,867 - mmseg - INFO - Iter [36150/80000] lr: 2.193e-05, eta: 4:00:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5443, decode.acc_seg: 79.0494, loss: 0.5443 2023-11-30 21:47:56,459 - mmseg - INFO - Iter [36200/80000] lr: 2.190e-05, eta: 4:00:18, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5290, decode.acc_seg: 80.5289, loss: 0.5290 2023-11-30 21:48:07,059 - mmseg - INFO - Iter [36250/80000] lr: 2.188e-05, eta: 3:59:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5385, decode.acc_seg: 80.1328, loss: 0.5385 2023-11-30 21:48:17,663 - mmseg - INFO - Iter [36300/80000] lr: 2.185e-05, eta: 3:59:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5255, decode.acc_seg: 79.9263, loss: 0.5255 2023-11-30 21:48:28,261 - mmseg - INFO - Iter [36350/80000] lr: 2.183e-05, eta: 3:59:07, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5171, decode.acc_seg: 80.4881, loss: 0.5171 2023-11-30 21:48:38,867 - mmseg - INFO - Iter [36400/80000] lr: 2.180e-05, eta: 3:58:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5135, decode.acc_seg: 80.4084, loss: 0.5135 2023-11-30 21:48:49,470 - mmseg - INFO - Iter [36450/80000] lr: 2.178e-05, eta: 3:58:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5173, decode.acc_seg: 79.9051, loss: 0.5173 2023-11-30 21:49:00,074 - mmseg - INFO - Iter [36500/80000] lr: 2.175e-05, eta: 3:57:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5253, decode.acc_seg: 80.5421, loss: 0.5253 2023-11-30 21:49:10,675 - mmseg - INFO - Iter [36550/80000] lr: 2.173e-05, eta: 3:57:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5376, decode.acc_seg: 80.4786, loss: 0.5376 2023-11-30 21:49:21,278 - mmseg - INFO - Iter [36600/80000] lr: 2.170e-05, eta: 3:57:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5433, decode.acc_seg: 79.7462, loss: 0.5433 2023-11-30 21:49:34,150 - mmseg - INFO - Iter [36650/80000] lr: 2.168e-05, eta: 3:56:50, time: 0.257, data_time: 0.051, memory: 14238, decode.loss_ce: 0.5384, decode.acc_seg: 79.6214, loss: 0.5384 2023-11-30 21:49:44,748 - mmseg - INFO - Iter [36700/80000] lr: 2.165e-05, eta: 3:56:27, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5270, decode.acc_seg: 80.2427, loss: 0.5270 2023-11-30 21:49:55,357 - mmseg - INFO - Iter [36750/80000] lr: 2.163e-05, eta: 3:56:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5416, decode.acc_seg: 79.9892, loss: 0.5416 2023-11-30 21:50:05,963 - mmseg - INFO - Iter [36800/80000] lr: 2.160e-05, eta: 3:55:40, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4968, decode.acc_seg: 81.1216, loss: 0.4968 2023-11-30 21:50:16,568 - mmseg - INFO - Iter [36850/80000] lr: 2.158e-05, eta: 3:55:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5168, decode.acc_seg: 80.7824, loss: 0.5168 2023-11-30 21:50:27,175 - mmseg - INFO - Iter [36900/80000] lr: 2.155e-05, eta: 3:54:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5457, decode.acc_seg: 79.7566, loss: 0.5457 2023-11-30 21:50:37,773 - mmseg - INFO - Iter [36950/80000] lr: 2.153e-05, eta: 3:54:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5251, decode.acc_seg: 80.3362, loss: 0.5251 2023-11-30 21:50:48,357 - mmseg - INFO - Saving checkpoint at 37000 iterations 2023-11-30 21:51:21,526 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:51:21,526 - mmseg - INFO - Iter [37000/80000] lr: 2.150e-05, eta: 3:54:47, time: 0.875, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5035, decode.acc_seg: 81.0679, loss: 0.5035 2023-11-30 21:52:11,485 - mmseg - INFO - per class results: 2023-11-30 21:52:11,492 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.67 | 85.02 | | building | 79.93 | 92.26 | | sky | 89.54 | 95.46 | | floor | 74.47 | 87.17 | | tree | 69.36 | 83.95 | | ceiling | 77.16 | 87.43 | | road | 78.51 | 87.73 | | bed | 84.33 | 93.75 | | windowpane | 58.43 | 75.83 | | grass | 65.83 | 81.06 | | cabinet | 54.83 | 65.8 | | sidewalk | 56.74 | 72.68 | | person | 76.13 | 91.02 | | earth | 35.0 | 48.1 | | door | 40.67 | 50.63 | | table | 54.55 | 69.27 | | mountain | 56.1 | 72.61 | | plant | 50.84 | 61.81 | | curtain | 64.87 | 77.07 | | chair | 53.62 | 70.65 | | car | 79.58 | 91.93 | | water | 54.56 | 71.59 | | painting | 66.68 | 81.89 | | sofa | 66.15 | 80.35 | | shelf | 38.08 | 51.87 | | house | 44.86 | 56.9 | | sea | 61.53 | 80.39 | | mirror | 58.57 | 69.46 | | rug | 51.22 | 56.65 | | field | 33.09 | 50.44 | | armchair | 42.5 | 60.12 | | seat | 56.38 | 78.28 | | fence | 38.63 | 49.99 | | desk | 42.85 | 66.6 | | rock | 51.73 | 65.63 | | wardrobe | 45.15 | 61.35 | | lamp | 57.65 | 72.22 | | bathtub | 73.65 | 82.99 | | railing | 33.69 | 47.27 | | cushion | 56.63 | 68.72 | | base | 25.85 | 42.77 | | box | 26.66 | 34.47 | | column | 36.31 | 44.65 | | signboard | 31.61 | 45.14 | | chest of drawers | 39.13 | 56.5 | | counter | 34.27 | 43.42 | | sand | 44.97 | 60.5 | | sink | 69.77 | 78.53 | | skyscraper | 45.89 | 60.08 | | fireplace | 64.5 | 81.51 | | refrigerator | 58.86 | 70.17 | | grandstand | 49.89 | 78.04 | | path | 17.28 | 22.21 | | stairs | 26.93 | 30.54 | | runway | 66.06 | 87.04 | | case | 55.35 | 67.9 | | pool table | 85.83 | 95.68 | | pillow | 55.45 | 67.32 | | screen door | 56.64 | 64.45 | | stairway | 45.44 | 57.63 | | river | 14.97 | 27.56 | | bridge | 44.03 | 53.61 | | bookcase | 33.43 | 46.06 | | blind | 24.51 | 27.4 | | coffee table | 59.0 | 79.06 | | toilet | 77.76 | 87.67 | | flower | 38.66 | 53.21 | | book | 47.82 | 69.19 | | hill | 6.11 | 9.25 | | bench | 45.92 | 54.95 | | countertop | 54.61 | 71.2 | | stove | 70.56 | 80.27 | | palm | 46.63 | 64.79 | | kitchen island | 38.52 | 66.03 | | computer | 63.99 | 80.55 | | swivel chair | 41.42 | 56.96 | | boat | 61.14 | 77.52 | | bar | 51.83 | 62.51 | | arcade machine | 68.47 | 78.39 | | hovel | 42.02 | 48.69 | | bus | 84.51 | 91.44 | | towel | 65.62 | 83.69 | | light | 37.22 | 43.87 | | truck | 34.65 | 50.53 | | tower | 26.6 | 43.13 | | chandelier | 63.32 | 79.04 | | awning | 26.87 | 33.01 | | streetlight | 24.0 | 29.49 | | booth | 35.88 | 47.04 | | television receiver | 69.46 | 78.91 | | airplane | 54.47 | 67.86 | | dirt track | 5.23 | 12.51 | | apparel | 48.63 | 63.11 | | pole | 18.11 | 24.03 | | land | 1.6 | 2.36 | | bannister | 7.34 | 9.45 | | escalator | 54.24 | 71.74 | | ottoman | 45.98 | 55.82 | | bottle | 39.68 | 63.71 | | buffet | 44.83 | 54.11 | | poster | 21.6 | 29.13 | | stage | 17.02 | 36.62 | | van | 36.18 | 47.65 | | ship | 28.03 | 31.75 | | fountain | 23.42 | 24.61 | | conveyer belt | 60.41 | 95.34 | | canopy | 37.82 | 47.22 | | washer | 69.7 | 76.39 | | plaything | 28.69 | 41.85 | | swimming pool | 60.69 | 77.4 | | stool | 35.44 | 46.09 | | barrel | 38.01 | 52.26 | | basket | 36.04 | 45.06 | | waterfall | 44.93 | 50.92 | | tent | 76.7 | 97.63 | | bag | 15.1 | 17.54 | | minibike | 63.84 | 85.95 | | cradle | 70.22 | 94.42 | | oven | 50.79 | 61.57 | | ball | 54.62 | 65.85 | | food | 54.15 | 64.85 | | step | 7.5 | 8.2 | | tank | 60.56 | 76.2 | | trade name | 17.34 | 19.94 | | microwave | 69.8 | 75.74 | | pot | 40.78 | 45.72 | | animal | 54.62 | 59.46 | | bicycle | 56.64 | 77.79 | | lake | 20.32 | 22.9 | | dishwasher | 52.27 | 55.6 | | screen | 42.93 | 59.93 | | blanket | 18.18 | 20.91 | | sculpture | 57.76 | 73.9 | | hood | 55.8 | 61.73 | | sconce | 43.84 | 56.44 | | vase | 38.64 | 55.54 | | traffic light | 31.71 | 41.17 | | tray | 9.72 | 11.93 | | ashcan | 42.39 | 51.9 | | fan | 55.41 | 69.38 | | pier | 33.9 | 42.27 | | crt screen | 3.21 | 5.79 | | plate | 50.18 | 69.81 | | monitor | 25.42 | 29.72 | | bulletin board | 42.31 | 53.04 | | shower | 2.11 | 3.39 | | radiator | 60.24 | 68.78 | | glass | 16.65 | 18.4 | | clock | 35.25 | 39.41 | | flag | 44.82 | 51.23 | +---------------------+-------+-------+ 2023-11-30 21:52:11,492 - mmseg - INFO - Summary: 2023-11-30 21:52:11,493 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.08 | 46.77 | 58.66 | +-------+-------+-------+ 2023-11-30 21:52:11,493 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:52:11,494 - mmseg - INFO - Iter(val) [250] aAcc: 0.8008, mIoU: 0.4677, mAcc: 0.5866, IoU.wall: 0.7067, IoU.building: 0.7993, IoU.sky: 0.8954, IoU.floor: 0.7447, IoU.tree: 0.6936, IoU.ceiling: 0.7716, IoU.road: 0.7851, IoU.bed : 0.8433, IoU.windowpane: 0.5843, IoU.grass: 0.6583, IoU.cabinet: 0.5483, IoU.sidewalk: 0.5674, IoU.person: 0.7613, IoU.earth: 0.3500, IoU.door: 0.4067, IoU.table: 0.5455, IoU.mountain: 0.5610, IoU.plant: 0.5084, IoU.curtain: 0.6487, IoU.chair: 0.5362, IoU.car: 0.7958, IoU.water: 0.5456, IoU.painting: 0.6668, IoU.sofa: 0.6615, IoU.shelf: 0.3808, IoU.house: 0.4486, IoU.sea: 0.6153, IoU.mirror: 0.5857, IoU.rug: 0.5122, IoU.field: 0.3309, IoU.armchair: 0.4250, IoU.seat: 0.5638, IoU.fence: 0.3863, IoU.desk: 0.4285, IoU.rock: 0.5173, IoU.wardrobe: 0.4515, IoU.lamp: 0.5765, IoU.bathtub: 0.7365, IoU.railing: 0.3369, IoU.cushion: 0.5663, IoU.base: 0.2585, IoU.box: 0.2666, IoU.column: 0.3631, IoU.signboard: 0.3161, IoU.chest of drawers: 0.3913, IoU.counter: 0.3427, IoU.sand: 0.4497, IoU.sink: 0.6977, IoU.skyscraper: 0.4589, IoU.fireplace: 0.6450, IoU.refrigerator: 0.5886, IoU.grandstand: 0.4989, IoU.path: 0.1728, IoU.stairs: 0.2693, IoU.runway: 0.6606, IoU.case: 0.5535, IoU.pool table: 0.8583, IoU.pillow: 0.5545, IoU.screen door: 0.5664, IoU.stairway: 0.4544, IoU.river: 0.1497, IoU.bridge: 0.4403, IoU.bookcase: 0.3343, IoU.blind: 0.2451, IoU.coffee table: 0.5900, IoU.toilet: 0.7776, IoU.flower: 0.3866, IoU.book: 0.4782, IoU.hill: 0.0611, IoU.bench: 0.4592, IoU.countertop: 0.5461, IoU.stove: 0.7056, IoU.palm: 0.4663, IoU.kitchen island: 0.3852, IoU.computer: 0.6399, IoU.swivel chair: 0.4142, IoU.boat: 0.6114, IoU.bar: 0.5183, IoU.arcade machine: 0.6847, IoU.hovel: 0.4202, IoU.bus: 0.8451, IoU.towel: 0.6562, IoU.light: 0.3722, IoU.truck: 0.3465, IoU.tower: 0.2660, IoU.chandelier: 0.6332, IoU.awning: 0.2687, IoU.streetlight: 0.2400, IoU.booth: 0.3588, IoU.television receiver: 0.6946, IoU.airplane: 0.5447, IoU.dirt track: 0.0523, IoU.apparel: 0.4863, IoU.pole: 0.1811, IoU.land: 0.0160, IoU.bannister: 0.0734, IoU.escalator: 0.5424, IoU.ottoman: 0.4598, IoU.bottle: 0.3968, IoU.buffet: 0.4483, IoU.poster: 0.2160, IoU.stage: 0.1702, IoU.van: 0.3618, IoU.ship: 0.2803, IoU.fountain: 0.2342, IoU.conveyer belt: 0.6041, IoU.canopy: 0.3782, IoU.washer: 0.6970, IoU.plaything: 0.2869, IoU.swimming pool: 0.6069, IoU.stool: 0.3544, IoU.barrel: 0.3801, IoU.basket: 0.3604, IoU.waterfall: 0.4493, IoU.tent: 0.7670, IoU.bag: 0.1510, IoU.minibike: 0.6384, IoU.cradle: 0.7022, IoU.oven: 0.5079, IoU.ball: 0.5462, IoU.food: 0.5415, IoU.step: 0.0750, IoU.tank: 0.6056, IoU.trade name: 0.1734, IoU.microwave: 0.6980, IoU.pot: 0.4078, IoU.animal: 0.5462, IoU.bicycle: 0.5664, IoU.lake: 0.2032, IoU.dishwasher: 0.5227, IoU.screen: 0.4293, IoU.blanket: 0.1818, IoU.sculpture: 0.5776, IoU.hood: 0.5580, IoU.sconce: 0.4384, IoU.vase: 0.3864, IoU.traffic light: 0.3171, IoU.tray: 0.0972, IoU.ashcan: 0.4239, IoU.fan: 0.5541, IoU.pier: 0.3390, IoU.crt screen: 0.0321, IoU.plate: 0.5018, IoU.monitor: 0.2542, IoU.bulletin board: 0.4231, IoU.shower: 0.0211, IoU.radiator: 0.6024, IoU.glass: 0.1665, IoU.clock: 0.3525, IoU.flag: 0.4482, Acc.wall: 0.8502, Acc.building: 0.9226, Acc.sky: 0.9546, Acc.floor: 0.8717, Acc.tree: 0.8395, Acc.ceiling: 0.8743, Acc.road: 0.8773, Acc.bed : 0.9375, Acc.windowpane: 0.7583, Acc.grass: 0.8106, Acc.cabinet: 0.6580, Acc.sidewalk: 0.7268, Acc.person: 0.9102, Acc.earth: 0.4810, Acc.door: 0.5063, Acc.table: 0.6927, Acc.mountain: 0.7261, Acc.plant: 0.6181, Acc.curtain: 0.7707, Acc.chair: 0.7065, Acc.car: 0.9193, Acc.water: 0.7159, Acc.painting: 0.8189, Acc.sofa: 0.8035, Acc.shelf: 0.5187, Acc.house: 0.5690, Acc.sea: 0.8039, Acc.mirror: 0.6946, Acc.rug: 0.5665, Acc.field: 0.5044, Acc.armchair: 0.6012, Acc.seat: 0.7828, Acc.fence: 0.4999, Acc.desk: 0.6660, Acc.rock: 0.6563, Acc.wardrobe: 0.6135, Acc.lamp: 0.7222, Acc.bathtub: 0.8299, Acc.railing: 0.4727, Acc.cushion: 0.6872, Acc.base: 0.4277, Acc.box: 0.3447, Acc.column: 0.4465, Acc.signboard: 0.4514, Acc.chest of drawers: 0.5650, Acc.counter: 0.4342, Acc.sand: 0.6050, Acc.sink: 0.7853, Acc.skyscraper: 0.6008, Acc.fireplace: 0.8151, Acc.refrigerator: 0.7017, Acc.grandstand: 0.7804, Acc.path: 0.2221, Acc.stairs: 0.3054, Acc.runway: 0.8704, Acc.case: 0.6790, Acc.pool table: 0.9568, Acc.pillow: 0.6732, Acc.screen door: 0.6445, Acc.stairway: 0.5763, Acc.river: 0.2756, Acc.bridge: 0.5361, Acc.bookcase: 0.4606, Acc.blind: 0.2740, Acc.coffee table: 0.7906, Acc.toilet: 0.8767, Acc.flower: 0.5321, Acc.book: 0.6919, Acc.hill: 0.0925, Acc.bench: 0.5495, Acc.countertop: 0.7120, Acc.stove: 0.8027, Acc.palm: 0.6479, Acc.kitchen island: 0.6603, Acc.computer: 0.8055, Acc.swivel chair: 0.5696, Acc.boat: 0.7752, Acc.bar: 0.6251, Acc.arcade machine: 0.7839, Acc.hovel: 0.4869, Acc.bus: 0.9144, Acc.towel: 0.8369, Acc.light: 0.4387, Acc.truck: 0.5053, Acc.tower: 0.4313, Acc.chandelier: 0.7904, Acc.awning: 0.3301, Acc.streetlight: 0.2949, Acc.booth: 0.4704, Acc.television receiver: 0.7891, Acc.airplane: 0.6786, Acc.dirt track: 0.1251, Acc.apparel: 0.6311, Acc.pole: 0.2403, Acc.land: 0.0236, Acc.bannister: 0.0945, Acc.escalator: 0.7174, Acc.ottoman: 0.5582, Acc.bottle: 0.6371, Acc.buffet: 0.5411, Acc.poster: 0.2913, Acc.stage: 0.3662, Acc.van: 0.4765, Acc.ship: 0.3175, Acc.fountain: 0.2461, Acc.conveyer belt: 0.9534, Acc.canopy: 0.4722, Acc.washer: 0.7639, Acc.plaything: 0.4185, Acc.swimming pool: 0.7740, Acc.stool: 0.4609, Acc.barrel: 0.5226, Acc.basket: 0.4506, Acc.waterfall: 0.5092, Acc.tent: 0.9763, Acc.bag: 0.1754, Acc.minibike: 0.8595, Acc.cradle: 0.9442, Acc.oven: 0.6157, Acc.ball: 0.6585, Acc.food: 0.6485, Acc.step: 0.0820, Acc.tank: 0.7620, Acc.trade name: 0.1994, Acc.microwave: 0.7574, Acc.pot: 0.4572, Acc.animal: 0.5946, Acc.bicycle: 0.7779, Acc.lake: 0.2290, Acc.dishwasher: 0.5560, Acc.screen: 0.5993, Acc.blanket: 0.2091, Acc.sculpture: 0.7390, Acc.hood: 0.6173, Acc.sconce: 0.5644, Acc.vase: 0.5554, Acc.traffic light: 0.4117, Acc.tray: 0.1193, Acc.ashcan: 0.5190, Acc.fan: 0.6938, Acc.pier: 0.4227, Acc.crt screen: 0.0579, Acc.plate: 0.6981, Acc.monitor: 0.2972, Acc.bulletin board: 0.5304, Acc.shower: 0.0339, Acc.radiator: 0.6878, Acc.glass: 0.1840, Acc.clock: 0.3941, Acc.flag: 0.5123 2023-11-30 21:52:22,576 - mmseg - INFO - Iter [37050/80000] lr: 2.148e-05, eta: 3:55:22, time: 1.221, data_time: 1.015, memory: 14238, decode.loss_ce: 0.5203, decode.acc_seg: 80.4685, loss: 0.5203 2023-11-30 21:52:33,185 - mmseg - INFO - Iter [37100/80000] lr: 2.145e-05, eta: 3:54:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5356, decode.acc_seg: 80.1610, loss: 0.5356 2023-11-30 21:52:43,793 - mmseg - INFO - Iter [37150/80000] lr: 2.143e-05, eta: 3:54:36, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5316, decode.acc_seg: 79.9599, loss: 0.5316 2023-11-30 21:52:54,401 - mmseg - INFO - Iter [37200/80000] lr: 2.140e-05, eta: 3:54:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4979, decode.acc_seg: 81.0303, loss: 0.4979 2023-11-30 21:53:05,007 - mmseg - INFO - Iter [37250/80000] lr: 2.138e-05, eta: 3:53:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5257, decode.acc_seg: 80.2151, loss: 0.5257 2023-11-30 21:53:15,617 - mmseg - INFO - Iter [37300/80000] lr: 2.135e-05, eta: 3:53:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5156, decode.acc_seg: 80.4754, loss: 0.5156 2023-11-30 21:53:26,220 - mmseg - INFO - Iter [37350/80000] lr: 2.133e-05, eta: 3:53:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5412, decode.acc_seg: 79.6031, loss: 0.5412 2023-11-30 21:53:36,824 - mmseg - INFO - Iter [37400/80000] lr: 2.130e-05, eta: 3:52:40, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5420, decode.acc_seg: 79.9128, loss: 0.5420 2023-11-30 21:53:47,427 - mmseg - INFO - Iter [37450/80000] lr: 2.128e-05, eta: 3:52:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5171, decode.acc_seg: 80.6307, loss: 0.5171 2023-11-30 21:53:58,032 - mmseg - INFO - Iter [37500/80000] lr: 2.125e-05, eta: 3:51:55, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5560, decode.acc_seg: 79.4861, loss: 0.5560 2023-11-30 21:54:08,633 - mmseg - INFO - Iter [37550/80000] lr: 2.123e-05, eta: 3:51:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5259, decode.acc_seg: 80.8124, loss: 0.5259 2023-11-30 21:54:19,241 - mmseg - INFO - Iter [37600/80000] lr: 2.120e-05, eta: 3:51:09, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5171, decode.acc_seg: 80.3981, loss: 0.5171 2023-11-30 21:54:29,846 - mmseg - INFO - Iter [37650/80000] lr: 2.118e-05, eta: 3:50:46, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5252, decode.acc_seg: 80.0604, loss: 0.5252 2023-11-30 21:54:40,447 - mmseg - INFO - Iter [37700/80000] lr: 2.115e-05, eta: 3:50:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5306, decode.acc_seg: 79.8723, loss: 0.5306 2023-11-30 21:54:51,051 - mmseg - INFO - Iter [37750/80000] lr: 2.113e-05, eta: 3:50:00, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5576, decode.acc_seg: 79.3680, loss: 0.5576 2023-11-30 21:55:01,657 - mmseg - INFO - Iter [37800/80000] lr: 2.110e-05, eta: 3:49:38, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5406, decode.acc_seg: 79.9536, loss: 0.5406 2023-11-30 21:55:12,261 - mmseg - INFO - Iter [37850/80000] lr: 2.108e-05, eta: 3:49:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5355, decode.acc_seg: 79.9730, loss: 0.5355 2023-11-30 21:55:25,119 - mmseg - INFO - Iter [37900/80000] lr: 2.105e-05, eta: 3:48:55, time: 0.257, data_time: 0.050, memory: 14238, decode.loss_ce: 0.5332, decode.acc_seg: 80.0954, loss: 0.5332 2023-11-30 21:55:35,717 - mmseg - INFO - Iter [37950/80000] lr: 2.103e-05, eta: 3:48:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4998, decode.acc_seg: 80.8902, loss: 0.4998 2023-11-30 21:55:46,298 - mmseg - INFO - Saving checkpoint at 38000 iterations 2023-11-30 21:56:19,692 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:56:19,692 - mmseg - INFO - Iter [38000/80000] lr: 2.100e-05, eta: 3:48:46, time: 0.880, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5261, decode.acc_seg: 80.6422, loss: 0.5261 2023-11-30 21:57:09,665 - mmseg - INFO - per class results: 2023-11-30 21:57:09,672 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.77 | 84.83 | | building | 79.39 | 92.93 | | sky | 89.62 | 95.14 | | floor | 74.6 | 87.34 | | tree | 69.22 | 82.71 | | ceiling | 77.09 | 86.95 | | road | 78.17 | 88.53 | | bed | 84.26 | 93.83 | | windowpane | 58.11 | 74.35 | | grass | 65.93 | 81.76 | | cabinet | 55.36 | 69.24 | | sidewalk | 56.18 | 72.4 | | person | 75.83 | 91.3 | | earth | 35.77 | 49.22 | | door | 40.93 | 51.21 | | table | 54.91 | 69.64 | | mountain | 56.19 | 70.97 | | plant | 50.87 | 61.84 | | curtain | 64.78 | 75.23 | | chair | 53.92 | 69.06 | | car | 79.53 | 91.62 | | water | 55.62 | 74.28 | | painting | 66.57 | 82.08 | | sofa | 66.56 | 81.42 | | shelf | 38.48 | 54.74 | | house | 45.66 | 60.84 | | sea | 60.42 | 76.92 | | mirror | 59.06 | 70.98 | | rug | 52.08 | 58.0 | | field | 33.22 | 48.48 | | armchair | 42.48 | 59.45 | | seat | 57.57 | 77.69 | | fence | 38.14 | 48.35 | | desk | 42.54 | 67.32 | | rock | 52.23 | 66.1 | | wardrobe | 44.05 | 57.61 | | lamp | 57.71 | 73.03 | | bathtub | 73.72 | 82.21 | | railing | 33.55 | 46.02 | | cushion | 56.56 | 68.53 | | base | 26.69 | 42.0 | | box | 27.02 | 35.58 | | column | 35.96 | 43.83 | | signboard | 31.43 | 46.49 | | chest of drawers | 37.8 | 52.76 | | counter | 32.93 | 41.5 | | sand | 43.67 | 57.72 | | sink | 69.72 | 80.26 | | skyscraper | 45.57 | 58.37 | | fireplace | 64.29 | 81.26 | | refrigerator | 58.44 | 68.24 | | grandstand | 52.05 | 76.87 | | path | 19.16 | 26.38 | | stairs | 26.52 | 29.45 | | runway | 65.69 | 87.29 | | case | 55.26 | 70.08 | | pool table | 85.21 | 96.03 | | pillow | 52.27 | 60.68 | | screen door | 54.09 | 59.28 | | stairway | 47.86 | 62.21 | | river | 13.17 | 22.08 | | bridge | 42.43 | 49.76 | | bookcase | 33.05 | 46.43 | | blind | 22.52 | 24.57 | | coffee table | 59.15 | 78.21 | | toilet | 78.01 | 87.85 | | flower | 38.85 | 54.36 | | book | 47.62 | 67.92 | | hill | 5.84 | 8.8 | | bench | 46.32 | 55.27 | | countertop | 54.41 | 68.59 | | stove | 70.14 | 77.59 | | palm | 45.02 | 60.02 | | kitchen island | 38.9 | 64.01 | | computer | 64.14 | 79.85 | | swivel chair | 41.85 | 57.74 | | boat | 60.27 | 80.04 | | bar | 51.42 | 64.64 | | arcade machine | 68.55 | 78.44 | | hovel | 39.99 | 46.2 | | bus | 84.39 | 90.62 | | towel | 66.26 | 80.68 | | light | 38.81 | 47.44 | | truck | 33.89 | 48.59 | | tower | 23.96 | 37.51 | | chandelier | 63.27 | 80.13 | | awning | 28.18 | 35.91 | | streetlight | 24.33 | 30.28 | | booth | 36.37 | 47.57 | | television receiver | 69.68 | 78.52 | | airplane | 54.54 | 67.17 | | dirt track | 6.34 | 12.07 | | apparel | 50.67 | 67.11 | | pole | 18.11 | 24.0 | | land | 1.21 | 1.7 | | bannister | 7.46 | 9.55 | | escalator | 52.63 | 67.82 | | ottoman | 45.93 | 54.79 | | bottle | 39.31 | 62.42 | | buffet | 42.52 | 49.65 | | poster | 20.51 | 26.46 | | stage | 16.88 | 35.92 | | van | 36.48 | 49.71 | | ship | 23.26 | 25.88 | | fountain | 24.41 | 25.66 | | conveyer belt | 58.74 | 95.21 | | canopy | 35.9 | 43.24 | | washer | 68.97 | 75.29 | | plaything | 28.37 | 41.24 | | swimming pool | 61.02 | 79.07 | | stool | 34.07 | 41.62 | | barrel | 39.24 | 53.42 | | basket | 36.34 | 47.47 | | waterfall | 45.06 | 51.71 | | tent | 78.19 | 97.67 | | bag | 15.89 | 18.69 | | minibike | 64.14 | 84.71 | | cradle | 68.93 | 95.14 | | oven | 50.56 | 62.29 | | ball | 50.79 | 58.05 | | food | 55.36 | 67.11 | | step | 7.4 | 8.16 | | tank | 59.32 | 76.74 | | trade name | 14.79 | 16.6 | | microwave | 71.39 | 77.78 | | pot | 41.13 | 46.59 | | animal | 58.78 | 66.59 | | bicycle | 56.8 | 77.1 | | lake | 17.92 | 19.81 | | dishwasher | 52.89 | 57.8 | | screen | 42.09 | 57.71 | | blanket | 19.05 | 22.01 | | sculpture | 57.66 | 74.33 | | hood | 55.01 | 60.58 | | sconce | 43.25 | 55.07 | | vase | 38.31 | 59.86 | | traffic light | 31.06 | 38.99 | | tray | 9.9 | 12.13 | | ashcan | 42.6 | 53.42 | | fan | 56.14 | 73.25 | | pier | 33.76 | 41.16 | | crt screen | 4.63 | 9.26 | | plate | 50.65 | 66.25 | | monitor | 24.16 | 28.0 | | bulletin board | 43.39 | 57.03 | | shower | 2.04 | 3.47 | | radiator | 59.98 | 69.93 | | glass | 16.63 | 18.39 | | clock | 34.79 | 39.0 | | flag | 47.22 | 55.26 | +---------------------+-------+-------+ 2023-11-30 21:57:09,672 - mmseg - INFO - Summary: 2023-11-30 21:57:09,673 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.07 | 46.63 | 58.36 | +-------+-------+-------+ 2023-11-30 21:57:09,673 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 21:57:09,674 - mmseg - INFO - Iter(val) [250] aAcc: 0.8007, mIoU: 0.4663, mAcc: 0.5836, IoU.wall: 0.7077, IoU.building: 0.7939, IoU.sky: 0.8962, IoU.floor: 0.7460, IoU.tree: 0.6922, IoU.ceiling: 0.7709, IoU.road: 0.7817, IoU.bed : 0.8426, IoU.windowpane: 0.5811, IoU.grass: 0.6593, IoU.cabinet: 0.5536, IoU.sidewalk: 0.5618, IoU.person: 0.7583, IoU.earth: 0.3577, IoU.door: 0.4093, IoU.table: 0.5491, IoU.mountain: 0.5619, IoU.plant: 0.5087, IoU.curtain: 0.6478, IoU.chair: 0.5392, IoU.car: 0.7953, IoU.water: 0.5562, IoU.painting: 0.6657, IoU.sofa: 0.6656, IoU.shelf: 0.3848, IoU.house: 0.4566, IoU.sea: 0.6042, IoU.mirror: 0.5906, IoU.rug: 0.5208, IoU.field: 0.3322, IoU.armchair: 0.4248, IoU.seat: 0.5757, IoU.fence: 0.3814, IoU.desk: 0.4254, IoU.rock: 0.5223, IoU.wardrobe: 0.4405, IoU.lamp: 0.5771, IoU.bathtub: 0.7372, IoU.railing: 0.3355, IoU.cushion: 0.5656, IoU.base: 0.2669, IoU.box: 0.2702, IoU.column: 0.3596, IoU.signboard: 0.3143, IoU.chest of drawers: 0.3780, IoU.counter: 0.3293, IoU.sand: 0.4367, IoU.sink: 0.6972, IoU.skyscraper: 0.4557, IoU.fireplace: 0.6429, IoU.refrigerator: 0.5844, IoU.grandstand: 0.5205, IoU.path: 0.1916, IoU.stairs: 0.2652, IoU.runway: 0.6569, IoU.case: 0.5526, IoU.pool table: 0.8521, IoU.pillow: 0.5227, IoU.screen door: 0.5409, IoU.stairway: 0.4786, IoU.river: 0.1317, IoU.bridge: 0.4243, IoU.bookcase: 0.3305, IoU.blind: 0.2252, IoU.coffee table: 0.5915, IoU.toilet: 0.7801, IoU.flower: 0.3885, IoU.book: 0.4762, IoU.hill: 0.0584, IoU.bench: 0.4632, IoU.countertop: 0.5441, IoU.stove: 0.7014, IoU.palm: 0.4502, IoU.kitchen island: 0.3890, IoU.computer: 0.6414, IoU.swivel chair: 0.4185, IoU.boat: 0.6027, IoU.bar: 0.5142, IoU.arcade machine: 0.6855, IoU.hovel: 0.3999, IoU.bus: 0.8439, IoU.towel: 0.6626, IoU.light: 0.3881, IoU.truck: 0.3389, IoU.tower: 0.2396, IoU.chandelier: 0.6327, IoU.awning: 0.2818, IoU.streetlight: 0.2433, IoU.booth: 0.3637, IoU.television receiver: 0.6968, IoU.airplane: 0.5454, IoU.dirt track: 0.0634, IoU.apparel: 0.5067, IoU.pole: 0.1811, IoU.land: 0.0121, IoU.bannister: 0.0746, IoU.escalator: 0.5263, IoU.ottoman: 0.4593, IoU.bottle: 0.3931, IoU.buffet: 0.4252, IoU.poster: 0.2051, IoU.stage: 0.1688, IoU.van: 0.3648, IoU.ship: 0.2326, IoU.fountain: 0.2441, IoU.conveyer belt: 0.5874, IoU.canopy: 0.3590, IoU.washer: 0.6897, IoU.plaything: 0.2837, IoU.swimming pool: 0.6102, IoU.stool: 0.3407, IoU.barrel: 0.3924, IoU.basket: 0.3634, IoU.waterfall: 0.4506, IoU.tent: 0.7819, IoU.bag: 0.1589, IoU.minibike: 0.6414, IoU.cradle: 0.6893, IoU.oven: 0.5056, IoU.ball: 0.5079, IoU.food: 0.5536, IoU.step: 0.0740, IoU.tank: 0.5932, IoU.trade name: 0.1479, IoU.microwave: 0.7139, IoU.pot: 0.4113, IoU.animal: 0.5878, IoU.bicycle: 0.5680, IoU.lake: 0.1792, IoU.dishwasher: 0.5289, IoU.screen: 0.4209, IoU.blanket: 0.1905, IoU.sculpture: 0.5766, IoU.hood: 0.5501, IoU.sconce: 0.4325, IoU.vase: 0.3831, IoU.traffic light: 0.3106, IoU.tray: 0.0990, IoU.ashcan: 0.4260, IoU.fan: 0.5614, IoU.pier: 0.3376, IoU.crt screen: 0.0463, IoU.plate: 0.5065, IoU.monitor: 0.2416, IoU.bulletin board: 0.4339, IoU.shower: 0.0204, IoU.radiator: 0.5998, IoU.glass: 0.1663, IoU.clock: 0.3479, IoU.flag: 0.4722, Acc.wall: 0.8483, Acc.building: 0.9293, Acc.sky: 0.9514, Acc.floor: 0.8734, Acc.tree: 0.8271, Acc.ceiling: 0.8695, Acc.road: 0.8853, Acc.bed : 0.9383, Acc.windowpane: 0.7435, Acc.grass: 0.8176, Acc.cabinet: 0.6924, Acc.sidewalk: 0.7240, Acc.person: 0.9130, Acc.earth: 0.4922, Acc.door: 0.5121, Acc.table: 0.6964, Acc.mountain: 0.7097, Acc.plant: 0.6184, Acc.curtain: 0.7523, Acc.chair: 0.6906, Acc.car: 0.9162, Acc.water: 0.7428, Acc.painting: 0.8208, Acc.sofa: 0.8142, Acc.shelf: 0.5474, Acc.house: 0.6084, Acc.sea: 0.7692, Acc.mirror: 0.7098, Acc.rug: 0.5800, Acc.field: 0.4848, Acc.armchair: 0.5945, Acc.seat: 0.7769, Acc.fence: 0.4835, Acc.desk: 0.6732, Acc.rock: 0.6610, Acc.wardrobe: 0.5761, Acc.lamp: 0.7303, Acc.bathtub: 0.8221, Acc.railing: 0.4602, Acc.cushion: 0.6853, Acc.base: 0.4200, Acc.box: 0.3558, Acc.column: 0.4383, Acc.signboard: 0.4649, Acc.chest of drawers: 0.5276, Acc.counter: 0.4150, Acc.sand: 0.5772, Acc.sink: 0.8026, Acc.skyscraper: 0.5837, Acc.fireplace: 0.8126, Acc.refrigerator: 0.6824, Acc.grandstand: 0.7687, Acc.path: 0.2638, Acc.stairs: 0.2945, Acc.runway: 0.8729, Acc.case: 0.7008, Acc.pool table: 0.9603, Acc.pillow: 0.6068, Acc.screen door: 0.5928, Acc.stairway: 0.6221, Acc.river: 0.2208, Acc.bridge: 0.4976, Acc.bookcase: 0.4643, Acc.blind: 0.2457, Acc.coffee table: 0.7821, Acc.toilet: 0.8785, Acc.flower: 0.5436, Acc.book: 0.6792, Acc.hill: 0.0880, Acc.bench: 0.5527, Acc.countertop: 0.6859, Acc.stove: 0.7759, Acc.palm: 0.6002, Acc.kitchen island: 0.6401, Acc.computer: 0.7985, Acc.swivel chair: 0.5774, Acc.boat: 0.8004, Acc.bar: 0.6464, Acc.arcade machine: 0.7844, Acc.hovel: 0.4620, Acc.bus: 0.9062, Acc.towel: 0.8068, Acc.light: 0.4744, Acc.truck: 0.4859, Acc.tower: 0.3751, Acc.chandelier: 0.8013, Acc.awning: 0.3591, Acc.streetlight: 0.3028, Acc.booth: 0.4757, Acc.television receiver: 0.7852, Acc.airplane: 0.6717, Acc.dirt track: 0.1207, Acc.apparel: 0.6711, Acc.pole: 0.2400, Acc.land: 0.0170, Acc.bannister: 0.0955, Acc.escalator: 0.6782, Acc.ottoman: 0.5479, Acc.bottle: 0.6242, Acc.buffet: 0.4965, Acc.poster: 0.2646, Acc.stage: 0.3592, Acc.van: 0.4971, Acc.ship: 0.2588, Acc.fountain: 0.2566, Acc.conveyer belt: 0.9521, Acc.canopy: 0.4324, Acc.washer: 0.7529, Acc.plaything: 0.4124, Acc.swimming pool: 0.7907, Acc.stool: 0.4162, Acc.barrel: 0.5342, Acc.basket: 0.4747, Acc.waterfall: 0.5171, Acc.tent: 0.9767, Acc.bag: 0.1869, Acc.minibike: 0.8471, Acc.cradle: 0.9514, Acc.oven: 0.6229, Acc.ball: 0.5805, Acc.food: 0.6711, Acc.step: 0.0816, Acc.tank: 0.7674, Acc.trade name: 0.1660, Acc.microwave: 0.7778, Acc.pot: 0.4659, Acc.animal: 0.6659, Acc.bicycle: 0.7710, Acc.lake: 0.1981, Acc.dishwasher: 0.5780, Acc.screen: 0.5771, Acc.blanket: 0.2201, Acc.sculpture: 0.7433, Acc.hood: 0.6058, Acc.sconce: 0.5507, Acc.vase: 0.5986, Acc.traffic light: 0.3899, Acc.tray: 0.1213, Acc.ashcan: 0.5342, Acc.fan: 0.7325, Acc.pier: 0.4116, Acc.crt screen: 0.0926, Acc.plate: 0.6625, Acc.monitor: 0.2800, Acc.bulletin board: 0.5703, Acc.shower: 0.0347, Acc.radiator: 0.6993, Acc.glass: 0.1839, Acc.clock: 0.3900, Acc.flag: 0.5526 2023-11-30 21:57:20,751 - mmseg - INFO - Iter [38050/80000] lr: 2.098e-05, eta: 3:49:19, time: 1.221, data_time: 1.016, memory: 14238, decode.loss_ce: 0.5266, decode.acc_seg: 80.5747, loss: 0.5266 2023-11-30 21:57:31,372 - mmseg - INFO - Iter [38100/80000] lr: 2.095e-05, eta: 3:48:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5233, decode.acc_seg: 80.3745, loss: 0.5233 2023-11-30 21:57:42,000 - mmseg - INFO - Iter [38150/80000] lr: 2.093e-05, eta: 3:48:34, time: 0.213, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5243, decode.acc_seg: 80.5194, loss: 0.5243 2023-11-30 21:57:52,611 - mmseg - INFO - Iter [38200/80000] lr: 2.090e-05, eta: 3:48:11, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5324, decode.acc_seg: 80.4429, loss: 0.5324 2023-11-30 21:58:03,218 - mmseg - INFO - Iter [38250/80000] lr: 2.088e-05, eta: 3:47:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5278, decode.acc_seg: 80.6268, loss: 0.5278 2023-11-30 21:58:13,821 - mmseg - INFO - Iter [38300/80000] lr: 2.085e-05, eta: 3:47:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5394, decode.acc_seg: 79.7972, loss: 0.5394 2023-11-30 21:58:24,421 - mmseg - INFO - Iter [38350/80000] lr: 2.083e-05, eta: 3:47:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5251, decode.acc_seg: 80.3940, loss: 0.5251 2023-11-30 21:58:35,024 - mmseg - INFO - Iter [38400/80000] lr: 2.080e-05, eta: 3:46:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5396, decode.acc_seg: 79.5468, loss: 0.5396 2023-11-30 21:58:45,624 - mmseg - INFO - Iter [38450/80000] lr: 2.078e-05, eta: 3:46:18, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5330, decode.acc_seg: 79.7310, loss: 0.5330 2023-11-30 21:58:56,225 - mmseg - INFO - Iter [38500/80000] lr: 2.075e-05, eta: 3:45:56, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5361, decode.acc_seg: 80.0197, loss: 0.5361 2023-11-30 21:59:06,826 - mmseg - INFO - Iter [38550/80000] lr: 2.073e-05, eta: 3:45:33, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5294, decode.acc_seg: 80.3831, loss: 0.5294 2023-11-30 21:59:17,434 - mmseg - INFO - Iter [38600/80000] lr: 2.070e-05, eta: 3:45:11, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5334, decode.acc_seg: 79.6272, loss: 0.5334 2023-11-30 21:59:28,036 - mmseg - INFO - Iter [38650/80000] lr: 2.068e-05, eta: 3:44:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5157, decode.acc_seg: 80.7161, loss: 0.5157 2023-11-30 21:59:38,638 - mmseg - INFO - Iter [38700/80000] lr: 2.065e-05, eta: 3:44:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5137, decode.acc_seg: 80.6009, loss: 0.5137 2023-11-30 21:59:49,244 - mmseg - INFO - Iter [38750/80000] lr: 2.063e-05, eta: 3:44:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5309, decode.acc_seg: 79.9844, loss: 0.5309 2023-11-30 21:59:59,843 - mmseg - INFO - Iter [38800/80000] lr: 2.060e-05, eta: 3:43:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5298, decode.acc_seg: 80.4364, loss: 0.5298 2023-11-30 22:00:10,447 - mmseg - INFO - Iter [38850/80000] lr: 2.058e-05, eta: 3:43:19, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5150, decode.acc_seg: 80.4128, loss: 0.5150 2023-11-30 22:00:21,051 - mmseg - INFO - Iter [38900/80000] lr: 2.055e-05, eta: 3:42:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5196, decode.acc_seg: 80.2208, loss: 0.5196 2023-11-30 22:00:31,657 - mmseg - INFO - Iter [38950/80000] lr: 2.053e-05, eta: 3:42:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5381, decode.acc_seg: 80.2677, loss: 0.5381 2023-11-30 22:00:42,240 - mmseg - INFO - Saving checkpoint at 39000 iterations 2023-11-30 22:01:16,873 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:01:16,873 - mmseg - INFO - Iter [39000/80000] lr: 2.050e-05, eta: 3:42:48, time: 0.905, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5346, decode.acc_seg: 79.5287, loss: 0.5346 2023-11-30 22:02:06,793 - mmseg - INFO - per class results: 2023-11-30 22:02:06,800 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.53 | 85.44 | | building | 79.5 | 92.83 | | sky | 89.32 | 95.6 | | floor | 74.65 | 86.86 | | tree | 69.14 | 84.98 | | ceiling | 77.16 | 87.82 | | road | 78.5 | 87.78 | | bed | 84.25 | 93.85 | | windowpane | 58.09 | 75.52 | | grass | 65.49 | 82.31 | | cabinet | 55.03 | 67.14 | | sidewalk | 56.83 | 73.63 | | person | 76.44 | 90.1 | | earth | 34.21 | 45.37 | | door | 40.15 | 49.7 | | table | 54.83 | 69.63 | | mountain | 55.45 | 68.45 | | plant | 50.03 | 60.03 | | curtain | 64.76 | 75.42 | | chair | 53.89 | 69.21 | | car | 79.65 | 91.9 | | water | 56.01 | 74.06 | | painting | 66.53 | 81.41 | | sofa | 67.16 | 80.63 | | shelf | 37.97 | 52.19 | | house | 43.7 | 53.51 | | sea | 59.97 | 75.02 | | mirror | 58.17 | 67.92 | | rug | 51.37 | 56.76 | | field | 32.22 | 49.23 | | armchair | 43.31 | 60.58 | | seat | 57.64 | 78.71 | | fence | 38.41 | 49.23 | | desk | 42.5 | 66.93 | | rock | 52.92 | 68.59 | | wardrobe | 44.68 | 60.2 | | lamp | 57.61 | 71.11 | | bathtub | 73.78 | 82.43 | | railing | 33.17 | 44.85 | | cushion | 56.57 | 69.02 | | base | 26.02 | 40.78 | | box | 27.13 | 35.65 | | column | 37.22 | 46.44 | | signboard | 31.56 | 45.9 | | chest of drawers | 39.28 | 55.18 | | counter | 34.02 | 43.37 | | sand | 44.07 | 58.04 | | sink | 69.98 | 78.6 | | skyscraper | 44.66 | 56.39 | | fireplace | 64.46 | 79.62 | | refrigerator | 58.45 | 67.38 | | grandstand | 51.57 | 77.49 | | path | 19.92 | 27.66 | | stairs | 26.74 | 29.95 | | runway | 65.88 | 87.93 | | case | 54.51 | 66.31 | | pool table | 84.41 | 96.25 | | pillow | 54.92 | 66.51 | | screen door | 50.58 | 53.91 | | stairway | 47.46 | 62.92 | | river | 13.29 | 22.62 | | bridge | 42.95 | 51.63 | | bookcase | 33.27 | 48.35 | | blind | 21.98 | 23.87 | | coffee table | 58.89 | 79.67 | | toilet | 77.88 | 88.11 | | flower | 37.99 | 54.37 | | book | 47.12 | 65.74 | | hill | 5.7 | 9.33 | | bench | 46.86 | 57.65 | | countertop | 54.19 | 66.72 | | stove | 70.75 | 79.48 | | palm | 45.02 | 58.97 | | kitchen island | 39.44 | 63.29 | | computer | 64.3 | 80.08 | | swivel chair | 40.9 | 53.92 | | boat | 61.15 | 77.26 | | bar | 50.56 | 60.35 | | arcade machine | 67.19 | 75.63 | | hovel | 40.21 | 45.52 | | bus | 84.39 | 90.73 | | towel | 66.07 | 82.28 | | light | 35.11 | 40.24 | | truck | 34.67 | 48.45 | | tower | 23.99 | 37.75 | | chandelier | 63.48 | 80.03 | | awning | 26.22 | 31.82 | | streetlight | 23.32 | 28.28 | | booth | 36.52 | 46.82 | | television receiver | 68.95 | 76.56 | | airplane | 54.96 | 65.9 | | dirt track | 4.99 | 8.64 | | apparel | 48.76 | 64.5 | | pole | 16.93 | 21.62 | | land | 1.21 | 1.66 | | bannister | 7.23 | 9.04 | | escalator | 53.27 | 69.43 | | ottoman | 45.92 | 55.09 | | bottle | 39.82 | 63.32 | | buffet | 43.53 | 51.46 | | poster | 20.24 | 25.58 | | stage | 17.19 | 36.34 | | van | 36.55 | 48.7 | | ship | 30.45 | 34.97 | | fountain | 25.76 | 26.95 | | conveyer belt | 61.18 | 94.29 | | canopy | 37.09 | 43.72 | | washer | 69.01 | 75.21 | | plaything | 29.3 | 43.73 | | swimming pool | 61.07 | 77.83 | | stool | 34.66 | 42.64 | | barrel | 38.83 | 54.07 | | basket | 36.46 | 45.81 | | waterfall | 45.93 | 53.57 | | tent | 78.81 | 97.66 | | bag | 15.38 | 17.73 | | minibike | 64.0 | 85.36 | | cradle | 71.7 | 93.91 | | oven | 48.42 | 55.67 | | ball | 46.6 | 52.42 | | food | 55.03 | 66.32 | | step | 7.59 | 8.39 | | tank | 59.23 | 74.67 | | trade name | 12.81 | 14.06 | | microwave | 71.49 | 78.91 | | pot | 40.21 | 45.09 | | animal | 53.16 | 57.76 | | bicycle | 56.36 | 76.94 | | lake | 18.64 | 21.05 | | dishwasher | 52.59 | 58.59 | | screen | 42.04 | 56.17 | | blanket | 20.28 | 23.66 | | sculpture | 57.48 | 74.69 | | hood | 53.6 | 58.14 | | sconce | 42.25 | 51.43 | | vase | 38.53 | 52.93 | | traffic light | 32.5 | 43.6 | | tray | 9.99 | 12.23 | | ashcan | 42.74 | 53.59 | | fan | 54.94 | 68.2 | | pier | 33.98 | 42.01 | | crt screen | 6.63 | 13.54 | | plate | 50.79 | 68.47 | | monitor | 19.82 | 22.53 | | bulletin board | 42.62 | 54.47 | | shower | 1.64 | 3.19 | | radiator | 60.4 | 68.97 | | glass | 16.74 | 18.53 | | clock | 33.6 | 37.06 | | flag | 46.26 | 53.39 | +---------------------+-------+-------+ 2023-11-30 22:02:06,800 - mmseg - INFO - Summary: 2023-11-30 22:02:06,800 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.03 | 46.51 | 57.82 | +-------+-------+-------+ 2023-11-30 22:02:06,801 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:02:06,801 - mmseg - INFO - Iter(val) [250] aAcc: 0.8003, mIoU: 0.4651, mAcc: 0.5782, IoU.wall: 0.7053, IoU.building: 0.7950, IoU.sky: 0.8932, IoU.floor: 0.7465, IoU.tree: 0.6914, IoU.ceiling: 0.7716, IoU.road: 0.7850, IoU.bed : 0.8425, IoU.windowpane: 0.5809, IoU.grass: 0.6549, IoU.cabinet: 0.5503, IoU.sidewalk: 0.5683, IoU.person: 0.7644, IoU.earth: 0.3421, IoU.door: 0.4015, IoU.table: 0.5483, IoU.mountain: 0.5545, IoU.plant: 0.5003, IoU.curtain: 0.6476, IoU.chair: 0.5389, IoU.car: 0.7965, IoU.water: 0.5601, IoU.painting: 0.6653, IoU.sofa: 0.6716, IoU.shelf: 0.3797, IoU.house: 0.4370, IoU.sea: 0.5997, IoU.mirror: 0.5817, IoU.rug: 0.5137, IoU.field: 0.3222, IoU.armchair: 0.4331, IoU.seat: 0.5764, IoU.fence: 0.3841, IoU.desk: 0.4250, IoU.rock: 0.5292, IoU.wardrobe: 0.4468, IoU.lamp: 0.5761, IoU.bathtub: 0.7378, IoU.railing: 0.3317, IoU.cushion: 0.5657, IoU.base: 0.2602, IoU.box: 0.2713, IoU.column: 0.3722, IoU.signboard: 0.3156, IoU.chest of drawers: 0.3928, IoU.counter: 0.3402, IoU.sand: 0.4407, IoU.sink: 0.6998, IoU.skyscraper: 0.4466, IoU.fireplace: 0.6446, IoU.refrigerator: 0.5845, IoU.grandstand: 0.5157, IoU.path: 0.1992, IoU.stairs: 0.2674, IoU.runway: 0.6588, IoU.case: 0.5451, IoU.pool table: 0.8441, IoU.pillow: 0.5492, IoU.screen door: 0.5058, IoU.stairway: 0.4746, IoU.river: 0.1329, IoU.bridge: 0.4295, IoU.bookcase: 0.3327, IoU.blind: 0.2198, IoU.coffee table: 0.5889, IoU.toilet: 0.7788, IoU.flower: 0.3799, IoU.book: 0.4712, IoU.hill: 0.0570, IoU.bench: 0.4686, IoU.countertop: 0.5419, IoU.stove: 0.7075, IoU.palm: 0.4502, IoU.kitchen island: 0.3944, IoU.computer: 0.6430, IoU.swivel chair: 0.4090, IoU.boat: 0.6115, IoU.bar: 0.5056, IoU.arcade machine: 0.6719, IoU.hovel: 0.4021, IoU.bus: 0.8439, IoU.towel: 0.6607, IoU.light: 0.3511, IoU.truck: 0.3467, IoU.tower: 0.2399, IoU.chandelier: 0.6348, IoU.awning: 0.2622, IoU.streetlight: 0.2332, IoU.booth: 0.3652, IoU.television receiver: 0.6895, IoU.airplane: 0.5496, IoU.dirt track: 0.0499, IoU.apparel: 0.4876, IoU.pole: 0.1693, IoU.land: 0.0121, IoU.bannister: 0.0723, IoU.escalator: 0.5327, IoU.ottoman: 0.4592, IoU.bottle: 0.3982, IoU.buffet: 0.4353, IoU.poster: 0.2024, IoU.stage: 0.1719, IoU.van: 0.3655, IoU.ship: 0.3045, IoU.fountain: 0.2576, IoU.conveyer belt: 0.6118, IoU.canopy: 0.3709, IoU.washer: 0.6901, IoU.plaything: 0.2930, IoU.swimming pool: 0.6107, IoU.stool: 0.3466, IoU.barrel: 0.3883, IoU.basket: 0.3646, IoU.waterfall: 0.4593, IoU.tent: 0.7881, IoU.bag: 0.1538, IoU.minibike: 0.6400, IoU.cradle: 0.7170, IoU.oven: 0.4842, IoU.ball: 0.4660, IoU.food: 0.5503, IoU.step: 0.0759, IoU.tank: 0.5923, IoU.trade name: 0.1281, IoU.microwave: 0.7149, IoU.pot: 0.4021, IoU.animal: 0.5316, IoU.bicycle: 0.5636, IoU.lake: 0.1864, IoU.dishwasher: 0.5259, IoU.screen: 0.4204, IoU.blanket: 0.2028, IoU.sculpture: 0.5748, IoU.hood: 0.5360, IoU.sconce: 0.4225, IoU.vase: 0.3853, IoU.traffic light: 0.3250, IoU.tray: 0.0999, IoU.ashcan: 0.4274, IoU.fan: 0.5494, IoU.pier: 0.3398, IoU.crt screen: 0.0663, IoU.plate: 0.5079, IoU.monitor: 0.1982, IoU.bulletin board: 0.4262, IoU.shower: 0.0164, IoU.radiator: 0.6040, IoU.glass: 0.1674, IoU.clock: 0.3360, IoU.flag: 0.4626, Acc.wall: 0.8544, Acc.building: 0.9283, Acc.sky: 0.9560, Acc.floor: 0.8686, Acc.tree: 0.8498, Acc.ceiling: 0.8782, Acc.road: 0.8778, Acc.bed : 0.9385, Acc.windowpane: 0.7552, Acc.grass: 0.8231, Acc.cabinet: 0.6714, Acc.sidewalk: 0.7363, Acc.person: 0.9010, Acc.earth: 0.4537, Acc.door: 0.4970, Acc.table: 0.6963, Acc.mountain: 0.6845, Acc.plant: 0.6003, Acc.curtain: 0.7542, Acc.chair: 0.6921, Acc.car: 0.9190, Acc.water: 0.7406, Acc.painting: 0.8141, Acc.sofa: 0.8063, Acc.shelf: 0.5219, Acc.house: 0.5351, Acc.sea: 0.7502, Acc.mirror: 0.6792, Acc.rug: 0.5676, Acc.field: 0.4923, Acc.armchair: 0.6058, Acc.seat: 0.7871, Acc.fence: 0.4923, Acc.desk: 0.6693, Acc.rock: 0.6859, Acc.wardrobe: 0.6020, Acc.lamp: 0.7111, Acc.bathtub: 0.8243, Acc.railing: 0.4485, Acc.cushion: 0.6902, Acc.base: 0.4078, Acc.box: 0.3565, Acc.column: 0.4644, Acc.signboard: 0.4590, Acc.chest of drawers: 0.5518, Acc.counter: 0.4337, Acc.sand: 0.5804, Acc.sink: 0.7860, Acc.skyscraper: 0.5639, Acc.fireplace: 0.7962, Acc.refrigerator: 0.6738, Acc.grandstand: 0.7749, Acc.path: 0.2766, Acc.stairs: 0.2995, Acc.runway: 0.8793, Acc.case: 0.6631, Acc.pool table: 0.9625, Acc.pillow: 0.6651, Acc.screen door: 0.5391, Acc.stairway: 0.6292, Acc.river: 0.2262, Acc.bridge: 0.5163, Acc.bookcase: 0.4835, Acc.blind: 0.2387, Acc.coffee table: 0.7967, Acc.toilet: 0.8811, Acc.flower: 0.5437, Acc.book: 0.6574, Acc.hill: 0.0933, Acc.bench: 0.5765, Acc.countertop: 0.6672, Acc.stove: 0.7948, Acc.palm: 0.5897, Acc.kitchen island: 0.6329, Acc.computer: 0.8008, Acc.swivel chair: 0.5392, Acc.boat: 0.7726, Acc.bar: 0.6035, Acc.arcade machine: 0.7563, Acc.hovel: 0.4552, Acc.bus: 0.9073, Acc.towel: 0.8228, Acc.light: 0.4024, Acc.truck: 0.4845, Acc.tower: 0.3775, Acc.chandelier: 0.8003, Acc.awning: 0.3182, Acc.streetlight: 0.2828, Acc.booth: 0.4682, Acc.television receiver: 0.7656, Acc.airplane: 0.6590, Acc.dirt track: 0.0864, Acc.apparel: 0.6450, Acc.pole: 0.2162, Acc.land: 0.0166, Acc.bannister: 0.0904, Acc.escalator: 0.6943, Acc.ottoman: 0.5509, Acc.bottle: 0.6332, Acc.buffet: 0.5146, Acc.poster: 0.2558, Acc.stage: 0.3634, Acc.van: 0.4870, Acc.ship: 0.3497, Acc.fountain: 0.2695, Acc.conveyer belt: 0.9429, Acc.canopy: 0.4372, Acc.washer: 0.7521, Acc.plaything: 0.4373, Acc.swimming pool: 0.7783, Acc.stool: 0.4264, Acc.barrel: 0.5407, Acc.basket: 0.4581, Acc.waterfall: 0.5357, Acc.tent: 0.9766, Acc.bag: 0.1773, Acc.minibike: 0.8536, Acc.cradle: 0.9391, Acc.oven: 0.5567, Acc.ball: 0.5242, Acc.food: 0.6632, Acc.step: 0.0839, Acc.tank: 0.7467, Acc.trade name: 0.1406, Acc.microwave: 0.7891, Acc.pot: 0.4509, Acc.animal: 0.5776, Acc.bicycle: 0.7694, Acc.lake: 0.2105, Acc.dishwasher: 0.5859, Acc.screen: 0.5617, Acc.blanket: 0.2366, Acc.sculpture: 0.7469, Acc.hood: 0.5814, Acc.sconce: 0.5143, Acc.vase: 0.5293, Acc.traffic light: 0.4360, Acc.tray: 0.1223, Acc.ashcan: 0.5359, Acc.fan: 0.6820, Acc.pier: 0.4201, Acc.crt screen: 0.1354, Acc.plate: 0.6847, Acc.monitor: 0.2253, Acc.bulletin board: 0.5447, Acc.shower: 0.0319, Acc.radiator: 0.6897, Acc.glass: 0.1853, Acc.clock: 0.3706, Acc.flag: 0.5339 2023-11-30 22:02:17,928 - mmseg - INFO - Iter [39050/80000] lr: 2.048e-05, eta: 3:43:19, time: 1.221, data_time: 1.016, memory: 14238, decode.loss_ce: 0.5334, decode.acc_seg: 80.0248, loss: 0.5334 2023-11-30 22:02:28,528 - mmseg - INFO - Iter [39100/80000] lr: 2.045e-05, eta: 3:42:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5205, decode.acc_seg: 80.3322, loss: 0.5205 2023-11-30 22:02:39,125 - mmseg - INFO - Iter [39150/80000] lr: 2.043e-05, eta: 3:42:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5211, decode.acc_seg: 80.5717, loss: 0.5211 2023-11-30 22:02:51,965 - mmseg - INFO - Iter [39200/80000] lr: 2.040e-05, eta: 3:42:14, time: 0.257, data_time: 0.051, memory: 14238, decode.loss_ce: 0.5276, decode.acc_seg: 80.0096, loss: 0.5276 2023-11-30 22:03:02,563 - mmseg - INFO - Iter [39250/80000] lr: 2.038e-05, eta: 3:41:52, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5330, decode.acc_seg: 79.6070, loss: 0.5330 2023-11-30 22:03:13,168 - mmseg - INFO - Iter [39300/80000] lr: 2.035e-05, eta: 3:41:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5453, decode.acc_seg: 79.6855, loss: 0.5453 2023-11-30 22:03:23,767 - mmseg - INFO - Iter [39350/80000] lr: 2.033e-05, eta: 3:41:07, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5282, decode.acc_seg: 80.5492, loss: 0.5282 2023-11-30 22:03:34,375 - mmseg - INFO - Iter [39400/80000] lr: 2.030e-05, eta: 3:40:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5148, decode.acc_seg: 80.5474, loss: 0.5148 2023-11-30 22:03:44,979 - mmseg - INFO - Iter [39450/80000] lr: 2.028e-05, eta: 3:40:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5157, decode.acc_seg: 80.1244, loss: 0.5157 2023-11-30 22:03:55,589 - mmseg - INFO - Iter [39500/80000] lr: 2.025e-05, eta: 3:40:01, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5167, decode.acc_seg: 80.5189, loss: 0.5167 2023-11-30 22:04:06,198 - mmseg - INFO - Iter [39550/80000] lr: 2.023e-05, eta: 3:39:39, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5380, decode.acc_seg: 80.2105, loss: 0.5380 2023-11-30 22:04:16,808 - mmseg - INFO - Iter [39600/80000] lr: 2.020e-05, eta: 3:39:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5298, decode.acc_seg: 80.3693, loss: 0.5298 2023-11-30 22:04:27,413 - mmseg - INFO - Iter [39650/80000] lr: 2.018e-05, eta: 3:38:55, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5293, decode.acc_seg: 80.2901, loss: 0.5293 2023-11-30 22:04:38,019 - mmseg - INFO - Iter [39700/80000] lr: 2.015e-05, eta: 3:38:33, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5152, decode.acc_seg: 80.4278, loss: 0.5152 2023-11-30 22:04:48,622 - mmseg - INFO - Iter [39750/80000] lr: 2.013e-05, eta: 3:38:11, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5409, decode.acc_seg: 79.7594, loss: 0.5409 2023-11-30 22:04:59,231 - mmseg - INFO - Iter [39800/80000] lr: 2.010e-05, eta: 3:37:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5164, decode.acc_seg: 80.7734, loss: 0.5164 2023-11-30 22:05:09,837 - mmseg - INFO - Iter [39850/80000] lr: 2.008e-05, eta: 3:37:27, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5286, decode.acc_seg: 80.3854, loss: 0.5286 2023-11-30 22:05:20,440 - mmseg - INFO - Iter [39900/80000] lr: 2.005e-05, eta: 3:37:05, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5121, decode.acc_seg: 80.7010, loss: 0.5121 2023-11-30 22:05:31,045 - mmseg - INFO - Iter [39950/80000] lr: 2.003e-05, eta: 3:36:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5325, decode.acc_seg: 80.0391, loss: 0.5325 2023-11-30 22:05:41,628 - mmseg - INFO - Saving checkpoint at 40000 iterations 2023-11-30 22:06:16,040 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:06:16,040 - mmseg - INFO - Iter [40000/80000] lr: 2.000e-05, eta: 3:36:55, time: 0.900, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5190, decode.acc_seg: 80.5684, loss: 0.5190 2023-11-30 22:07:05,942 - mmseg - INFO - per class results: 2023-11-30 22:07:05,949 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.81 | 84.25 | | building | 79.44 | 92.76 | | sky | 89.16 | 95.76 | | floor | 74.49 | 87.48 | | tree | 69.16 | 84.65 | | ceiling | 77.3 | 87.9 | | road | 78.51 | 87.62 | | bed | 84.59 | 93.57 | | windowpane | 58.3 | 74.9 | | grass | 66.09 | 81.01 | | cabinet | 55.04 | 67.67 | | sidewalk | 56.64 | 73.58 | | person | 76.2 | 90.85 | | earth | 35.05 | 48.27 | | door | 40.35 | 49.65 | | table | 54.76 | 69.22 | | mountain | 55.49 | 69.43 | | plant | 50.46 | 61.08 | | curtain | 65.39 | 77.01 | | chair | 53.86 | 70.55 | | car | 79.32 | 91.99 | | water | 55.28 | 73.1 | | painting | 66.49 | 82.54 | | sofa | 66.31 | 80.02 | | shelf | 37.19 | 50.64 | | house | 43.8 | 54.6 | | sea | 60.37 | 78.49 | | mirror | 59.27 | 72.11 | | rug | 51.73 | 57.07 | | field | 33.27 | 50.34 | | armchair | 42.71 | 61.61 | | seat | 57.53 | 78.18 | | fence | 38.13 | 48.77 | | desk | 42.33 | 69.13 | | rock | 53.57 | 70.59 | | wardrobe | 45.54 | 62.57 | | lamp | 57.85 | 72.94 | | bathtub | 73.9 | 81.99 | | railing | 32.87 | 44.83 | | cushion | 56.73 | 71.42 | | base | 26.48 | 43.03 | | box | 26.91 | 35.32 | | column | 37.59 | 47.39 | | signboard | 31.36 | 45.75 | | chest of drawers | 38.67 | 52.07 | | counter | 33.66 | 42.18 | | sand | 42.97 | 56.46 | | sink | 69.99 | 78.8 | | skyscraper | 45.78 | 58.48 | | fireplace | 64.05 | 85.18 | | refrigerator | 58.88 | 68.15 | | grandstand | 51.23 | 77.81 | | path | 19.26 | 25.8 | | stairs | 26.62 | 29.86 | | runway | 65.44 | 86.29 | | case | 55.01 | 70.94 | | pool table | 84.49 | 96.26 | | pillow | 53.68 | 62.92 | | screen door | 55.08 | 60.49 | | stairway | 45.55 | 57.75 | | river | 14.16 | 23.79 | | bridge | 44.01 | 54.49 | | bookcase | 34.13 | 52.75 | | blind | 26.14 | 29.13 | | coffee table | 57.98 | 80.41 | | toilet | 78.18 | 88.09 | | flower | 38.4 | 54.4 | | book | 46.39 | 62.78 | | hill | 5.79 | 9.0 | | bench | 46.41 | 55.34 | | countertop | 54.36 | 69.32 | | stove | 70.65 | 77.76 | | palm | 44.88 | 59.3 | | kitchen island | 38.5 | 64.03 | | computer | 63.05 | 76.43 | | swivel chair | 41.13 | 56.53 | | boat | 60.9 | 76.76 | | bar | 51.34 | 62.59 | | arcade machine | 68.31 | 77.32 | | hovel | 42.84 | 49.48 | | bus | 84.12 | 91.55 | | towel | 66.34 | 81.01 | | light | 37.52 | 44.48 | | truck | 34.74 | 47.17 | | tower | 22.49 | 34.87 | | chandelier | 63.35 | 80.48 | | awning | 27.15 | 33.84 | | streetlight | 24.09 | 30.56 | | booth | 35.29 | 43.52 | | television receiver | 69.19 | 77.56 | | airplane | 55.15 | 67.34 | | dirt track | 4.84 | 10.28 | | apparel | 49.63 | 66.72 | | pole | 16.76 | 21.28 | | land | 1.1 | 1.52 | | bannister | 8.51 | 11.12 | | escalator | 52.07 | 68.2 | | ottoman | 45.97 | 56.91 | | bottle | 39.81 | 64.0 | | buffet | 43.64 | 51.43 | | poster | 20.47 | 26.53 | | stage | 16.7 | 36.31 | | van | 33.88 | 44.48 | | ship | 27.65 | 31.68 | | fountain | 24.26 | 25.54 | | conveyer belt | 58.92 | 95.25 | | canopy | 37.55 | 45.29 | | washer | 68.65 | 74.98 | | plaything | 28.48 | 43.71 | | swimming pool | 60.74 | 76.89 | | stool | 34.55 | 43.84 | | barrel | 37.91 | 51.56 | | basket | 36.37 | 45.68 | | waterfall | 45.68 | 53.71 | | tent | 77.36 | 97.84 | | bag | 15.2 | 17.7 | | minibike | 63.86 | 86.74 | | cradle | 72.79 | 93.46 | | oven | 51.27 | 63.14 | | ball | 54.49 | 65.56 | | food | 53.55 | 63.72 | | step | 7.36 | 8.11 | | tank | 59.33 | 73.07 | | trade name | 13.6 | 14.94 | | microwave | 71.05 | 77.3 | | pot | 42.16 | 48.06 | | animal | 55.37 | 60.62 | | bicycle | 56.77 | 79.53 | | lake | 17.52 | 19.54 | | dishwasher | 52.59 | 57.44 | | screen | 42.3 | 59.95 | | blanket | 20.72 | 24.0 | | sculpture | 56.96 | 75.41 | | hood | 54.7 | 59.56 | | sconce | 43.53 | 53.79 | | vase | 38.47 | 57.05 | | traffic light | 31.34 | 39.61 | | tray | 9.98 | 12.24 | | ashcan | 42.79 | 55.18 | | fan | 55.59 | 70.34 | | pier | 33.31 | 42.88 | | crt screen | 3.42 | 6.99 | | plate | 50.91 | 67.72 | | monitor | 23.9 | 28.75 | | bulletin board | 42.45 | 55.66 | | shower | 2.6 | 3.69 | | radiator | 60.27 | 68.83 | | glass | 17.08 | 19.01 | | clock | 34.26 | 38.04 | | flag | 47.66 | 55.15 | +---------------------+-------+-------+ 2023-11-30 22:07:05,950 - mmseg - INFO - Summary: 2023-11-30 22:07:05,950 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 80.06 | 46.64 | 58.4 | +-------+-------+------+ 2023-11-30 22:07:05,951 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:07:05,951 - mmseg - INFO - Iter(val) [250] aAcc: 0.8006, mIoU: 0.4664, mAcc: 0.5840, IoU.wall: 0.7081, IoU.building: 0.7944, IoU.sky: 0.8916, IoU.floor: 0.7449, IoU.tree: 0.6916, IoU.ceiling: 0.7730, IoU.road: 0.7851, IoU.bed : 0.8459, IoU.windowpane: 0.5830, IoU.grass: 0.6609, IoU.cabinet: 0.5504, IoU.sidewalk: 0.5664, IoU.person: 0.7620, IoU.earth: 0.3505, IoU.door: 0.4035, IoU.table: 0.5476, IoU.mountain: 0.5549, IoU.plant: 0.5046, IoU.curtain: 0.6539, IoU.chair: 0.5386, IoU.car: 0.7932, IoU.water: 0.5528, IoU.painting: 0.6649, IoU.sofa: 0.6631, IoU.shelf: 0.3719, IoU.house: 0.4380, IoU.sea: 0.6037, IoU.mirror: 0.5927, IoU.rug: 0.5173, IoU.field: 0.3327, IoU.armchair: 0.4271, IoU.seat: 0.5753, IoU.fence: 0.3813, IoU.desk: 0.4233, IoU.rock: 0.5357, IoU.wardrobe: 0.4554, IoU.lamp: 0.5785, IoU.bathtub: 0.7390, IoU.railing: 0.3287, IoU.cushion: 0.5673, IoU.base: 0.2648, IoU.box: 0.2691, IoU.column: 0.3759, IoU.signboard: 0.3136, IoU.chest of drawers: 0.3867, IoU.counter: 0.3366, IoU.sand: 0.4297, IoU.sink: 0.6999, IoU.skyscraper: 0.4578, IoU.fireplace: 0.6405, IoU.refrigerator: 0.5888, IoU.grandstand: 0.5123, IoU.path: 0.1926, IoU.stairs: 0.2662, IoU.runway: 0.6544, IoU.case: 0.5501, IoU.pool table: 0.8449, IoU.pillow: 0.5368, IoU.screen door: 0.5508, IoU.stairway: 0.4555, IoU.river: 0.1416, IoU.bridge: 0.4401, IoU.bookcase: 0.3413, IoU.blind: 0.2614, IoU.coffee table: 0.5798, IoU.toilet: 0.7818, IoU.flower: 0.3840, IoU.book: 0.4639, IoU.hill: 0.0579, IoU.bench: 0.4641, IoU.countertop: 0.5436, IoU.stove: 0.7065, IoU.palm: 0.4488, IoU.kitchen island: 0.3850, IoU.computer: 0.6305, IoU.swivel chair: 0.4113, IoU.boat: 0.6090, IoU.bar: 0.5134, IoU.arcade machine: 0.6831, IoU.hovel: 0.4284, IoU.bus: 0.8412, IoU.towel: 0.6634, IoU.light: 0.3752, IoU.truck: 0.3474, IoU.tower: 0.2249, IoU.chandelier: 0.6335, IoU.awning: 0.2715, IoU.streetlight: 0.2409, IoU.booth: 0.3529, IoU.television receiver: 0.6919, IoU.airplane: 0.5515, IoU.dirt track: 0.0484, IoU.apparel: 0.4963, IoU.pole: 0.1676, IoU.land: 0.0110, IoU.bannister: 0.0851, IoU.escalator: 0.5207, IoU.ottoman: 0.4597, IoU.bottle: 0.3981, IoU.buffet: 0.4364, IoU.poster: 0.2047, IoU.stage: 0.1670, IoU.van: 0.3388, IoU.ship: 0.2765, IoU.fountain: 0.2426, IoU.conveyer belt: 0.5892, IoU.canopy: 0.3755, IoU.washer: 0.6865, IoU.plaything: 0.2848, IoU.swimming pool: 0.6074, IoU.stool: 0.3455, IoU.barrel: 0.3791, IoU.basket: 0.3637, IoU.waterfall: 0.4568, IoU.tent: 0.7736, IoU.bag: 0.1520, IoU.minibike: 0.6386, IoU.cradle: 0.7279, IoU.oven: 0.5127, IoU.ball: 0.5449, IoU.food: 0.5355, IoU.step: 0.0736, IoU.tank: 0.5933, IoU.trade name: 0.1360, IoU.microwave: 0.7105, IoU.pot: 0.4216, IoU.animal: 0.5537, IoU.bicycle: 0.5677, IoU.lake: 0.1752, IoU.dishwasher: 0.5259, IoU.screen: 0.4230, IoU.blanket: 0.2072, IoU.sculpture: 0.5696, IoU.hood: 0.5470, IoU.sconce: 0.4353, IoU.vase: 0.3847, IoU.traffic light: 0.3134, IoU.tray: 0.0998, IoU.ashcan: 0.4279, IoU.fan: 0.5559, IoU.pier: 0.3331, IoU.crt screen: 0.0342, IoU.plate: 0.5091, IoU.monitor: 0.2390, IoU.bulletin board: 0.4245, IoU.shower: 0.0260, IoU.radiator: 0.6027, IoU.glass: 0.1708, IoU.clock: 0.3426, IoU.flag: 0.4766, Acc.wall: 0.8425, Acc.building: 0.9276, Acc.sky: 0.9576, Acc.floor: 0.8748, Acc.tree: 0.8465, Acc.ceiling: 0.8790, Acc.road: 0.8762, Acc.bed : 0.9357, Acc.windowpane: 0.7490, Acc.grass: 0.8101, Acc.cabinet: 0.6767, Acc.sidewalk: 0.7358, Acc.person: 0.9085, Acc.earth: 0.4827, Acc.door: 0.4965, Acc.table: 0.6922, Acc.mountain: 0.6943, Acc.plant: 0.6108, Acc.curtain: 0.7701, Acc.chair: 0.7055, Acc.car: 0.9199, Acc.water: 0.7310, Acc.painting: 0.8254, Acc.sofa: 0.8002, Acc.shelf: 0.5064, Acc.house: 0.5460, Acc.sea: 0.7849, Acc.mirror: 0.7211, Acc.rug: 0.5707, Acc.field: 0.5034, Acc.armchair: 0.6161, Acc.seat: 0.7818, Acc.fence: 0.4877, Acc.desk: 0.6913, Acc.rock: 0.7059, Acc.wardrobe: 0.6257, Acc.lamp: 0.7294, Acc.bathtub: 0.8199, Acc.railing: 0.4483, Acc.cushion: 0.7142, Acc.base: 0.4303, Acc.box: 0.3532, Acc.column: 0.4739, Acc.signboard: 0.4575, Acc.chest of drawers: 0.5207, Acc.counter: 0.4218, Acc.sand: 0.5646, Acc.sink: 0.7880, Acc.skyscraper: 0.5848, Acc.fireplace: 0.8518, Acc.refrigerator: 0.6815, Acc.grandstand: 0.7781, Acc.path: 0.2580, Acc.stairs: 0.2986, Acc.runway: 0.8629, Acc.case: 0.7094, Acc.pool table: 0.9626, Acc.pillow: 0.6292, Acc.screen door: 0.6049, Acc.stairway: 0.5775, Acc.river: 0.2379, Acc.bridge: 0.5449, Acc.bookcase: 0.5275, Acc.blind: 0.2913, Acc.coffee table: 0.8041, Acc.toilet: 0.8809, Acc.flower: 0.5440, Acc.book: 0.6278, Acc.hill: 0.0900, Acc.bench: 0.5534, Acc.countertop: 0.6932, Acc.stove: 0.7776, Acc.palm: 0.5930, Acc.kitchen island: 0.6403, Acc.computer: 0.7643, Acc.swivel chair: 0.5653, Acc.boat: 0.7676, Acc.bar: 0.6259, Acc.arcade machine: 0.7732, Acc.hovel: 0.4948, Acc.bus: 0.9155, Acc.towel: 0.8101, Acc.light: 0.4448, Acc.truck: 0.4717, Acc.tower: 0.3487, Acc.chandelier: 0.8048, Acc.awning: 0.3384, Acc.streetlight: 0.3056, Acc.booth: 0.4352, Acc.television receiver: 0.7756, Acc.airplane: 0.6734, Acc.dirt track: 0.1028, Acc.apparel: 0.6672, Acc.pole: 0.2128, Acc.land: 0.0152, Acc.bannister: 0.1112, Acc.escalator: 0.6820, Acc.ottoman: 0.5691, Acc.bottle: 0.6400, Acc.buffet: 0.5143, Acc.poster: 0.2653, Acc.stage: 0.3631, Acc.van: 0.4448, Acc.ship: 0.3168, Acc.fountain: 0.2554, Acc.conveyer belt: 0.9525, Acc.canopy: 0.4529, Acc.washer: 0.7498, Acc.plaything: 0.4371, Acc.swimming pool: 0.7689, Acc.stool: 0.4384, Acc.barrel: 0.5156, Acc.basket: 0.4568, Acc.waterfall: 0.5371, Acc.tent: 0.9784, Acc.bag: 0.1770, Acc.minibike: 0.8674, Acc.cradle: 0.9346, Acc.oven: 0.6314, Acc.ball: 0.6556, Acc.food: 0.6372, Acc.step: 0.0811, Acc.tank: 0.7307, Acc.trade name: 0.1494, Acc.microwave: 0.7730, Acc.pot: 0.4806, Acc.animal: 0.6062, Acc.bicycle: 0.7953, Acc.lake: 0.1954, Acc.dishwasher: 0.5744, Acc.screen: 0.5995, Acc.blanket: 0.2400, Acc.sculpture: 0.7541, Acc.hood: 0.5956, Acc.sconce: 0.5379, Acc.vase: 0.5705, Acc.traffic light: 0.3961, Acc.tray: 0.1224, Acc.ashcan: 0.5518, Acc.fan: 0.7034, Acc.pier: 0.4288, Acc.crt screen: 0.0699, Acc.plate: 0.6772, Acc.monitor: 0.2875, Acc.bulletin board: 0.5566, Acc.shower: 0.0369, Acc.radiator: 0.6883, Acc.glass: 0.1901, Acc.clock: 0.3804, Acc.flag: 0.5515 2023-11-30 22:07:17,107 - mmseg - INFO - Iter [40050/80000] lr: 1.998e-05, eta: 3:37:24, time: 1.221, data_time: 1.016, memory: 14238, decode.loss_ce: 0.5264, decode.acc_seg: 80.0853, loss: 0.5264 2023-11-30 22:07:27,707 - mmseg - INFO - Iter [40100/80000] lr: 1.995e-05, eta: 3:37:02, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5266, decode.acc_seg: 80.2769, loss: 0.5266 2023-11-30 22:07:38,313 - mmseg - INFO - Iter [40150/80000] lr: 1.993e-05, eta: 3:36:40, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5348, decode.acc_seg: 79.8986, loss: 0.5348 2023-11-30 22:07:48,912 - mmseg - INFO - Iter [40200/80000] lr: 1.990e-05, eta: 3:36:18, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5012, decode.acc_seg: 81.2470, loss: 0.5012 2023-11-30 22:07:59,521 - mmseg - INFO - Iter [40250/80000] lr: 1.988e-05, eta: 3:35:56, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5137, decode.acc_seg: 80.9118, loss: 0.5137 2023-11-30 22:08:10,131 - mmseg - INFO - Iter [40300/80000] lr: 1.985e-05, eta: 3:35:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5053, decode.acc_seg: 80.9697, loss: 0.5053 2023-11-30 22:08:20,734 - mmseg - INFO - Iter [40350/80000] lr: 1.983e-05, eta: 3:35:12, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5185, decode.acc_seg: 80.1130, loss: 0.5185 2023-11-30 22:08:31,330 - mmseg - INFO - Iter [40400/80000] lr: 1.980e-05, eta: 3:34:50, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5107, decode.acc_seg: 81.0832, loss: 0.5107 2023-11-30 22:08:44,198 - mmseg - INFO - Iter [40450/80000] lr: 1.978e-05, eta: 3:34:31, time: 0.257, data_time: 0.051, memory: 14238, decode.loss_ce: 0.5146, decode.acc_seg: 80.4260, loss: 0.5146 2023-11-30 22:08:54,794 - mmseg - INFO - Iter [40500/80000] lr: 1.975e-05, eta: 3:34:09, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5003, decode.acc_seg: 81.2726, loss: 0.5003 2023-11-30 22:09:05,388 - mmseg - INFO - Iter [40550/80000] lr: 1.973e-05, eta: 3:33:47, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5085, decode.acc_seg: 80.8548, loss: 0.5085 2023-11-30 22:09:15,986 - mmseg - INFO - Iter [40600/80000] lr: 1.970e-05, eta: 3:33:25, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4903, decode.acc_seg: 81.3964, loss: 0.4903 2023-11-30 22:09:26,585 - mmseg - INFO - Iter [40650/80000] lr: 1.968e-05, eta: 3:33:04, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5176, decode.acc_seg: 80.7742, loss: 0.5176 2023-11-30 22:09:37,183 - mmseg - INFO - Iter [40700/80000] lr: 1.965e-05, eta: 3:32:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5380, decode.acc_seg: 80.0147, loss: 0.5380 2023-11-30 22:09:47,781 - mmseg - INFO - Iter [40750/80000] lr: 1.963e-05, eta: 3:32:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5122, decode.acc_seg: 80.5037, loss: 0.5122 2023-11-30 22:09:58,378 - mmseg - INFO - Iter [40800/80000] lr: 1.960e-05, eta: 3:31:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4969, decode.acc_seg: 81.2742, loss: 0.4969 2023-11-30 22:10:08,973 - mmseg - INFO - Iter [40850/80000] lr: 1.958e-05, eta: 3:31:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5124, decode.acc_seg: 80.7141, loss: 0.5124 2023-11-30 22:10:19,573 - mmseg - INFO - Iter [40900/80000] lr: 1.955e-05, eta: 3:31:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5325, decode.acc_seg: 80.4290, loss: 0.5325 2023-11-30 22:10:30,168 - mmseg - INFO - Iter [40950/80000] lr: 1.953e-05, eta: 3:30:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5480, decode.acc_seg: 79.6088, loss: 0.5480 2023-11-30 22:10:40,743 - mmseg - INFO - Saving checkpoint at 41000 iterations 2023-11-30 22:11:15,946 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:11:15,946 - mmseg - INFO - Iter [41000/80000] lr: 1.950e-05, eta: 3:31:06, time: 0.916, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5365, decode.acc_seg: 79.6706, loss: 0.5365 2023-11-30 22:12:05,993 - mmseg - INFO - per class results: 2023-11-30 22:12:06,005 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.76 | 84.96 | | building | 79.55 | 92.36 | | sky | 89.16 | 95.68 | | floor | 74.78 | 86.92 | | tree | 69.02 | 85.04 | | ceiling | 77.24 | 87.37 | | road | 78.28 | 88.06 | | bed | 84.61 | 93.5 | | windowpane | 58.27 | 74.7 | | grass | 65.89 | 81.86 | | cabinet | 55.04 | 68.36 | | sidewalk | 56.36 | 72.64 | | person | 76.49 | 90.15 | | earth | 34.93 | 48.57 | | door | 40.72 | 50.86 | | table | 54.7 | 68.09 | | mountain | 55.31 | 70.35 | | plant | 49.71 | 59.33 | | curtain | 64.8 | 75.1 | | chair | 53.76 | 69.17 | | car | 79.13 | 92.13 | | water | 55.73 | 73.15 | | painting | 66.85 | 79.57 | | sofa | 66.76 | 81.21 | | shelf | 37.67 | 51.14 | | house | 46.35 | 63.28 | | sea | 59.85 | 76.91 | | mirror | 59.21 | 70.53 | | rug | 50.75 | 55.64 | | field | 32.38 | 49.34 | | armchair | 42.82 | 58.43 | | seat | 57.4 | 78.55 | | fence | 38.98 | 50.59 | | desk | 42.17 | 68.27 | | rock | 52.49 | 67.31 | | wardrobe | 45.28 | 61.75 | | lamp | 57.93 | 72.03 | | bathtub | 74.29 | 82.42 | | railing | 32.41 | 42.93 | | cushion | 56.7 | 69.18 | | base | 25.67 | 39.45 | | box | 25.76 | 32.65 | | column | 36.92 | 45.98 | | signboard | 31.08 | 42.87 | | chest of drawers | 38.61 | 56.36 | | counter | 32.22 | 40.22 | | sand | 44.7 | 59.21 | | sink | 70.05 | 80.13 | | skyscraper | 45.39 | 58.19 | | fireplace | 64.12 | 82.96 | | refrigerator | 58.98 | 68.34 | | grandstand | 52.12 | 77.28 | | path | 19.98 | 27.58 | | stairs | 27.82 | 31.26 | | runway | 65.72 | 86.28 | | case | 54.98 | 69.62 | | pool table | 86.12 | 95.76 | | pillow | 55.53 | 67.7 | | screen door | 54.8 | 61.21 | | stairway | 47.92 | 62.08 | | river | 14.24 | 24.97 | | bridge | 42.29 | 51.15 | | bookcase | 33.7 | 50.05 | | blind | 25.65 | 28.91 | | coffee table | 58.39 | 80.38 | | toilet | 78.03 | 88.21 | | flower | 39.02 | 56.36 | | book | 47.26 | 65.78 | | hill | 5.9 | 9.85 | | bench | 47.25 | 57.89 | | countertop | 54.3 | 69.36 | | stove | 70.79 | 80.22 | | palm | 44.73 | 58.98 | | kitchen island | 38.54 | 66.61 | | computer | 64.14 | 80.74 | | swivel chair | 41.97 | 57.94 | | boat | 61.09 | 77.07 | | bar | 51.98 | 67.14 | | arcade machine | 68.85 | 79.51 | | hovel | 39.19 | 44.74 | | bus | 84.51 | 90.96 | | towel | 66.17 | 79.83 | | light | 36.95 | 43.12 | | truck | 35.8 | 50.52 | | tower | 19.88 | 29.4 | | chandelier | 63.2 | 76.21 | | awning | 26.39 | 32.71 | | streetlight | 23.71 | 29.6 | | booth | 35.78 | 44.96 | | television receiver | 69.34 | 78.2 | | airplane | 55.29 | 66.05 | | dirt track | 4.3 | 8.56 | | apparel | 49.32 | 62.68 | | pole | 16.61 | 21.25 | | land | 2.2 | 3.17 | | bannister | 7.78 | 10.27 | | escalator | 53.44 | 69.55 | | ottoman | 46.01 | 56.78 | | bottle | 39.8 | 64.47 | | buffet | 44.07 | 53.38 | | poster | 21.47 | 28.38 | | stage | 17.24 | 35.98 | | van | 33.35 | 41.4 | | ship | 28.26 | 32.0 | | fountain | 26.85 | 28.29 | | conveyer belt | 60.46 | 95.55 | | canopy | 35.67 | 42.7 | | washer | 69.94 | 76.47 | | plaything | 28.89 | 41.4 | | swimming pool | 60.89 | 77.78 | | stool | 33.49 | 42.31 | | barrel | 36.63 | 48.39 | | basket | 36.35 | 45.39 | | waterfall | 44.52 | 50.45 | | tent | 78.91 | 97.35 | | bag | 14.84 | 17.0 | | minibike | 64.47 | 85.41 | | cradle | 70.41 | 94.57 | | oven | 50.81 | 60.54 | | ball | 54.17 | 65.1 | | food | 54.46 | 65.77 | | step | 7.77 | 8.49 | | tank | 58.24 | 69.24 | | trade name | 14.22 | 15.73 | | microwave | 71.25 | 77.41 | | pot | 40.61 | 45.57 | | animal | 55.45 | 60.65 | | bicycle | 56.85 | 77.57 | | lake | 22.82 | 26.49 | | dishwasher | 52.02 | 56.94 | | screen | 41.85 | 57.29 | | blanket | 21.25 | 24.79 | | sculpture | 57.56 | 75.19 | | hood | 53.94 | 58.73 | | sconce | 43.11 | 53.17 | | vase | 38.54 | 57.48 | | traffic light | 31.67 | 40.16 | | tray | 10.37 | 12.84 | | ashcan | 42.5 | 53.65 | | fan | 55.11 | 68.38 | | pier | 33.93 | 40.51 | | crt screen | 6.14 | 12.67 | | plate | 51.33 | 68.55 | | monitor | 23.42 | 26.72 | | bulletin board | 42.34 | 53.09 | | shower | 2.42 | 4.19 | | radiator | 59.67 | 69.2 | | glass | 16.59 | 18.34 | | clock | 34.06 | 37.69 | | flag | 47.23 | 54.88 | +---------------------+-------+-------+ 2023-11-30 22:12:06,005 - mmseg - INFO - Summary: 2023-11-30 22:12:06,006 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 80.05 | 46.7 | 58.25 | +-------+------+-------+ 2023-11-30 22:12:06,007 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:12:06,007 - mmseg - INFO - Iter(val) [250] aAcc: 0.8005, mIoU: 0.4670, mAcc: 0.5825, IoU.wall: 0.7076, IoU.building: 0.7955, IoU.sky: 0.8916, IoU.floor: 0.7478, IoU.tree: 0.6902, IoU.ceiling: 0.7724, IoU.road: 0.7828, IoU.bed : 0.8461, IoU.windowpane: 0.5827, IoU.grass: 0.6589, IoU.cabinet: 0.5504, IoU.sidewalk: 0.5636, IoU.person: 0.7649, IoU.earth: 0.3493, IoU.door: 0.4072, IoU.table: 0.5470, IoU.mountain: 0.5531, IoU.plant: 0.4971, IoU.curtain: 0.6480, IoU.chair: 0.5376, IoU.car: 0.7913, IoU.water: 0.5573, IoU.painting: 0.6685, IoU.sofa: 0.6676, IoU.shelf: 0.3767, IoU.house: 0.4635, IoU.sea: 0.5985, IoU.mirror: 0.5921, IoU.rug: 0.5075, IoU.field: 0.3238, IoU.armchair: 0.4282, IoU.seat: 0.5740, IoU.fence: 0.3898, IoU.desk: 0.4217, IoU.rock: 0.5249, IoU.wardrobe: 0.4528, IoU.lamp: 0.5793, IoU.bathtub: 0.7429, IoU.railing: 0.3241, IoU.cushion: 0.5670, IoU.base: 0.2567, IoU.box: 0.2576, IoU.column: 0.3692, IoU.signboard: 0.3108, IoU.chest of drawers: 0.3861, IoU.counter: 0.3222, IoU.sand: 0.4470, IoU.sink: 0.7005, IoU.skyscraper: 0.4539, IoU.fireplace: 0.6412, IoU.refrigerator: 0.5898, IoU.grandstand: 0.5212, IoU.path: 0.1998, IoU.stairs: 0.2782, IoU.runway: 0.6572, IoU.case: 0.5498, IoU.pool table: 0.8612, IoU.pillow: 0.5553, IoU.screen door: 0.5480, IoU.stairway: 0.4792, IoU.river: 0.1424, IoU.bridge: 0.4229, IoU.bookcase: 0.3370, IoU.blind: 0.2565, IoU.coffee table: 0.5839, IoU.toilet: 0.7803, IoU.flower: 0.3902, IoU.book: 0.4726, IoU.hill: 0.0590, IoU.bench: 0.4725, IoU.countertop: 0.5430, IoU.stove: 0.7079, IoU.palm: 0.4473, IoU.kitchen island: 0.3854, IoU.computer: 0.6414, IoU.swivel chair: 0.4197, IoU.boat: 0.6109, IoU.bar: 0.5198, IoU.arcade machine: 0.6885, IoU.hovel: 0.3919, IoU.bus: 0.8451, IoU.towel: 0.6617, IoU.light: 0.3695, IoU.truck: 0.3580, IoU.tower: 0.1988, IoU.chandelier: 0.6320, IoU.awning: 0.2639, IoU.streetlight: 0.2371, IoU.booth: 0.3578, IoU.television receiver: 0.6934, IoU.airplane: 0.5529, IoU.dirt track: 0.0430, IoU.apparel: 0.4932, IoU.pole: 0.1661, IoU.land: 0.0220, IoU.bannister: 0.0778, IoU.escalator: 0.5344, IoU.ottoman: 0.4601, IoU.bottle: 0.3980, IoU.buffet: 0.4407, IoU.poster: 0.2147, IoU.stage: 0.1724, IoU.van: 0.3335, IoU.ship: 0.2826, IoU.fountain: 0.2685, IoU.conveyer belt: 0.6046, IoU.canopy: 0.3567, IoU.washer: 0.6994, IoU.plaything: 0.2889, IoU.swimming pool: 0.6089, IoU.stool: 0.3349, IoU.barrel: 0.3663, IoU.basket: 0.3635, IoU.waterfall: 0.4452, IoU.tent: 0.7891, IoU.bag: 0.1484, IoU.minibike: 0.6447, IoU.cradle: 0.7041, IoU.oven: 0.5081, IoU.ball: 0.5417, IoU.food: 0.5446, IoU.step: 0.0777, IoU.tank: 0.5824, IoU.trade name: 0.1422, IoU.microwave: 0.7125, IoU.pot: 0.4061, IoU.animal: 0.5545, IoU.bicycle: 0.5685, IoU.lake: 0.2282, IoU.dishwasher: 0.5202, IoU.screen: 0.4185, IoU.blanket: 0.2125, IoU.sculpture: 0.5756, IoU.hood: 0.5394, IoU.sconce: 0.4311, IoU.vase: 0.3854, IoU.traffic light: 0.3167, IoU.tray: 0.1037, IoU.ashcan: 0.4250, IoU.fan: 0.5511, IoU.pier: 0.3393, IoU.crt screen: 0.0614, IoU.plate: 0.5133, IoU.monitor: 0.2342, IoU.bulletin board: 0.4234, IoU.shower: 0.0242, IoU.radiator: 0.5967, IoU.glass: 0.1659, IoU.clock: 0.3406, IoU.flag: 0.4723, Acc.wall: 0.8496, Acc.building: 0.9236, Acc.sky: 0.9568, Acc.floor: 0.8692, Acc.tree: 0.8504, Acc.ceiling: 0.8737, Acc.road: 0.8806, Acc.bed : 0.9350, Acc.windowpane: 0.7470, Acc.grass: 0.8186, Acc.cabinet: 0.6836, Acc.sidewalk: 0.7264, Acc.person: 0.9015, Acc.earth: 0.4857, Acc.door: 0.5086, Acc.table: 0.6809, Acc.mountain: 0.7035, Acc.plant: 0.5933, Acc.curtain: 0.7510, Acc.chair: 0.6917, Acc.car: 0.9213, Acc.water: 0.7315, Acc.painting: 0.7957, Acc.sofa: 0.8121, Acc.shelf: 0.5114, Acc.house: 0.6328, Acc.sea: 0.7691, Acc.mirror: 0.7053, Acc.rug: 0.5564, Acc.field: 0.4934, Acc.armchair: 0.5843, Acc.seat: 0.7855, Acc.fence: 0.5059, Acc.desk: 0.6827, Acc.rock: 0.6731, Acc.wardrobe: 0.6175, Acc.lamp: 0.7203, Acc.bathtub: 0.8242, Acc.railing: 0.4293, Acc.cushion: 0.6918, Acc.base: 0.3945, Acc.box: 0.3265, Acc.column: 0.4598, Acc.signboard: 0.4287, Acc.chest of drawers: 0.5636, Acc.counter: 0.4022, Acc.sand: 0.5921, Acc.sink: 0.8013, Acc.skyscraper: 0.5819, Acc.fireplace: 0.8296, Acc.refrigerator: 0.6834, Acc.grandstand: 0.7728, Acc.path: 0.2758, Acc.stairs: 0.3126, Acc.runway: 0.8628, Acc.case: 0.6962, Acc.pool table: 0.9576, Acc.pillow: 0.6770, Acc.screen door: 0.6121, Acc.stairway: 0.6208, Acc.river: 0.2497, Acc.bridge: 0.5115, Acc.bookcase: 0.5005, Acc.blind: 0.2891, Acc.coffee table: 0.8038, Acc.toilet: 0.8821, Acc.flower: 0.5636, Acc.book: 0.6578, Acc.hill: 0.0985, Acc.bench: 0.5789, Acc.countertop: 0.6936, Acc.stove: 0.8022, Acc.palm: 0.5898, Acc.kitchen island: 0.6661, Acc.computer: 0.8074, Acc.swivel chair: 0.5794, Acc.boat: 0.7707, Acc.bar: 0.6714, Acc.arcade machine: 0.7951, Acc.hovel: 0.4474, Acc.bus: 0.9096, Acc.towel: 0.7983, Acc.light: 0.4312, Acc.truck: 0.5052, Acc.tower: 0.2940, Acc.chandelier: 0.7621, Acc.awning: 0.3271, Acc.streetlight: 0.2960, Acc.booth: 0.4496, Acc.television receiver: 0.7820, Acc.airplane: 0.6605, Acc.dirt track: 0.0856, Acc.apparel: 0.6268, Acc.pole: 0.2125, Acc.land: 0.0317, Acc.bannister: 0.1027, Acc.escalator: 0.6955, Acc.ottoman: 0.5678, Acc.bottle: 0.6447, Acc.buffet: 0.5338, Acc.poster: 0.2838, Acc.stage: 0.3598, Acc.van: 0.4140, Acc.ship: 0.3200, Acc.fountain: 0.2829, Acc.conveyer belt: 0.9555, Acc.canopy: 0.4270, Acc.washer: 0.7647, Acc.plaything: 0.4140, Acc.swimming pool: 0.7778, Acc.stool: 0.4231, Acc.barrel: 0.4839, Acc.basket: 0.4539, Acc.waterfall: 0.5045, Acc.tent: 0.9735, Acc.bag: 0.1700, Acc.minibike: 0.8541, Acc.cradle: 0.9457, Acc.oven: 0.6054, Acc.ball: 0.6510, Acc.food: 0.6577, Acc.step: 0.0849, Acc.tank: 0.6924, Acc.trade name: 0.1573, Acc.microwave: 0.7741, Acc.pot: 0.4557, Acc.animal: 0.6065, Acc.bicycle: 0.7757, Acc.lake: 0.2649, Acc.dishwasher: 0.5694, Acc.screen: 0.5729, Acc.blanket: 0.2479, Acc.sculpture: 0.7519, Acc.hood: 0.5873, Acc.sconce: 0.5317, Acc.vase: 0.5748, Acc.traffic light: 0.4016, Acc.tray: 0.1284, Acc.ashcan: 0.5365, Acc.fan: 0.6838, Acc.pier: 0.4051, Acc.crt screen: 0.1267, Acc.plate: 0.6855, Acc.monitor: 0.2672, Acc.bulletin board: 0.5309, Acc.shower: 0.0419, Acc.radiator: 0.6920, Acc.glass: 0.1834, Acc.clock: 0.3769, Acc.flag: 0.5488 2023-11-30 22:12:17,175 - mmseg - INFO - Iter [41050/80000] lr: 1.948e-05, eta: 3:31:32, time: 1.224, data_time: 1.019, memory: 14238, decode.loss_ce: 0.5383, decode.acc_seg: 79.9509, loss: 0.5383 2023-11-30 22:12:27,780 - mmseg - INFO - Iter [41100/80000] lr: 1.945e-05, eta: 3:31:11, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5360, decode.acc_seg: 79.6325, loss: 0.5360 2023-11-30 22:12:38,392 - mmseg - INFO - Iter [41150/80000] lr: 1.943e-05, eta: 3:30:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5070, decode.acc_seg: 81.0367, loss: 0.5070 2023-11-30 22:12:49,004 - mmseg - INFO - Iter [41200/80000] lr: 1.940e-05, eta: 3:30:27, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5186, decode.acc_seg: 79.9471, loss: 0.5186 2023-11-30 22:12:59,614 - mmseg - INFO - Iter [41250/80000] lr: 1.938e-05, eta: 3:30:06, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5419, decode.acc_seg: 79.9043, loss: 0.5419 2023-11-30 22:13:10,228 - mmseg - INFO - Iter [41300/80000] lr: 1.935e-05, eta: 3:29:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5087, decode.acc_seg: 80.7590, loss: 0.5087 2023-11-30 22:13:20,831 - mmseg - INFO - Iter [41350/80000] lr: 1.933e-05, eta: 3:29:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5092, decode.acc_seg: 80.3925, loss: 0.5092 2023-11-30 22:13:31,437 - mmseg - INFO - Iter [41400/80000] lr: 1.930e-05, eta: 3:29:01, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5298, decode.acc_seg: 80.1363, loss: 0.5298 2023-11-30 22:13:42,039 - mmseg - INFO - Iter [41450/80000] lr: 1.928e-05, eta: 3:28:40, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5176, decode.acc_seg: 80.8756, loss: 0.5176 2023-11-30 22:13:52,644 - mmseg - INFO - Iter [41500/80000] lr: 1.925e-05, eta: 3:28:18, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5080, decode.acc_seg: 81.0943, loss: 0.5080 2023-11-30 22:14:03,246 - mmseg - INFO - Iter [41550/80000] lr: 1.923e-05, eta: 3:27:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5211, decode.acc_seg: 80.4576, loss: 0.5211 2023-11-30 22:14:13,844 - mmseg - INFO - Iter [41600/80000] lr: 1.920e-05, eta: 3:27:35, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5277, decode.acc_seg: 80.7035, loss: 0.5277 2023-11-30 22:14:24,444 - mmseg - INFO - Iter [41650/80000] lr: 1.918e-05, eta: 3:27:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5158, decode.acc_seg: 80.0992, loss: 0.5158 2023-11-30 22:14:37,392 - mmseg - INFO - Iter [41700/80000] lr: 1.915e-05, eta: 3:26:55, time: 0.259, data_time: 0.050, memory: 14238, decode.loss_ce: 0.5255, decode.acc_seg: 80.0139, loss: 0.5255 2023-11-30 22:14:47,983 - mmseg - INFO - Iter [41750/80000] lr: 1.913e-05, eta: 3:26:33, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5132, decode.acc_seg: 80.5388, loss: 0.5132 2023-11-30 22:14:58,577 - mmseg - INFO - Iter [41800/80000] lr: 1.910e-05, eta: 3:26:12, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5389, decode.acc_seg: 79.7782, loss: 0.5389 2023-11-30 22:15:09,178 - mmseg - INFO - Iter [41850/80000] lr: 1.908e-05, eta: 3:25:51, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5178, decode.acc_seg: 80.5681, loss: 0.5178 2023-11-30 22:15:19,775 - mmseg - INFO - Iter [41900/80000] lr: 1.905e-05, eta: 3:25:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5285, decode.acc_seg: 80.2421, loss: 0.5285 2023-11-30 22:15:30,376 - mmseg - INFO - Iter [41950/80000] lr: 1.903e-05, eta: 3:25:08, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5134, decode.acc_seg: 80.9173, loss: 0.5134 2023-11-30 22:15:40,954 - mmseg - INFO - Saving checkpoint at 42000 iterations 2023-11-30 22:16:16,576 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:16:16,576 - mmseg - INFO - Iter [42000/80000] lr: 1.900e-05, eta: 3:25:19, time: 0.924, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5084, decode.acc_seg: 80.9505, loss: 0.5084 2023-11-30 22:17:06,635 - mmseg - INFO - per class results: 2023-11-30 22:17:06,642 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.79 | 85.15 | | building | 80.36 | 91.31 | | sky | 89.8 | 95.38 | | floor | 74.36 | 88.0 | | tree | 69.71 | 85.65 | | ceiling | 77.13 | 86.92 | | road | 78.57 | 88.0 | | bed | 84.73 | 93.27 | | windowpane | 58.44 | 75.85 | | grass | 65.53 | 81.61 | | cabinet | 55.34 | 69.39 | | sidewalk | 56.63 | 71.35 | | person | 76.48 | 90.56 | | earth | 34.77 | 48.11 | | door | 41.15 | 52.41 | | table | 54.86 | 69.61 | | mountain | 55.87 | 70.96 | | plant | 50.89 | 62.56 | | curtain | 65.42 | 76.9 | | chair | 53.6 | 68.7 | | car | 79.63 | 92.16 | | water | 55.0 | 71.07 | | painting | 66.14 | 83.23 | | sofa | 66.73 | 81.5 | | shelf | 37.33 | 50.7 | | house | 47.64 | 63.62 | | sea | 60.98 | 79.51 | | mirror | 59.11 | 71.42 | | rug | 49.48 | 53.96 | | field | 32.18 | 49.54 | | armchair | 42.99 | 62.48 | | seat | 58.03 | 78.35 | | fence | 37.61 | 47.48 | | desk | 42.32 | 68.07 | | rock | 51.97 | 66.65 | | wardrobe | 43.91 | 57.07 | | lamp | 57.81 | 72.05 | | bathtub | 74.14 | 81.82 | | railing | 33.29 | 47.1 | | cushion | 56.63 | 69.66 | | base | 25.42 | 38.91 | | box | 26.59 | 34.64 | | column | 35.44 | 43.3 | | signboard | 32.13 | 46.68 | | chest of drawers | 38.28 | 55.28 | | counter | 33.68 | 44.2 | | sand | 44.31 | 58.27 | | sink | 70.32 | 79.18 | | skyscraper | 45.2 | 58.27 | | fireplace | 64.29 | 82.39 | | refrigerator | 58.87 | 68.12 | | grandstand | 52.0 | 77.13 | | path | 20.01 | 27.43 | | stairs | 30.11 | 34.82 | | runway | 65.65 | 87.42 | | case | 55.07 | 68.13 | | pool table | 85.49 | 95.92 | | pillow | 55.35 | 66.31 | | screen door | 50.15 | 54.3 | | stairway | 46.8 | 57.22 | | river | 14.43 | 27.71 | | bridge | 45.19 | 54.67 | | bookcase | 33.89 | 50.55 | | blind | 25.78 | 28.68 | | coffee table | 59.25 | 79.71 | | toilet | 78.32 | 87.86 | | flower | 38.55 | 56.24 | | book | 46.79 | 65.38 | | hill | 5.92 | 9.18 | | bench | 46.88 | 57.59 | | countertop | 54.22 | 68.97 | | stove | 70.26 | 78.57 | | palm | 46.42 | 62.18 | | kitchen island | 38.87 | 59.61 | | computer | 64.2 | 80.31 | | swivel chair | 41.82 | 56.84 | | boat | 61.55 | 76.01 | | bar | 51.45 | 62.11 | | arcade machine | 68.36 | 78.57 | | hovel | 42.88 | 49.67 | | bus | 84.74 | 91.3 | | towel | 66.33 | 80.64 | | light | 36.26 | 41.89 | | truck | 34.91 | 48.34 | | tower | 25.17 | 40.23 | | chandelier | 63.52 | 79.92 | | awning | 28.28 | 35.1 | | streetlight | 23.5 | 29.09 | | booth | 35.5 | 47.73 | | television receiver | 69.9 | 79.91 | | airplane | 55.23 | 66.04 | | dirt track | 5.01 | 10.69 | | apparel | 48.76 | 66.57 | | pole | 17.52 | 22.79 | | land | 1.36 | 1.94 | | bannister | 6.85 | 8.87 | | escalator | 52.46 | 67.57 | | ottoman | 45.97 | 55.66 | | bottle | 39.92 | 62.85 | | buffet | 42.31 | 49.81 | | poster | 19.38 | 23.56 | | stage | 16.91 | 36.15 | | van | 35.48 | 46.55 | | ship | 29.05 | 33.85 | | fountain | 25.58 | 26.99 | | conveyer belt | 64.44 | 94.08 | | canopy | 37.12 | 44.45 | | washer | 69.4 | 75.79 | | plaything | 29.1 | 44.76 | | swimming pool | 60.5 | 76.06 | | stool | 34.64 | 42.92 | | barrel | 38.88 | 52.66 | | basket | 36.23 | 45.55 | | waterfall | 46.53 | 54.33 | | tent | 77.69 | 97.35 | | bag | 15.14 | 17.52 | | minibike | 63.79 | 87.23 | | cradle | 73.24 | 93.55 | | oven | 50.85 | 61.22 | | ball | 54.18 | 65.09 | | food | 53.99 | 64.4 | | step | 7.62 | 8.3 | | tank | 59.95 | 73.27 | | trade name | 16.32 | 18.51 | | microwave | 70.41 | 76.45 | | pot | 40.9 | 46.09 | | animal | 58.26 | 65.47 | | bicycle | 57.7 | 79.88 | | lake | 23.43 | 27.78 | | dishwasher | 52.2 | 56.19 | | screen | 42.6 | 56.53 | | blanket | 18.04 | 20.41 | | sculpture | 57.03 | 75.97 | | hood | 54.29 | 59.46 | | sconce | 42.74 | 53.15 | | vase | 38.5 | 56.52 | | traffic light | 32.58 | 42.94 | | tray | 10.22 | 12.48 | | ashcan | 43.05 | 54.27 | | fan | 56.04 | 71.32 | | pier | 33.67 | 43.63 | | crt screen | 6.09 | 11.33 | | plate | 50.95 | 67.8 | | monitor | 25.81 | 29.81 | | bulletin board | 42.16 | 54.15 | | shower | 1.67 | 3.35 | | radiator | 59.73 | 67.16 | | glass | 16.64 | 18.35 | | clock | 35.0 | 39.14 | | flag | 48.05 | 56.62 | +---------------------+-------+-------+ 2023-11-30 22:17:06,642 - mmseg - INFO - Summary: 2023-11-30 22:17:06,642 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 80.15 | 46.9 | 58.57 | +-------+------+-------+ 2023-11-30 22:17:07,441 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_36000.pth was removed 2023-11-30 22:17:40,416 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_42000.pth. 2023-11-30 22:17:40,416 - mmseg - INFO - Best aAcc is 0.8015 at 42000 iter. 2023-11-30 22:17:40,417 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:17:40,417 - mmseg - INFO - Iter(val) [250] aAcc: 0.8015, mIoU: 0.4690, mAcc: 0.5857, IoU.wall: 0.7079, IoU.building: 0.8036, IoU.sky: 0.8980, IoU.floor: 0.7436, IoU.tree: 0.6971, IoU.ceiling: 0.7713, IoU.road: 0.7857, IoU.bed : 0.8473, IoU.windowpane: 0.5844, IoU.grass: 0.6553, IoU.cabinet: 0.5534, IoU.sidewalk: 0.5663, IoU.person: 0.7648, IoU.earth: 0.3477, IoU.door: 0.4115, IoU.table: 0.5486, IoU.mountain: 0.5587, IoU.plant: 0.5089, IoU.curtain: 0.6542, IoU.chair: 0.5360, IoU.car: 0.7963, IoU.water: 0.5500, IoU.painting: 0.6614, IoU.sofa: 0.6673, IoU.shelf: 0.3733, IoU.house: 0.4764, IoU.sea: 0.6098, IoU.mirror: 0.5911, IoU.rug: 0.4948, IoU.field: 0.3218, IoU.armchair: 0.4299, IoU.seat: 0.5803, IoU.fence: 0.3761, IoU.desk: 0.4232, IoU.rock: 0.5197, IoU.wardrobe: 0.4391, IoU.lamp: 0.5781, IoU.bathtub: 0.7414, IoU.railing: 0.3329, IoU.cushion: 0.5663, IoU.base: 0.2542, IoU.box: 0.2659, IoU.column: 0.3544, IoU.signboard: 0.3213, IoU.chest of drawers: 0.3828, IoU.counter: 0.3368, IoU.sand: 0.4431, IoU.sink: 0.7032, IoU.skyscraper: 0.4520, IoU.fireplace: 0.6429, IoU.refrigerator: 0.5887, IoU.grandstand: 0.5200, IoU.path: 0.2001, IoU.stairs: 0.3011, IoU.runway: 0.6565, IoU.case: 0.5507, IoU.pool table: 0.8549, IoU.pillow: 0.5535, IoU.screen door: 0.5015, IoU.stairway: 0.4680, IoU.river: 0.1443, IoU.bridge: 0.4519, IoU.bookcase: 0.3389, IoU.blind: 0.2578, IoU.coffee table: 0.5925, IoU.toilet: 0.7832, IoU.flower: 0.3855, IoU.book: 0.4679, IoU.hill: 0.0592, IoU.bench: 0.4688, IoU.countertop: 0.5422, IoU.stove: 0.7026, IoU.palm: 0.4642, IoU.kitchen island: 0.3887, IoU.computer: 0.6420, IoU.swivel chair: 0.4182, IoU.boat: 0.6155, IoU.bar: 0.5145, IoU.arcade machine: 0.6836, IoU.hovel: 0.4288, IoU.bus: 0.8474, IoU.towel: 0.6633, IoU.light: 0.3626, IoU.truck: 0.3491, IoU.tower: 0.2517, IoU.chandelier: 0.6352, IoU.awning: 0.2828, IoU.streetlight: 0.2350, IoU.booth: 0.3550, IoU.television receiver: 0.6990, IoU.airplane: 0.5523, IoU.dirt track: 0.0501, IoU.apparel: 0.4876, IoU.pole: 0.1752, IoU.land: 0.0136, IoU.bannister: 0.0685, IoU.escalator: 0.5246, IoU.ottoman: 0.4597, IoU.bottle: 0.3992, IoU.buffet: 0.4231, IoU.poster: 0.1938, IoU.stage: 0.1691, IoU.van: 0.3548, IoU.ship: 0.2905, IoU.fountain: 0.2558, IoU.conveyer belt: 0.6444, IoU.canopy: 0.3712, IoU.washer: 0.6940, IoU.plaything: 0.2910, IoU.swimming pool: 0.6050, IoU.stool: 0.3464, IoU.barrel: 0.3888, IoU.basket: 0.3623, IoU.waterfall: 0.4653, IoU.tent: 0.7769, IoU.bag: 0.1514, IoU.minibike: 0.6379, IoU.cradle: 0.7324, IoU.oven: 0.5085, IoU.ball: 0.5418, IoU.food: 0.5399, IoU.step: 0.0762, IoU.tank: 0.5995, IoU.trade name: 0.1632, IoU.microwave: 0.7041, IoU.pot: 0.4090, IoU.animal: 0.5826, IoU.bicycle: 0.5770, IoU.lake: 0.2343, IoU.dishwasher: 0.5220, IoU.screen: 0.4260, IoU.blanket: 0.1804, IoU.sculpture: 0.5703, IoU.hood: 0.5429, IoU.sconce: 0.4274, IoU.vase: 0.3850, IoU.traffic light: 0.3258, IoU.tray: 0.1022, IoU.ashcan: 0.4305, IoU.fan: 0.5604, IoU.pier: 0.3367, IoU.crt screen: 0.0609, IoU.plate: 0.5095, IoU.monitor: 0.2581, IoU.bulletin board: 0.4216, IoU.shower: 0.0167, IoU.radiator: 0.5973, IoU.glass: 0.1664, IoU.clock: 0.3500, IoU.flag: 0.4805, Acc.wall: 0.8515, Acc.building: 0.9131, Acc.sky: 0.9538, Acc.floor: 0.8800, Acc.tree: 0.8565, Acc.ceiling: 0.8692, Acc.road: 0.8800, Acc.bed : 0.9327, Acc.windowpane: 0.7585, Acc.grass: 0.8161, Acc.cabinet: 0.6939, Acc.sidewalk: 0.7135, Acc.person: 0.9056, Acc.earth: 0.4811, Acc.door: 0.5241, Acc.table: 0.6961, Acc.mountain: 0.7096, Acc.plant: 0.6256, Acc.curtain: 0.7690, Acc.chair: 0.6870, Acc.car: 0.9216, Acc.water: 0.7107, Acc.painting: 0.8323, Acc.sofa: 0.8150, Acc.shelf: 0.5070, Acc.house: 0.6362, Acc.sea: 0.7951, Acc.mirror: 0.7142, Acc.rug: 0.5396, Acc.field: 0.4954, Acc.armchair: 0.6248, Acc.seat: 0.7835, Acc.fence: 0.4748, Acc.desk: 0.6807, Acc.rock: 0.6665, Acc.wardrobe: 0.5707, Acc.lamp: 0.7205, Acc.bathtub: 0.8182, Acc.railing: 0.4710, Acc.cushion: 0.6966, Acc.base: 0.3891, Acc.box: 0.3464, Acc.column: 0.4330, Acc.signboard: 0.4668, Acc.chest of drawers: 0.5528, Acc.counter: 0.4420, Acc.sand: 0.5827, Acc.sink: 0.7918, Acc.skyscraper: 0.5827, Acc.fireplace: 0.8239, Acc.refrigerator: 0.6812, Acc.grandstand: 0.7713, Acc.path: 0.2743, Acc.stairs: 0.3482, Acc.runway: 0.8742, Acc.case: 0.6813, Acc.pool table: 0.9592, Acc.pillow: 0.6631, Acc.screen door: 0.5430, Acc.stairway: 0.5722, Acc.river: 0.2771, Acc.bridge: 0.5467, Acc.bookcase: 0.5055, Acc.blind: 0.2868, Acc.coffee table: 0.7971, Acc.toilet: 0.8786, Acc.flower: 0.5624, Acc.book: 0.6538, Acc.hill: 0.0918, Acc.bench: 0.5759, Acc.countertop: 0.6897, Acc.stove: 0.7857, Acc.palm: 0.6218, Acc.kitchen island: 0.5961, Acc.computer: 0.8031, Acc.swivel chair: 0.5684, Acc.boat: 0.7601, Acc.bar: 0.6211, Acc.arcade machine: 0.7857, Acc.hovel: 0.4967, Acc.bus: 0.9130, Acc.towel: 0.8064, Acc.light: 0.4189, Acc.truck: 0.4834, Acc.tower: 0.4023, Acc.chandelier: 0.7992, Acc.awning: 0.3510, Acc.streetlight: 0.2909, Acc.booth: 0.4773, Acc.television receiver: 0.7991, Acc.airplane: 0.6604, Acc.dirt track: 0.1069, Acc.apparel: 0.6657, Acc.pole: 0.2279, Acc.land: 0.0194, Acc.bannister: 0.0887, Acc.escalator: 0.6757, Acc.ottoman: 0.5566, Acc.bottle: 0.6285, Acc.buffet: 0.4981, Acc.poster: 0.2356, Acc.stage: 0.3615, Acc.van: 0.4655, Acc.ship: 0.3385, Acc.fountain: 0.2699, Acc.conveyer belt: 0.9408, Acc.canopy: 0.4445, Acc.washer: 0.7579, Acc.plaything: 0.4476, Acc.swimming pool: 0.7606, Acc.stool: 0.4292, Acc.barrel: 0.5266, Acc.basket: 0.4555, Acc.waterfall: 0.5433, Acc.tent: 0.9735, Acc.bag: 0.1752, Acc.minibike: 0.8723, Acc.cradle: 0.9355, Acc.oven: 0.6122, Acc.ball: 0.6509, Acc.food: 0.6440, Acc.step: 0.0830, Acc.tank: 0.7327, Acc.trade name: 0.1851, Acc.microwave: 0.7645, Acc.pot: 0.4609, Acc.animal: 0.6547, Acc.bicycle: 0.7988, Acc.lake: 0.2778, Acc.dishwasher: 0.5619, Acc.screen: 0.5653, Acc.blanket: 0.2041, Acc.sculpture: 0.7597, Acc.hood: 0.5946, Acc.sconce: 0.5315, Acc.vase: 0.5652, Acc.traffic light: 0.4294, Acc.tray: 0.1248, Acc.ashcan: 0.5427, Acc.fan: 0.7132, Acc.pier: 0.4363, Acc.crt screen: 0.1133, Acc.plate: 0.6780, Acc.monitor: 0.2981, Acc.bulletin board: 0.5415, Acc.shower: 0.0335, Acc.radiator: 0.6716, Acc.glass: 0.1835, Acc.clock: 0.3914, Acc.flag: 0.5662 2023-11-30 22:17:51,465 - mmseg - INFO - Iter [42050/80000] lr: 1.898e-05, eta: 3:26:14, time: 1.897, data_time: 1.693, memory: 14238, decode.loss_ce: 0.5041, decode.acc_seg: 81.1936, loss: 0.5041 2023-11-30 22:18:02,050 - mmseg - INFO - Iter [42100/80000] lr: 1.895e-05, eta: 3:25:53, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5331, decode.acc_seg: 79.7353, loss: 0.5331 2023-11-30 22:18:12,647 - mmseg - INFO - Iter [42150/80000] lr: 1.893e-05, eta: 3:25:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5247, decode.acc_seg: 80.1794, loss: 0.5247 2023-11-30 22:18:23,253 - mmseg - INFO - Iter [42200/80000] lr: 1.890e-05, eta: 3:25:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5184, decode.acc_seg: 80.9232, loss: 0.5184 2023-11-30 22:18:33,860 - mmseg - INFO - Iter [42250/80000] lr: 1.888e-05, eta: 3:24:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5495, decode.acc_seg: 79.5659, loss: 0.5495 2023-11-30 22:18:44,458 - mmseg - INFO - Iter [42300/80000] lr: 1.885e-05, eta: 3:24:27, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5363, decode.acc_seg: 79.9382, loss: 0.5363 2023-11-30 22:18:55,061 - mmseg - INFO - Iter [42350/80000] lr: 1.883e-05, eta: 3:24:06, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4974, decode.acc_seg: 81.3060, loss: 0.4974 2023-11-30 22:19:05,664 - mmseg - INFO - Iter [42400/80000] lr: 1.880e-05, eta: 3:23:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5327, decode.acc_seg: 80.0789, loss: 0.5327 2023-11-30 22:19:16,267 - mmseg - INFO - Iter [42450/80000] lr: 1.878e-05, eta: 3:23:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4978, decode.acc_seg: 81.1642, loss: 0.4978 2023-11-30 22:19:26,871 - mmseg - INFO - Iter [42500/80000] lr: 1.875e-05, eta: 3:23:02, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5133, decode.acc_seg: 80.8162, loss: 0.5133 2023-11-30 22:19:37,480 - mmseg - INFO - Iter [42550/80000] lr: 1.873e-05, eta: 3:22:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5200, decode.acc_seg: 80.4388, loss: 0.5200 2023-11-30 22:19:48,081 - mmseg - INFO - Iter [42600/80000] lr: 1.870e-05, eta: 3:22:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5234, decode.acc_seg: 80.2336, loss: 0.5234 2023-11-30 22:19:58,688 - mmseg - INFO - Iter [42650/80000] lr: 1.868e-05, eta: 3:21:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5180, decode.acc_seg: 80.6514, loss: 0.5180 2023-11-30 22:20:09,291 - mmseg - INFO - Iter [42700/80000] lr: 1.865e-05, eta: 3:21:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5229, decode.acc_seg: 80.2289, loss: 0.5229 2023-11-30 22:20:19,893 - mmseg - INFO - Iter [42750/80000] lr: 1.863e-05, eta: 3:21:16, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5204, decode.acc_seg: 80.7944, loss: 0.5204 2023-11-30 22:20:30,502 - mmseg - INFO - Iter [42800/80000] lr: 1.860e-05, eta: 3:20:55, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5303, decode.acc_seg: 80.0971, loss: 0.5303 2023-11-30 22:20:41,104 - mmseg - INFO - Iter [42850/80000] lr: 1.858e-05, eta: 3:20:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5134, decode.acc_seg: 80.4193, loss: 0.5134 2023-11-30 22:20:51,709 - mmseg - INFO - Iter [42900/80000] lr: 1.855e-05, eta: 3:20:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5286, decode.acc_seg: 79.8668, loss: 0.5286 2023-11-30 22:21:04,563 - mmseg - INFO - Iter [42950/80000] lr: 1.853e-05, eta: 3:19:54, time: 0.257, data_time: 0.051, memory: 14238, decode.loss_ce: 0.5303, decode.acc_seg: 79.8327, loss: 0.5303 2023-11-30 22:21:15,141 - mmseg - INFO - Saving checkpoint at 43000 iterations 2023-11-30 22:21:51,954 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:21:51,954 - mmseg - INFO - Iter [43000/80000] lr: 1.850e-05, eta: 3:20:05, time: 0.948, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5168, decode.acc_seg: 80.0418, loss: 0.5168 2023-11-30 22:22:42,074 - mmseg - INFO - per class results: 2023-11-30 22:22:42,081 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.94 | 84.64 | | building | 80.03 | 91.9 | | sky | 89.51 | 95.66 | | floor | 74.63 | 87.46 | | tree | 69.38 | 84.91 | | ceiling | 77.37 | 87.98 | | road | 78.11 | 88.62 | | bed | 84.68 | 93.44 | | windowpane | 58.48 | 75.58 | | grass | 65.55 | 79.45 | | cabinet | 55.13 | 68.71 | | sidewalk | 56.2 | 72.2 | | person | 76.42 | 90.52 | | earth | 35.08 | 47.93 | | door | 40.66 | 50.57 | | table | 55.27 | 70.56 | | mountain | 55.72 | 70.12 | | plant | 50.72 | 61.14 | | curtain | 65.53 | 77.13 | | chair | 53.88 | 70.73 | | car | 79.73 | 91.78 | | water | 55.32 | 72.83 | | painting | 66.94 | 81.22 | | sofa | 66.74 | 80.16 | | shelf | 38.72 | 53.45 | | house | 45.64 | 60.2 | | sea | 60.43 | 77.49 | | mirror | 59.05 | 71.36 | | rug | 52.44 | 58.16 | | field | 32.8 | 52.96 | | armchair | 43.19 | 61.19 | | seat | 57.22 | 79.26 | | fence | 38.55 | 50.07 | | desk | 42.2 | 68.86 | | rock | 52.83 | 67.48 | | wardrobe | 45.11 | 60.99 | | lamp | 57.86 | 72.66 | | bathtub | 73.88 | 81.46 | | railing | 33.7 | 48.74 | | cushion | 56.11 | 67.31 | | base | 25.51 | 38.8 | | box | 26.52 | 34.4 | | column | 37.25 | 47.09 | | signboard | 31.72 | 47.88 | | chest of drawers | 38.11 | 52.34 | | counter | 31.17 | 38.76 | | sand | 45.82 | 60.73 | | sink | 70.15 | 79.83 | | skyscraper | 45.75 | 59.71 | | fireplace | 64.21 | 82.55 | | refrigerator | 58.95 | 69.11 | | grandstand | 52.21 | 77.59 | | path | 19.0 | 25.4 | | stairs | 29.19 | 33.66 | | runway | 65.89 | 87.65 | | case | 55.25 | 69.94 | | pool table | 85.75 | 95.94 | | pillow | 55.62 | 68.58 | | screen door | 52.9 | 57.8 | | stairway | 45.23 | 55.74 | | river | 14.37 | 24.91 | | bridge | 45.01 | 53.74 | | bookcase | 33.13 | 45.82 | | blind | 28.41 | 32.32 | | coffee table | 60.75 | 77.3 | | toilet | 78.23 | 87.99 | | flower | 38.51 | 54.42 | | book | 47.51 | 65.79 | | hill | 6.07 | 10.3 | | bench | 46.93 | 58.8 | | countertop | 54.03 | 67.22 | | stove | 70.77 | 79.82 | | palm | 46.33 | 64.87 | | kitchen island | 37.7 | 63.08 | | computer | 64.33 | 80.81 | | swivel chair | 40.71 | 53.01 | | boat | 62.56 | 76.9 | | bar | 51.99 | 66.75 | | arcade machine | 68.71 | 79.77 | | hovel | 36.3 | 40.82 | | bus | 84.59 | 91.49 | | towel | 66.05 | 80.61 | | light | 37.19 | 43.73 | | truck | 35.95 | 51.71 | | tower | 25.03 | 39.3 | | chandelier | 63.51 | 79.0 | | awning | 27.88 | 34.47 | | streetlight | 24.28 | 31.05 | | booth | 35.9 | 46.48 | | television receiver | 70.05 | 80.43 | | airplane | 54.9 | 66.79 | | dirt track | 4.24 | 8.56 | | apparel | 50.0 | 67.5 | | pole | 17.02 | 22.38 | | land | 1.76 | 2.45 | | bannister | 8.37 | 11.1 | | escalator | 54.26 | 71.61 | | ottoman | 45.82 | 55.24 | | bottle | 39.84 | 65.61 | | buffet | 42.91 | 51.18 | | poster | 19.75 | 24.79 | | stage | 17.27 | 38.24 | | van | 36.48 | 47.87 | | ship | 23.62 | 26.5 | | fountain | 24.18 | 25.16 | | conveyer belt | 60.98 | 95.13 | | canopy | 35.7 | 42.76 | | washer | 69.47 | 75.83 | | plaything | 28.26 | 41.27 | | swimming pool | 61.34 | 77.9 | | stool | 35.55 | 47.17 | | barrel | 36.87 | 48.32 | | basket | 36.34 | 46.05 | | waterfall | 45.19 | 51.29 | | tent | 77.78 | 97.65 | | bag | 15.82 | 18.63 | | minibike | 64.74 | 85.69 | | cradle | 71.14 | 94.77 | | oven | 50.71 | 60.31 | | ball | 51.17 | 59.05 | | food | 53.91 | 64.2 | | step | 7.91 | 8.77 | | tank | 60.15 | 73.23 | | trade name | 16.44 | 18.62 | | microwave | 71.04 | 77.43 | | pot | 41.0 | 46.21 | | animal | 56.23 | 61.58 | | bicycle | 56.74 | 75.35 | | lake | 18.57 | 21.02 | | dishwasher | 53.23 | 58.26 | | screen | 43.07 | 58.27 | | blanket | 21.55 | 25.04 | | sculpture | 56.45 | 76.14 | | hood | 52.48 | 56.63 | | sconce | 42.46 | 51.72 | | vase | 38.66 | 55.16 | | traffic light | 33.07 | 43.98 | | tray | 10.31 | 12.75 | | ashcan | 42.92 | 56.89 | | fan | 56.14 | 72.18 | | pier | 33.98 | 42.44 | | crt screen | 6.65 | 13.79 | | plate | 50.9 | 68.04 | | monitor | 24.9 | 28.38 | | bulletin board | 42.38 | 53.91 | | shower | 1.92 | 3.5 | | radiator | 59.96 | 69.05 | | glass | 17.09 | 19.08 | | clock | 36.28 | 41.45 | | flag | 48.48 | 56.72 | +---------------------+-------+-------+ 2023-11-30 22:22:42,081 - mmseg - INFO - Summary: 2023-11-30 22:22:42,081 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 80.15 | 46.85 | 58.6 | +-------+-------+------+ 2023-11-30 22:22:42,082 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:22:42,082 - mmseg - INFO - Iter(val) [250] aAcc: 0.8015, mIoU: 0.4685, mAcc: 0.5860, IoU.wall: 0.7094, IoU.building: 0.8003, IoU.sky: 0.8951, IoU.floor: 0.7463, IoU.tree: 0.6938, IoU.ceiling: 0.7737, IoU.road: 0.7811, IoU.bed : 0.8468, IoU.windowpane: 0.5848, IoU.grass: 0.6555, IoU.cabinet: 0.5513, IoU.sidewalk: 0.5620, IoU.person: 0.7642, IoU.earth: 0.3508, IoU.door: 0.4066, IoU.table: 0.5527, IoU.mountain: 0.5572, IoU.plant: 0.5072, IoU.curtain: 0.6553, IoU.chair: 0.5388, IoU.car: 0.7973, IoU.water: 0.5532, IoU.painting: 0.6694, IoU.sofa: 0.6674, IoU.shelf: 0.3872, IoU.house: 0.4564, IoU.sea: 0.6043, IoU.mirror: 0.5905, IoU.rug: 0.5244, IoU.field: 0.3280, IoU.armchair: 0.4319, IoU.seat: 0.5722, IoU.fence: 0.3855, IoU.desk: 0.4220, IoU.rock: 0.5283, IoU.wardrobe: 0.4511, IoU.lamp: 0.5786, IoU.bathtub: 0.7388, IoU.railing: 0.3370, IoU.cushion: 0.5611, IoU.base: 0.2551, IoU.box: 0.2652, IoU.column: 0.3725, IoU.signboard: 0.3172, IoU.chest of drawers: 0.3811, IoU.counter: 0.3117, IoU.sand: 0.4582, IoU.sink: 0.7015, IoU.skyscraper: 0.4575, IoU.fireplace: 0.6421, IoU.refrigerator: 0.5895, IoU.grandstand: 0.5221, IoU.path: 0.1900, IoU.stairs: 0.2919, IoU.runway: 0.6589, IoU.case: 0.5525, IoU.pool table: 0.8575, IoU.pillow: 0.5562, IoU.screen door: 0.5290, IoU.stairway: 0.4523, IoU.river: 0.1437, IoU.bridge: 0.4501, IoU.bookcase: 0.3313, IoU.blind: 0.2841, IoU.coffee table: 0.6075, IoU.toilet: 0.7823, IoU.flower: 0.3851, IoU.book: 0.4751, IoU.hill: 0.0607, IoU.bench: 0.4693, IoU.countertop: 0.5403, IoU.stove: 0.7077, IoU.palm: 0.4633, IoU.kitchen island: 0.3770, IoU.computer: 0.6433, IoU.swivel chair: 0.4071, IoU.boat: 0.6256, IoU.bar: 0.5199, IoU.arcade machine: 0.6871, IoU.hovel: 0.3630, IoU.bus: 0.8459, IoU.towel: 0.6605, IoU.light: 0.3719, IoU.truck: 0.3595, IoU.tower: 0.2503, IoU.chandelier: 0.6351, IoU.awning: 0.2788, IoU.streetlight: 0.2428, IoU.booth: 0.3590, IoU.television receiver: 0.7005, IoU.airplane: 0.5490, IoU.dirt track: 0.0424, IoU.apparel: 0.5000, IoU.pole: 0.1702, IoU.land: 0.0176, IoU.bannister: 0.0837, IoU.escalator: 0.5426, IoU.ottoman: 0.4582, IoU.bottle: 0.3984, IoU.buffet: 0.4291, IoU.poster: 0.1975, IoU.stage: 0.1727, IoU.van: 0.3648, IoU.ship: 0.2362, IoU.fountain: 0.2418, IoU.conveyer belt: 0.6098, IoU.canopy: 0.3570, IoU.washer: 0.6947, IoU.plaything: 0.2826, IoU.swimming pool: 0.6134, IoU.stool: 0.3555, IoU.barrel: 0.3687, IoU.basket: 0.3634, IoU.waterfall: 0.4519, IoU.tent: 0.7778, IoU.bag: 0.1582, IoU.minibike: 0.6474, IoU.cradle: 0.7114, IoU.oven: 0.5071, IoU.ball: 0.5117, IoU.food: 0.5391, IoU.step: 0.0791, IoU.tank: 0.6015, IoU.trade name: 0.1644, IoU.microwave: 0.7104, IoU.pot: 0.4100, IoU.animal: 0.5623, IoU.bicycle: 0.5674, IoU.lake: 0.1857, IoU.dishwasher: 0.5323, IoU.screen: 0.4307, IoU.blanket: 0.2155, IoU.sculpture: 0.5645, IoU.hood: 0.5248, IoU.sconce: 0.4246, IoU.vase: 0.3866, IoU.traffic light: 0.3307, IoU.tray: 0.1031, IoU.ashcan: 0.4292, IoU.fan: 0.5614, IoU.pier: 0.3398, IoU.crt screen: 0.0665, IoU.plate: 0.5090, IoU.monitor: 0.2490, IoU.bulletin board: 0.4238, IoU.shower: 0.0192, IoU.radiator: 0.5996, IoU.glass: 0.1709, IoU.clock: 0.3628, IoU.flag: 0.4848, Acc.wall: 0.8464, Acc.building: 0.9190, Acc.sky: 0.9566, Acc.floor: 0.8746, Acc.tree: 0.8491, Acc.ceiling: 0.8798, Acc.road: 0.8862, Acc.bed : 0.9344, Acc.windowpane: 0.7558, Acc.grass: 0.7945, Acc.cabinet: 0.6871, Acc.sidewalk: 0.7220, Acc.person: 0.9052, Acc.earth: 0.4793, Acc.door: 0.5057, Acc.table: 0.7056, Acc.mountain: 0.7012, Acc.plant: 0.6114, Acc.curtain: 0.7713, Acc.chair: 0.7073, Acc.car: 0.9178, Acc.water: 0.7283, Acc.painting: 0.8122, Acc.sofa: 0.8016, Acc.shelf: 0.5345, Acc.house: 0.6020, Acc.sea: 0.7749, Acc.mirror: 0.7136, Acc.rug: 0.5816, Acc.field: 0.5296, Acc.armchair: 0.6119, Acc.seat: 0.7926, Acc.fence: 0.5007, Acc.desk: 0.6886, Acc.rock: 0.6748, Acc.wardrobe: 0.6099, Acc.lamp: 0.7266, Acc.bathtub: 0.8146, Acc.railing: 0.4874, Acc.cushion: 0.6731, Acc.base: 0.3880, Acc.box: 0.3440, Acc.column: 0.4709, Acc.signboard: 0.4788, Acc.chest of drawers: 0.5234, Acc.counter: 0.3876, Acc.sand: 0.6073, Acc.sink: 0.7983, Acc.skyscraper: 0.5971, Acc.fireplace: 0.8255, Acc.refrigerator: 0.6911, Acc.grandstand: 0.7759, Acc.path: 0.2540, Acc.stairs: 0.3366, Acc.runway: 0.8765, Acc.case: 0.6994, Acc.pool table: 0.9594, Acc.pillow: 0.6858, Acc.screen door: 0.5780, Acc.stairway: 0.5574, Acc.river: 0.2491, Acc.bridge: 0.5374, Acc.bookcase: 0.4582, Acc.blind: 0.3232, Acc.coffee table: 0.7730, Acc.toilet: 0.8799, Acc.flower: 0.5442, Acc.book: 0.6579, Acc.hill: 0.1030, Acc.bench: 0.5880, Acc.countertop: 0.6722, Acc.stove: 0.7982, Acc.palm: 0.6487, Acc.kitchen island: 0.6308, Acc.computer: 0.8081, Acc.swivel chair: 0.5301, Acc.boat: 0.7690, Acc.bar: 0.6675, Acc.arcade machine: 0.7977, Acc.hovel: 0.4082, Acc.bus: 0.9149, Acc.towel: 0.8061, Acc.light: 0.4373, Acc.truck: 0.5171, Acc.tower: 0.3930, Acc.chandelier: 0.7900, Acc.awning: 0.3447, Acc.streetlight: 0.3105, Acc.booth: 0.4648, Acc.television receiver: 0.8043, Acc.airplane: 0.6679, Acc.dirt track: 0.0856, Acc.apparel: 0.6750, Acc.pole: 0.2238, Acc.land: 0.0245, Acc.bannister: 0.1110, Acc.escalator: 0.7161, Acc.ottoman: 0.5524, Acc.bottle: 0.6561, Acc.buffet: 0.5118, Acc.poster: 0.2479, Acc.stage: 0.3824, Acc.van: 0.4787, Acc.ship: 0.2650, Acc.fountain: 0.2516, Acc.conveyer belt: 0.9513, Acc.canopy: 0.4276, Acc.washer: 0.7583, Acc.plaything: 0.4127, Acc.swimming pool: 0.7790, Acc.stool: 0.4717, Acc.barrel: 0.4832, Acc.basket: 0.4605, Acc.waterfall: 0.5129, Acc.tent: 0.9765, Acc.bag: 0.1863, Acc.minibike: 0.8569, Acc.cradle: 0.9477, Acc.oven: 0.6031, Acc.ball: 0.5905, Acc.food: 0.6420, Acc.step: 0.0877, Acc.tank: 0.7323, Acc.trade name: 0.1862, Acc.microwave: 0.7743, Acc.pot: 0.4621, Acc.animal: 0.6158, Acc.bicycle: 0.7535, Acc.lake: 0.2102, Acc.dishwasher: 0.5826, Acc.screen: 0.5827, Acc.blanket: 0.2504, Acc.sculpture: 0.7614, Acc.hood: 0.5663, Acc.sconce: 0.5172, Acc.vase: 0.5516, Acc.traffic light: 0.4398, Acc.tray: 0.1275, Acc.ashcan: 0.5689, Acc.fan: 0.7218, Acc.pier: 0.4244, Acc.crt screen: 0.1379, Acc.plate: 0.6804, Acc.monitor: 0.2838, Acc.bulletin board: 0.5391, Acc.shower: 0.0350, Acc.radiator: 0.6905, Acc.glass: 0.1908, Acc.clock: 0.4145, Acc.flag: 0.5672 2023-11-30 22:22:53,210 - mmseg - INFO - Iter [43050/80000] lr: 1.848e-05, eta: 3:20:27, time: 1.225, data_time: 1.020, memory: 14238, decode.loss_ce: 0.5128, decode.acc_seg: 80.6649, loss: 0.5128 2023-11-30 22:23:03,819 - mmseg - INFO - Iter [43100/80000] lr: 1.845e-05, eta: 3:20:06, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5084, decode.acc_seg: 80.8658, loss: 0.5084 2023-11-30 22:23:14,431 - mmseg - INFO - Iter [43150/80000] lr: 1.843e-05, eta: 3:19:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5132, decode.acc_seg: 80.4767, loss: 0.5132 2023-11-30 22:23:25,036 - mmseg - INFO - Iter [43200/80000] lr: 1.840e-05, eta: 3:19:24, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5130, decode.acc_seg: 80.5756, loss: 0.5130 2023-11-30 22:23:35,638 - mmseg - INFO - Iter [43250/80000] lr: 1.838e-05, eta: 3:19:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5008, decode.acc_seg: 81.2812, loss: 0.5008 2023-11-30 22:23:46,239 - mmseg - INFO - Iter [43300/80000] lr: 1.835e-05, eta: 3:18:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5020, decode.acc_seg: 80.6967, loss: 0.5020 2023-11-30 22:23:56,838 - mmseg - INFO - Iter [43350/80000] lr: 1.833e-05, eta: 3:18:21, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5366, decode.acc_seg: 79.8872, loss: 0.5366 2023-11-30 22:24:07,440 - mmseg - INFO - Iter [43400/80000] lr: 1.830e-05, eta: 3:18:00, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5096, decode.acc_seg: 80.9390, loss: 0.5096 2023-11-30 22:24:18,046 - mmseg - INFO - Iter [43450/80000] lr: 1.828e-05, eta: 3:17:39, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5175, decode.acc_seg: 79.9307, loss: 0.5175 2023-11-30 22:24:28,646 - mmseg - INFO - Iter [43500/80000] lr: 1.825e-05, eta: 3:17:18, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5205, decode.acc_seg: 80.4396, loss: 0.5205 2023-11-30 22:24:39,247 - mmseg - INFO - Iter [43550/80000] lr: 1.823e-05, eta: 3:16:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5313, decode.acc_seg: 80.4225, loss: 0.5313 2023-11-30 22:24:49,851 - mmseg - INFO - Iter [43600/80000] lr: 1.820e-05, eta: 3:16:36, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4946, decode.acc_seg: 81.7567, loss: 0.4946 2023-11-30 22:25:00,453 - mmseg - INFO - Iter [43650/80000] lr: 1.818e-05, eta: 3:16:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5275, decode.acc_seg: 79.9652, loss: 0.5275 2023-11-30 22:25:11,061 - mmseg - INFO - Iter [43700/80000] lr: 1.815e-05, eta: 3:15:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5193, decode.acc_seg: 80.3654, loss: 0.5193 2023-11-30 22:25:21,664 - mmseg - INFO - Iter [43750/80000] lr: 1.813e-05, eta: 3:15:33, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5338, decode.acc_seg: 80.0243, loss: 0.5338 2023-11-30 22:25:32,276 - mmseg - INFO - Iter [43800/80000] lr: 1.810e-05, eta: 3:15:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5081, decode.acc_seg: 80.7926, loss: 0.5081 2023-11-30 22:25:42,884 - mmseg - INFO - Iter [43850/80000] lr: 1.808e-05, eta: 3:14:52, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5290, decode.acc_seg: 79.7691, loss: 0.5290 2023-11-30 22:25:53,489 - mmseg - INFO - Iter [43900/80000] lr: 1.805e-05, eta: 3:14:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5117, decode.acc_seg: 81.2342, loss: 0.5117 2023-11-30 22:26:04,092 - mmseg - INFO - Iter [43950/80000] lr: 1.803e-05, eta: 3:14:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4985, decode.acc_seg: 80.6209, loss: 0.4985 2023-11-30 22:26:14,675 - mmseg - INFO - Saving checkpoint at 44000 iterations 2023-11-30 22:26:50,131 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:26:50,131 - mmseg - INFO - Iter [44000/80000] lr: 1.800e-05, eta: 3:14:19, time: 0.921, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5370, decode.acc_seg: 79.6531, loss: 0.5370 2023-11-30 22:27:41,114 - mmseg - INFO - per class results: 2023-11-30 22:27:41,121 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.93 | 84.49 | | building | 80.11 | 91.82 | | sky | 89.74 | 95.43 | | floor | 74.63 | 87.72 | | tree | 69.55 | 85.14 | | ceiling | 77.39 | 88.29 | | road | 78.12 | 88.4 | | bed | 84.13 | 94.05 | | windowpane | 58.3 | 74.95 | | grass | 65.36 | 80.05 | | cabinet | 55.05 | 67.49 | | sidewalk | 56.12 | 71.54 | | person | 76.03 | 91.43 | | earth | 35.23 | 49.29 | | door | 41.1 | 51.86 | | table | 54.94 | 68.59 | | mountain | 56.23 | 71.3 | | plant | 51.11 | 62.14 | | curtain | 65.47 | 76.48 | | chair | 53.61 | 68.81 | | car | 79.03 | 92.61 | | water | 55.44 | 73.33 | | painting | 66.69 | 82.3 | | sofa | 65.95 | 76.92 | | shelf | 37.7 | 51.76 | | house | 45.94 | 61.52 | | sea | 60.31 | 76.55 | | mirror | 58.76 | 69.6 | | rug | 51.23 | 56.18 | | field | 32.19 | 51.54 | | armchair | 43.23 | 66.12 | | seat | 57.79 | 78.67 | | fence | 38.44 | 50.06 | | desk | 42.1 | 67.99 | | rock | 53.33 | 69.32 | | wardrobe | 45.78 | 63.07 | | lamp | 57.78 | 71.78 | | bathtub | 73.87 | 81.61 | | railing | 33.41 | 46.93 | | cushion | 56.43 | 70.5 | | base | 26.06 | 40.67 | | box | 27.16 | 35.99 | | column | 37.46 | 47.54 | | signboard | 31.7 | 47.0 | | chest of drawers | 39.28 | 54.75 | | counter | 33.08 | 41.4 | | sand | 45.72 | 60.83 | | sink | 70.06 | 79.52 | | skyscraper | 45.64 | 58.25 | | fireplace | 64.34 | 82.45 | | refrigerator | 58.69 | 67.56 | | grandstand | 52.23 | 77.87 | | path | 18.86 | 25.51 | | stairs | 28.32 | 32.28 | | runway | 66.12 | 88.38 | | case | 55.26 | 70.98 | | pool table | 86.35 | 95.6 | | pillow | 53.07 | 62.16 | | screen door | 53.32 | 58.21 | | stairway | 46.47 | 60.07 | | river | 14.48 | 25.76 | | bridge | 45.11 | 54.92 | | bookcase | 33.89 | 51.72 | | blind | 23.93 | 26.4 | | coffee table | 59.57 | 79.77 | | toilet | 78.63 | 87.07 | | flower | 38.89 | 53.9 | | book | 47.31 | 67.02 | | hill | 5.86 | 8.62 | | bench | 47.0 | 58.02 | | countertop | 54.12 | 67.73 | | stove | 70.82 | 78.95 | | palm | 46.54 | 64.71 | | kitchen island | 38.11 | 65.19 | | computer | 63.86 | 81.97 | | swivel chair | 42.25 | 59.24 | | boat | 61.14 | 77.54 | | bar | 52.6 | 65.47 | | arcade machine | 66.98 | 75.54 | | hovel | 37.87 | 43.01 | | bus | 84.71 | 90.9 | | towel | 65.9 | 80.64 | | light | 37.71 | 44.54 | | truck | 36.66 | 52.23 | | tower | 23.7 | 36.57 | | chandelier | 63.56 | 78.67 | | awning | 28.49 | 35.7 | | streetlight | 23.93 | 29.94 | | booth | 35.73 | 46.95 | | television receiver | 69.47 | 78.46 | | airplane | 54.53 | 66.26 | | dirt track | 5.5 | 13.44 | | apparel | 49.67 | 62.32 | | pole | 17.49 | 22.85 | | land | 1.36 | 1.93 | | bannister | 7.83 | 10.48 | | escalator | 53.71 | 70.08 | | ottoman | 44.88 | 53.42 | | bottle | 39.64 | 63.41 | | buffet | 43.31 | 51.96 | | poster | 20.65 | 27.19 | | stage | 18.07 | 41.67 | | van | 31.05 | 38.52 | | ship | 25.47 | 28.88 | | fountain | 23.13 | 24.03 | | conveyer belt | 66.2 | 94.09 | | canopy | 37.43 | 45.6 | | washer | 68.02 | 73.79 | | plaything | 28.84 | 44.68 | | swimming pool | 61.04 | 75.45 | | stool | 34.92 | 45.16 | | barrel | 39.17 | 51.99 | | basket | 36.59 | 47.27 | | waterfall | 46.08 | 52.96 | | tent | 79.18 | 97.29 | | bag | 15.95 | 18.82 | | minibike | 64.05 | 86.51 | | cradle | 72.09 | 94.35 | | oven | 50.27 | 59.14 | | ball | 54.01 | 63.64 | | food | 51.86 | 60.81 | | step | 7.77 | 8.62 | | tank | 60.12 | 72.92 | | trade name | 14.96 | 16.67 | | microwave | 70.26 | 76.51 | | pot | 41.04 | 46.21 | | animal | 55.91 | 61.25 | | bicycle | 57.3 | 79.0 | | lake | 18.38 | 20.81 | | dishwasher | 53.36 | 58.37 | | screen | 42.62 | 57.7 | | blanket | 18.37 | 21.08 | | sculpture | 57.14 | 75.77 | | hood | 54.99 | 60.35 | | sconce | 43.96 | 54.87 | | vase | 38.83 | 58.03 | | traffic light | 32.91 | 44.42 | | tray | 9.93 | 12.38 | | ashcan | 42.96 | 54.0 | | fan | 56.31 | 72.66 | | pier | 34.05 | 40.95 | | crt screen | 6.56 | 14.06 | | plate | 51.13 | 67.75 | | monitor | 23.68 | 27.1 | | bulletin board | 43.04 | 54.39 | | shower | 2.35 | 3.58 | | radiator | 60.28 | 69.57 | | glass | 17.16 | 19.15 | | clock | 35.81 | 40.22 | | flag | 48.42 | 56.08 | +---------------------+-------+-------+ 2023-11-30 22:27:41,121 - mmseg - INFO - Summary: 2023-11-30 22:27:41,122 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.13 | 46.85 | 58.63 | +-------+-------+-------+ 2023-11-30 22:27:41,122 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:27:41,123 - mmseg - INFO - Iter(val) [250] aAcc: 0.8013, mIoU: 0.4685, mAcc: 0.5863, IoU.wall: 0.7093, IoU.building: 0.8011, IoU.sky: 0.8974, IoU.floor: 0.7463, IoU.tree: 0.6955, IoU.ceiling: 0.7739, IoU.road: 0.7812, IoU.bed : 0.8413, IoU.windowpane: 0.5830, IoU.grass: 0.6536, IoU.cabinet: 0.5505, IoU.sidewalk: 0.5612, IoU.person: 0.7603, IoU.earth: 0.3523, IoU.door: 0.4110, IoU.table: 0.5494, IoU.mountain: 0.5623, IoU.plant: 0.5111, IoU.curtain: 0.6547, IoU.chair: 0.5361, IoU.car: 0.7903, IoU.water: 0.5544, IoU.painting: 0.6669, IoU.sofa: 0.6595, IoU.shelf: 0.3770, IoU.house: 0.4594, IoU.sea: 0.6031, IoU.mirror: 0.5876, IoU.rug: 0.5123, IoU.field: 0.3219, IoU.armchair: 0.4323, IoU.seat: 0.5779, IoU.fence: 0.3844, IoU.desk: 0.4210, IoU.rock: 0.5333, IoU.wardrobe: 0.4578, IoU.lamp: 0.5778, IoU.bathtub: 0.7387, IoU.railing: 0.3341, IoU.cushion: 0.5643, IoU.base: 0.2606, IoU.box: 0.2716, IoU.column: 0.3746, IoU.signboard: 0.3170, IoU.chest of drawers: 0.3928, IoU.counter: 0.3308, IoU.sand: 0.4572, IoU.sink: 0.7006, IoU.skyscraper: 0.4564, IoU.fireplace: 0.6434, IoU.refrigerator: 0.5869, IoU.grandstand: 0.5223, IoU.path: 0.1886, IoU.stairs: 0.2832, IoU.runway: 0.6612, IoU.case: 0.5526, IoU.pool table: 0.8635, IoU.pillow: 0.5307, IoU.screen door: 0.5332, IoU.stairway: 0.4647, IoU.river: 0.1448, IoU.bridge: 0.4511, IoU.bookcase: 0.3389, IoU.blind: 0.2393, IoU.coffee table: 0.5957, IoU.toilet: 0.7863, IoU.flower: 0.3889, IoU.book: 0.4731, IoU.hill: 0.0586, IoU.bench: 0.4700, IoU.countertop: 0.5412, IoU.stove: 0.7082, IoU.palm: 0.4654, IoU.kitchen island: 0.3811, IoU.computer: 0.6386, IoU.swivel chair: 0.4225, IoU.boat: 0.6114, IoU.bar: 0.5260, IoU.arcade machine: 0.6698, IoU.hovel: 0.3787, IoU.bus: 0.8471, IoU.towel: 0.6590, IoU.light: 0.3771, IoU.truck: 0.3666, IoU.tower: 0.2370, IoU.chandelier: 0.6356, IoU.awning: 0.2849, IoU.streetlight: 0.2393, IoU.booth: 0.3573, IoU.television receiver: 0.6947, IoU.airplane: 0.5453, IoU.dirt track: 0.0550, IoU.apparel: 0.4967, IoU.pole: 0.1749, IoU.land: 0.0136, IoU.bannister: 0.0783, IoU.escalator: 0.5371, IoU.ottoman: 0.4488, IoU.bottle: 0.3964, IoU.buffet: 0.4331, IoU.poster: 0.2065, IoU.stage: 0.1807, IoU.van: 0.3105, IoU.ship: 0.2547, IoU.fountain: 0.2313, IoU.conveyer belt: 0.6620, IoU.canopy: 0.3743, IoU.washer: 0.6802, IoU.plaything: 0.2884, IoU.swimming pool: 0.6104, IoU.stool: 0.3492, IoU.barrel: 0.3917, IoU.basket: 0.3659, IoU.waterfall: 0.4608, IoU.tent: 0.7918, IoU.bag: 0.1595, IoU.minibike: 0.6405, IoU.cradle: 0.7209, IoU.oven: 0.5027, IoU.ball: 0.5401, IoU.food: 0.5186, IoU.step: 0.0777, IoU.tank: 0.6012, IoU.trade name: 0.1496, IoU.microwave: 0.7026, IoU.pot: 0.4104, IoU.animal: 0.5591, IoU.bicycle: 0.5730, IoU.lake: 0.1838, IoU.dishwasher: 0.5336, IoU.screen: 0.4262, IoU.blanket: 0.1837, IoU.sculpture: 0.5714, IoU.hood: 0.5499, IoU.sconce: 0.4396, IoU.vase: 0.3883, IoU.traffic light: 0.3291, IoU.tray: 0.0993, IoU.ashcan: 0.4296, IoU.fan: 0.5631, IoU.pier: 0.3405, IoU.crt screen: 0.0656, IoU.plate: 0.5113, IoU.monitor: 0.2368, IoU.bulletin board: 0.4304, IoU.shower: 0.0235, IoU.radiator: 0.6028, IoU.glass: 0.1716, IoU.clock: 0.3581, IoU.flag: 0.4842, Acc.wall: 0.8449, Acc.building: 0.9182, Acc.sky: 0.9543, Acc.floor: 0.8772, Acc.tree: 0.8514, Acc.ceiling: 0.8829, Acc.road: 0.8840, Acc.bed : 0.9405, Acc.windowpane: 0.7495, Acc.grass: 0.8005, Acc.cabinet: 0.6749, Acc.sidewalk: 0.7154, Acc.person: 0.9143, Acc.earth: 0.4929, Acc.door: 0.5186, Acc.table: 0.6859, Acc.mountain: 0.7130, Acc.plant: 0.6214, Acc.curtain: 0.7648, Acc.chair: 0.6881, Acc.car: 0.9261, Acc.water: 0.7333, Acc.painting: 0.8230, Acc.sofa: 0.7692, Acc.shelf: 0.5176, Acc.house: 0.6152, Acc.sea: 0.7655, Acc.mirror: 0.6960, Acc.rug: 0.5618, Acc.field: 0.5154, Acc.armchair: 0.6612, Acc.seat: 0.7867, Acc.fence: 0.5006, Acc.desk: 0.6799, Acc.rock: 0.6932, Acc.wardrobe: 0.6307, Acc.lamp: 0.7178, Acc.bathtub: 0.8161, Acc.railing: 0.4693, Acc.cushion: 0.7050, Acc.base: 0.4067, Acc.box: 0.3599, Acc.column: 0.4754, Acc.signboard: 0.4700, Acc.chest of drawers: 0.5475, Acc.counter: 0.4140, Acc.sand: 0.6083, Acc.sink: 0.7952, Acc.skyscraper: 0.5825, Acc.fireplace: 0.8245, Acc.refrigerator: 0.6756, Acc.grandstand: 0.7787, Acc.path: 0.2551, Acc.stairs: 0.3228, Acc.runway: 0.8838, Acc.case: 0.7098, Acc.pool table: 0.9560, Acc.pillow: 0.6216, Acc.screen door: 0.5821, Acc.stairway: 0.6007, Acc.river: 0.2576, Acc.bridge: 0.5492, Acc.bookcase: 0.5172, Acc.blind: 0.2640, Acc.coffee table: 0.7977, Acc.toilet: 0.8707, Acc.flower: 0.5390, Acc.book: 0.6702, Acc.hill: 0.0862, Acc.bench: 0.5802, Acc.countertop: 0.6773, Acc.stove: 0.7895, Acc.palm: 0.6471, Acc.kitchen island: 0.6519, Acc.computer: 0.8197, Acc.swivel chair: 0.5924, Acc.boat: 0.7754, Acc.bar: 0.6547, Acc.arcade machine: 0.7554, Acc.hovel: 0.4301, Acc.bus: 0.9090, Acc.towel: 0.8064, Acc.light: 0.4454, Acc.truck: 0.5223, Acc.tower: 0.3657, Acc.chandelier: 0.7867, Acc.awning: 0.3570, Acc.streetlight: 0.2994, Acc.booth: 0.4695, Acc.television receiver: 0.7846, Acc.airplane: 0.6626, Acc.dirt track: 0.1344, Acc.apparel: 0.6232, Acc.pole: 0.2285, Acc.land: 0.0193, Acc.bannister: 0.1048, Acc.escalator: 0.7008, Acc.ottoman: 0.5342, Acc.bottle: 0.6341, Acc.buffet: 0.5196, Acc.poster: 0.2719, Acc.stage: 0.4167, Acc.van: 0.3852, Acc.ship: 0.2888, Acc.fountain: 0.2403, Acc.conveyer belt: 0.9409, Acc.canopy: 0.4560, Acc.washer: 0.7379, Acc.plaything: 0.4468, Acc.swimming pool: 0.7545, Acc.stool: 0.4516, Acc.barrel: 0.5199, Acc.basket: 0.4727, Acc.waterfall: 0.5296, Acc.tent: 0.9729, Acc.bag: 0.1882, Acc.minibike: 0.8651, Acc.cradle: 0.9435, Acc.oven: 0.5914, Acc.ball: 0.6364, Acc.food: 0.6081, Acc.step: 0.0862, Acc.tank: 0.7292, Acc.trade name: 0.1667, Acc.microwave: 0.7651, Acc.pot: 0.4621, Acc.animal: 0.6125, Acc.bicycle: 0.7900, Acc.lake: 0.2081, Acc.dishwasher: 0.5837, Acc.screen: 0.5770, Acc.blanket: 0.2108, Acc.sculpture: 0.7577, Acc.hood: 0.6035, Acc.sconce: 0.5487, Acc.vase: 0.5803, Acc.traffic light: 0.4442, Acc.tray: 0.1238, Acc.ashcan: 0.5400, Acc.fan: 0.7266, Acc.pier: 0.4095, Acc.crt screen: 0.1406, Acc.plate: 0.6775, Acc.monitor: 0.2710, Acc.bulletin board: 0.5439, Acc.shower: 0.0358, Acc.radiator: 0.6957, Acc.glass: 0.1915, Acc.clock: 0.4022, Acc.flag: 0.5608 2023-11-30 22:27:52,292 - mmseg - INFO - Iter [44050/80000] lr: 1.798e-05, eta: 3:14:40, time: 1.243, data_time: 1.037, memory: 14238, decode.loss_ce: 0.5353, decode.acc_seg: 80.0360, loss: 0.5353 2023-11-30 22:28:02,926 - mmseg - INFO - Iter [44100/80000] lr: 1.795e-05, eta: 3:14:19, time: 0.213, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5419, decode.acc_seg: 79.7442, loss: 0.5419 2023-11-30 22:28:13,547 - mmseg - INFO - Iter [44150/80000] lr: 1.793e-05, eta: 3:13:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5332, decode.acc_seg: 79.6649, loss: 0.5332 2023-11-30 22:28:24,149 - mmseg - INFO - Iter [44200/80000] lr: 1.790e-05, eta: 3:13:38, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5206, decode.acc_seg: 80.7036, loss: 0.5206 2023-11-30 22:28:37,047 - mmseg - INFO - Iter [44250/80000] lr: 1.788e-05, eta: 3:13:19, time: 0.258, data_time: 0.051, memory: 14238, decode.loss_ce: 0.5033, decode.acc_seg: 81.1227, loss: 0.5033 2023-11-30 22:28:47,636 - mmseg - INFO - Iter [44300/80000] lr: 1.785e-05, eta: 3:12:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5087, decode.acc_seg: 80.5267, loss: 0.5087 2023-11-30 22:28:58,239 - mmseg - INFO - Iter [44350/80000] lr: 1.783e-05, eta: 3:12:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4937, decode.acc_seg: 81.1345, loss: 0.4937 2023-11-30 22:29:08,840 - mmseg - INFO - Iter [44400/80000] lr: 1.780e-05, eta: 3:12:16, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5100, decode.acc_seg: 81.0273, loss: 0.5100 2023-11-30 22:29:19,449 - mmseg - INFO - Iter [44450/80000] lr: 1.778e-05, eta: 3:11:56, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5108, decode.acc_seg: 80.9900, loss: 0.5108 2023-11-30 22:29:30,059 - mmseg - INFO - Iter [44500/80000] lr: 1.775e-05, eta: 3:11:35, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5298, decode.acc_seg: 80.0587, loss: 0.5298 2023-11-30 22:29:40,667 - mmseg - INFO - Iter [44550/80000] lr: 1.773e-05, eta: 3:11:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5179, decode.acc_seg: 80.5719, loss: 0.5179 2023-11-30 22:29:51,275 - mmseg - INFO - Iter [44600/80000] lr: 1.770e-05, eta: 3:10:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5034, decode.acc_seg: 81.0018, loss: 0.5034 2023-11-30 22:30:01,886 - mmseg - INFO - Iter [44650/80000] lr: 1.768e-05, eta: 3:10:33, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5189, decode.acc_seg: 80.3515, loss: 0.5189 2023-11-30 22:30:12,489 - mmseg - INFO - Iter [44700/80000] lr: 1.765e-05, eta: 3:10:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5288, decode.acc_seg: 80.2993, loss: 0.5288 2023-11-30 22:30:23,090 - mmseg - INFO - Iter [44750/80000] lr: 1.763e-05, eta: 3:09:52, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5170, decode.acc_seg: 80.4545, loss: 0.5170 2023-11-30 22:30:33,692 - mmseg - INFO - Iter [44800/80000] lr: 1.760e-05, eta: 3:09:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5211, decode.acc_seg: 80.6553, loss: 0.5211 2023-11-30 22:30:44,296 - mmseg - INFO - Iter [44850/80000] lr: 1.758e-05, eta: 3:09:11, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5138, decode.acc_seg: 80.7018, loss: 0.5138 2023-11-30 22:30:54,897 - mmseg - INFO - Iter [44900/80000] lr: 1.755e-05, eta: 3:08:51, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5174, decode.acc_seg: 80.8948, loss: 0.5174 2023-11-30 22:31:05,494 - mmseg - INFO - Iter [44950/80000] lr: 1.753e-05, eta: 3:08:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5324, decode.acc_seg: 80.0487, loss: 0.5324 2023-11-30 22:31:16,079 - mmseg - INFO - Saving checkpoint at 45000 iterations 2023-11-30 22:31:49,442 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:31:49,442 - mmseg - INFO - Iter [45000/80000] lr: 1.750e-05, eta: 3:08:36, time: 0.879, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4942, decode.acc_seg: 80.8492, loss: 0.4942 2023-11-30 22:32:39,305 - mmseg - INFO - per class results: 2023-11-30 22:32:39,312 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.92 | 85.05 | | building | 80.28 | 91.38 | | sky | 89.61 | 95.69 | | floor | 74.74 | 87.22 | | tree | 69.72 | 84.24 | | ceiling | 77.28 | 86.93 | | road | 78.02 | 88.52 | | bed | 84.59 | 93.71 | | windowpane | 58.35 | 74.29 | | grass | 65.42 | 80.96 | | cabinet | 55.18 | 68.88 | | sidewalk | 55.89 | 69.86 | | person | 76.04 | 91.5 | | earth | 34.98 | 49.35 | | door | 40.72 | 50.96 | | table | 55.46 | 71.22 | | mountain | 56.21 | 73.2 | | plant | 50.7 | 60.99 | | curtain | 65.77 | 77.02 | | chair | 53.94 | 70.38 | | car | 79.18 | 92.46 | | water | 55.9 | 74.88 | | painting | 66.38 | 82.67 | | sofa | 66.61 | 80.35 | | shelf | 38.05 | 53.78 | | house | 46.7 | 60.6 | | sea | 60.97 | 77.9 | | mirror | 58.9 | 70.02 | | rug | 50.7 | 55.44 | | field | 32.0 | 51.55 | | armchair | 43.48 | 62.43 | | seat | 56.86 | 78.98 | | fence | 38.54 | 50.45 | | desk | 43.11 | 66.64 | | rock | 52.86 | 66.32 | | wardrobe | 44.78 | 60.06 | | lamp | 57.96 | 72.78 | | bathtub | 74.01 | 82.15 | | railing | 33.16 | 46.45 | | cushion | 56.58 | 69.44 | | base | 25.68 | 39.67 | | box | 27.09 | 35.36 | | column | 36.39 | 45.3 | | signboard | 32.12 | 48.27 | | chest of drawers | 38.27 | 54.17 | | counter | 33.74 | 42.47 | | sand | 45.41 | 60.41 | | sink | 69.81 | 79.88 | | skyscraper | 45.81 | 62.8 | | fireplace | 64.35 | 81.18 | | refrigerator | 59.04 | 69.34 | | grandstand | 52.15 | 76.65 | | path | 18.38 | 24.38 | | stairs | 28.58 | 32.51 | | runway | 65.64 | 86.36 | | case | 55.17 | 69.26 | | pool table | 85.2 | 96.17 | | pillow | 55.2 | 66.77 | | screen door | 52.96 | 57.48 | | stairway | 47.06 | 60.37 | | river | 13.96 | 23.49 | | bridge | 44.53 | 54.72 | | bookcase | 34.48 | 51.67 | | blind | 26.13 | 29.26 | | coffee table | 60.99 | 77.53 | | toilet | 78.36 | 88.06 | | flower | 38.71 | 55.89 | | book | 47.12 | 65.3 | | hill | 5.7 | 8.61 | | bench | 46.48 | 55.86 | | countertop | 54.63 | 70.2 | | stove | 70.52 | 77.91 | | palm | 46.59 | 65.62 | | kitchen island | 37.41 | 64.1 | | computer | 63.97 | 81.3 | | swivel chair | 41.96 | 57.31 | | boat | 61.3 | 77.66 | | bar | 51.78 | 65.27 | | arcade machine | 66.37 | 74.95 | | hovel | 43.88 | 52.09 | | bus | 84.33 | 91.74 | | towel | 65.89 | 80.03 | | light | 37.94 | 45.1 | | truck | 35.66 | 52.15 | | tower | 22.88 | 34.53 | | chandelier | 63.5 | 77.53 | | awning | 29.8 | 38.19 | | streetlight | 23.72 | 29.19 | | booth | 36.0 | 48.19 | | television receiver | 69.85 | 79.59 | | airplane | 55.05 | 66.98 | | dirt track | 4.83 | 12.28 | | apparel | 49.93 | 69.02 | | pole | 18.34 | 24.52 | | land | 1.51 | 2.21 | | bannister | 7.86 | 10.82 | | escalator | 53.67 | 72.02 | | ottoman | 46.23 | 56.35 | | bottle | 39.64 | 64.09 | | buffet | 43.9 | 53.29 | | poster | 20.43 | 26.58 | | stage | 17.45 | 38.81 | | van | 35.71 | 47.25 | | ship | 26.02 | 29.3 | | fountain | 23.25 | 24.17 | | conveyer belt | 65.02 | 94.74 | | canopy | 41.1 | 49.95 | | washer | 69.91 | 76.58 | | plaything | 28.29 | 43.64 | | swimming pool | 61.61 | 77.07 | | stool | 34.27 | 41.29 | | barrel | 38.51 | 51.54 | | basket | 35.94 | 44.57 | | waterfall | 45.04 | 51.16 | | tent | 76.55 | 98.0 | | bag | 15.99 | 18.79 | | minibike | 64.42 | 85.02 | | cradle | 71.15 | 94.64 | | oven | 50.54 | 61.91 | | ball | 54.15 | 63.45 | | food | 51.72 | 60.77 | | step | 8.02 | 8.8 | | tank | 59.29 | 73.04 | | trade name | 19.35 | 22.85 | | microwave | 70.99 | 77.16 | | pot | 42.0 | 47.92 | | animal | 56.15 | 61.7 | | bicycle | 57.34 | 80.67 | | lake | 18.44 | 20.8 | | dishwasher | 53.27 | 57.95 | | screen | 43.67 | 56.98 | | blanket | 19.74 | 22.91 | | sculpture | 57.19 | 75.6 | | hood | 54.79 | 59.85 | | sconce | 44.12 | 55.44 | | vase | 38.54 | 57.38 | | traffic light | 32.67 | 42.29 | | tray | 10.15 | 12.39 | | ashcan | 42.87 | 56.06 | | fan | 55.81 | 70.9 | | pier | 34.15 | 41.64 | | crt screen | 7.82 | 15.95 | | plate | 50.54 | 68.72 | | monitor | 25.27 | 29.32 | | bulletin board | 42.22 | 55.04 | | shower | 2.08 | 3.63 | | radiator | 60.81 | 70.59 | | glass | 16.13 | 17.59 | | clock | 34.78 | 38.37 | | flag | 49.21 | 57.85 | +---------------------+-------+-------+ 2023-11-30 22:32:39,312 - mmseg - INFO - Summary: 2023-11-30 22:32:39,312 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.15 | 46.99 | 58.93 | +-------+-------+-------+ 2023-11-30 22:32:39,313 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:32:39,313 - mmseg - INFO - Iter(val) [250] aAcc: 0.8015, mIoU: 0.4699, mAcc: 0.5893, IoU.wall: 0.7092, IoU.building: 0.8028, IoU.sky: 0.8961, IoU.floor: 0.7474, IoU.tree: 0.6972, IoU.ceiling: 0.7728, IoU.road: 0.7802, IoU.bed : 0.8459, IoU.windowpane: 0.5835, IoU.grass: 0.6542, IoU.cabinet: 0.5518, IoU.sidewalk: 0.5589, IoU.person: 0.7604, IoU.earth: 0.3498, IoU.door: 0.4072, IoU.table: 0.5546, IoU.mountain: 0.5621, IoU.plant: 0.5070, IoU.curtain: 0.6577, IoU.chair: 0.5394, IoU.car: 0.7918, IoU.water: 0.5590, IoU.painting: 0.6638, IoU.sofa: 0.6661, IoU.shelf: 0.3805, IoU.house: 0.4670, IoU.sea: 0.6097, IoU.mirror: 0.5890, IoU.rug: 0.5070, IoU.field: 0.3200, IoU.armchair: 0.4348, IoU.seat: 0.5686, IoU.fence: 0.3854, IoU.desk: 0.4311, IoU.rock: 0.5286, IoU.wardrobe: 0.4478, IoU.lamp: 0.5796, IoU.bathtub: 0.7401, IoU.railing: 0.3316, IoU.cushion: 0.5658, IoU.base: 0.2568, IoU.box: 0.2709, IoU.column: 0.3639, IoU.signboard: 0.3212, IoU.chest of drawers: 0.3827, IoU.counter: 0.3374, IoU.sand: 0.4541, IoU.sink: 0.6981, IoU.skyscraper: 0.4581, IoU.fireplace: 0.6435, IoU.refrigerator: 0.5904, IoU.grandstand: 0.5215, IoU.path: 0.1838, IoU.stairs: 0.2858, IoU.runway: 0.6564, IoU.case: 0.5517, IoU.pool table: 0.8520, IoU.pillow: 0.5520, IoU.screen door: 0.5296, IoU.stairway: 0.4706, IoU.river: 0.1396, IoU.bridge: 0.4453, IoU.bookcase: 0.3448, IoU.blind: 0.2613, IoU.coffee table: 0.6099, IoU.toilet: 0.7836, IoU.flower: 0.3871, IoU.book: 0.4712, IoU.hill: 0.0570, IoU.bench: 0.4648, IoU.countertop: 0.5463, IoU.stove: 0.7052, IoU.palm: 0.4659, IoU.kitchen island: 0.3741, IoU.computer: 0.6397, IoU.swivel chair: 0.4196, IoU.boat: 0.6130, IoU.bar: 0.5178, IoU.arcade machine: 0.6637, IoU.hovel: 0.4388, IoU.bus: 0.8433, IoU.towel: 0.6589, IoU.light: 0.3794, IoU.truck: 0.3566, IoU.tower: 0.2288, IoU.chandelier: 0.6350, IoU.awning: 0.2980, IoU.streetlight: 0.2372, IoU.booth: 0.3600, IoU.television receiver: 0.6985, IoU.airplane: 0.5505, IoU.dirt track: 0.0483, IoU.apparel: 0.4993, IoU.pole: 0.1834, IoU.land: 0.0151, IoU.bannister: 0.0786, IoU.escalator: 0.5367, IoU.ottoman: 0.4623, IoU.bottle: 0.3964, IoU.buffet: 0.4390, IoU.poster: 0.2043, IoU.stage: 0.1745, IoU.van: 0.3571, IoU.ship: 0.2602, IoU.fountain: 0.2325, IoU.conveyer belt: 0.6502, IoU.canopy: 0.4110, IoU.washer: 0.6991, IoU.plaything: 0.2829, IoU.swimming pool: 0.6161, IoU.stool: 0.3427, IoU.barrel: 0.3851, IoU.basket: 0.3594, IoU.waterfall: 0.4504, IoU.tent: 0.7655, IoU.bag: 0.1599, IoU.minibike: 0.6442, IoU.cradle: 0.7115, IoU.oven: 0.5054, IoU.ball: 0.5415, IoU.food: 0.5172, IoU.step: 0.0802, IoU.tank: 0.5929, IoU.trade name: 0.1935, IoU.microwave: 0.7099, IoU.pot: 0.4200, IoU.animal: 0.5615, IoU.bicycle: 0.5734, IoU.lake: 0.1844, IoU.dishwasher: 0.5327, IoU.screen: 0.4367, IoU.blanket: 0.1974, IoU.sculpture: 0.5719, IoU.hood: 0.5479, IoU.sconce: 0.4412, IoU.vase: 0.3854, IoU.traffic light: 0.3267, IoU.tray: 0.1015, IoU.ashcan: 0.4287, IoU.fan: 0.5581, IoU.pier: 0.3415, IoU.crt screen: 0.0782, IoU.plate: 0.5054, IoU.monitor: 0.2527, IoU.bulletin board: 0.4222, IoU.shower: 0.0208, IoU.radiator: 0.6081, IoU.glass: 0.1613, IoU.clock: 0.3478, IoU.flag: 0.4921, Acc.wall: 0.8505, Acc.building: 0.9138, Acc.sky: 0.9569, Acc.floor: 0.8722, Acc.tree: 0.8424, Acc.ceiling: 0.8693, Acc.road: 0.8852, Acc.bed : 0.9371, Acc.windowpane: 0.7429, Acc.grass: 0.8096, Acc.cabinet: 0.6888, Acc.sidewalk: 0.6986, Acc.person: 0.9150, Acc.earth: 0.4935, Acc.door: 0.5096, Acc.table: 0.7122, Acc.mountain: 0.7320, Acc.plant: 0.6099, Acc.curtain: 0.7702, Acc.chair: 0.7038, Acc.car: 0.9246, Acc.water: 0.7488, Acc.painting: 0.8267, Acc.sofa: 0.8035, Acc.shelf: 0.5378, Acc.house: 0.6060, Acc.sea: 0.7790, Acc.mirror: 0.7002, Acc.rug: 0.5544, Acc.field: 0.5155, Acc.armchair: 0.6243, Acc.seat: 0.7898, Acc.fence: 0.5045, Acc.desk: 0.6664, Acc.rock: 0.6632, Acc.wardrobe: 0.6006, Acc.lamp: 0.7278, Acc.bathtub: 0.8215, Acc.railing: 0.4645, Acc.cushion: 0.6944, Acc.base: 0.3967, Acc.box: 0.3536, Acc.column: 0.4530, Acc.signboard: 0.4827, Acc.chest of drawers: 0.5417, Acc.counter: 0.4247, Acc.sand: 0.6041, Acc.sink: 0.7988, Acc.skyscraper: 0.6280, Acc.fireplace: 0.8118, Acc.refrigerator: 0.6934, Acc.grandstand: 0.7665, Acc.path: 0.2438, Acc.stairs: 0.3251, Acc.runway: 0.8636, Acc.case: 0.6926, Acc.pool table: 0.9617, Acc.pillow: 0.6677, Acc.screen door: 0.5748, Acc.stairway: 0.6037, Acc.river: 0.2349, Acc.bridge: 0.5472, Acc.bookcase: 0.5167, Acc.blind: 0.2926, Acc.coffee table: 0.7753, Acc.toilet: 0.8806, Acc.flower: 0.5589, Acc.book: 0.6530, Acc.hill: 0.0861, Acc.bench: 0.5586, Acc.countertop: 0.7020, Acc.stove: 0.7791, Acc.palm: 0.6562, Acc.kitchen island: 0.6410, Acc.computer: 0.8130, Acc.swivel chair: 0.5731, Acc.boat: 0.7766, Acc.bar: 0.6527, Acc.arcade machine: 0.7495, Acc.hovel: 0.5209, Acc.bus: 0.9174, Acc.towel: 0.8003, Acc.light: 0.4510, Acc.truck: 0.5215, Acc.tower: 0.3453, Acc.chandelier: 0.7753, Acc.awning: 0.3819, Acc.streetlight: 0.2919, Acc.booth: 0.4819, Acc.television receiver: 0.7959, Acc.airplane: 0.6698, Acc.dirt track: 0.1228, Acc.apparel: 0.6902, Acc.pole: 0.2452, Acc.land: 0.0221, Acc.bannister: 0.1082, Acc.escalator: 0.7202, Acc.ottoman: 0.5635, Acc.bottle: 0.6409, Acc.buffet: 0.5329, Acc.poster: 0.2658, Acc.stage: 0.3881, Acc.van: 0.4725, Acc.ship: 0.2930, Acc.fountain: 0.2417, Acc.conveyer belt: 0.9474, Acc.canopy: 0.4995, Acc.washer: 0.7658, Acc.plaything: 0.4364, Acc.swimming pool: 0.7707, Acc.stool: 0.4129, Acc.barrel: 0.5154, Acc.basket: 0.4457, Acc.waterfall: 0.5116, Acc.tent: 0.9800, Acc.bag: 0.1879, Acc.minibike: 0.8502, Acc.cradle: 0.9464, Acc.oven: 0.6191, Acc.ball: 0.6345, Acc.food: 0.6077, Acc.step: 0.0880, Acc.tank: 0.7304, Acc.trade name: 0.2285, Acc.microwave: 0.7716, Acc.pot: 0.4792, Acc.animal: 0.6170, Acc.bicycle: 0.8067, Acc.lake: 0.2080, Acc.dishwasher: 0.5795, Acc.screen: 0.5698, Acc.blanket: 0.2291, Acc.sculpture: 0.7560, Acc.hood: 0.5985, Acc.sconce: 0.5544, Acc.vase: 0.5738, Acc.traffic light: 0.4229, Acc.tray: 0.1239, Acc.ashcan: 0.5606, Acc.fan: 0.7090, Acc.pier: 0.4164, Acc.crt screen: 0.1595, Acc.plate: 0.6872, Acc.monitor: 0.2932, Acc.bulletin board: 0.5504, Acc.shower: 0.0363, Acc.radiator: 0.7059, Acc.glass: 0.1759, Acc.clock: 0.3837, Acc.flag: 0.5785 2023-11-30 22:32:50,392 - mmseg - INFO - Iter [45050/80000] lr: 1.748e-05, eta: 3:08:54, time: 1.219, data_time: 1.014, memory: 14238, decode.loss_ce: 0.5059, decode.acc_seg: 80.5587, loss: 0.5059 2023-11-30 22:33:00,999 - mmseg - INFO - Iter [45100/80000] lr: 1.745e-05, eta: 3:08:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5004, decode.acc_seg: 81.3862, loss: 0.5004 2023-11-30 22:33:11,598 - mmseg - INFO - Iter [45150/80000] lr: 1.743e-05, eta: 3:08:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5247, decode.acc_seg: 80.0354, loss: 0.5247 2023-11-30 22:33:22,196 - mmseg - INFO - Iter [45200/80000] lr: 1.740e-05, eta: 3:07:53, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4943, decode.acc_seg: 81.1353, loss: 0.4943 2023-11-30 22:33:32,802 - mmseg - INFO - Iter [45250/80000] lr: 1.738e-05, eta: 3:07:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5176, decode.acc_seg: 80.3274, loss: 0.5176 2023-11-30 22:33:43,406 - mmseg - INFO - Iter [45300/80000] lr: 1.735e-05, eta: 3:07:12, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5280, decode.acc_seg: 80.1042, loss: 0.5280 2023-11-30 22:33:54,038 - mmseg - INFO - Iter [45350/80000] lr: 1.733e-05, eta: 3:06:51, time: 0.213, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5086, decode.acc_seg: 80.7806, loss: 0.5086 2023-11-30 22:34:04,640 - mmseg - INFO - Iter [45400/80000] lr: 1.730e-05, eta: 3:06:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5149, decode.acc_seg: 80.3779, loss: 0.5149 2023-11-30 22:34:15,245 - mmseg - INFO - Iter [45450/80000] lr: 1.728e-05, eta: 3:06:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5068, decode.acc_seg: 80.5638, loss: 0.5068 2023-11-30 22:34:28,135 - mmseg - INFO - Iter [45500/80000] lr: 1.725e-05, eta: 3:05:52, time: 0.258, data_time: 0.051, memory: 14238, decode.loss_ce: 0.5370, decode.acc_seg: 80.2112, loss: 0.5370 2023-11-30 22:34:38,735 - mmseg - INFO - Iter [45550/80000] lr: 1.723e-05, eta: 3:05:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4989, decode.acc_seg: 81.1128, loss: 0.4989 2023-11-30 22:34:49,339 - mmseg - INFO - Iter [45600/80000] lr: 1.720e-05, eta: 3:05:11, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5173, decode.acc_seg: 80.4479, loss: 0.5173 2023-11-30 22:34:59,953 - mmseg - INFO - Iter [45650/80000] lr: 1.718e-05, eta: 3:04:51, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5268, decode.acc_seg: 79.5612, loss: 0.5268 2023-11-30 22:35:10,555 - mmseg - INFO - Iter [45700/80000] lr: 1.715e-05, eta: 3:04:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5003, decode.acc_seg: 81.1945, loss: 0.5003 2023-11-30 22:35:21,165 - mmseg - INFO - Iter [45750/80000] lr: 1.713e-05, eta: 3:04:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5137, decode.acc_seg: 80.3314, loss: 0.5137 2023-11-30 22:35:31,768 - mmseg - INFO - Iter [45800/80000] lr: 1.710e-05, eta: 3:03:50, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5230, decode.acc_seg: 80.4523, loss: 0.5230 2023-11-30 22:35:42,372 - mmseg - INFO - Iter [45850/80000] lr: 1.708e-05, eta: 3:03:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5121, decode.acc_seg: 80.3728, loss: 0.5121 2023-11-30 22:35:52,991 - mmseg - INFO - Iter [45900/80000] lr: 1.705e-05, eta: 3:03:09, time: 0.212, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5213, decode.acc_seg: 80.2379, loss: 0.5213 2023-11-30 22:36:03,597 - mmseg - INFO - Iter [45950/80000] lr: 1.703e-05, eta: 3:02:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5094, decode.acc_seg: 80.5304, loss: 0.5094 2023-11-30 22:36:14,182 - mmseg - INFO - Saving checkpoint at 46000 iterations 2023-11-30 22:36:48,307 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:36:48,308 - mmseg - INFO - Iter [46000/80000] lr: 1.700e-05, eta: 3:02:54, time: 0.895, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5389, decode.acc_seg: 79.6948, loss: 0.5389 2023-11-30 22:37:38,293 - mmseg - INFO - per class results: 2023-11-30 22:37:38,305 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.87 | 85.25 | | building | 80.36 | 91.33 | | sky | 89.82 | 95.64 | | floor | 74.47 | 87.77 | | tree | 69.83 | 83.81 | | ceiling | 77.35 | 87.69 | | road | 77.86 | 89.23 | | bed | 83.8 | 94.43 | | windowpane | 58.4 | 76.37 | | grass | 65.07 | 81.1 | | cabinet | 55.14 | 68.12 | | sidewalk | 55.59 | 68.66 | | person | 76.35 | 90.71 | | earth | 34.72 | 47.49 | | door | 40.63 | 50.44 | | table | 55.14 | 70.2 | | mountain | 56.26 | 72.24 | | plant | 50.89 | 61.65 | | curtain | 65.22 | 76.77 | | chair | 53.82 | 69.39 | | car | 79.35 | 92.35 | | water | 55.68 | 74.28 | | painting | 66.84 | 81.67 | | sofa | 66.67 | 80.26 | | shelf | 37.64 | 51.62 | | house | 46.85 | 60.49 | | sea | 60.35 | 77.49 | | mirror | 58.74 | 69.15 | | rug | 50.11 | 54.65 | | field | 32.26 | 51.96 | | armchair | 43.33 | 61.12 | | seat | 56.9 | 79.89 | | fence | 38.36 | 49.93 | | desk | 42.58 | 68.14 | | rock | 53.12 | 68.79 | | wardrobe | 45.88 | 62.86 | | lamp | 57.84 | 72.74 | | bathtub | 74.09 | 82.13 | | railing | 33.3 | 46.73 | | cushion | 56.68 | 69.34 | | base | 26.17 | 42.0 | | box | 26.49 | 34.41 | | column | 36.91 | 46.8 | | signboard | 32.41 | 48.89 | | chest of drawers | 38.95 | 53.88 | | counter | 34.37 | 43.15 | | sand | 46.8 | 63.53 | | sink | 70.11 | 78.94 | | skyscraper | 45.89 | 61.9 | | fireplace | 64.23 | 81.83 | | refrigerator | 58.81 | 67.86 | | grandstand | 52.53 | 76.97 | | path | 18.85 | 24.91 | | stairs | 30.36 | 35.89 | | runway | 65.51 | 87.62 | | case | 55.25 | 70.25 | | pool table | 85.16 | 96.31 | | pillow | 53.02 | 62.45 | | screen door | 50.15 | 53.74 | | stairway | 46.42 | 55.85 | | river | 13.74 | 24.3 | | bridge | 43.81 | 52.21 | | bookcase | 33.32 | 47.25 | | blind | 25.42 | 28.31 | | coffee table | 60.34 | 79.96 | | toilet | 78.46 | 87.77 | | flower | 38.44 | 53.89 | | book | 47.44 | 66.41 | | hill | 6.09 | 9.14 | | bench | 45.79 | 54.69 | | countertop | 54.22 | 67.9 | | stove | 70.89 | 79.02 | | palm | 46.3 | 63.59 | | kitchen island | 38.56 | 57.68 | | computer | 64.21 | 78.62 | | swivel chair | 42.01 | 57.74 | | boat | 61.92 | 76.08 | | bar | 51.79 | 62.83 | | arcade machine | 67.61 | 77.42 | | hovel | 41.25 | 47.27 | | bus | 84.53 | 92.3 | | towel | 65.95 | 81.23 | | light | 36.81 | 42.66 | | truck | 35.42 | 51.98 | | tower | 26.36 | 42.32 | | chandelier | 63.54 | 78.41 | | awning | 29.53 | 37.13 | | streetlight | 24.18 | 31.0 | | booth | 35.01 | 42.85 | | television receiver | 69.49 | 78.44 | | airplane | 54.65 | 67.16 | | dirt track | 4.48 | 9.11 | | apparel | 49.18 | 63.31 | | pole | 17.1 | 22.09 | | land | 1.95 | 2.91 | | bannister | 7.75 | 10.69 | | escalator | 52.4 | 67.31 | | ottoman | 45.19 | 53.62 | | bottle | 39.74 | 63.84 | | buffet | 40.5 | 46.35 | | poster | 20.2 | 26.04 | | stage | 17.09 | 37.11 | | van | 34.07 | 43.75 | | ship | 22.61 | 25.32 | | fountain | 23.11 | 23.99 | | conveyer belt | 65.73 | 94.18 | | canopy | 35.19 | 41.88 | | washer | 68.69 | 74.75 | | plaything | 27.74 | 39.22 | | swimming pool | 60.99 | 76.67 | | stool | 35.43 | 44.23 | | barrel | 38.54 | 55.14 | | basket | 36.24 | 45.41 | | waterfall | 45.36 | 51.96 | | tent | 76.16 | 98.01 | | bag | 16.29 | 19.29 | | minibike | 64.03 | 86.15 | | cradle | 71.69 | 93.96 | | oven | 50.7 | 60.43 | | ball | 49.86 | 56.97 | | food | 55.26 | 66.53 | | step | 7.68 | 8.39 | | tank | 60.31 | 73.02 | | trade name | 17.28 | 19.7 | | microwave | 72.33 | 79.68 | | pot | 40.84 | 45.92 | | animal | 56.25 | 62.4 | | bicycle | 57.56 | 79.63 | | lake | 22.06 | 25.37 | | dishwasher | 52.93 | 57.44 | | screen | 43.07 | 57.2 | | blanket | 19.02 | 22.11 | | sculpture | 57.16 | 75.48 | | hood | 53.27 | 57.68 | | sconce | 44.43 | 57.02 | | vase | 38.98 | 55.84 | | traffic light | 33.29 | 45.42 | | tray | 10.6 | 13.25 | | ashcan | 42.78 | 55.34 | | fan | 55.89 | 70.6 | | pier | 33.58 | 39.87 | | crt screen | 6.51 | 14.3 | | plate | 50.65 | 66.27 | | monitor | 22.84 | 26.68 | | bulletin board | 42.11 | 53.15 | | shower | 1.48 | 4.32 | | radiator | 60.5 | 70.7 | | glass | 17.07 | 18.96 | | clock | 34.37 | 37.95 | | flag | 47.4 | 54.76 | +---------------------+-------+-------+ 2023-11-30 22:37:38,305 - mmseg - INFO - Summary: 2023-11-30 22:37:38,305 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.15 | 46.79 | 58.38 | +-------+-------+-------+ 2023-11-30 22:37:38,307 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:37:38,307 - mmseg - INFO - Iter(val) [250] aAcc: 0.8015, mIoU: 0.4679, mAcc: 0.5838, IoU.wall: 0.7087, IoU.building: 0.8036, IoU.sky: 0.8982, IoU.floor: 0.7447, IoU.tree: 0.6983, IoU.ceiling: 0.7735, IoU.road: 0.7786, IoU.bed : 0.8380, IoU.windowpane: 0.5840, IoU.grass: 0.6507, IoU.cabinet: 0.5514, IoU.sidewalk: 0.5559, IoU.person: 0.7635, IoU.earth: 0.3472, IoU.door: 0.4063, IoU.table: 0.5514, IoU.mountain: 0.5626, IoU.plant: 0.5089, IoU.curtain: 0.6522, IoU.chair: 0.5382, IoU.car: 0.7935, IoU.water: 0.5568, IoU.painting: 0.6684, IoU.sofa: 0.6667, IoU.shelf: 0.3764, IoU.house: 0.4685, IoU.sea: 0.6035, IoU.mirror: 0.5874, IoU.rug: 0.5011, IoU.field: 0.3226, IoU.armchair: 0.4333, IoU.seat: 0.5690, IoU.fence: 0.3836, IoU.desk: 0.4258, IoU.rock: 0.5312, IoU.wardrobe: 0.4588, IoU.lamp: 0.5784, IoU.bathtub: 0.7409, IoU.railing: 0.3330, IoU.cushion: 0.5668, IoU.base: 0.2617, IoU.box: 0.2649, IoU.column: 0.3691, IoU.signboard: 0.3241, IoU.chest of drawers: 0.3895, IoU.counter: 0.3437, IoU.sand: 0.4680, IoU.sink: 0.7011, IoU.skyscraper: 0.4589, IoU.fireplace: 0.6423, IoU.refrigerator: 0.5881, IoU.grandstand: 0.5253, IoU.path: 0.1885, IoU.stairs: 0.3036, IoU.runway: 0.6551, IoU.case: 0.5525, IoU.pool table: 0.8516, IoU.pillow: 0.5302, IoU.screen door: 0.5015, IoU.stairway: 0.4642, IoU.river: 0.1374, IoU.bridge: 0.4381, IoU.bookcase: 0.3332, IoU.blind: 0.2542, IoU.coffee table: 0.6034, IoU.toilet: 0.7846, IoU.flower: 0.3844, IoU.book: 0.4744, IoU.hill: 0.0609, IoU.bench: 0.4579, IoU.countertop: 0.5422, IoU.stove: 0.7089, IoU.palm: 0.4630, IoU.kitchen island: 0.3856, IoU.computer: 0.6421, IoU.swivel chair: 0.4201, IoU.boat: 0.6192, IoU.bar: 0.5179, IoU.arcade machine: 0.6761, IoU.hovel: 0.4125, IoU.bus: 0.8453, IoU.towel: 0.6595, IoU.light: 0.3681, IoU.truck: 0.3542, IoU.tower: 0.2636, IoU.chandelier: 0.6354, IoU.awning: 0.2953, IoU.streetlight: 0.2418, IoU.booth: 0.3501, IoU.television receiver: 0.6949, IoU.airplane: 0.5465, IoU.dirt track: 0.0448, IoU.apparel: 0.4918, IoU.pole: 0.1710, IoU.land: 0.0195, IoU.bannister: 0.0775, IoU.escalator: 0.5240, IoU.ottoman: 0.4519, IoU.bottle: 0.3974, IoU.buffet: 0.4050, IoU.poster: 0.2020, IoU.stage: 0.1709, IoU.van: 0.3407, IoU.ship: 0.2261, IoU.fountain: 0.2311, IoU.conveyer belt: 0.6573, IoU.canopy: 0.3519, IoU.washer: 0.6869, IoU.plaything: 0.2774, IoU.swimming pool: 0.6099, IoU.stool: 0.3543, IoU.barrel: 0.3854, IoU.basket: 0.3624, IoU.waterfall: 0.4536, IoU.tent: 0.7616, IoU.bag: 0.1629, IoU.minibike: 0.6403, IoU.cradle: 0.7169, IoU.oven: 0.5070, IoU.ball: 0.4986, IoU.food: 0.5526, IoU.step: 0.0768, IoU.tank: 0.6031, IoU.trade name: 0.1728, IoU.microwave: 0.7233, IoU.pot: 0.4084, IoU.animal: 0.5625, IoU.bicycle: 0.5756, IoU.lake: 0.2206, IoU.dishwasher: 0.5293, IoU.screen: 0.4307, IoU.blanket: 0.1902, IoU.sculpture: 0.5716, IoU.hood: 0.5327, IoU.sconce: 0.4443, IoU.vase: 0.3898, IoU.traffic light: 0.3329, IoU.tray: 0.1060, IoU.ashcan: 0.4278, IoU.fan: 0.5589, IoU.pier: 0.3358, IoU.crt screen: 0.0651, IoU.plate: 0.5065, IoU.monitor: 0.2284, IoU.bulletin board: 0.4211, IoU.shower: 0.0148, IoU.radiator: 0.6050, IoU.glass: 0.1707, IoU.clock: 0.3437, IoU.flag: 0.4740, Acc.wall: 0.8525, Acc.building: 0.9133, Acc.sky: 0.9564, Acc.floor: 0.8777, Acc.tree: 0.8381, Acc.ceiling: 0.8769, Acc.road: 0.8923, Acc.bed : 0.9443, Acc.windowpane: 0.7637, Acc.grass: 0.8110, Acc.cabinet: 0.6812, Acc.sidewalk: 0.6866, Acc.person: 0.9071, Acc.earth: 0.4749, Acc.door: 0.5044, Acc.table: 0.7020, Acc.mountain: 0.7224, Acc.plant: 0.6165, Acc.curtain: 0.7677, Acc.chair: 0.6939, Acc.car: 0.9235, Acc.water: 0.7428, Acc.painting: 0.8167, Acc.sofa: 0.8026, Acc.shelf: 0.5162, Acc.house: 0.6049, Acc.sea: 0.7749, Acc.mirror: 0.6915, Acc.rug: 0.5465, Acc.field: 0.5196, Acc.armchair: 0.6112, Acc.seat: 0.7989, Acc.fence: 0.4993, Acc.desk: 0.6814, Acc.rock: 0.6879, Acc.wardrobe: 0.6286, Acc.lamp: 0.7274, Acc.bathtub: 0.8213, Acc.railing: 0.4673, Acc.cushion: 0.6934, Acc.base: 0.4200, Acc.box: 0.3441, Acc.column: 0.4680, Acc.signboard: 0.4889, Acc.chest of drawers: 0.5388, Acc.counter: 0.4315, Acc.sand: 0.6353, Acc.sink: 0.7894, Acc.skyscraper: 0.6190, Acc.fireplace: 0.8183, Acc.refrigerator: 0.6786, Acc.grandstand: 0.7697, Acc.path: 0.2491, Acc.stairs: 0.3589, Acc.runway: 0.8762, Acc.case: 0.7025, Acc.pool table: 0.9631, Acc.pillow: 0.6245, Acc.screen door: 0.5374, Acc.stairway: 0.5585, Acc.river: 0.2430, Acc.bridge: 0.5221, Acc.bookcase: 0.4725, Acc.blind: 0.2831, Acc.coffee table: 0.7996, Acc.toilet: 0.8777, Acc.flower: 0.5389, Acc.book: 0.6641, Acc.hill: 0.0914, Acc.bench: 0.5469, Acc.countertop: 0.6790, Acc.stove: 0.7902, Acc.palm: 0.6359, Acc.kitchen island: 0.5768, Acc.computer: 0.7862, Acc.swivel chair: 0.5774, Acc.boat: 0.7608, Acc.bar: 0.6283, Acc.arcade machine: 0.7742, Acc.hovel: 0.4727, Acc.bus: 0.9230, Acc.towel: 0.8123, Acc.light: 0.4266, Acc.truck: 0.5198, Acc.tower: 0.4232, Acc.chandelier: 0.7841, Acc.awning: 0.3713, Acc.streetlight: 0.3100, Acc.booth: 0.4285, Acc.television receiver: 0.7844, Acc.airplane: 0.6716, Acc.dirt track: 0.0911, Acc.apparel: 0.6331, Acc.pole: 0.2209, Acc.land: 0.0291, Acc.bannister: 0.1069, Acc.escalator: 0.6731, Acc.ottoman: 0.5362, Acc.bottle: 0.6384, Acc.buffet: 0.4635, Acc.poster: 0.2604, Acc.stage: 0.3711, Acc.van: 0.4375, Acc.ship: 0.2532, Acc.fountain: 0.2399, Acc.conveyer belt: 0.9418, Acc.canopy: 0.4188, Acc.washer: 0.7475, Acc.plaything: 0.3922, Acc.swimming pool: 0.7667, Acc.stool: 0.4423, Acc.barrel: 0.5514, Acc.basket: 0.4541, Acc.waterfall: 0.5196, Acc.tent: 0.9801, Acc.bag: 0.1929, Acc.minibike: 0.8615, Acc.cradle: 0.9396, Acc.oven: 0.6043, Acc.ball: 0.5697, Acc.food: 0.6653, Acc.step: 0.0839, Acc.tank: 0.7302, Acc.trade name: 0.1970, Acc.microwave: 0.7968, Acc.pot: 0.4592, Acc.animal: 0.6240, Acc.bicycle: 0.7963, Acc.lake: 0.2537, Acc.dishwasher: 0.5744, Acc.screen: 0.5720, Acc.blanket: 0.2211, Acc.sculpture: 0.7548, Acc.hood: 0.5768, Acc.sconce: 0.5702, Acc.vase: 0.5584, Acc.traffic light: 0.4542, Acc.tray: 0.1325, Acc.ashcan: 0.5534, Acc.fan: 0.7060, Acc.pier: 0.3987, Acc.crt screen: 0.1430, Acc.plate: 0.6627, Acc.monitor: 0.2668, Acc.bulletin board: 0.5315, Acc.shower: 0.0432, Acc.radiator: 0.7070, Acc.glass: 0.1896, Acc.clock: 0.3795, Acc.flag: 0.5476 2023-11-30 22:37:49,388 - mmseg - INFO - Iter [46050/80000] lr: 1.698e-05, eta: 3:03:11, time: 1.221, data_time: 1.016, memory: 14238, decode.loss_ce: 0.5234, decode.acc_seg: 80.5670, loss: 0.5234 2023-11-30 22:38:00,003 - mmseg - INFO - Iter [46100/80000] lr: 1.695e-05, eta: 3:02:51, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5021, decode.acc_seg: 81.1789, loss: 0.5021 2023-11-30 22:38:10,615 - mmseg - INFO - Iter [46150/80000] lr: 1.693e-05, eta: 3:02:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5073, decode.acc_seg: 80.6090, loss: 0.5073 2023-11-30 22:38:21,224 - mmseg - INFO - Iter [46200/80000] lr: 1.690e-05, eta: 3:02:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5079, decode.acc_seg: 80.6383, loss: 0.5079 2023-11-30 22:38:31,829 - mmseg - INFO - Iter [46250/80000] lr: 1.688e-05, eta: 3:01:50, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5285, decode.acc_seg: 79.8334, loss: 0.5285 2023-11-30 22:38:42,430 - mmseg - INFO - Iter [46300/80000] lr: 1.685e-05, eta: 3:01:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5101, decode.acc_seg: 80.8264, loss: 0.5101 2023-11-30 22:38:53,032 - mmseg - INFO - Iter [46350/80000] lr: 1.683e-05, eta: 3:01:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5298, decode.acc_seg: 80.1400, loss: 0.5298 2023-11-30 22:39:03,637 - mmseg - INFO - Iter [46400/80000] lr: 1.680e-05, eta: 3:00:50, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5135, decode.acc_seg: 81.1434, loss: 0.5135 2023-11-30 22:39:14,240 - mmseg - INFO - Iter [46450/80000] lr: 1.678e-05, eta: 3:00:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5193, decode.acc_seg: 80.2340, loss: 0.5193 2023-11-30 22:39:24,844 - mmseg - INFO - Iter [46500/80000] lr: 1.675e-05, eta: 3:00:09, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5009, decode.acc_seg: 81.5147, loss: 0.5009 2023-11-30 22:39:35,448 - mmseg - INFO - Iter [46550/80000] lr: 1.673e-05, eta: 2:59:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5115, decode.acc_seg: 80.1325, loss: 0.5115 2023-11-30 22:39:46,049 - mmseg - INFO - Iter [46600/80000] lr: 1.670e-05, eta: 2:59:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5159, decode.acc_seg: 79.8506, loss: 0.5159 2023-11-30 22:39:56,652 - mmseg - INFO - Iter [46650/80000] lr: 1.668e-05, eta: 2:59:09, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5232, decode.acc_seg: 80.3499, loss: 0.5232 2023-11-30 22:40:07,253 - mmseg - INFO - Iter [46700/80000] lr: 1.665e-05, eta: 2:58:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5123, decode.acc_seg: 81.0968, loss: 0.5123 2023-11-30 22:40:20,153 - mmseg - INFO - Iter [46750/80000] lr: 1.663e-05, eta: 2:58:31, time: 0.258, data_time: 0.050, memory: 14238, decode.loss_ce: 0.5244, decode.acc_seg: 79.9396, loss: 0.5244 2023-11-30 22:40:30,750 - mmseg - INFO - Iter [46800/80000] lr: 1.660e-05, eta: 2:58:11, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5082, decode.acc_seg: 80.9937, loss: 0.5082 2023-11-30 22:40:41,342 - mmseg - INFO - Iter [46850/80000] lr: 1.658e-05, eta: 2:57:51, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4983, decode.acc_seg: 81.1076, loss: 0.4983 2023-11-30 22:40:51,948 - mmseg - INFO - Iter [46900/80000] lr: 1.655e-05, eta: 2:57:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5107, decode.acc_seg: 81.0835, loss: 0.5107 2023-11-30 22:41:02,550 - mmseg - INFO - Iter [46950/80000] lr: 1.653e-05, eta: 2:57:11, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4912, decode.acc_seg: 81.3112, loss: 0.4912 2023-11-30 22:41:13,131 - mmseg - INFO - Saving checkpoint at 47000 iterations 2023-11-30 22:41:49,866 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:41:49,866 - mmseg - INFO - Iter [47000/80000] lr: 1.650e-05, eta: 2:57:17, time: 0.947, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5150, decode.acc_seg: 80.7054, loss: 0.5150 2023-11-30 22:42:40,015 - mmseg - INFO - per class results: 2023-11-30 22:42:40,021 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 71.01 | 84.44 | | building | 79.93 | 92.43 | | sky | 89.73 | 95.55 | | floor | 74.75 | 87.6 | | tree | 69.63 | 83.75 | | ceiling | 77.42 | 87.82 | | road | 78.27 | 88.55 | | bed | 84.61 | 93.62 | | windowpane | 58.49 | 74.79 | | grass | 65.53 | 80.97 | | cabinet | 55.19 | 69.07 | | sidewalk | 56.36 | 72.5 | | person | 76.19 | 91.06 | | earth | 35.23 | 49.14 | | door | 40.99 | 51.05 | | table | 55.14 | 70.51 | | mountain | 56.06 | 70.24 | | plant | 50.91 | 61.67 | | curtain | 65.57 | 77.37 | | chair | 53.63 | 67.4 | | car | 79.4 | 92.21 | | water | 56.46 | 74.52 | | painting | 67.0 | 82.4 | | sofa | 66.68 | 79.51 | | shelf | 37.39 | 50.82 | | house | 45.46 | 58.95 | | sea | 60.42 | 76.5 | | mirror | 59.53 | 71.35 | | rug | 52.86 | 58.86 | | field | 32.14 | 50.36 | | armchair | 43.72 | 64.42 | | seat | 57.4 | 78.27 | | fence | 38.61 | 49.91 | | desk | 42.7 | 68.32 | | rock | 53.24 | 68.44 | | wardrobe | 45.45 | 61.0 | | lamp | 57.98 | 72.9 | | bathtub | 74.26 | 84.08 | | railing | 33.37 | 46.32 | | cushion | 56.55 | 69.84 | | base | 26.36 | 40.44 | | box | 27.23 | 35.7 | | column | 36.61 | 45.62 | | signboard | 31.92 | 46.56 | | chest of drawers | 37.57 | 51.49 | | counter | 35.17 | 45.47 | | sand | 44.04 | 57.84 | | sink | 70.07 | 79.8 | | skyscraper | 45.97 | 59.04 | | fireplace | 64.02 | 84.06 | | refrigerator | 59.09 | 68.67 | | grandstand | 51.68 | 78.13 | | path | 20.31 | 29.01 | | stairs | 26.47 | 29.61 | | runway | 65.5 | 87.09 | | case | 55.5 | 70.07 | | pool table | 84.67 | 96.49 | | pillow | 55.14 | 66.19 | | screen door | 56.07 | 62.01 | | stairway | 46.73 | 60.82 | | river | 13.09 | 22.31 | | bridge | 43.62 | 51.38 | | bookcase | 33.41 | 49.9 | | blind | 27.86 | 31.87 | | coffee table | 59.75 | 79.95 | | toilet | 78.03 | 88.37 | | flower | 38.53 | 56.02 | | book | 47.2 | 66.24 | | hill | 6.07 | 9.91 | | bench | 47.5 | 59.68 | | countertop | 54.54 | 69.17 | | stove | 71.19 | 80.55 | | palm | 46.56 | 63.08 | | kitchen island | 37.91 | 61.67 | | computer | 64.21 | 81.01 | | swivel chair | 42.42 | 59.93 | | boat | 61.03 | 75.57 | | bar | 51.37 | 63.29 | | arcade machine | 66.84 | 75.77 | | hovel | 41.93 | 48.83 | | bus | 84.76 | 91.31 | | towel | 65.38 | 83.13 | | light | 37.69 | 44.55 | | truck | 35.13 | 50.36 | | tower | 23.13 | 35.9 | | chandelier | 63.65 | 78.7 | | awning | 29.17 | 37.27 | | streetlight | 23.83 | 29.81 | | booth | 35.8 | 46.12 | | television receiver | 69.64 | 79.09 | | airplane | 54.98 | 66.24 | | dirt track | 3.88 | 7.11 | | apparel | 49.25 | 63.06 | | pole | 16.72 | 21.25 | | land | 1.44 | 2.0 | | bannister | 7.28 | 9.59 | | escalator | 53.29 | 70.57 | | ottoman | 45.43 | 53.93 | | bottle | 39.92 | 64.66 | | buffet | 42.1 | 50.17 | | poster | 20.73 | 26.95 | | stage | 17.27 | 37.37 | | van | 35.33 | 45.96 | | ship | 26.93 | 31.09 | | fountain | 27.2 | 28.59 | | conveyer belt | 65.27 | 94.45 | | canopy | 36.29 | 43.57 | | washer | 69.79 | 76.32 | | plaything | 27.45 | 38.58 | | swimming pool | 60.6 | 77.93 | | stool | 34.62 | 43.53 | | barrel | 37.73 | 51.74 | | basket | 36.51 | 47.27 | | waterfall | 46.04 | 53.61 | | tent | 77.98 | 97.48 | | bag | 16.6 | 19.86 | | minibike | 63.64 | 87.6 | | cradle | 72.19 | 94.06 | | oven | 51.28 | 61.62 | | ball | 55.62 | 67.06 | | food | 55.36 | 66.98 | | step | 8.13 | 9.0 | | tank | 60.19 | 76.44 | | trade name | 15.87 | 17.86 | | microwave | 72.89 | 80.69 | | pot | 41.3 | 46.93 | | animal | 56.41 | 62.53 | | bicycle | 56.68 | 79.69 | | lake | 21.58 | 25.33 | | dishwasher | 53.18 | 60.24 | | screen | 42.82 | 58.94 | | blanket | 21.05 | 24.72 | | sculpture | 56.62 | 75.72 | | hood | 55.9 | 61.48 | | sconce | 45.8 | 60.93 | | vase | 38.89 | 55.32 | | traffic light | 31.84 | 40.21 | | tray | 9.96 | 12.31 | | ashcan | 42.72 | 56.01 | | fan | 55.8 | 70.17 | | pier | 34.17 | 42.17 | | crt screen | 5.18 | 10.43 | | plate | 51.3 | 71.42 | | monitor | 26.01 | 30.51 | | bulletin board | 42.25 | 54.93 | | shower | 2.1 | 4.34 | | radiator | 60.04 | 70.73 | | glass | 17.38 | 19.45 | | clock | 36.1 | 40.58 | | flag | 49.2 | 57.51 | +---------------------+-------+-------+ 2023-11-30 22:42:40,021 - mmseg - INFO - Summary: 2023-11-30 22:42:40,022 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 80.21 | 47.04 | 59.0 | +-------+-------+------+ 2023-11-30 22:42:40,811 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_42000.pth was removed 2023-11-30 22:43:12,181 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_47000.pth. 2023-11-30 22:43:12,181 - mmseg - INFO - Best aAcc is 0.8021 at 47000 iter. 2023-11-30 22:43:12,182 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:43:12,182 - mmseg - INFO - Iter(val) [250] aAcc: 0.8021, mIoU: 0.4704, mAcc: 0.5900, IoU.wall: 0.7101, IoU.building: 0.7993, IoU.sky: 0.8973, IoU.floor: 0.7475, IoU.tree: 0.6963, IoU.ceiling: 0.7742, IoU.road: 0.7827, IoU.bed : 0.8461, IoU.windowpane: 0.5849, IoU.grass: 0.6553, IoU.cabinet: 0.5519, IoU.sidewalk: 0.5636, IoU.person: 0.7619, IoU.earth: 0.3523, IoU.door: 0.4099, IoU.table: 0.5514, IoU.mountain: 0.5606, IoU.plant: 0.5091, IoU.curtain: 0.6557, IoU.chair: 0.5363, IoU.car: 0.7940, IoU.water: 0.5646, IoU.painting: 0.6700, IoU.sofa: 0.6668, IoU.shelf: 0.3739, IoU.house: 0.4546, IoU.sea: 0.6042, IoU.mirror: 0.5953, IoU.rug: 0.5286, IoU.field: 0.3214, IoU.armchair: 0.4372, IoU.seat: 0.5740, IoU.fence: 0.3861, IoU.desk: 0.4270, IoU.rock: 0.5324, IoU.wardrobe: 0.4545, IoU.lamp: 0.5798, IoU.bathtub: 0.7426, IoU.railing: 0.3337, IoU.cushion: 0.5655, IoU.base: 0.2636, IoU.box: 0.2723, IoU.column: 0.3661, IoU.signboard: 0.3192, IoU.chest of drawers: 0.3757, IoU.counter: 0.3517, IoU.sand: 0.4404, IoU.sink: 0.7007, IoU.skyscraper: 0.4597, IoU.fireplace: 0.6402, IoU.refrigerator: 0.5909, IoU.grandstand: 0.5168, IoU.path: 0.2031, IoU.stairs: 0.2647, IoU.runway: 0.6550, IoU.case: 0.5550, IoU.pool table: 0.8467, IoU.pillow: 0.5514, IoU.screen door: 0.5607, IoU.stairway: 0.4673, IoU.river: 0.1309, IoU.bridge: 0.4362, IoU.bookcase: 0.3341, IoU.blind: 0.2786, IoU.coffee table: 0.5975, IoU.toilet: 0.7803, IoU.flower: 0.3853, IoU.book: 0.4720, IoU.hill: 0.0607, IoU.bench: 0.4750, IoU.countertop: 0.5454, IoU.stove: 0.7119, IoU.palm: 0.4656, IoU.kitchen island: 0.3791, IoU.computer: 0.6421, IoU.swivel chair: 0.4242, IoU.boat: 0.6103, IoU.bar: 0.5137, IoU.arcade machine: 0.6684, IoU.hovel: 0.4193, IoU.bus: 0.8476, IoU.towel: 0.6538, IoU.light: 0.3769, IoU.truck: 0.3513, IoU.tower: 0.2313, IoU.chandelier: 0.6365, IoU.awning: 0.2917, IoU.streetlight: 0.2383, IoU.booth: 0.3580, IoU.television receiver: 0.6964, IoU.airplane: 0.5498, IoU.dirt track: 0.0388, IoU.apparel: 0.4925, IoU.pole: 0.1672, IoU.land: 0.0144, IoU.bannister: 0.0728, IoU.escalator: 0.5329, IoU.ottoman: 0.4543, IoU.bottle: 0.3992, IoU.buffet: 0.4210, IoU.poster: 0.2073, IoU.stage: 0.1727, IoU.van: 0.3533, IoU.ship: 0.2693, IoU.fountain: 0.2720, IoU.conveyer belt: 0.6527, IoU.canopy: 0.3629, IoU.washer: 0.6979, IoU.plaything: 0.2745, IoU.swimming pool: 0.6060, IoU.stool: 0.3462, IoU.barrel: 0.3773, IoU.basket: 0.3651, IoU.waterfall: 0.4604, IoU.tent: 0.7798, IoU.bag: 0.1660, IoU.minibike: 0.6364, IoU.cradle: 0.7219, IoU.oven: 0.5128, IoU.ball: 0.5562, IoU.food: 0.5536, IoU.step: 0.0813, IoU.tank: 0.6019, IoU.trade name: 0.1587, IoU.microwave: 0.7289, IoU.pot: 0.4130, IoU.animal: 0.5641, IoU.bicycle: 0.5668, IoU.lake: 0.2158, IoU.dishwasher: 0.5318, IoU.screen: 0.4282, IoU.blanket: 0.2105, IoU.sculpture: 0.5662, IoU.hood: 0.5590, IoU.sconce: 0.4580, IoU.vase: 0.3889, IoU.traffic light: 0.3184, IoU.tray: 0.0996, IoU.ashcan: 0.4272, IoU.fan: 0.5580, IoU.pier: 0.3417, IoU.crt screen: 0.0518, IoU.plate: 0.5130, IoU.monitor: 0.2601, IoU.bulletin board: 0.4225, IoU.shower: 0.0210, IoU.radiator: 0.6004, IoU.glass: 0.1738, IoU.clock: 0.3610, IoU.flag: 0.4920, Acc.wall: 0.8444, Acc.building: 0.9243, Acc.sky: 0.9555, Acc.floor: 0.8760, Acc.tree: 0.8375, Acc.ceiling: 0.8782, Acc.road: 0.8855, Acc.bed : 0.9362, Acc.windowpane: 0.7479, Acc.grass: 0.8097, Acc.cabinet: 0.6907, Acc.sidewalk: 0.7250, Acc.person: 0.9106, Acc.earth: 0.4914, Acc.door: 0.5105, Acc.table: 0.7051, Acc.mountain: 0.7024, Acc.plant: 0.6167, Acc.curtain: 0.7737, Acc.chair: 0.6740, Acc.car: 0.9221, Acc.water: 0.7452, Acc.painting: 0.8240, Acc.sofa: 0.7951, Acc.shelf: 0.5082, Acc.house: 0.5895, Acc.sea: 0.7650, Acc.mirror: 0.7135, Acc.rug: 0.5886, Acc.field: 0.5036, Acc.armchair: 0.6442, Acc.seat: 0.7827, Acc.fence: 0.4991, Acc.desk: 0.6832, Acc.rock: 0.6844, Acc.wardrobe: 0.6100, Acc.lamp: 0.7290, Acc.bathtub: 0.8408, Acc.railing: 0.4632, Acc.cushion: 0.6984, Acc.base: 0.4044, Acc.box: 0.3570, Acc.column: 0.4562, Acc.signboard: 0.4656, Acc.chest of drawers: 0.5149, Acc.counter: 0.4547, Acc.sand: 0.5784, Acc.sink: 0.7980, Acc.skyscraper: 0.5904, Acc.fireplace: 0.8406, Acc.refrigerator: 0.6867, Acc.grandstand: 0.7813, Acc.path: 0.2901, Acc.stairs: 0.2961, Acc.runway: 0.8709, Acc.case: 0.7007, Acc.pool table: 0.9649, Acc.pillow: 0.6619, Acc.screen door: 0.6201, Acc.stairway: 0.6082, Acc.river: 0.2231, Acc.bridge: 0.5138, Acc.bookcase: 0.4990, Acc.blind: 0.3187, Acc.coffee table: 0.7995, Acc.toilet: 0.8837, Acc.flower: 0.5602, Acc.book: 0.6624, Acc.hill: 0.0991, Acc.bench: 0.5968, Acc.countertop: 0.6917, Acc.stove: 0.8055, Acc.palm: 0.6308, Acc.kitchen island: 0.6167, Acc.computer: 0.8101, Acc.swivel chair: 0.5993, Acc.boat: 0.7557, Acc.bar: 0.6329, Acc.arcade machine: 0.7577, Acc.hovel: 0.4883, Acc.bus: 0.9131, Acc.towel: 0.8313, Acc.light: 0.4455, Acc.truck: 0.5036, Acc.tower: 0.3590, Acc.chandelier: 0.7870, Acc.awning: 0.3727, Acc.streetlight: 0.2981, Acc.booth: 0.4612, Acc.television receiver: 0.7909, Acc.airplane: 0.6624, Acc.dirt track: 0.0711, Acc.apparel: 0.6306, Acc.pole: 0.2125, Acc.land: 0.0200, Acc.bannister: 0.0959, Acc.escalator: 0.7057, Acc.ottoman: 0.5393, Acc.bottle: 0.6466, Acc.buffet: 0.5017, Acc.poster: 0.2695, Acc.stage: 0.3737, Acc.van: 0.4596, Acc.ship: 0.3109, Acc.fountain: 0.2859, Acc.conveyer belt: 0.9445, Acc.canopy: 0.4357, Acc.washer: 0.7632, Acc.plaything: 0.3858, Acc.swimming pool: 0.7793, Acc.stool: 0.4353, Acc.barrel: 0.5174, Acc.basket: 0.4727, Acc.waterfall: 0.5361, Acc.tent: 0.9748, Acc.bag: 0.1986, Acc.minibike: 0.8760, Acc.cradle: 0.9406, Acc.oven: 0.6162, Acc.ball: 0.6706, Acc.food: 0.6698, Acc.step: 0.0900, Acc.tank: 0.7644, Acc.trade name: 0.1786, Acc.microwave: 0.8069, Acc.pot: 0.4693, Acc.animal: 0.6253, Acc.bicycle: 0.7969, Acc.lake: 0.2533, Acc.dishwasher: 0.6024, Acc.screen: 0.5894, Acc.blanket: 0.2472, Acc.sculpture: 0.7572, Acc.hood: 0.6148, Acc.sconce: 0.6093, Acc.vase: 0.5532, Acc.traffic light: 0.4021, Acc.tray: 0.1231, Acc.ashcan: 0.5601, Acc.fan: 0.7017, Acc.pier: 0.4217, Acc.crt screen: 0.1043, Acc.plate: 0.7142, Acc.monitor: 0.3051, Acc.bulletin board: 0.5493, Acc.shower: 0.0434, Acc.radiator: 0.7073, Acc.glass: 0.1945, Acc.clock: 0.4058, Acc.flag: 0.5751 2023-11-30 22:43:23,271 - mmseg - INFO - Iter [47050/80000] lr: 1.648e-05, eta: 2:57:55, time: 1.868, data_time: 1.664, memory: 14238, decode.loss_ce: 0.5054, decode.acc_seg: 80.6485, loss: 0.5054 2023-11-30 22:43:33,865 - mmseg - INFO - Iter [47100/80000] lr: 1.645e-05, eta: 2:57:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5079, decode.acc_seg: 80.7200, loss: 0.5079 2023-11-30 22:43:44,464 - mmseg - INFO - Iter [47150/80000] lr: 1.643e-05, eta: 2:57:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5115, decode.acc_seg: 80.7337, loss: 0.5115 2023-11-30 22:43:55,072 - mmseg - INFO - Iter [47200/80000] lr: 1.640e-05, eta: 2:56:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5283, decode.acc_seg: 80.1026, loss: 0.5283 2023-11-30 22:44:05,674 - mmseg - INFO - Iter [47250/80000] lr: 1.638e-05, eta: 2:56:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5019, decode.acc_seg: 81.0764, loss: 0.5019 2023-11-30 22:44:16,278 - mmseg - INFO - Iter [47300/80000] lr: 1.635e-05, eta: 2:56:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5273, decode.acc_seg: 80.4753, loss: 0.5273 2023-11-30 22:44:26,906 - mmseg - INFO - Iter [47350/80000] lr: 1.633e-05, eta: 2:55:54, time: 0.213, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5123, decode.acc_seg: 80.6346, loss: 0.5123 2023-11-30 22:44:37,515 - mmseg - INFO - Iter [47400/80000] lr: 1.630e-05, eta: 2:55:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5228, decode.acc_seg: 80.5650, loss: 0.5228 2023-11-30 22:44:48,125 - mmseg - INFO - Iter [47450/80000] lr: 1.628e-05, eta: 2:55:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5171, decode.acc_seg: 80.4887, loss: 0.5171 2023-11-30 22:44:58,729 - mmseg - INFO - Iter [47500/80000] lr: 1.625e-05, eta: 2:54:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5198, decode.acc_seg: 80.4983, loss: 0.5198 2023-11-30 22:45:09,336 - mmseg - INFO - Iter [47550/80000] lr: 1.623e-05, eta: 2:54:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5217, decode.acc_seg: 80.4842, loss: 0.5217 2023-11-30 22:45:19,945 - mmseg - INFO - Iter [47600/80000] lr: 1.620e-05, eta: 2:54:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5478, decode.acc_seg: 79.6753, loss: 0.5478 2023-11-30 22:45:30,545 - mmseg - INFO - Iter [47650/80000] lr: 1.618e-05, eta: 2:53:55, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5082, decode.acc_seg: 80.5037, loss: 0.5082 2023-11-30 22:45:41,148 - mmseg - INFO - Iter [47700/80000] lr: 1.615e-05, eta: 2:53:35, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5048, decode.acc_seg: 80.9323, loss: 0.5048 2023-11-30 22:45:51,753 - mmseg - INFO - Iter [47750/80000] lr: 1.613e-05, eta: 2:53:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4997, decode.acc_seg: 80.8289, loss: 0.4997 2023-11-30 22:46:02,357 - mmseg - INFO - Iter [47800/80000] lr: 1.610e-05, eta: 2:52:55, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5038, decode.acc_seg: 80.8214, loss: 0.5038 2023-11-30 22:46:12,962 - mmseg - INFO - Iter [47850/80000] lr: 1.608e-05, eta: 2:52:35, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5032, decode.acc_seg: 80.9228, loss: 0.5032 2023-11-30 22:46:23,569 - mmseg - INFO - Iter [47900/80000] lr: 1.605e-05, eta: 2:52:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5269, decode.acc_seg: 79.5704, loss: 0.5269 2023-11-30 22:46:34,168 - mmseg - INFO - Iter [47950/80000] lr: 1.603e-05, eta: 2:51:56, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4948, decode.acc_seg: 81.4024, loss: 0.4948 2023-11-30 22:46:47,849 - mmseg - INFO - Saving checkpoint at 48000 iterations 2023-11-30 22:47:22,192 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:47:22,192 - mmseg - INFO - Iter [48000/80000] lr: 1.600e-05, eta: 2:52:01, time: 0.961, data_time: 0.067, memory: 14238, decode.loss_ce: 0.5136, decode.acc_seg: 79.8476, loss: 0.5136 2023-11-30 22:48:36,514 - mmseg - INFO - per class results: 2023-11-30 22:48:36,521 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.78 | 85.62 | | building | 80.18 | 91.51 | | sky | 89.94 | 95.36 | | floor | 74.68 | 87.36 | | tree | 69.74 | 84.3 | | ceiling | 77.25 | 86.61 | | road | 78.48 | 88.14 | | bed | 84.45 | 93.96 | | windowpane | 58.31 | 76.48 | | grass | 65.49 | 80.4 | | cabinet | 55.12 | 69.13 | | sidewalk | 56.76 | 71.8 | | person | 76.46 | 90.82 | | earth | 34.75 | 47.51 | | door | 40.54 | 50.51 | | table | 55.07 | 71.75 | | mountain | 55.73 | 71.94 | | plant | 51.28 | 62.61 | | curtain | 64.93 | 76.14 | | chair | 54.35 | 70.9 | | car | 79.64 | 92.07 | | water | 55.83 | 73.53 | | painting | 66.98 | 82.15 | | sofa | 67.15 | 83.52 | | shelf | 38.35 | 53.6 | | house | 46.64 | 63.88 | | sea | 60.33 | 76.5 | | mirror | 59.36 | 72.52 | | rug | 50.17 | 54.63 | | field | 31.95 | 50.95 | | armchair | 43.09 | 58.53 | | seat | 57.7 | 78.88 | | fence | 38.47 | 48.95 | | desk | 42.21 | 68.22 | | rock | 52.36 | 67.21 | | wardrobe | 45.51 | 61.87 | | lamp | 57.94 | 72.08 | | bathtub | 74.45 | 82.1 | | railing | 32.56 | 43.88 | | cushion | 56.86 | 70.57 | | base | 24.24 | 36.11 | | box | 25.99 | 33.32 | | column | 35.77 | 44.26 | | signboard | 32.18 | 47.85 | | chest of drawers | 38.26 | 53.89 | | counter | 33.06 | 41.76 | | sand | 44.81 | 59.69 | | sink | 70.07 | 78.46 | | skyscraper | 45.92 | 62.08 | | fireplace | 64.19 | 83.41 | | refrigerator | 58.78 | 68.23 | | grandstand | 52.37 | 75.76 | | path | 19.61 | 26.41 | | stairs | 29.45 | 34.1 | | runway | 66.0 | 87.99 | | case | 55.44 | 69.12 | | pool table | 86.7 | 95.5 | | pillow | 53.79 | 62.87 | | screen door | 51.93 | 55.87 | | stairway | 45.81 | 55.82 | | river | 14.46 | 26.42 | | bridge | 44.39 | 52.98 | | bookcase | 33.52 | 48.05 | | blind | 20.25 | 22.12 | | coffee table | 60.56 | 78.74 | | toilet | 78.51 | 87.77 | | flower | 38.71 | 52.48 | | book | 47.25 | 66.31 | | hill | 5.91 | 9.23 | | bench | 46.25 | 55.68 | | countertop | 54.38 | 69.22 | | stove | 70.7 | 78.96 | | palm | 46.96 | 63.78 | | kitchen island | 38.62 | 62.63 | | computer | 64.31 | 80.6 | | swivel chair | 41.0 | 53.66 | | boat | 61.44 | 77.5 | | bar | 50.82 | 61.96 | | arcade machine | 66.61 | 75.48 | | hovel | 40.29 | 46.49 | | bus | 84.7 | 91.24 | | towel | 66.21 | 81.6 | | light | 37.88 | 44.77 | | truck | 34.67 | 48.47 | | tower | 26.2 | 42.67 | | chandelier | 63.3 | 76.0 | | awning | 28.2 | 35.09 | | streetlight | 23.81 | 29.5 | | booth | 34.54 | 45.16 | | television receiver | 69.42 | 78.26 | | airplane | 54.44 | 66.63 | | dirt track | 4.48 | 9.07 | | apparel | 48.44 | 60.58 | | pole | 17.13 | 21.93 | | land | 1.83 | 2.68 | | bannister | 6.83 | 8.99 | | escalator | 52.48 | 68.04 | | ottoman | 46.06 | 55.41 | | bottle | 39.92 | 63.07 | | buffet | 42.59 | 50.94 | | poster | 20.62 | 27.24 | | stage | 17.36 | 36.64 | | van | 37.21 | 50.33 | | ship | 23.79 | 26.74 | | fountain | 22.68 | 23.49 | | conveyer belt | 67.16 | 93.98 | | canopy | 36.05 | 42.59 | | washer | 69.16 | 75.2 | | plaything | 28.71 | 41.46 | | swimming pool | 60.12 | 75.22 | | stool | 34.42 | 41.4 | | barrel | 37.25 | 49.84 | | basket | 35.96 | 44.74 | | waterfall | 46.52 | 54.39 | | tent | 78.88 | 97.63 | | bag | 16.08 | 18.73 | | minibike | 64.58 | 85.62 | | cradle | 73.11 | 93.16 | | oven | 49.49 | 57.99 | | ball | 51.38 | 58.81 | | food | 52.69 | 61.86 | | step | 7.53 | 8.09 | | tank | 60.17 | 72.59 | | trade name | 16.46 | 18.64 | | microwave | 70.79 | 76.62 | | pot | 41.1 | 46.33 | | animal | 55.58 | 61.61 | | bicycle | 57.29 | 77.15 | | lake | 20.72 | 23.95 | | dishwasher | 52.83 | 57.42 | | screen | 43.2 | 59.11 | | blanket | 21.18 | 24.74 | | sculpture | 58.03 | 73.44 | | hood | 53.08 | 57.25 | | sconce | 43.77 | 54.47 | | vase | 39.03 | 56.93 | | traffic light | 32.63 | 42.49 | | tray | 9.7 | 11.83 | | ashcan | 43.17 | 55.02 | | fan | 55.67 | 69.73 | | pier | 34.07 | 41.36 | | crt screen | 5.76 | 11.63 | | plate | 50.5 | 66.9 | | monitor | 22.58 | 25.9 | | bulletin board | 41.88 | 53.55 | | shower | 1.87 | 3.65 | | radiator | 59.73 | 67.58 | | glass | 16.28 | 17.78 | | clock | 34.87 | 38.6 | | flag | 48.24 | 56.31 | +---------------------+-------+-------+ 2023-11-30 22:48:36,521 - mmseg - INFO - Summary: 2023-11-30 22:48:36,521 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.16 | 46.77 | 58.13 | +-------+-------+-------+ 2023-11-30 22:48:36,522 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:48:36,522 - mmseg - INFO - Iter(val) [250] aAcc: 0.8016, mIoU: 0.4677, mAcc: 0.5813, IoU.wall: 0.7078, IoU.building: 0.8018, IoU.sky: 0.8994, IoU.floor: 0.7468, IoU.tree: 0.6974, IoU.ceiling: 0.7725, IoU.road: 0.7848, IoU.bed : 0.8445, IoU.windowpane: 0.5831, IoU.grass: 0.6549, IoU.cabinet: 0.5512, IoU.sidewalk: 0.5676, IoU.person: 0.7646, IoU.earth: 0.3475, IoU.door: 0.4054, IoU.table: 0.5507, IoU.mountain: 0.5573, IoU.plant: 0.5128, IoU.curtain: 0.6493, IoU.chair: 0.5435, IoU.car: 0.7964, IoU.water: 0.5583, IoU.painting: 0.6698, IoU.sofa: 0.6715, IoU.shelf: 0.3835, IoU.house: 0.4664, IoU.sea: 0.6033, IoU.mirror: 0.5936, IoU.rug: 0.5017, IoU.field: 0.3195, IoU.armchair: 0.4309, IoU.seat: 0.5770, IoU.fence: 0.3847, IoU.desk: 0.4221, IoU.rock: 0.5236, IoU.wardrobe: 0.4551, IoU.lamp: 0.5794, IoU.bathtub: 0.7445, IoU.railing: 0.3256, IoU.cushion: 0.5686, IoU.base: 0.2424, IoU.box: 0.2599, IoU.column: 0.3577, IoU.signboard: 0.3218, IoU.chest of drawers: 0.3826, IoU.counter: 0.3306, IoU.sand: 0.4481, IoU.sink: 0.7007, IoU.skyscraper: 0.4592, IoU.fireplace: 0.6419, IoU.refrigerator: 0.5878, IoU.grandstand: 0.5237, IoU.path: 0.1961, IoU.stairs: 0.2945, IoU.runway: 0.6600, IoU.case: 0.5544, IoU.pool table: 0.8670, IoU.pillow: 0.5379, IoU.screen door: 0.5193, IoU.stairway: 0.4581, IoU.river: 0.1446, IoU.bridge: 0.4439, IoU.bookcase: 0.3352, IoU.blind: 0.2025, IoU.coffee table: 0.6056, IoU.toilet: 0.7851, IoU.flower: 0.3871, IoU.book: 0.4725, IoU.hill: 0.0591, IoU.bench: 0.4625, IoU.countertop: 0.5438, IoU.stove: 0.7070, IoU.palm: 0.4696, IoU.kitchen island: 0.3862, IoU.computer: 0.6431, IoU.swivel chair: 0.4100, IoU.boat: 0.6144, IoU.bar: 0.5082, IoU.arcade machine: 0.6661, IoU.hovel: 0.4029, IoU.bus: 0.8470, IoU.towel: 0.6621, IoU.light: 0.3788, IoU.truck: 0.3467, IoU.tower: 0.2620, IoU.chandelier: 0.6330, IoU.awning: 0.2820, IoU.streetlight: 0.2381, IoU.booth: 0.3454, IoU.television receiver: 0.6942, IoU.airplane: 0.5444, IoU.dirt track: 0.0448, IoU.apparel: 0.4844, IoU.pole: 0.1713, IoU.land: 0.0183, IoU.bannister: 0.0683, IoU.escalator: 0.5248, IoU.ottoman: 0.4606, IoU.bottle: 0.3992, IoU.buffet: 0.4259, IoU.poster: 0.2062, IoU.stage: 0.1736, IoU.van: 0.3721, IoU.ship: 0.2379, IoU.fountain: 0.2268, IoU.conveyer belt: 0.6716, IoU.canopy: 0.3605, IoU.washer: 0.6916, IoU.plaything: 0.2871, IoU.swimming pool: 0.6012, IoU.stool: 0.3442, IoU.barrel: 0.3725, IoU.basket: 0.3596, IoU.waterfall: 0.4652, IoU.tent: 0.7888, IoU.bag: 0.1608, IoU.minibike: 0.6458, IoU.cradle: 0.7311, IoU.oven: 0.4949, IoU.ball: 0.5138, IoU.food: 0.5269, IoU.step: 0.0753, IoU.tank: 0.6017, IoU.trade name: 0.1646, IoU.microwave: 0.7079, IoU.pot: 0.4110, IoU.animal: 0.5558, IoU.bicycle: 0.5729, IoU.lake: 0.2072, IoU.dishwasher: 0.5283, IoU.screen: 0.4320, IoU.blanket: 0.2118, IoU.sculpture: 0.5803, IoU.hood: 0.5308, IoU.sconce: 0.4377, IoU.vase: 0.3903, IoU.traffic light: 0.3263, IoU.tray: 0.0970, IoU.ashcan: 0.4317, IoU.fan: 0.5567, IoU.pier: 0.3407, IoU.crt screen: 0.0576, IoU.plate: 0.5050, IoU.monitor: 0.2258, IoU.bulletin board: 0.4188, IoU.shower: 0.0187, IoU.radiator: 0.5973, IoU.glass: 0.1628, IoU.clock: 0.3487, IoU.flag: 0.4824, Acc.wall: 0.8562, Acc.building: 0.9151, Acc.sky: 0.9536, Acc.floor: 0.8736, Acc.tree: 0.8430, Acc.ceiling: 0.8661, Acc.road: 0.8814, Acc.bed : 0.9396, Acc.windowpane: 0.7648, Acc.grass: 0.8040, Acc.cabinet: 0.6913, Acc.sidewalk: 0.7180, Acc.person: 0.9082, Acc.earth: 0.4751, Acc.door: 0.5051, Acc.table: 0.7175, Acc.mountain: 0.7194, Acc.plant: 0.6261, Acc.curtain: 0.7614, Acc.chair: 0.7090, Acc.car: 0.9207, Acc.water: 0.7353, Acc.painting: 0.8215, Acc.sofa: 0.8352, Acc.shelf: 0.5360, Acc.house: 0.6388, Acc.sea: 0.7650, Acc.mirror: 0.7252, Acc.rug: 0.5463, Acc.field: 0.5095, Acc.armchair: 0.5853, Acc.seat: 0.7888, Acc.fence: 0.4895, Acc.desk: 0.6822, Acc.rock: 0.6721, Acc.wardrobe: 0.6187, Acc.lamp: 0.7208, Acc.bathtub: 0.8210, Acc.railing: 0.4388, Acc.cushion: 0.7057, Acc.base: 0.3611, Acc.box: 0.3332, Acc.column: 0.4426, Acc.signboard: 0.4785, Acc.chest of drawers: 0.5389, Acc.counter: 0.4176, Acc.sand: 0.5969, Acc.sink: 0.7846, Acc.skyscraper: 0.6208, Acc.fireplace: 0.8341, Acc.refrigerator: 0.6823, Acc.grandstand: 0.7576, Acc.path: 0.2641, Acc.stairs: 0.3410, Acc.runway: 0.8799, Acc.case: 0.6912, Acc.pool table: 0.9550, Acc.pillow: 0.6287, Acc.screen door: 0.5587, Acc.stairway: 0.5582, Acc.river: 0.2642, Acc.bridge: 0.5298, Acc.bookcase: 0.4805, Acc.blind: 0.2212, Acc.coffee table: 0.7874, Acc.toilet: 0.8777, Acc.flower: 0.5248, Acc.book: 0.6631, Acc.hill: 0.0923, Acc.bench: 0.5568, Acc.countertop: 0.6922, Acc.stove: 0.7896, Acc.palm: 0.6378, Acc.kitchen island: 0.6263, Acc.computer: 0.8060, Acc.swivel chair: 0.5366, Acc.boat: 0.7750, Acc.bar: 0.6196, Acc.arcade machine: 0.7548, Acc.hovel: 0.4649, Acc.bus: 0.9124, Acc.towel: 0.8160, Acc.light: 0.4477, Acc.truck: 0.4847, Acc.tower: 0.4267, Acc.chandelier: 0.7600, Acc.awning: 0.3509, Acc.streetlight: 0.2950, Acc.booth: 0.4516, Acc.television receiver: 0.7826, Acc.airplane: 0.6663, Acc.dirt track: 0.0907, Acc.apparel: 0.6058, Acc.pole: 0.2193, Acc.land: 0.0268, Acc.bannister: 0.0899, Acc.escalator: 0.6804, Acc.ottoman: 0.5541, Acc.bottle: 0.6307, Acc.buffet: 0.5094, Acc.poster: 0.2724, Acc.stage: 0.3664, Acc.van: 0.5033, Acc.ship: 0.2674, Acc.fountain: 0.2349, Acc.conveyer belt: 0.9398, Acc.canopy: 0.4259, Acc.washer: 0.7520, Acc.plaything: 0.4146, Acc.swimming pool: 0.7522, Acc.stool: 0.4140, Acc.barrel: 0.4984, Acc.basket: 0.4474, Acc.waterfall: 0.5439, Acc.tent: 0.9763, Acc.bag: 0.1873, Acc.minibike: 0.8562, Acc.cradle: 0.9316, Acc.oven: 0.5799, Acc.ball: 0.5881, Acc.food: 0.6186, Acc.step: 0.0809, Acc.tank: 0.7259, Acc.trade name: 0.1864, Acc.microwave: 0.7662, Acc.pot: 0.4633, Acc.animal: 0.6161, Acc.bicycle: 0.7715, Acc.lake: 0.2395, Acc.dishwasher: 0.5742, Acc.screen: 0.5911, Acc.blanket: 0.2474, Acc.sculpture: 0.7344, Acc.hood: 0.5725, Acc.sconce: 0.5447, Acc.vase: 0.5693, Acc.traffic light: 0.4249, Acc.tray: 0.1183, Acc.ashcan: 0.5502, Acc.fan: 0.6973, Acc.pier: 0.4136, Acc.crt screen: 0.1163, Acc.plate: 0.6690, Acc.monitor: 0.2590, Acc.bulletin board: 0.5355, Acc.shower: 0.0365, Acc.radiator: 0.6758, Acc.glass: 0.1778, Acc.clock: 0.3860, Acc.flag: 0.5631 2023-11-30 22:49:55,486 - mmseg - INFO - Iter [48050/80000] lr: 1.598e-05, eta: 2:53:16, time: 3.066, data_time: 2.750, memory: 14238, decode.loss_ce: 0.5220, decode.acc_seg: 80.3400, loss: 0.5220 2023-11-30 22:50:22,113 - mmseg - INFO - Iter [48100/80000] lr: 1.595e-05, eta: 2:53:07, time: 0.533, data_time: 0.325, memory: 14238, decode.loss_ce: 0.5099, decode.acc_seg: 80.4551, loss: 0.5099 2023-11-30 22:50:40,809 - mmseg - INFO - Iter [48150/80000] lr: 1.593e-05, eta: 2:52:52, time: 0.374, data_time: 0.157, memory: 14238, decode.loss_ce: 0.5352, decode.acc_seg: 79.7865, loss: 0.5352 2023-11-30 22:50:51,414 - mmseg - INFO - Iter [48200/80000] lr: 1.590e-05, eta: 2:52:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5159, decode.acc_seg: 80.5183, loss: 0.5159 2023-11-30 22:51:02,261 - mmseg - INFO - Iter [48250/80000] lr: 1.588e-05, eta: 2:52:12, time: 0.217, data_time: 0.011, memory: 14238, decode.loss_ce: 0.5342, decode.acc_seg: 80.1101, loss: 0.5342 2023-11-30 22:51:12,898 - mmseg - INFO - Iter [48300/80000] lr: 1.585e-05, eta: 2:51:52, time: 0.213, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5115, decode.acc_seg: 80.1257, loss: 0.5115 2023-11-30 22:51:23,502 - mmseg - INFO - Iter [48350/80000] lr: 1.583e-05, eta: 2:51:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5258, decode.acc_seg: 80.4776, loss: 0.5258 2023-11-30 22:51:34,106 - mmseg - INFO - Iter [48400/80000] lr: 1.580e-05, eta: 2:51:12, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4956, decode.acc_seg: 80.9946, loss: 0.4956 2023-11-30 22:51:44,718 - mmseg - INFO - Iter [48450/80000] lr: 1.578e-05, eta: 2:50:52, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5016, decode.acc_seg: 80.9437, loss: 0.5016 2023-11-30 22:51:55,325 - mmseg - INFO - Iter [48500/80000] lr: 1.575e-05, eta: 2:50:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5178, decode.acc_seg: 80.5773, loss: 0.5178 2023-11-30 22:52:06,370 - mmseg - INFO - Iter [48550/80000] lr: 1.573e-05, eta: 2:50:13, time: 0.221, data_time: 0.016, memory: 14238, decode.loss_ce: 0.5072, decode.acc_seg: 81.0288, loss: 0.5072 2023-11-30 22:52:16,977 - mmseg - INFO - Iter [48600/80000] lr: 1.570e-05, eta: 2:49:53, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5257, decode.acc_seg: 80.5987, loss: 0.5257 2023-11-30 22:52:28,310 - mmseg - INFO - Iter [48650/80000] lr: 1.568e-05, eta: 2:49:33, time: 0.227, data_time: 0.021, memory: 14238, decode.loss_ce: 0.5099, decode.acc_seg: 80.5902, loss: 0.5099 2023-11-30 22:52:39,050 - mmseg - INFO - Iter [48700/80000] lr: 1.565e-05, eta: 2:49:14, time: 0.215, data_time: 0.009, memory: 14238, decode.loss_ce: 0.5092, decode.acc_seg: 81.4101, loss: 0.5092 2023-11-30 22:53:14,085 - mmseg - INFO - Iter [48750/80000] lr: 1.563e-05, eta: 2:49:09, time: 0.701, data_time: 0.377, memory: 14238, decode.loss_ce: 0.5015, decode.acc_seg: 81.0396, loss: 0.5015 2023-11-30 22:53:38,253 - mmseg - INFO - Iter [48800/80000] lr: 1.560e-05, eta: 2:48:58, time: 0.483, data_time: 0.189, memory: 14238, decode.loss_ce: 0.5240, decode.acc_seg: 80.3850, loss: 0.5240 2023-11-30 22:54:27,693 - mmseg - INFO - Iter [48850/80000] lr: 1.558e-05, eta: 2:49:03, time: 0.989, data_time: 0.352, memory: 14238, decode.loss_ce: 0.5191, decode.acc_seg: 80.5111, loss: 0.5191 2023-11-30 22:55:05,085 - mmseg - INFO - Iter [48900/80000] lr: 1.555e-05, eta: 2:49:00, time: 0.748, data_time: 0.276, memory: 14238, decode.loss_ce: 0.5236, decode.acc_seg: 80.5045, loss: 0.5236 2023-11-30 22:55:22,750 - mmseg - INFO - Iter [48950/80000] lr: 1.553e-05, eta: 2:48:45, time: 0.353, data_time: 0.054, memory: 14238, decode.loss_ce: 0.5238, decode.acc_seg: 80.5945, loss: 0.5238 2023-11-30 22:55:33,414 - mmseg - INFO - Saving checkpoint at 49000 iterations 2023-11-30 22:56:07,510 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:56:07,510 - mmseg - INFO - Iter [49000/80000] lr: 1.550e-05, eta: 2:48:47, time: 0.896, data_time: 0.010, memory: 14238, decode.loss_ce: 0.4926, decode.acc_seg: 81.2236, loss: 0.4926 2023-11-30 22:56:59,646 - mmseg - INFO - per class results: 2023-11-30 22:56:59,653 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.97 | 84.85 | | building | 80.2 | 91.74 | | sky | 90.02 | 95.26 | | floor | 74.74 | 87.46 | | tree | 69.77 | 83.5 | | ceiling | 77.46 | 87.88 | | road | 78.53 | 87.77 | | bed | 84.77 | 93.5 | | windowpane | 58.42 | 75.34 | | grass | 65.46 | 80.1 | | cabinet | 55.23 | 69.96 | | sidewalk | 56.85 | 73.84 | | person | 76.08 | 91.19 | | earth | 35.4 | 49.06 | | door | 40.73 | 50.74 | | table | 55.25 | 70.31 | | mountain | 56.21 | 71.54 | | plant | 51.05 | 61.95 | | curtain | 64.98 | 76.72 | | chair | 54.17 | 70.49 | | car | 79.11 | 92.69 | | water | 55.72 | 73.86 | | painting | 66.47 | 83.12 | | sofa | 66.99 | 81.87 | | shelf | 37.73 | 52.73 | | house | 46.52 | 61.1 | | sea | 60.21 | 77.16 | | mirror | 59.64 | 72.36 | | rug | 52.84 | 58.74 | | field | 31.5 | 49.38 | | armchair | 43.64 | 61.08 | | seat | 57.3 | 79.13 | | fence | 39.31 | 51.39 | | desk | 42.76 | 68.11 | | rock | 53.01 | 68.73 | | wardrobe | 45.41 | 60.73 | | lamp | 57.94 | 73.13 | | bathtub | 74.55 | 83.56 | | railing | 33.14 | 45.15 | | cushion | 56.53 | 69.32 | | base | 25.16 | 39.14 | | box | 26.79 | 34.9 | | column | 36.73 | 46.14 | | signboard | 32.0 | 47.56 | | chest of drawers | 37.52 | 51.3 | | counter | 34.09 | 43.67 | | sand | 44.62 | 59.78 | | sink | 69.99 | 79.35 | | skyscraper | 45.9 | 63.65 | | fireplace | 63.99 | 81.99 | | refrigerator | 59.07 | 69.56 | | grandstand | 51.12 | 77.33 | | path | 19.46 | 26.32 | | stairs | 27.94 | 31.6 | | runway | 66.11 | 88.23 | | case | 55.18 | 71.07 | | pool table | 85.52 | 96.02 | | pillow | 55.08 | 66.06 | | screen door | 52.56 | 56.91 | | stairway | 47.72 | 63.34 | | river | 14.51 | 25.49 | | bridge | 44.28 | 53.47 | | bookcase | 34.11 | 51.1 | | blind | 22.81 | 25.35 | | coffee table | 60.06 | 80.16 | | toilet | 77.97 | 88.53 | | flower | 38.46 | 55.53 | | book | 47.09 | 66.34 | | hill | 5.84 | 9.17 | | bench | 46.36 | 55.87 | | countertop | 54.71 | 72.14 | | stove | 70.72 | 79.02 | | palm | 47.49 | 65.82 | | kitchen island | 38.03 | 64.23 | | computer | 64.44 | 81.01 | | swivel chair | 42.24 | 59.49 | | boat | 60.86 | 77.0 | | bar | 51.7 | 65.43 | | arcade machine | 67.69 | 77.66 | | hovel | 42.78 | 50.75 | | bus | 84.57 | 91.93 | | towel | 66.34 | 82.67 | | light | 37.44 | 44.17 | | truck | 35.41 | 50.21 | | tower | 26.18 | 41.74 | | chandelier | 63.64 | 78.67 | | awning | 28.84 | 36.92 | | streetlight | 24.2 | 29.9 | | booth | 33.59 | 43.86 | | television receiver | 70.14 | 80.82 | | airplane | 54.81 | 66.1 | | dirt track | 4.86 | 10.98 | | apparel | 49.82 | 66.05 | | pole | 17.12 | 22.38 | | land | 1.75 | 2.64 | | bannister | 7.68 | 10.1 | | escalator | 53.17 | 69.7 | | ottoman | 45.52 | 54.4 | | bottle | 39.82 | 65.19 | | buffet | 41.45 | 48.79 | | poster | 20.32 | 26.29 | | stage | 17.41 | 37.4 | | van | 36.08 | 47.51 | | ship | 27.71 | 32.01 | | fountain | 23.36 | 24.38 | | conveyer belt | 63.11 | 94.73 | | canopy | 34.54 | 40.11 | | washer | 69.84 | 76.41 | | plaything | 28.92 | 42.56 | | swimming pool | 60.29 | 75.92 | | stool | 34.65 | 41.89 | | barrel | 36.79 | 48.65 | | basket | 35.96 | 45.81 | | waterfall | 45.67 | 52.66 | | tent | 77.11 | 98.02 | | bag | 15.58 | 18.13 | | minibike | 63.91 | 86.74 | | cradle | 73.6 | 92.86 | | oven | 50.43 | 60.51 | | ball | 55.03 | 65.79 | | food | 53.38 | 62.96 | | step | 8.2 | 8.97 | | tank | 61.23 | 76.86 | | trade name | 16.34 | 18.42 | | microwave | 72.14 | 78.41 | | pot | 40.32 | 45.13 | | animal | 55.89 | 61.77 | | bicycle | 57.45 | 77.41 | | lake | 20.98 | 24.56 | | dishwasher | 52.7 | 56.85 | | screen | 43.88 | 58.27 | | blanket | 21.44 | 25.08 | | sculpture | 58.01 | 74.36 | | hood | 54.11 | 59.03 | | sconce | 43.76 | 54.75 | | vase | 38.81 | 55.99 | | traffic light | 32.53 | 50.21 | | tray | 10.58 | 13.4 | | ashcan | 43.01 | 54.47 | | fan | 56.27 | 72.14 | | pier | 33.19 | 42.57 | | crt screen | 7.21 | 15.06 | | plate | 50.91 | 68.41 | | monitor | 22.22 | 25.73 | | bulletin board | 42.11 | 54.88 | | shower | 1.87 | 3.54 | | radiator | 59.58 | 68.99 | | glass | 16.94 | 18.69 | | clock | 35.33 | 39.12 | | flag | 49.11 | 57.27 | +---------------------+-------+-------+ 2023-11-30 22:56:59,653 - mmseg - INFO - Summary: 2023-11-30 22:56:59,653 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.21 | 46.94 | 58.95 | +-------+-------+-------+ 2023-11-30 22:56:59,654 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 22:56:59,654 - mmseg - INFO - Iter(val) [250] aAcc: 0.8021, mIoU: 0.4694, mAcc: 0.5895, IoU.wall: 0.7097, IoU.building: 0.8020, IoU.sky: 0.9002, IoU.floor: 0.7474, IoU.tree: 0.6977, IoU.ceiling: 0.7746, IoU.road: 0.7853, IoU.bed : 0.8477, IoU.windowpane: 0.5842, IoU.grass: 0.6546, IoU.cabinet: 0.5523, IoU.sidewalk: 0.5685, IoU.person: 0.7608, IoU.earth: 0.3540, IoU.door: 0.4073, IoU.table: 0.5525, IoU.mountain: 0.5621, IoU.plant: 0.5105, IoU.curtain: 0.6498, IoU.chair: 0.5417, IoU.car: 0.7911, IoU.water: 0.5572, IoU.painting: 0.6647, IoU.sofa: 0.6699, IoU.shelf: 0.3773, IoU.house: 0.4652, IoU.sea: 0.6021, IoU.mirror: 0.5964, IoU.rug: 0.5284, IoU.field: 0.3150, IoU.armchair: 0.4364, IoU.seat: 0.5730, IoU.fence: 0.3931, IoU.desk: 0.4276, IoU.rock: 0.5301, IoU.wardrobe: 0.4541, IoU.lamp: 0.5794, IoU.bathtub: 0.7455, IoU.railing: 0.3314, IoU.cushion: 0.5653, IoU.base: 0.2516, IoU.box: 0.2679, IoU.column: 0.3673, IoU.signboard: 0.3200, IoU.chest of drawers: 0.3752, IoU.counter: 0.3409, IoU.sand: 0.4462, IoU.sink: 0.6999, IoU.skyscraper: 0.4590, IoU.fireplace: 0.6399, IoU.refrigerator: 0.5907, IoU.grandstand: 0.5112, IoU.path: 0.1946, IoU.stairs: 0.2794, IoU.runway: 0.6611, IoU.case: 0.5518, IoU.pool table: 0.8552, IoU.pillow: 0.5508, IoU.screen door: 0.5256, IoU.stairway: 0.4772, IoU.river: 0.1451, IoU.bridge: 0.4428, IoU.bookcase: 0.3411, IoU.blind: 0.2281, IoU.coffee table: 0.6006, IoU.toilet: 0.7797, IoU.flower: 0.3846, IoU.book: 0.4709, IoU.hill: 0.0584, IoU.bench: 0.4636, IoU.countertop: 0.5471, IoU.stove: 0.7072, IoU.palm: 0.4749, IoU.kitchen island: 0.3803, IoU.computer: 0.6444, IoU.swivel chair: 0.4224, IoU.boat: 0.6086, IoU.bar: 0.5170, IoU.arcade machine: 0.6769, IoU.hovel: 0.4278, IoU.bus: 0.8457, IoU.towel: 0.6634, IoU.light: 0.3744, IoU.truck: 0.3541, IoU.tower: 0.2618, IoU.chandelier: 0.6364, IoU.awning: 0.2884, IoU.streetlight: 0.2420, IoU.booth: 0.3359, IoU.television receiver: 0.7014, IoU.airplane: 0.5481, IoU.dirt track: 0.0486, IoU.apparel: 0.4982, IoU.pole: 0.1712, IoU.land: 0.0175, IoU.bannister: 0.0768, IoU.escalator: 0.5317, IoU.ottoman: 0.4552, IoU.bottle: 0.3982, IoU.buffet: 0.4145, IoU.poster: 0.2032, IoU.stage: 0.1741, IoU.van: 0.3608, IoU.ship: 0.2771, IoU.fountain: 0.2336, IoU.conveyer belt: 0.6311, IoU.canopy: 0.3454, IoU.washer: 0.6984, IoU.plaything: 0.2892, IoU.swimming pool: 0.6029, IoU.stool: 0.3465, IoU.barrel: 0.3679, IoU.basket: 0.3596, IoU.waterfall: 0.4567, IoU.tent: 0.7711, IoU.bag: 0.1558, IoU.minibike: 0.6391, IoU.cradle: 0.7360, IoU.oven: 0.5043, IoU.ball: 0.5503, IoU.food: 0.5338, IoU.step: 0.0820, IoU.tank: 0.6123, IoU.trade name: 0.1634, IoU.microwave: 0.7214, IoU.pot: 0.4032, IoU.animal: 0.5589, IoU.bicycle: 0.5745, IoU.lake: 0.2098, IoU.dishwasher: 0.5270, IoU.screen: 0.4388, IoU.blanket: 0.2144, IoU.sculpture: 0.5801, IoU.hood: 0.5411, IoU.sconce: 0.4376, IoU.vase: 0.3881, IoU.traffic light: 0.3253, IoU.tray: 0.1058, IoU.ashcan: 0.4301, IoU.fan: 0.5627, IoU.pier: 0.3319, IoU.crt screen: 0.0721, IoU.plate: 0.5091, IoU.monitor: 0.2222, IoU.bulletin board: 0.4211, IoU.shower: 0.0187, IoU.radiator: 0.5958, IoU.glass: 0.1694, IoU.clock: 0.3533, IoU.flag: 0.4911, Acc.wall: 0.8485, Acc.building: 0.9174, Acc.sky: 0.9526, Acc.floor: 0.8746, Acc.tree: 0.8350, Acc.ceiling: 0.8788, Acc.road: 0.8777, Acc.bed : 0.9350, Acc.windowpane: 0.7534, Acc.grass: 0.8010, Acc.cabinet: 0.6996, Acc.sidewalk: 0.7384, Acc.person: 0.9119, Acc.earth: 0.4906, Acc.door: 0.5074, Acc.table: 0.7031, Acc.mountain: 0.7154, Acc.plant: 0.6195, Acc.curtain: 0.7672, Acc.chair: 0.7049, Acc.car: 0.9269, Acc.water: 0.7386, Acc.painting: 0.8312, Acc.sofa: 0.8187, Acc.shelf: 0.5273, Acc.house: 0.6110, Acc.sea: 0.7716, Acc.mirror: 0.7236, Acc.rug: 0.5874, Acc.field: 0.4938, Acc.armchair: 0.6108, Acc.seat: 0.7913, Acc.fence: 0.5139, Acc.desk: 0.6811, Acc.rock: 0.6873, Acc.wardrobe: 0.6073, Acc.lamp: 0.7313, Acc.bathtub: 0.8356, Acc.railing: 0.4515, Acc.cushion: 0.6932, Acc.base: 0.3914, Acc.box: 0.3490, Acc.column: 0.4614, Acc.signboard: 0.4756, Acc.chest of drawers: 0.5130, Acc.counter: 0.4367, Acc.sand: 0.5978, Acc.sink: 0.7935, Acc.skyscraper: 0.6365, Acc.fireplace: 0.8199, Acc.refrigerator: 0.6956, Acc.grandstand: 0.7733, Acc.path: 0.2632, Acc.stairs: 0.3160, Acc.runway: 0.8823, Acc.case: 0.7107, Acc.pool table: 0.9602, Acc.pillow: 0.6606, Acc.screen door: 0.5691, Acc.stairway: 0.6334, Acc.river: 0.2549, Acc.bridge: 0.5347, Acc.bookcase: 0.5110, Acc.blind: 0.2535, Acc.coffee table: 0.8016, Acc.toilet: 0.8853, Acc.flower: 0.5553, Acc.book: 0.6634, Acc.hill: 0.0917, Acc.bench: 0.5587, Acc.countertop: 0.7214, Acc.stove: 0.7902, Acc.palm: 0.6582, Acc.kitchen island: 0.6423, Acc.computer: 0.8101, Acc.swivel chair: 0.5949, Acc.boat: 0.7700, Acc.bar: 0.6543, Acc.arcade machine: 0.7766, Acc.hovel: 0.5075, Acc.bus: 0.9193, Acc.towel: 0.8267, Acc.light: 0.4417, Acc.truck: 0.5021, Acc.tower: 0.4174, Acc.chandelier: 0.7867, Acc.awning: 0.3692, Acc.streetlight: 0.2990, Acc.booth: 0.4386, Acc.television receiver: 0.8082, Acc.airplane: 0.6610, Acc.dirt track: 0.1098, Acc.apparel: 0.6605, Acc.pole: 0.2238, Acc.land: 0.0264, Acc.bannister: 0.1010, Acc.escalator: 0.6970, Acc.ottoman: 0.5440, Acc.bottle: 0.6519, Acc.buffet: 0.4879, Acc.poster: 0.2629, Acc.stage: 0.3740, Acc.van: 0.4751, Acc.ship: 0.3201, Acc.fountain: 0.2438, Acc.conveyer belt: 0.9473, Acc.canopy: 0.4011, Acc.washer: 0.7641, Acc.plaything: 0.4256, Acc.swimming pool: 0.7592, Acc.stool: 0.4189, Acc.barrel: 0.4865, Acc.basket: 0.4581, Acc.waterfall: 0.5266, Acc.tent: 0.9802, Acc.bag: 0.1813, Acc.minibike: 0.8674, Acc.cradle: 0.9286, Acc.oven: 0.6051, Acc.ball: 0.6579, Acc.food: 0.6296, Acc.step: 0.0897, Acc.tank: 0.7686, Acc.trade name: 0.1842, Acc.microwave: 0.7841, Acc.pot: 0.4513, Acc.animal: 0.6177, Acc.bicycle: 0.7741, Acc.lake: 0.2456, Acc.dishwasher: 0.5685, Acc.screen: 0.5827, Acc.blanket: 0.2508, Acc.sculpture: 0.7436, Acc.hood: 0.5903, Acc.sconce: 0.5475, Acc.vase: 0.5599, Acc.traffic light: 0.5021, Acc.tray: 0.1340, Acc.ashcan: 0.5447, Acc.fan: 0.7214, Acc.pier: 0.4257, Acc.crt screen: 0.1506, Acc.plate: 0.6841, Acc.monitor: 0.2573, Acc.bulletin board: 0.5488, Acc.shower: 0.0354, Acc.radiator: 0.6899, Acc.glass: 0.1869, Acc.clock: 0.3912, Acc.flag: 0.5727 2023-11-30 22:57:13,114 - mmseg - INFO - Iter [49050/80000] lr: 1.548e-05, eta: 2:49:01, time: 1.312, data_time: 1.106, memory: 14238, decode.loss_ce: 0.5017, decode.acc_seg: 80.8305, loss: 0.5017 2023-11-30 22:57:23,721 - mmseg - INFO - Iter [49100/80000] lr: 1.545e-05, eta: 2:48:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5163, decode.acc_seg: 80.3552, loss: 0.5163 2023-11-30 22:57:34,331 - mmseg - INFO - Iter [49150/80000] lr: 1.543e-05, eta: 2:48:21, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5009, decode.acc_seg: 80.9329, loss: 0.5009 2023-11-30 22:57:44,938 - mmseg - INFO - Iter [49200/80000] lr: 1.540e-05, eta: 2:48:01, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5244, decode.acc_seg: 80.8727, loss: 0.5244 2023-11-30 22:57:55,548 - mmseg - INFO - Iter [49250/80000] lr: 1.538e-05, eta: 2:47:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5181, decode.acc_seg: 80.3064, loss: 0.5181 2023-11-30 22:58:08,615 - mmseg - INFO - Iter [49300/80000] lr: 1.535e-05, eta: 2:47:23, time: 0.261, data_time: 0.055, memory: 14238, decode.loss_ce: 0.5106, decode.acc_seg: 81.0325, loss: 0.5106 2023-11-30 22:58:19,260 - mmseg - INFO - Iter [49350/80000] lr: 1.533e-05, eta: 2:47:03, time: 0.213, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5322, decode.acc_seg: 80.0149, loss: 0.5322 2023-11-30 22:58:29,871 - mmseg - INFO - Iter [49400/80000] lr: 1.530e-05, eta: 2:46:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5358, decode.acc_seg: 79.9031, loss: 0.5358 2023-11-30 22:58:40,495 - mmseg - INFO - Iter [49450/80000] lr: 1.528e-05, eta: 2:46:23, time: 0.212, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5300, decode.acc_seg: 80.4756, loss: 0.5300 2023-11-30 22:58:51,100 - mmseg - INFO - Iter [49500/80000] lr: 1.525e-05, eta: 2:46:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5019, decode.acc_seg: 80.4486, loss: 0.5019 2023-11-30 22:59:01,706 - mmseg - INFO - Iter [49550/80000] lr: 1.523e-05, eta: 2:45:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5227, decode.acc_seg: 79.5477, loss: 0.5227 2023-11-30 22:59:12,311 - mmseg - INFO - Iter [49600/80000] lr: 1.520e-05, eta: 2:45:24, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5220, decode.acc_seg: 80.5004, loss: 0.5220 2023-11-30 22:59:22,941 - mmseg - INFO - Iter [49650/80000] lr: 1.518e-05, eta: 2:45:04, time: 0.213, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5101, decode.acc_seg: 81.0103, loss: 0.5101 2023-11-30 22:59:33,548 - mmseg - INFO - Iter [49700/80000] lr: 1.515e-05, eta: 2:44:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4915, decode.acc_seg: 81.3136, loss: 0.4915 2023-11-30 22:59:44,161 - mmseg - INFO - Iter [49750/80000] lr: 1.513e-05, eta: 2:44:24, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5157, decode.acc_seg: 80.1676, loss: 0.5157 2023-11-30 22:59:54,769 - mmseg - INFO - Iter [49800/80000] lr: 1.510e-05, eta: 2:44:05, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4953, decode.acc_seg: 81.0653, loss: 0.4953 2023-11-30 23:00:05,378 - mmseg - INFO - Iter [49850/80000] lr: 1.508e-05, eta: 2:43:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4997, decode.acc_seg: 81.1005, loss: 0.4997 2023-11-30 23:00:15,984 - mmseg - INFO - Iter [49900/80000] lr: 1.505e-05, eta: 2:43:25, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4940, decode.acc_seg: 81.9351, loss: 0.4940 2023-11-30 23:00:26,591 - mmseg - INFO - Iter [49950/80000] lr: 1.503e-05, eta: 2:43:05, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5093, decode.acc_seg: 80.6887, loss: 0.5093 2023-11-30 23:00:37,172 - mmseg - INFO - Saving checkpoint at 50000 iterations 2023-11-30 23:01:10,894 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:01:10,894 - mmseg - INFO - Iter [50000/80000] lr: 1.500e-05, eta: 2:43:06, time: 0.886, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5204, decode.acc_seg: 80.6991, loss: 0.5204 2023-11-30 23:02:00,978 - mmseg - INFO - per class results: 2023-11-30 23:02:00,985 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.91 | 84.5 | | building | 79.99 | 92.27 | | sky | 89.66 | 95.72 | | floor | 74.92 | 87.1 | | tree | 69.53 | 83.65 | | ceiling | 77.48 | 88.19 | | road | 78.17 | 88.57 | | bed | 84.54 | 93.9 | | windowpane | 58.41 | 75.55 | | grass | 65.48 | 78.6 | | cabinet | 55.04 | 67.12 | | sidewalk | 56.26 | 71.91 | | person | 76.16 | 91.2 | | earth | 35.56 | 49.63 | | door | 41.22 | 52.01 | | table | 55.13 | 70.14 | | mountain | 55.77 | 70.67 | | plant | 51.53 | 63.64 | | curtain | 65.49 | 77.16 | | chair | 54.08 | 69.98 | | car | 79.25 | 92.67 | | water | 55.28 | 72.54 | | painting | 66.93 | 82.14 | | sofa | 66.73 | 80.56 | | shelf | 37.72 | 52.19 | | house | 46.04 | 58.69 | | sea | 60.49 | 79.21 | | mirror | 59.67 | 72.48 | | rug | 51.98 | 57.31 | | field | 32.0 | 50.31 | | armchair | 43.5 | 61.64 | | seat | 57.23 | 79.39 | | fence | 39.19 | 50.45 | | desk | 41.63 | 68.98 | | rock | 52.85 | 68.73 | | wardrobe | 45.89 | 61.86 | | lamp | 57.96 | 71.95 | | bathtub | 74.31 | 84.19 | | railing | 33.79 | 46.62 | | cushion | 56.83 | 70.58 | | base | 25.3 | 41.39 | | box | 26.52 | 34.31 | | column | 37.45 | 47.81 | | signboard | 32.0 | 46.53 | | chest of drawers | 37.83 | 51.08 | | counter | 31.59 | 39.37 | | sand | 44.38 | 58.76 | | sink | 70.11 | 79.31 | | skyscraper | 46.28 | 61.94 | | fireplace | 64.16 | 83.29 | | refrigerator | 58.96 | 68.43 | | grandstand | 52.0 | 76.43 | | path | 19.3 | 26.15 | | stairs | 28.28 | 31.73 | | runway | 65.91 | 87.65 | | case | 55.31 | 70.7 | | pool table | 85.94 | 96.0 | | pillow | 53.97 | 63.71 | | screen door | 55.19 | 61.18 | | stairway | 47.94 | 61.45 | | river | 14.69 | 26.61 | | bridge | 43.36 | 51.13 | | bookcase | 33.4 | 48.86 | | blind | 24.83 | 27.74 | | coffee table | 59.22 | 81.58 | | toilet | 78.48 | 87.23 | | flower | 39.23 | 54.69 | | book | 47.31 | 67.71 | | hill | 5.79 | 9.27 | | bench | 46.67 | 57.53 | | countertop | 54.6 | 72.15 | | stove | 71.2 | 79.71 | | palm | 46.13 | 60.72 | | kitchen island | 38.34 | 63.75 | | computer | 64.31 | 81.52 | | swivel chair | 42.37 | 59.92 | | boat | 60.24 | 77.49 | | bar | 52.52 | 66.16 | | arcade machine | 68.28 | 79.12 | | hovel | 44.36 | 53.1 | | bus | 84.91 | 91.19 | | towel | 66.41 | 83.1 | | light | 37.82 | 44.92 | | truck | 35.26 | 49.43 | | tower | 24.94 | 40.5 | | chandelier | 63.89 | 80.25 | | awning | 28.05 | 35.36 | | streetlight | 23.88 | 29.53 | | booth | 34.47 | 44.31 | | television receiver | 69.75 | 80.09 | | airplane | 54.94 | 66.41 | | dirt track | 4.6 | 8.97 | | apparel | 49.36 | 68.5 | | pole | 16.93 | 21.74 | | land | 2.11 | 2.98 | | bannister | 8.11 | 10.91 | | escalator | 53.62 | 71.72 | | ottoman | 45.6 | 54.22 | | bottle | 39.7 | 63.66 | | buffet | 42.2 | 50.25 | | poster | 20.82 | 27.65 | | stage | 17.41 | 35.66 | | van | 34.73 | 44.33 | | ship | 27.2 | 30.85 | | fountain | 22.51 | 23.36 | | conveyer belt | 62.78 | 95.0 | | canopy | 38.72 | 46.67 | | washer | 69.4 | 75.66 | | plaything | 29.18 | 42.96 | | swimming pool | 60.29 | 76.25 | | stool | 35.61 | 44.87 | | barrel | 36.57 | 47.92 | | basket | 36.2 | 46.04 | | waterfall | 46.26 | 53.49 | | tent | 79.8 | 96.95 | | bag | 15.21 | 17.72 | | minibike | 64.56 | 85.31 | | cradle | 72.92 | 93.45 | | oven | 51.18 | 61.27 | | ball | 53.48 | 62.6 | | food | 54.07 | 64.79 | | step | 8.03 | 8.72 | | tank | 61.51 | 75.43 | | trade name | 18.86 | 21.91 | | microwave | 72.09 | 79.12 | | pot | 39.83 | 44.53 | | animal | 57.69 | 64.05 | | bicycle | 57.92 | 78.28 | | lake | 23.51 | 27.43 | | dishwasher | 52.71 | 58.13 | | screen | 43.5 | 58.43 | | blanket | 22.73 | 26.93 | | sculpture | 56.89 | 75.09 | | hood | 55.45 | 60.81 | | sconce | 44.18 | 55.84 | | vase | 38.73 | 55.93 | | traffic light | 32.56 | 43.44 | | tray | 10.75 | 13.46 | | ashcan | 42.85 | 52.58 | | fan | 56.51 | 75.13 | | pier | 33.81 | 41.58 | | crt screen | 6.91 | 14.51 | | plate | 51.31 | 68.67 | | monitor | 23.29 | 27.03 | | bulletin board | 42.01 | 54.91 | | shower | 2.41 | 3.92 | | radiator | 59.77 | 68.32 | | glass | 17.1 | 18.99 | | clock | 34.24 | 37.59 | | flag | 48.31 | 55.35 | +---------------------+-------+-------+ 2023-11-30 23:02:00,985 - mmseg - INFO - Summary: 2023-11-30 23:02:00,985 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.19 | 47.06 | 58.96 | +-------+-------+-------+ 2023-11-30 23:02:00,986 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:02:00,986 - mmseg - INFO - Iter(val) [250] aAcc: 0.8019, mIoU: 0.4706, mAcc: 0.5896, IoU.wall: 0.7091, IoU.building: 0.7999, IoU.sky: 0.8966, IoU.floor: 0.7492, IoU.tree: 0.6953, IoU.ceiling: 0.7748, IoU.road: 0.7817, IoU.bed : 0.8454, IoU.windowpane: 0.5841, IoU.grass: 0.6548, IoU.cabinet: 0.5504, IoU.sidewalk: 0.5626, IoU.person: 0.7616, IoU.earth: 0.3556, IoU.door: 0.4122, IoU.table: 0.5513, IoU.mountain: 0.5577, IoU.plant: 0.5153, IoU.curtain: 0.6549, IoU.chair: 0.5408, IoU.car: 0.7925, IoU.water: 0.5528, IoU.painting: 0.6693, IoU.sofa: 0.6673, IoU.shelf: 0.3772, IoU.house: 0.4604, IoU.sea: 0.6049, IoU.mirror: 0.5967, IoU.rug: 0.5198, IoU.field: 0.3200, IoU.armchair: 0.4350, IoU.seat: 0.5723, IoU.fence: 0.3919, IoU.desk: 0.4163, IoU.rock: 0.5285, IoU.wardrobe: 0.4589, IoU.lamp: 0.5796, IoU.bathtub: 0.7431, IoU.railing: 0.3379, IoU.cushion: 0.5683, IoU.base: 0.2530, IoU.box: 0.2652, IoU.column: 0.3745, IoU.signboard: 0.3200, IoU.chest of drawers: 0.3783, IoU.counter: 0.3159, IoU.sand: 0.4438, IoU.sink: 0.7011, IoU.skyscraper: 0.4628, IoU.fireplace: 0.6416, IoU.refrigerator: 0.5896, IoU.grandstand: 0.5200, IoU.path: 0.1930, IoU.stairs: 0.2828, IoU.runway: 0.6591, IoU.case: 0.5531, IoU.pool table: 0.8594, IoU.pillow: 0.5397, IoU.screen door: 0.5519, IoU.stairway: 0.4794, IoU.river: 0.1469, IoU.bridge: 0.4336, IoU.bookcase: 0.3340, IoU.blind: 0.2483, IoU.coffee table: 0.5922, IoU.toilet: 0.7848, IoU.flower: 0.3923, IoU.book: 0.4731, IoU.hill: 0.0579, IoU.bench: 0.4667, IoU.countertop: 0.5460, IoU.stove: 0.7120, IoU.palm: 0.4613, IoU.kitchen island: 0.3834, IoU.computer: 0.6431, IoU.swivel chair: 0.4237, IoU.boat: 0.6024, IoU.bar: 0.5252, IoU.arcade machine: 0.6828, IoU.hovel: 0.4436, IoU.bus: 0.8491, IoU.towel: 0.6641, IoU.light: 0.3782, IoU.truck: 0.3526, IoU.tower: 0.2494, IoU.chandelier: 0.6389, IoU.awning: 0.2805, IoU.streetlight: 0.2388, IoU.booth: 0.3447, IoU.television receiver: 0.6975, IoU.airplane: 0.5494, IoU.dirt track: 0.0460, IoU.apparel: 0.4936, IoU.pole: 0.1693, IoU.land: 0.0211, IoU.bannister: 0.0811, IoU.escalator: 0.5362, IoU.ottoman: 0.4560, IoU.bottle: 0.3970, IoU.buffet: 0.4220, IoU.poster: 0.2082, IoU.stage: 0.1741, IoU.van: 0.3473, IoU.ship: 0.2720, IoU.fountain: 0.2251, IoU.conveyer belt: 0.6278, IoU.canopy: 0.3872, IoU.washer: 0.6940, IoU.plaything: 0.2918, IoU.swimming pool: 0.6029, IoU.stool: 0.3561, IoU.barrel: 0.3657, IoU.basket: 0.3620, IoU.waterfall: 0.4626, IoU.tent: 0.7980, IoU.bag: 0.1521, IoU.minibike: 0.6456, IoU.cradle: 0.7292, IoU.oven: 0.5118, IoU.ball: 0.5348, IoU.food: 0.5407, IoU.step: 0.0803, IoU.tank: 0.6151, IoU.trade name: 0.1886, IoU.microwave: 0.7209, IoU.pot: 0.3983, IoU.animal: 0.5769, IoU.bicycle: 0.5792, IoU.lake: 0.2351, IoU.dishwasher: 0.5271, IoU.screen: 0.4350, IoU.blanket: 0.2273, IoU.sculpture: 0.5689, IoU.hood: 0.5545, IoU.sconce: 0.4418, IoU.vase: 0.3873, IoU.traffic light: 0.3256, IoU.tray: 0.1075, IoU.ashcan: 0.4285, IoU.fan: 0.5651, IoU.pier: 0.3381, IoU.crt screen: 0.0691, IoU.plate: 0.5131, IoU.monitor: 0.2329, IoU.bulletin board: 0.4201, IoU.shower: 0.0241, IoU.radiator: 0.5977, IoU.glass: 0.1710, IoU.clock: 0.3424, IoU.flag: 0.4831, Acc.wall: 0.8450, Acc.building: 0.9227, Acc.sky: 0.9572, Acc.floor: 0.8710, Acc.tree: 0.8365, Acc.ceiling: 0.8819, Acc.road: 0.8857, Acc.bed : 0.9390, Acc.windowpane: 0.7555, Acc.grass: 0.7860, Acc.cabinet: 0.6712, Acc.sidewalk: 0.7191, Acc.person: 0.9120, Acc.earth: 0.4963, Acc.door: 0.5201, Acc.table: 0.7014, Acc.mountain: 0.7067, Acc.plant: 0.6364, Acc.curtain: 0.7716, Acc.chair: 0.6998, Acc.car: 0.9267, Acc.water: 0.7254, Acc.painting: 0.8214, Acc.sofa: 0.8056, Acc.shelf: 0.5219, Acc.house: 0.5869, Acc.sea: 0.7921, Acc.mirror: 0.7248, Acc.rug: 0.5731, Acc.field: 0.5031, Acc.armchair: 0.6164, Acc.seat: 0.7939, Acc.fence: 0.5045, Acc.desk: 0.6898, Acc.rock: 0.6873, Acc.wardrobe: 0.6186, Acc.lamp: 0.7195, Acc.bathtub: 0.8419, Acc.railing: 0.4662, Acc.cushion: 0.7058, Acc.base: 0.4139, Acc.box: 0.3431, Acc.column: 0.4781, Acc.signboard: 0.4653, Acc.chest of drawers: 0.5108, Acc.counter: 0.3937, Acc.sand: 0.5876, Acc.sink: 0.7931, Acc.skyscraper: 0.6194, Acc.fireplace: 0.8329, Acc.refrigerator: 0.6843, Acc.grandstand: 0.7643, Acc.path: 0.2615, Acc.stairs: 0.3173, Acc.runway: 0.8765, Acc.case: 0.7070, Acc.pool table: 0.9600, Acc.pillow: 0.6371, Acc.screen door: 0.6118, Acc.stairway: 0.6145, Acc.river: 0.2661, Acc.bridge: 0.5113, Acc.bookcase: 0.4886, Acc.blind: 0.2774, Acc.coffee table: 0.8158, Acc.toilet: 0.8723, Acc.flower: 0.5469, Acc.book: 0.6771, Acc.hill: 0.0927, Acc.bench: 0.5753, Acc.countertop: 0.7215, Acc.stove: 0.7971, Acc.palm: 0.6072, Acc.kitchen island: 0.6375, Acc.computer: 0.8152, Acc.swivel chair: 0.5992, Acc.boat: 0.7749, Acc.bar: 0.6616, Acc.arcade machine: 0.7912, Acc.hovel: 0.5310, Acc.bus: 0.9119, Acc.towel: 0.8310, Acc.light: 0.4492, Acc.truck: 0.4943, Acc.tower: 0.4050, Acc.chandelier: 0.8025, Acc.awning: 0.3536, Acc.streetlight: 0.2953, Acc.booth: 0.4431, Acc.television receiver: 0.8009, Acc.airplane: 0.6641, Acc.dirt track: 0.0897, Acc.apparel: 0.6850, Acc.pole: 0.2174, Acc.land: 0.0298, Acc.bannister: 0.1091, Acc.escalator: 0.7172, Acc.ottoman: 0.5422, Acc.bottle: 0.6366, Acc.buffet: 0.5025, Acc.poster: 0.2765, Acc.stage: 0.3566, Acc.van: 0.4433, Acc.ship: 0.3085, Acc.fountain: 0.2336, Acc.conveyer belt: 0.9500, Acc.canopy: 0.4667, Acc.washer: 0.7566, Acc.plaything: 0.4296, Acc.swimming pool: 0.7625, Acc.stool: 0.4487, Acc.barrel: 0.4792, Acc.basket: 0.4604, Acc.waterfall: 0.5349, Acc.tent: 0.9695, Acc.bag: 0.1772, Acc.minibike: 0.8531, Acc.cradle: 0.9345, Acc.oven: 0.6127, Acc.ball: 0.6260, Acc.food: 0.6479, Acc.step: 0.0872, Acc.tank: 0.7543, Acc.trade name: 0.2191, Acc.microwave: 0.7912, Acc.pot: 0.4453, Acc.animal: 0.6405, Acc.bicycle: 0.7828, Acc.lake: 0.2743, Acc.dishwasher: 0.5813, Acc.screen: 0.5843, Acc.blanket: 0.2693, Acc.sculpture: 0.7509, Acc.hood: 0.6081, Acc.sconce: 0.5584, Acc.vase: 0.5593, Acc.traffic light: 0.4344, Acc.tray: 0.1346, Acc.ashcan: 0.5258, Acc.fan: 0.7513, Acc.pier: 0.4158, Acc.crt screen: 0.1451, Acc.plate: 0.6867, Acc.monitor: 0.2703, Acc.bulletin board: 0.5491, Acc.shower: 0.0392, Acc.radiator: 0.6832, Acc.glass: 0.1899, Acc.clock: 0.3759, Acc.flag: 0.5535 2023-11-30 23:02:12,157 - mmseg - INFO - Iter [50050/80000] lr: 1.498e-05, eta: 2:43:17, time: 1.225, data_time: 1.020, memory: 14238, decode.loss_ce: 0.5219, decode.acc_seg: 80.1497, loss: 0.5219 2023-11-30 23:02:22,774 - mmseg - INFO - Iter [50100/80000] lr: 1.495e-05, eta: 2:42:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4988, decode.acc_seg: 81.0533, loss: 0.4988 2023-11-30 23:02:33,373 - mmseg - INFO - Iter [50150/80000] lr: 1.493e-05, eta: 2:42:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4962, decode.acc_seg: 81.0607, loss: 0.4962 2023-11-30 23:02:43,974 - mmseg - INFO - Iter [50200/80000] lr: 1.490e-05, eta: 2:42:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5179, decode.acc_seg: 80.9039, loss: 0.5179 2023-11-30 23:02:54,576 - mmseg - INFO - Iter [50250/80000] lr: 1.488e-05, eta: 2:41:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5233, decode.acc_seg: 80.8596, loss: 0.5233 2023-11-30 23:03:05,177 - mmseg - INFO - Iter [50300/80000] lr: 1.485e-05, eta: 2:41:38, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5090, decode.acc_seg: 80.7451, loss: 0.5090 2023-11-30 23:03:15,775 - mmseg - INFO - Iter [50350/80000] lr: 1.483e-05, eta: 2:41:18, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4917, decode.acc_seg: 81.1957, loss: 0.4917 2023-11-30 23:03:26,373 - mmseg - INFO - Iter [50400/80000] lr: 1.480e-05, eta: 2:40:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5148, decode.acc_seg: 80.8375, loss: 0.5148 2023-11-30 23:03:36,972 - mmseg - INFO - Iter [50450/80000] lr: 1.478e-05, eta: 2:40:39, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5112, decode.acc_seg: 80.3849, loss: 0.5112 2023-11-30 23:03:47,574 - mmseg - INFO - Iter [50500/80000] lr: 1.475e-05, eta: 2:40:19, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5053, decode.acc_seg: 81.0800, loss: 0.5053 2023-11-30 23:04:00,483 - mmseg - INFO - Iter [50550/80000] lr: 1.473e-05, eta: 2:40:01, time: 0.258, data_time: 0.053, memory: 14238, decode.loss_ce: 0.4954, decode.acc_seg: 81.3980, loss: 0.4954 2023-11-30 23:04:11,068 - mmseg - INFO - Iter [50600/80000] lr: 1.470e-05, eta: 2:39:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5030, decode.acc_seg: 80.3577, loss: 0.5030 2023-11-30 23:04:21,669 - mmseg - INFO - Iter [50650/80000] lr: 1.468e-05, eta: 2:39:22, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5100, decode.acc_seg: 80.9113, loss: 0.5100 2023-11-30 23:04:32,266 - mmseg - INFO - Iter [50700/80000] lr: 1.465e-05, eta: 2:39:02, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5006, decode.acc_seg: 81.2996, loss: 0.5006 2023-11-30 23:04:42,870 - mmseg - INFO - Iter [50750/80000] lr: 1.463e-05, eta: 2:38:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4892, decode.acc_seg: 81.7988, loss: 0.4892 2023-11-30 23:04:53,472 - mmseg - INFO - Iter [50800/80000] lr: 1.460e-05, eta: 2:38:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5019, decode.acc_seg: 81.0816, loss: 0.5019 2023-11-30 23:05:04,078 - mmseg - INFO - Iter [50850/80000] lr: 1.458e-05, eta: 2:38:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5241, decode.acc_seg: 80.5258, loss: 0.5241 2023-11-30 23:05:14,679 - mmseg - INFO - Iter [50900/80000] lr: 1.455e-05, eta: 2:37:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5107, decode.acc_seg: 81.0379, loss: 0.5107 2023-11-30 23:05:25,283 - mmseg - INFO - Iter [50950/80000] lr: 1.453e-05, eta: 2:37:24, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5223, decode.acc_seg: 80.2247, loss: 0.5223 2023-11-30 23:05:35,864 - mmseg - INFO - Saving checkpoint at 51000 iterations 2023-11-30 23:06:10,532 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:06:10,532 - mmseg - INFO - Iter [51000/80000] lr: 1.450e-05, eta: 2:37:25, time: 0.905, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5187, decode.acc_seg: 80.3132, loss: 0.5187 2023-11-30 23:07:00,453 - mmseg - INFO - per class results: 2023-11-30 23:07:00,459 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.86 | 85.46 | | building | 79.71 | 92.95 | | sky | 89.79 | 95.61 | | floor | 74.9 | 86.84 | | tree | 69.39 | 83.13 | | ceiling | 77.27 | 86.76 | | road | 78.52 | 87.72 | | bed | 84.19 | 94.35 | | windowpane | 58.3 | 74.15 | | grass | 65.3 | 80.51 | | cabinet | 55.09 | 68.03 | | sidewalk | 56.99 | 74.15 | | person | 76.49 | 90.74 | | earth | 34.78 | 46.48 | | door | 40.97 | 51.7 | | table | 55.18 | 71.61 | | mountain | 56.19 | 69.87 | | plant | 51.09 | 62.64 | | curtain | 65.29 | 76.31 | | chair | 54.16 | 71.39 | | car | 79.79 | 91.94 | | water | 55.83 | 73.71 | | painting | 66.91 | 82.45 | | sofa | 66.94 | 81.95 | | shelf | 38.13 | 53.31 | | house | 43.87 | 55.07 | | sea | 60.23 | 76.76 | | mirror | 59.32 | 71.65 | | rug | 53.29 | 59.41 | | field | 32.07 | 52.45 | | armchair | 43.49 | 60.6 | | seat | 56.55 | 78.32 | | fence | 38.06 | 48.55 | | desk | 42.44 | 67.78 | | rock | 53.01 | 68.47 | | wardrobe | 45.87 | 61.94 | | lamp | 58.05 | 73.18 | | bathtub | 73.85 | 81.73 | | railing | 33.26 | 45.9 | | cushion | 56.53 | 68.33 | | base | 25.41 | 40.03 | | box | 25.99 | 33.25 | | column | 36.4 | 45.38 | | signboard | 31.74 | 47.15 | | chest of drawers | 38.45 | 54.01 | | counter | 33.06 | 42.02 | | sand | 45.89 | 61.35 | | sink | 70.28 | 78.86 | | skyscraper | 45.7 | 58.84 | | fireplace | 64.28 | 82.54 | | refrigerator | 59.36 | 68.98 | | grandstand | 53.13 | 75.45 | | path | 19.26 | 25.77 | | stairs | 28.42 | 32.06 | | runway | 66.16 | 87.76 | | case | 55.56 | 68.69 | | pool table | 85.09 | 96.35 | | pillow | 52.61 | 61.39 | | screen door | 52.02 | 56.15 | | stairway | 47.34 | 60.15 | | river | 14.38 | 24.95 | | bridge | 43.9 | 51.82 | | bookcase | 34.95 | 53.6 | | blind | 24.12 | 26.94 | | coffee table | 60.22 | 78.89 | | toilet | 78.43 | 87.89 | | flower | 38.59 | 55.43 | | book | 46.24 | 62.23 | | hill | 5.91 | 9.13 | | bench | 46.1 | 55.35 | | countertop | 54.29 | 68.34 | | stove | 70.91 | 79.26 | | palm | 47.17 | 66.8 | | kitchen island | 38.32 | 64.44 | | computer | 64.43 | 80.11 | | swivel chair | 41.1 | 54.45 | | boat | 61.87 | 77.06 | | bar | 51.72 | 63.9 | | arcade machine | 67.38 | 76.5 | | hovel | 36.52 | 41.05 | | bus | 84.65 | 91.76 | | towel | 66.77 | 80.57 | | light | 35.75 | 40.91 | | truck | 34.23 | 47.12 | | tower | 23.21 | 35.54 | | chandelier | 63.36 | 76.36 | | awning | 28.03 | 34.98 | | streetlight | 23.96 | 29.86 | | booth | 34.95 | 45.79 | | television receiver | 69.65 | 77.94 | | airplane | 55.17 | 66.42 | | dirt track | 4.11 | 8.0 | | apparel | 49.9 | 65.24 | | pole | 16.14 | 20.41 | | land | 1.86 | 2.66 | | bannister | 7.4 | 9.89 | | escalator | 53.16 | 70.01 | | ottoman | 46.41 | 57.01 | | bottle | 39.7 | 63.35 | | buffet | 42.21 | 49.96 | | poster | 20.33 | 25.84 | | stage | 17.21 | 34.28 | | van | 35.83 | 47.22 | | ship | 26.21 | 29.76 | | fountain | 24.58 | 25.73 | | conveyer belt | 67.04 | 94.1 | | canopy | 35.93 | 43.37 | | washer | 68.33 | 73.94 | | plaything | 29.82 | 44.34 | | swimming pool | 60.31 | 76.16 | | stool | 34.64 | 41.85 | | barrel | 36.41 | 48.49 | | basket | 36.4 | 46.76 | | waterfall | 45.55 | 52.06 | | tent | 80.48 | 97.09 | | bag | 16.02 | 18.82 | | minibike | 65.02 | 84.98 | | cradle | 71.13 | 94.58 | | oven | 51.09 | 61.42 | | ball | 55.12 | 66.48 | | food | 55.66 | 67.58 | | step | 7.67 | 8.23 | | tank | 60.22 | 71.88 | | trade name | 13.88 | 15.24 | | microwave | 72.21 | 78.99 | | pot | 39.58 | 44.08 | | animal | 52.89 | 57.51 | | bicycle | 57.27 | 80.05 | | lake | 19.18 | 21.93 | | dishwasher | 53.15 | 58.01 | | screen | 42.86 | 58.11 | | blanket | 19.2 | 22.16 | | sculpture | 57.54 | 75.07 | | hood | 54.39 | 59.33 | | sconce | 43.5 | 53.68 | | vase | 38.67 | 56.45 | | traffic light | 32.47 | 42.52 | | tray | 9.85 | 11.95 | | ashcan | 42.52 | 52.43 | | fan | 56.57 | 73.52 | | pier | 34.1 | 42.03 | | crt screen | 4.96 | 10.08 | | plate | 50.84 | 66.4 | | monitor | 21.5 | 24.69 | | bulletin board | 42.79 | 55.01 | | shower | 1.93 | 3.62 | | radiator | 59.45 | 67.45 | | glass | 16.93 | 18.76 | | clock | 35.1 | 38.99 | | flag | 47.23 | 53.75 | +---------------------+-------+-------+ 2023-11-30 23:07:00,459 - mmseg - INFO - Summary: 2023-11-30 23:07:00,460 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.17 | 46.78 | 58.19 | +-------+-------+-------+ 2023-11-30 23:07:00,460 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:07:00,461 - mmseg - INFO - Iter(val) [250] aAcc: 0.8017, mIoU: 0.4678, mAcc: 0.5819, IoU.wall: 0.7086, IoU.building: 0.7971, IoU.sky: 0.8979, IoU.floor: 0.7490, IoU.tree: 0.6939, IoU.ceiling: 0.7727, IoU.road: 0.7852, IoU.bed : 0.8419, IoU.windowpane: 0.5830, IoU.grass: 0.6530, IoU.cabinet: 0.5509, IoU.sidewalk: 0.5699, IoU.person: 0.7649, IoU.earth: 0.3478, IoU.door: 0.4097, IoU.table: 0.5518, IoU.mountain: 0.5619, IoU.plant: 0.5109, IoU.curtain: 0.6529, IoU.chair: 0.5416, IoU.car: 0.7979, IoU.water: 0.5583, IoU.painting: 0.6691, IoU.sofa: 0.6694, IoU.shelf: 0.3813, IoU.house: 0.4387, IoU.sea: 0.6023, IoU.mirror: 0.5932, IoU.rug: 0.5329, IoU.field: 0.3207, IoU.armchair: 0.4349, IoU.seat: 0.5655, IoU.fence: 0.3806, IoU.desk: 0.4244, IoU.rock: 0.5301, IoU.wardrobe: 0.4587, IoU.lamp: 0.5805, IoU.bathtub: 0.7385, IoU.railing: 0.3326, IoU.cushion: 0.5653, IoU.base: 0.2541, IoU.box: 0.2599, IoU.column: 0.3640, IoU.signboard: 0.3174, IoU.chest of drawers: 0.3845, IoU.counter: 0.3306, IoU.sand: 0.4589, IoU.sink: 0.7028, IoU.skyscraper: 0.4570, IoU.fireplace: 0.6428, IoU.refrigerator: 0.5936, IoU.grandstand: 0.5313, IoU.path: 0.1926, IoU.stairs: 0.2842, IoU.runway: 0.6616, IoU.case: 0.5556, IoU.pool table: 0.8509, IoU.pillow: 0.5261, IoU.screen door: 0.5202, IoU.stairway: 0.4734, IoU.river: 0.1438, IoU.bridge: 0.4390, IoU.bookcase: 0.3495, IoU.blind: 0.2412, IoU.coffee table: 0.6022, IoU.toilet: 0.7843, IoU.flower: 0.3859, IoU.book: 0.4624, IoU.hill: 0.0591, IoU.bench: 0.4610, IoU.countertop: 0.5429, IoU.stove: 0.7091, IoU.palm: 0.4717, IoU.kitchen island: 0.3832, IoU.computer: 0.6443, IoU.swivel chair: 0.4110, IoU.boat: 0.6187, IoU.bar: 0.5172, IoU.arcade machine: 0.6738, IoU.hovel: 0.3652, IoU.bus: 0.8465, IoU.towel: 0.6677, IoU.light: 0.3575, IoU.truck: 0.3423, IoU.tower: 0.2321, IoU.chandelier: 0.6336, IoU.awning: 0.2803, IoU.streetlight: 0.2396, IoU.booth: 0.3495, IoU.television receiver: 0.6965, IoU.airplane: 0.5517, IoU.dirt track: 0.0411, IoU.apparel: 0.4990, IoU.pole: 0.1614, IoU.land: 0.0186, IoU.bannister: 0.0740, IoU.escalator: 0.5316, IoU.ottoman: 0.4641, IoU.bottle: 0.3970, IoU.buffet: 0.4221, IoU.poster: 0.2033, IoU.stage: 0.1721, IoU.van: 0.3583, IoU.ship: 0.2621, IoU.fountain: 0.2458, IoU.conveyer belt: 0.6704, IoU.canopy: 0.3593, IoU.washer: 0.6833, IoU.plaything: 0.2982, IoU.swimming pool: 0.6031, IoU.stool: 0.3464, IoU.barrel: 0.3641, IoU.basket: 0.3640, IoU.waterfall: 0.4555, IoU.tent: 0.8048, IoU.bag: 0.1602, IoU.minibike: 0.6502, IoU.cradle: 0.7113, IoU.oven: 0.5109, IoU.ball: 0.5512, IoU.food: 0.5566, IoU.step: 0.0767, IoU.tank: 0.6022, IoU.trade name: 0.1388, IoU.microwave: 0.7221, IoU.pot: 0.3958, IoU.animal: 0.5289, IoU.bicycle: 0.5727, IoU.lake: 0.1918, IoU.dishwasher: 0.5315, IoU.screen: 0.4286, IoU.blanket: 0.1920, IoU.sculpture: 0.5754, IoU.hood: 0.5439, IoU.sconce: 0.4350, IoU.vase: 0.3867, IoU.traffic light: 0.3247, IoU.tray: 0.0985, IoU.ashcan: 0.4252, IoU.fan: 0.5657, IoU.pier: 0.3410, IoU.crt screen: 0.0496, IoU.plate: 0.5084, IoU.monitor: 0.2150, IoU.bulletin board: 0.4279, IoU.shower: 0.0193, IoU.radiator: 0.5945, IoU.glass: 0.1693, IoU.clock: 0.3510, IoU.flag: 0.4723, Acc.wall: 0.8546, Acc.building: 0.9295, Acc.sky: 0.9561, Acc.floor: 0.8684, Acc.tree: 0.8313, Acc.ceiling: 0.8676, Acc.road: 0.8772, Acc.bed : 0.9435, Acc.windowpane: 0.7415, Acc.grass: 0.8051, Acc.cabinet: 0.6803, Acc.sidewalk: 0.7415, Acc.person: 0.9074, Acc.earth: 0.4648, Acc.door: 0.5170, Acc.table: 0.7161, Acc.mountain: 0.6987, Acc.plant: 0.6264, Acc.curtain: 0.7631, Acc.chair: 0.7139, Acc.car: 0.9194, Acc.water: 0.7371, Acc.painting: 0.8245, Acc.sofa: 0.8195, Acc.shelf: 0.5331, Acc.house: 0.5507, Acc.sea: 0.7676, Acc.mirror: 0.7165, Acc.rug: 0.5941, Acc.field: 0.5245, Acc.armchair: 0.6060, Acc.seat: 0.7832, Acc.fence: 0.4855, Acc.desk: 0.6778, Acc.rock: 0.6847, Acc.wardrobe: 0.6194, Acc.lamp: 0.7318, Acc.bathtub: 0.8173, Acc.railing: 0.4590, Acc.cushion: 0.6833, Acc.base: 0.4003, Acc.box: 0.3325, Acc.column: 0.4538, Acc.signboard: 0.4715, Acc.chest of drawers: 0.5401, Acc.counter: 0.4202, Acc.sand: 0.6135, Acc.sink: 0.7886, Acc.skyscraper: 0.5884, Acc.fireplace: 0.8254, Acc.refrigerator: 0.6898, Acc.grandstand: 0.7545, Acc.path: 0.2577, Acc.stairs: 0.3206, Acc.runway: 0.8776, Acc.case: 0.6869, Acc.pool table: 0.9635, Acc.pillow: 0.6139, Acc.screen door: 0.5615, Acc.stairway: 0.6015, Acc.river: 0.2495, Acc.bridge: 0.5182, Acc.bookcase: 0.5360, Acc.blind: 0.2694, Acc.coffee table: 0.7889, Acc.toilet: 0.8789, Acc.flower: 0.5543, Acc.book: 0.6223, Acc.hill: 0.0913, Acc.bench: 0.5535, Acc.countertop: 0.6834, Acc.stove: 0.7926, Acc.palm: 0.6680, Acc.kitchen island: 0.6444, Acc.computer: 0.8011, Acc.swivel chair: 0.5445, Acc.boat: 0.7706, Acc.bar: 0.6390, Acc.arcade machine: 0.7650, Acc.hovel: 0.4105, Acc.bus: 0.9176, Acc.towel: 0.8057, Acc.light: 0.4091, Acc.truck: 0.4712, Acc.tower: 0.3554, Acc.chandelier: 0.7636, Acc.awning: 0.3498, Acc.streetlight: 0.2986, Acc.booth: 0.4579, Acc.television receiver: 0.7794, Acc.airplane: 0.6642, Acc.dirt track: 0.0800, Acc.apparel: 0.6524, Acc.pole: 0.2041, Acc.land: 0.0266, Acc.bannister: 0.0989, Acc.escalator: 0.7001, Acc.ottoman: 0.5701, Acc.bottle: 0.6335, Acc.buffet: 0.4996, Acc.poster: 0.2584, Acc.stage: 0.3428, Acc.van: 0.4722, Acc.ship: 0.2976, Acc.fountain: 0.2573, Acc.conveyer belt: 0.9410, Acc.canopy: 0.4337, Acc.washer: 0.7394, Acc.plaything: 0.4434, Acc.swimming pool: 0.7616, Acc.stool: 0.4185, Acc.barrel: 0.4849, Acc.basket: 0.4676, Acc.waterfall: 0.5206, Acc.tent: 0.9709, Acc.bag: 0.1882, Acc.minibike: 0.8498, Acc.cradle: 0.9458, Acc.oven: 0.6142, Acc.ball: 0.6648, Acc.food: 0.6758, Acc.step: 0.0823, Acc.tank: 0.7188, Acc.trade name: 0.1524, Acc.microwave: 0.7899, Acc.pot: 0.4408, Acc.animal: 0.5751, Acc.bicycle: 0.8005, Acc.lake: 0.2193, Acc.dishwasher: 0.5801, Acc.screen: 0.5811, Acc.blanket: 0.2216, Acc.sculpture: 0.7507, Acc.hood: 0.5933, Acc.sconce: 0.5368, Acc.vase: 0.5645, Acc.traffic light: 0.4252, Acc.tray: 0.1195, Acc.ashcan: 0.5243, Acc.fan: 0.7352, Acc.pier: 0.4203, Acc.crt screen: 0.1008, Acc.plate: 0.6640, Acc.monitor: 0.2469, Acc.bulletin board: 0.5501, Acc.shower: 0.0362, Acc.radiator: 0.6745, Acc.glass: 0.1876, Acc.clock: 0.3899, Acc.flag: 0.5375 2023-11-30 23:07:11,537 - mmseg - INFO - Iter [51050/80000] lr: 1.448e-05, eta: 2:37:34, time: 1.220, data_time: 1.015, memory: 14238, decode.loss_ce: 0.5029, decode.acc_seg: 80.8488, loss: 0.5029 2023-11-30 23:07:22,140 - mmseg - INFO - Iter [51100/80000] lr: 1.445e-05, eta: 2:37:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5316, decode.acc_seg: 79.7585, loss: 0.5316 2023-11-30 23:07:32,738 - mmseg - INFO - Iter [51150/80000] lr: 1.443e-05, eta: 2:36:55, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5048, decode.acc_seg: 81.2834, loss: 0.5048 2023-11-30 23:07:43,334 - mmseg - INFO - Iter [51200/80000] lr: 1.440e-05, eta: 2:36:35, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5282, decode.acc_seg: 80.3505, loss: 0.5282 2023-11-30 23:07:53,933 - mmseg - INFO - Iter [51250/80000] lr: 1.438e-05, eta: 2:36:16, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5021, decode.acc_seg: 81.0092, loss: 0.5021 2023-11-30 23:08:04,529 - mmseg - INFO - Iter [51300/80000] lr: 1.435e-05, eta: 2:35:56, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4913, decode.acc_seg: 81.3693, loss: 0.4913 2023-11-30 23:08:15,141 - mmseg - INFO - Iter [51350/80000] lr: 1.433e-05, eta: 2:35:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5204, decode.acc_seg: 80.5396, loss: 0.5204 2023-11-30 23:08:25,741 - mmseg - INFO - Iter [51400/80000] lr: 1.430e-05, eta: 2:35:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5263, decode.acc_seg: 80.5629, loss: 0.5263 2023-11-30 23:08:36,344 - mmseg - INFO - Iter [51450/80000] lr: 1.428e-05, eta: 2:34:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5416, decode.acc_seg: 79.7429, loss: 0.5416 2023-11-30 23:08:46,950 - mmseg - INFO - Iter [51500/80000] lr: 1.425e-05, eta: 2:34:38, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5245, decode.acc_seg: 80.3050, loss: 0.5245 2023-11-30 23:08:57,554 - mmseg - INFO - Iter [51550/80000] lr: 1.423e-05, eta: 2:34:19, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5173, decode.acc_seg: 80.7130, loss: 0.5173 2023-11-30 23:09:08,153 - mmseg - INFO - Iter [51600/80000] lr: 1.420e-05, eta: 2:33:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5049, decode.acc_seg: 80.8699, loss: 0.5049 2023-11-30 23:09:18,759 - mmseg - INFO - Iter [51650/80000] lr: 1.418e-05, eta: 2:33:40, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5166, decode.acc_seg: 80.2454, loss: 0.5166 2023-11-30 23:09:29,367 - mmseg - INFO - Iter [51700/80000] lr: 1.415e-05, eta: 2:33:21, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5055, decode.acc_seg: 81.0135, loss: 0.5055 2023-11-30 23:09:39,971 - mmseg - INFO - Iter [51750/80000] lr: 1.413e-05, eta: 2:33:01, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4984, decode.acc_seg: 81.2287, loss: 0.4984 2023-11-30 23:09:52,929 - mmseg - INFO - Iter [51800/80000] lr: 1.410e-05, eta: 2:32:43, time: 0.259, data_time: 0.054, memory: 14238, decode.loss_ce: 0.5173, decode.acc_seg: 80.6562, loss: 0.5173 2023-11-30 23:10:03,520 - mmseg - INFO - Iter [51850/80000] lr: 1.408e-05, eta: 2:32:24, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5046, decode.acc_seg: 80.9413, loss: 0.5046 2023-11-30 23:10:14,140 - mmseg - INFO - Iter [51900/80000] lr: 1.405e-05, eta: 2:32:05, time: 0.212, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5094, decode.acc_seg: 80.8158, loss: 0.5094 2023-11-30 23:10:24,747 - mmseg - INFO - Iter [51950/80000] lr: 1.403e-05, eta: 2:31:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5081, decode.acc_seg: 81.0657, loss: 0.5081 2023-11-30 23:10:35,329 - mmseg - INFO - Saving checkpoint at 52000 iterations 2023-11-30 23:11:10,422 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:11:10,422 - mmseg - INFO - Iter [52000/80000] lr: 1.400e-05, eta: 2:31:45, time: 0.914, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5032, decode.acc_seg: 80.9974, loss: 0.5032 2023-11-30 23:12:00,425 - mmseg - INFO - per class results: 2023-11-30 23:12:00,431 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.79 | 86.03 | | building | 80.38 | 91.14 | | sky | 90.03 | 95.43 | | floor | 74.72 | 87.5 | | tree | 70.03 | 84.18 | | ceiling | 77.31 | 87.5 | | road | 78.39 | 88.3 | | bed | 84.39 | 93.9 | | windowpane | 58.29 | 74.11 | | grass | 65.02 | 81.29 | | cabinet | 55.18 | 69.28 | | sidewalk | 56.68 | 71.37 | | person | 76.26 | 91.25 | | earth | 34.59 | 47.39 | | door | 40.37 | 49.88 | | table | 55.35 | 71.14 | | mountain | 56.11 | 70.47 | | plant | 51.52 | 62.92 | | curtain | 65.42 | 76.59 | | chair | 54.25 | 71.02 | | car | 79.76 | 92.02 | | water | 55.96 | 73.13 | | painting | 67.03 | 81.42 | | sofa | 66.81 | 79.67 | | shelf | 38.05 | 51.74 | | house | 47.3 | 62.8 | | sea | 59.84 | 77.24 | | mirror | 59.15 | 70.19 | | rug | 52.28 | 57.79 | | field | 32.57 | 53.9 | | armchair | 43.64 | 61.25 | | seat | 57.09 | 79.16 | | fence | 37.46 | 47.71 | | desk | 42.48 | 66.77 | | rock | 53.28 | 67.65 | | wardrobe | 45.67 | 61.31 | | lamp | 57.97 | 71.8 | | bathtub | 74.37 | 82.37 | | railing | 32.81 | 45.22 | | cushion | 56.72 | 68.98 | | base | 26.06 | 42.84 | | box | 26.12 | 33.53 | | column | 35.6 | 43.85 | | signboard | 32.67 | 48.76 | | chest of drawers | 38.05 | 52.11 | | counter | 31.29 | 38.87 | | sand | 44.97 | 60.0 | | sink | 70.31 | 79.76 | | skyscraper | 46.14 | 63.9 | | fireplace | 64.21 | 82.17 | | refrigerator | 58.97 | 68.01 | | grandstand | 52.97 | 75.24 | | path | 19.46 | 26.79 | | stairs | 30.8 | 35.7 | | runway | 65.27 | 86.67 | | case | 55.61 | 69.01 | | pool table | 86.22 | 95.8 | | pillow | 52.8 | 61.63 | | screen door | 53.0 | 57.02 | | stairway | 47.41 | 60.04 | | river | 14.11 | 24.14 | | bridge | 45.31 | 52.63 | | bookcase | 33.49 | 46.64 | | blind | 26.2 | 29.58 | | coffee table | 60.49 | 78.23 | | toilet | 78.52 | 87.83 | | flower | 39.1 | 53.62 | | book | 47.31 | 66.73 | | hill | 5.78 | 9.47 | | bench | 46.48 | 56.57 | | countertop | 53.69 | 65.79 | | stove | 70.51 | 78.1 | | palm | 46.95 | 65.86 | | kitchen island | 37.98 | 60.47 | | computer | 64.38 | 79.98 | | swivel chair | 41.8 | 56.09 | | boat | 63.85 | 77.65 | | bar | 51.49 | 64.5 | | arcade machine | 66.21 | 74.71 | | hovel | 42.55 | 49.41 | | bus | 84.23 | 92.67 | | towel | 66.5 | 81.23 | | light | 36.35 | 41.97 | | truck | 34.46 | 47.7 | | tower | 25.77 | 41.36 | | chandelier | 63.62 | 78.79 | | awning | 29.83 | 38.2 | | streetlight | 24.28 | 30.5 | | booth | 33.9 | 42.31 | | television receiver | 69.84 | 78.62 | | airplane | 54.31 | 67.26 | | dirt track | 5.06 | 12.26 | | apparel | 49.61 | 63.82 | | pole | 17.01 | 21.89 | | land | 1.58 | 2.28 | | bannister | 7.16 | 9.49 | | escalator | 53.39 | 70.43 | | ottoman | 46.5 | 56.02 | | bottle | 39.74 | 63.55 | | buffet | 41.32 | 48.5 | | poster | 20.24 | 25.42 | | stage | 16.71 | 32.39 | | van | 37.02 | 51.32 | | ship | 23.84 | 26.74 | | fountain | 24.11 | 25.22 | | conveyer belt | 63.67 | 94.87 | | canopy | 36.77 | 43.78 | | washer | 68.5 | 74.09 | | plaything | 29.89 | 44.1 | | swimming pool | 59.77 | 75.26 | | stool | 34.51 | 42.08 | | barrel | 37.6 | 51.66 | | basket | 36.45 | 46.83 | | waterfall | 46.04 | 53.51 | | tent | 79.8 | 97.38 | | bag | 15.4 | 17.86 | | minibike | 64.68 | 86.08 | | cradle | 71.98 | 94.12 | | oven | 51.0 | 60.22 | | ball | 50.25 | 56.96 | | food | 54.21 | 64.36 | | step | 7.27 | 7.8 | | tank | 60.65 | 72.36 | | trade name | 17.45 | 19.82 | | microwave | 70.48 | 76.38 | | pot | 40.45 | 45.47 | | animal | 54.17 | 59.47 | | bicycle | 57.12 | 81.17 | | lake | 24.35 | 28.51 | | dishwasher | 52.45 | 56.7 | | screen | 42.96 | 56.59 | | blanket | 18.85 | 21.68 | | sculpture | 58.65 | 73.8 | | hood | 54.28 | 59.27 | | sconce | 42.93 | 53.05 | | vase | 38.64 | 55.01 | | traffic light | 33.06 | 46.46 | | tray | 10.26 | 12.66 | | ashcan | 43.04 | 56.72 | | fan | 56.26 | 71.48 | | pier | 34.1 | 42.83 | | crt screen | 5.85 | 10.88 | | plate | 50.91 | 66.88 | | monitor | 24.21 | 28.02 | | bulletin board | 42.48 | 55.48 | | shower | 2.08 | 3.41 | | radiator | 59.75 | 69.24 | | glass | 16.93 | 18.76 | | clock | 34.89 | 38.63 | | flag | 47.82 | 55.02 | +---------------------+-------+-------+ 2023-11-30 23:12:00,431 - mmseg - INFO - Summary: 2023-11-30 23:12:00,432 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.22 | 46.92 | 58.39 | +-------+-------+-------+ 2023-11-30 23:12:01,215 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_47000.pth was removed 2023-11-30 23:12:34,138 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_52000.pth. 2023-11-30 23:12:34,138 - mmseg - INFO - Best aAcc is 0.8022 at 52000 iter. 2023-11-30 23:12:34,139 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:12:34,139 - mmseg - INFO - Iter(val) [250] aAcc: 0.8022, mIoU: 0.4692, mAcc: 0.5839, IoU.wall: 0.7079, IoU.building: 0.8038, IoU.sky: 0.9003, IoU.floor: 0.7472, IoU.tree: 0.7003, IoU.ceiling: 0.7731, IoU.road: 0.7839, IoU.bed : 0.8439, IoU.windowpane: 0.5829, IoU.grass: 0.6502, IoU.cabinet: 0.5518, IoU.sidewalk: 0.5668, IoU.person: 0.7626, IoU.earth: 0.3459, IoU.door: 0.4037, IoU.table: 0.5535, IoU.mountain: 0.5611, IoU.plant: 0.5152, IoU.curtain: 0.6542, IoU.chair: 0.5425, IoU.car: 0.7976, IoU.water: 0.5596, IoU.painting: 0.6703, IoU.sofa: 0.6681, IoU.shelf: 0.3805, IoU.house: 0.4730, IoU.sea: 0.5984, IoU.mirror: 0.5915, IoU.rug: 0.5228, IoU.field: 0.3257, IoU.armchair: 0.4364, IoU.seat: 0.5709, IoU.fence: 0.3746, IoU.desk: 0.4248, IoU.rock: 0.5328, IoU.wardrobe: 0.4567, IoU.lamp: 0.5797, IoU.bathtub: 0.7437, IoU.railing: 0.3281, IoU.cushion: 0.5672, IoU.base: 0.2606, IoU.box: 0.2612, IoU.column: 0.3560, IoU.signboard: 0.3267, IoU.chest of drawers: 0.3805, IoU.counter: 0.3129, IoU.sand: 0.4497, IoU.sink: 0.7031, IoU.skyscraper: 0.4614, IoU.fireplace: 0.6421, IoU.refrigerator: 0.5897, IoU.grandstand: 0.5297, IoU.path: 0.1946, IoU.stairs: 0.3080, IoU.runway: 0.6527, IoU.case: 0.5561, IoU.pool table: 0.8622, IoU.pillow: 0.5280, IoU.screen door: 0.5300, IoU.stairway: 0.4741, IoU.river: 0.1411, IoU.bridge: 0.4531, IoU.bookcase: 0.3349, IoU.blind: 0.2620, IoU.coffee table: 0.6049, IoU.toilet: 0.7852, IoU.flower: 0.3910, IoU.book: 0.4731, IoU.hill: 0.0578, IoU.bench: 0.4648, IoU.countertop: 0.5369, IoU.stove: 0.7051, IoU.palm: 0.4695, IoU.kitchen island: 0.3798, IoU.computer: 0.6438, IoU.swivel chair: 0.4180, IoU.boat: 0.6385, IoU.bar: 0.5149, IoU.arcade machine: 0.6621, IoU.hovel: 0.4255, IoU.bus: 0.8423, IoU.towel: 0.6650, IoU.light: 0.3635, IoU.truck: 0.3446, IoU.tower: 0.2577, IoU.chandelier: 0.6362, IoU.awning: 0.2983, IoU.streetlight: 0.2428, IoU.booth: 0.3390, IoU.television receiver: 0.6984, IoU.airplane: 0.5431, IoU.dirt track: 0.0506, IoU.apparel: 0.4961, IoU.pole: 0.1701, IoU.land: 0.0158, IoU.bannister: 0.0716, IoU.escalator: 0.5339, IoU.ottoman: 0.4650, IoU.bottle: 0.3974, IoU.buffet: 0.4132, IoU.poster: 0.2024, IoU.stage: 0.1671, IoU.van: 0.3702, IoU.ship: 0.2384, IoU.fountain: 0.2411, IoU.conveyer belt: 0.6367, IoU.canopy: 0.3677, IoU.washer: 0.6850, IoU.plaything: 0.2989, IoU.swimming pool: 0.5977, IoU.stool: 0.3451, IoU.barrel: 0.3760, IoU.basket: 0.3645, IoU.waterfall: 0.4604, IoU.tent: 0.7980, IoU.bag: 0.1540, IoU.minibike: 0.6468, IoU.cradle: 0.7198, IoU.oven: 0.5100, IoU.ball: 0.5025, IoU.food: 0.5421, IoU.step: 0.0727, IoU.tank: 0.6065, IoU.trade name: 0.1745, IoU.microwave: 0.7048, IoU.pot: 0.4045, IoU.animal: 0.5417, IoU.bicycle: 0.5712, IoU.lake: 0.2435, IoU.dishwasher: 0.5245, IoU.screen: 0.4296, IoU.blanket: 0.1885, IoU.sculpture: 0.5865, IoU.hood: 0.5428, IoU.sconce: 0.4293, IoU.vase: 0.3864, IoU.traffic light: 0.3306, IoU.tray: 0.1026, IoU.ashcan: 0.4304, IoU.fan: 0.5626, IoU.pier: 0.3410, IoU.crt screen: 0.0585, IoU.plate: 0.5091, IoU.monitor: 0.2421, IoU.bulletin board: 0.4248, IoU.shower: 0.0208, IoU.radiator: 0.5975, IoU.glass: 0.1693, IoU.clock: 0.3489, IoU.flag: 0.4782, Acc.wall: 0.8603, Acc.building: 0.9114, Acc.sky: 0.9543, Acc.floor: 0.8750, Acc.tree: 0.8418, Acc.ceiling: 0.8750, Acc.road: 0.8830, Acc.bed : 0.9390, Acc.windowpane: 0.7411, Acc.grass: 0.8129, Acc.cabinet: 0.6928, Acc.sidewalk: 0.7137, Acc.person: 0.9125, Acc.earth: 0.4739, Acc.door: 0.4988, Acc.table: 0.7114, Acc.mountain: 0.7047, Acc.plant: 0.6292, Acc.curtain: 0.7659, Acc.chair: 0.7102, Acc.car: 0.9202, Acc.water: 0.7313, Acc.painting: 0.8142, Acc.sofa: 0.7967, Acc.shelf: 0.5174, Acc.house: 0.6280, Acc.sea: 0.7724, Acc.mirror: 0.7019, Acc.rug: 0.5779, Acc.field: 0.5390, Acc.armchair: 0.6125, Acc.seat: 0.7916, Acc.fence: 0.4771, Acc.desk: 0.6677, Acc.rock: 0.6765, Acc.wardrobe: 0.6131, Acc.lamp: 0.7180, Acc.bathtub: 0.8237, Acc.railing: 0.4522, Acc.cushion: 0.6898, Acc.base: 0.4284, Acc.box: 0.3353, Acc.column: 0.4385, Acc.signboard: 0.4876, Acc.chest of drawers: 0.5211, Acc.counter: 0.3887, Acc.sand: 0.6000, Acc.sink: 0.7976, Acc.skyscraper: 0.6390, Acc.fireplace: 0.8217, Acc.refrigerator: 0.6801, Acc.grandstand: 0.7524, Acc.path: 0.2679, Acc.stairs: 0.3570, Acc.runway: 0.8667, Acc.case: 0.6901, Acc.pool table: 0.9580, Acc.pillow: 0.6163, Acc.screen door: 0.5702, Acc.stairway: 0.6004, Acc.river: 0.2414, Acc.bridge: 0.5263, Acc.bookcase: 0.4664, Acc.blind: 0.2958, Acc.coffee table: 0.7823, Acc.toilet: 0.8783, Acc.flower: 0.5362, Acc.book: 0.6673, Acc.hill: 0.0947, Acc.bench: 0.5657, Acc.countertop: 0.6579, Acc.stove: 0.7810, Acc.palm: 0.6586, Acc.kitchen island: 0.6047, Acc.computer: 0.7998, Acc.swivel chair: 0.5609, Acc.boat: 0.7765, Acc.bar: 0.6450, Acc.arcade machine: 0.7471, Acc.hovel: 0.4941, Acc.bus: 0.9267, Acc.towel: 0.8123, Acc.light: 0.4197, Acc.truck: 0.4770, Acc.tower: 0.4136, Acc.chandelier: 0.7879, Acc.awning: 0.3820, Acc.streetlight: 0.3050, Acc.booth: 0.4231, Acc.television receiver: 0.7862, Acc.airplane: 0.6726, Acc.dirt track: 0.1226, Acc.apparel: 0.6382, Acc.pole: 0.2189, Acc.land: 0.0228, Acc.bannister: 0.0949, Acc.escalator: 0.7043, Acc.ottoman: 0.5602, Acc.bottle: 0.6355, Acc.buffet: 0.4850, Acc.poster: 0.2542, Acc.stage: 0.3239, Acc.van: 0.5132, Acc.ship: 0.2674, Acc.fountain: 0.2522, Acc.conveyer belt: 0.9487, Acc.canopy: 0.4378, Acc.washer: 0.7409, Acc.plaything: 0.4410, Acc.swimming pool: 0.7526, Acc.stool: 0.4208, Acc.barrel: 0.5166, Acc.basket: 0.4683, Acc.waterfall: 0.5351, Acc.tent: 0.9738, Acc.bag: 0.1786, Acc.minibike: 0.8608, Acc.cradle: 0.9412, Acc.oven: 0.6022, Acc.ball: 0.5696, Acc.food: 0.6436, Acc.step: 0.0780, Acc.tank: 0.7236, Acc.trade name: 0.1982, Acc.microwave: 0.7638, Acc.pot: 0.4547, Acc.animal: 0.5947, Acc.bicycle: 0.8117, Acc.lake: 0.2851, Acc.dishwasher: 0.5670, Acc.screen: 0.5659, Acc.blanket: 0.2168, Acc.sculpture: 0.7380, Acc.hood: 0.5927, Acc.sconce: 0.5305, Acc.vase: 0.5501, Acc.traffic light: 0.4646, Acc.tray: 0.1266, Acc.ashcan: 0.5672, Acc.fan: 0.7148, Acc.pier: 0.4283, Acc.crt screen: 0.1088, Acc.plate: 0.6688, Acc.monitor: 0.2802, Acc.bulletin board: 0.5548, Acc.shower: 0.0341, Acc.radiator: 0.6924, Acc.glass: 0.1876, Acc.clock: 0.3863, Acc.flag: 0.5502 2023-11-30 23:12:45,196 - mmseg - INFO - Iter [52050/80000] lr: 1.398e-05, eta: 2:32:11, time: 1.895, data_time: 1.691, memory: 14238, decode.loss_ce: 0.5397, decode.acc_seg: 79.6867, loss: 0.5397 2023-11-30 23:12:55,783 - mmseg - INFO - Iter [52100/80000] lr: 1.395e-05, eta: 2:31:52, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5153, decode.acc_seg: 80.1662, loss: 0.5153 2023-11-30 23:13:06,382 - mmseg - INFO - Iter [52150/80000] lr: 1.393e-05, eta: 2:31:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5148, decode.acc_seg: 80.4324, loss: 0.5148 2023-11-30 23:13:16,982 - mmseg - INFO - Iter [52200/80000] lr: 1.390e-05, eta: 2:31:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5315, decode.acc_seg: 80.2648, loss: 0.5315 2023-11-30 23:13:27,578 - mmseg - INFO - Iter [52250/80000] lr: 1.388e-05, eta: 2:30:53, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5159, decode.acc_seg: 80.6092, loss: 0.5159 2023-11-30 23:13:38,657 - mmseg - INFO - Iter [52300/80000] lr: 1.385e-05, eta: 2:30:34, time: 0.222, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5265, decode.acc_seg: 79.9225, loss: 0.5265 2023-11-30 23:13:51,354 - mmseg - INFO - Iter [52350/80000] lr: 1.383e-05, eta: 2:30:16, time: 0.254, data_time: 0.038, memory: 14238, decode.loss_ce: 0.4870, decode.acc_seg: 81.5595, loss: 0.4870 2023-11-30 23:14:21,817 - mmseg - INFO - Iter [52400/80000] lr: 1.380e-05, eta: 2:30:07, time: 0.609, data_time: 0.344, memory: 14238, decode.loss_ce: 0.5224, decode.acc_seg: 80.4742, loss: 0.5224 2023-11-30 23:14:33,748 - mmseg - INFO - Iter [52450/80000] lr: 1.378e-05, eta: 2:29:49, time: 0.239, data_time: 0.024, memory: 14238, decode.loss_ce: 0.5075, decode.acc_seg: 80.2972, loss: 0.5075 2023-11-30 23:14:57,753 - mmseg - INFO - Iter [52500/80000] lr: 1.375e-05, eta: 2:29:36, time: 0.480, data_time: 0.131, memory: 14238, decode.loss_ce: 0.5045, decode.acc_seg: 80.8412, loss: 0.5045 2023-11-30 23:15:36,803 - mmseg - INFO - Iter [52550/80000] lr: 1.373e-05, eta: 2:29:32, time: 0.781, data_time: 0.191, memory: 14238, decode.loss_ce: 0.5277, decode.acc_seg: 80.1765, loss: 0.5277 2023-11-30 23:16:10,961 - mmseg - INFO - Iter [52600/80000] lr: 1.370e-05, eta: 2:29:25, time: 0.683, data_time: 0.051, memory: 14238, decode.loss_ce: 0.5105, decode.acc_seg: 80.6144, loss: 0.5105 2023-11-30 23:16:26,191 - mmseg - INFO - Iter [52650/80000] lr: 1.368e-05, eta: 2:29:08, time: 0.305, data_time: 0.013, memory: 14238, decode.loss_ce: 0.5214, decode.acc_seg: 79.7638, loss: 0.5214 2023-11-30 23:16:36,859 - mmseg - INFO - Iter [52700/80000] lr: 1.365e-05, eta: 2:28:49, time: 0.213, data_time: 0.009, memory: 14238, decode.loss_ce: 0.5031, decode.acc_seg: 81.2534, loss: 0.5031 2023-11-30 23:16:47,450 - mmseg - INFO - Iter [52750/80000] lr: 1.363e-05, eta: 2:28:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5292, decode.acc_seg: 80.1610, loss: 0.5292 2023-11-30 23:16:58,083 - mmseg - INFO - Iter [52800/80000] lr: 1.360e-05, eta: 2:28:10, time: 0.213, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5033, decode.acc_seg: 80.8703, loss: 0.5033 2023-11-30 23:17:08,685 - mmseg - INFO - Iter [52850/80000] lr: 1.358e-05, eta: 2:27:51, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5036, decode.acc_seg: 80.7460, loss: 0.5036 2023-11-30 23:17:19,288 - mmseg - INFO - Iter [52900/80000] lr: 1.355e-05, eta: 2:27:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5202, decode.acc_seg: 80.5091, loss: 0.5202 2023-11-30 23:17:29,889 - mmseg - INFO - Iter [52950/80000] lr: 1.353e-05, eta: 2:27:12, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5059, decode.acc_seg: 80.9177, loss: 0.5059 2023-11-30 23:17:40,464 - mmseg - INFO - Saving checkpoint at 53000 iterations 2023-11-30 23:18:14,434 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:18:14,434 - mmseg - INFO - Iter [53000/80000] lr: 1.350e-05, eta: 2:27:10, time: 0.891, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5180, decode.acc_seg: 80.7416, loss: 0.5180 2023-11-30 23:19:04,422 - mmseg - INFO - per class results: 2023-11-30 23:19:04,428 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 71.0 | 84.08 | | building | 79.57 | 92.9 | | sky | 89.54 | 95.69 | | floor | 75.08 | 86.7 | | tree | 69.42 | 84.01 | | ceiling | 77.53 | 87.82 | | road | 78.38 | 88.25 | | bed | 84.87 | 93.45 | | windowpane | 58.42 | 75.6 | | grass | 65.42 | 80.67 | | cabinet | 55.35 | 68.3 | | sidewalk | 56.67 | 73.08 | | person | 76.09 | 91.14 | | earth | 34.5 | 46.6 | | door | 41.29 | 52.0 | | table | 55.03 | 69.25 | | mountain | 55.69 | 72.87 | | plant | 50.83 | 61.58 | | curtain | 65.79 | 77.91 | | chair | 53.89 | 69.85 | | car | 79.8 | 92.04 | | water | 55.32 | 72.1 | | painting | 66.7 | 83.41 | | sofa | 66.71 | 80.88 | | shelf | 38.17 | 53.42 | | house | 45.26 | 57.19 | | sea | 59.9 | 78.21 | | mirror | 59.35 | 70.52 | | rug | 53.02 | 58.94 | | field | 32.01 | 50.89 | | armchair | 43.61 | 61.81 | | seat | 56.73 | 78.7 | | fence | 38.8 | 50.46 | | desk | 42.04 | 69.56 | | rock | 52.13 | 66.38 | | wardrobe | 45.32 | 60.89 | | lamp | 57.9 | 73.89 | | bathtub | 74.3 | 83.02 | | railing | 33.47 | 45.93 | | cushion | 56.66 | 70.6 | | base | 26.25 | 43.0 | | box | 26.6 | 34.88 | | column | 37.4 | 47.33 | | signboard | 31.67 | 47.38 | | chest of drawers | 37.94 | 54.69 | | counter | 32.55 | 40.7 | | sand | 45.01 | 60.31 | | sink | 70.32 | 79.16 | | skyscraper | 45.32 | 57.72 | | fireplace | 64.22 | 82.02 | | refrigerator | 59.43 | 70.02 | | grandstand | 51.5 | 78.54 | | path | 19.76 | 27.03 | | stairs | 27.22 | 30.49 | | runway | 65.62 | 86.56 | | case | 55.67 | 71.05 | | pool table | 83.83 | 96.92 | | pillow | 55.57 | 67.46 | | screen door | 55.98 | 62.18 | | stairway | 47.57 | 62.18 | | river | 14.54 | 25.67 | | bridge | 43.74 | 51.43 | | bookcase | 33.75 | 49.64 | | blind | 26.13 | 29.46 | | coffee table | 59.39 | 80.88 | | toilet | 78.22 | 88.22 | | flower | 39.32 | 54.79 | | book | 47.04 | 67.12 | | hill | 5.66 | 9.15 | | bench | 46.97 | 57.41 | | countertop | 55.44 | 72.56 | | stove | 71.02 | 80.02 | | palm | 45.93 | 61.46 | | kitchen island | 38.26 | 63.34 | | computer | 64.26 | 80.52 | | swivel chair | 42.38 | 60.97 | | boat | 61.64 | 76.23 | | bar | 52.11 | 63.95 | | arcade machine | 68.21 | 79.66 | | hovel | 37.96 | 43.11 | | bus | 84.84 | 91.53 | | towel | 66.58 | 81.53 | | light | 36.77 | 42.64 | | truck | 34.91 | 47.85 | | tower | 25.09 | 39.67 | | chandelier | 63.49 | 78.22 | | awning | 28.04 | 34.97 | | streetlight | 23.76 | 29.4 | | booth | 34.73 | 46.73 | | television receiver | 69.96 | 79.81 | | airplane | 54.94 | 66.66 | | dirt track | 4.52 | 8.29 | | apparel | 49.54 | 68.83 | | pole | 15.98 | 20.08 | | land | 1.84 | 2.64 | | bannister | 7.95 | 10.53 | | escalator | 52.65 | 70.91 | | ottoman | 46.22 | 56.16 | | bottle | 39.7 | 65.64 | | buffet | 42.74 | 51.6 | | poster | 20.39 | 26.6 | | stage | 18.09 | 41.56 | | van | 36.47 | 47.79 | | ship | 30.42 | 34.87 | | fountain | 23.68 | 24.7 | | conveyer belt | 61.48 | 95.22 | | canopy | 34.46 | 41.53 | | washer | 69.77 | 76.24 | | plaything | 29.64 | 48.48 | | swimming pool | 60.55 | 77.89 | | stool | 35.43 | 45.71 | | barrel | 37.79 | 53.77 | | basket | 36.34 | 45.85 | | waterfall | 46.33 | 53.85 | | tent | 80.14 | 97.41 | | bag | 16.25 | 19.19 | | minibike | 64.73 | 85.76 | | cradle | 70.55 | 95.01 | | oven | 51.44 | 62.54 | | ball | 54.82 | 65.44 | | food | 52.97 | 62.76 | | step | 8.32 | 9.11 | | tank | 61.53 | 76.07 | | trade name | 14.59 | 16.18 | | microwave | 71.8 | 78.85 | | pot | 41.75 | 47.82 | | animal | 56.63 | 62.52 | | bicycle | 56.81 | 79.45 | | lake | 24.36 | 28.66 | | dishwasher | 53.45 | 59.02 | | screen | 43.2 | 58.37 | | blanket | 21.01 | 24.55 | | sculpture | 57.03 | 76.36 | | hood | 55.47 | 60.85 | | sconce | 43.42 | 54.25 | | vase | 38.84 | 56.72 | | traffic light | 32.74 | 45.42 | | tray | 10.08 | 12.49 | | ashcan | 42.99 | 55.29 | | fan | 56.71 | 73.55 | | pier | 34.26 | 41.43 | | crt screen | 6.75 | 13.99 | | plate | 51.18 | 71.25 | | monitor | 23.85 | 27.59 | | bulletin board | 43.14 | 57.37 | | shower | 2.39 | 4.73 | | radiator | 60.24 | 69.74 | | glass | 17.75 | 20.09 | | clock | 35.7 | 39.95 | | flag | 49.07 | 56.33 | +---------------------+-------+-------+ 2023-11-30 23:19:04,428 - mmseg - INFO - Summary: 2023-11-30 23:19:04,429 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 80.16 | 47.03 | 59.2 | +-------+-------+------+ 2023-11-30 23:19:04,429 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:19:04,430 - mmseg - INFO - Iter(val) [250] aAcc: 0.8016, mIoU: 0.4703, mAcc: 0.5920, IoU.wall: 0.7100, IoU.building: 0.7957, IoU.sky: 0.8954, IoU.floor: 0.7508, IoU.tree: 0.6942, IoU.ceiling: 0.7753, IoU.road: 0.7838, IoU.bed : 0.8487, IoU.windowpane: 0.5842, IoU.grass: 0.6542, IoU.cabinet: 0.5535, IoU.sidewalk: 0.5667, IoU.person: 0.7609, IoU.earth: 0.3450, IoU.door: 0.4129, IoU.table: 0.5503, IoU.mountain: 0.5569, IoU.plant: 0.5083, IoU.curtain: 0.6579, IoU.chair: 0.5389, IoU.car: 0.7980, IoU.water: 0.5532, IoU.painting: 0.6670, IoU.sofa: 0.6671, IoU.shelf: 0.3817, IoU.house: 0.4526, IoU.sea: 0.5990, IoU.mirror: 0.5935, IoU.rug: 0.5302, IoU.field: 0.3201, IoU.armchair: 0.4361, IoU.seat: 0.5673, IoU.fence: 0.3880, IoU.desk: 0.4204, IoU.rock: 0.5213, IoU.wardrobe: 0.4532, IoU.lamp: 0.5790, IoU.bathtub: 0.7430, IoU.railing: 0.3347, IoU.cushion: 0.5666, IoU.base: 0.2625, IoU.box: 0.2660, IoU.column: 0.3740, IoU.signboard: 0.3167, IoU.chest of drawers: 0.3794, IoU.counter: 0.3255, IoU.sand: 0.4501, IoU.sink: 0.7032, IoU.skyscraper: 0.4532, IoU.fireplace: 0.6422, IoU.refrigerator: 0.5943, IoU.grandstand: 0.5150, IoU.path: 0.1976, IoU.stairs: 0.2722, IoU.runway: 0.6562, IoU.case: 0.5567, IoU.pool table: 0.8383, IoU.pillow: 0.5557, IoU.screen door: 0.5598, IoU.stairway: 0.4757, IoU.river: 0.1454, IoU.bridge: 0.4374, IoU.bookcase: 0.3375, IoU.blind: 0.2613, IoU.coffee table: 0.5939, IoU.toilet: 0.7822, IoU.flower: 0.3932, IoU.book: 0.4704, IoU.hill: 0.0566, IoU.bench: 0.4697, IoU.countertop: 0.5544, IoU.stove: 0.7102, IoU.palm: 0.4593, IoU.kitchen island: 0.3826, IoU.computer: 0.6426, IoU.swivel chair: 0.4238, IoU.boat: 0.6164, IoU.bar: 0.5211, IoU.arcade machine: 0.6821, IoU.hovel: 0.3796, IoU.bus: 0.8484, IoU.towel: 0.6658, IoU.light: 0.3677, IoU.truck: 0.3491, IoU.tower: 0.2509, IoU.chandelier: 0.6349, IoU.awning: 0.2804, IoU.streetlight: 0.2376, IoU.booth: 0.3473, IoU.television receiver: 0.6996, IoU.airplane: 0.5494, IoU.dirt track: 0.0452, IoU.apparel: 0.4954, IoU.pole: 0.1598, IoU.land: 0.0184, IoU.bannister: 0.0795, IoU.escalator: 0.5265, IoU.ottoman: 0.4622, IoU.bottle: 0.3970, IoU.buffet: 0.4274, IoU.poster: 0.2039, IoU.stage: 0.1809, IoU.van: 0.3647, IoU.ship: 0.3042, IoU.fountain: 0.2368, IoU.conveyer belt: 0.6148, IoU.canopy: 0.3446, IoU.washer: 0.6977, IoU.plaything: 0.2964, IoU.swimming pool: 0.6055, IoU.stool: 0.3543, IoU.barrel: 0.3779, IoU.basket: 0.3634, IoU.waterfall: 0.4633, IoU.tent: 0.8014, IoU.bag: 0.1625, IoU.minibike: 0.6473, IoU.cradle: 0.7055, IoU.oven: 0.5144, IoU.ball: 0.5482, IoU.food: 0.5297, IoU.step: 0.0832, IoU.tank: 0.6153, IoU.trade name: 0.1459, IoU.microwave: 0.7180, IoU.pot: 0.4175, IoU.animal: 0.5663, IoU.bicycle: 0.5681, IoU.lake: 0.2436, IoU.dishwasher: 0.5345, IoU.screen: 0.4320, IoU.blanket: 0.2101, IoU.sculpture: 0.5703, IoU.hood: 0.5547, IoU.sconce: 0.4342, IoU.vase: 0.3884, IoU.traffic light: 0.3274, IoU.tray: 0.1008, IoU.ashcan: 0.4299, IoU.fan: 0.5671, IoU.pier: 0.3426, IoU.crt screen: 0.0675, IoU.plate: 0.5118, IoU.monitor: 0.2385, IoU.bulletin board: 0.4314, IoU.shower: 0.0239, IoU.radiator: 0.6024, IoU.glass: 0.1775, IoU.clock: 0.3570, IoU.flag: 0.4907, Acc.wall: 0.8408, Acc.building: 0.9290, Acc.sky: 0.9569, Acc.floor: 0.8670, Acc.tree: 0.8401, Acc.ceiling: 0.8782, Acc.road: 0.8825, Acc.bed : 0.9345, Acc.windowpane: 0.7560, Acc.grass: 0.8067, Acc.cabinet: 0.6830, Acc.sidewalk: 0.7308, Acc.person: 0.9114, Acc.earth: 0.4660, Acc.door: 0.5200, Acc.table: 0.6925, Acc.mountain: 0.7287, Acc.plant: 0.6158, Acc.curtain: 0.7791, Acc.chair: 0.6985, Acc.car: 0.9204, Acc.water: 0.7210, Acc.painting: 0.8341, Acc.sofa: 0.8088, Acc.shelf: 0.5342, Acc.house: 0.5719, Acc.sea: 0.7821, Acc.mirror: 0.7052, Acc.rug: 0.5894, Acc.field: 0.5089, Acc.armchair: 0.6181, Acc.seat: 0.7870, Acc.fence: 0.5046, Acc.desk: 0.6956, Acc.rock: 0.6638, Acc.wardrobe: 0.6089, Acc.lamp: 0.7389, Acc.bathtub: 0.8302, Acc.railing: 0.4593, Acc.cushion: 0.7060, Acc.base: 0.4300, Acc.box: 0.3488, Acc.column: 0.4733, Acc.signboard: 0.4738, Acc.chest of drawers: 0.5469, Acc.counter: 0.4070, Acc.sand: 0.6031, Acc.sink: 0.7916, Acc.skyscraper: 0.5772, Acc.fireplace: 0.8202, Acc.refrigerator: 0.7002, Acc.grandstand: 0.7854, Acc.path: 0.2703, Acc.stairs: 0.3049, Acc.runway: 0.8656, Acc.case: 0.7105, Acc.pool table: 0.9692, Acc.pillow: 0.6746, Acc.screen door: 0.6218, Acc.stairway: 0.6218, Acc.river: 0.2567, Acc.bridge: 0.5143, Acc.bookcase: 0.4964, Acc.blind: 0.2946, Acc.coffee table: 0.8088, Acc.toilet: 0.8822, Acc.flower: 0.5479, Acc.book: 0.6712, Acc.hill: 0.0915, Acc.bench: 0.5741, Acc.countertop: 0.7256, Acc.stove: 0.8002, Acc.palm: 0.6146, Acc.kitchen island: 0.6334, Acc.computer: 0.8052, Acc.swivel chair: 0.6097, Acc.boat: 0.7623, Acc.bar: 0.6395, Acc.arcade machine: 0.7966, Acc.hovel: 0.4311, Acc.bus: 0.9153, Acc.towel: 0.8153, Acc.light: 0.4264, Acc.truck: 0.4785, Acc.tower: 0.3967, Acc.chandelier: 0.7822, Acc.awning: 0.3497, Acc.streetlight: 0.2940, Acc.booth: 0.4673, Acc.television receiver: 0.7981, Acc.airplane: 0.6666, Acc.dirt track: 0.0829, Acc.apparel: 0.6883, Acc.pole: 0.2008, Acc.land: 0.0264, Acc.bannister: 0.1053, Acc.escalator: 0.7091, Acc.ottoman: 0.5616, Acc.bottle: 0.6564, Acc.buffet: 0.5160, Acc.poster: 0.2660, Acc.stage: 0.4156, Acc.van: 0.4779, Acc.ship: 0.3487, Acc.fountain: 0.2470, Acc.conveyer belt: 0.9522, Acc.canopy: 0.4153, Acc.washer: 0.7624, Acc.plaything: 0.4848, Acc.swimming pool: 0.7789, Acc.stool: 0.4571, Acc.barrel: 0.5377, Acc.basket: 0.4585, Acc.waterfall: 0.5385, Acc.tent: 0.9741, Acc.bag: 0.1919, Acc.minibike: 0.8576, Acc.cradle: 0.9501, Acc.oven: 0.6254, Acc.ball: 0.6544, Acc.food: 0.6276, Acc.step: 0.0911, Acc.tank: 0.7607, Acc.trade name: 0.1618, Acc.microwave: 0.7885, Acc.pot: 0.4782, Acc.animal: 0.6252, Acc.bicycle: 0.7945, Acc.lake: 0.2866, Acc.dishwasher: 0.5902, Acc.screen: 0.5837, Acc.blanket: 0.2455, Acc.sculpture: 0.7636, Acc.hood: 0.6085, Acc.sconce: 0.5425, Acc.vase: 0.5672, Acc.traffic light: 0.4542, Acc.tray: 0.1249, Acc.ashcan: 0.5529, Acc.fan: 0.7355, Acc.pier: 0.4143, Acc.crt screen: 0.1399, Acc.plate: 0.7125, Acc.monitor: 0.2759, Acc.bulletin board: 0.5737, Acc.shower: 0.0473, Acc.radiator: 0.6974, Acc.glass: 0.2009, Acc.clock: 0.3995, Acc.flag: 0.5633 2023-11-30 23:19:18,628 - mmseg - INFO - Iter [53050/80000] lr: 1.348e-05, eta: 2:27:18, time: 1.283, data_time: 1.077, memory: 14238, decode.loss_ce: 0.4922, decode.acc_seg: 81.0040, loss: 0.4922 2023-11-30 23:19:29,216 - mmseg - INFO - Iter [53100/80000] lr: 1.345e-05, eta: 2:26:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5344, decode.acc_seg: 80.1027, loss: 0.5344 2023-11-30 23:19:39,822 - mmseg - INFO - Iter [53150/80000] lr: 1.343e-05, eta: 2:26:39, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4889, decode.acc_seg: 81.7407, loss: 0.4889 2023-11-30 23:19:50,424 - mmseg - INFO - Iter [53200/80000] lr: 1.340e-05, eta: 2:26:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4968, decode.acc_seg: 81.0087, loss: 0.4968 2023-11-30 23:20:01,031 - mmseg - INFO - Iter [53250/80000] lr: 1.338e-05, eta: 2:26:01, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4974, decode.acc_seg: 81.2648, loss: 0.4974 2023-11-30 23:20:11,638 - mmseg - INFO - Iter [53300/80000] lr: 1.335e-05, eta: 2:25:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5004, decode.acc_seg: 81.0843, loss: 0.5004 2023-11-30 23:20:22,240 - mmseg - INFO - Iter [53350/80000] lr: 1.333e-05, eta: 2:25:22, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5121, decode.acc_seg: 80.8492, loss: 0.5121 2023-11-30 23:20:32,843 - mmseg - INFO - Iter [53400/80000] lr: 1.330e-05, eta: 2:25:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5072, decode.acc_seg: 80.8703, loss: 0.5072 2023-11-30 23:20:43,446 - mmseg - INFO - Iter [53450/80000] lr: 1.328e-05, eta: 2:24:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4963, decode.acc_seg: 81.1414, loss: 0.4963 2023-11-30 23:20:54,049 - mmseg - INFO - Iter [53500/80000] lr: 1.325e-05, eta: 2:24:25, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5092, decode.acc_seg: 81.0923, loss: 0.5092 2023-11-30 23:21:04,651 - mmseg - INFO - Iter [53550/80000] lr: 1.323e-05, eta: 2:24:06, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5151, decode.acc_seg: 80.9509, loss: 0.5151 2023-11-30 23:21:15,259 - mmseg - INFO - Iter [53600/80000] lr: 1.320e-05, eta: 2:23:46, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5120, decode.acc_seg: 80.8478, loss: 0.5120 2023-11-30 23:21:25,867 - mmseg - INFO - Iter [53650/80000] lr: 1.318e-05, eta: 2:23:27, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5201, decode.acc_seg: 80.1947, loss: 0.5201 2023-11-30 23:21:36,472 - mmseg - INFO - Iter [53700/80000] lr: 1.315e-05, eta: 2:23:08, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5023, decode.acc_seg: 81.0578, loss: 0.5023 2023-11-30 23:21:47,078 - mmseg - INFO - Iter [53750/80000] lr: 1.313e-05, eta: 2:22:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5088, decode.acc_seg: 80.4606, loss: 0.5088 2023-11-30 23:21:57,682 - mmseg - INFO - Iter [53800/80000] lr: 1.310e-05, eta: 2:22:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5079, decode.acc_seg: 80.4893, loss: 0.5079 2023-11-30 23:22:08,283 - mmseg - INFO - Iter [53850/80000] lr: 1.308e-05, eta: 2:22:11, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5152, decode.acc_seg: 80.5824, loss: 0.5152 2023-11-30 23:22:18,883 - mmseg - INFO - Iter [53900/80000] lr: 1.305e-05, eta: 2:21:52, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5416, decode.acc_seg: 79.9078, loss: 0.5416 2023-11-30 23:22:29,489 - mmseg - INFO - Iter [53950/80000] lr: 1.303e-05, eta: 2:21:33, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4792, decode.acc_seg: 81.4527, loss: 0.4792 2023-11-30 23:22:40,070 - mmseg - INFO - Saving checkpoint at 54000 iterations 2023-11-30 23:23:14,244 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:23:14,244 - mmseg - INFO - Iter [54000/80000] lr: 1.300e-05, eta: 2:21:30, time: 0.895, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5360, decode.acc_seg: 80.1063, loss: 0.5360 2023-11-30 23:24:04,215 - mmseg - INFO - per class results: 2023-11-30 23:24:04,221 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 71.02 | 84.49 | | building | 80.02 | 91.96 | | sky | 89.75 | 95.69 | | floor | 74.85 | 87.4 | | tree | 69.57 | 84.28 | | ceiling | 77.47 | 88.06 | | road | 78.74 | 87.43 | | bed | 84.36 | 94.18 | | windowpane | 58.41 | 75.17 | | grass | 65.39 | 80.92 | | cabinet | 55.17 | 68.56 | | sidewalk | 57.2 | 74.79 | | person | 76.6 | 89.96 | | earth | 34.61 | 46.69 | | door | 41.09 | 51.7 | | table | 55.03 | 69.81 | | mountain | 56.03 | 71.65 | | plant | 50.57 | 60.5 | | curtain | 65.82 | 77.04 | | chair | 53.8 | 68.42 | | car | 79.79 | 92.22 | | water | 55.64 | 73.93 | | painting | 66.88 | 82.08 | | sofa | 66.68 | 81.27 | | shelf | 38.05 | 51.81 | | house | 46.43 | 61.87 | | sea | 60.75 | 79.23 | | mirror | 59.64 | 72.35 | | rug | 52.99 | 59.04 | | field | 32.56 | 52.84 | | armchair | 43.59 | 61.62 | | seat | 57.11 | 78.95 | | fence | 39.19 | 51.82 | | desk | 42.86 | 67.3 | | rock | 52.87 | 67.98 | | wardrobe | 45.59 | 61.59 | | lamp | 57.99 | 73.31 | | bathtub | 74.61 | 83.99 | | railing | 32.96 | 45.0 | | cushion | 56.95 | 71.41 | | base | 26.13 | 40.95 | | box | 27.52 | 36.93 | | column | 37.33 | 47.28 | | signboard | 32.0 | 45.79 | | chest of drawers | 38.34 | 55.5 | | counter | 31.71 | 39.59 | | sand | 46.13 | 62.95 | | sink | 70.4 | 79.98 | | skyscraper | 46.02 | 62.19 | | fireplace | 63.94 | 84.64 | | refrigerator | 59.35 | 69.29 | | grandstand | 51.13 | 78.69 | | path | 20.08 | 27.85 | | stairs | 28.36 | 31.94 | | runway | 66.26 | 88.19 | | case | 55.51 | 70.89 | | pool table | 84.67 | 96.72 | | pillow | 54.4 | 64.14 | | screen door | 54.05 | 59.47 | | stairway | 47.97 | 62.79 | | river | 14.25 | 23.79 | | bridge | 45.49 | 54.49 | | bookcase | 33.58 | 47.52 | | blind | 27.17 | 30.85 | | coffee table | 59.55 | 81.17 | | toilet | 78.28 | 88.13 | | flower | 38.55 | 55.32 | | book | 47.3 | 66.95 | | hill | 5.79 | 9.08 | | bench | 46.7 | 58.0 | | countertop | 55.3 | 71.79 | | stove | 70.88 | 81.2 | | palm | 46.84 | 64.06 | | kitchen island | 38.85 | 66.1 | | computer | 64.3 | 79.83 | | swivel chair | 42.28 | 59.58 | | boat | 60.17 | 78.76 | | bar | 52.06 | 65.73 | | arcade machine | 68.18 | 79.26 | | hovel | 38.84 | 44.91 | | bus | 84.74 | 91.99 | | towel | 66.78 | 82.67 | | light | 38.37 | 45.69 | | truck | 35.98 | 50.55 | | tower | 26.63 | 42.64 | | chandelier | 63.62 | 79.18 | | awning | 29.36 | 37.54 | | streetlight | 24.27 | 30.81 | | booth | 33.85 | 44.38 | | television receiver | 70.31 | 81.16 | | airplane | 54.86 | 66.56 | | dirt track | 4.58 | 9.27 | | apparel | 49.35 | 65.92 | | pole | 17.0 | 21.98 | | land | 1.64 | 2.32 | | bannister | 8.48 | 12.02 | | escalator | 52.87 | 70.13 | | ottoman | 46.11 | 57.4 | | bottle | 39.77 | 67.01 | | buffet | 43.53 | 53.42 | | poster | 20.41 | 26.41 | | stage | 17.31 | 36.46 | | van | 37.67 | 49.17 | | ship | 25.5 | 28.61 | | fountain | 24.18 | 25.39 | | conveyer belt | 65.02 | 94.76 | | canopy | 36.32 | 44.24 | | washer | 69.94 | 76.41 | | plaything | 28.74 | 42.93 | | swimming pool | 60.43 | 78.07 | | stool | 34.65 | 43.97 | | barrel | 37.66 | 54.01 | | basket | 36.6 | 46.66 | | waterfall | 45.6 | 52.82 | | tent | 79.34 | 97.82 | | bag | 15.93 | 18.68 | | minibike | 64.71 | 86.29 | | cradle | 71.03 | 94.41 | | oven | 50.67 | 59.82 | | ball | 51.48 | 59.39 | | food | 54.87 | 65.52 | | step | 8.3 | 9.2 | | tank | 62.5 | 78.77 | | trade name | 18.44 | 21.29 | | microwave | 71.79 | 78.59 | | pot | 41.57 | 47.5 | | animal | 57.23 | 63.49 | | bicycle | 57.08 | 78.94 | | lake | 21.68 | 24.89 | | dishwasher | 52.96 | 58.84 | | screen | 42.92 | 57.6 | | blanket | 18.27 | 21.12 | | sculpture | 55.09 | 77.2 | | hood | 56.47 | 62.77 | | sconce | 44.34 | 56.29 | | vase | 38.8 | 55.96 | | traffic light | 32.47 | 43.55 | | tray | 10.03 | 12.37 | | ashcan | 42.87 | 53.78 | | fan | 56.06 | 70.59 | | pier | 33.86 | 42.57 | | crt screen | 5.77 | 11.07 | | plate | 51.32 | 68.77 | | monitor | 25.17 | 29.76 | | bulletin board | 43.2 | 56.04 | | shower | 2.27 | 3.96 | | radiator | 60.03 | 68.14 | | glass | 17.24 | 19.28 | | clock | 34.72 | 38.13 | | flag | 48.42 | 55.8 | +---------------------+-------+-------+ 2023-11-30 23:24:04,221 - mmseg - INFO - Summary: 2023-11-30 23:24:04,222 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 80.24 | 47.1 | 59.28 | +-------+------+-------+ 2023-11-30 23:24:05,602 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_52000.pth was removed 2023-11-30 23:24:39,441 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_54000.pth. 2023-11-30 23:24:39,442 - mmseg - INFO - Best aAcc is 0.8024 at 54000 iter. 2023-11-30 23:24:39,442 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:24:39,442 - mmseg - INFO - Iter(val) [250] aAcc: 0.8024, mIoU: 0.4710, mAcc: 0.5928, IoU.wall: 0.7102, IoU.building: 0.8002, IoU.sky: 0.8975, IoU.floor: 0.7485, IoU.tree: 0.6957, IoU.ceiling: 0.7747, IoU.road: 0.7874, IoU.bed : 0.8436, IoU.windowpane: 0.5841, IoU.grass: 0.6539, IoU.cabinet: 0.5517, IoU.sidewalk: 0.5720, IoU.person: 0.7660, IoU.earth: 0.3461, IoU.door: 0.4109, IoU.table: 0.5503, IoU.mountain: 0.5603, IoU.plant: 0.5057, IoU.curtain: 0.6582, IoU.chair: 0.5380, IoU.car: 0.7979, IoU.water: 0.5564, IoU.painting: 0.6688, IoU.sofa: 0.6668, IoU.shelf: 0.3805, IoU.house: 0.4643, IoU.sea: 0.6075, IoU.mirror: 0.5964, IoU.rug: 0.5299, IoU.field: 0.3256, IoU.armchair: 0.4359, IoU.seat: 0.5711, IoU.fence: 0.3919, IoU.desk: 0.4286, IoU.rock: 0.5287, IoU.wardrobe: 0.4559, IoU.lamp: 0.5799, IoU.bathtub: 0.7461, IoU.railing: 0.3296, IoU.cushion: 0.5695, IoU.base: 0.2613, IoU.box: 0.2752, IoU.column: 0.3733, IoU.signboard: 0.3200, IoU.chest of drawers: 0.3834, IoU.counter: 0.3171, IoU.sand: 0.4613, IoU.sink: 0.7040, IoU.skyscraper: 0.4602, IoU.fireplace: 0.6394, IoU.refrigerator: 0.5935, IoU.grandstand: 0.5113, IoU.path: 0.2008, IoU.stairs: 0.2836, IoU.runway: 0.6626, IoU.case: 0.5551, IoU.pool table: 0.8467, IoU.pillow: 0.5440, IoU.screen door: 0.5405, IoU.stairway: 0.4797, IoU.river: 0.1425, IoU.bridge: 0.4549, IoU.bookcase: 0.3358, IoU.blind: 0.2717, IoU.coffee table: 0.5955, IoU.toilet: 0.7828, IoU.flower: 0.3855, IoU.book: 0.4730, IoU.hill: 0.0579, IoU.bench: 0.4670, IoU.countertop: 0.5530, IoU.stove: 0.7088, IoU.palm: 0.4684, IoU.kitchen island: 0.3885, IoU.computer: 0.6430, IoU.swivel chair: 0.4228, IoU.boat: 0.6017, IoU.bar: 0.5206, IoU.arcade machine: 0.6818, IoU.hovel: 0.3884, IoU.bus: 0.8474, IoU.towel: 0.6678, IoU.light: 0.3837, IoU.truck: 0.3598, IoU.tower: 0.2663, IoU.chandelier: 0.6362, IoU.awning: 0.2936, IoU.streetlight: 0.2427, IoU.booth: 0.3385, IoU.television receiver: 0.7031, IoU.airplane: 0.5486, IoU.dirt track: 0.0458, IoU.apparel: 0.4935, IoU.pole: 0.1700, IoU.land: 0.0164, IoU.bannister: 0.0848, IoU.escalator: 0.5287, IoU.ottoman: 0.4611, IoU.bottle: 0.3977, IoU.buffet: 0.4353, IoU.poster: 0.2041, IoU.stage: 0.1731, IoU.van: 0.3767, IoU.ship: 0.2550, IoU.fountain: 0.2418, IoU.conveyer belt: 0.6502, IoU.canopy: 0.3632, IoU.washer: 0.6994, IoU.plaything: 0.2874, IoU.swimming pool: 0.6043, IoU.stool: 0.3465, IoU.barrel: 0.3766, IoU.basket: 0.3660, IoU.waterfall: 0.4560, IoU.tent: 0.7934, IoU.bag: 0.1593, IoU.minibike: 0.6471, IoU.cradle: 0.7103, IoU.oven: 0.5067, IoU.ball: 0.5148, IoU.food: 0.5487, IoU.step: 0.0830, IoU.tank: 0.6250, IoU.trade name: 0.1844, IoU.microwave: 0.7179, IoU.pot: 0.4157, IoU.animal: 0.5723, IoU.bicycle: 0.5708, IoU.lake: 0.2168, IoU.dishwasher: 0.5296, IoU.screen: 0.4292, IoU.blanket: 0.1827, IoU.sculpture: 0.5509, IoU.hood: 0.5647, IoU.sconce: 0.4434, IoU.vase: 0.3880, IoU.traffic light: 0.3247, IoU.tray: 0.1003, IoU.ashcan: 0.4287, IoU.fan: 0.5606, IoU.pier: 0.3386, IoU.crt screen: 0.0577, IoU.plate: 0.5132, IoU.monitor: 0.2517, IoU.bulletin board: 0.4320, IoU.shower: 0.0227, IoU.radiator: 0.6003, IoU.glass: 0.1724, IoU.clock: 0.3472, IoU.flag: 0.4842, Acc.wall: 0.8449, Acc.building: 0.9196, Acc.sky: 0.9569, Acc.floor: 0.8740, Acc.tree: 0.8428, Acc.ceiling: 0.8806, Acc.road: 0.8743, Acc.bed : 0.9418, Acc.windowpane: 0.7517, Acc.grass: 0.8092, Acc.cabinet: 0.6856, Acc.sidewalk: 0.7479, Acc.person: 0.8996, Acc.earth: 0.4669, Acc.door: 0.5170, Acc.table: 0.6981, Acc.mountain: 0.7165, Acc.plant: 0.6050, Acc.curtain: 0.7704, Acc.chair: 0.6842, Acc.car: 0.9222, Acc.water: 0.7393, Acc.painting: 0.8208, Acc.sofa: 0.8127, Acc.shelf: 0.5181, Acc.house: 0.6187, Acc.sea: 0.7923, Acc.mirror: 0.7235, Acc.rug: 0.5904, Acc.field: 0.5284, Acc.armchair: 0.6162, Acc.seat: 0.7895, Acc.fence: 0.5182, Acc.desk: 0.6730, Acc.rock: 0.6798, Acc.wardrobe: 0.6159, Acc.lamp: 0.7331, Acc.bathtub: 0.8399, Acc.railing: 0.4500, Acc.cushion: 0.7141, Acc.base: 0.4095, Acc.box: 0.3693, Acc.column: 0.4728, Acc.signboard: 0.4579, Acc.chest of drawers: 0.5550, Acc.counter: 0.3959, Acc.sand: 0.6295, Acc.sink: 0.7998, Acc.skyscraper: 0.6219, Acc.fireplace: 0.8464, Acc.refrigerator: 0.6929, Acc.grandstand: 0.7869, Acc.path: 0.2785, Acc.stairs: 0.3194, Acc.runway: 0.8819, Acc.case: 0.7089, Acc.pool table: 0.9672, Acc.pillow: 0.6414, Acc.screen door: 0.5947, Acc.stairway: 0.6279, Acc.river: 0.2379, Acc.bridge: 0.5449, Acc.bookcase: 0.4752, Acc.blind: 0.3085, Acc.coffee table: 0.8117, Acc.toilet: 0.8813, Acc.flower: 0.5532, Acc.book: 0.6695, Acc.hill: 0.0908, Acc.bench: 0.5800, Acc.countertop: 0.7179, Acc.stove: 0.8120, Acc.palm: 0.6406, Acc.kitchen island: 0.6610, Acc.computer: 0.7983, Acc.swivel chair: 0.5958, Acc.boat: 0.7876, Acc.bar: 0.6573, Acc.arcade machine: 0.7926, Acc.hovel: 0.4491, Acc.bus: 0.9199, Acc.towel: 0.8267, Acc.light: 0.4569, Acc.truck: 0.5055, Acc.tower: 0.4264, Acc.chandelier: 0.7918, Acc.awning: 0.3754, Acc.streetlight: 0.3081, Acc.booth: 0.4438, Acc.television receiver: 0.8116, Acc.airplane: 0.6656, Acc.dirt track: 0.0927, Acc.apparel: 0.6592, Acc.pole: 0.2198, Acc.land: 0.0232, Acc.bannister: 0.1202, Acc.escalator: 0.7013, Acc.ottoman: 0.5740, Acc.bottle: 0.6701, Acc.buffet: 0.5342, Acc.poster: 0.2641, Acc.stage: 0.3646, Acc.van: 0.4917, Acc.ship: 0.2861, Acc.fountain: 0.2539, Acc.conveyer belt: 0.9476, Acc.canopy: 0.4424, Acc.washer: 0.7641, Acc.plaything: 0.4293, Acc.swimming pool: 0.7807, Acc.stool: 0.4397, Acc.barrel: 0.5401, Acc.basket: 0.4666, Acc.waterfall: 0.5282, Acc.tent: 0.9782, Acc.bag: 0.1868, Acc.minibike: 0.8629, Acc.cradle: 0.9441, Acc.oven: 0.5982, Acc.ball: 0.5939, Acc.food: 0.6552, Acc.step: 0.0920, Acc.tank: 0.7877, Acc.trade name: 0.2129, Acc.microwave: 0.7859, Acc.pot: 0.4750, Acc.animal: 0.6349, Acc.bicycle: 0.7894, Acc.lake: 0.2489, Acc.dishwasher: 0.5884, Acc.screen: 0.5760, Acc.blanket: 0.2112, Acc.sculpture: 0.7720, Acc.hood: 0.6277, Acc.sconce: 0.5629, Acc.vase: 0.5596, Acc.traffic light: 0.4355, Acc.tray: 0.1237, Acc.ashcan: 0.5378, Acc.fan: 0.7059, Acc.pier: 0.4257, Acc.crt screen: 0.1107, Acc.plate: 0.6877, Acc.monitor: 0.2976, Acc.bulletin board: 0.5604, Acc.shower: 0.0396, Acc.radiator: 0.6814, Acc.glass: 0.1928, Acc.clock: 0.3813, Acc.flag: 0.5580 2023-11-30 23:24:50,511 - mmseg - INFO - Iter [54050/80000] lr: 1.298e-05, eta: 2:21:52, time: 1.925, data_time: 1.721, memory: 14238, decode.loss_ce: 0.5184, decode.acc_seg: 80.6652, loss: 0.5184 2023-11-30 23:25:01,097 - mmseg - INFO - Iter [54100/80000] lr: 1.295e-05, eta: 2:21:33, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4910, decode.acc_seg: 81.2149, loss: 0.4910 2023-11-30 23:25:11,692 - mmseg - INFO - Iter [54150/80000] lr: 1.293e-05, eta: 2:21:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5051, decode.acc_seg: 81.4018, loss: 0.5051 2023-11-30 23:25:22,297 - mmseg - INFO - Iter [54200/80000] lr: 1.290e-05, eta: 2:20:55, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5147, decode.acc_seg: 80.4578, loss: 0.5147 2023-11-30 23:25:32,905 - mmseg - INFO - Iter [54250/80000] lr: 1.288e-05, eta: 2:20:35, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5312, decode.acc_seg: 80.1173, loss: 0.5312 2023-11-30 23:25:43,507 - mmseg - INFO - Iter [54300/80000] lr: 1.285e-05, eta: 2:20:16, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5091, decode.acc_seg: 81.1144, loss: 0.5091 2023-11-30 23:25:56,403 - mmseg - INFO - Iter [54350/80000] lr: 1.283e-05, eta: 2:19:58, time: 0.258, data_time: 0.053, memory: 14238, decode.loss_ce: 0.4930, decode.acc_seg: 81.2481, loss: 0.4930 2023-11-30 23:26:07,001 - mmseg - INFO - Iter [54400/80000] lr: 1.280e-05, eta: 2:19:39, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4940, decode.acc_seg: 80.8581, loss: 0.4940 2023-11-30 23:26:17,599 - mmseg - INFO - Iter [54450/80000] lr: 1.278e-05, eta: 2:19:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4994, decode.acc_seg: 81.5139, loss: 0.4994 2023-11-30 23:26:28,219 - mmseg - INFO - Iter [54500/80000] lr: 1.275e-05, eta: 2:19:01, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5210, decode.acc_seg: 81.0133, loss: 0.5210 2023-11-30 23:26:38,844 - mmseg - INFO - Iter [54550/80000] lr: 1.273e-05, eta: 2:18:42, time: 0.213, data_time: 0.008, memory: 14238, decode.loss_ce: 0.4846, decode.acc_seg: 81.7948, loss: 0.4846 2023-11-30 23:26:49,459 - mmseg - INFO - Iter [54600/80000] lr: 1.270e-05, eta: 2:18:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5225, decode.acc_seg: 80.1297, loss: 0.5225 2023-11-30 23:27:00,070 - mmseg - INFO - Iter [54650/80000] lr: 1.268e-05, eta: 2:18:04, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5168, decode.acc_seg: 80.1538, loss: 0.5168 2023-11-30 23:27:10,674 - mmseg - INFO - Iter [54700/80000] lr: 1.265e-05, eta: 2:17:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5174, decode.acc_seg: 80.5397, loss: 0.5174 2023-11-30 23:27:21,280 - mmseg - INFO - Iter [54750/80000] lr: 1.263e-05, eta: 2:17:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5101, decode.acc_seg: 80.2516, loss: 0.5101 2023-11-30 23:27:31,887 - mmseg - INFO - Iter [54800/80000] lr: 1.260e-05, eta: 2:17:07, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5218, decode.acc_seg: 80.4715, loss: 0.5218 2023-11-30 23:27:42,489 - mmseg - INFO - Iter [54850/80000] lr: 1.258e-05, eta: 2:16:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5034, decode.acc_seg: 81.2766, loss: 0.5034 2023-11-30 23:27:53,096 - mmseg - INFO - Iter [54900/80000] lr: 1.255e-05, eta: 2:16:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5023, decode.acc_seg: 80.8651, loss: 0.5023 2023-11-30 23:28:03,698 - mmseg - INFO - Iter [54950/80000] lr: 1.253e-05, eta: 2:16:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5003, decode.acc_seg: 81.2107, loss: 0.5003 2023-11-30 23:28:14,281 - mmseg - INFO - Saving checkpoint at 55000 iterations 2023-11-30 23:28:50,220 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:28:50,220 - mmseg - INFO - Iter [55000/80000] lr: 1.250e-05, eta: 2:16:08, time: 0.931, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5223, decode.acc_seg: 80.1393, loss: 0.5223 2023-11-30 23:29:40,392 - mmseg - INFO - per class results: 2023-11-30 23:29:40,399 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.91 | 85.3 | | building | 79.93 | 92.33 | | sky | 89.97 | 95.43 | | floor | 74.96 | 87.0 | | tree | 69.55 | 83.41 | | ceiling | 77.48 | 87.7 | | road | 78.42 | 88.26 | | bed | 84.89 | 93.44 | | windowpane | 58.35 | 76.24 | | grass | 65.69 | 80.74 | | cabinet | 55.44 | 69.15 | | sidewalk | 56.74 | 71.32 | | person | 76.1 | 91.45 | | earth | 35.13 | 47.17 | | door | 40.94 | 51.09 | | table | 55.08 | 70.61 | | mountain | 55.83 | 70.9 | | plant | 51.21 | 62.44 | | curtain | 65.56 | 77.7 | | chair | 53.96 | 70.75 | | car | 79.57 | 92.54 | | water | 55.53 | 72.5 | | painting | 66.6 | 82.39 | | sofa | 66.68 | 81.45 | | shelf | 38.25 | 53.54 | | house | 45.92 | 59.72 | | sea | 60.39 | 79.13 | | mirror | 59.21 | 70.47 | | rug | 51.12 | 55.88 | | field | 32.95 | 51.32 | | armchair | 43.29 | 61.5 | | seat | 56.83 | 78.97 | | fence | 37.51 | 47.34 | | desk | 42.99 | 66.64 | | rock | 53.01 | 70.87 | | wardrobe | 45.68 | 60.72 | | lamp | 58.01 | 71.87 | | bathtub | 74.68 | 83.48 | | railing | 33.03 | 46.09 | | cushion | 56.89 | 69.78 | | base | 26.07 | 40.48 | | box | 25.93 | 33.18 | | column | 36.39 | 45.39 | | signboard | 32.2 | 47.71 | | chest of drawers | 37.83 | 51.73 | | counter | 33.94 | 43.7 | | sand | 46.12 | 63.08 | | sink | 70.44 | 80.62 | | skyscraper | 45.84 | 62.6 | | fireplace | 64.17 | 82.26 | | refrigerator | 59.47 | 70.44 | | grandstand | 52.42 | 77.22 | | path | 19.19 | 25.65 | | stairs | 29.3 | 33.84 | | runway | 65.92 | 87.21 | | case | 55.99 | 70.05 | | pool table | 85.57 | 96.34 | | pillow | 54.75 | 64.31 | | screen door | 57.04 | 63.66 | | stairway | 45.41 | 57.51 | | river | 14.16 | 23.96 | | bridge | 43.49 | 52.46 | | bookcase | 33.58 | 47.59 | | blind | 22.46 | 24.65 | | coffee table | 59.69 | 80.11 | | toilet | 78.54 | 87.52 | | flower | 38.71 | 52.77 | | book | 47.32 | 68.19 | | hill | 5.58 | 8.44 | | bench | 46.02 | 56.44 | | countertop | 54.44 | 67.22 | | stove | 70.81 | 80.19 | | palm | 47.55 | 65.94 | | kitchen island | 39.36 | 63.26 | | computer | 63.91 | 78.71 | | swivel chair | 42.09 | 59.13 | | boat | 62.62 | 77.48 | | bar | 51.33 | 61.85 | | arcade machine | 67.19 | 76.56 | | hovel | 39.23 | 45.09 | | bus | 84.89 | 91.65 | | towel | 66.55 | 82.36 | | light | 36.43 | 41.97 | | truck | 34.14 | 47.09 | | tower | 25.97 | 40.9 | | chandelier | 63.56 | 79.31 | | awning | 29.23 | 37.13 | | streetlight | 24.25 | 30.49 | | booth | 34.4 | 44.3 | | television receiver | 69.81 | 78.73 | | airplane | 54.66 | 66.37 | | dirt track | 5.16 | 11.6 | | apparel | 49.65 | 64.76 | | pole | 17.8 | 23.46 | | land | 1.53 | 2.32 | | bannister | 7.59 | 10.23 | | escalator | 52.78 | 68.14 | | ottoman | 46.08 | 56.13 | | bottle | 39.61 | 65.14 | | buffet | 42.05 | 50.15 | | poster | 19.94 | 25.09 | | stage | 16.99 | 34.78 | | van | 35.71 | 46.14 | | ship | 25.56 | 28.77 | | fountain | 24.8 | 25.88 | | conveyer belt | 64.37 | 94.41 | | canopy | 34.47 | 41.23 | | washer | 68.17 | 73.85 | | plaything | 29.71 | 47.46 | | swimming pool | 60.02 | 76.69 | | stool | 34.9 | 44.24 | | barrel | 37.28 | 50.21 | | basket | 36.37 | 46.39 | | waterfall | 46.11 | 54.34 | | tent | 78.17 | 97.97 | | bag | 17.06 | 20.4 | | minibike | 64.56 | 86.4 | | cradle | 72.81 | 93.88 | | oven | 50.45 | 59.74 | | ball | 54.91 | 65.09 | | food | 54.03 | 63.99 | | step | 8.24 | 9.07 | | tank | 62.44 | 77.41 | | trade name | 16.76 | 18.95 | | microwave | 70.95 | 77.41 | | pot | 40.35 | 45.22 | | animal | 56.82 | 63.36 | | bicycle | 57.47 | 78.22 | | lake | 25.63 | 30.11 | | dishwasher | 52.5 | 56.27 | | screen | 42.97 | 57.15 | | blanket | 20.4 | 23.51 | | sculpture | 56.23 | 75.98 | | hood | 54.42 | 59.35 | | sconce | 43.24 | 53.13 | | vase | 38.63 | 54.3 | | traffic light | 33.37 | 46.28 | | tray | 9.52 | 11.64 | | ashcan | 42.54 | 52.89 | | fan | 55.2 | 67.68 | | pier | 34.2 | 40.49 | | crt screen | 5.73 | 11.43 | | plate | 51.15 | 69.0 | | monitor | 21.46 | 24.43 | | bulletin board | 43.03 | 53.68 | | shower | 2.39 | 3.36 | | radiator | 60.39 | 69.78 | | glass | 17.07 | 18.99 | | clock | 33.78 | 36.96 | | flag | 48.36 | 55.82 | +---------------------+-------+-------+ 2023-11-30 23:29:40,399 - mmseg - INFO - Summary: 2023-11-30 23:29:40,399 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.24 | 46.96 | 58.63 | +-------+-------+-------+ 2023-11-30 23:29:40,400 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:29:40,400 - mmseg - INFO - Iter(val) [250] aAcc: 0.8024, mIoU: 0.4696, mAcc: 0.5863, IoU.wall: 0.7091, IoU.building: 0.7993, IoU.sky: 0.8997, IoU.floor: 0.7496, IoU.tree: 0.6955, IoU.ceiling: 0.7748, IoU.road: 0.7842, IoU.bed : 0.8489, IoU.windowpane: 0.5835, IoU.grass: 0.6569, IoU.cabinet: 0.5544, IoU.sidewalk: 0.5674, IoU.person: 0.7610, IoU.earth: 0.3513, IoU.door: 0.4094, IoU.table: 0.5508, IoU.mountain: 0.5583, IoU.plant: 0.5121, IoU.curtain: 0.6556, IoU.chair: 0.5396, IoU.car: 0.7957, IoU.water: 0.5553, IoU.painting: 0.6660, IoU.sofa: 0.6668, IoU.shelf: 0.3825, IoU.house: 0.4592, IoU.sea: 0.6039, IoU.mirror: 0.5921, IoU.rug: 0.5112, IoU.field: 0.3295, IoU.armchair: 0.4329, IoU.seat: 0.5683, IoU.fence: 0.3751, IoU.desk: 0.4299, IoU.rock: 0.5301, IoU.wardrobe: 0.4568, IoU.lamp: 0.5801, IoU.bathtub: 0.7468, IoU.railing: 0.3303, IoU.cushion: 0.5689, IoU.base: 0.2607, IoU.box: 0.2593, IoU.column: 0.3639, IoU.signboard: 0.3220, IoU.chest of drawers: 0.3783, IoU.counter: 0.3394, IoU.sand: 0.4612, IoU.sink: 0.7044, IoU.skyscraper: 0.4584, IoU.fireplace: 0.6417, IoU.refrigerator: 0.5947, IoU.grandstand: 0.5242, IoU.path: 0.1919, IoU.stairs: 0.2930, IoU.runway: 0.6592, IoU.case: 0.5599, IoU.pool table: 0.8557, IoU.pillow: 0.5475, IoU.screen door: 0.5704, IoU.stairway: 0.4541, IoU.river: 0.1416, IoU.bridge: 0.4349, IoU.bookcase: 0.3358, IoU.blind: 0.2246, IoU.coffee table: 0.5969, IoU.toilet: 0.7854, IoU.flower: 0.3871, IoU.book: 0.4732, IoU.hill: 0.0558, IoU.bench: 0.4602, IoU.countertop: 0.5444, IoU.stove: 0.7081, IoU.palm: 0.4755, IoU.kitchen island: 0.3936, IoU.computer: 0.6391, IoU.swivel chair: 0.4209, IoU.boat: 0.6262, IoU.bar: 0.5133, IoU.arcade machine: 0.6719, IoU.hovel: 0.3923, IoU.bus: 0.8489, IoU.towel: 0.6655, IoU.light: 0.3643, IoU.truck: 0.3414, IoU.tower: 0.2597, IoU.chandelier: 0.6356, IoU.awning: 0.2923, IoU.streetlight: 0.2425, IoU.booth: 0.3440, IoU.television receiver: 0.6981, IoU.airplane: 0.5466, IoU.dirt track: 0.0516, IoU.apparel: 0.4965, IoU.pole: 0.1780, IoU.land: 0.0153, IoU.bannister: 0.0759, IoU.escalator: 0.5278, IoU.ottoman: 0.4608, IoU.bottle: 0.3961, IoU.buffet: 0.4205, IoU.poster: 0.1994, IoU.stage: 0.1699, IoU.van: 0.3571, IoU.ship: 0.2556, IoU.fountain: 0.2480, IoU.conveyer belt: 0.6437, IoU.canopy: 0.3447, IoU.washer: 0.6817, IoU.plaything: 0.2971, IoU.swimming pool: 0.6002, IoU.stool: 0.3490, IoU.barrel: 0.3728, IoU.basket: 0.3637, IoU.waterfall: 0.4611, IoU.tent: 0.7817, IoU.bag: 0.1706, IoU.minibike: 0.6456, IoU.cradle: 0.7281, IoU.oven: 0.5045, IoU.ball: 0.5491, IoU.food: 0.5403, IoU.step: 0.0824, IoU.tank: 0.6244, IoU.trade name: 0.1676, IoU.microwave: 0.7095, IoU.pot: 0.4035, IoU.animal: 0.5682, IoU.bicycle: 0.5747, IoU.lake: 0.2563, IoU.dishwasher: 0.5250, IoU.screen: 0.4297, IoU.blanket: 0.2040, IoU.sculpture: 0.5623, IoU.hood: 0.5442, IoU.sconce: 0.4324, IoU.vase: 0.3863, IoU.traffic light: 0.3337, IoU.tray: 0.0952, IoU.ashcan: 0.4254, IoU.fan: 0.5520, IoU.pier: 0.3420, IoU.crt screen: 0.0573, IoU.plate: 0.5115, IoU.monitor: 0.2146, IoU.bulletin board: 0.4303, IoU.shower: 0.0239, IoU.radiator: 0.6039, IoU.glass: 0.1707, IoU.clock: 0.3378, IoU.flag: 0.4836, Acc.wall: 0.8530, Acc.building: 0.9233, Acc.sky: 0.9543, Acc.floor: 0.8700, Acc.tree: 0.8341, Acc.ceiling: 0.8770, Acc.road: 0.8826, Acc.bed : 0.9344, Acc.windowpane: 0.7624, Acc.grass: 0.8074, Acc.cabinet: 0.6915, Acc.sidewalk: 0.7132, Acc.person: 0.9145, Acc.earth: 0.4717, Acc.door: 0.5109, Acc.table: 0.7061, Acc.mountain: 0.7090, Acc.plant: 0.6244, Acc.curtain: 0.7770, Acc.chair: 0.7075, Acc.car: 0.9254, Acc.water: 0.7250, Acc.painting: 0.8239, Acc.sofa: 0.8145, Acc.shelf: 0.5354, Acc.house: 0.5972, Acc.sea: 0.7913, Acc.mirror: 0.7047, Acc.rug: 0.5588, Acc.field: 0.5132, Acc.armchair: 0.6150, Acc.seat: 0.7897, Acc.fence: 0.4734, Acc.desk: 0.6664, Acc.rock: 0.7087, Acc.wardrobe: 0.6072, Acc.lamp: 0.7187, Acc.bathtub: 0.8348, Acc.railing: 0.4609, Acc.cushion: 0.6978, Acc.base: 0.4048, Acc.box: 0.3318, Acc.column: 0.4539, Acc.signboard: 0.4771, Acc.chest of drawers: 0.5173, Acc.counter: 0.4370, Acc.sand: 0.6308, Acc.sink: 0.8062, Acc.skyscraper: 0.6260, Acc.fireplace: 0.8226, Acc.refrigerator: 0.7044, Acc.grandstand: 0.7722, Acc.path: 0.2565, Acc.stairs: 0.3384, Acc.runway: 0.8721, Acc.case: 0.7005, Acc.pool table: 0.9634, Acc.pillow: 0.6431, Acc.screen door: 0.6366, Acc.stairway: 0.5751, Acc.river: 0.2396, Acc.bridge: 0.5246, Acc.bookcase: 0.4759, Acc.blind: 0.2465, Acc.coffee table: 0.8011, Acc.toilet: 0.8752, Acc.flower: 0.5277, Acc.book: 0.6819, Acc.hill: 0.0844, Acc.bench: 0.5644, Acc.countertop: 0.6722, Acc.stove: 0.8019, Acc.palm: 0.6594, Acc.kitchen island: 0.6326, Acc.computer: 0.7871, Acc.swivel chair: 0.5913, Acc.boat: 0.7748, Acc.bar: 0.6185, Acc.arcade machine: 0.7656, Acc.hovel: 0.4509, Acc.bus: 0.9165, Acc.towel: 0.8236, Acc.light: 0.4197, Acc.truck: 0.4709, Acc.tower: 0.4090, Acc.chandelier: 0.7931, Acc.awning: 0.3713, Acc.streetlight: 0.3049, Acc.booth: 0.4430, Acc.television receiver: 0.7873, Acc.airplane: 0.6637, Acc.dirt track: 0.1160, Acc.apparel: 0.6476, Acc.pole: 0.2346, Acc.land: 0.0232, Acc.bannister: 0.1023, Acc.escalator: 0.6814, Acc.ottoman: 0.5613, Acc.bottle: 0.6514, Acc.buffet: 0.5015, Acc.poster: 0.2509, Acc.stage: 0.3478, Acc.van: 0.4614, Acc.ship: 0.2877, Acc.fountain: 0.2588, Acc.conveyer belt: 0.9441, Acc.canopy: 0.4123, Acc.washer: 0.7385, Acc.plaything: 0.4746, Acc.swimming pool: 0.7669, Acc.stool: 0.4424, Acc.barrel: 0.5021, Acc.basket: 0.4639, Acc.waterfall: 0.5434, Acc.tent: 0.9797, Acc.bag: 0.2040, Acc.minibike: 0.8640, Acc.cradle: 0.9388, Acc.oven: 0.5974, Acc.ball: 0.6509, Acc.food: 0.6399, Acc.step: 0.0907, Acc.tank: 0.7741, Acc.trade name: 0.1895, Acc.microwave: 0.7741, Acc.pot: 0.4522, Acc.animal: 0.6336, Acc.bicycle: 0.7822, Acc.lake: 0.3011, Acc.dishwasher: 0.5627, Acc.screen: 0.5715, Acc.blanket: 0.2351, Acc.sculpture: 0.7598, Acc.hood: 0.5935, Acc.sconce: 0.5313, Acc.vase: 0.5430, Acc.traffic light: 0.4628, Acc.tray: 0.1164, Acc.ashcan: 0.5289, Acc.fan: 0.6768, Acc.pier: 0.4049, Acc.crt screen: 0.1143, Acc.plate: 0.6900, Acc.monitor: 0.2443, Acc.bulletin board: 0.5368, Acc.shower: 0.0336, Acc.radiator: 0.6978, Acc.glass: 0.1899, Acc.clock: 0.3696, Acc.flag: 0.5582 2023-11-30 23:29:51,477 - mmseg - INFO - Iter [55050/80000] lr: 1.248e-05, eta: 2:16:12, time: 1.225, data_time: 1.020, memory: 14238, decode.loss_ce: 0.5021, decode.acc_seg: 81.2718, loss: 0.5021 2023-11-30 23:30:02,096 - mmseg - INFO - Iter [55100/80000] lr: 1.245e-05, eta: 2:15:53, time: 0.212, data_time: 0.008, memory: 14238, decode.loss_ce: 0.4965, decode.acc_seg: 80.8626, loss: 0.4965 2023-11-30 23:30:12,713 - mmseg - INFO - Iter [55150/80000] lr: 1.243e-05, eta: 2:15:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4859, decode.acc_seg: 80.7967, loss: 0.4859 2023-11-30 23:30:23,329 - mmseg - INFO - Iter [55200/80000] lr: 1.240e-05, eta: 2:15:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5059, decode.acc_seg: 80.7686, loss: 0.5059 2023-11-30 23:30:33,936 - mmseg - INFO - Iter [55250/80000] lr: 1.238e-05, eta: 2:14:56, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5119, decode.acc_seg: 80.4688, loss: 0.5119 2023-11-30 23:30:44,544 - mmseg - INFO - Iter [55300/80000] lr: 1.235e-05, eta: 2:14:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5352, decode.acc_seg: 80.3104, loss: 0.5352 2023-11-30 23:30:55,154 - mmseg - INFO - Iter [55350/80000] lr: 1.233e-05, eta: 2:14:18, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5070, decode.acc_seg: 80.8621, loss: 0.5070 2023-11-30 23:31:05,756 - mmseg - INFO - Iter [55400/80000] lr: 1.230e-05, eta: 2:13:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4983, decode.acc_seg: 80.9976, loss: 0.4983 2023-11-30 23:31:16,354 - mmseg - INFO - Iter [55450/80000] lr: 1.228e-05, eta: 2:13:40, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4984, decode.acc_seg: 81.1739, loss: 0.4984 2023-11-30 23:31:26,954 - mmseg - INFO - Iter [55500/80000] lr: 1.225e-05, eta: 2:13:21, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4967, decode.acc_seg: 81.2640, loss: 0.4967 2023-11-30 23:31:37,558 - mmseg - INFO - Iter [55550/80000] lr: 1.223e-05, eta: 2:13:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5085, decode.acc_seg: 81.1289, loss: 0.5085 2023-11-30 23:31:50,457 - mmseg - INFO - Iter [55600/80000] lr: 1.220e-05, eta: 2:12:45, time: 0.258, data_time: 0.052, memory: 14238, decode.loss_ce: 0.5006, decode.acc_seg: 81.0935, loss: 0.5006 2023-11-30 23:32:01,065 - mmseg - INFO - Iter [55650/80000] lr: 1.218e-05, eta: 2:12:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5169, decode.acc_seg: 80.2149, loss: 0.5169 2023-11-30 23:32:11,676 - mmseg - INFO - Iter [55700/80000] lr: 1.215e-05, eta: 2:12:07, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5041, decode.acc_seg: 80.9257, loss: 0.5041 2023-11-30 23:32:22,285 - mmseg - INFO - Iter [55750/80000] lr: 1.213e-05, eta: 2:11:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4926, decode.acc_seg: 81.7243, loss: 0.4926 2023-11-30 23:32:32,890 - mmseg - INFO - Iter [55800/80000] lr: 1.210e-05, eta: 2:11:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4940, decode.acc_seg: 80.4881, loss: 0.4940 2023-11-30 23:32:43,491 - mmseg - INFO - Iter [55850/80000] lr: 1.208e-05, eta: 2:11:11, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5089, decode.acc_seg: 80.2763, loss: 0.5089 2023-11-30 23:32:54,088 - mmseg - INFO - Iter [55900/80000] lr: 1.205e-05, eta: 2:10:52, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4956, decode.acc_seg: 81.4322, loss: 0.4956 2023-11-30 23:33:04,694 - mmseg - INFO - Iter [55950/80000] lr: 1.203e-05, eta: 2:10:33, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4922, decode.acc_seg: 81.7401, loss: 0.4922 2023-11-30 23:33:15,275 - mmseg - INFO - Saving checkpoint at 56000 iterations 2023-11-30 23:33:48,816 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:33:48,816 - mmseg - INFO - Iter [56000/80000] lr: 1.200e-05, eta: 2:10:29, time: 0.883, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5108, decode.acc_seg: 80.8824, loss: 0.5108 2023-11-30 23:34:38,928 - mmseg - INFO - per class results: 2023-11-30 23:34:38,935 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 71.01 | 83.82 | | building | 79.94 | 92.0 | | sky | 89.16 | 96.1 | | floor | 75.11 | 87.03 | | tree | 69.54 | 84.17 | | ceiling | 77.47 | 87.92 | | road | 77.95 | 89.03 | | bed | 84.45 | 94.11 | | windowpane | 58.3 | 75.35 | | grass | 65.33 | 82.06 | | cabinet | 55.28 | 68.08 | | sidewalk | 55.96 | 71.27 | | person | 76.2 | 91.16 | | earth | 35.23 | 50.13 | | door | 40.49 | 49.99 | | table | 54.97 | 69.47 | | mountain | 56.15 | 71.96 | | plant | 50.84 | 61.78 | | curtain | 65.76 | 77.37 | | chair | 53.82 | 68.83 | | car | 79.21 | 92.52 | | water | 55.08 | 73.41 | | painting | 66.37 | 83.63 | | sofa | 66.75 | 82.76 | | shelf | 37.6 | 51.36 | | house | 45.95 | 59.92 | | sea | 60.11 | 79.09 | | mirror | 59.29 | 70.71 | | rug | 52.65 | 58.5 | | field | 32.64 | 50.49 | | armchair | 43.03 | 59.14 | | seat | 56.9 | 78.72 | | fence | 39.03 | 51.04 | | desk | 42.4 | 68.73 | | rock | 52.12 | 64.92 | | wardrobe | 46.22 | 63.45 | | lamp | 58.04 | 72.05 | | bathtub | 74.27 | 83.13 | | railing | 33.48 | 47.63 | | cushion | 56.66 | 70.01 | | base | 26.22 | 40.98 | | box | 26.89 | 35.07 | | column | 37.73 | 48.14 | | signboard | 31.83 | 47.43 | | chest of drawers | 39.07 | 54.93 | | counter | 34.33 | 44.48 | | sand | 44.3 | 59.03 | | sink | 70.42 | 80.02 | | skyscraper | 45.75 | 58.14 | | fireplace | 64.43 | 83.04 | | refrigerator | 59.59 | 70.06 | | grandstand | 51.9 | 77.98 | | path | 18.76 | 24.71 | | stairs | 27.81 | 31.28 | | runway | 65.98 | 87.72 | | case | 55.58 | 69.6 | | pool table | 85.41 | 96.31 | | pillow | 54.34 | 64.57 | | screen door | 57.38 | 64.8 | | stairway | 47.09 | 60.12 | | river | 14.56 | 24.26 | | bridge | 43.72 | 53.61 | | bookcase | 33.58 | 49.42 | | blind | 25.14 | 28.12 | | coffee table | 58.77 | 81.44 | | toilet | 78.25 | 88.27 | | flower | 38.85 | 54.73 | | book | 47.12 | 68.24 | | hill | 5.61 | 8.63 | | bench | 46.82 | 57.02 | | countertop | 55.13 | 71.95 | | stove | 71.0 | 80.62 | | palm | 46.28 | 62.52 | | kitchen island | 39.02 | 67.4 | | computer | 63.88 | 80.53 | | swivel chair | 42.04 | 58.93 | | boat | 60.74 | 76.74 | | bar | 51.91 | 62.85 | | arcade machine | 67.58 | 76.81 | | hovel | 41.65 | 48.61 | | bus | 85.0 | 91.4 | | towel | 66.46 | 83.37 | | light | 37.44 | 43.91 | | truck | 36.63 | 51.04 | | tower | 26.39 | 41.5 | | chandelier | 63.4 | 78.13 | | awning | 29.23 | 37.17 | | streetlight | 23.44 | 28.64 | | booth | 34.69 | 43.63 | | television receiver | 69.95 | 79.06 | | airplane | 55.27 | 66.81 | | dirt track | 4.41 | 8.62 | | apparel | 50.09 | 64.21 | | pole | 16.97 | 21.61 | | land | 1.64 | 2.44 | | bannister | 8.34 | 11.2 | | escalator | 52.83 | 71.06 | | ottoman | 45.96 | 55.93 | | bottle | 39.55 | 65.24 | | buffet | 42.9 | 51.51 | | poster | 19.97 | 25.39 | | stage | 17.82 | 38.3 | | van | 34.77 | 43.54 | | ship | 28.06 | 31.78 | | fountain | 19.75 | 20.34 | | conveyer belt | 60.76 | 95.35 | | canopy | 34.14 | 41.05 | | washer | 70.29 | 77.08 | | plaything | 27.67 | 41.47 | | swimming pool | 60.96 | 80.05 | | stool | 33.53 | 40.68 | | barrel | 36.4 | 48.48 | | basket | 36.41 | 46.15 | | waterfall | 44.63 | 50.27 | | tent | 79.01 | 97.56 | | bag | 15.93 | 18.76 | | minibike | 64.81 | 85.03 | | cradle | 70.96 | 94.48 | | oven | 50.63 | 59.91 | | ball | 53.94 | 63.12 | | food | 55.92 | 68.04 | | step | 8.28 | 9.11 | | tank | 61.32 | 79.23 | | trade name | 14.02 | 15.41 | | microwave | 71.6 | 78.9 | | pot | 41.32 | 46.83 | | animal | 55.53 | 60.3 | | bicycle | 56.82 | 76.75 | | lake | 21.74 | 24.92 | | dishwasher | 52.93 | 57.6 | | screen | 43.35 | 61.47 | | blanket | 18.96 | 21.93 | | sculpture | 56.84 | 76.74 | | hood | 54.7 | 59.76 | | sconce | 44.72 | 56.99 | | vase | 38.83 | 57.69 | | traffic light | 33.07 | 44.21 | | tray | 10.74 | 13.82 | | ashcan | 43.01 | 55.47 | | fan | 56.46 | 72.18 | | pier | 33.65 | 40.68 | | crt screen | 3.84 | 7.51 | | plate | 50.97 | 70.61 | | monitor | 24.35 | 28.57 | | bulletin board | 42.81 | 57.19 | | shower | 2.36 | 3.75 | | radiator | 59.56 | 70.19 | | glass | 16.92 | 18.8 | | clock | 34.91 | 38.6 | | flag | 49.94 | 58.02 | +---------------------+-------+-------+ 2023-11-30 23:34:38,935 - mmseg - INFO - Summary: 2023-11-30 23:34:38,935 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.16 | 46.92 | 58.92 | +-------+-------+-------+ 2023-11-30 23:34:38,936 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:34:38,936 - mmseg - INFO - Iter(val) [250] aAcc: 0.8016, mIoU: 0.4692, mAcc: 0.5892, IoU.wall: 0.7101, IoU.building: 0.7994, IoU.sky: 0.8916, IoU.floor: 0.7511, IoU.tree: 0.6954, IoU.ceiling: 0.7747, IoU.road: 0.7795, IoU.bed : 0.8445, IoU.windowpane: 0.5830, IoU.grass: 0.6533, IoU.cabinet: 0.5528, IoU.sidewalk: 0.5596, IoU.person: 0.7620, IoU.earth: 0.3523, IoU.door: 0.4049, IoU.table: 0.5497, IoU.mountain: 0.5615, IoU.plant: 0.5084, IoU.curtain: 0.6576, IoU.chair: 0.5382, IoU.car: 0.7921, IoU.water: 0.5508, IoU.painting: 0.6637, IoU.sofa: 0.6675, IoU.shelf: 0.3760, IoU.house: 0.4595, IoU.sea: 0.6011, IoU.mirror: 0.5929, IoU.rug: 0.5265, IoU.field: 0.3264, IoU.armchair: 0.4303, IoU.seat: 0.5690, IoU.fence: 0.3903, IoU.desk: 0.4240, IoU.rock: 0.5212, IoU.wardrobe: 0.4622, IoU.lamp: 0.5804, IoU.bathtub: 0.7427, IoU.railing: 0.3348, IoU.cushion: 0.5666, IoU.base: 0.2622, IoU.box: 0.2689, IoU.column: 0.3773, IoU.signboard: 0.3183, IoU.chest of drawers: 0.3907, IoU.counter: 0.3433, IoU.sand: 0.4430, IoU.sink: 0.7042, IoU.skyscraper: 0.4575, IoU.fireplace: 0.6443, IoU.refrigerator: 0.5959, IoU.grandstand: 0.5190, IoU.path: 0.1876, IoU.stairs: 0.2781, IoU.runway: 0.6598, IoU.case: 0.5558, IoU.pool table: 0.8541, IoU.pillow: 0.5434, IoU.screen door: 0.5738, IoU.stairway: 0.4709, IoU.river: 0.1456, IoU.bridge: 0.4372, IoU.bookcase: 0.3358, IoU.blind: 0.2514, IoU.coffee table: 0.5877, IoU.toilet: 0.7825, IoU.flower: 0.3885, IoU.book: 0.4712, IoU.hill: 0.0561, IoU.bench: 0.4682, IoU.countertop: 0.5513, IoU.stove: 0.7100, IoU.palm: 0.4628, IoU.kitchen island: 0.3902, IoU.computer: 0.6388, IoU.swivel chair: 0.4204, IoU.boat: 0.6074, IoU.bar: 0.5191, IoU.arcade machine: 0.6758, IoU.hovel: 0.4165, IoU.bus: 0.8500, IoU.towel: 0.6646, IoU.light: 0.3744, IoU.truck: 0.3663, IoU.tower: 0.2639, IoU.chandelier: 0.6340, IoU.awning: 0.2923, IoU.streetlight: 0.2344, IoU.booth: 0.3469, IoU.television receiver: 0.6995, IoU.airplane: 0.5527, IoU.dirt track: 0.0441, IoU.apparel: 0.5009, IoU.pole: 0.1697, IoU.land: 0.0164, IoU.bannister: 0.0834, IoU.escalator: 0.5283, IoU.ottoman: 0.4596, IoU.bottle: 0.3955, IoU.buffet: 0.4290, IoU.poster: 0.1997, IoU.stage: 0.1782, IoU.van: 0.3477, IoU.ship: 0.2806, IoU.fountain: 0.1975, IoU.conveyer belt: 0.6076, IoU.canopy: 0.3414, IoU.washer: 0.7029, IoU.plaything: 0.2767, IoU.swimming pool: 0.6096, IoU.stool: 0.3353, IoU.barrel: 0.3640, IoU.basket: 0.3641, IoU.waterfall: 0.4463, IoU.tent: 0.7901, IoU.bag: 0.1593, IoU.minibike: 0.6481, IoU.cradle: 0.7096, IoU.oven: 0.5063, IoU.ball: 0.5394, IoU.food: 0.5592, IoU.step: 0.0828, IoU.tank: 0.6132, IoU.trade name: 0.1402, IoU.microwave: 0.7160, IoU.pot: 0.4132, IoU.animal: 0.5553, IoU.bicycle: 0.5682, IoU.lake: 0.2174, IoU.dishwasher: 0.5293, IoU.screen: 0.4335, IoU.blanket: 0.1896, IoU.sculpture: 0.5684, IoU.hood: 0.5470, IoU.sconce: 0.4472, IoU.vase: 0.3883, IoU.traffic light: 0.3307, IoU.tray: 0.1074, IoU.ashcan: 0.4301, IoU.fan: 0.5646, IoU.pier: 0.3365, IoU.crt screen: 0.0384, IoU.plate: 0.5097, IoU.monitor: 0.2435, IoU.bulletin board: 0.4281, IoU.shower: 0.0236, IoU.radiator: 0.5956, IoU.glass: 0.1692, IoU.clock: 0.3491, IoU.flag: 0.4994, Acc.wall: 0.8382, Acc.building: 0.9200, Acc.sky: 0.9610, Acc.floor: 0.8703, Acc.tree: 0.8417, Acc.ceiling: 0.8792, Acc.road: 0.8903, Acc.bed : 0.9411, Acc.windowpane: 0.7535, Acc.grass: 0.8206, Acc.cabinet: 0.6808, Acc.sidewalk: 0.7127, Acc.person: 0.9116, Acc.earth: 0.5013, Acc.door: 0.4999, Acc.table: 0.6947, Acc.mountain: 0.7196, Acc.plant: 0.6178, Acc.curtain: 0.7737, Acc.chair: 0.6883, Acc.car: 0.9252, Acc.water: 0.7341, Acc.painting: 0.8363, Acc.sofa: 0.8276, Acc.shelf: 0.5136, Acc.house: 0.5992, Acc.sea: 0.7909, Acc.mirror: 0.7071, Acc.rug: 0.5850, Acc.field: 0.5049, Acc.armchair: 0.5914, Acc.seat: 0.7872, Acc.fence: 0.5104, Acc.desk: 0.6873, Acc.rock: 0.6492, Acc.wardrobe: 0.6345, Acc.lamp: 0.7205, Acc.bathtub: 0.8313, Acc.railing: 0.4763, Acc.cushion: 0.7001, Acc.base: 0.4098, Acc.box: 0.3507, Acc.column: 0.4814, Acc.signboard: 0.4743, Acc.chest of drawers: 0.5493, Acc.counter: 0.4448, Acc.sand: 0.5903, Acc.sink: 0.8002, Acc.skyscraper: 0.5814, Acc.fireplace: 0.8304, Acc.refrigerator: 0.7006, Acc.grandstand: 0.7798, Acc.path: 0.2471, Acc.stairs: 0.3128, Acc.runway: 0.8772, Acc.case: 0.6960, Acc.pool table: 0.9631, Acc.pillow: 0.6457, Acc.screen door: 0.6480, Acc.stairway: 0.6012, Acc.river: 0.2426, Acc.bridge: 0.5361, Acc.bookcase: 0.4942, Acc.blind: 0.2812, Acc.coffee table: 0.8144, Acc.toilet: 0.8827, Acc.flower: 0.5473, Acc.book: 0.6824, Acc.hill: 0.0863, Acc.bench: 0.5702, Acc.countertop: 0.7195, Acc.stove: 0.8062, Acc.palm: 0.6252, Acc.kitchen island: 0.6740, Acc.computer: 0.8053, Acc.swivel chair: 0.5893, Acc.boat: 0.7674, Acc.bar: 0.6285, Acc.arcade machine: 0.7681, Acc.hovel: 0.4861, Acc.bus: 0.9140, Acc.towel: 0.8337, Acc.light: 0.4391, Acc.truck: 0.5104, Acc.tower: 0.4150, Acc.chandelier: 0.7813, Acc.awning: 0.3717, Acc.streetlight: 0.2864, Acc.booth: 0.4363, Acc.television receiver: 0.7906, Acc.airplane: 0.6681, Acc.dirt track: 0.0862, Acc.apparel: 0.6421, Acc.pole: 0.2161, Acc.land: 0.0244, Acc.bannister: 0.1120, Acc.escalator: 0.7106, Acc.ottoman: 0.5593, Acc.bottle: 0.6524, Acc.buffet: 0.5151, Acc.poster: 0.2539, Acc.stage: 0.3830, Acc.van: 0.4354, Acc.ship: 0.3178, Acc.fountain: 0.2034, Acc.conveyer belt: 0.9535, Acc.canopy: 0.4105, Acc.washer: 0.7708, Acc.plaything: 0.4147, Acc.swimming pool: 0.8005, Acc.stool: 0.4068, Acc.barrel: 0.4848, Acc.basket: 0.4615, Acc.waterfall: 0.5027, Acc.tent: 0.9756, Acc.bag: 0.1876, Acc.minibike: 0.8503, Acc.cradle: 0.9448, Acc.oven: 0.5991, Acc.ball: 0.6312, Acc.food: 0.6804, Acc.step: 0.0911, Acc.tank: 0.7923, Acc.trade name: 0.1541, Acc.microwave: 0.7890, Acc.pot: 0.4683, Acc.animal: 0.6030, Acc.bicycle: 0.7675, Acc.lake: 0.2492, Acc.dishwasher: 0.5760, Acc.screen: 0.6147, Acc.blanket: 0.2193, Acc.sculpture: 0.7674, Acc.hood: 0.5976, Acc.sconce: 0.5699, Acc.vase: 0.5769, Acc.traffic light: 0.4421, Acc.tray: 0.1382, Acc.ashcan: 0.5547, Acc.fan: 0.7218, Acc.pier: 0.4068, Acc.crt screen: 0.0751, Acc.plate: 0.7061, Acc.monitor: 0.2857, Acc.bulletin board: 0.5719, Acc.shower: 0.0375, Acc.radiator: 0.7019, Acc.glass: 0.1880, Acc.clock: 0.3860, Acc.flag: 0.5802 2023-11-30 23:34:50,050 - mmseg - INFO - Iter [56050/80000] lr: 1.198e-05, eta: 2:10:32, time: 1.224, data_time: 1.019, memory: 14238, decode.loss_ce: 0.4969, decode.acc_seg: 81.1000, loss: 0.4969 2023-11-30 23:35:00,662 - mmseg - INFO - Iter [56100/80000] lr: 1.195e-05, eta: 2:10:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4938, decode.acc_seg: 81.1287, loss: 0.4938 2023-11-30 23:35:11,273 - mmseg - INFO - Iter [56150/80000] lr: 1.193e-05, eta: 2:09:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5084, decode.acc_seg: 80.8322, loss: 0.5084 2023-11-30 23:35:21,877 - mmseg - INFO - Iter [56200/80000] lr: 1.190e-05, eta: 2:09:35, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4933, decode.acc_seg: 81.1707, loss: 0.4933 2023-11-30 23:35:32,482 - mmseg - INFO - Iter [56250/80000] lr: 1.188e-05, eta: 2:09:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4909, decode.acc_seg: 81.2111, loss: 0.4909 2023-11-30 23:35:43,084 - mmseg - INFO - Iter [56300/80000] lr: 1.185e-05, eta: 2:08:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5089, decode.acc_seg: 81.2179, loss: 0.5089 2023-11-30 23:35:53,688 - mmseg - INFO - Iter [56350/80000] lr: 1.183e-05, eta: 2:08:39, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5136, decode.acc_seg: 80.6609, loss: 0.5136 2023-11-30 23:36:04,288 - mmseg - INFO - Iter [56400/80000] lr: 1.180e-05, eta: 2:08:21, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5066, decode.acc_seg: 80.8091, loss: 0.5066 2023-11-30 23:36:14,890 - mmseg - INFO - Iter [56450/80000] lr: 1.178e-05, eta: 2:08:02, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5286, decode.acc_seg: 80.2907, loss: 0.5286 2023-11-30 23:36:25,490 - mmseg - INFO - Iter [56500/80000] lr: 1.175e-05, eta: 2:07:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5067, decode.acc_seg: 80.8014, loss: 0.5067 2023-11-30 23:36:36,103 - mmseg - INFO - Iter [56550/80000] lr: 1.173e-05, eta: 2:07:24, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4970, decode.acc_seg: 80.8782, loss: 0.4970 2023-11-30 23:36:46,707 - mmseg - INFO - Iter [56600/80000] lr: 1.170e-05, eta: 2:07:06, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5176, decode.acc_seg: 80.7938, loss: 0.5176 2023-11-30 23:36:57,312 - mmseg - INFO - Iter [56650/80000] lr: 1.168e-05, eta: 2:06:47, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5238, decode.acc_seg: 80.6232, loss: 0.5238 2023-11-30 23:37:07,919 - mmseg - INFO - Iter [56700/80000] lr: 1.165e-05, eta: 2:06:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5105, decode.acc_seg: 80.8781, loss: 0.5105 2023-11-30 23:37:18,523 - mmseg - INFO - Iter [56750/80000] lr: 1.163e-05, eta: 2:06:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5258, decode.acc_seg: 80.3378, loss: 0.5258 2023-11-30 23:37:29,128 - mmseg - INFO - Iter [56800/80000] lr: 1.160e-05, eta: 2:05:51, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5228, decode.acc_seg: 80.5682, loss: 0.5228 2023-11-30 23:37:42,043 - mmseg - INFO - Iter [56850/80000] lr: 1.158e-05, eta: 2:05:34, time: 0.258, data_time: 0.052, memory: 14238, decode.loss_ce: 0.5232, decode.acc_seg: 80.0251, loss: 0.5232 2023-11-30 23:37:52,650 - mmseg - INFO - Iter [56900/80000] lr: 1.155e-05, eta: 2:05:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5051, decode.acc_seg: 80.7907, loss: 0.5051 2023-11-30 23:38:03,254 - mmseg - INFO - Iter [56950/80000] lr: 1.153e-05, eta: 2:04:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5161, decode.acc_seg: 80.6562, loss: 0.5161 2023-11-30 23:38:13,841 - mmseg - INFO - Saving checkpoint at 57000 iterations 2023-11-30 23:38:54,766 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:38:54,766 - mmseg - INFO - Iter [57000/80000] lr: 1.150e-05, eta: 2:04:55, time: 1.031, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5203, decode.acc_seg: 80.1810, loss: 0.5203 2023-11-30 23:39:44,721 - mmseg - INFO - per class results: 2023-11-30 23:39:44,728 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.98 | 85.21 | | building | 80.23 | 91.94 | | sky | 90.17 | 95.04 | | floor | 74.63 | 87.65 | | tree | 69.88 | 85.39 | | ceiling | 77.41 | 87.08 | | road | 78.67 | 87.64 | | bed | 84.1 | 94.59 | | windowpane | 58.45 | 76.03 | | grass | 65.9 | 82.19 | | cabinet | 55.51 | 68.94 | | sidewalk | 57.23 | 73.1 | | person | 76.35 | 90.85 | | earth | 34.63 | 46.26 | | door | 40.52 | 50.34 | | table | 55.0 | 70.99 | | mountain | 56.14 | 70.12 | | plant | 51.64 | 64.32 | | curtain | 65.82 | 77.24 | | chair | 54.12 | 70.76 | | car | 79.65 | 92.38 | | water | 55.9 | 72.42 | | painting | 66.51 | 83.01 | | sofa | 66.67 | 81.45 | | shelf | 38.39 | 54.21 | | house | 45.68 | 58.93 | | sea | 60.52 | 77.04 | | mirror | 59.4 | 71.57 | | rug | 51.6 | 56.92 | | field | 32.16 | 49.14 | | armchair | 43.42 | 61.11 | | seat | 57.86 | 78.17 | | fence | 38.47 | 49.48 | | desk | 42.39 | 68.53 | | rock | 53.47 | 69.17 | | wardrobe | 45.32 | 60.21 | | lamp | 57.91 | 73.44 | | bathtub | 74.51 | 82.97 | | railing | 33.14 | 46.19 | | cushion | 56.73 | 69.74 | | base | 25.32 | 38.92 | | box | 26.16 | 33.69 | | column | 36.91 | 46.61 | | signboard | 32.32 | 46.83 | | chest of drawers | 38.36 | 53.05 | | counter | 32.92 | 41.73 | | sand | 45.88 | 61.94 | | sink | 70.55 | 79.07 | | skyscraper | 46.18 | 61.58 | | fireplace | 64.23 | 83.16 | | refrigerator | 58.98 | 67.86 | | grandstand | 52.59 | 75.99 | | path | 19.65 | 26.83 | | stairs | 29.71 | 34.0 | | runway | 65.96 | 87.29 | | case | 55.68 | 69.8 | | pool table | 86.16 | 96.07 | | pillow | 53.57 | 63.01 | | screen door | 50.51 | 54.1 | | stairway | 47.31 | 58.4 | | river | 14.71 | 26.44 | | bridge | 44.79 | 53.56 | | bookcase | 34.58 | 50.87 | | blind | 25.77 | 28.98 | | coffee table | 59.67 | 80.37 | | toilet | 78.67 | 87.57 | | flower | 39.25 | 53.68 | | book | 47.04 | 65.8 | | hill | 5.61 | 8.73 | | bench | 46.3 | 55.42 | | countertop | 54.53 | 68.27 | | stove | 70.78 | 79.29 | | palm | 48.14 | 67.71 | | kitchen island | 39.65 | 60.96 | | computer | 64.2 | 79.41 | | swivel chair | 41.99 | 58.23 | | boat | 62.76 | 77.79 | | bar | 51.68 | 62.48 | | arcade machine | 66.64 | 75.48 | | hovel | 42.16 | 49.32 | | bus | 84.77 | 91.94 | | towel | 66.8 | 81.28 | | light | 37.69 | 44.15 | | truck | 34.4 | 48.33 | | tower | 27.62 | 45.0 | | chandelier | 63.47 | 77.9 | | awning | 29.38 | 37.49 | | streetlight | 23.64 | 28.89 | | booth | 34.95 | 48.69 | | television receiver | 69.7 | 78.76 | | airplane | 54.1 | 67.91 | | dirt track | 5.95 | 13.77 | | apparel | 49.22 | 66.76 | | pole | 18.36 | 24.4 | | land | 1.09 | 1.55 | | bannister | 6.87 | 9.05 | | escalator | 52.29 | 66.93 | | ottoman | 45.17 | 53.62 | | bottle | 39.69 | 63.64 | | buffet | 42.64 | 50.82 | | poster | 20.64 | 27.11 | | stage | 17.21 | 35.85 | | van | 37.28 | 50.03 | | ship | 24.83 | 28.27 | | fountain | 25.34 | 26.43 | | conveyer belt | 64.83 | 94.56 | | canopy | 37.11 | 45.31 | | washer | 68.46 | 74.15 | | plaything | 28.58 | 41.6 | | swimming pool | 60.47 | 76.22 | | stool | 34.83 | 42.88 | | barrel | 36.41 | 47.57 | | basket | 36.33 | 45.75 | | waterfall | 46.1 | 53.48 | | tent | 80.15 | 97.72 | | bag | 14.96 | 17.29 | | minibike | 64.6 | 85.13 | | cradle | 71.55 | 94.36 | | oven | 50.36 | 60.18 | | ball | 54.2 | 63.74 | | food | 53.84 | 63.55 | | step | 7.67 | 8.34 | | tank | 62.28 | 77.22 | | trade name | 17.76 | 20.31 | | microwave | 72.12 | 79.62 | | pot | 41.77 | 47.38 | | animal | 52.47 | 56.82 | | bicycle | 57.12 | 79.8 | | lake | 23.37 | 26.5 | | dishwasher | 52.52 | 56.81 | | screen | 43.2 | 58.87 | | blanket | 19.25 | 22.34 | | sculpture | 57.44 | 75.8 | | hood | 54.63 | 59.72 | | sconce | 44.39 | 56.35 | | vase | 38.98 | 55.94 | | traffic light | 32.27 | 41.77 | | tray | 10.17 | 12.47 | | ashcan | 42.94 | 56.05 | | fan | 56.09 | 70.59 | | pier | 33.7 | 42.67 | | crt screen | 4.81 | 9.47 | | plate | 50.46 | 65.53 | | monitor | 22.16 | 26.0 | | bulletin board | 42.24 | 56.21 | | shower | 1.78 | 3.15 | | radiator | 59.4 | 67.9 | | glass | 16.65 | 18.42 | | clock | 34.94 | 38.62 | | flag | 49.4 | 57.93 | +---------------------+-------+-------+ 2023-11-30 23:39:44,728 - mmseg - INFO - Summary: 2023-11-30 23:39:44,728 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.28 | 47.02 | 58.68 | +-------+-------+-------+ 2023-11-30 23:39:45,512 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_54000.pth was removed 2023-11-30 23:40:19,952 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_57000.pth. 2023-11-30 23:40:19,952 - mmseg - INFO - Best aAcc is 0.8028 at 57000 iter. 2023-11-30 23:40:19,953 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:40:19,953 - mmseg - INFO - Iter(val) [250] aAcc: 0.8028, mIoU: 0.4702, mAcc: 0.5868, IoU.wall: 0.7098, IoU.building: 0.8023, IoU.sky: 0.9017, IoU.floor: 0.7463, IoU.tree: 0.6988, IoU.ceiling: 0.7741, IoU.road: 0.7867, IoU.bed : 0.8410, IoU.windowpane: 0.5845, IoU.grass: 0.6590, IoU.cabinet: 0.5551, IoU.sidewalk: 0.5723, IoU.person: 0.7635, IoU.earth: 0.3463, IoU.door: 0.4052, IoU.table: 0.5500, IoU.mountain: 0.5614, IoU.plant: 0.5164, IoU.curtain: 0.6582, IoU.chair: 0.5412, IoU.car: 0.7965, IoU.water: 0.5590, IoU.painting: 0.6651, IoU.sofa: 0.6667, IoU.shelf: 0.3839, IoU.house: 0.4568, IoU.sea: 0.6052, IoU.mirror: 0.5940, IoU.rug: 0.5160, IoU.field: 0.3216, IoU.armchair: 0.4342, IoU.seat: 0.5786, IoU.fence: 0.3847, IoU.desk: 0.4239, IoU.rock: 0.5347, IoU.wardrobe: 0.4532, IoU.lamp: 0.5791, IoU.bathtub: 0.7451, IoU.railing: 0.3314, IoU.cushion: 0.5673, IoU.base: 0.2532, IoU.box: 0.2616, IoU.column: 0.3691, IoU.signboard: 0.3232, IoU.chest of drawers: 0.3836, IoU.counter: 0.3292, IoU.sand: 0.4588, IoU.sink: 0.7055, IoU.skyscraper: 0.4618, IoU.fireplace: 0.6423, IoU.refrigerator: 0.5898, IoU.grandstand: 0.5259, IoU.path: 0.1965, IoU.stairs: 0.2971, IoU.runway: 0.6596, IoU.case: 0.5568, IoU.pool table: 0.8616, IoU.pillow: 0.5357, IoU.screen door: 0.5051, IoU.stairway: 0.4731, IoU.river: 0.1471, IoU.bridge: 0.4479, IoU.bookcase: 0.3458, IoU.blind: 0.2577, IoU.coffee table: 0.5967, IoU.toilet: 0.7867, IoU.flower: 0.3925, IoU.book: 0.4704, IoU.hill: 0.0561, IoU.bench: 0.4630, IoU.countertop: 0.5453, IoU.stove: 0.7078, IoU.palm: 0.4814, IoU.kitchen island: 0.3965, IoU.computer: 0.6420, IoU.swivel chair: 0.4199, IoU.boat: 0.6276, IoU.bar: 0.5168, IoU.arcade machine: 0.6664, IoU.hovel: 0.4216, IoU.bus: 0.8477, IoU.towel: 0.6680, IoU.light: 0.3769, IoU.truck: 0.3440, IoU.tower: 0.2762, IoU.chandelier: 0.6347, IoU.awning: 0.2938, IoU.streetlight: 0.2364, IoU.booth: 0.3495, IoU.television receiver: 0.6970, IoU.airplane: 0.5410, IoU.dirt track: 0.0595, IoU.apparel: 0.4922, IoU.pole: 0.1836, IoU.land: 0.0109, IoU.bannister: 0.0687, IoU.escalator: 0.5229, IoU.ottoman: 0.4517, IoU.bottle: 0.3969, IoU.buffet: 0.4264, IoU.poster: 0.2064, IoU.stage: 0.1721, IoU.van: 0.3728, IoU.ship: 0.2483, IoU.fountain: 0.2534, IoU.conveyer belt: 0.6483, IoU.canopy: 0.3711, IoU.washer: 0.6846, IoU.plaything: 0.2858, IoU.swimming pool: 0.6047, IoU.stool: 0.3483, IoU.barrel: 0.3641, IoU.basket: 0.3633, IoU.waterfall: 0.4610, IoU.tent: 0.8015, IoU.bag: 0.1496, IoU.minibike: 0.6460, IoU.cradle: 0.7155, IoU.oven: 0.5036, IoU.ball: 0.5420, IoU.food: 0.5384, IoU.step: 0.0767, IoU.tank: 0.6228, IoU.trade name: 0.1776, IoU.microwave: 0.7212, IoU.pot: 0.4177, IoU.animal: 0.5247, IoU.bicycle: 0.5712, IoU.lake: 0.2337, IoU.dishwasher: 0.5252, IoU.screen: 0.4320, IoU.blanket: 0.1925, IoU.sculpture: 0.5744, IoU.hood: 0.5463, IoU.sconce: 0.4439, IoU.vase: 0.3898, IoU.traffic light: 0.3227, IoU.tray: 0.1017, IoU.ashcan: 0.4294, IoU.fan: 0.5609, IoU.pier: 0.3370, IoU.crt screen: 0.0481, IoU.plate: 0.5046, IoU.monitor: 0.2216, IoU.bulletin board: 0.4224, IoU.shower: 0.0178, IoU.radiator: 0.5940, IoU.glass: 0.1665, IoU.clock: 0.3494, IoU.flag: 0.4940, Acc.wall: 0.8521, Acc.building: 0.9194, Acc.sky: 0.9504, Acc.floor: 0.8765, Acc.tree: 0.8539, Acc.ceiling: 0.8708, Acc.road: 0.8764, Acc.bed : 0.9459, Acc.windowpane: 0.7603, Acc.grass: 0.8219, Acc.cabinet: 0.6894, Acc.sidewalk: 0.7310, Acc.person: 0.9085, Acc.earth: 0.4626, Acc.door: 0.5034, Acc.table: 0.7099, Acc.mountain: 0.7012, Acc.plant: 0.6432, Acc.curtain: 0.7724, Acc.chair: 0.7076, Acc.car: 0.9238, Acc.water: 0.7242, Acc.painting: 0.8301, Acc.sofa: 0.8145, Acc.shelf: 0.5421, Acc.house: 0.5893, Acc.sea: 0.7704, Acc.mirror: 0.7157, Acc.rug: 0.5692, Acc.field: 0.4914, Acc.armchair: 0.6111, Acc.seat: 0.7817, Acc.fence: 0.4948, Acc.desk: 0.6853, Acc.rock: 0.6917, Acc.wardrobe: 0.6021, Acc.lamp: 0.7344, Acc.bathtub: 0.8297, Acc.railing: 0.4619, Acc.cushion: 0.6974, Acc.base: 0.3892, Acc.box: 0.3369, Acc.column: 0.4661, Acc.signboard: 0.4683, Acc.chest of drawers: 0.5305, Acc.counter: 0.4173, Acc.sand: 0.6194, Acc.sink: 0.7907, Acc.skyscraper: 0.6158, Acc.fireplace: 0.8316, Acc.refrigerator: 0.6786, Acc.grandstand: 0.7599, Acc.path: 0.2683, Acc.stairs: 0.3400, Acc.runway: 0.8729, Acc.case: 0.6980, Acc.pool table: 0.9607, Acc.pillow: 0.6301, Acc.screen door: 0.5410, Acc.stairway: 0.5840, Acc.river: 0.2644, Acc.bridge: 0.5356, Acc.bookcase: 0.5087, Acc.blind: 0.2898, Acc.coffee table: 0.8037, Acc.toilet: 0.8757, Acc.flower: 0.5368, Acc.book: 0.6580, Acc.hill: 0.0873, Acc.bench: 0.5542, Acc.countertop: 0.6827, Acc.stove: 0.7929, Acc.palm: 0.6771, Acc.kitchen island: 0.6096, Acc.computer: 0.7941, Acc.swivel chair: 0.5823, Acc.boat: 0.7779, Acc.bar: 0.6248, Acc.arcade machine: 0.7548, Acc.hovel: 0.4932, Acc.bus: 0.9194, Acc.towel: 0.8128, Acc.light: 0.4415, Acc.truck: 0.4833, Acc.tower: 0.4500, Acc.chandelier: 0.7790, Acc.awning: 0.3749, Acc.streetlight: 0.2889, Acc.booth: 0.4869, Acc.television receiver: 0.7876, Acc.airplane: 0.6791, Acc.dirt track: 0.1377, Acc.apparel: 0.6676, Acc.pole: 0.2440, Acc.land: 0.0155, Acc.bannister: 0.0905, Acc.escalator: 0.6693, Acc.ottoman: 0.5362, Acc.bottle: 0.6364, Acc.buffet: 0.5082, Acc.poster: 0.2711, Acc.stage: 0.3585, Acc.van: 0.5003, Acc.ship: 0.2827, Acc.fountain: 0.2643, Acc.conveyer belt: 0.9456, Acc.canopy: 0.4531, Acc.washer: 0.7415, Acc.plaything: 0.4160, Acc.swimming pool: 0.7622, Acc.stool: 0.4288, Acc.barrel: 0.4757, Acc.basket: 0.4575, Acc.waterfall: 0.5348, Acc.tent: 0.9772, Acc.bag: 0.1729, Acc.minibike: 0.8513, Acc.cradle: 0.9436, Acc.oven: 0.6018, Acc.ball: 0.6374, Acc.food: 0.6355, Acc.step: 0.0834, Acc.tank: 0.7722, Acc.trade name: 0.2031, Acc.microwave: 0.7962, Acc.pot: 0.4738, Acc.animal: 0.5682, Acc.bicycle: 0.7980, Acc.lake: 0.2650, Acc.dishwasher: 0.5681, Acc.screen: 0.5887, Acc.blanket: 0.2234, Acc.sculpture: 0.7580, Acc.hood: 0.5972, Acc.sconce: 0.5635, Acc.vase: 0.5594, Acc.traffic light: 0.4177, Acc.tray: 0.1247, Acc.ashcan: 0.5605, Acc.fan: 0.7059, Acc.pier: 0.4267, Acc.crt screen: 0.0947, Acc.plate: 0.6553, Acc.monitor: 0.2600, Acc.bulletin board: 0.5621, Acc.shower: 0.0315, Acc.radiator: 0.6790, Acc.glass: 0.1842, Acc.clock: 0.3862, Acc.flag: 0.5793 2023-11-30 23:40:31,044 - mmseg - INFO - Iter [57050/80000] lr: 1.148e-05, eta: 2:05:10, time: 1.925, data_time: 1.721, memory: 14238, decode.loss_ce: 0.4978, decode.acc_seg: 80.9776, loss: 0.4978 2023-11-30 23:40:41,636 - mmseg - INFO - Iter [57100/80000] lr: 1.145e-05, eta: 2:04:52, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4981, decode.acc_seg: 81.2081, loss: 0.4981 2023-11-30 23:40:52,238 - mmseg - INFO - Iter [57150/80000] lr: 1.143e-05, eta: 2:04:33, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4989, decode.acc_seg: 81.5885, loss: 0.4989 2023-11-30 23:41:02,849 - mmseg - INFO - Iter [57200/80000] lr: 1.140e-05, eta: 2:04:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4977, decode.acc_seg: 80.9866, loss: 0.4977 2023-11-30 23:41:13,453 - mmseg - INFO - Iter [57250/80000] lr: 1.138e-05, eta: 2:03:56, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4949, decode.acc_seg: 80.9903, loss: 0.4949 2023-11-30 23:41:24,050 - mmseg - INFO - Iter [57300/80000] lr: 1.135e-05, eta: 2:03:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5032, decode.acc_seg: 80.8579, loss: 0.5032 2023-11-30 23:41:34,685 - mmseg - INFO - Iter [57350/80000] lr: 1.133e-05, eta: 2:03:19, time: 0.213, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5130, decode.acc_seg: 80.3751, loss: 0.5130 2023-11-30 23:41:45,313 - mmseg - INFO - Iter [57400/80000] lr: 1.130e-05, eta: 2:03:00, time: 0.213, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5077, decode.acc_seg: 80.8990, loss: 0.5077 2023-11-30 23:41:55,936 - mmseg - INFO - Iter [57450/80000] lr: 1.128e-05, eta: 2:02:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4964, decode.acc_seg: 81.3785, loss: 0.4964 2023-11-30 23:42:06,532 - mmseg - INFO - Iter [57500/80000] lr: 1.125e-05, eta: 2:02:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4955, decode.acc_seg: 81.4046, loss: 0.4955 2023-11-30 23:42:17,136 - mmseg - INFO - Iter [57550/80000] lr: 1.123e-05, eta: 2:02:04, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5117, decode.acc_seg: 80.7879, loss: 0.5117 2023-11-30 23:42:27,734 - mmseg - INFO - Iter [57600/80000] lr: 1.120e-05, eta: 2:01:46, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5104, decode.acc_seg: 81.1444, loss: 0.5104 2023-11-30 23:42:38,337 - mmseg - INFO - Iter [57650/80000] lr: 1.118e-05, eta: 2:01:27, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4795, decode.acc_seg: 80.8416, loss: 0.4795 2023-11-30 23:42:48,934 - mmseg - INFO - Iter [57700/80000] lr: 1.115e-05, eta: 2:01:09, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5108, decode.acc_seg: 81.2511, loss: 0.5108 2023-11-30 23:42:59,530 - mmseg - INFO - Iter [57750/80000] lr: 1.113e-05, eta: 2:00:50, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4910, decode.acc_seg: 81.1841, loss: 0.4910 2023-11-30 23:43:10,139 - mmseg - INFO - Iter [57800/80000] lr: 1.110e-05, eta: 2:00:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5272, decode.acc_seg: 80.8154, loss: 0.5272 2023-11-30 23:43:20,752 - mmseg - INFO - Iter [57850/80000] lr: 1.108e-05, eta: 2:00:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4992, decode.acc_seg: 81.4995, loss: 0.4992 2023-11-30 23:43:31,359 - mmseg - INFO - Iter [57900/80000] lr: 1.105e-05, eta: 1:59:55, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5154, decode.acc_seg: 80.8414, loss: 0.5154 2023-11-30 23:43:41,991 - mmseg - INFO - Iter [57950/80000] lr: 1.103e-05, eta: 1:59:36, time: 0.213, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4824, decode.acc_seg: 81.4984, loss: 0.4824 2023-11-30 23:43:52,586 - mmseg - INFO - Saving checkpoint at 58000 iterations 2023-11-30 23:44:30,034 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:44:30,035 - mmseg - INFO - Iter [58000/80000] lr: 1.100e-05, eta: 1:59:32, time: 0.961, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5114, decode.acc_seg: 80.4397, loss: 0.5114 2023-11-30 23:45:20,184 - mmseg - INFO - per class results: 2023-11-30 23:45:20,191 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.97 | 85.2 | | building | 80.08 | 91.84 | | sky | 89.78 | 95.7 | | floor | 74.97 | 87.44 | | tree | 69.83 | 83.95 | | ceiling | 77.49 | 87.58 | | road | 78.16 | 88.72 | | bed | 84.95 | 93.25 | | windowpane | 58.3 | 75.04 | | grass | 65.72 | 81.22 | | cabinet | 55.31 | 67.83 | | sidewalk | 56.21 | 70.45 | | person | 76.55 | 90.55 | | earth | 35.11 | 49.3 | | door | 40.69 | 50.69 | | table | 55.14 | 69.19 | | mountain | 56.4 | 73.85 | | plant | 51.07 | 61.83 | | curtain | 65.34 | 75.56 | | chair | 54.23 | 69.69 | | car | 79.4 | 92.59 | | water | 55.89 | 73.59 | | painting | 66.8 | 82.15 | | sofa | 66.79 | 82.16 | | shelf | 37.91 | 52.03 | | house | 46.16 | 61.76 | | sea | 60.46 | 77.91 | | mirror | 59.5 | 71.09 | | rug | 51.32 | 56.47 | | field | 33.25 | 53.27 | | armchair | 43.3 | 59.02 | | seat | 57.22 | 79.84 | | fence | 38.95 | 51.12 | | desk | 42.25 | 68.82 | | rock | 52.67 | 66.48 | | wardrobe | 45.59 | 60.93 | | lamp | 58.13 | 72.67 | | bathtub | 74.47 | 84.06 | | railing | 33.3 | 46.46 | | cushion | 56.97 | 70.82 | | base | 25.38 | 38.22 | | box | 26.55 | 34.64 | | column | 37.04 | 46.63 | | signboard | 32.23 | 47.49 | | chest of drawers | 38.55 | 54.33 | | counter | 31.93 | 40.26 | | sand | 45.16 | 60.87 | | sink | 70.45 | 79.67 | | skyscraper | 46.15 | 62.56 | | fireplace | 64.36 | 82.78 | | refrigerator | 59.54 | 69.01 | | grandstand | 51.82 | 77.8 | | path | 19.82 | 27.41 | | stairs | 28.36 | 31.92 | | runway | 65.94 | 87.52 | | case | 55.4 | 70.19 | | pool table | 85.63 | 96.28 | | pillow | 54.69 | 64.84 | | screen door | 53.16 | 58.01 | | stairway | 47.7 | 61.41 | | river | 14.27 | 24.5 | | bridge | 43.87 | 51.68 | | bookcase | 34.64 | 53.05 | | blind | 23.99 | 26.67 | | coffee table | 59.64 | 80.22 | | toilet | 78.58 | 88.1 | | flower | 38.99 | 55.02 | | book | 46.48 | 63.72 | | hill | 5.61 | 8.26 | | bench | 46.48 | 56.75 | | countertop | 55.48 | 71.97 | | stove | 70.94 | 79.38 | | palm | 47.09 | 64.18 | | kitchen island | 39.56 | 67.54 | | computer | 64.26 | 80.83 | | swivel chair | 42.3 | 60.49 | | boat | 61.68 | 76.28 | | bar | 52.88 | 66.8 | | arcade machine | 67.49 | 77.15 | | hovel | 39.97 | 46.43 | | bus | 85.03 | 91.02 | | towel | 66.57 | 81.47 | | light | 37.59 | 44.05 | | truck | 34.95 | 48.89 | | tower | 26.75 | 42.1 | | chandelier | 63.48 | 78.3 | | awning | 28.38 | 35.58 | | streetlight | 23.11 | 27.6 | | booth | 35.0 | 45.94 | | television receiver | 69.71 | 79.49 | | airplane | 55.12 | 66.95 | | dirt track | 5.33 | 12.0 | | apparel | 49.98 | 67.38 | | pole | 16.98 | 21.57 | | land | 1.18 | 1.66 | | bannister | 7.47 | 9.89 | | escalator | 52.69 | 68.75 | | ottoman | 46.03 | 54.91 | | bottle | 39.7 | 64.73 | | buffet | 42.64 | 50.69 | | poster | 20.26 | 25.89 | | stage | 17.9 | 38.52 | | van | 33.77 | 42.49 | | ship | 26.91 | 30.64 | | fountain | 22.96 | 23.86 | | conveyer belt | 62.56 | 95.14 | | canopy | 36.32 | 43.81 | | washer | 68.62 | 74.53 | | plaything | 29.18 | 42.76 | | swimming pool | 60.86 | 77.6 | | stool | 33.99 | 41.09 | | barrel | 37.44 | 51.11 | | basket | 36.37 | 46.15 | | waterfall | 46.09 | 53.93 | | tent | 81.24 | 97.29 | | bag | 15.51 | 17.92 | | minibike | 64.68 | 85.32 | | cradle | 71.28 | 94.95 | | oven | 50.23 | 59.52 | | ball | 55.28 | 66.7 | | food | 54.01 | 64.42 | | step | 7.94 | 8.65 | | tank | 61.85 | 77.65 | | trade name | 14.64 | 16.2 | | microwave | 71.99 | 79.55 | | pot | 41.47 | 46.93 | | animal | 56.21 | 61.25 | | bicycle | 57.19 | 76.92 | | lake | 20.81 | 23.65 | | dishwasher | 53.28 | 58.1 | | screen | 43.23 | 59.23 | | blanket | 20.78 | 24.2 | | sculpture | 58.11 | 75.73 | | hood | 52.67 | 56.87 | | sconce | 45.34 | 58.83 | | vase | 38.73 | 57.35 | | traffic light | 32.87 | 46.48 | | tray | 9.56 | 11.54 | | ashcan | 42.78 | 53.51 | | fan | 56.18 | 70.59 | | pier | 33.84 | 41.17 | | crt screen | 5.62 | 11.49 | | plate | 50.97 | 69.36 | | monitor | 21.63 | 25.15 | | bulletin board | 42.67 | 57.29 | | shower | 1.87 | 3.67 | | radiator | 59.71 | 68.39 | | glass | 16.76 | 18.55 | | clock | 34.73 | 38.13 | | flag | 49.57 | 57.33 | +---------------------+-------+-------+ 2023-11-30 23:45:20,191 - mmseg - INFO - Summary: 2023-11-30 23:45:20,192 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.24 | 46.98 | 58.82 | +-------+-------+-------+ 2023-11-30 23:45:20,193 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:45:20,193 - mmseg - INFO - Iter(val) [250] aAcc: 0.8024, mIoU: 0.4698, mAcc: 0.5882, IoU.wall: 0.7097, IoU.building: 0.8008, IoU.sky: 0.8978, IoU.floor: 0.7497, IoU.tree: 0.6983, IoU.ceiling: 0.7749, IoU.road: 0.7816, IoU.bed : 0.8495, IoU.windowpane: 0.5830, IoU.grass: 0.6572, IoU.cabinet: 0.5531, IoU.sidewalk: 0.5621, IoU.person: 0.7655, IoU.earth: 0.3511, IoU.door: 0.4069, IoU.table: 0.5514, IoU.mountain: 0.5640, IoU.plant: 0.5107, IoU.curtain: 0.6534, IoU.chair: 0.5423, IoU.car: 0.7940, IoU.water: 0.5589, IoU.painting: 0.6680, IoU.sofa: 0.6679, IoU.shelf: 0.3791, IoU.house: 0.4616, IoU.sea: 0.6046, IoU.mirror: 0.5950, IoU.rug: 0.5132, IoU.field: 0.3325, IoU.armchair: 0.4330, IoU.seat: 0.5722, IoU.fence: 0.3895, IoU.desk: 0.4225, IoU.rock: 0.5267, IoU.wardrobe: 0.4559, IoU.lamp: 0.5813, IoU.bathtub: 0.7447, IoU.railing: 0.3330, IoU.cushion: 0.5697, IoU.base: 0.2538, IoU.box: 0.2655, IoU.column: 0.3704, IoU.signboard: 0.3223, IoU.chest of drawers: 0.3855, IoU.counter: 0.3193, IoU.sand: 0.4516, IoU.sink: 0.7045, IoU.skyscraper: 0.4615, IoU.fireplace: 0.6436, IoU.refrigerator: 0.5954, IoU.grandstand: 0.5182, IoU.path: 0.1982, IoU.stairs: 0.2836, IoU.runway: 0.6594, IoU.case: 0.5540, IoU.pool table: 0.8563, IoU.pillow: 0.5469, IoU.screen door: 0.5316, IoU.stairway: 0.4770, IoU.river: 0.1427, IoU.bridge: 0.4387, IoU.bookcase: 0.3464, IoU.blind: 0.2399, IoU.coffee table: 0.5964, IoU.toilet: 0.7858, IoU.flower: 0.3899, IoU.book: 0.4648, IoU.hill: 0.0561, IoU.bench: 0.4648, IoU.countertop: 0.5548, IoU.stove: 0.7094, IoU.palm: 0.4709, IoU.kitchen island: 0.3956, IoU.computer: 0.6426, IoU.swivel chair: 0.4230, IoU.boat: 0.6168, IoU.bar: 0.5288, IoU.arcade machine: 0.6749, IoU.hovel: 0.3997, IoU.bus: 0.8503, IoU.towel: 0.6657, IoU.light: 0.3759, IoU.truck: 0.3495, IoU.tower: 0.2675, IoU.chandelier: 0.6348, IoU.awning: 0.2838, IoU.streetlight: 0.2311, IoU.booth: 0.3500, IoU.television receiver: 0.6971, IoU.airplane: 0.5512, IoU.dirt track: 0.0533, IoU.apparel: 0.4998, IoU.pole: 0.1698, IoU.land: 0.0118, IoU.bannister: 0.0747, IoU.escalator: 0.5269, IoU.ottoman: 0.4603, IoU.bottle: 0.3970, IoU.buffet: 0.4264, IoU.poster: 0.2026, IoU.stage: 0.1790, IoU.van: 0.3377, IoU.ship: 0.2691, IoU.fountain: 0.2296, IoU.conveyer belt: 0.6256, IoU.canopy: 0.3632, IoU.washer: 0.6862, IoU.plaything: 0.2918, IoU.swimming pool: 0.6086, IoU.stool: 0.3399, IoU.barrel: 0.3744, IoU.basket: 0.3637, IoU.waterfall: 0.4609, IoU.tent: 0.8124, IoU.bag: 0.1551, IoU.minibike: 0.6468, IoU.cradle: 0.7128, IoU.oven: 0.5023, IoU.ball: 0.5528, IoU.food: 0.5401, IoU.step: 0.0794, IoU.tank: 0.6185, IoU.trade name: 0.1464, IoU.microwave: 0.7199, IoU.pot: 0.4147, IoU.animal: 0.5621, IoU.bicycle: 0.5719, IoU.lake: 0.2081, IoU.dishwasher: 0.5328, IoU.screen: 0.4323, IoU.blanket: 0.2078, IoU.sculpture: 0.5811, IoU.hood: 0.5267, IoU.sconce: 0.4534, IoU.vase: 0.3873, IoU.traffic light: 0.3287, IoU.tray: 0.0956, IoU.ashcan: 0.4278, IoU.fan: 0.5618, IoU.pier: 0.3384, IoU.crt screen: 0.0562, IoU.plate: 0.5097, IoU.monitor: 0.2163, IoU.bulletin board: 0.4267, IoU.shower: 0.0187, IoU.radiator: 0.5971, IoU.glass: 0.1676, IoU.clock: 0.3473, IoU.flag: 0.4957, Acc.wall: 0.8520, Acc.building: 0.9184, Acc.sky: 0.9570, Acc.floor: 0.8744, Acc.tree: 0.8395, Acc.ceiling: 0.8758, Acc.road: 0.8872, Acc.bed : 0.9325, Acc.windowpane: 0.7504, Acc.grass: 0.8122, Acc.cabinet: 0.6783, Acc.sidewalk: 0.7045, Acc.person: 0.9055, Acc.earth: 0.4930, Acc.door: 0.5069, Acc.table: 0.6919, Acc.mountain: 0.7385, Acc.plant: 0.6183, Acc.curtain: 0.7556, Acc.chair: 0.6969, Acc.car: 0.9259, Acc.water: 0.7359, Acc.painting: 0.8215, Acc.sofa: 0.8216, Acc.shelf: 0.5203, Acc.house: 0.6176, Acc.sea: 0.7791, Acc.mirror: 0.7109, Acc.rug: 0.5647, Acc.field: 0.5327, Acc.armchair: 0.5902, Acc.seat: 0.7984, Acc.fence: 0.5112, Acc.desk: 0.6882, Acc.rock: 0.6648, Acc.wardrobe: 0.6093, Acc.lamp: 0.7267, Acc.bathtub: 0.8406, Acc.railing: 0.4646, Acc.cushion: 0.7082, Acc.base: 0.3822, Acc.box: 0.3464, Acc.column: 0.4663, Acc.signboard: 0.4749, Acc.chest of drawers: 0.5433, Acc.counter: 0.4026, Acc.sand: 0.6087, Acc.sink: 0.7967, Acc.skyscraper: 0.6256, Acc.fireplace: 0.8278, Acc.refrigerator: 0.6901, Acc.grandstand: 0.7780, Acc.path: 0.2741, Acc.stairs: 0.3192, Acc.runway: 0.8752, Acc.case: 0.7019, Acc.pool table: 0.9628, Acc.pillow: 0.6484, Acc.screen door: 0.5801, Acc.stairway: 0.6141, Acc.river: 0.2450, Acc.bridge: 0.5168, Acc.bookcase: 0.5305, Acc.blind: 0.2667, Acc.coffee table: 0.8022, Acc.toilet: 0.8810, Acc.flower: 0.5502, Acc.book: 0.6372, Acc.hill: 0.0826, Acc.bench: 0.5675, Acc.countertop: 0.7197, Acc.stove: 0.7938, Acc.palm: 0.6418, Acc.kitchen island: 0.6754, Acc.computer: 0.8083, Acc.swivel chair: 0.6049, Acc.boat: 0.7628, Acc.bar: 0.6680, Acc.arcade machine: 0.7715, Acc.hovel: 0.4643, Acc.bus: 0.9102, Acc.towel: 0.8147, Acc.light: 0.4405, Acc.truck: 0.4889, Acc.tower: 0.4210, Acc.chandelier: 0.7830, Acc.awning: 0.3558, Acc.streetlight: 0.2760, Acc.booth: 0.4594, Acc.television receiver: 0.7949, Acc.airplane: 0.6695, Acc.dirt track: 0.1200, Acc.apparel: 0.6738, Acc.pole: 0.2157, Acc.land: 0.0166, Acc.bannister: 0.0989, Acc.escalator: 0.6875, Acc.ottoman: 0.5491, Acc.bottle: 0.6473, Acc.buffet: 0.5069, Acc.poster: 0.2589, Acc.stage: 0.3852, Acc.van: 0.4249, Acc.ship: 0.3064, Acc.fountain: 0.2386, Acc.conveyer belt: 0.9514, Acc.canopy: 0.4381, Acc.washer: 0.7453, Acc.plaything: 0.4276, Acc.swimming pool: 0.7760, Acc.stool: 0.4109, Acc.barrel: 0.5111, Acc.basket: 0.4615, Acc.waterfall: 0.5393, Acc.tent: 0.9729, Acc.bag: 0.1792, Acc.minibike: 0.8532, Acc.cradle: 0.9495, Acc.oven: 0.5952, Acc.ball: 0.6670, Acc.food: 0.6442, Acc.step: 0.0865, Acc.tank: 0.7765, Acc.trade name: 0.1620, Acc.microwave: 0.7955, Acc.pot: 0.4693, Acc.animal: 0.6125, Acc.bicycle: 0.7692, Acc.lake: 0.2365, Acc.dishwasher: 0.5810, Acc.screen: 0.5923, Acc.blanket: 0.2420, Acc.sculpture: 0.7573, Acc.hood: 0.5687, Acc.sconce: 0.5883, Acc.vase: 0.5735, Acc.traffic light: 0.4648, Acc.tray: 0.1154, Acc.ashcan: 0.5351, Acc.fan: 0.7059, Acc.pier: 0.4117, Acc.crt screen: 0.1149, Acc.plate: 0.6936, Acc.monitor: 0.2515, Acc.bulletin board: 0.5729, Acc.shower: 0.0367, Acc.radiator: 0.6839, Acc.glass: 0.1855, Acc.clock: 0.3813, Acc.flag: 0.5733 2023-11-30 23:45:31,295 - mmseg - INFO - Iter [58050/80000] lr: 1.098e-05, eta: 1:59:33, time: 1.225, data_time: 1.020, memory: 14238, decode.loss_ce: 0.5380, decode.acc_seg: 79.8352, loss: 0.5380 2023-11-30 23:45:44,259 - mmseg - INFO - Iter [58100/80000] lr: 1.095e-05, eta: 1:59:15, time: 0.259, data_time: 0.053, memory: 14238, decode.loss_ce: 0.4858, decode.acc_seg: 81.5516, loss: 0.4858 2023-11-30 23:45:54,848 - mmseg - INFO - Iter [58150/80000] lr: 1.093e-05, eta: 1:58:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5062, decode.acc_seg: 81.1944, loss: 0.5062 2023-11-30 23:46:05,437 - mmseg - INFO - Iter [58200/80000] lr: 1.090e-05, eta: 1:58:38, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5201, decode.acc_seg: 80.4905, loss: 0.5201 2023-11-30 23:46:16,036 - mmseg - INFO - Iter [58250/80000] lr: 1.088e-05, eta: 1:58:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5044, decode.acc_seg: 81.0489, loss: 0.5044 2023-11-30 23:46:26,639 - mmseg - INFO - Iter [58300/80000] lr: 1.085e-05, eta: 1:58:01, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5016, decode.acc_seg: 80.8928, loss: 0.5016 2023-11-30 23:46:37,246 - mmseg - INFO - Iter [58350/80000] lr: 1.083e-05, eta: 1:57:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5127, decode.acc_seg: 80.5478, loss: 0.5127 2023-11-30 23:46:47,856 - mmseg - INFO - Iter [58400/80000] lr: 1.080e-05, eta: 1:57:25, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5303, decode.acc_seg: 80.3986, loss: 0.5303 2023-11-30 23:46:58,458 - mmseg - INFO - Iter [58450/80000] lr: 1.078e-05, eta: 1:57:06, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5293, decode.acc_seg: 80.7012, loss: 0.5293 2023-11-30 23:47:09,068 - mmseg - INFO - Iter [58500/80000] lr: 1.075e-05, eta: 1:56:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4972, decode.acc_seg: 81.2534, loss: 0.4972 2023-11-30 23:47:19,674 - mmseg - INFO - Iter [58550/80000] lr: 1.073e-05, eta: 1:56:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5195, decode.acc_seg: 80.5261, loss: 0.5195 2023-11-30 23:47:30,290 - mmseg - INFO - Iter [58600/80000] lr: 1.070e-05, eta: 1:56:11, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5178, decode.acc_seg: 80.3949, loss: 0.5178 2023-11-30 23:47:40,896 - mmseg - INFO - Iter [58650/80000] lr: 1.068e-05, eta: 1:55:53, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5345, decode.acc_seg: 80.4147, loss: 0.5345 2023-11-30 23:47:51,500 - mmseg - INFO - Iter [58700/80000] lr: 1.065e-05, eta: 1:55:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5163, decode.acc_seg: 80.8356, loss: 0.5163 2023-11-30 23:48:02,098 - mmseg - INFO - Iter [58750/80000] lr: 1.063e-05, eta: 1:55:16, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5026, decode.acc_seg: 81.3997, loss: 0.5026 2023-11-30 23:48:12,695 - mmseg - INFO - Iter [58800/80000] lr: 1.060e-05, eta: 1:54:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4876, decode.acc_seg: 81.3456, loss: 0.4876 2023-11-30 23:48:23,297 - mmseg - INFO - Iter [58850/80000] lr: 1.058e-05, eta: 1:54:39, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4755, decode.acc_seg: 82.0441, loss: 0.4755 2023-11-30 23:48:33,892 - mmseg - INFO - Iter [58900/80000] lr: 1.055e-05, eta: 1:54:21, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4957, decode.acc_seg: 81.1635, loss: 0.4957 2023-11-30 23:48:44,495 - mmseg - INFO - Iter [58950/80000] lr: 1.053e-05, eta: 1:54:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5079, decode.acc_seg: 80.9869, loss: 0.5079 2023-11-30 23:48:55,078 - mmseg - INFO - Saving checkpoint at 59000 iterations 2023-11-30 23:49:29,090 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:49:29,090 - mmseg - INFO - Iter [59000/80000] lr: 1.050e-05, eta: 1:53:57, time: 0.892, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5234, decode.acc_seg: 80.0863, loss: 0.5234 2023-11-30 23:50:19,358 - mmseg - INFO - per class results: 2023-11-30 23:50:19,365 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.98 | 85.08 | | building | 80.36 | 90.91 | | sky | 89.5 | 96.09 | | floor | 75.02 | 87.24 | | tree | 69.88 | 84.08 | | ceiling | 77.5 | 88.36 | | road | 78.62 | 87.75 | | bed | 84.66 | 93.95 | | windowpane | 58.37 | 76.37 | | grass | 65.48 | 79.7 | | cabinet | 55.46 | 68.58 | | sidewalk | 56.9 | 72.24 | | person | 76.41 | 91.13 | | earth | 35.27 | 49.28 | | door | 39.96 | 48.56 | | table | 55.29 | 71.28 | | mountain | 55.9 | 73.15 | | plant | 51.18 | 62.31 | | curtain | 65.53 | 76.0 | | chair | 53.96 | 69.96 | | car | 79.87 | 92.32 | | water | 55.03 | 72.88 | | painting | 66.65 | 82.05 | | sofa | 66.81 | 82.3 | | shelf | 38.19 | 53.79 | | house | 46.44 | 60.86 | | sea | 59.97 | 78.51 | | mirror | 59.37 | 70.38 | | rug | 51.25 | 56.1 | | field | 33.14 | 54.81 | | armchair | 43.21 | 60.7 | | seat | 57.84 | 79.05 | | fence | 38.25 | 49.1 | | desk | 42.61 | 67.41 | | rock | 52.64 | 68.63 | | wardrobe | 45.62 | 61.35 | | lamp | 58.06 | 72.83 | | bathtub | 74.69 | 83.11 | | railing | 32.92 | 45.57 | | cushion | 56.59 | 69.14 | | base | 25.53 | 39.61 | | box | 26.63 | 34.7 | | column | 36.65 | 46.16 | | signboard | 32.55 | 46.76 | | chest of drawers | 37.97 | 52.44 | | counter | 34.57 | 44.56 | | sand | 45.69 | 61.8 | | sink | 70.45 | 79.18 | | skyscraper | 46.23 | 64.12 | | fireplace | 64.35 | 82.9 | | refrigerator | 59.68 | 69.39 | | grandstand | 52.3 | 76.99 | | path | 20.16 | 27.95 | | stairs | 30.08 | 34.41 | | runway | 66.25 | 88.35 | | case | 55.53 | 69.68 | | pool table | 85.81 | 96.29 | | pillow | 55.4 | 67.54 | | screen door | 53.15 | 57.66 | | stairway | 47.27 | 61.91 | | river | 14.89 | 27.1 | | bridge | 45.54 | 55.53 | | bookcase | 33.98 | 48.74 | | blind | 24.82 | 27.7 | | coffee table | 59.58 | 79.66 | | toilet | 78.62 | 88.12 | | flower | 38.71 | 53.76 | | book | 47.15 | 67.75 | | hill | 5.7 | 8.89 | | bench | 46.5 | 57.31 | | countertop | 54.9 | 69.18 | | stove | 70.94 | 80.16 | | palm | 46.57 | 62.1 | | kitchen island | 39.75 | 66.62 | | computer | 64.26 | 80.14 | | swivel chair | 42.1 | 58.96 | | boat | 61.53 | 77.0 | | bar | 52.69 | 65.2 | | arcade machine | 67.12 | 76.57 | | hovel | 44.03 | 52.21 | | bus | 85.09 | 92.21 | | towel | 66.87 | 81.06 | | light | 36.36 | 41.89 | | truck | 35.22 | 49.89 | | tower | 28.68 | 46.54 | | chandelier | 63.41 | 77.24 | | awning | 29.17 | 37.42 | | streetlight | 23.68 | 28.7 | | booth | 34.72 | 44.15 | | television receiver | 69.79 | 79.78 | | airplane | 55.07 | 67.46 | | dirt track | 5.13 | 11.68 | | apparel | 49.98 | 68.95 | | pole | 17.82 | 23.12 | | land | 1.57 | 2.31 | | bannister | 7.47 | 10.0 | | escalator | 53.42 | 70.05 | | ottoman | 46.41 | 56.13 | | bottle | 39.51 | 64.11 | | buffet | 42.76 | 51.3 | | poster | 20.73 | 27.43 | | stage | 17.71 | 38.3 | | van | 35.95 | 46.67 | | ship | 26.17 | 29.46 | | fountain | 23.5 | 24.51 | | conveyer belt | 64.24 | 94.59 | | canopy | 37.0 | 44.4 | | washer | 69.79 | 76.46 | | plaything | 29.24 | 45.65 | | swimming pool | 60.98 | 78.3 | | stool | 35.08 | 44.37 | | barrel | 37.63 | 51.84 | | basket | 36.33 | 46.15 | | waterfall | 45.77 | 52.58 | | tent | 81.34 | 97.13 | | bag | 16.37 | 19.42 | | minibike | 64.62 | 86.64 | | cradle | 71.88 | 94.24 | | oven | 51.46 | 61.84 | | ball | 54.97 | 65.82 | | food | 54.7 | 65.72 | | step | 7.93 | 8.65 | | tank | 61.41 | 74.41 | | trade name | 16.58 | 18.71 | | microwave | 72.48 | 79.66 | | pot | 41.52 | 47.18 | | animal | 57.18 | 62.8 | | bicycle | 57.23 | 80.79 | | lake | 21.1 | 23.97 | | dishwasher | 52.81 | 56.84 | | screen | 43.24 | 59.43 | | blanket | 20.56 | 23.96 | | sculpture | 58.46 | 75.35 | | hood | 54.16 | 58.92 | | sconce | 44.31 | 55.4 | | vase | 38.67 | 57.8 | | traffic light | 33.17 | 45.87 | | tray | 9.97 | 12.21 | | ashcan | 42.97 | 54.21 | | fan | 56.85 | 74.19 | | pier | 33.51 | 42.3 | | crt screen | 5.82 | 11.84 | | plate | 50.84 | 68.06 | | monitor | 22.69 | 26.73 | | bulletin board | 42.44 | 56.2 | | shower | 1.7 | 3.5 | | radiator | 59.43 | 67.85 | | glass | 16.5 | 18.16 | | clock | 35.11 | 38.85 | | flag | 49.76 | 59.22 | +---------------------+-------+-------+ 2023-11-30 23:50:19,365 - mmseg - INFO - Summary: 2023-11-30 23:50:19,365 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.25 | 47.18 | 59.18 | +-------+-------+-------+ 2023-11-30 23:50:19,366 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:50:19,366 - mmseg - INFO - Iter(val) [250] aAcc: 0.8025, mIoU: 0.4718, mAcc: 0.5918, IoU.wall: 0.7098, IoU.building: 0.8036, IoU.sky: 0.8950, IoU.floor: 0.7502, IoU.tree: 0.6988, IoU.ceiling: 0.7750, IoU.road: 0.7862, IoU.bed : 0.8466, IoU.windowpane: 0.5837, IoU.grass: 0.6548, IoU.cabinet: 0.5546, IoU.sidewalk: 0.5690, IoU.person: 0.7641, IoU.earth: 0.3527, IoU.door: 0.3996, IoU.table: 0.5529, IoU.mountain: 0.5590, IoU.plant: 0.5118, IoU.curtain: 0.6553, IoU.chair: 0.5396, IoU.car: 0.7987, IoU.water: 0.5503, IoU.painting: 0.6665, IoU.sofa: 0.6681, IoU.shelf: 0.3819, IoU.house: 0.4644, IoU.sea: 0.5997, IoU.mirror: 0.5937, IoU.rug: 0.5125, IoU.field: 0.3314, IoU.armchair: 0.4321, IoU.seat: 0.5784, IoU.fence: 0.3825, IoU.desk: 0.4261, IoU.rock: 0.5264, IoU.wardrobe: 0.4562, IoU.lamp: 0.5806, IoU.bathtub: 0.7469, IoU.railing: 0.3292, IoU.cushion: 0.5659, IoU.base: 0.2553, IoU.box: 0.2663, IoU.column: 0.3665, IoU.signboard: 0.3255, IoU.chest of drawers: 0.3797, IoU.counter: 0.3457, IoU.sand: 0.4569, IoU.sink: 0.7045, IoU.skyscraper: 0.4623, IoU.fireplace: 0.6435, IoU.refrigerator: 0.5968, IoU.grandstand: 0.5230, IoU.path: 0.2016, IoU.stairs: 0.3008, IoU.runway: 0.6625, IoU.case: 0.5553, IoU.pool table: 0.8581, IoU.pillow: 0.5540, IoU.screen door: 0.5315, IoU.stairway: 0.4727, IoU.river: 0.1489, IoU.bridge: 0.4554, IoU.bookcase: 0.3398, IoU.blind: 0.2482, IoU.coffee table: 0.5958, IoU.toilet: 0.7862, IoU.flower: 0.3871, IoU.book: 0.4715, IoU.hill: 0.0570, IoU.bench: 0.4650, IoU.countertop: 0.5490, IoU.stove: 0.7094, IoU.palm: 0.4657, IoU.kitchen island: 0.3975, IoU.computer: 0.6426, IoU.swivel chair: 0.4210, IoU.boat: 0.6153, IoU.bar: 0.5269, IoU.arcade machine: 0.6712, IoU.hovel: 0.4403, IoU.bus: 0.8509, IoU.towel: 0.6687, IoU.light: 0.3636, IoU.truck: 0.3522, IoU.tower: 0.2868, IoU.chandelier: 0.6341, IoU.awning: 0.2917, IoU.streetlight: 0.2368, IoU.booth: 0.3472, IoU.television receiver: 0.6979, IoU.airplane: 0.5507, IoU.dirt track: 0.0513, IoU.apparel: 0.4998, IoU.pole: 0.1782, IoU.land: 0.0157, IoU.bannister: 0.0747, IoU.escalator: 0.5342, IoU.ottoman: 0.4641, IoU.bottle: 0.3951, IoU.buffet: 0.4276, IoU.poster: 0.2073, IoU.stage: 0.1771, IoU.van: 0.3595, IoU.ship: 0.2617, IoU.fountain: 0.2350, IoU.conveyer belt: 0.6424, IoU.canopy: 0.3700, IoU.washer: 0.6979, IoU.plaything: 0.2924, IoU.swimming pool: 0.6098, IoU.stool: 0.3508, IoU.barrel: 0.3763, IoU.basket: 0.3633, IoU.waterfall: 0.4577, IoU.tent: 0.8134, IoU.bag: 0.1637, IoU.minibike: 0.6462, IoU.cradle: 0.7188, IoU.oven: 0.5146, IoU.ball: 0.5497, IoU.food: 0.5470, IoU.step: 0.0793, IoU.tank: 0.6141, IoU.trade name: 0.1658, IoU.microwave: 0.7248, IoU.pot: 0.4152, IoU.animal: 0.5718, IoU.bicycle: 0.5723, IoU.lake: 0.2110, IoU.dishwasher: 0.5281, IoU.screen: 0.4324, IoU.blanket: 0.2056, IoU.sculpture: 0.5846, IoU.hood: 0.5416, IoU.sconce: 0.4431, IoU.vase: 0.3867, IoU.traffic light: 0.3317, IoU.tray: 0.0997, IoU.ashcan: 0.4297, IoU.fan: 0.5685, IoU.pier: 0.3351, IoU.crt screen: 0.0582, IoU.plate: 0.5084, IoU.monitor: 0.2269, IoU.bulletin board: 0.4244, IoU.shower: 0.0170, IoU.radiator: 0.5943, IoU.glass: 0.1650, IoU.clock: 0.3511, IoU.flag: 0.4976, Acc.wall: 0.8508, Acc.building: 0.9091, Acc.sky: 0.9609, Acc.floor: 0.8724, Acc.tree: 0.8408, Acc.ceiling: 0.8836, Acc.road: 0.8775, Acc.bed : 0.9395, Acc.windowpane: 0.7637, Acc.grass: 0.7970, Acc.cabinet: 0.6858, Acc.sidewalk: 0.7224, Acc.person: 0.9113, Acc.earth: 0.4928, Acc.door: 0.4856, Acc.table: 0.7128, Acc.mountain: 0.7315, Acc.plant: 0.6231, Acc.curtain: 0.7600, Acc.chair: 0.6996, Acc.car: 0.9232, Acc.water: 0.7288, Acc.painting: 0.8205, Acc.sofa: 0.8230, Acc.shelf: 0.5379, Acc.house: 0.6086, Acc.sea: 0.7851, Acc.mirror: 0.7038, Acc.rug: 0.5610, Acc.field: 0.5481, Acc.armchair: 0.6070, Acc.seat: 0.7905, Acc.fence: 0.4910, Acc.desk: 0.6741, Acc.rock: 0.6863, Acc.wardrobe: 0.6135, Acc.lamp: 0.7283, Acc.bathtub: 0.8311, Acc.railing: 0.4557, Acc.cushion: 0.6914, Acc.base: 0.3961, Acc.box: 0.3470, Acc.column: 0.4616, Acc.signboard: 0.4676, Acc.chest of drawers: 0.5244, Acc.counter: 0.4456, Acc.sand: 0.6180, Acc.sink: 0.7918, Acc.skyscraper: 0.6412, Acc.fireplace: 0.8290, Acc.refrigerator: 0.6939, Acc.grandstand: 0.7699, Acc.path: 0.2795, Acc.stairs: 0.3441, Acc.runway: 0.8835, Acc.case: 0.6968, Acc.pool table: 0.9629, Acc.pillow: 0.6754, Acc.screen door: 0.5766, Acc.stairway: 0.6191, Acc.river: 0.2710, Acc.bridge: 0.5553, Acc.bookcase: 0.4874, Acc.blind: 0.2770, Acc.coffee table: 0.7966, Acc.toilet: 0.8812, Acc.flower: 0.5376, Acc.book: 0.6775, Acc.hill: 0.0889, Acc.bench: 0.5731, Acc.countertop: 0.6918, Acc.stove: 0.8016, Acc.palm: 0.6210, Acc.kitchen island: 0.6662, Acc.computer: 0.8014, Acc.swivel chair: 0.5896, Acc.boat: 0.7700, Acc.bar: 0.6520, Acc.arcade machine: 0.7657, Acc.hovel: 0.5221, Acc.bus: 0.9221, Acc.towel: 0.8106, Acc.light: 0.4189, Acc.truck: 0.4989, Acc.tower: 0.4654, Acc.chandelier: 0.7724, Acc.awning: 0.3742, Acc.streetlight: 0.2870, Acc.booth: 0.4415, Acc.television receiver: 0.7978, Acc.airplane: 0.6746, Acc.dirt track: 0.1168, Acc.apparel: 0.6895, Acc.pole: 0.2312, Acc.land: 0.0231, Acc.bannister: 0.1000, Acc.escalator: 0.7005, Acc.ottoman: 0.5613, Acc.bottle: 0.6411, Acc.buffet: 0.5130, Acc.poster: 0.2743, Acc.stage: 0.3830, Acc.van: 0.4667, Acc.ship: 0.2946, Acc.fountain: 0.2451, Acc.conveyer belt: 0.9459, Acc.canopy: 0.4440, Acc.washer: 0.7646, Acc.plaything: 0.4565, Acc.swimming pool: 0.7830, Acc.stool: 0.4437, Acc.barrel: 0.5184, Acc.basket: 0.4615, Acc.waterfall: 0.5258, Acc.tent: 0.9713, Acc.bag: 0.1942, Acc.minibike: 0.8664, Acc.cradle: 0.9424, Acc.oven: 0.6184, Acc.ball: 0.6582, Acc.food: 0.6572, Acc.step: 0.0865, Acc.tank: 0.7441, Acc.trade name: 0.1871, Acc.microwave: 0.7966, Acc.pot: 0.4718, Acc.animal: 0.6280, Acc.bicycle: 0.8079, Acc.lake: 0.2397, Acc.dishwasher: 0.5684, Acc.screen: 0.5943, Acc.blanket: 0.2396, Acc.sculpture: 0.7535, Acc.hood: 0.5892, Acc.sconce: 0.5540, Acc.vase: 0.5780, Acc.traffic light: 0.4587, Acc.tray: 0.1221, Acc.ashcan: 0.5421, Acc.fan: 0.7419, Acc.pier: 0.4230, Acc.crt screen: 0.1184, Acc.plate: 0.6806, Acc.monitor: 0.2673, Acc.bulletin board: 0.5620, Acc.shower: 0.0350, Acc.radiator: 0.6785, Acc.glass: 0.1816, Acc.clock: 0.3885, Acc.flag: 0.5922 2023-11-30 23:50:30,496 - mmseg - INFO - Iter [59050/80000] lr: 1.048e-05, eta: 1:53:56, time: 1.228, data_time: 1.023, memory: 14238, decode.loss_ce: 0.4897, decode.acc_seg: 81.1880, loss: 0.4897 2023-11-30 23:50:41,111 - mmseg - INFO - Iter [59100/80000] lr: 1.045e-05, eta: 1:53:38, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5135, decode.acc_seg: 80.6144, loss: 0.5135 2023-11-30 23:50:51,716 - mmseg - INFO - Iter [59150/80000] lr: 1.043e-05, eta: 1:53:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4875, decode.acc_seg: 81.1742, loss: 0.4875 2023-11-30 23:51:02,311 - mmseg - INFO - Iter [59200/80000] lr: 1.040e-05, eta: 1:53:01, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5013, decode.acc_seg: 81.3994, loss: 0.5013 2023-11-30 23:51:12,913 - mmseg - INFO - Iter [59250/80000] lr: 1.038e-05, eta: 1:52:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5268, decode.acc_seg: 80.4603, loss: 0.5268 2023-11-30 23:51:23,520 - mmseg - INFO - Iter [59300/80000] lr: 1.035e-05, eta: 1:52:25, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5200, decode.acc_seg: 80.7565, loss: 0.5200 2023-11-30 23:51:34,134 - mmseg - INFO - Iter [59350/80000] lr: 1.033e-05, eta: 1:52:06, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5098, decode.acc_seg: 80.6369, loss: 0.5098 2023-11-30 23:51:46,996 - mmseg - INFO - Iter [59400/80000] lr: 1.030e-05, eta: 1:51:49, time: 0.257, data_time: 0.050, memory: 14238, decode.loss_ce: 0.5020, decode.acc_seg: 80.8474, loss: 0.5020 2023-11-30 23:51:57,607 - mmseg - INFO - Iter [59450/80000] lr: 1.028e-05, eta: 1:51:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5160, decode.acc_seg: 80.4793, loss: 0.5160 2023-11-30 23:52:08,221 - mmseg - INFO - Iter [59500/80000] lr: 1.025e-05, eta: 1:51:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4896, decode.acc_seg: 80.9055, loss: 0.4896 2023-11-30 23:52:18,822 - mmseg - INFO - Iter [59550/80000] lr: 1.023e-05, eta: 1:50:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5217, decode.acc_seg: 80.3271, loss: 0.5217 2023-11-30 23:52:29,425 - mmseg - INFO - Iter [59600/80000] lr: 1.020e-05, eta: 1:50:36, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5087, decode.acc_seg: 80.8061, loss: 0.5087 2023-11-30 23:52:40,027 - mmseg - INFO - Iter [59650/80000] lr: 1.018e-05, eta: 1:50:18, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5101, decode.acc_seg: 80.6823, loss: 0.5101 2023-11-30 23:52:50,626 - mmseg - INFO - Iter [59700/80000] lr: 1.015e-05, eta: 1:50:00, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4995, decode.acc_seg: 80.9575, loss: 0.4995 2023-11-30 23:53:01,230 - mmseg - INFO - Iter [59750/80000] lr: 1.013e-05, eta: 1:49:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4959, decode.acc_seg: 80.9187, loss: 0.4959 2023-11-30 23:53:11,836 - mmseg - INFO - Iter [59800/80000] lr: 1.010e-05, eta: 1:49:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5252, decode.acc_seg: 79.8919, loss: 0.5252 2023-11-30 23:53:22,436 - mmseg - INFO - Iter [59850/80000] lr: 1.008e-05, eta: 1:49:05, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5139, decode.acc_seg: 80.6635, loss: 0.5139 2023-11-30 23:53:33,039 - mmseg - INFO - Iter [59900/80000] lr: 1.005e-05, eta: 1:48:47, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4905, decode.acc_seg: 81.5114, loss: 0.4905 2023-11-30 23:53:43,635 - mmseg - INFO - Iter [59950/80000] lr: 1.003e-05, eta: 1:48:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4986, decode.acc_seg: 81.2417, loss: 0.4986 2023-11-30 23:53:54,497 - mmseg - INFO - Saving checkpoint at 60000 iterations 2023-11-30 23:54:32,226 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:54:32,226 - mmseg - INFO - Iter [60000/80000] lr: 1.000e-05, eta: 1:48:24, time: 0.972, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5141, decode.acc_seg: 80.6413, loss: 0.5141 2023-11-30 23:55:22,704 - mmseg - INFO - per class results: 2023-11-30 23:55:22,711 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 71.04 | 84.25 | | building | 79.89 | 92.4 | | sky | 89.98 | 95.46 | | floor | 75.04 | 87.43 | | tree | 69.67 | 84.93 | | ceiling | 77.54 | 88.84 | | road | 78.65 | 88.01 | | bed | 85.01 | 93.49 | | windowpane | 58.29 | 76.65 | | grass | 65.82 | 81.3 | | cabinet | 55.51 | 69.07 | | sidewalk | 56.97 | 72.82 | | person | 76.57 | 90.36 | | earth | 35.43 | 49.45 | | door | 40.81 | 50.59 | | table | 55.32 | 70.49 | | mountain | 56.38 | 70.63 | | plant | 51.15 | 62.35 | | curtain | 65.7 | 76.52 | | chair | 53.88 | 69.5 | | car | 79.85 | 92.17 | | water | 56.27 | 74.01 | | painting | 66.84 | 82.33 | | sofa | 66.75 | 81.41 | | shelf | 38.52 | 53.98 | | house | 45.92 | 61.93 | | sea | 60.49 | 76.67 | | mirror | 59.51 | 70.66 | | rug | 52.6 | 58.42 | | field | 32.77 | 51.48 | | armchair | 43.53 | 62.65 | | seat | 57.48 | 78.03 | | fence | 38.64 | 50.35 | | desk | 42.52 | 67.67 | | rock | 53.3 | 69.45 | | wardrobe | 45.84 | 61.95 | | lamp | 58.08 | 72.52 | | bathtub | 74.51 | 82.91 | | railing | 33.18 | 46.23 | | cushion | 56.64 | 70.02 | | base | 25.43 | 38.49 | | box | 26.52 | 34.63 | | column | 37.82 | 48.47 | | signboard | 31.96 | 46.02 | | chest of drawers | 37.77 | 52.01 | | counter | 34.02 | 43.38 | | sand | 44.87 | 59.55 | | sink | 70.36 | 79.19 | | skyscraper | 45.63 | 57.31 | | fireplace | 64.03 | 84.51 | | refrigerator | 59.94 | 70.07 | | grandstand | 52.23 | 78.11 | | path | 19.75 | 26.91 | | stairs | 29.03 | 33.03 | | runway | 66.05 | 86.57 | | case | 55.82 | 69.91 | | pool table | 85.96 | 96.17 | | pillow | 54.22 | 64.15 | | screen door | 55.19 | 60.5 | | stairway | 47.37 | 62.01 | | river | 14.32 | 25.78 | | bridge | 43.0 | 50.5 | | bookcase | 34.54 | 50.47 | | blind | 23.46 | 26.01 | | coffee table | 60.05 | 79.87 | | toilet | 78.63 | 87.87 | | flower | 38.76 | 53.22 | | book | 46.67 | 65.08 | | hill | 5.93 | 9.12 | | bench | 46.95 | 57.9 | | countertop | 55.11 | 70.34 | | stove | 71.02 | 80.21 | | palm | 47.51 | 63.53 | | kitchen island | 39.92 | 65.49 | | computer | 64.08 | 80.79 | | swivel chair | 41.79 | 57.55 | | boat | 61.81 | 76.1 | | bar | 52.91 | 65.83 | | arcade machine | 67.96 | 78.21 | | hovel | 36.42 | 41.45 | | bus | 85.16 | 91.25 | | towel | 66.85 | 82.04 | | light | 37.26 | 43.52 | | truck | 34.38 | 48.46 | | tower | 25.81 | 40.02 | | chandelier | 63.49 | 78.92 | | awning | 27.4 | 34.18 | | streetlight | 24.03 | 29.7 | | booth | 35.03 | 43.85 | | television receiver | 69.59 | 78.66 | | airplane | 55.04 | 67.45 | | dirt track | 5.33 | 11.38 | | apparel | 50.01 | 67.61 | | pole | 17.39 | 22.54 | | land | 0.95 | 1.3 | | bannister | 7.38 | 9.73 | | escalator | 52.69 | 68.15 | | ottoman | 46.54 | 56.85 | | bottle | 39.59 | 64.47 | | buffet | 43.73 | 53.68 | | poster | 20.12 | 25.6 | | stage | 18.14 | 40.39 | | van | 36.61 | 48.23 | | ship | 28.69 | 33.08 | | fountain | 22.29 | 23.06 | | conveyer belt | 65.22 | 94.36 | | canopy | 37.4 | 45.2 | | washer | 69.31 | 75.44 | | plaything | 28.79 | 43.28 | | swimming pool | 60.94 | 78.25 | | stool | 35.11 | 43.84 | | barrel | 37.93 | 53.82 | | basket | 36.46 | 46.72 | | waterfall | 45.29 | 51.54 | | tent | 80.78 | 97.46 | | bag | 15.09 | 17.41 | | minibike | 64.73 | 85.52 | | cradle | 71.61 | 94.62 | | oven | 51.47 | 63.04 | | ball | 54.2 | 63.91 | | food | 54.58 | 65.51 | | step | 8.36 | 9.29 | | tank | 61.57 | 75.52 | | trade name | 17.39 | 19.78 | | microwave | 72.76 | 80.43 | | pot | 41.87 | 47.68 | | animal | 55.11 | 59.85 | | bicycle | 56.82 | 77.35 | | lake | 23.52 | 27.99 | | dishwasher | 53.36 | 58.67 | | screen | 43.58 | 60.39 | | blanket | 21.72 | 25.36 | | sculpture | 59.12 | 75.38 | | hood | 52.89 | 57.3 | | sconce | 44.83 | 56.52 | | vase | 38.68 | 57.68 | | traffic light | 32.3 | 42.12 | | tray | 10.14 | 12.41 | | ashcan | 42.89 | 54.43 | | fan | 56.41 | 72.07 | | pier | 33.49 | 41.13 | | crt screen | 5.74 | 11.72 | | plate | 50.93 | 67.86 | | monitor | 20.39 | 23.37 | | bulletin board | 42.98 | 56.64 | | shower | 2.15 | 3.06 | | radiator | 59.87 | 69.12 | | glass | 16.69 | 18.44 | | clock | 35.0 | 38.62 | | flag | 49.72 | 57.9 | +---------------------+-------+-------+ 2023-11-30 23:55:22,711 - mmseg - INFO - Summary: 2023-11-30 23:55:22,711 - mmseg - INFO - +------+-------+-------+ | aAcc | mIoU | mAcc | +------+-------+-------+ | 80.3 | 47.13 | 58.92 | +------+-------+-------+ 2023-11-30 23:55:23,996 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_57000.pth was removed 2023-11-30 23:56:00,342 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_60000.pth. 2023-11-30 23:56:00,342 - mmseg - INFO - Best aAcc is 0.8030 at 60000 iter. 2023-11-30 23:56:00,344 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-11-30 23:56:00,344 - mmseg - INFO - Iter(val) [250] aAcc: 0.8030, mIoU: 0.4713, mAcc: 0.5892, IoU.wall: 0.7104, IoU.building: 0.7989, IoU.sky: 0.8998, IoU.floor: 0.7504, IoU.tree: 0.6967, IoU.ceiling: 0.7754, IoU.road: 0.7865, IoU.bed : 0.8501, IoU.windowpane: 0.5829, IoU.grass: 0.6582, IoU.cabinet: 0.5551, IoU.sidewalk: 0.5697, IoU.person: 0.7657, IoU.earth: 0.3543, IoU.door: 0.4081, IoU.table: 0.5532, IoU.mountain: 0.5638, IoU.plant: 0.5115, IoU.curtain: 0.6570, IoU.chair: 0.5388, IoU.car: 0.7985, IoU.water: 0.5627, IoU.painting: 0.6684, IoU.sofa: 0.6675, IoU.shelf: 0.3852, IoU.house: 0.4592, IoU.sea: 0.6049, IoU.mirror: 0.5951, IoU.rug: 0.5260, IoU.field: 0.3277, IoU.armchair: 0.4353, IoU.seat: 0.5748, IoU.fence: 0.3864, IoU.desk: 0.4252, IoU.rock: 0.5330, IoU.wardrobe: 0.4584, IoU.lamp: 0.5808, IoU.bathtub: 0.7451, IoU.railing: 0.3318, IoU.cushion: 0.5664, IoU.base: 0.2543, IoU.box: 0.2652, IoU.column: 0.3782, IoU.signboard: 0.3196, IoU.chest of drawers: 0.3777, IoU.counter: 0.3402, IoU.sand: 0.4487, IoU.sink: 0.7036, IoU.skyscraper: 0.4563, IoU.fireplace: 0.6403, IoU.refrigerator: 0.5994, IoU.grandstand: 0.5223, IoU.path: 0.1975, IoU.stairs: 0.2903, IoU.runway: 0.6605, IoU.case: 0.5582, IoU.pool table: 0.8596, IoU.pillow: 0.5422, IoU.screen door: 0.5519, IoU.stairway: 0.4737, IoU.river: 0.1432, IoU.bridge: 0.4300, IoU.bookcase: 0.3454, IoU.blind: 0.2346, IoU.coffee table: 0.6005, IoU.toilet: 0.7863, IoU.flower: 0.3876, IoU.book: 0.4667, IoU.hill: 0.0593, IoU.bench: 0.4695, IoU.countertop: 0.5511, IoU.stove: 0.7102, IoU.palm: 0.4751, IoU.kitchen island: 0.3992, IoU.computer: 0.6408, IoU.swivel chair: 0.4179, IoU.boat: 0.6181, IoU.bar: 0.5291, IoU.arcade machine: 0.6796, IoU.hovel: 0.3642, IoU.bus: 0.8516, IoU.towel: 0.6685, IoU.light: 0.3726, IoU.truck: 0.3438, IoU.tower: 0.2581, IoU.chandelier: 0.6349, IoU.awning: 0.2740, IoU.streetlight: 0.2403, IoU.booth: 0.3503, IoU.television receiver: 0.6959, IoU.airplane: 0.5504, IoU.dirt track: 0.0533, IoU.apparel: 0.5001, IoU.pole: 0.1739, IoU.land: 0.0095, IoU.bannister: 0.0738, IoU.escalator: 0.5269, IoU.ottoman: 0.4654, IoU.bottle: 0.3959, IoU.buffet: 0.4373, IoU.poster: 0.2012, IoU.stage: 0.1814, IoU.van: 0.3661, IoU.ship: 0.2869, IoU.fountain: 0.2229, IoU.conveyer belt: 0.6522, IoU.canopy: 0.3740, IoU.washer: 0.6931, IoU.plaything: 0.2879, IoU.swimming pool: 0.6094, IoU.stool: 0.3511, IoU.barrel: 0.3793, IoU.basket: 0.3646, IoU.waterfall: 0.4529, IoU.tent: 0.8078, IoU.bag: 0.1509, IoU.minibike: 0.6473, IoU.cradle: 0.7161, IoU.oven: 0.5147, IoU.ball: 0.5420, IoU.food: 0.5458, IoU.step: 0.0836, IoU.tank: 0.6157, IoU.trade name: 0.1739, IoU.microwave: 0.7276, IoU.pot: 0.4187, IoU.animal: 0.5511, IoU.bicycle: 0.5682, IoU.lake: 0.2352, IoU.dishwasher: 0.5336, IoU.screen: 0.4358, IoU.blanket: 0.2172, IoU.sculpture: 0.5912, IoU.hood: 0.5289, IoU.sconce: 0.4483, IoU.vase: 0.3868, IoU.traffic light: 0.3230, IoU.tray: 0.1014, IoU.ashcan: 0.4289, IoU.fan: 0.5641, IoU.pier: 0.3349, IoU.crt screen: 0.0574, IoU.plate: 0.5093, IoU.monitor: 0.2039, IoU.bulletin board: 0.4298, IoU.shower: 0.0215, IoU.radiator: 0.5987, IoU.glass: 0.1669, IoU.clock: 0.3500, IoU.flag: 0.4972, Acc.wall: 0.8425, Acc.building: 0.9240, Acc.sky: 0.9546, Acc.floor: 0.8743, Acc.tree: 0.8493, Acc.ceiling: 0.8884, Acc.road: 0.8801, Acc.bed : 0.9349, Acc.windowpane: 0.7665, Acc.grass: 0.8130, Acc.cabinet: 0.6907, Acc.sidewalk: 0.7282, Acc.person: 0.9036, Acc.earth: 0.4945, Acc.door: 0.5059, Acc.table: 0.7049, Acc.mountain: 0.7063, Acc.plant: 0.6235, Acc.curtain: 0.7652, Acc.chair: 0.6950, Acc.car: 0.9217, Acc.water: 0.7401, Acc.painting: 0.8233, Acc.sofa: 0.8141, Acc.shelf: 0.5398, Acc.house: 0.6193, Acc.sea: 0.7667, Acc.mirror: 0.7066, Acc.rug: 0.5842, Acc.field: 0.5148, Acc.armchair: 0.6265, Acc.seat: 0.7803, Acc.fence: 0.5035, Acc.desk: 0.6767, Acc.rock: 0.6945, Acc.wardrobe: 0.6195, Acc.lamp: 0.7252, Acc.bathtub: 0.8291, Acc.railing: 0.4623, Acc.cushion: 0.7002, Acc.base: 0.3849, Acc.box: 0.3463, Acc.column: 0.4847, Acc.signboard: 0.4602, Acc.chest of drawers: 0.5201, Acc.counter: 0.4338, Acc.sand: 0.5955, Acc.sink: 0.7919, Acc.skyscraper: 0.5731, Acc.fireplace: 0.8451, Acc.refrigerator: 0.7007, Acc.grandstand: 0.7811, Acc.path: 0.2691, Acc.stairs: 0.3303, Acc.runway: 0.8657, Acc.case: 0.6991, Acc.pool table: 0.9617, Acc.pillow: 0.6415, Acc.screen door: 0.6050, Acc.stairway: 0.6201, Acc.river: 0.2578, Acc.bridge: 0.5050, Acc.bookcase: 0.5047, Acc.blind: 0.2601, Acc.coffee table: 0.7987, Acc.toilet: 0.8787, Acc.flower: 0.5322, Acc.book: 0.6508, Acc.hill: 0.0912, Acc.bench: 0.5790, Acc.countertop: 0.7034, Acc.stove: 0.8021, Acc.palm: 0.6353, Acc.kitchen island: 0.6549, Acc.computer: 0.8079, Acc.swivel chair: 0.5755, Acc.boat: 0.7610, Acc.bar: 0.6583, Acc.arcade machine: 0.7821, Acc.hovel: 0.4145, Acc.bus: 0.9125, Acc.towel: 0.8204, Acc.light: 0.4352, Acc.truck: 0.4846, Acc.tower: 0.4002, Acc.chandelier: 0.7892, Acc.awning: 0.3418, Acc.streetlight: 0.2970, Acc.booth: 0.4385, Acc.television receiver: 0.7866, Acc.airplane: 0.6745, Acc.dirt track: 0.1138, Acc.apparel: 0.6761, Acc.pole: 0.2254, Acc.land: 0.0130, Acc.bannister: 0.0973, Acc.escalator: 0.6815, Acc.ottoman: 0.5685, Acc.bottle: 0.6447, Acc.buffet: 0.5368, Acc.poster: 0.2560, Acc.stage: 0.4039, Acc.van: 0.4823, Acc.ship: 0.3308, Acc.fountain: 0.2306, Acc.conveyer belt: 0.9436, Acc.canopy: 0.4520, Acc.washer: 0.7544, Acc.plaything: 0.4328, Acc.swimming pool: 0.7825, Acc.stool: 0.4384, Acc.barrel: 0.5382, Acc.basket: 0.4672, Acc.waterfall: 0.5154, Acc.tent: 0.9746, Acc.bag: 0.1741, Acc.minibike: 0.8552, Acc.cradle: 0.9462, Acc.oven: 0.6304, Acc.ball: 0.6391, Acc.food: 0.6551, Acc.step: 0.0929, Acc.tank: 0.7552, Acc.trade name: 0.1978, Acc.microwave: 0.8043, Acc.pot: 0.4768, Acc.animal: 0.5985, Acc.bicycle: 0.7735, Acc.lake: 0.2799, Acc.dishwasher: 0.5867, Acc.screen: 0.6039, Acc.blanket: 0.2536, Acc.sculpture: 0.7538, Acc.hood: 0.5730, Acc.sconce: 0.5652, Acc.vase: 0.5768, Acc.traffic light: 0.4212, Acc.tray: 0.1241, Acc.ashcan: 0.5443, Acc.fan: 0.7207, Acc.pier: 0.4113, Acc.crt screen: 0.1172, Acc.plate: 0.6786, Acc.monitor: 0.2337, Acc.bulletin board: 0.5664, Acc.shower: 0.0306, Acc.radiator: 0.6912, Acc.glass: 0.1844, Acc.clock: 0.3862, Acc.flag: 0.5790 2023-11-30 23:56:11,417 - mmseg - INFO - Iter [60050/80000] lr: 9.975e-06, eta: 1:48:35, time: 1.983, data_time: 1.779, memory: 14238, decode.loss_ce: 0.4978, decode.acc_seg: 81.1841, loss: 0.4978 2023-11-30 23:56:22,001 - mmseg - INFO - Iter [60100/80000] lr: 9.951e-06, eta: 1:48:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4866, decode.acc_seg: 81.0752, loss: 0.4866 2023-11-30 23:56:32,614 - mmseg - INFO - Iter [60150/80000] lr: 9.926e-06, eta: 1:47:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4902, decode.acc_seg: 81.3282, loss: 0.4902 2023-11-30 23:56:43,220 - mmseg - INFO - Iter [60200/80000] lr: 9.901e-06, eta: 1:47:40, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5139, decode.acc_seg: 80.7479, loss: 0.5139 2023-11-30 23:56:53,823 - mmseg - INFO - Iter [60250/80000] lr: 9.876e-06, eta: 1:47:22, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4945, decode.acc_seg: 81.4227, loss: 0.4945 2023-11-30 23:57:04,422 - mmseg - INFO - Iter [60300/80000] lr: 9.851e-06, eta: 1:47:04, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5115, decode.acc_seg: 80.5255, loss: 0.5115 2023-11-30 23:57:15,026 - mmseg - INFO - Iter [60350/80000] lr: 9.825e-06, eta: 1:46:46, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5100, decode.acc_seg: 80.9840, loss: 0.5100 2023-11-30 23:57:25,626 - mmseg - INFO - Iter [60400/80000] lr: 9.800e-06, eta: 1:46:27, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4978, decode.acc_seg: 81.0991, loss: 0.4978 2023-11-30 23:57:36,225 - mmseg - INFO - Iter [60450/80000] lr: 9.775e-06, eta: 1:46:09, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4989, decode.acc_seg: 81.2362, loss: 0.4989 2023-11-30 23:57:46,831 - mmseg - INFO - Iter [60500/80000] lr: 9.751e-06, eta: 1:45:51, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4983, decode.acc_seg: 81.3999, loss: 0.4983 2023-11-30 23:57:57,433 - mmseg - INFO - Iter [60550/80000] lr: 9.726e-06, eta: 1:45:33, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4995, decode.acc_seg: 80.8989, loss: 0.4995 2023-11-30 23:58:08,031 - mmseg - INFO - Iter [60600/80000] lr: 9.701e-06, eta: 1:45:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5195, decode.acc_seg: 80.3907, loss: 0.5195 2023-11-30 23:58:21,020 - mmseg - INFO - Iter [60650/80000] lr: 9.676e-06, eta: 1:44:58, time: 0.260, data_time: 0.050, memory: 14238, decode.loss_ce: 0.5191, decode.acc_seg: 80.4078, loss: 0.5191 2023-11-30 23:58:31,617 - mmseg - INFO - Iter [60700/80000] lr: 9.651e-06, eta: 1:44:40, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5117, decode.acc_seg: 81.0388, loss: 0.5117 2023-11-30 23:58:42,214 - mmseg - INFO - Iter [60750/80000] lr: 9.625e-06, eta: 1:44:22, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4818, decode.acc_seg: 81.8244, loss: 0.4818 2023-11-30 23:58:52,813 - mmseg - INFO - Iter [60800/80000] lr: 9.600e-06, eta: 1:44:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4917, decode.acc_seg: 81.6925, loss: 0.4917 2023-11-30 23:59:03,418 - mmseg - INFO - Iter [60850/80000] lr: 9.576e-06, eta: 1:43:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5246, decode.acc_seg: 79.8029, loss: 0.5246 2023-11-30 23:59:14,022 - mmseg - INFO - Iter [60900/80000] lr: 9.551e-06, eta: 1:43:27, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4964, decode.acc_seg: 80.8568, loss: 0.4964 2023-11-30 23:59:24,623 - mmseg - INFO - Iter [60950/80000] lr: 9.526e-06, eta: 1:43:09, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5136, decode.acc_seg: 80.2229, loss: 0.5136 2023-11-30 23:59:35,205 - mmseg - INFO - Saving checkpoint at 61000 iterations 2023-12-01 00:00:11,387 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:00:11,388 - mmseg - INFO - Iter [61000/80000] lr: 9.501e-06, eta: 1:43:03, time: 0.936, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4917, decode.acc_seg: 81.5539, loss: 0.4917 2023-12-01 00:01:01,412 - mmseg - INFO - per class results: 2023-12-01 00:01:01,419 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 71.13 | 84.14 | | building | 79.84 | 92.46 | | sky | 89.83 | 95.66 | | floor | 75.0 | 87.54 | | tree | 69.65 | 83.74 | | ceiling | 77.56 | 88.18 | | road | 78.45 | 88.18 | | bed | 84.98 | 93.46 | | windowpane | 58.4 | 75.31 | | grass | 65.74 | 80.94 | | cabinet | 55.67 | 69.45 | | sidewalk | 56.73 | 73.73 | | person | 76.18 | 91.2 | | earth | 35.34 | 48.33 | | door | 40.96 | 51.23 | | table | 55.04 | 70.21 | | mountain | 56.43 | 71.73 | | plant | 51.3 | 62.51 | | curtain | 65.76 | 77.1 | | chair | 54.04 | 71.04 | | car | 79.81 | 92.2 | | water | 55.69 | 72.98 | | painting | 66.58 | 83.15 | | sofa | 66.82 | 81.02 | | shelf | 38.1 | 52.43 | | house | 44.83 | 56.69 | | sea | 60.57 | 76.65 | | mirror | 59.67 | 71.1 | | rug | 52.39 | 57.8 | | field | 32.26 | 50.16 | | armchair | 43.6 | 61.81 | | seat | 57.04 | 79.66 | | fence | 38.6 | 50.07 | | desk | 41.79 | 69.27 | | rock | 53.4 | 69.2 | | wardrobe | 45.52 | 60.77 | | lamp | 58.02 | 73.45 | | bathtub | 74.6 | 83.33 | | railing | 33.03 | 45.43 | | cushion | 56.5 | 68.89 | | base | 25.58 | 39.8 | | box | 27.97 | 38.3 | | column | 37.7 | 48.21 | | signboard | 32.05 | 47.22 | | chest of drawers | 37.6 | 52.41 | | counter | 33.65 | 42.73 | | sand | 46.73 | 64.13 | | sink | 70.35 | 80.14 | | skyscraper | 46.25 | 62.44 | | fireplace | 64.44 | 82.88 | | refrigerator | 59.91 | 70.15 | | grandstand | 52.6 | 77.46 | | path | 19.19 | 25.68 | | stairs | 29.82 | 34.21 | | runway | 66.26 | 88.22 | | case | 55.52 | 70.83 | | pool table | 86.25 | 96.06 | | pillow | 55.19 | 66.5 | | screen door | 53.24 | 57.56 | | stairway | 47.97 | 60.76 | | river | 14.87 | 27.78 | | bridge | 43.05 | 52.27 | | bookcase | 34.05 | 49.99 | | blind | 25.18 | 28.36 | | coffee table | 59.72 | 80.89 | | toilet | 78.68 | 88.15 | | flower | 38.7 | 54.6 | | book | 47.06 | 65.7 | | hill | 5.97 | 9.58 | | bench | 46.07 | 55.38 | | countertop | 55.39 | 70.48 | | stove | 70.91 | 81.31 | | palm | 47.29 | 64.39 | | kitchen island | 40.26 | 64.12 | | computer | 64.37 | 79.38 | | swivel chair | 42.17 | 59.0 | | boat | 61.73 | 77.02 | | bar | 52.38 | 65.04 | | arcade machine | 68.28 | 78.64 | | hovel | 42.48 | 49.92 | | bus | 84.96 | 91.69 | | towel | 66.57 | 83.09 | | light | 38.35 | 45.71 | | truck | 35.17 | 50.3 | | tower | 27.02 | 42.96 | | chandelier | 63.5 | 79.11 | | awning | 28.53 | 35.93 | | streetlight | 24.44 | 30.24 | | booth | 35.01 | 45.27 | | television receiver | 69.89 | 79.81 | | airplane | 55.04 | 67.47 | | dirt track | 6.01 | 12.37 | | apparel | 50.29 | 67.05 | | pole | 18.03 | 23.97 | | land | 1.36 | 1.93 | | bannister | 7.92 | 10.41 | | escalator | 52.68 | 70.2 | | ottoman | 46.23 | 55.76 | | bottle | 39.67 | 65.04 | | buffet | 42.69 | 50.76 | | poster | 20.44 | 26.93 | | stage | 17.6 | 37.74 | | van | 37.25 | 48.84 | | ship | 29.78 | 34.48 | | fountain | 24.11 | 25.12 | | conveyer belt | 60.88 | 95.34 | | canopy | 36.09 | 43.63 | | washer | 69.82 | 76.25 | | plaything | 28.16 | 42.57 | | swimming pool | 60.71 | 78.11 | | stool | 35.48 | 45.11 | | barrel | 35.97 | 47.95 | | basket | 36.42 | 47.1 | | waterfall | 46.02 | 53.36 | | tent | 79.94 | 97.64 | | bag | 15.36 | 17.89 | | minibike | 64.62 | 85.96 | | cradle | 70.46 | 95.23 | | oven | 51.46 | 62.86 | | ball | 53.77 | 63.06 | | food | 54.13 | 64.4 | | step | 8.12 | 8.9 | | tank | 61.64 | 75.42 | | trade name | 16.03 | 17.94 | | microwave | 72.19 | 79.43 | | pot | 41.68 | 47.46 | | animal | 56.32 | 61.8 | | bicycle | 56.77 | 78.55 | | lake | 21.85 | 24.91 | | dishwasher | 53.17 | 58.58 | | screen | 43.92 | 58.85 | | blanket | 19.84 | 22.94 | | sculpture | 58.57 | 76.16 | | hood | 55.44 | 60.77 | | sconce | 44.61 | 56.49 | | vase | 38.6 | 57.27 | | traffic light | 33.14 | 47.57 | | tray | 10.62 | 13.16 | | ashcan | 43.12 | 54.48 | | fan | 56.71 | 73.82 | | pier | 33.44 | 41.28 | | crt screen | 7.39 | 16.05 | | plate | 50.82 | 67.49 | | monitor | 24.26 | 28.64 | | bulletin board | 43.01 | 55.84 | | shower | 2.12 | 3.69 | | radiator | 59.85 | 69.6 | | glass | 16.99 | 18.87 | | clock | 36.06 | 40.43 | | flag | 50.17 | 59.29 | +---------------------+-------+-------+ 2023-12-01 00:01:01,419 - mmseg - INFO - Summary: 2023-12-01 00:01:01,419 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.28 | 47.21 | 59.29 | +-------+-------+-------+ 2023-12-01 00:01:01,420 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:01:01,420 - mmseg - INFO - Iter(val) [250] aAcc: 0.8028, mIoU: 0.4721, mAcc: 0.5929, IoU.wall: 0.7113, IoU.building: 0.7984, IoU.sky: 0.8983, IoU.floor: 0.7500, IoU.tree: 0.6965, IoU.ceiling: 0.7756, IoU.road: 0.7845, IoU.bed : 0.8498, IoU.windowpane: 0.5840, IoU.grass: 0.6574, IoU.cabinet: 0.5567, IoU.sidewalk: 0.5673, IoU.person: 0.7618, IoU.earth: 0.3534, IoU.door: 0.4096, IoU.table: 0.5504, IoU.mountain: 0.5643, IoU.plant: 0.5130, IoU.curtain: 0.6576, IoU.chair: 0.5404, IoU.car: 0.7981, IoU.water: 0.5569, IoU.painting: 0.6658, IoU.sofa: 0.6682, IoU.shelf: 0.3810, IoU.house: 0.4483, IoU.sea: 0.6057, IoU.mirror: 0.5967, IoU.rug: 0.5239, IoU.field: 0.3226, IoU.armchair: 0.4360, IoU.seat: 0.5704, IoU.fence: 0.3860, IoU.desk: 0.4179, IoU.rock: 0.5340, IoU.wardrobe: 0.4552, IoU.lamp: 0.5802, IoU.bathtub: 0.7460, IoU.railing: 0.3303, IoU.cushion: 0.5650, IoU.base: 0.2558, IoU.box: 0.2797, IoU.column: 0.3770, IoU.signboard: 0.3205, IoU.chest of drawers: 0.3760, IoU.counter: 0.3365, IoU.sand: 0.4673, IoU.sink: 0.7035, IoU.skyscraper: 0.4625, IoU.fireplace: 0.6444, IoU.refrigerator: 0.5991, IoU.grandstand: 0.5260, IoU.path: 0.1919, IoU.stairs: 0.2982, IoU.runway: 0.6626, IoU.case: 0.5552, IoU.pool table: 0.8625, IoU.pillow: 0.5519, IoU.screen door: 0.5324, IoU.stairway: 0.4797, IoU.river: 0.1487, IoU.bridge: 0.4305, IoU.bookcase: 0.3405, IoU.blind: 0.2518, IoU.coffee table: 0.5972, IoU.toilet: 0.7868, IoU.flower: 0.3870, IoU.book: 0.4706, IoU.hill: 0.0597, IoU.bench: 0.4607, IoU.countertop: 0.5539, IoU.stove: 0.7091, IoU.palm: 0.4729, IoU.kitchen island: 0.4026, IoU.computer: 0.6437, IoU.swivel chair: 0.4217, IoU.boat: 0.6173, IoU.bar: 0.5238, IoU.arcade machine: 0.6828, IoU.hovel: 0.4248, IoU.bus: 0.8496, IoU.towel: 0.6657, IoU.light: 0.3835, IoU.truck: 0.3517, IoU.tower: 0.2702, IoU.chandelier: 0.6350, IoU.awning: 0.2853, IoU.streetlight: 0.2444, IoU.booth: 0.3501, IoU.television receiver: 0.6989, IoU.airplane: 0.5504, IoU.dirt track: 0.0601, IoU.apparel: 0.5029, IoU.pole: 0.1803, IoU.land: 0.0136, IoU.bannister: 0.0792, IoU.escalator: 0.5268, IoU.ottoman: 0.4623, IoU.bottle: 0.3967, IoU.buffet: 0.4269, IoU.poster: 0.2044, IoU.stage: 0.1760, IoU.van: 0.3725, IoU.ship: 0.2978, IoU.fountain: 0.2411, IoU.conveyer belt: 0.6088, IoU.canopy: 0.3609, IoU.washer: 0.6982, IoU.plaything: 0.2816, IoU.swimming pool: 0.6071, IoU.stool: 0.3548, IoU.barrel: 0.3597, IoU.basket: 0.3642, IoU.waterfall: 0.4602, IoU.tent: 0.7994, IoU.bag: 0.1536, IoU.minibike: 0.6462, IoU.cradle: 0.7046, IoU.oven: 0.5146, IoU.ball: 0.5377, IoU.food: 0.5413, IoU.step: 0.0812, IoU.tank: 0.6164, IoU.trade name: 0.1603, IoU.microwave: 0.7219, IoU.pot: 0.4168, IoU.animal: 0.5632, IoU.bicycle: 0.5677, IoU.lake: 0.2185, IoU.dishwasher: 0.5317, IoU.screen: 0.4392, IoU.blanket: 0.1984, IoU.sculpture: 0.5857, IoU.hood: 0.5544, IoU.sconce: 0.4461, IoU.vase: 0.3860, IoU.traffic light: 0.3314, IoU.tray: 0.1062, IoU.ashcan: 0.4312, IoU.fan: 0.5671, IoU.pier: 0.3344, IoU.crt screen: 0.0739, IoU.plate: 0.5082, IoU.monitor: 0.2426, IoU.bulletin board: 0.4301, IoU.shower: 0.0212, IoU.radiator: 0.5985, IoU.glass: 0.1699, IoU.clock: 0.3606, IoU.flag: 0.5017, Acc.wall: 0.8414, Acc.building: 0.9246, Acc.sky: 0.9566, Acc.floor: 0.8754, Acc.tree: 0.8374, Acc.ceiling: 0.8818, Acc.road: 0.8818, Acc.bed : 0.9346, Acc.windowpane: 0.7531, Acc.grass: 0.8094, Acc.cabinet: 0.6945, Acc.sidewalk: 0.7373, Acc.person: 0.9120, Acc.earth: 0.4833, Acc.door: 0.5123, Acc.table: 0.7021, Acc.mountain: 0.7173, Acc.plant: 0.6251, Acc.curtain: 0.7710, Acc.chair: 0.7104, Acc.car: 0.9220, Acc.water: 0.7298, Acc.painting: 0.8315, Acc.sofa: 0.8102, Acc.shelf: 0.5243, Acc.house: 0.5669, Acc.sea: 0.7665, Acc.mirror: 0.7110, Acc.rug: 0.5780, Acc.field: 0.5016, Acc.armchair: 0.6181, Acc.seat: 0.7966, Acc.fence: 0.5007, Acc.desk: 0.6927, Acc.rock: 0.6920, Acc.wardrobe: 0.6077, Acc.lamp: 0.7345, Acc.bathtub: 0.8333, Acc.railing: 0.4543, Acc.cushion: 0.6889, Acc.base: 0.3980, Acc.box: 0.3830, Acc.column: 0.4821, Acc.signboard: 0.4722, Acc.chest of drawers: 0.5241, Acc.counter: 0.4273, Acc.sand: 0.6413, Acc.sink: 0.8014, Acc.skyscraper: 0.6244, Acc.fireplace: 0.8288, Acc.refrigerator: 0.7015, Acc.grandstand: 0.7746, Acc.path: 0.2568, Acc.stairs: 0.3421, Acc.runway: 0.8822, Acc.case: 0.7083, Acc.pool table: 0.9606, Acc.pillow: 0.6650, Acc.screen door: 0.5756, Acc.stairway: 0.6076, Acc.river: 0.2778, Acc.bridge: 0.5227, Acc.bookcase: 0.4999, Acc.blind: 0.2836, Acc.coffee table: 0.8089, Acc.toilet: 0.8815, Acc.flower: 0.5460, Acc.book: 0.6570, Acc.hill: 0.0958, Acc.bench: 0.5538, Acc.countertop: 0.7048, Acc.stove: 0.8131, Acc.palm: 0.6439, Acc.kitchen island: 0.6412, Acc.computer: 0.7938, Acc.swivel chair: 0.5900, Acc.boat: 0.7702, Acc.bar: 0.6504, Acc.arcade machine: 0.7864, Acc.hovel: 0.4992, Acc.bus: 0.9169, Acc.towel: 0.8309, Acc.light: 0.4571, Acc.truck: 0.5030, Acc.tower: 0.4296, Acc.chandelier: 0.7911, Acc.awning: 0.3593, Acc.streetlight: 0.3024, Acc.booth: 0.4527, Acc.television receiver: 0.7981, Acc.airplane: 0.6747, Acc.dirt track: 0.1237, Acc.apparel: 0.6705, Acc.pole: 0.2397, Acc.land: 0.0193, Acc.bannister: 0.1041, Acc.escalator: 0.7020, Acc.ottoman: 0.5576, Acc.bottle: 0.6504, Acc.buffet: 0.5076, Acc.poster: 0.2693, Acc.stage: 0.3774, Acc.van: 0.4884, Acc.ship: 0.3448, Acc.fountain: 0.2512, Acc.conveyer belt: 0.9534, Acc.canopy: 0.4363, Acc.washer: 0.7625, Acc.plaything: 0.4257, Acc.swimming pool: 0.7811, Acc.stool: 0.4511, Acc.barrel: 0.4795, Acc.basket: 0.4710, Acc.waterfall: 0.5336, Acc.tent: 0.9764, Acc.bag: 0.1789, Acc.minibike: 0.8596, Acc.cradle: 0.9523, Acc.oven: 0.6286, Acc.ball: 0.6306, Acc.food: 0.6440, Acc.step: 0.0890, Acc.tank: 0.7542, Acc.trade name: 0.1794, Acc.microwave: 0.7943, Acc.pot: 0.4746, Acc.animal: 0.6180, Acc.bicycle: 0.7855, Acc.lake: 0.2491, Acc.dishwasher: 0.5858, Acc.screen: 0.5885, Acc.blanket: 0.2294, Acc.sculpture: 0.7616, Acc.hood: 0.6077, Acc.sconce: 0.5649, Acc.vase: 0.5727, Acc.traffic light: 0.4757, Acc.tray: 0.1316, Acc.ashcan: 0.5448, Acc.fan: 0.7382, Acc.pier: 0.4128, Acc.crt screen: 0.1605, Acc.plate: 0.6749, Acc.monitor: 0.2864, Acc.bulletin board: 0.5584, Acc.shower: 0.0369, Acc.radiator: 0.6960, Acc.glass: 0.1887, Acc.clock: 0.4043, Acc.flag: 0.5929 2023-12-01 00:01:12,520 - mmseg - INFO - Iter [61050/80000] lr: 9.476e-06, eta: 1:43:00, time: 1.222, data_time: 1.017, memory: 14238, decode.loss_ce: 0.4924, decode.acc_seg: 80.8726, loss: 0.4924 2023-12-01 00:01:23,138 - mmseg - INFO - Iter [61100/80000] lr: 9.451e-06, eta: 1:42:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4763, decode.acc_seg: 81.9891, loss: 0.4763 2023-12-01 00:01:33,754 - mmseg - INFO - Iter [61150/80000] lr: 9.426e-06, eta: 1:42:24, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5016, decode.acc_seg: 80.6196, loss: 0.5016 2023-12-01 00:01:44,634 - mmseg - INFO - Iter [61200/80000] lr: 9.400e-06, eta: 1:42:06, time: 0.218, data_time: 0.012, memory: 14238, decode.loss_ce: 0.4930, decode.acc_seg: 80.9870, loss: 0.4930 2023-12-01 00:01:55,241 - mmseg - INFO - Iter [61250/80000] lr: 9.376e-06, eta: 1:41:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5081, decode.acc_seg: 80.9251, loss: 0.5081 2023-12-01 00:02:05,842 - mmseg - INFO - Iter [61300/80000] lr: 9.350e-06, eta: 1:41:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4910, decode.acc_seg: 81.4634, loss: 0.4910 2023-12-01 00:02:16,437 - mmseg - INFO - Iter [61350/80000] lr: 9.326e-06, eta: 1:41:12, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5136, decode.acc_seg: 80.6270, loss: 0.5136 2023-12-01 00:02:27,039 - mmseg - INFO - Iter [61400/80000] lr: 9.301e-06, eta: 1:40:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5153, decode.acc_seg: 80.7405, loss: 0.5153 2023-12-01 00:02:37,635 - mmseg - INFO - Iter [61450/80000] lr: 9.276e-06, eta: 1:40:36, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4968, decode.acc_seg: 81.1004, loss: 0.4968 2023-12-01 00:02:48,237 - mmseg - INFO - Iter [61500/80000] lr: 9.251e-06, eta: 1:40:18, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5011, decode.acc_seg: 80.5387, loss: 0.5011 2023-12-01 00:02:58,833 - mmseg - INFO - Iter [61550/80000] lr: 9.226e-06, eta: 1:40:00, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5300, decode.acc_seg: 79.8516, loss: 0.5300 2023-12-01 00:03:09,429 - mmseg - INFO - Iter [61600/80000] lr: 9.200e-06, eta: 1:39:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5094, decode.acc_seg: 80.2901, loss: 0.5094 2023-12-01 00:03:20,026 - mmseg - INFO - Iter [61650/80000] lr: 9.175e-06, eta: 1:39:24, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5211, decode.acc_seg: 80.0375, loss: 0.5211 2023-12-01 00:03:30,627 - mmseg - INFO - Iter [61700/80000] lr: 9.150e-06, eta: 1:39:06, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5049, decode.acc_seg: 80.3698, loss: 0.5049 2023-12-01 00:03:41,224 - mmseg - INFO - Iter [61750/80000] lr: 9.126e-06, eta: 1:38:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4937, decode.acc_seg: 81.0370, loss: 0.4937 2023-12-01 00:03:51,822 - mmseg - INFO - Iter [61800/80000] lr: 9.101e-06, eta: 1:38:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5086, decode.acc_seg: 80.3580, loss: 0.5086 2023-12-01 00:04:02,418 - mmseg - INFO - Iter [61850/80000] lr: 9.076e-06, eta: 1:38:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4860, decode.acc_seg: 81.7291, loss: 0.4860 2023-12-01 00:04:15,306 - mmseg - INFO - Iter [61900/80000] lr: 9.051e-06, eta: 1:37:55, time: 0.258, data_time: 0.050, memory: 14238, decode.loss_ce: 0.5314, decode.acc_seg: 80.0261, loss: 0.5314 2023-12-01 00:04:25,891 - mmseg - INFO - Iter [61950/80000] lr: 9.026e-06, eta: 1:37:38, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4911, decode.acc_seg: 81.4766, loss: 0.4911 2023-12-01 00:04:36,459 - mmseg - INFO - Saving checkpoint at 62000 iterations 2023-12-01 00:05:09,805 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:05:09,805 - mmseg - INFO - Iter [62000/80000] lr: 9.000e-06, eta: 1:37:29, time: 0.879, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5081, decode.acc_seg: 81.5116, loss: 0.5081 2023-12-01 00:05:59,906 - mmseg - INFO - per class results: 2023-12-01 00:05:59,913 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 71.02 | 85.13 | | building | 80.17 | 91.86 | | sky | 90.14 | 95.5 | | floor | 74.75 | 87.57 | | tree | 69.78 | 83.27 | | ceiling | 77.49 | 87.97 | | road | 78.67 | 87.97 | | bed | 84.61 | 94.1 | | windowpane | 58.43 | 76.42 | | grass | 65.77 | 81.09 | | cabinet | 55.32 | 69.63 | | sidewalk | 56.98 | 72.31 | | person | 76.49 | 90.69 | | earth | 35.46 | 47.94 | | door | 40.7 | 50.44 | | table | 55.11 | 71.9 | | mountain | 56.53 | 70.09 | | plant | 51.37 | 62.2 | | curtain | 65.62 | 77.6 | | chair | 54.27 | 70.85 | | car | 79.74 | 92.62 | | water | 56.3 | 74.41 | | painting | 66.67 | 82.23 | | sofa | 67.06 | 81.57 | | shelf | 38.37 | 54.01 | | house | 46.35 | 62.22 | | sea | 60.56 | 76.76 | | mirror | 59.52 | 71.0 | | rug | 53.03 | 58.89 | | field | 32.86 | 51.25 | | armchair | 43.54 | 60.43 | | seat | 57.63 | 79.55 | | fence | 38.72 | 50.39 | | desk | 42.25 | 68.03 | | rock | 53.97 | 70.83 | | wardrobe | 46.14 | 62.97 | | lamp | 58.0 | 71.98 | | bathtub | 74.68 | 83.06 | | railing | 32.49 | 44.1 | | cushion | 56.8 | 69.96 | | base | 25.23 | 38.76 | | box | 26.51 | 34.3 | | column | 36.8 | 46.38 | | signboard | 32.75 | 48.08 | | chest of drawers | 38.05 | 52.25 | | counter | 34.7 | 44.94 | | sand | 45.98 | 62.61 | | sink | 70.32 | 78.75 | | skyscraper | 46.0 | 61.83 | | fireplace | 64.37 | 82.11 | | refrigerator | 59.39 | 69.11 | | grandstand | 52.81 | 76.57 | | path | 19.87 | 27.21 | | stairs | 29.49 | 33.37 | | runway | 66.11 | 87.79 | | case | 55.53 | 69.43 | | pool table | 86.78 | 95.89 | | pillow | 53.85 | 63.64 | | screen door | 53.58 | 57.76 | | stairway | 47.58 | 62.04 | | river | 13.77 | 23.47 | | bridge | 44.29 | 52.55 | | bookcase | 33.96 | 48.63 | | blind | 23.83 | 26.55 | | coffee table | 60.12 | 80.1 | | toilet | 78.96 | 87.11 | | flower | 38.49 | 55.33 | | book | 47.24 | 66.11 | | hill | 6.05 | 9.39 | | bench | 46.17 | 56.52 | | countertop | 55.45 | 72.03 | | stove | 70.76 | 80.02 | | palm | 47.93 | 67.38 | | kitchen island | 39.8 | 65.22 | | computer | 64.47 | 81.12 | | swivel chair | 41.44 | 55.56 | | boat | 62.14 | 77.62 | | bar | 51.98 | 63.18 | | arcade machine | 67.23 | 76.69 | | hovel | 41.41 | 48.72 | | bus | 84.94 | 92.01 | | towel | 66.74 | 81.95 | | light | 37.58 | 44.04 | | truck | 34.84 | 50.85 | | tower | 27.45 | 43.65 | | chandelier | 63.57 | 78.81 | | awning | 29.23 | 36.74 | | streetlight | 24.43 | 30.81 | | booth | 34.89 | 45.17 | | television receiver | 69.81 | 79.57 | | airplane | 54.45 | 67.72 | | dirt track | 5.44 | 11.7 | | apparel | 48.99 | 62.32 | | pole | 16.73 | 21.26 | | land | 1.63 | 2.38 | | bannister | 6.79 | 8.84 | | escalator | 52.48 | 68.15 | | ottoman | 46.4 | 56.18 | | bottle | 39.48 | 63.05 | | buffet | 41.82 | 49.01 | | poster | 20.31 | 26.61 | | stage | 17.18 | 36.05 | | van | 36.35 | 47.25 | | ship | 26.51 | 30.29 | | fountain | 23.43 | 24.43 | | conveyer belt | 63.34 | 95.05 | | canopy | 35.06 | 41.98 | | washer | 70.59 | 77.21 | | plaything | 28.71 | 45.2 | | swimming pool | 60.66 | 76.99 | | stool | 34.94 | 42.6 | | barrel | 37.29 | 50.69 | | basket | 36.12 | 47.0 | | waterfall | 45.67 | 53.23 | | tent | 80.53 | 97.56 | | bag | 15.64 | 18.23 | | minibike | 64.45 | 85.9 | | cradle | 72.64 | 94.02 | | oven | 50.56 | 59.92 | | ball | 54.23 | 64.31 | | food | 52.41 | 61.61 | | step | 8.16 | 9.0 | | tank | 62.21 | 76.68 | | trade name | 17.94 | 20.51 | | microwave | 71.87 | 78.96 | | pot | 40.68 | 45.88 | | animal | 56.77 | 63.12 | | bicycle | 57.05 | 78.69 | | lake | 23.01 | 26.77 | | dishwasher | 52.78 | 56.93 | | screen | 43.78 | 60.2 | | blanket | 20.85 | 24.23 | | sculpture | 58.01 | 75.96 | | hood | 51.65 | 55.4 | | sconce | 44.03 | 54.67 | | vase | 38.7 | 55.45 | | traffic light | 33.17 | 45.18 | | tray | 10.22 | 12.57 | | ashcan | 43.17 | 56.13 | | fan | 55.84 | 69.64 | | pier | 33.31 | 42.49 | | crt screen | 5.84 | 11.8 | | plate | 50.32 | 64.69 | | monitor | 22.43 | 26.11 | | bulletin board | 42.88 | 54.03 | | shower | 2.13 | 3.5 | | radiator | 59.97 | 69.25 | | glass | 16.38 | 17.98 | | clock | 34.03 | 37.11 | | flag | 48.12 | 56.36 | +---------------------+-------+-------+ 2023-12-01 00:05:59,913 - mmseg - INFO - Summary: 2023-12-01 00:05:59,914 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.32 | 47.09 | 58.84 | +-------+-------+-------+ 2023-12-01 00:06:00,713 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_60000.pth was removed 2023-12-01 00:06:38,307 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_62000.pth. 2023-12-01 00:06:38,307 - mmseg - INFO - Best aAcc is 0.8032 at 62000 iter. 2023-12-01 00:06:38,308 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:06:38,308 - mmseg - INFO - Iter(val) [250] aAcc: 0.8032, mIoU: 0.4709, mAcc: 0.5884, IoU.wall: 0.7102, IoU.building: 0.8017, IoU.sky: 0.9014, IoU.floor: 0.7475, IoU.tree: 0.6978, IoU.ceiling: 0.7749, IoU.road: 0.7867, IoU.bed : 0.8461, IoU.windowpane: 0.5843, IoU.grass: 0.6577, IoU.cabinet: 0.5532, IoU.sidewalk: 0.5698, IoU.person: 0.7649, IoU.earth: 0.3546, IoU.door: 0.4070, IoU.table: 0.5511, IoU.mountain: 0.5653, IoU.plant: 0.5137, IoU.curtain: 0.6562, IoU.chair: 0.5427, IoU.car: 0.7974, IoU.water: 0.5630, IoU.painting: 0.6667, IoU.sofa: 0.6706, IoU.shelf: 0.3837, IoU.house: 0.4635, IoU.sea: 0.6056, IoU.mirror: 0.5952, IoU.rug: 0.5303, IoU.field: 0.3286, IoU.armchair: 0.4354, IoU.seat: 0.5763, IoU.fence: 0.3872, IoU.desk: 0.4225, IoU.rock: 0.5397, IoU.wardrobe: 0.4614, IoU.lamp: 0.5800, IoU.bathtub: 0.7468, IoU.railing: 0.3249, IoU.cushion: 0.5680, IoU.base: 0.2523, IoU.box: 0.2651, IoU.column: 0.3680, IoU.signboard: 0.3275, IoU.chest of drawers: 0.3805, IoU.counter: 0.3470, IoU.sand: 0.4598, IoU.sink: 0.7032, IoU.skyscraper: 0.4600, IoU.fireplace: 0.6437, IoU.refrigerator: 0.5939, IoU.grandstand: 0.5281, IoU.path: 0.1987, IoU.stairs: 0.2949, IoU.runway: 0.6611, IoU.case: 0.5553, IoU.pool table: 0.8678, IoU.pillow: 0.5385, IoU.screen door: 0.5358, IoU.stairway: 0.4758, IoU.river: 0.1377, IoU.bridge: 0.4429, IoU.bookcase: 0.3396, IoU.blind: 0.2383, IoU.coffee table: 0.6012, IoU.toilet: 0.7896, IoU.flower: 0.3849, IoU.book: 0.4724, IoU.hill: 0.0605, IoU.bench: 0.4617, IoU.countertop: 0.5545, IoU.stove: 0.7076, IoU.palm: 0.4793, IoU.kitchen island: 0.3980, IoU.computer: 0.6447, IoU.swivel chair: 0.4144, IoU.boat: 0.6214, IoU.bar: 0.5198, IoU.arcade machine: 0.6723, IoU.hovel: 0.4141, IoU.bus: 0.8494, IoU.towel: 0.6674, IoU.light: 0.3758, IoU.truck: 0.3484, IoU.tower: 0.2745, IoU.chandelier: 0.6357, IoU.awning: 0.2923, IoU.streetlight: 0.2443, IoU.booth: 0.3489, IoU.television receiver: 0.6981, IoU.airplane: 0.5445, IoU.dirt track: 0.0544, IoU.apparel: 0.4899, IoU.pole: 0.1673, IoU.land: 0.0163, IoU.bannister: 0.0679, IoU.escalator: 0.5248, IoU.ottoman: 0.4640, IoU.bottle: 0.3948, IoU.buffet: 0.4182, IoU.poster: 0.2031, IoU.stage: 0.1718, IoU.van: 0.3635, IoU.ship: 0.2651, IoU.fountain: 0.2343, IoU.conveyer belt: 0.6334, IoU.canopy: 0.3506, IoU.washer: 0.7059, IoU.plaything: 0.2871, IoU.swimming pool: 0.6066, IoU.stool: 0.3494, IoU.barrel: 0.3729, IoU.basket: 0.3612, IoU.waterfall: 0.4567, IoU.tent: 0.8053, IoU.bag: 0.1564, IoU.minibike: 0.6445, IoU.cradle: 0.7264, IoU.oven: 0.5056, IoU.ball: 0.5423, IoU.food: 0.5241, IoU.step: 0.0816, IoU.tank: 0.6221, IoU.trade name: 0.1794, IoU.microwave: 0.7187, IoU.pot: 0.4068, IoU.animal: 0.5677, IoU.bicycle: 0.5705, IoU.lake: 0.2301, IoU.dishwasher: 0.5278, IoU.screen: 0.4378, IoU.blanket: 0.2085, IoU.sculpture: 0.5801, IoU.hood: 0.5165, IoU.sconce: 0.4403, IoU.vase: 0.3870, IoU.traffic light: 0.3317, IoU.tray: 0.1022, IoU.ashcan: 0.4317, IoU.fan: 0.5584, IoU.pier: 0.3331, IoU.crt screen: 0.0584, IoU.plate: 0.5032, IoU.monitor: 0.2243, IoU.bulletin board: 0.4288, IoU.shower: 0.0213, IoU.radiator: 0.5997, IoU.glass: 0.1638, IoU.clock: 0.3403, IoU.flag: 0.4812, Acc.wall: 0.8513, Acc.building: 0.9186, Acc.sky: 0.9550, Acc.floor: 0.8757, Acc.tree: 0.8327, Acc.ceiling: 0.8797, Acc.road: 0.8797, Acc.bed : 0.9410, Acc.windowpane: 0.7642, Acc.grass: 0.8109, Acc.cabinet: 0.6963, Acc.sidewalk: 0.7231, Acc.person: 0.9069, Acc.earth: 0.4794, Acc.door: 0.5044, Acc.table: 0.7190, Acc.mountain: 0.7009, Acc.plant: 0.6220, Acc.curtain: 0.7760, Acc.chair: 0.7085, Acc.car: 0.9262, Acc.water: 0.7441, Acc.painting: 0.8223, Acc.sofa: 0.8157, Acc.shelf: 0.5401, Acc.house: 0.6222, Acc.sea: 0.7676, Acc.mirror: 0.7100, Acc.rug: 0.5889, Acc.field: 0.5125, Acc.armchair: 0.6043, Acc.seat: 0.7955, Acc.fence: 0.5039, Acc.desk: 0.6803, Acc.rock: 0.7083, Acc.wardrobe: 0.6297, Acc.lamp: 0.7198, Acc.bathtub: 0.8306, Acc.railing: 0.4410, Acc.cushion: 0.6996, Acc.base: 0.3876, Acc.box: 0.3430, Acc.column: 0.4638, Acc.signboard: 0.4808, Acc.chest of drawers: 0.5225, Acc.counter: 0.4494, Acc.sand: 0.6261, Acc.sink: 0.7875, Acc.skyscraper: 0.6183, Acc.fireplace: 0.8211, Acc.refrigerator: 0.6911, Acc.grandstand: 0.7657, Acc.path: 0.2721, Acc.stairs: 0.3337, Acc.runway: 0.8779, Acc.case: 0.6943, Acc.pool table: 0.9589, Acc.pillow: 0.6364, Acc.screen door: 0.5776, Acc.stairway: 0.6204, Acc.river: 0.2347, Acc.bridge: 0.5255, Acc.bookcase: 0.4863, Acc.blind: 0.2655, Acc.coffee table: 0.8010, Acc.toilet: 0.8711, Acc.flower: 0.5533, Acc.book: 0.6611, Acc.hill: 0.0939, Acc.bench: 0.5652, Acc.countertop: 0.7203, Acc.stove: 0.8002, Acc.palm: 0.6738, Acc.kitchen island: 0.6522, Acc.computer: 0.8112, Acc.swivel chair: 0.5556, Acc.boat: 0.7762, Acc.bar: 0.6318, Acc.arcade machine: 0.7669, Acc.hovel: 0.4872, Acc.bus: 0.9201, Acc.towel: 0.8195, Acc.light: 0.4404, Acc.truck: 0.5085, Acc.tower: 0.4365, Acc.chandelier: 0.7881, Acc.awning: 0.3674, Acc.streetlight: 0.3081, Acc.booth: 0.4517, Acc.television receiver: 0.7957, Acc.airplane: 0.6772, Acc.dirt track: 0.1170, Acc.apparel: 0.6232, Acc.pole: 0.2126, Acc.land: 0.0238, Acc.bannister: 0.0884, Acc.escalator: 0.6815, Acc.ottoman: 0.5618, Acc.bottle: 0.6305, Acc.buffet: 0.4901, Acc.poster: 0.2661, Acc.stage: 0.3605, Acc.van: 0.4725, Acc.ship: 0.3029, Acc.fountain: 0.2443, Acc.conveyer belt: 0.9505, Acc.canopy: 0.4198, Acc.washer: 0.7721, Acc.plaything: 0.4520, Acc.swimming pool: 0.7699, Acc.stool: 0.4260, Acc.barrel: 0.5069, Acc.basket: 0.4700, Acc.waterfall: 0.5323, Acc.tent: 0.9756, Acc.bag: 0.1823, Acc.minibike: 0.8590, Acc.cradle: 0.9402, Acc.oven: 0.5992, Acc.ball: 0.6431, Acc.food: 0.6161, Acc.step: 0.0900, Acc.tank: 0.7668, Acc.trade name: 0.2051, Acc.microwave: 0.7896, Acc.pot: 0.4588, Acc.animal: 0.6312, Acc.bicycle: 0.7869, Acc.lake: 0.2677, Acc.dishwasher: 0.5693, Acc.screen: 0.6020, Acc.blanket: 0.2423, Acc.sculpture: 0.7596, Acc.hood: 0.5540, Acc.sconce: 0.5467, Acc.vase: 0.5545, Acc.traffic light: 0.4518, Acc.tray: 0.1257, Acc.ashcan: 0.5613, Acc.fan: 0.6964, Acc.pier: 0.4249, Acc.crt screen: 0.1180, Acc.plate: 0.6469, Acc.monitor: 0.2611, Acc.bulletin board: 0.5403, Acc.shower: 0.0350, Acc.radiator: 0.6925, Acc.glass: 0.1798, Acc.clock: 0.3711, Acc.flag: 0.5636 2023-12-01 00:06:49,407 - mmseg - INFO - Iter [62050/80000] lr: 8.975e-06, eta: 1:37:37, time: 1.992, data_time: 1.787, memory: 14238, decode.loss_ce: 0.5032, decode.acc_seg: 81.1466, loss: 0.5032 2023-12-01 00:06:59,995 - mmseg - INFO - Iter [62100/80000] lr: 8.951e-06, eta: 1:37:19, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5022, decode.acc_seg: 81.3499, loss: 0.5022 2023-12-01 00:07:10,814 - mmseg - INFO - Iter [62150/80000] lr: 8.925e-06, eta: 1:37:01, time: 0.216, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4900, decode.acc_seg: 81.4128, loss: 0.4900 2023-12-01 00:07:21,407 - mmseg - INFO - Iter [62200/80000] lr: 8.901e-06, eta: 1:36:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5042, decode.acc_seg: 80.8430, loss: 0.5042 2023-12-01 00:07:32,006 - mmseg - INFO - Iter [62250/80000] lr: 8.876e-06, eta: 1:36:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4892, decode.acc_seg: 81.2618, loss: 0.4892 2023-12-01 00:07:42,602 - mmseg - INFO - Iter [62300/80000] lr: 8.851e-06, eta: 1:36:08, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5224, decode.acc_seg: 80.0425, loss: 0.5224 2023-12-01 00:07:53,194 - mmseg - INFO - Iter [62350/80000] lr: 8.826e-06, eta: 1:35:50, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5025, decode.acc_seg: 80.8154, loss: 0.5025 2023-12-01 00:08:03,782 - mmseg - INFO - Iter [62400/80000] lr: 8.801e-06, eta: 1:35:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4768, decode.acc_seg: 81.7846, loss: 0.4768 2023-12-01 00:08:14,377 - mmseg - INFO - Iter [62450/80000] lr: 8.775e-06, eta: 1:35:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4951, decode.acc_seg: 81.0091, loss: 0.4951 2023-12-01 00:08:24,972 - mmseg - INFO - Iter [62500/80000] lr: 8.751e-06, eta: 1:34:56, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5152, decode.acc_seg: 80.8473, loss: 0.5152 2023-12-01 00:08:35,569 - mmseg - INFO - Iter [62550/80000] lr: 8.725e-06, eta: 1:34:38, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4902, decode.acc_seg: 81.4306, loss: 0.4902 2023-12-01 00:08:46,167 - mmseg - INFO - Iter [62600/80000] lr: 8.701e-06, eta: 1:34:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5040, decode.acc_seg: 81.2354, loss: 0.5040 2023-12-01 00:08:56,770 - mmseg - INFO - Iter [62650/80000] lr: 8.676e-06, eta: 1:34:02, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4564, decode.acc_seg: 82.5815, loss: 0.4564 2023-12-01 00:09:07,373 - mmseg - INFO - Iter [62700/80000] lr: 8.651e-06, eta: 1:33:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5173, decode.acc_seg: 80.2324, loss: 0.5173 2023-12-01 00:09:17,979 - mmseg - INFO - Iter [62750/80000] lr: 8.626e-06, eta: 1:33:27, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5159, decode.acc_seg: 80.7222, loss: 0.5159 2023-12-01 00:09:28,579 - mmseg - INFO - Iter [62800/80000] lr: 8.601e-06, eta: 1:33:09, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5221, decode.acc_seg: 80.3825, loss: 0.5221 2023-12-01 00:09:39,178 - mmseg - INFO - Iter [62850/80000] lr: 8.575e-06, eta: 1:32:51, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5035, decode.acc_seg: 81.1406, loss: 0.5035 2023-12-01 00:09:49,775 - mmseg - INFO - Iter [62900/80000] lr: 8.550e-06, eta: 1:32:33, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5185, decode.acc_seg: 80.2437, loss: 0.5185 2023-12-01 00:10:00,374 - mmseg - INFO - Iter [62950/80000] lr: 8.525e-06, eta: 1:32:16, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4812, decode.acc_seg: 81.6843, loss: 0.4812 2023-12-01 00:10:12,144 - mmseg - INFO - Saving checkpoint at 63000 iterations 2023-12-01 00:10:46,304 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:10:46,304 - mmseg - INFO - Iter [63000/80000] lr: 8.501e-06, eta: 1:32:08, time: 0.919, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5045, decode.acc_seg: 81.0561, loss: 0.5045 2023-12-01 00:11:36,355 - mmseg - INFO - per class results: 2023-12-01 00:11:36,362 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.9 | 85.21 | | building | 80.11 | 91.6 | | sky | 89.86 | 95.89 | | floor | 74.78 | 87.88 | | tree | 69.75 | 83.16 | | ceiling | 77.36 | 89.36 | | road | 78.39 | 88.65 | | bed | 84.98 | 93.41 | | windowpane | 58.32 | 74.65 | | grass | 65.63 | 80.69 | | cabinet | 55.43 | 68.04 | | sidewalk | 56.58 | 71.27 | | person | 76.52 | 90.54 | | earth | 35.28 | 48.35 | | door | 40.56 | 49.94 | | table | 55.15 | 69.16 | | mountain | 56.62 | 72.1 | | plant | 51.05 | 61.48 | | curtain | 65.57 | 77.22 | | chair | 54.01 | 69.24 | | car | 79.92 | 92.17 | | water | 55.47 | 72.74 | | painting | 66.94 | 81.3 | | sofa | 66.8 | 81.03 | | shelf | 38.09 | 52.77 | | house | 46.36 | 62.7 | | sea | 60.14 | 78.95 | | mirror | 59.64 | 72.04 | | rug | 51.86 | 57.1 | | field | 32.67 | 51.61 | | armchair | 43.66 | 62.3 | | seat | 57.4 | 79.07 | | fence | 38.95 | 50.72 | | desk | 42.47 | 67.62 | | rock | 53.5 | 68.79 | | wardrobe | 45.73 | 60.87 | | lamp | 57.91 | 72.3 | | bathtub | 74.42 | 81.95 | | railing | 33.33 | 46.49 | | cushion | 56.66 | 71.36 | | base | 24.75 | 37.82 | | box | 26.59 | 34.16 | | column | 37.0 | 47.17 | | signboard | 32.57 | 47.88 | | chest of drawers | 38.25 | 53.3 | | counter | 33.66 | 42.96 | | sand | 45.67 | 62.18 | | sink | 70.21 | 78.26 | | skyscraper | 46.01 | 62.99 | | fireplace | 64.35 | 82.39 | | refrigerator | 59.68 | 69.29 | | grandstand | 53.36 | 76.71 | | path | 19.81 | 27.23 | | stairs | 31.07 | 35.46 | | runway | 65.92 | 87.68 | | case | 55.62 | 69.25 | | pool table | 86.55 | 96.05 | | pillow | 54.26 | 63.85 | | screen door | 55.58 | 61.26 | | stairway | 47.62 | 61.46 | | river | 14.45 | 24.75 | | bridge | 44.26 | 52.56 | | bookcase | 34.08 | 50.09 | | blind | 24.15 | 26.96 | | coffee table | 59.91 | 80.48 | | toilet | 78.82 | 87.7 | | flower | 38.51 | 55.02 | | book | 47.13 | 65.74 | | hill | 5.95 | 9.62 | | bench | 46.08 | 55.55 | | countertop | 55.34 | 71.42 | | stove | 70.91 | 79.62 | | palm | 47.27 | 65.02 | | kitchen island | 39.93 | 65.71 | | computer | 64.2 | 79.21 | | swivel chair | 41.81 | 57.01 | | boat | 61.43 | 77.44 | | bar | 53.25 | 65.94 | | arcade machine | 67.1 | 76.09 | | hovel | 40.66 | 47.68 | | bus | 84.99 | 92.01 | | towel | 66.64 | 82.49 | | light | 35.05 | 39.81 | | truck | 35.03 | 49.23 | | tower | 26.91 | 41.91 | | chandelier | 63.05 | 75.91 | | awning | 28.43 | 35.44 | | streetlight | 24.3 | 30.24 | | booth | 35.11 | 45.2 | | television receiver | 69.85 | 79.19 | | airplane | 54.95 | 66.58 | | dirt track | 5.51 | 12.21 | | apparel | 49.6 | 64.86 | | pole | 17.87 | 23.43 | | land | 1.59 | 2.3 | | bannister | 7.92 | 10.52 | | escalator | 52.86 | 69.15 | | ottoman | 46.3 | 55.28 | | bottle | 39.59 | 63.36 | | buffet | 42.61 | 50.25 | | poster | 19.92 | 25.07 | | stage | 17.65 | 37.54 | | van | 34.76 | 43.91 | | ship | 25.89 | 29.46 | | fountain | 24.34 | 25.41 | | conveyer belt | 62.55 | 95.21 | | canopy | 37.69 | 45.2 | | washer | 69.96 | 76.2 | | plaything | 29.29 | 43.19 | | swimming pool | 60.52 | 76.95 | | stool | 35.04 | 43.43 | | barrel | 36.65 | 48.3 | | basket | 36.17 | 45.52 | | waterfall | 45.98 | 53.81 | | tent | 80.98 | 97.43 | | bag | 15.22 | 17.58 | | minibike | 64.7 | 85.79 | | cradle | 72.54 | 93.91 | | oven | 51.85 | 62.55 | | ball | 54.97 | 65.69 | | food | 53.91 | 64.2 | | step | 7.75 | 8.42 | | tank | 61.53 | 73.8 | | trade name | 18.19 | 20.83 | | microwave | 70.23 | 76.35 | | pot | 41.13 | 46.48 | | animal | 56.2 | 61.57 | | bicycle | 57.21 | 79.02 | | lake | 23.76 | 27.54 | | dishwasher | 53.46 | 57.9 | | screen | 43.5 | 59.37 | | blanket | 22.52 | 26.52 | | sculpture | 58.79 | 75.13 | | hood | 54.33 | 59.0 | | sconce | 43.68 | 54.21 | | vase | 38.61 | 55.97 | | traffic light | 32.98 | 43.81 | | tray | 10.34 | 12.83 | | ashcan | 43.15 | 54.22 | | fan | 56.21 | 71.41 | | pier | 33.44 | 41.46 | | crt screen | 6.1 | 12.36 | | plate | 51.26 | 69.46 | | monitor | 21.91 | 25.3 | | bulletin board | 42.19 | 54.4 | | shower | 2.25 | 3.96 | | radiator | 59.78 | 68.25 | | glass | 17.27 | 19.3 | | clock | 34.18 | 37.4 | | flag | 48.4 | 56.25 | +---------------------+-------+-------+ 2023-12-01 00:11:36,363 - mmseg - INFO - Summary: 2023-12-01 00:11:36,363 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.28 | 47.14 | 58.81 | +-------+-------+-------+ 2023-12-01 00:11:36,364 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:11:36,364 - mmseg - INFO - Iter(val) [250] aAcc: 0.8028, mIoU: 0.4714, mAcc: 0.5881, IoU.wall: 0.7090, IoU.building: 0.8011, IoU.sky: 0.8986, IoU.floor: 0.7478, IoU.tree: 0.6975, IoU.ceiling: 0.7736, IoU.road: 0.7839, IoU.bed : 0.8498, IoU.windowpane: 0.5832, IoU.grass: 0.6563, IoU.cabinet: 0.5543, IoU.sidewalk: 0.5658, IoU.person: 0.7652, IoU.earth: 0.3528, IoU.door: 0.4056, IoU.table: 0.5515, IoU.mountain: 0.5662, IoU.plant: 0.5105, IoU.curtain: 0.6557, IoU.chair: 0.5401, IoU.car: 0.7992, IoU.water: 0.5547, IoU.painting: 0.6694, IoU.sofa: 0.6680, IoU.shelf: 0.3809, IoU.house: 0.4636, IoU.sea: 0.6014, IoU.mirror: 0.5964, IoU.rug: 0.5186, IoU.field: 0.3267, IoU.armchair: 0.4366, IoU.seat: 0.5740, IoU.fence: 0.3895, IoU.desk: 0.4247, IoU.rock: 0.5350, IoU.wardrobe: 0.4573, IoU.lamp: 0.5791, IoU.bathtub: 0.7442, IoU.railing: 0.3333, IoU.cushion: 0.5666, IoU.base: 0.2475, IoU.box: 0.2659, IoU.column: 0.3700, IoU.signboard: 0.3257, IoU.chest of drawers: 0.3825, IoU.counter: 0.3366, IoU.sand: 0.4567, IoU.sink: 0.7021, IoU.skyscraper: 0.4601, IoU.fireplace: 0.6435, IoU.refrigerator: 0.5968, IoU.grandstand: 0.5336, IoU.path: 0.1981, IoU.stairs: 0.3107, IoU.runway: 0.6592, IoU.case: 0.5562, IoU.pool table: 0.8655, IoU.pillow: 0.5426, IoU.screen door: 0.5558, IoU.stairway: 0.4762, IoU.river: 0.1445, IoU.bridge: 0.4426, IoU.bookcase: 0.3408, IoU.blind: 0.2415, IoU.coffee table: 0.5991, IoU.toilet: 0.7882, IoU.flower: 0.3851, IoU.book: 0.4713, IoU.hill: 0.0595, IoU.bench: 0.4608, IoU.countertop: 0.5534, IoU.stove: 0.7091, IoU.palm: 0.4727, IoU.kitchen island: 0.3993, IoU.computer: 0.6420, IoU.swivel chair: 0.4181, IoU.boat: 0.6143, IoU.bar: 0.5325, IoU.arcade machine: 0.6710, IoU.hovel: 0.4066, IoU.bus: 0.8499, IoU.towel: 0.6664, IoU.light: 0.3505, IoU.truck: 0.3503, IoU.tower: 0.2691, IoU.chandelier: 0.6305, IoU.awning: 0.2843, IoU.streetlight: 0.2430, IoU.booth: 0.3511, IoU.television receiver: 0.6985, IoU.airplane: 0.5495, IoU.dirt track: 0.0551, IoU.apparel: 0.4960, IoU.pole: 0.1787, IoU.land: 0.0159, IoU.bannister: 0.0792, IoU.escalator: 0.5286, IoU.ottoman: 0.4630, IoU.bottle: 0.3959, IoU.buffet: 0.4261, IoU.poster: 0.1992, IoU.stage: 0.1765, IoU.van: 0.3476, IoU.ship: 0.2589, IoU.fountain: 0.2434, IoU.conveyer belt: 0.6255, IoU.canopy: 0.3769, IoU.washer: 0.6996, IoU.plaything: 0.2929, IoU.swimming pool: 0.6052, IoU.stool: 0.3504, IoU.barrel: 0.3665, IoU.basket: 0.3617, IoU.waterfall: 0.4598, IoU.tent: 0.8098, IoU.bag: 0.1522, IoU.minibike: 0.6470, IoU.cradle: 0.7254, IoU.oven: 0.5185, IoU.ball: 0.5497, IoU.food: 0.5391, IoU.step: 0.0775, IoU.tank: 0.6153, IoU.trade name: 0.1819, IoU.microwave: 0.7023, IoU.pot: 0.4113, IoU.animal: 0.5620, IoU.bicycle: 0.5721, IoU.lake: 0.2376, IoU.dishwasher: 0.5346, IoU.screen: 0.4350, IoU.blanket: 0.2252, IoU.sculpture: 0.5879, IoU.hood: 0.5433, IoU.sconce: 0.4368, IoU.vase: 0.3861, IoU.traffic light: 0.3298, IoU.tray: 0.1034, IoU.ashcan: 0.4315, IoU.fan: 0.5621, IoU.pier: 0.3344, IoU.crt screen: 0.0610, IoU.plate: 0.5126, IoU.monitor: 0.2191, IoU.bulletin board: 0.4219, IoU.shower: 0.0225, IoU.radiator: 0.5978, IoU.glass: 0.1727, IoU.clock: 0.3418, IoU.flag: 0.4840, Acc.wall: 0.8521, Acc.building: 0.9160, Acc.sky: 0.9589, Acc.floor: 0.8788, Acc.tree: 0.8316, Acc.ceiling: 0.8936, Acc.road: 0.8865, Acc.bed : 0.9341, Acc.windowpane: 0.7465, Acc.grass: 0.8069, Acc.cabinet: 0.6804, Acc.sidewalk: 0.7127, Acc.person: 0.9054, Acc.earth: 0.4835, Acc.door: 0.4994, Acc.table: 0.6916, Acc.mountain: 0.7210, Acc.plant: 0.6148, Acc.curtain: 0.7722, Acc.chair: 0.6924, Acc.car: 0.9217, Acc.water: 0.7274, Acc.painting: 0.8130, Acc.sofa: 0.8103, Acc.shelf: 0.5277, Acc.house: 0.6270, Acc.sea: 0.7895, Acc.mirror: 0.7204, Acc.rug: 0.5710, Acc.field: 0.5161, Acc.armchair: 0.6230, Acc.seat: 0.7907, Acc.fence: 0.5072, Acc.desk: 0.6762, Acc.rock: 0.6879, Acc.wardrobe: 0.6087, Acc.lamp: 0.7230, Acc.bathtub: 0.8195, Acc.railing: 0.4649, Acc.cushion: 0.7136, Acc.base: 0.3782, Acc.box: 0.3416, Acc.column: 0.4717, Acc.signboard: 0.4788, Acc.chest of drawers: 0.5330, Acc.counter: 0.4296, Acc.sand: 0.6218, Acc.sink: 0.7826, Acc.skyscraper: 0.6299, Acc.fireplace: 0.8239, Acc.refrigerator: 0.6929, Acc.grandstand: 0.7671, Acc.path: 0.2723, Acc.stairs: 0.3546, Acc.runway: 0.8768, Acc.case: 0.6925, Acc.pool table: 0.9605, Acc.pillow: 0.6385, Acc.screen door: 0.6126, Acc.stairway: 0.6146, Acc.river: 0.2475, Acc.bridge: 0.5256, Acc.bookcase: 0.5009, Acc.blind: 0.2696, Acc.coffee table: 0.8048, Acc.toilet: 0.8770, Acc.flower: 0.5502, Acc.book: 0.6574, Acc.hill: 0.0962, Acc.bench: 0.5555, Acc.countertop: 0.7142, Acc.stove: 0.7962, Acc.palm: 0.6502, Acc.kitchen island: 0.6571, Acc.computer: 0.7921, Acc.swivel chair: 0.5701, Acc.boat: 0.7744, Acc.bar: 0.6594, Acc.arcade machine: 0.7609, Acc.hovel: 0.4768, Acc.bus: 0.9201, Acc.towel: 0.8249, Acc.light: 0.3981, Acc.truck: 0.4923, Acc.tower: 0.4191, Acc.chandelier: 0.7591, Acc.awning: 0.3544, Acc.streetlight: 0.3024, Acc.booth: 0.4520, Acc.television receiver: 0.7919, Acc.airplane: 0.6658, Acc.dirt track: 0.1221, Acc.apparel: 0.6486, Acc.pole: 0.2343, Acc.land: 0.0230, Acc.bannister: 0.1052, Acc.escalator: 0.6915, Acc.ottoman: 0.5528, Acc.bottle: 0.6336, Acc.buffet: 0.5025, Acc.poster: 0.2507, Acc.stage: 0.3754, Acc.van: 0.4391, Acc.ship: 0.2946, Acc.fountain: 0.2541, Acc.conveyer belt: 0.9521, Acc.canopy: 0.4520, Acc.washer: 0.7620, Acc.plaything: 0.4319, Acc.swimming pool: 0.7695, Acc.stool: 0.4343, Acc.barrel: 0.4830, Acc.basket: 0.4552, Acc.waterfall: 0.5381, Acc.tent: 0.9743, Acc.bag: 0.1758, Acc.minibike: 0.8579, Acc.cradle: 0.9391, Acc.oven: 0.6255, Acc.ball: 0.6569, Acc.food: 0.6420, Acc.step: 0.0842, Acc.tank: 0.7380, Acc.trade name: 0.2083, Acc.microwave: 0.7635, Acc.pot: 0.4648, Acc.animal: 0.6157, Acc.bicycle: 0.7902, Acc.lake: 0.2754, Acc.dishwasher: 0.5790, Acc.screen: 0.5937, Acc.blanket: 0.2652, Acc.sculpture: 0.7513, Acc.hood: 0.5900, Acc.sconce: 0.5421, Acc.vase: 0.5597, Acc.traffic light: 0.4381, Acc.tray: 0.1283, Acc.ashcan: 0.5422, Acc.fan: 0.7141, Acc.pier: 0.4146, Acc.crt screen: 0.1236, Acc.plate: 0.6946, Acc.monitor: 0.2530, Acc.bulletin board: 0.5440, Acc.shower: 0.0396, Acc.radiator: 0.6825, Acc.glass: 0.1930, Acc.clock: 0.3740, Acc.flag: 0.5625 2023-12-01 00:11:47,562 - mmseg - INFO - Iter [63050/80000] lr: 8.476e-06, eta: 1:32:03, time: 1.225, data_time: 1.020, memory: 14238, decode.loss_ce: 0.5086, decode.acc_seg: 80.8986, loss: 0.5086 2023-12-01 00:11:58,168 - mmseg - INFO - Iter [63100/80000] lr: 8.451e-06, eta: 1:31:46, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5055, decode.acc_seg: 80.8104, loss: 0.5055 2023-12-01 00:12:08,775 - mmseg - INFO - Iter [63150/80000] lr: 8.426e-06, eta: 1:31:28, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5121, decode.acc_seg: 80.4888, loss: 0.5121 2023-12-01 00:12:21,636 - mmseg - INFO - Iter [63200/80000] lr: 8.401e-06, eta: 1:31:11, time: 0.257, data_time: 0.051, memory: 14238, decode.loss_ce: 0.5037, decode.acc_seg: 80.8551, loss: 0.5037 2023-12-01 00:12:32,237 - mmseg - INFO - Iter [63250/80000] lr: 8.375e-06, eta: 1:30:53, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5062, decode.acc_seg: 81.1818, loss: 0.5062 2023-12-01 00:12:42,852 - mmseg - INFO - Iter [63300/80000] lr: 8.350e-06, eta: 1:30:35, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4827, decode.acc_seg: 81.5460, loss: 0.4827 2023-12-01 00:12:53,463 - mmseg - INFO - Iter [63350/80000] lr: 8.326e-06, eta: 1:30:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5105, decode.acc_seg: 80.5388, loss: 0.5105 2023-12-01 00:13:04,070 - mmseg - INFO - Iter [63400/80000] lr: 8.300e-06, eta: 1:29:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4985, decode.acc_seg: 81.5976, loss: 0.4985 2023-12-01 00:13:14,675 - mmseg - INFO - Iter [63450/80000] lr: 8.276e-06, eta: 1:29:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4993, decode.acc_seg: 81.1108, loss: 0.4993 2023-12-01 00:13:25,281 - mmseg - INFO - Iter [63500/80000] lr: 8.251e-06, eta: 1:29:24, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4863, decode.acc_seg: 81.8739, loss: 0.4863 2023-12-01 00:13:35,881 - mmseg - INFO - Iter [63550/80000] lr: 8.226e-06, eta: 1:29:06, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4907, decode.acc_seg: 81.1488, loss: 0.4907 2023-12-01 00:13:46,482 - mmseg - INFO - Iter [63600/80000] lr: 8.201e-06, eta: 1:28:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5015, decode.acc_seg: 80.9112, loss: 0.5015 2023-12-01 00:13:57,081 - mmseg - INFO - Iter [63650/80000] lr: 8.176e-06, eta: 1:28:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4954, decode.acc_seg: 81.5130, loss: 0.4954 2023-12-01 00:14:07,686 - mmseg - INFO - Iter [63700/80000] lr: 8.150e-06, eta: 1:28:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5052, decode.acc_seg: 80.8732, loss: 0.5052 2023-12-01 00:14:18,288 - mmseg - INFO - Iter [63750/80000] lr: 8.125e-06, eta: 1:27:55, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5013, decode.acc_seg: 81.2578, loss: 0.5013 2023-12-01 00:14:28,897 - mmseg - INFO - Iter [63800/80000] lr: 8.100e-06, eta: 1:27:38, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5117, decode.acc_seg: 80.9297, loss: 0.5117 2023-12-01 00:14:39,504 - mmseg - INFO - Iter [63850/80000] lr: 8.076e-06, eta: 1:27:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4860, decode.acc_seg: 81.1235, loss: 0.4860 2023-12-01 00:14:50,105 - mmseg - INFO - Iter [63900/80000] lr: 8.051e-06, eta: 1:27:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4890, decode.acc_seg: 80.8909, loss: 0.4890 2023-12-01 00:15:00,728 - mmseg - INFO - Iter [63950/80000] lr: 8.026e-06, eta: 1:26:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5058, decode.acc_seg: 80.9231, loss: 0.5058 2023-12-01 00:15:11,310 - mmseg - INFO - Saving checkpoint at 64000 iterations 2023-12-01 00:15:45,389 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:15:45,390 - mmseg - INFO - Iter [64000/80000] lr: 8.001e-06, eta: 1:26:36, time: 0.894, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4902, decode.acc_seg: 81.4148, loss: 0.4902 2023-12-01 00:16:35,546 - mmseg - INFO - per class results: 2023-12-01 00:16:35,560 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 71.02 | 85.05 | | building | 79.99 | 92.3 | | sky | 89.76 | 95.71 | | floor | 75.09 | 87.13 | | tree | 69.68 | 84.54 | | ceiling | 77.49 | 87.62 | | road | 78.66 | 87.68 | | bed | 84.74 | 93.9 | | windowpane | 58.38 | 75.75 | | grass | 65.75 | 81.08 | | cabinet | 55.49 | 68.65 | | sidewalk | 57.08 | 73.49 | | person | 76.44 | 91.02 | | earth | 35.07 | 48.26 | | door | 40.1 | 48.93 | | table | 55.09 | 70.46 | | mountain | 56.48 | 72.96 | | plant | 50.92 | 61.72 | | curtain | 65.52 | 76.2 | | chair | 54.19 | 70.66 | | car | 80.01 | 92.28 | | water | 55.71 | 72.88 | | painting | 66.54 | 83.17 | | sofa | 66.82 | 79.59 | | shelf | 37.91 | 52.57 | | house | 45.28 | 58.37 | | sea | 60.32 | 78.03 | | mirror | 59.86 | 72.66 | | rug | 51.65 | 56.68 | | field | 32.48 | 50.77 | | armchair | 43.82 | 62.73 | | seat | 57.31 | 79.68 | | fence | 38.58 | 49.62 | | desk | 41.82 | 70.24 | | rock | 52.93 | 67.91 | | wardrobe | 45.85 | 62.5 | | lamp | 58.07 | 71.5 | | bathtub | 74.57 | 82.56 | | railing | 32.9 | 44.96 | | cushion | 56.77 | 70.73 | | base | 25.41 | 39.45 | | box | 26.39 | 33.9 | | column | 36.63 | 45.91 | | signboard | 32.22 | 46.33 | | chest of drawers | 38.5 | 53.41 | | counter | 34.17 | 44.18 | | sand | 45.1 | 60.81 | | sink | 70.29 | 79.26 | | skyscraper | 46.15 | 60.99 | | fireplace | 64.51 | 81.79 | | refrigerator | 59.5 | 68.65 | | grandstand | 52.74 | 76.91 | | path | 20.45 | 28.7 | | stairs | 29.62 | 33.48 | | runway | 66.43 | 88.0 | | case | 55.89 | 70.63 | | pool table | 86.62 | 96.13 | | pillow | 54.68 | 65.08 | | screen door | 53.79 | 58.5 | | stairway | 47.61 | 61.07 | | river | 14.23 | 24.52 | | bridge | 43.44 | 50.79 | | bookcase | 33.42 | 48.76 | | blind | 23.82 | 26.48 | | coffee table | 60.12 | 79.58 | | toilet | 78.55 | 88.43 | | flower | 38.56 | 55.39 | | book | 47.45 | 68.31 | | hill | 5.87 | 8.86 | | bench | 46.25 | 57.03 | | countertop | 55.72 | 72.82 | | stove | 70.79 | 79.43 | | palm | 46.72 | 61.2 | | kitchen island | 40.49 | 64.22 | | computer | 64.1 | 78.32 | | swivel chair | 41.21 | 55.24 | | boat | 61.65 | 75.25 | | bar | 52.56 | 63.57 | | arcade machine | 67.53 | 77.08 | | hovel | 40.77 | 47.62 | | bus | 85.05 | 91.32 | | towel | 66.82 | 80.61 | | light | 37.19 | 43.36 | | truck | 35.26 | 49.47 | | tower | 25.88 | 39.62 | | chandelier | 63.62 | 78.84 | | awning | 28.31 | 35.38 | | streetlight | 23.58 | 28.67 | | booth | 34.99 | 44.64 | | television receiver | 69.85 | 78.78 | | airplane | 55.06 | 67.5 | | dirt track | 5.18 | 10.7 | | apparel | 50.5 | 67.75 | | pole | 16.48 | 20.78 | | land | 1.45 | 2.06 | | bannister | 7.71 | 10.14 | | escalator | 53.16 | 71.03 | | ottoman | 46.27 | 55.03 | | bottle | 39.79 | 64.5 | | buffet | 42.41 | 49.67 | | poster | 20.03 | 25.54 | | stage | 17.83 | 38.15 | | van | 36.54 | 46.96 | | ship | 30.16 | 34.97 | | fountain | 24.42 | 25.4 | | conveyer belt | 61.22 | 95.59 | | canopy | 35.97 | 42.81 | | washer | 70.23 | 76.68 | | plaything | 29.25 | 44.53 | | swimming pool | 60.76 | 78.68 | | stool | 35.41 | 43.74 | | barrel | 37.49 | 51.25 | | basket | 36.15 | 45.65 | | waterfall | 45.12 | 51.54 | | tent | 81.78 | 97.22 | | bag | 15.42 | 17.91 | | minibike | 64.71 | 86.17 | | cradle | 71.96 | 94.38 | | oven | 51.98 | 62.5 | | ball | 55.3 | 66.26 | | food | 54.78 | 65.9 | | step | 8.41 | 9.23 | | tank | 60.41 | 72.24 | | trade name | 16.23 | 18.15 | | microwave | 70.48 | 76.74 | | pot | 40.26 | 45.13 | | animal | 55.8 | 60.96 | | bicycle | 56.96 | 78.48 | | lake | 23.19 | 26.74 | | dishwasher | 53.13 | 57.72 | | screen | 43.61 | 60.43 | | blanket | 20.78 | 24.3 | | sculpture | 57.4 | 76.69 | | hood | 55.28 | 60.38 | | sconce | 43.7 | 54.12 | | vase | 38.72 | 56.29 | | traffic light | 32.89 | 45.6 | | tray | 9.97 | 11.99 | | ashcan | 43.05 | 53.51 | | fan | 56.63 | 72.83 | | pier | 33.54 | 41.45 | | crt screen | 5.59 | 11.42 | | plate | 51.02 | 66.83 | | monitor | 22.0 | 25.6 | | bulletin board | 42.44 | 54.78 | | shower | 2.0 | 3.78 | | radiator | 60.06 | 69.22 | | glass | 16.89 | 18.68 | | clock | 34.45 | 37.78 | | flag | 48.66 | 56.85 | +---------------------+-------+-------+ 2023-12-01 00:16:35,561 - mmseg - INFO - Summary: 2023-12-01 00:16:35,561 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 80.28 | 47.1 | 58.79 | +-------+------+-------+ 2023-12-01 00:16:35,562 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:16:35,562 - mmseg - INFO - Iter(val) [250] aAcc: 0.8028, mIoU: 0.4710, mAcc: 0.5879, IoU.wall: 0.7102, IoU.building: 0.7999, IoU.sky: 0.8976, IoU.floor: 0.7509, IoU.tree: 0.6968, IoU.ceiling: 0.7749, IoU.road: 0.7866, IoU.bed : 0.8474, IoU.windowpane: 0.5838, IoU.grass: 0.6575, IoU.cabinet: 0.5549, IoU.sidewalk: 0.5708, IoU.person: 0.7644, IoU.earth: 0.3507, IoU.door: 0.4010, IoU.table: 0.5509, IoU.mountain: 0.5648, IoU.plant: 0.5092, IoU.curtain: 0.6552, IoU.chair: 0.5419, IoU.car: 0.8001, IoU.water: 0.5571, IoU.painting: 0.6654, IoU.sofa: 0.6682, IoU.shelf: 0.3791, IoU.house: 0.4528, IoU.sea: 0.6032, IoU.mirror: 0.5986, IoU.rug: 0.5165, IoU.field: 0.3248, IoU.armchair: 0.4382, IoU.seat: 0.5731, IoU.fence: 0.3858, IoU.desk: 0.4182, IoU.rock: 0.5293, IoU.wardrobe: 0.4585, IoU.lamp: 0.5807, IoU.bathtub: 0.7457, IoU.railing: 0.3290, IoU.cushion: 0.5677, IoU.base: 0.2541, IoU.box: 0.2639, IoU.column: 0.3663, IoU.signboard: 0.3222, IoU.chest of drawers: 0.3850, IoU.counter: 0.3417, IoU.sand: 0.4510, IoU.sink: 0.7029, IoU.skyscraper: 0.4615, IoU.fireplace: 0.6451, IoU.refrigerator: 0.5950, IoU.grandstand: 0.5274, IoU.path: 0.2045, IoU.stairs: 0.2962, IoU.runway: 0.6643, IoU.case: 0.5589, IoU.pool table: 0.8662, IoU.pillow: 0.5468, IoU.screen door: 0.5379, IoU.stairway: 0.4761, IoU.river: 0.1423, IoU.bridge: 0.4344, IoU.bookcase: 0.3342, IoU.blind: 0.2382, IoU.coffee table: 0.6012, IoU.toilet: 0.7855, IoU.flower: 0.3856, IoU.book: 0.4745, IoU.hill: 0.0587, IoU.bench: 0.4625, IoU.countertop: 0.5572, IoU.stove: 0.7079, IoU.palm: 0.4672, IoU.kitchen island: 0.4049, IoU.computer: 0.6410, IoU.swivel chair: 0.4121, IoU.boat: 0.6165, IoU.bar: 0.5256, IoU.arcade machine: 0.6753, IoU.hovel: 0.4077, IoU.bus: 0.8505, IoU.towel: 0.6682, IoU.light: 0.3719, IoU.truck: 0.3526, IoU.tower: 0.2588, IoU.chandelier: 0.6362, IoU.awning: 0.2831, IoU.streetlight: 0.2358, IoU.booth: 0.3499, IoU.television receiver: 0.6985, IoU.airplane: 0.5506, IoU.dirt track: 0.0518, IoU.apparel: 0.5050, IoU.pole: 0.1648, IoU.land: 0.0145, IoU.bannister: 0.0771, IoU.escalator: 0.5316, IoU.ottoman: 0.4627, IoU.bottle: 0.3979, IoU.buffet: 0.4241, IoU.poster: 0.2003, IoU.stage: 0.1783, IoU.van: 0.3654, IoU.ship: 0.3016, IoU.fountain: 0.2442, IoU.conveyer belt: 0.6122, IoU.canopy: 0.3597, IoU.washer: 0.7023, IoU.plaything: 0.2925, IoU.swimming pool: 0.6076, IoU.stool: 0.3541, IoU.barrel: 0.3749, IoU.basket: 0.3615, IoU.waterfall: 0.4512, IoU.tent: 0.8178, IoU.bag: 0.1542, IoU.minibike: 0.6471, IoU.cradle: 0.7196, IoU.oven: 0.5198, IoU.ball: 0.5530, IoU.food: 0.5478, IoU.step: 0.0841, IoU.tank: 0.6041, IoU.trade name: 0.1623, IoU.microwave: 0.7048, IoU.pot: 0.4026, IoU.animal: 0.5580, IoU.bicycle: 0.5696, IoU.lake: 0.2319, IoU.dishwasher: 0.5313, IoU.screen: 0.4361, IoU.blanket: 0.2078, IoU.sculpture: 0.5740, IoU.hood: 0.5528, IoU.sconce: 0.4370, IoU.vase: 0.3872, IoU.traffic light: 0.3289, IoU.tray: 0.0997, IoU.ashcan: 0.4305, IoU.fan: 0.5663, IoU.pier: 0.3354, IoU.crt screen: 0.0559, IoU.plate: 0.5102, IoU.monitor: 0.2200, IoU.bulletin board: 0.4244, IoU.shower: 0.0200, IoU.radiator: 0.6006, IoU.glass: 0.1689, IoU.clock: 0.3445, IoU.flag: 0.4866, Acc.wall: 0.8505, Acc.building: 0.9230, Acc.sky: 0.9571, Acc.floor: 0.8713, Acc.tree: 0.8454, Acc.ceiling: 0.8762, Acc.road: 0.8768, Acc.bed : 0.9390, Acc.windowpane: 0.7575, Acc.grass: 0.8108, Acc.cabinet: 0.6865, Acc.sidewalk: 0.7349, Acc.person: 0.9102, Acc.earth: 0.4826, Acc.door: 0.4893, Acc.table: 0.7046, Acc.mountain: 0.7296, Acc.plant: 0.6172, Acc.curtain: 0.7620, Acc.chair: 0.7066, Acc.car: 0.9228, Acc.water: 0.7288, Acc.painting: 0.8317, Acc.sofa: 0.7959, Acc.shelf: 0.5257, Acc.house: 0.5837, Acc.sea: 0.7803, Acc.mirror: 0.7266, Acc.rug: 0.5668, Acc.field: 0.5077, Acc.armchair: 0.6273, Acc.seat: 0.7968, Acc.fence: 0.4962, Acc.desk: 0.7024, Acc.rock: 0.6791, Acc.wardrobe: 0.6250, Acc.lamp: 0.7150, Acc.bathtub: 0.8256, Acc.railing: 0.4496, Acc.cushion: 0.7073, Acc.base: 0.3945, Acc.box: 0.3390, Acc.column: 0.4591, Acc.signboard: 0.4633, Acc.chest of drawers: 0.5341, Acc.counter: 0.4418, Acc.sand: 0.6081, Acc.sink: 0.7926, Acc.skyscraper: 0.6099, Acc.fireplace: 0.8179, Acc.refrigerator: 0.6865, Acc.grandstand: 0.7691, Acc.path: 0.2870, Acc.stairs: 0.3348, Acc.runway: 0.8800, Acc.case: 0.7063, Acc.pool table: 0.9613, Acc.pillow: 0.6508, Acc.screen door: 0.5850, Acc.stairway: 0.6107, Acc.river: 0.2452, Acc.bridge: 0.5079, Acc.bookcase: 0.4876, Acc.blind: 0.2648, Acc.coffee table: 0.7958, Acc.toilet: 0.8843, Acc.flower: 0.5539, Acc.book: 0.6831, Acc.hill: 0.0886, Acc.bench: 0.5703, Acc.countertop: 0.7282, Acc.stove: 0.7943, Acc.palm: 0.6120, Acc.kitchen island: 0.6422, Acc.computer: 0.7832, Acc.swivel chair: 0.5524, Acc.boat: 0.7525, Acc.bar: 0.6357, Acc.arcade machine: 0.7708, Acc.hovel: 0.4762, Acc.bus: 0.9132, Acc.towel: 0.8061, Acc.light: 0.4336, Acc.truck: 0.4947, Acc.tower: 0.3962, Acc.chandelier: 0.7884, Acc.awning: 0.3538, Acc.streetlight: 0.2867, Acc.booth: 0.4464, Acc.television receiver: 0.7878, Acc.airplane: 0.6750, Acc.dirt track: 0.1070, Acc.apparel: 0.6775, Acc.pole: 0.2078, Acc.land: 0.0206, Acc.bannister: 0.1014, Acc.escalator: 0.7103, Acc.ottoman: 0.5503, Acc.bottle: 0.6450, Acc.buffet: 0.4967, Acc.poster: 0.2554, Acc.stage: 0.3815, Acc.van: 0.4696, Acc.ship: 0.3497, Acc.fountain: 0.2540, Acc.conveyer belt: 0.9559, Acc.canopy: 0.4281, Acc.washer: 0.7668, Acc.plaything: 0.4453, Acc.swimming pool: 0.7868, Acc.stool: 0.4374, Acc.barrel: 0.5125, Acc.basket: 0.4565, Acc.waterfall: 0.5154, Acc.tent: 0.9722, Acc.bag: 0.1791, Acc.minibike: 0.8617, Acc.cradle: 0.9438, Acc.oven: 0.6250, Acc.ball: 0.6626, Acc.food: 0.6590, Acc.step: 0.0923, Acc.tank: 0.7224, Acc.trade name: 0.1815, Acc.microwave: 0.7674, Acc.pot: 0.4513, Acc.animal: 0.6096, Acc.bicycle: 0.7848, Acc.lake: 0.2674, Acc.dishwasher: 0.5772, Acc.screen: 0.6043, Acc.blanket: 0.2430, Acc.sculpture: 0.7669, Acc.hood: 0.6038, Acc.sconce: 0.5412, Acc.vase: 0.5629, Acc.traffic light: 0.4560, Acc.tray: 0.1199, Acc.ashcan: 0.5351, Acc.fan: 0.7283, Acc.pier: 0.4145, Acc.crt screen: 0.1142, Acc.plate: 0.6683, Acc.monitor: 0.2560, Acc.bulletin board: 0.5478, Acc.shower: 0.0378, Acc.radiator: 0.6922, Acc.glass: 0.1868, Acc.clock: 0.3778, Acc.flag: 0.5685 2023-12-01 00:16:46,720 - mmseg - INFO - Iter [64050/80000] lr: 7.976e-06, eta: 1:26:31, time: 1.226, data_time: 1.021, memory: 14238, decode.loss_ce: 0.5096, decode.acc_seg: 80.4843, loss: 0.5096 2023-12-01 00:16:57,333 - mmseg - INFO - Iter [64100/80000] lr: 7.950e-06, eta: 1:26:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5235, decode.acc_seg: 80.3295, loss: 0.5235 2023-12-01 00:17:07,943 - mmseg - INFO - Iter [64150/80000] lr: 7.925e-06, eta: 1:25:55, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5270, decode.acc_seg: 80.0525, loss: 0.5270 2023-12-01 00:17:18,550 - mmseg - INFO - Iter [64200/80000] lr: 7.900e-06, eta: 1:25:38, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4983, decode.acc_seg: 81.1081, loss: 0.4983 2023-12-01 00:17:29,155 - mmseg - INFO - Iter [64250/80000] lr: 7.876e-06, eta: 1:25:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5041, decode.acc_seg: 81.0555, loss: 0.5041 2023-12-01 00:17:39,754 - mmseg - INFO - Iter [64300/80000] lr: 7.851e-06, eta: 1:25:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5041, decode.acc_seg: 80.6432, loss: 0.5041 2023-12-01 00:17:50,356 - mmseg - INFO - Iter [64350/80000] lr: 7.826e-06, eta: 1:24:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4941, decode.acc_seg: 81.0400, loss: 0.4941 2023-12-01 00:18:00,982 - mmseg - INFO - Iter [64400/80000] lr: 7.801e-06, eta: 1:24:27, time: 0.213, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5221, decode.acc_seg: 80.2993, loss: 0.5221 2023-12-01 00:18:14,910 - mmseg - INFO - Iter [64450/80000] lr: 7.776e-06, eta: 1:24:10, time: 0.279, data_time: 0.070, memory: 14238, decode.loss_ce: 0.5001, decode.acc_seg: 81.5544, loss: 0.5001 2023-12-01 00:18:25,491 - mmseg - INFO - Iter [64500/80000] lr: 7.750e-06, eta: 1:23:53, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5003, decode.acc_seg: 80.8895, loss: 0.5003 2023-12-01 00:18:36,092 - mmseg - INFO - Iter [64550/80000] lr: 7.725e-06, eta: 1:23:35, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5099, decode.acc_seg: 80.7804, loss: 0.5099 2023-12-01 00:18:46,698 - mmseg - INFO - Iter [64600/80000] lr: 7.701e-06, eta: 1:23:18, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4692, decode.acc_seg: 81.7672, loss: 0.4692 2023-12-01 00:18:57,301 - mmseg - INFO - Iter [64650/80000] lr: 7.675e-06, eta: 1:23:00, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4969, decode.acc_seg: 81.5270, loss: 0.4969 2023-12-01 00:19:07,906 - mmseg - INFO - Iter [64700/80000] lr: 7.651e-06, eta: 1:22:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5087, decode.acc_seg: 80.5911, loss: 0.5087 2023-12-01 00:19:18,509 - mmseg - INFO - Iter [64750/80000] lr: 7.626e-06, eta: 1:22:25, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4980, decode.acc_seg: 80.9516, loss: 0.4980 2023-12-01 00:19:29,111 - mmseg - INFO - Iter [64800/80000] lr: 7.601e-06, eta: 1:22:08, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4967, decode.acc_seg: 80.5760, loss: 0.4967 2023-12-01 00:19:39,715 - mmseg - INFO - Iter [64850/80000] lr: 7.576e-06, eta: 1:21:50, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5146, decode.acc_seg: 80.3032, loss: 0.5146 2023-12-01 00:19:50,312 - mmseg - INFO - Iter [64900/80000] lr: 7.551e-06, eta: 1:21:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4931, decode.acc_seg: 81.2076, loss: 0.4931 2023-12-01 00:20:00,920 - mmseg - INFO - Iter [64950/80000] lr: 7.525e-06, eta: 1:21:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5051, decode.acc_seg: 80.8025, loss: 0.5051 2023-12-01 00:20:11,504 - mmseg - INFO - Saving checkpoint at 65000 iterations 2023-12-01 00:20:48,272 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:20:48,272 - mmseg - INFO - Iter [65000/80000] lr: 7.500e-06, eta: 1:21:06, time: 0.947, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5022, decode.acc_seg: 81.0795, loss: 0.5022 2023-12-01 00:21:38,540 - mmseg - INFO - per class results: 2023-12-01 00:21:38,547 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.87 | 85.5 | | building | 80.12 | 92.19 | | sky | 90.24 | 95.32 | | floor | 75.01 | 87.27 | | tree | 69.98 | 83.48 | | ceiling | 77.45 | 87.73 | | road | 78.7 | 88.0 | | bed | 84.64 | 94.03 | | windowpane | 58.32 | 75.44 | | grass | 65.64 | 80.64 | | cabinet | 55.57 | 69.05 | | sidewalk | 56.96 | 72.01 | | person | 76.28 | 91.34 | | earth | 34.78 | 46.96 | | door | 40.92 | 51.49 | | table | 55.22 | 70.41 | | mountain | 56.49 | 72.49 | | plant | 51.37 | 63.17 | | curtain | 65.4 | 76.08 | | chair | 54.26 | 70.07 | | car | 79.91 | 92.5 | | water | 55.86 | 73.81 | | painting | 66.68 | 82.32 | | sofa | 66.93 | 80.78 | | shelf | 38.86 | 55.92 | | house | 45.41 | 59.02 | | sea | 61.13 | 79.96 | | mirror | 59.58 | 71.17 | | rug | 52.64 | 58.29 | | field | 32.41 | 52.0 | | armchair | 43.85 | 61.73 | | seat | 57.6 | 79.25 | | fence | 37.84 | 47.67 | | desk | 42.87 | 67.8 | | rock | 53.25 | 70.35 | | wardrobe | 45.3 | 60.31 | | lamp | 58.17 | 72.27 | | bathtub | 74.62 | 83.43 | | railing | 32.7 | 44.61 | | cushion | 56.71 | 70.31 | | base | 25.26 | 38.61 | | box | 26.8 | 35.39 | | column | 36.56 | 46.0 | | signboard | 32.48 | 45.66 | | chest of drawers | 38.28 | 54.33 | | counter | 33.95 | 43.11 | | sand | 45.25 | 61.31 | | sink | 70.26 | 79.68 | | skyscraper | 45.92 | 60.82 | | fireplace | 64.35 | 82.14 | | refrigerator | 59.54 | 68.86 | | grandstand | 52.42 | 76.1 | | path | 20.33 | 28.46 | | stairs | 29.6 | 33.81 | | runway | 66.09 | 87.7 | | case | 55.76 | 69.63 | | pool table | 86.59 | 96.06 | | pillow | 54.29 | 64.18 | | screen door | 52.7 | 57.18 | | stairway | 47.02 | 60.68 | | river | 14.4 | 24.28 | | bridge | 43.08 | 50.37 | | bookcase | 33.1 | 45.07 | | blind | 22.71 | 25.13 | | coffee table | 59.98 | 80.07 | | toilet | 78.38 | 88.59 | | flower | 38.42 | 55.0 | | book | 47.55 | 66.72 | | hill | 5.94 | 9.72 | | bench | 46.21 | 56.59 | | countertop | 55.58 | 71.29 | | stove | 70.76 | 80.07 | | palm | 47.61 | 63.35 | | kitchen island | 40.35 | 64.0 | | computer | 64.22 | 78.84 | | swivel chair | 41.05 | 54.22 | | boat | 61.38 | 76.65 | | bar | 52.89 | 64.48 | | arcade machine | 66.46 | 74.92 | | hovel | 41.77 | 49.23 | | bus | 84.99 | 91.92 | | towel | 66.78 | 81.47 | | light | 37.27 | 43.34 | | truck | 35.14 | 49.09 | | tower | 27.05 | 43.02 | | chandelier | 63.38 | 76.93 | | awning | 27.83 | 34.35 | | streetlight | 24.19 | 29.84 | | booth | 34.98 | 44.48 | | television receiver | 69.81 | 79.17 | | airplane | 54.87 | 67.11 | | dirt track | 5.23 | 10.7 | | apparel | 49.9 | 66.86 | | pole | 18.48 | 24.64 | | land | 1.63 | 2.41 | | bannister | 7.38 | 9.84 | | escalator | 52.63 | 68.66 | | ottoman | 46.63 | 56.22 | | bottle | 39.78 | 65.32 | | buffet | 41.75 | 48.61 | | poster | 19.87 | 25.17 | | stage | 17.4 | 35.21 | | van | 35.78 | 46.18 | | ship | 29.05 | 33.39 | | fountain | 22.71 | 23.59 | | conveyer belt | 64.83 | 94.55 | | canopy | 35.21 | 41.45 | | washer | 68.6 | 74.37 | | plaything | 29.15 | 42.72 | | swimming pool | 60.9 | 76.27 | | stool | 34.7 | 42.04 | | barrel | 37.89 | 52.33 | | basket | 35.99 | 45.53 | | waterfall | 45.66 | 52.78 | | tent | 80.61 | 97.44 | | bag | 15.62 | 18.27 | | minibike | 64.45 | 86.37 | | cradle | 71.67 | 94.39 | | oven | 51.01 | 60.32 | | ball | 54.93 | 65.18 | | food | 53.87 | 64.3 | | step | 8.52 | 9.46 | | tank | 61.38 | 75.3 | | trade name | 17.09 | 19.26 | | microwave | 70.65 | 77.15 | | pot | 41.28 | 46.96 | | animal | 55.67 | 61.37 | | bicycle | 57.01 | 79.78 | | lake | 24.16 | 27.95 | | dishwasher | 52.76 | 56.87 | | screen | 43.37 | 56.54 | | blanket | 19.47 | 22.59 | | sculpture | 57.55 | 76.1 | | hood | 55.95 | 61.32 | | sconce | 44.99 | 57.14 | | vase | 38.62 | 57.11 | | traffic light | 33.01 | 44.55 | | tray | 9.94 | 12.08 | | ashcan | 42.9 | 52.86 | | fan | 56.83 | 73.57 | | pier | 33.45 | 41.58 | | crt screen | 7.28 | 15.05 | | plate | 50.86 | 67.32 | | monitor | 20.33 | 23.5 | | bulletin board | 42.36 | 52.85 | | shower | 2.07 | 3.28 | | radiator | 60.33 | 69.63 | | glass | 17.02 | 18.88 | | clock | 34.61 | 37.92 | | flag | 48.57 | 57.15 | +---------------------+-------+-------+ 2023-12-01 00:21:38,547 - mmseg - INFO - Summary: 2023-12-01 00:21:38,547 - mmseg - INFO - +------+-------+------+ | aAcc | mIoU | mAcc | +------+-------+------+ | 80.3 | 47.09 | 58.7 | +------+-------+------+ 2023-12-01 00:21:38,548 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:21:38,548 - mmseg - INFO - Iter(val) [250] aAcc: 0.8030, mIoU: 0.4709, mAcc: 0.5870, IoU.wall: 0.7087, IoU.building: 0.8012, IoU.sky: 0.9024, IoU.floor: 0.7501, IoU.tree: 0.6998, IoU.ceiling: 0.7745, IoU.road: 0.7870, IoU.bed : 0.8464, IoU.windowpane: 0.5832, IoU.grass: 0.6564, IoU.cabinet: 0.5557, IoU.sidewalk: 0.5696, IoU.person: 0.7628, IoU.earth: 0.3478, IoU.door: 0.4092, IoU.table: 0.5522, IoU.mountain: 0.5649, IoU.plant: 0.5137, IoU.curtain: 0.6540, IoU.chair: 0.5426, IoU.car: 0.7991, IoU.water: 0.5586, IoU.painting: 0.6668, IoU.sofa: 0.6693, IoU.shelf: 0.3886, IoU.house: 0.4541, IoU.sea: 0.6113, IoU.mirror: 0.5958, IoU.rug: 0.5264, IoU.field: 0.3241, IoU.armchair: 0.4385, IoU.seat: 0.5760, IoU.fence: 0.3784, IoU.desk: 0.4287, IoU.rock: 0.5325, IoU.wardrobe: 0.4530, IoU.lamp: 0.5817, IoU.bathtub: 0.7462, IoU.railing: 0.3270, IoU.cushion: 0.5671, IoU.base: 0.2526, IoU.box: 0.2680, IoU.column: 0.3656, IoU.signboard: 0.3248, IoU.chest of drawers: 0.3828, IoU.counter: 0.3395, IoU.sand: 0.4525, IoU.sink: 0.7026, IoU.skyscraper: 0.4592, IoU.fireplace: 0.6435, IoU.refrigerator: 0.5954, IoU.grandstand: 0.5242, IoU.path: 0.2033, IoU.stairs: 0.2960, IoU.runway: 0.6609, IoU.case: 0.5576, IoU.pool table: 0.8659, IoU.pillow: 0.5429, IoU.screen door: 0.5270, IoU.stairway: 0.4702, IoU.river: 0.1440, IoU.bridge: 0.4308, IoU.bookcase: 0.3310, IoU.blind: 0.2271, IoU.coffee table: 0.5998, IoU.toilet: 0.7838, IoU.flower: 0.3842, IoU.book: 0.4755, IoU.hill: 0.0594, IoU.bench: 0.4621, IoU.countertop: 0.5558, IoU.stove: 0.7076, IoU.palm: 0.4761, IoU.kitchen island: 0.4035, IoU.computer: 0.6422, IoU.swivel chair: 0.4105, IoU.boat: 0.6138, IoU.bar: 0.5289, IoU.arcade machine: 0.6646, IoU.hovel: 0.4177, IoU.bus: 0.8499, IoU.towel: 0.6678, IoU.light: 0.3727, IoU.truck: 0.3514, IoU.tower: 0.2705, IoU.chandelier: 0.6338, IoU.awning: 0.2783, IoU.streetlight: 0.2419, IoU.booth: 0.3498, IoU.television receiver: 0.6981, IoU.airplane: 0.5487, IoU.dirt track: 0.0523, IoU.apparel: 0.4990, IoU.pole: 0.1848, IoU.land: 0.0163, IoU.bannister: 0.0738, IoU.escalator: 0.5263, IoU.ottoman: 0.4663, IoU.bottle: 0.3978, IoU.buffet: 0.4175, IoU.poster: 0.1987, IoU.stage: 0.1740, IoU.van: 0.3578, IoU.ship: 0.2905, IoU.fountain: 0.2271, IoU.conveyer belt: 0.6483, IoU.canopy: 0.3521, IoU.washer: 0.6860, IoU.plaything: 0.2915, IoU.swimming pool: 0.6090, IoU.stool: 0.3470, IoU.barrel: 0.3789, IoU.basket: 0.3599, IoU.waterfall: 0.4566, IoU.tent: 0.8061, IoU.bag: 0.1562, IoU.minibike: 0.6445, IoU.cradle: 0.7167, IoU.oven: 0.5101, IoU.ball: 0.5493, IoU.food: 0.5387, IoU.step: 0.0852, IoU.tank: 0.6138, IoU.trade name: 0.1709, IoU.microwave: 0.7065, IoU.pot: 0.4128, IoU.animal: 0.5567, IoU.bicycle: 0.5701, IoU.lake: 0.2416, IoU.dishwasher: 0.5276, IoU.screen: 0.4337, IoU.blanket: 0.1947, IoU.sculpture: 0.5755, IoU.hood: 0.5595, IoU.sconce: 0.4499, IoU.vase: 0.3862, IoU.traffic light: 0.3301, IoU.tray: 0.0994, IoU.ashcan: 0.4290, IoU.fan: 0.5683, IoU.pier: 0.3345, IoU.crt screen: 0.0728, IoU.plate: 0.5086, IoU.monitor: 0.2033, IoU.bulletin board: 0.4236, IoU.shower: 0.0207, IoU.radiator: 0.6033, IoU.glass: 0.1702, IoU.clock: 0.3461, IoU.flag: 0.4857, Acc.wall: 0.8550, Acc.building: 0.9219, Acc.sky: 0.9532, Acc.floor: 0.8727, Acc.tree: 0.8348, Acc.ceiling: 0.8773, Acc.road: 0.8800, Acc.bed : 0.9403, Acc.windowpane: 0.7544, Acc.grass: 0.8064, Acc.cabinet: 0.6905, Acc.sidewalk: 0.7201, Acc.person: 0.9134, Acc.earth: 0.4696, Acc.door: 0.5149, Acc.table: 0.7041, Acc.mountain: 0.7249, Acc.plant: 0.6317, Acc.curtain: 0.7608, Acc.chair: 0.7007, Acc.car: 0.9250, Acc.water: 0.7381, Acc.painting: 0.8232, Acc.sofa: 0.8078, Acc.shelf: 0.5592, Acc.house: 0.5902, Acc.sea: 0.7996, Acc.mirror: 0.7117, Acc.rug: 0.5829, Acc.field: 0.5200, Acc.armchair: 0.6173, Acc.seat: 0.7925, Acc.fence: 0.4767, Acc.desk: 0.6780, Acc.rock: 0.7035, Acc.wardrobe: 0.6031, Acc.lamp: 0.7227, Acc.bathtub: 0.8343, Acc.railing: 0.4461, Acc.cushion: 0.7031, Acc.base: 0.3861, Acc.box: 0.3539, Acc.column: 0.4600, Acc.signboard: 0.4566, Acc.chest of drawers: 0.5433, Acc.counter: 0.4311, Acc.sand: 0.6131, Acc.sink: 0.7968, Acc.skyscraper: 0.6082, Acc.fireplace: 0.8214, Acc.refrigerator: 0.6886, Acc.grandstand: 0.7610, Acc.path: 0.2846, Acc.stairs: 0.3381, Acc.runway: 0.8770, Acc.case: 0.6963, Acc.pool table: 0.9606, Acc.pillow: 0.6418, Acc.screen door: 0.5718, Acc.stairway: 0.6068, Acc.river: 0.2428, Acc.bridge: 0.5037, Acc.bookcase: 0.4507, Acc.blind: 0.2513, Acc.coffee table: 0.8007, Acc.toilet: 0.8859, Acc.flower: 0.5500, Acc.book: 0.6672, Acc.hill: 0.0972, Acc.bench: 0.5659, Acc.countertop: 0.7129, Acc.stove: 0.8007, Acc.palm: 0.6335, Acc.kitchen island: 0.6400, Acc.computer: 0.7884, Acc.swivel chair: 0.5422, Acc.boat: 0.7665, Acc.bar: 0.6448, Acc.arcade machine: 0.7492, Acc.hovel: 0.4923, Acc.bus: 0.9192, Acc.towel: 0.8147, Acc.light: 0.4334, Acc.truck: 0.4909, Acc.tower: 0.4302, Acc.chandelier: 0.7693, Acc.awning: 0.3435, Acc.streetlight: 0.2984, Acc.booth: 0.4448, Acc.television receiver: 0.7917, Acc.airplane: 0.6711, Acc.dirt track: 0.1070, Acc.apparel: 0.6686, Acc.pole: 0.2464, Acc.land: 0.0241, Acc.bannister: 0.0984, Acc.escalator: 0.6866, Acc.ottoman: 0.5622, Acc.bottle: 0.6532, Acc.buffet: 0.4861, Acc.poster: 0.2517, Acc.stage: 0.3521, Acc.van: 0.4618, Acc.ship: 0.3339, Acc.fountain: 0.2359, Acc.conveyer belt: 0.9455, Acc.canopy: 0.4145, Acc.washer: 0.7437, Acc.plaything: 0.4272, Acc.swimming pool: 0.7627, Acc.stool: 0.4204, Acc.barrel: 0.5233, Acc.basket: 0.4553, Acc.waterfall: 0.5278, Acc.tent: 0.9744, Acc.bag: 0.1827, Acc.minibike: 0.8637, Acc.cradle: 0.9439, Acc.oven: 0.6032, Acc.ball: 0.6518, Acc.food: 0.6430, Acc.step: 0.0946, Acc.tank: 0.7530, Acc.trade name: 0.1926, Acc.microwave: 0.7715, Acc.pot: 0.4696, Acc.animal: 0.6137, Acc.bicycle: 0.7978, Acc.lake: 0.2795, Acc.dishwasher: 0.5687, Acc.screen: 0.5654, Acc.blanket: 0.2259, Acc.sculpture: 0.7610, Acc.hood: 0.6132, Acc.sconce: 0.5714, Acc.vase: 0.5711, Acc.traffic light: 0.4455, Acc.tray: 0.1208, Acc.ashcan: 0.5286, Acc.fan: 0.7357, Acc.pier: 0.4158, Acc.crt screen: 0.1505, Acc.plate: 0.6732, Acc.monitor: 0.2350, Acc.bulletin board: 0.5285, Acc.shower: 0.0328, Acc.radiator: 0.6963, Acc.glass: 0.1888, Acc.clock: 0.3792, Acc.flag: 0.5715 2023-12-01 00:21:49,693 - mmseg - INFO - Iter [65050/80000] lr: 7.475e-06, eta: 1:21:00, time: 1.228, data_time: 1.023, memory: 14238, decode.loss_ce: 0.5176, decode.acc_seg: 80.6264, loss: 0.5176 2023-12-01 00:22:00,311 - mmseg - INFO - Iter [65100/80000] lr: 7.451e-06, eta: 1:20:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5033, decode.acc_seg: 81.3133, loss: 0.5033 2023-12-01 00:22:10,925 - mmseg - INFO - Iter [65150/80000] lr: 7.426e-06, eta: 1:20:25, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5296, decode.acc_seg: 80.2123, loss: 0.5296 2023-12-01 00:22:21,546 - mmseg - INFO - Iter [65200/80000] lr: 7.401e-06, eta: 1:20:08, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5201, decode.acc_seg: 80.1733, loss: 0.5201 2023-12-01 00:22:32,150 - mmseg - INFO - Iter [65250/80000] lr: 7.376e-06, eta: 1:19:50, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4950, decode.acc_seg: 81.1956, loss: 0.4950 2023-12-01 00:22:42,762 - mmseg - INFO - Iter [65300/80000] lr: 7.351e-06, eta: 1:19:33, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4920, decode.acc_seg: 81.9323, loss: 0.4920 2023-12-01 00:22:53,364 - mmseg - INFO - Iter [65350/80000] lr: 7.325e-06, eta: 1:19:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5043, decode.acc_seg: 81.0566, loss: 0.5043 2023-12-01 00:23:03,971 - mmseg - INFO - Iter [65400/80000] lr: 7.300e-06, eta: 1:18:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5052, decode.acc_seg: 81.0243, loss: 0.5052 2023-12-01 00:23:14,573 - mmseg - INFO - Iter [65450/80000] lr: 7.276e-06, eta: 1:18:40, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5274, decode.acc_seg: 80.4253, loss: 0.5274 2023-12-01 00:23:25,175 - mmseg - INFO - Iter [65500/80000] lr: 7.251e-06, eta: 1:18:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4906, decode.acc_seg: 81.2671, loss: 0.4906 2023-12-01 00:23:35,781 - mmseg - INFO - Iter [65550/80000] lr: 7.226e-06, eta: 1:18:05, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4922, decode.acc_seg: 81.3085, loss: 0.4922 2023-12-01 00:23:46,392 - mmseg - INFO - Iter [65600/80000] lr: 7.201e-06, eta: 1:17:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5077, decode.acc_seg: 80.5425, loss: 0.5077 2023-12-01 00:23:56,994 - mmseg - INFO - Iter [65650/80000] lr: 7.176e-06, eta: 1:17:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4922, decode.acc_seg: 81.3019, loss: 0.4922 2023-12-01 00:24:09,876 - mmseg - INFO - Iter [65700/80000] lr: 7.151e-06, eta: 1:17:13, time: 0.258, data_time: 0.052, memory: 14238, decode.loss_ce: 0.4846, decode.acc_seg: 81.3148, loss: 0.4846 2023-12-01 00:24:20,474 - mmseg - INFO - Iter [65750/80000] lr: 7.125e-06, eta: 1:16:56, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5271, decode.acc_seg: 80.3519, loss: 0.5271 2023-12-01 00:24:31,077 - mmseg - INFO - Iter [65800/80000] lr: 7.100e-06, eta: 1:16:39, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4890, decode.acc_seg: 81.7593, loss: 0.4890 2023-12-01 00:24:41,682 - mmseg - INFO - Iter [65850/80000] lr: 7.075e-06, eta: 1:16:21, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4905, decode.acc_seg: 81.4226, loss: 0.4905 2023-12-01 00:24:52,282 - mmseg - INFO - Iter [65900/80000] lr: 7.051e-06, eta: 1:16:04, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5121, decode.acc_seg: 80.8673, loss: 0.5121 2023-12-01 00:25:02,886 - mmseg - INFO - Iter [65950/80000] lr: 7.026e-06, eta: 1:15:46, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4957, decode.acc_seg: 81.0442, loss: 0.4957 2023-12-01 00:25:13,466 - mmseg - INFO - Saving checkpoint at 66000 iterations 2023-12-01 00:25:54,540 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:25:54,540 - mmseg - INFO - Iter [66000/80000] lr: 7.001e-06, eta: 1:15:38, time: 1.033, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4768, decode.acc_seg: 81.9652, loss: 0.4768 2023-12-01 00:26:44,579 - mmseg - INFO - per class results: 2023-12-01 00:26:44,586 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 71.01 | 85.23 | | building | 79.91 | 92.56 | | sky | 90.22 | 95.09 | | floor | 75.23 | 86.95 | | tree | 69.84 | 83.82 | | ceiling | 77.5 | 87.71 | | road | 78.3 | 88.73 | | bed | 84.83 | 93.8 | | windowpane | 58.34 | 74.95 | | grass | 65.93 | 80.91 | | cabinet | 55.54 | 68.8 | | sidewalk | 56.57 | 71.77 | | person | 76.05 | 91.58 | | earth | 35.43 | 48.44 | | door | 40.69 | 50.53 | | table | 55.09 | 70.42 | | mountain | 56.6 | 73.81 | | plant | 51.45 | 63.36 | | curtain | 65.58 | 77.06 | | chair | 54.32 | 70.78 | | car | 79.38 | 92.89 | | water | 56.09 | 73.67 | | painting | 66.66 | 82.62 | | sofa | 66.95 | 81.75 | | shelf | 38.43 | 53.35 | | house | 45.12 | 59.03 | | sea | 61.07 | 78.74 | | mirror | 59.58 | 71.18 | | rug | 53.53 | 59.69 | | field | 32.29 | 47.96 | | armchair | 43.47 | 59.89 | | seat | 57.59 | 78.53 | | fence | 38.48 | 49.17 | | desk | 42.45 | 68.0 | | rock | 53.08 | 69.65 | | wardrobe | 45.35 | 60.29 | | lamp | 58.12 | 72.36 | | bathtub | 74.71 | 83.78 | | railing | 33.29 | 46.22 | | cushion | 56.58 | 69.78 | | base | 25.22 | 38.79 | | box | 26.63 | 34.87 | | column | 36.75 | 46.26 | | signboard | 32.36 | 46.91 | | chest of drawers | 38.47 | 54.59 | | counter | 33.83 | 42.89 | | sand | 45.15 | 61.02 | | sink | 70.34 | 79.18 | | skyscraper | 45.98 | 60.67 | | fireplace | 64.21 | 82.22 | | refrigerator | 59.66 | 69.08 | | grandstand | 53.63 | 75.35 | | path | 18.95 | 25.02 | | stairs | 30.12 | 34.25 | | runway | 65.84 | 86.81 | | case | 55.8 | 69.95 | | pool table | 86.79 | 96.01 | | pillow | 54.94 | 65.86 | | screen door | 55.61 | 61.27 | | stairway | 48.03 | 62.46 | | river | 14.35 | 24.71 | | bridge | 43.63 | 52.68 | | bookcase | 33.65 | 46.77 | | blind | 23.18 | 25.71 | | coffee table | 59.85 | 80.55 | | toilet | 78.59 | 88.27 | | flower | 38.85 | 53.94 | | book | 47.44 | 66.69 | | hill | 5.94 | 8.45 | | bench | 46.17 | 55.88 | | countertop | 55.49 | 71.61 | | stove | 70.78 | 79.68 | | palm | 47.87 | 66.06 | | kitchen island | 40.14 | 64.8 | | computer | 64.21 | 79.89 | | swivel chair | 42.01 | 58.16 | | boat | 60.82 | 77.86 | | bar | 53.04 | 64.94 | | arcade machine | 68.3 | 78.74 | | hovel | 35.92 | 40.78 | | bus | 85.1 | 90.93 | | towel | 66.57 | 81.22 | | light | 37.0 | 42.91 | | truck | 35.44 | 50.42 | | tower | 26.14 | 41.09 | | chandelier | 63.55 | 78.1 | | awning | 27.7 | 34.09 | | streetlight | 24.29 | 30.33 | | booth | 35.18 | 44.46 | | television receiver | 69.8 | 79.24 | | airplane | 54.99 | 67.16 | | dirt track | 4.83 | 8.73 | | apparel | 49.72 | 65.78 | | pole | 17.18 | 22.3 | | land | 1.29 | 1.83 | | bannister | 8.07 | 10.82 | | escalator | 53.02 | 69.23 | | ottoman | 46.53 | 55.85 | | bottle | 39.75 | 65.44 | | buffet | 42.37 | 50.06 | | poster | 19.79 | 24.75 | | stage | 17.3 | 34.66 | | van | 34.98 | 44.67 | | ship | 31.03 | 35.72 | | fountain | 24.44 | 25.5 | | conveyer belt | 64.73 | 94.74 | | canopy | 35.86 | 43.04 | | washer | 68.78 | 74.57 | | plaything | 28.6 | 42.61 | | swimming pool | 61.02 | 78.71 | | stool | 34.93 | 42.43 | | barrel | 37.95 | 52.86 | | basket | 36.13 | 46.05 | | waterfall | 46.09 | 53.81 | | tent | 80.86 | 97.49 | | bag | 15.49 | 17.98 | | minibike | 64.27 | 86.02 | | cradle | 72.26 | 94.16 | | oven | 51.31 | 61.12 | | ball | 55.55 | 66.41 | | food | 54.53 | 64.97 | | step | 8.18 | 8.97 | | tank | 61.32 | 75.81 | | trade name | 16.81 | 18.9 | | microwave | 70.6 | 77.2 | | pot | 40.92 | 46.17 | | animal | 54.93 | 60.27 | | bicycle | 56.72 | 80.47 | | lake | 23.12 | 26.87 | | dishwasher | 52.83 | 56.75 | | screen | 43.74 | 58.69 | | blanket | 19.98 | 23.27 | | sculpture | 57.66 | 76.53 | | hood | 54.56 | 59.31 | | sconce | 43.97 | 54.4 | | vase | 38.75 | 56.94 | | traffic light | 33.2 | 46.82 | | tray | 10.53 | 12.86 | | ashcan | 43.14 | 54.52 | | fan | 56.22 | 70.73 | | pier | 33.52 | 41.68 | | crt screen | 6.57 | 13.28 | | plate | 50.71 | 65.85 | | monitor | 21.95 | 25.8 | | bulletin board | 42.37 | 53.84 | | shower | 2.25 | 3.47 | | radiator | 59.92 | 68.67 | | glass | 17.14 | 19.07 | | clock | 34.99 | 38.77 | | flag | 49.63 | 59.21 | +---------------------+-------+-------+ 2023-12-01 00:26:44,586 - mmseg - INFO - Summary: 2023-12-01 00:26:44,586 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.33 | 47.13 | 58.81 | +-------+-------+-------+ 2023-12-01 00:26:45,359 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_62000.pth was removed 2023-12-01 00:27:22,060 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_66000.pth. 2023-12-01 00:27:22,061 - mmseg - INFO - Best aAcc is 0.8033 at 66000 iter. 2023-12-01 00:27:22,062 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:27:22,063 - mmseg - INFO - Iter(val) [250] aAcc: 0.8033, mIoU: 0.4713, mAcc: 0.5881, IoU.wall: 0.7101, IoU.building: 0.7991, IoU.sky: 0.9022, IoU.floor: 0.7523, IoU.tree: 0.6984, IoU.ceiling: 0.7750, IoU.road: 0.7830, IoU.bed : 0.8483, IoU.windowpane: 0.5834, IoU.grass: 0.6593, IoU.cabinet: 0.5554, IoU.sidewalk: 0.5657, IoU.person: 0.7605, IoU.earth: 0.3543, IoU.door: 0.4069, IoU.table: 0.5509, IoU.mountain: 0.5660, IoU.plant: 0.5145, IoU.curtain: 0.6558, IoU.chair: 0.5432, IoU.car: 0.7938, IoU.water: 0.5609, IoU.painting: 0.6666, IoU.sofa: 0.6695, IoU.shelf: 0.3843, IoU.house: 0.4512, IoU.sea: 0.6107, IoU.mirror: 0.5958, IoU.rug: 0.5353, IoU.field: 0.3229, IoU.armchair: 0.4347, IoU.seat: 0.5759, IoU.fence: 0.3848, IoU.desk: 0.4245, IoU.rock: 0.5308, IoU.wardrobe: 0.4535, IoU.lamp: 0.5812, IoU.bathtub: 0.7471, IoU.railing: 0.3329, IoU.cushion: 0.5658, IoU.base: 0.2522, IoU.box: 0.2663, IoU.column: 0.3675, IoU.signboard: 0.3236, IoU.chest of drawers: 0.3847, IoU.counter: 0.3383, IoU.sand: 0.4515, IoU.sink: 0.7034, IoU.skyscraper: 0.4598, IoU.fireplace: 0.6421, IoU.refrigerator: 0.5966, IoU.grandstand: 0.5363, IoU.path: 0.1895, IoU.stairs: 0.3012, IoU.runway: 0.6584, IoU.case: 0.5580, IoU.pool table: 0.8679, IoU.pillow: 0.5494, IoU.screen door: 0.5561, IoU.stairway: 0.4803, IoU.river: 0.1435, IoU.bridge: 0.4363, IoU.bookcase: 0.3365, IoU.blind: 0.2318, IoU.coffee table: 0.5985, IoU.toilet: 0.7859, IoU.flower: 0.3885, IoU.book: 0.4744, IoU.hill: 0.0594, IoU.bench: 0.4617, IoU.countertop: 0.5549, IoU.stove: 0.7078, IoU.palm: 0.4787, IoU.kitchen island: 0.4014, IoU.computer: 0.6421, IoU.swivel chair: 0.4201, IoU.boat: 0.6082, IoU.bar: 0.5304, IoU.arcade machine: 0.6830, IoU.hovel: 0.3592, IoU.bus: 0.8510, IoU.towel: 0.6657, IoU.light: 0.3700, IoU.truck: 0.3544, IoU.tower: 0.2614, IoU.chandelier: 0.6355, IoU.awning: 0.2770, IoU.streetlight: 0.2429, IoU.booth: 0.3518, IoU.television receiver: 0.6980, IoU.airplane: 0.5499, IoU.dirt track: 0.0483, IoU.apparel: 0.4972, IoU.pole: 0.1718, IoU.land: 0.0129, IoU.bannister: 0.0807, IoU.escalator: 0.5302, IoU.ottoman: 0.4653, IoU.bottle: 0.3975, IoU.buffet: 0.4237, IoU.poster: 0.1979, IoU.stage: 0.1730, IoU.van: 0.3498, IoU.ship: 0.3103, IoU.fountain: 0.2444, IoU.conveyer belt: 0.6473, IoU.canopy: 0.3586, IoU.washer: 0.6878, IoU.plaything: 0.2860, IoU.swimming pool: 0.6102, IoU.stool: 0.3493, IoU.barrel: 0.3795, IoU.basket: 0.3613, IoU.waterfall: 0.4609, IoU.tent: 0.8086, IoU.bag: 0.1549, IoU.minibike: 0.6427, IoU.cradle: 0.7226, IoU.oven: 0.5131, IoU.ball: 0.5555, IoU.food: 0.5453, IoU.step: 0.0818, IoU.tank: 0.6132, IoU.trade name: 0.1681, IoU.microwave: 0.7060, IoU.pot: 0.4092, IoU.animal: 0.5493, IoU.bicycle: 0.5672, IoU.lake: 0.2312, IoU.dishwasher: 0.5283, IoU.screen: 0.4374, IoU.blanket: 0.1998, IoU.sculpture: 0.5766, IoU.hood: 0.5456, IoU.sconce: 0.4397, IoU.vase: 0.3875, IoU.traffic light: 0.3320, IoU.tray: 0.1053, IoU.ashcan: 0.4314, IoU.fan: 0.5622, IoU.pier: 0.3352, IoU.crt screen: 0.0657, IoU.plate: 0.5071, IoU.monitor: 0.2195, IoU.bulletin board: 0.4237, IoU.shower: 0.0225, IoU.radiator: 0.5992, IoU.glass: 0.1714, IoU.clock: 0.3499, IoU.flag: 0.4963, Acc.wall: 0.8523, Acc.building: 0.9256, Acc.sky: 0.9509, Acc.floor: 0.8695, Acc.tree: 0.8382, Acc.ceiling: 0.8771, Acc.road: 0.8873, Acc.bed : 0.9380, Acc.windowpane: 0.7495, Acc.grass: 0.8091, Acc.cabinet: 0.6880, Acc.sidewalk: 0.7177, Acc.person: 0.9158, Acc.earth: 0.4844, Acc.door: 0.5053, Acc.table: 0.7042, Acc.mountain: 0.7381, Acc.plant: 0.6336, Acc.curtain: 0.7706, Acc.chair: 0.7078, Acc.car: 0.9289, Acc.water: 0.7367, Acc.painting: 0.8262, Acc.sofa: 0.8175, Acc.shelf: 0.5335, Acc.house: 0.5903, Acc.sea: 0.7874, Acc.mirror: 0.7118, Acc.rug: 0.5969, Acc.field: 0.4796, Acc.armchair: 0.5989, Acc.seat: 0.7853, Acc.fence: 0.4917, Acc.desk: 0.6800, Acc.rock: 0.6965, Acc.wardrobe: 0.6029, Acc.lamp: 0.7236, Acc.bathtub: 0.8378, Acc.railing: 0.4622, Acc.cushion: 0.6978, Acc.base: 0.3879, Acc.box: 0.3487, Acc.column: 0.4626, Acc.signboard: 0.4691, Acc.chest of drawers: 0.5459, Acc.counter: 0.4289, Acc.sand: 0.6102, Acc.sink: 0.7918, Acc.skyscraper: 0.6067, Acc.fireplace: 0.8222, Acc.refrigerator: 0.6908, Acc.grandstand: 0.7535, Acc.path: 0.2502, Acc.stairs: 0.3425, Acc.runway: 0.8681, Acc.case: 0.6995, Acc.pool table: 0.9601, Acc.pillow: 0.6586, Acc.screen door: 0.6127, Acc.stairway: 0.6246, Acc.river: 0.2471, Acc.bridge: 0.5268, Acc.bookcase: 0.4677, Acc.blind: 0.2571, Acc.coffee table: 0.8055, Acc.toilet: 0.8827, Acc.flower: 0.5394, Acc.book: 0.6669, Acc.hill: 0.0845, Acc.bench: 0.5588, Acc.countertop: 0.7161, Acc.stove: 0.7968, Acc.palm: 0.6606, Acc.kitchen island: 0.6480, Acc.computer: 0.7989, Acc.swivel chair: 0.5816, Acc.boat: 0.7786, Acc.bar: 0.6494, Acc.arcade machine: 0.7874, Acc.hovel: 0.4078, Acc.bus: 0.9093, Acc.towel: 0.8122, Acc.light: 0.4291, Acc.truck: 0.5042, Acc.tower: 0.4109, Acc.chandelier: 0.7810, Acc.awning: 0.3409, Acc.streetlight: 0.3033, Acc.booth: 0.4446, Acc.television receiver: 0.7924, Acc.airplane: 0.6716, Acc.dirt track: 0.0873, Acc.apparel: 0.6578, Acc.pole: 0.2230, Acc.land: 0.0183, Acc.bannister: 0.1082, Acc.escalator: 0.6923, Acc.ottoman: 0.5585, Acc.bottle: 0.6544, Acc.buffet: 0.5006, Acc.poster: 0.2475, Acc.stage: 0.3466, Acc.van: 0.4467, Acc.ship: 0.3572, Acc.fountain: 0.2550, Acc.conveyer belt: 0.9474, Acc.canopy: 0.4304, Acc.washer: 0.7457, Acc.plaything: 0.4261, Acc.swimming pool: 0.7871, Acc.stool: 0.4243, Acc.barrel: 0.5286, Acc.basket: 0.4605, Acc.waterfall: 0.5381, Acc.tent: 0.9749, Acc.bag: 0.1798, Acc.minibike: 0.8602, Acc.cradle: 0.9416, Acc.oven: 0.6112, Acc.ball: 0.6641, Acc.food: 0.6497, Acc.step: 0.0897, Acc.tank: 0.7581, Acc.trade name: 0.1890, Acc.microwave: 0.7720, Acc.pot: 0.4617, Acc.animal: 0.6027, Acc.bicycle: 0.8047, Acc.lake: 0.2687, Acc.dishwasher: 0.5675, Acc.screen: 0.5869, Acc.blanket: 0.2327, Acc.sculpture: 0.7653, Acc.hood: 0.5931, Acc.sconce: 0.5440, Acc.vase: 0.5694, Acc.traffic light: 0.4682, Acc.tray: 0.1286, Acc.ashcan: 0.5452, Acc.fan: 0.7073, Acc.pier: 0.4168, Acc.crt screen: 0.1328, Acc.plate: 0.6585, Acc.monitor: 0.2580, Acc.bulletin board: 0.5384, Acc.shower: 0.0347, Acc.radiator: 0.6867, Acc.glass: 0.1907, Acc.clock: 0.3877, Acc.flag: 0.5921 2023-12-01 00:27:33,144 - mmseg - INFO - Iter [66050/80000] lr: 6.976e-06, eta: 1:15:39, time: 1.972, data_time: 1.768, memory: 14238, decode.loss_ce: 0.4875, decode.acc_seg: 81.8696, loss: 0.4875 2023-12-01 00:27:43,735 - mmseg - INFO - Iter [66100/80000] lr: 6.951e-06, eta: 1:15:21, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4886, decode.acc_seg: 81.2438, loss: 0.4886 2023-12-01 00:27:54,341 - mmseg - INFO - Iter [66150/80000] lr: 6.926e-06, eta: 1:15:04, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4835, decode.acc_seg: 81.3732, loss: 0.4835 2023-12-01 00:28:04,944 - mmseg - INFO - Iter [66200/80000] lr: 6.900e-06, eta: 1:14:47, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5157, decode.acc_seg: 80.6483, loss: 0.5157 2023-12-01 00:28:15,553 - mmseg - INFO - Iter [66250/80000] lr: 6.875e-06, eta: 1:14:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5167, decode.acc_seg: 80.3188, loss: 0.5167 2023-12-01 00:28:26,152 - mmseg - INFO - Iter [66300/80000] lr: 6.850e-06, eta: 1:14:12, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4908, decode.acc_seg: 81.2404, loss: 0.4908 2023-12-01 00:28:36,751 - mmseg - INFO - Iter [66350/80000] lr: 6.826e-06, eta: 1:13:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4877, decode.acc_seg: 81.5585, loss: 0.4877 2023-12-01 00:28:47,359 - mmseg - INFO - Iter [66400/80000] lr: 6.801e-06, eta: 1:13:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4852, decode.acc_seg: 81.3381, loss: 0.4852 2023-12-01 00:28:57,958 - mmseg - INFO - Iter [66450/80000] lr: 6.776e-06, eta: 1:13:19, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5064, decode.acc_seg: 80.6700, loss: 0.5064 2023-12-01 00:29:08,557 - mmseg - INFO - Iter [66500/80000] lr: 6.751e-06, eta: 1:13:02, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5066, decode.acc_seg: 80.6420, loss: 0.5066 2023-12-01 00:29:19,157 - mmseg - INFO - Iter [66550/80000] lr: 6.726e-06, eta: 1:12:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5155, decode.acc_seg: 80.6145, loss: 0.5155 2023-12-01 00:29:29,759 - mmseg - INFO - Iter [66600/80000] lr: 6.700e-06, eta: 1:12:27, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5117, decode.acc_seg: 80.8482, loss: 0.5117 2023-12-01 00:29:40,364 - mmseg - INFO - Iter [66650/80000] lr: 6.675e-06, eta: 1:12:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5037, decode.acc_seg: 81.2295, loss: 0.5037 2023-12-01 00:29:50,974 - mmseg - INFO - Iter [66700/80000] lr: 6.651e-06, eta: 1:11:53, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4904, decode.acc_seg: 81.0410, loss: 0.4904 2023-12-01 00:30:01,579 - mmseg - INFO - Iter [66750/80000] lr: 6.626e-06, eta: 1:11:35, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5157, decode.acc_seg: 80.4735, loss: 0.5157 2023-12-01 00:30:12,179 - mmseg - INFO - Iter [66800/80000] lr: 6.601e-06, eta: 1:11:18, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5160, decode.acc_seg: 80.7630, loss: 0.5160 2023-12-01 00:30:22,781 - mmseg - INFO - Iter [66850/80000] lr: 6.576e-06, eta: 1:11:01, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4915, decode.acc_seg: 80.7038, loss: 0.4915 2023-12-01 00:30:33,384 - mmseg - INFO - Iter [66900/80000] lr: 6.551e-06, eta: 1:10:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5127, decode.acc_seg: 80.4482, loss: 0.5127 2023-12-01 00:30:46,305 - mmseg - INFO - Iter [66950/80000] lr: 6.526e-06, eta: 1:10:27, time: 0.258, data_time: 0.053, memory: 14238, decode.loss_ce: 0.4884, decode.acc_seg: 81.4776, loss: 0.4884 2023-12-01 00:30:56,873 - mmseg - INFO - Saving checkpoint at 67000 iterations 2023-12-01 00:31:32,599 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:31:32,599 - mmseg - INFO - Iter [67000/80000] lr: 6.500e-06, eta: 1:10:16, time: 0.926, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4969, decode.acc_seg: 80.6487, loss: 0.4969 2023-12-01 00:32:22,553 - mmseg - INFO - per class results: 2023-12-01 00:32:22,565 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.84 | 85.63 | | building | 80.23 | 91.29 | | sky | 89.88 | 95.73 | | floor | 75.19 | 86.9 | | tree | 69.8 | 85.35 | | ceiling | 77.48 | 87.73 | | road | 78.4 | 88.59 | | bed | 84.68 | 94.02 | | windowpane | 58.48 | 75.83 | | grass | 65.7 | 80.52 | | cabinet | 55.34 | 67.27 | | sidewalk | 56.46 | 69.57 | | person | 76.69 | 90.33 | | earth | 35.04 | 48.59 | | door | 40.87 | 51.36 | | table | 55.09 | 69.86 | | mountain | 56.38 | 73.2 | | plant | 50.88 | 61.41 | | curtain | 65.62 | 76.96 | | chair | 54.14 | 69.76 | | car | 80.14 | 92.07 | | water | 55.91 | 74.18 | | painting | 66.81 | 82.19 | | sofa | 66.91 | 81.77 | | shelf | 37.95 | 51.93 | | house | 46.57 | 65.03 | | sea | 60.58 | 78.1 | | mirror | 59.46 | 71.24 | | rug | 52.92 | 58.41 | | field | 32.75 | 52.73 | | armchair | 43.63 | 61.97 | | seat | 57.44 | 79.72 | | fence | 39.13 | 51.01 | | desk | 42.44 | 68.52 | | rock | 52.8 | 67.38 | | wardrobe | 45.66 | 61.63 | | lamp | 58.04 | 71.43 | | bathtub | 74.55 | 82.64 | | railing | 33.33 | 46.8 | | cushion | 56.34 | 68.63 | | base | 24.38 | 36.61 | | box | 26.34 | 33.94 | | column | 36.36 | 45.66 | | signboard | 32.36 | 46.35 | | chest of drawers | 38.98 | 55.34 | | counter | 33.62 | 42.63 | | sand | 44.64 | 59.9 | | sink | 70.35 | 78.73 | | skyscraper | 46.2 | 61.12 | | fireplace | 64.31 | 82.42 | | refrigerator | 59.51 | 68.17 | | grandstand | 52.08 | 76.91 | | path | 19.91 | 27.04 | | stairs | 30.05 | 34.07 | | runway | 66.32 | 87.47 | | case | 55.38 | 68.34 | | pool table | 86.2 | 96.31 | | pillow | 55.11 | 66.37 | | screen door | 53.21 | 57.55 | | stairway | 47.77 | 61.99 | | river | 13.97 | 23.66 | | bridge | 43.49 | 51.84 | | bookcase | 34.1 | 50.02 | | blind | 24.29 | 27.1 | | coffee table | 59.74 | 80.65 | | toilet | 78.66 | 88.17 | | flower | 38.85 | 54.21 | | book | 46.78 | 64.69 | | hill | 5.8 | 8.95 | | bench | 46.24 | 56.25 | | countertop | 55.5 | 71.85 | | stove | 70.94 | 80.16 | | palm | 47.41 | 63.85 | | kitchen island | 40.04 | 64.71 | | computer | 64.38 | 79.17 | | swivel chair | 41.99 | 57.53 | | boat | 60.89 | 77.22 | | bar | 53.53 | 64.94 | | arcade machine | 67.37 | 76.93 | | hovel | 38.55 | 44.4 | | bus | 85.0 | 91.53 | | towel | 66.74 | 81.32 | | light | 36.25 | 41.59 | | truck | 35.62 | 50.42 | | tower | 26.35 | 40.76 | | chandelier | 63.61 | 78.03 | | awning | 28.21 | 34.97 | | streetlight | 23.77 | 28.83 | | booth | 34.73 | 44.36 | | television receiver | 69.73 | 79.79 | | airplane | 55.15 | 67.38 | | dirt track | 5.69 | 13.19 | | apparel | 49.17 | 64.08 | | pole | 18.44 | 24.36 | | land | 1.29 | 1.83 | | bannister | 7.4 | 9.84 | | escalator | 53.19 | 69.28 | | ottoman | 46.5 | 55.87 | | bottle | 39.87 | 64.97 | | buffet | 43.01 | 51.03 | | poster | 19.43 | 23.9 | | stage | 17.81 | 36.55 | | van | 37.47 | 49.14 | | ship | 30.45 | 34.7 | | fountain | 21.26 | 21.96 | | conveyer belt | 64.75 | 94.94 | | canopy | 37.73 | 45.59 | | washer | 68.86 | 74.62 | | plaything | 29.15 | 42.25 | | swimming pool | 61.09 | 78.55 | | stool | 35.39 | 44.17 | | barrel | 38.24 | 53.74 | | basket | 36.2 | 46.13 | | waterfall | 44.57 | 50.3 | | tent | 82.14 | 97.15 | | bag | 16.08 | 18.84 | | minibike | 64.6 | 86.09 | | cradle | 71.4 | 94.45 | | oven | 51.69 | 61.36 | | ball | 55.0 | 65.32 | | food | 52.97 | 62.54 | | step | 8.27 | 9.05 | | tank | 61.45 | 75.26 | | trade name | 16.45 | 18.4 | | microwave | 70.09 | 76.57 | | pot | 40.62 | 45.73 | | animal | 53.36 | 57.67 | | bicycle | 57.2 | 78.83 | | lake | 23.72 | 27.36 | | dishwasher | 52.94 | 57.68 | | screen | 43.7 | 58.17 | | blanket | 20.91 | 24.55 | | sculpture | 59.08 | 75.03 | | hood | 55.62 | 60.58 | | sconce | 43.61 | 53.49 | | vase | 38.74 | 55.84 | | traffic light | 33.33 | 44.92 | | tray | 9.6 | 11.54 | | ashcan | 43.14 | 53.48 | | fan | 56.06 | 70.2 | | pier | 33.37 | 41.09 | | crt screen | 6.88 | 13.7 | | plate | 50.83 | 68.01 | | monitor | 18.41 | 20.83 | | bulletin board | 42.28 | 52.33 | | shower | 2.14 | 3.62 | | radiator | 59.81 | 68.26 | | glass | 16.64 | 18.28 | | clock | 34.69 | 38.11 | | flag | 48.19 | 56.42 | +---------------------+-------+-------+ 2023-12-01 00:32:22,565 - mmseg - INFO - Summary: 2023-12-01 00:32:22,565 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.28 | 47.09 | 58.67 | +-------+-------+-------+ 2023-12-01 00:32:22,567 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:32:22,567 - mmseg - INFO - Iter(val) [250] aAcc: 0.8028, mIoU: 0.4709, mAcc: 0.5867, IoU.wall: 0.7084, IoU.building: 0.8023, IoU.sky: 0.8988, IoU.floor: 0.7519, IoU.tree: 0.6980, IoU.ceiling: 0.7748, IoU.road: 0.7840, IoU.bed : 0.8468, IoU.windowpane: 0.5848, IoU.grass: 0.6570, IoU.cabinet: 0.5534, IoU.sidewalk: 0.5646, IoU.person: 0.7669, IoU.earth: 0.3504, IoU.door: 0.4087, IoU.table: 0.5509, IoU.mountain: 0.5638, IoU.plant: 0.5088, IoU.curtain: 0.6562, IoU.chair: 0.5414, IoU.car: 0.8014, IoU.water: 0.5591, IoU.painting: 0.6681, IoU.sofa: 0.6691, IoU.shelf: 0.3795, IoU.house: 0.4657, IoU.sea: 0.6058, IoU.mirror: 0.5946, IoU.rug: 0.5292, IoU.field: 0.3275, IoU.armchair: 0.4363, IoU.seat: 0.5744, IoU.fence: 0.3913, IoU.desk: 0.4244, IoU.rock: 0.5280, IoU.wardrobe: 0.4566, IoU.lamp: 0.5804, IoU.bathtub: 0.7455, IoU.railing: 0.3333, IoU.cushion: 0.5634, IoU.base: 0.2438, IoU.box: 0.2634, IoU.column: 0.3636, IoU.signboard: 0.3236, IoU.chest of drawers: 0.3898, IoU.counter: 0.3362, IoU.sand: 0.4464, IoU.sink: 0.7035, IoU.skyscraper: 0.4620, IoU.fireplace: 0.6431, IoU.refrigerator: 0.5951, IoU.grandstand: 0.5208, IoU.path: 0.1991, IoU.stairs: 0.3005, IoU.runway: 0.6632, IoU.case: 0.5538, IoU.pool table: 0.8620, IoU.pillow: 0.5511, IoU.screen door: 0.5321, IoU.stairway: 0.4777, IoU.river: 0.1397, IoU.bridge: 0.4349, IoU.bookcase: 0.3410, IoU.blind: 0.2429, IoU.coffee table: 0.5974, IoU.toilet: 0.7866, IoU.flower: 0.3885, IoU.book: 0.4678, IoU.hill: 0.0580, IoU.bench: 0.4624, IoU.countertop: 0.5550, IoU.stove: 0.7094, IoU.palm: 0.4741, IoU.kitchen island: 0.4004, IoU.computer: 0.6438, IoU.swivel chair: 0.4199, IoU.boat: 0.6089, IoU.bar: 0.5353, IoU.arcade machine: 0.6737, IoU.hovel: 0.3855, IoU.bus: 0.8500, IoU.towel: 0.6674, IoU.light: 0.3625, IoU.truck: 0.3562, IoU.tower: 0.2635, IoU.chandelier: 0.6361, IoU.awning: 0.2821, IoU.streetlight: 0.2377, IoU.booth: 0.3473, IoU.television receiver: 0.6973, IoU.airplane: 0.5515, IoU.dirt track: 0.0569, IoU.apparel: 0.4917, IoU.pole: 0.1844, IoU.land: 0.0129, IoU.bannister: 0.0740, IoU.escalator: 0.5319, IoU.ottoman: 0.4650, IoU.bottle: 0.3987, IoU.buffet: 0.4301, IoU.poster: 0.1943, IoU.stage: 0.1781, IoU.van: 0.3747, IoU.ship: 0.3045, IoU.fountain: 0.2126, IoU.conveyer belt: 0.6475, IoU.canopy: 0.3773, IoU.washer: 0.6886, IoU.plaything: 0.2915, IoU.swimming pool: 0.6109, IoU.stool: 0.3539, IoU.barrel: 0.3824, IoU.basket: 0.3620, IoU.waterfall: 0.4457, IoU.tent: 0.8214, IoU.bag: 0.1608, IoU.minibike: 0.6460, IoU.cradle: 0.7140, IoU.oven: 0.5169, IoU.ball: 0.5500, IoU.food: 0.5297, IoU.step: 0.0827, IoU.tank: 0.6145, IoU.trade name: 0.1645, IoU.microwave: 0.7009, IoU.pot: 0.4062, IoU.animal: 0.5336, IoU.bicycle: 0.5720, IoU.lake: 0.2372, IoU.dishwasher: 0.5294, IoU.screen: 0.4370, IoU.blanket: 0.2091, IoU.sculpture: 0.5908, IoU.hood: 0.5562, IoU.sconce: 0.4361, IoU.vase: 0.3874, IoU.traffic light: 0.3333, IoU.tray: 0.0960, IoU.ashcan: 0.4314, IoU.fan: 0.5606, IoU.pier: 0.3337, IoU.crt screen: 0.0688, IoU.plate: 0.5083, IoU.monitor: 0.1841, IoU.bulletin board: 0.4228, IoU.shower: 0.0214, IoU.radiator: 0.5981, IoU.glass: 0.1664, IoU.clock: 0.3469, IoU.flag: 0.4819, Acc.wall: 0.8563, Acc.building: 0.9129, Acc.sky: 0.9573, Acc.floor: 0.8690, Acc.tree: 0.8535, Acc.ceiling: 0.8773, Acc.road: 0.8859, Acc.bed : 0.9402, Acc.windowpane: 0.7583, Acc.grass: 0.8052, Acc.cabinet: 0.6727, Acc.sidewalk: 0.6957, Acc.person: 0.9033, Acc.earth: 0.4859, Acc.door: 0.5136, Acc.table: 0.6986, Acc.mountain: 0.7320, Acc.plant: 0.6141, Acc.curtain: 0.7696, Acc.chair: 0.6976, Acc.car: 0.9207, Acc.water: 0.7418, Acc.painting: 0.8219, Acc.sofa: 0.8177, Acc.shelf: 0.5193, Acc.house: 0.6503, Acc.sea: 0.7810, Acc.mirror: 0.7124, Acc.rug: 0.5841, Acc.field: 0.5273, Acc.armchair: 0.6197, Acc.seat: 0.7972, Acc.fence: 0.5101, Acc.desk: 0.6852, Acc.rock: 0.6738, Acc.wardrobe: 0.6163, Acc.lamp: 0.7143, Acc.bathtub: 0.8264, Acc.railing: 0.4680, Acc.cushion: 0.6863, Acc.base: 0.3661, Acc.box: 0.3394, Acc.column: 0.4566, Acc.signboard: 0.4635, Acc.chest of drawers: 0.5534, Acc.counter: 0.4263, Acc.sand: 0.5990, Acc.sink: 0.7873, Acc.skyscraper: 0.6112, Acc.fireplace: 0.8242, Acc.refrigerator: 0.6817, Acc.grandstand: 0.7691, Acc.path: 0.2704, Acc.stairs: 0.3407, Acc.runway: 0.8747, Acc.case: 0.6834, Acc.pool table: 0.9631, Acc.pillow: 0.6637, Acc.screen door: 0.5755, Acc.stairway: 0.6199, Acc.river: 0.2366, Acc.bridge: 0.5184, Acc.bookcase: 0.5002, Acc.blind: 0.2710, Acc.coffee table: 0.8065, Acc.toilet: 0.8817, Acc.flower: 0.5421, Acc.book: 0.6469, Acc.hill: 0.0895, Acc.bench: 0.5625, Acc.countertop: 0.7185, Acc.stove: 0.8016, Acc.palm: 0.6385, Acc.kitchen island: 0.6471, Acc.computer: 0.7917, Acc.swivel chair: 0.5753, Acc.boat: 0.7722, Acc.bar: 0.6494, Acc.arcade machine: 0.7693, Acc.hovel: 0.4440, Acc.bus: 0.9153, Acc.towel: 0.8132, Acc.light: 0.4159, Acc.truck: 0.5042, Acc.tower: 0.4076, Acc.chandelier: 0.7803, Acc.awning: 0.3497, Acc.streetlight: 0.2883, Acc.booth: 0.4436, Acc.television receiver: 0.7979, Acc.airplane: 0.6738, Acc.dirt track: 0.1319, Acc.apparel: 0.6408, Acc.pole: 0.2436, Acc.land: 0.0183, Acc.bannister: 0.0984, Acc.escalator: 0.6928, Acc.ottoman: 0.5587, Acc.bottle: 0.6497, Acc.buffet: 0.5103, Acc.poster: 0.2390, Acc.stage: 0.3655, Acc.van: 0.4914, Acc.ship: 0.3470, Acc.fountain: 0.2196, Acc.conveyer belt: 0.9494, Acc.canopy: 0.4559, Acc.washer: 0.7462, Acc.plaything: 0.4225, Acc.swimming pool: 0.7855, Acc.stool: 0.4417, Acc.barrel: 0.5374, Acc.basket: 0.4613, Acc.waterfall: 0.5030, Acc.tent: 0.9715, Acc.bag: 0.1884, Acc.minibike: 0.8609, Acc.cradle: 0.9445, Acc.oven: 0.6136, Acc.ball: 0.6532, Acc.food: 0.6254, Acc.step: 0.0905, Acc.tank: 0.7526, Acc.trade name: 0.1840, Acc.microwave: 0.7657, Acc.pot: 0.4573, Acc.animal: 0.5767, Acc.bicycle: 0.7883, Acc.lake: 0.2736, Acc.dishwasher: 0.5768, Acc.screen: 0.5817, Acc.blanket: 0.2455, Acc.sculpture: 0.7503, Acc.hood: 0.6058, Acc.sconce: 0.5349, Acc.vase: 0.5584, Acc.traffic light: 0.4492, Acc.tray: 0.1154, Acc.ashcan: 0.5348, Acc.fan: 0.7020, Acc.pier: 0.4109, Acc.crt screen: 0.1370, Acc.plate: 0.6801, Acc.monitor: 0.2083, Acc.bulletin board: 0.5233, Acc.shower: 0.0362, Acc.radiator: 0.6826, Acc.glass: 0.1828, Acc.clock: 0.3811, Acc.flag: 0.5642 2023-12-01 00:32:33,648 - mmseg - INFO - Iter [67050/80000] lr: 6.475e-06, eta: 1:10:09, time: 1.221, data_time: 1.016, memory: 14238, decode.loss_ce: 0.4833, decode.acc_seg: 81.7688, loss: 0.4833 2023-12-01 00:32:44,261 - mmseg - INFO - Iter [67100/80000] lr: 6.450e-06, eta: 1:09:51, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4984, decode.acc_seg: 81.0609, loss: 0.4984 2023-12-01 00:32:54,875 - mmseg - INFO - Iter [67150/80000] lr: 6.425e-06, eta: 1:09:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5151, decode.acc_seg: 80.3464, loss: 0.5151 2023-12-01 00:33:05,480 - mmseg - INFO - Iter [67200/80000] lr: 6.401e-06, eta: 1:09:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5067, decode.acc_seg: 81.2310, loss: 0.5067 2023-12-01 00:33:16,086 - mmseg - INFO - Iter [67250/80000] lr: 6.376e-06, eta: 1:08:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4909, decode.acc_seg: 81.2420, loss: 0.4909 2023-12-01 00:33:26,691 - mmseg - INFO - Iter [67300/80000] lr: 6.351e-06, eta: 1:08:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5017, decode.acc_seg: 80.6034, loss: 0.5017 2023-12-01 00:33:37,293 - mmseg - INFO - Iter [67350/80000] lr: 6.326e-06, eta: 1:08:25, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5183, decode.acc_seg: 80.1253, loss: 0.5183 2023-12-01 00:33:47,894 - mmseg - INFO - Iter [67400/80000] lr: 6.301e-06, eta: 1:08:08, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5004, decode.acc_seg: 80.6404, loss: 0.5004 2023-12-01 00:33:58,493 - mmseg - INFO - Iter [67450/80000] lr: 6.275e-06, eta: 1:07:50, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4965, decode.acc_seg: 81.3500, loss: 0.4965 2023-12-01 00:34:09,087 - mmseg - INFO - Iter [67500/80000] lr: 6.250e-06, eta: 1:07:33, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4930, decode.acc_seg: 81.2429, loss: 0.4930 2023-12-01 00:34:19,690 - mmseg - INFO - Iter [67550/80000] lr: 6.225e-06, eta: 1:07:16, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4919, decode.acc_seg: 81.0119, loss: 0.4919 2023-12-01 00:34:30,291 - mmseg - INFO - Iter [67600/80000] lr: 6.201e-06, eta: 1:06:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4665, decode.acc_seg: 82.2331, loss: 0.4665 2023-12-01 00:34:40,893 - mmseg - INFO - Iter [67650/80000] lr: 6.176e-06, eta: 1:06:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5094, decode.acc_seg: 80.6215, loss: 0.5094 2023-12-01 00:34:51,498 - mmseg - INFO - Iter [67700/80000] lr: 6.151e-06, eta: 1:06:24, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4838, decode.acc_seg: 81.6067, loss: 0.4838 2023-12-01 00:35:02,104 - mmseg - INFO - Iter [67750/80000] lr: 6.126e-06, eta: 1:06:07, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5166, decode.acc_seg: 80.3457, loss: 0.5166 2023-12-01 00:35:12,698 - mmseg - INFO - Iter [67800/80000] lr: 6.101e-06, eta: 1:05:50, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5058, decode.acc_seg: 81.2734, loss: 0.5058 2023-12-01 00:35:23,298 - mmseg - INFO - Iter [67850/80000] lr: 6.075e-06, eta: 1:05:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5127, decode.acc_seg: 80.5790, loss: 0.5127 2023-12-01 00:35:33,899 - mmseg - INFO - Iter [67900/80000] lr: 6.050e-06, eta: 1:05:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4858, decode.acc_seg: 81.8373, loss: 0.4858 2023-12-01 00:35:44,504 - mmseg - INFO - Iter [67950/80000] lr: 6.025e-06, eta: 1:04:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5051, decode.acc_seg: 81.1206, loss: 0.5051 2023-12-01 00:35:55,082 - mmseg - INFO - Saving checkpoint at 68000 iterations 2023-12-01 00:36:32,662 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:36:32,662 - mmseg - INFO - Iter [68000/80000] lr: 6.001e-06, eta: 1:04:48, time: 0.964, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5065, decode.acc_seg: 80.7600, loss: 0.5065 2023-12-01 00:37:22,906 - mmseg - INFO - per class results: 2023-12-01 00:37:22,913 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 71.03 | 84.7 | | building | 79.52 | 92.78 | | sky | 89.66 | 95.81 | | floor | 75.39 | 86.32 | | tree | 69.48 | 83.71 | | ceiling | 77.45 | 86.8 | | road | 78.25 | 88.65 | | bed | 84.86 | 93.9 | | windowpane | 58.56 | 75.66 | | grass | 65.88 | 80.56 | | cabinet | 55.52 | 68.31 | | sidewalk | 56.52 | 71.95 | | person | 76.17 | 91.33 | | earth | 35.19 | 48.11 | | door | 41.01 | 51.44 | | table | 55.1 | 70.57 | | mountain | 56.47 | 72.08 | | plant | 51.21 | 62.56 | | curtain | 65.94 | 77.87 | | chair | 54.28 | 70.52 | | car | 79.54 | 92.6 | | water | 55.8 | 73.87 | | painting | 66.64 | 82.71 | | sofa | 66.9 | 82.09 | | shelf | 38.1 | 52.78 | | house | 45.61 | 60.93 | | sea | 60.24 | 77.27 | | mirror | 59.52 | 71.08 | | rug | 54.4 | 60.89 | | field | 32.38 | 50.02 | | armchair | 43.47 | 60.44 | | seat | 57.25 | 79.15 | | fence | 38.69 | 49.03 | | desk | 41.8 | 70.18 | | rock | 52.98 | 68.75 | | wardrobe | 45.79 | 62.52 | | lamp | 58.22 | 72.89 | | bathtub | 74.53 | 83.54 | | railing | 33.14 | 44.83 | | cushion | 56.77 | 70.96 | | base | 25.9 | 40.58 | | box | 26.89 | 35.48 | | column | 36.49 | 45.29 | | signboard | 31.98 | 45.33 | | chest of drawers | 38.97 | 54.63 | | counter | 33.95 | 43.55 | | sand | 44.54 | 59.71 | | sink | 70.4 | 78.93 | | skyscraper | 46.05 | 59.42 | | fireplace | 64.26 | 82.95 | | refrigerator | 60.01 | 69.7 | | grandstand | 52.88 | 77.03 | | path | 19.67 | 26.82 | | stairs | 29.87 | 34.31 | | runway | 66.33 | 87.72 | | case | 56.05 | 69.69 | | pool table | 86.24 | 96.35 | | pillow | 54.9 | 65.54 | | screen door | 54.67 | 59.41 | | stairway | 47.16 | 59.04 | | river | 13.97 | 24.09 | | bridge | 42.4 | 50.73 | | bookcase | 33.76 | 49.11 | | blind | 26.4 | 29.86 | | coffee table | 59.5 | 81.1 | | toilet | 78.46 | 88.5 | | flower | 39.0 | 53.55 | | book | 47.19 | 67.09 | | hill | 5.81 | 9.01 | | bench | 46.23 | 55.41 | | countertop | 55.59 | 71.95 | | stove | 70.97 | 80.89 | | palm | 47.35 | 65.07 | | kitchen island | 39.66 | 65.63 | | computer | 64.32 | 79.7 | | swivel chair | 42.16 | 57.56 | | boat | 60.48 | 77.29 | | bar | 53.36 | 66.36 | | arcade machine | 67.85 | 78.12 | | hovel | 38.65 | 44.99 | | bus | 85.1 | 91.05 | | towel | 66.82 | 81.69 | | light | 37.96 | 44.59 | | truck | 34.8 | 48.23 | | tower | 23.02 | 34.48 | | chandelier | 63.72 | 78.76 | | awning | 27.48 | 34.13 | | streetlight | 23.72 | 29.14 | | booth | 34.77 | 45.15 | | television receiver | 69.72 | 80.25 | | airplane | 55.6 | 67.6 | | dirt track | 6.01 | 12.68 | | apparel | 50.03 | 66.99 | | pole | 16.86 | 21.43 | | land | 1.39 | 1.98 | | bannister | 7.9 | 10.26 | | escalator | 53.69 | 70.57 | | ottoman | 46.45 | 55.39 | | bottle | 39.71 | 65.49 | | buffet | 42.88 | 51.08 | | poster | 20.01 | 25.16 | | stage | 18.1 | 39.88 | | van | 36.34 | 47.67 | | ship | 31.79 | 36.48 | | fountain | 22.01 | 22.72 | | conveyer belt | 63.86 | 94.97 | | canopy | 36.86 | 44.75 | | washer | 69.95 | 76.3 | | plaything | 28.72 | 42.88 | | swimming pool | 61.21 | 78.56 | | stool | 35.36 | 44.74 | | barrel | 38.37 | 54.53 | | basket | 36.05 | 46.24 | | waterfall | 45.84 | 52.88 | | tent | 80.78 | 97.47 | | bag | 16.21 | 19.18 | | minibike | 64.75 | 84.29 | | cradle | 71.65 | 94.57 | | oven | 51.56 | 62.01 | | ball | 55.79 | 67.36 | | food | 54.39 | 65.01 | | step | 8.27 | 9.07 | | tank | 61.19 | 75.63 | | trade name | 16.23 | 18.1 | | microwave | 71.53 | 78.6 | | pot | 41.27 | 46.87 | | animal | 53.44 | 57.78 | | bicycle | 56.79 | 77.75 | | lake | 22.16 | 25.38 | | dishwasher | 52.93 | 57.31 | | screen | 43.77 | 59.2 | | blanket | 21.01 | 24.56 | | sculpture | 58.14 | 76.65 | | hood | 54.59 | 59.39 | | sconce | 44.62 | 55.98 | | vase | 38.75 | 56.44 | | traffic light | 32.28 | 41.47 | | tray | 10.54 | 13.13 | | ashcan | 43.17 | 53.39 | | fan | 56.74 | 73.72 | | pier | 33.46 | 40.87 | | crt screen | 6.93 | 14.12 | | plate | 51.09 | 68.36 | | monitor | 19.81 | 22.45 | | bulletin board | 42.65 | 54.98 | | shower | 2.14 | 3.75 | | radiator | 59.82 | 68.32 | | glass | 17.41 | 19.51 | | clock | 35.91 | 39.84 | | flag | 49.19 | 57.2 | +---------------------+-------+-------+ 2023-12-01 00:37:22,913 - mmseg - INFO - Summary: 2023-12-01 00:37:22,913 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.26 | 47.15 | 58.97 | +-------+-------+-------+ 2023-12-01 00:37:22,914 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:37:22,914 - mmseg - INFO - Iter(val) [250] aAcc: 0.8026, mIoU: 0.4715, mAcc: 0.5897, IoU.wall: 0.7103, IoU.building: 0.7952, IoU.sky: 0.8966, IoU.floor: 0.7539, IoU.tree: 0.6948, IoU.ceiling: 0.7745, IoU.road: 0.7825, IoU.bed : 0.8486, IoU.windowpane: 0.5856, IoU.grass: 0.6588, IoU.cabinet: 0.5552, IoU.sidewalk: 0.5652, IoU.person: 0.7617, IoU.earth: 0.3519, IoU.door: 0.4101, IoU.table: 0.5510, IoU.mountain: 0.5647, IoU.plant: 0.5121, IoU.curtain: 0.6594, IoU.chair: 0.5428, IoU.car: 0.7954, IoU.water: 0.5580, IoU.painting: 0.6664, IoU.sofa: 0.6690, IoU.shelf: 0.3810, IoU.house: 0.4561, IoU.sea: 0.6024, IoU.mirror: 0.5952, IoU.rug: 0.5440, IoU.field: 0.3238, IoU.armchair: 0.4347, IoU.seat: 0.5725, IoU.fence: 0.3869, IoU.desk: 0.4180, IoU.rock: 0.5298, IoU.wardrobe: 0.4579, IoU.lamp: 0.5822, IoU.bathtub: 0.7453, IoU.railing: 0.3314, IoU.cushion: 0.5677, IoU.base: 0.2590, IoU.box: 0.2689, IoU.column: 0.3649, IoU.signboard: 0.3198, IoU.chest of drawers: 0.3897, IoU.counter: 0.3395, IoU.sand: 0.4454, IoU.sink: 0.7040, IoU.skyscraper: 0.4605, IoU.fireplace: 0.6426, IoU.refrigerator: 0.6001, IoU.grandstand: 0.5288, IoU.path: 0.1967, IoU.stairs: 0.2987, IoU.runway: 0.6633, IoU.case: 0.5605, IoU.pool table: 0.8624, IoU.pillow: 0.5490, IoU.screen door: 0.5467, IoU.stairway: 0.4716, IoU.river: 0.1397, IoU.bridge: 0.4240, IoU.bookcase: 0.3376, IoU.blind: 0.2640, IoU.coffee table: 0.5950, IoU.toilet: 0.7846, IoU.flower: 0.3900, IoU.book: 0.4719, IoU.hill: 0.0581, IoU.bench: 0.4623, IoU.countertop: 0.5559, IoU.stove: 0.7097, IoU.palm: 0.4735, IoU.kitchen island: 0.3966, IoU.computer: 0.6432, IoU.swivel chair: 0.4216, IoU.boat: 0.6048, IoU.bar: 0.5336, IoU.arcade machine: 0.6785, IoU.hovel: 0.3865, IoU.bus: 0.8510, IoU.towel: 0.6682, IoU.light: 0.3796, IoU.truck: 0.3480, IoU.tower: 0.2302, IoU.chandelier: 0.6372, IoU.awning: 0.2748, IoU.streetlight: 0.2372, IoU.booth: 0.3477, IoU.television receiver: 0.6972, IoU.airplane: 0.5560, IoU.dirt track: 0.0601, IoU.apparel: 0.5003, IoU.pole: 0.1686, IoU.land: 0.0139, IoU.bannister: 0.0790, IoU.escalator: 0.5369, IoU.ottoman: 0.4645, IoU.bottle: 0.3971, IoU.buffet: 0.4288, IoU.poster: 0.2001, IoU.stage: 0.1810, IoU.van: 0.3634, IoU.ship: 0.3179, IoU.fountain: 0.2201, IoU.conveyer belt: 0.6386, IoU.canopy: 0.3686, IoU.washer: 0.6995, IoU.plaything: 0.2872, IoU.swimming pool: 0.6121, IoU.stool: 0.3536, IoU.barrel: 0.3837, IoU.basket: 0.3605, IoU.waterfall: 0.4584, IoU.tent: 0.8078, IoU.bag: 0.1621, IoU.minibike: 0.6475, IoU.cradle: 0.7165, IoU.oven: 0.5156, IoU.ball: 0.5579, IoU.food: 0.5439, IoU.step: 0.0827, IoU.tank: 0.6119, IoU.trade name: 0.1623, IoU.microwave: 0.7153, IoU.pot: 0.4127, IoU.animal: 0.5344, IoU.bicycle: 0.5679, IoU.lake: 0.2216, IoU.dishwasher: 0.5293, IoU.screen: 0.4377, IoU.blanket: 0.2101, IoU.sculpture: 0.5814, IoU.hood: 0.5459, IoU.sconce: 0.4462, IoU.vase: 0.3875, IoU.traffic light: 0.3228, IoU.tray: 0.1054, IoU.ashcan: 0.4317, IoU.fan: 0.5674, IoU.pier: 0.3346, IoU.crt screen: 0.0693, IoU.plate: 0.5109, IoU.monitor: 0.1981, IoU.bulletin board: 0.4265, IoU.shower: 0.0214, IoU.radiator: 0.5982, IoU.glass: 0.1741, IoU.clock: 0.3591, IoU.flag: 0.4919, Acc.wall: 0.8470, Acc.building: 0.9278, Acc.sky: 0.9581, Acc.floor: 0.8632, Acc.tree: 0.8371, Acc.ceiling: 0.8680, Acc.road: 0.8865, Acc.bed : 0.9390, Acc.windowpane: 0.7566, Acc.grass: 0.8056, Acc.cabinet: 0.6831, Acc.sidewalk: 0.7195, Acc.person: 0.9133, Acc.earth: 0.4811, Acc.door: 0.5144, Acc.table: 0.7057, Acc.mountain: 0.7208, Acc.plant: 0.6256, Acc.curtain: 0.7787, Acc.chair: 0.7052, Acc.car: 0.9260, Acc.water: 0.7387, Acc.painting: 0.8271, Acc.sofa: 0.8209, Acc.shelf: 0.5278, Acc.house: 0.6093, Acc.sea: 0.7727, Acc.mirror: 0.7108, Acc.rug: 0.6089, Acc.field: 0.5002, Acc.armchair: 0.6044, Acc.seat: 0.7915, Acc.fence: 0.4903, Acc.desk: 0.7018, Acc.rock: 0.6875, Acc.wardrobe: 0.6252, Acc.lamp: 0.7289, Acc.bathtub: 0.8354, Acc.railing: 0.4483, Acc.cushion: 0.7096, Acc.base: 0.4058, Acc.box: 0.3548, Acc.column: 0.4529, Acc.signboard: 0.4533, Acc.chest of drawers: 0.5463, Acc.counter: 0.4355, Acc.sand: 0.5971, Acc.sink: 0.7893, Acc.skyscraper: 0.5942, Acc.fireplace: 0.8295, Acc.refrigerator: 0.6970, Acc.grandstand: 0.7703, Acc.path: 0.2682, Acc.stairs: 0.3431, Acc.runway: 0.8772, Acc.case: 0.6969, Acc.pool table: 0.9635, Acc.pillow: 0.6554, Acc.screen door: 0.5941, Acc.stairway: 0.5904, Acc.river: 0.2409, Acc.bridge: 0.5073, Acc.bookcase: 0.4911, Acc.blind: 0.2986, Acc.coffee table: 0.8110, Acc.toilet: 0.8850, Acc.flower: 0.5355, Acc.book: 0.6709, Acc.hill: 0.0901, Acc.bench: 0.5541, Acc.countertop: 0.7195, Acc.stove: 0.8089, Acc.palm: 0.6507, Acc.kitchen island: 0.6563, Acc.computer: 0.7970, Acc.swivel chair: 0.5756, Acc.boat: 0.7729, Acc.bar: 0.6636, Acc.arcade machine: 0.7812, Acc.hovel: 0.4499, Acc.bus: 0.9105, Acc.towel: 0.8169, Acc.light: 0.4459, Acc.truck: 0.4823, Acc.tower: 0.3448, Acc.chandelier: 0.7876, Acc.awning: 0.3413, Acc.streetlight: 0.2914, Acc.booth: 0.4515, Acc.television receiver: 0.8025, Acc.airplane: 0.6760, Acc.dirt track: 0.1268, Acc.apparel: 0.6699, Acc.pole: 0.2143, Acc.land: 0.0198, Acc.bannister: 0.1026, Acc.escalator: 0.7057, Acc.ottoman: 0.5539, Acc.bottle: 0.6549, Acc.buffet: 0.5108, Acc.poster: 0.2516, Acc.stage: 0.3988, Acc.van: 0.4767, Acc.ship: 0.3648, Acc.fountain: 0.2272, Acc.conveyer belt: 0.9497, Acc.canopy: 0.4475, Acc.washer: 0.7630, Acc.plaything: 0.4288, Acc.swimming pool: 0.7856, Acc.stool: 0.4474, Acc.barrel: 0.5453, Acc.basket: 0.4624, Acc.waterfall: 0.5288, Acc.tent: 0.9747, Acc.bag: 0.1918, Acc.minibike: 0.8429, Acc.cradle: 0.9457, Acc.oven: 0.6201, Acc.ball: 0.6736, Acc.food: 0.6501, Acc.step: 0.0907, Acc.tank: 0.7563, Acc.trade name: 0.1810, Acc.microwave: 0.7860, Acc.pot: 0.4687, Acc.animal: 0.5778, Acc.bicycle: 0.7775, Acc.lake: 0.2538, Acc.dishwasher: 0.5731, Acc.screen: 0.5920, Acc.blanket: 0.2456, Acc.sculpture: 0.7665, Acc.hood: 0.5939, Acc.sconce: 0.5598, Acc.vase: 0.5644, Acc.traffic light: 0.4147, Acc.tray: 0.1313, Acc.ashcan: 0.5339, Acc.fan: 0.7372, Acc.pier: 0.4087, Acc.crt screen: 0.1412, Acc.plate: 0.6836, Acc.monitor: 0.2245, Acc.bulletin board: 0.5498, Acc.shower: 0.0375, Acc.radiator: 0.6832, Acc.glass: 0.1951, Acc.clock: 0.3984, Acc.flag: 0.5720 2023-12-01 00:37:34,015 - mmseg - INFO - Iter [68050/80000] lr: 5.976e-06, eta: 1:04:39, time: 1.227, data_time: 1.022, memory: 14238, decode.loss_ce: 0.5388, decode.acc_seg: 79.5648, loss: 0.5388 2023-12-01 00:37:44,633 - mmseg - INFO - Iter [68100/80000] lr: 5.951e-06, eta: 1:04:22, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5151, decode.acc_seg: 80.3336, loss: 0.5151 2023-12-01 00:37:55,234 - mmseg - INFO - Iter [68150/80000] lr: 5.926e-06, eta: 1:04:05, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4734, decode.acc_seg: 82.1115, loss: 0.4734 2023-12-01 00:38:05,834 - mmseg - INFO - Iter [68200/80000] lr: 5.901e-06, eta: 1:03:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5241, decode.acc_seg: 80.5720, loss: 0.5241 2023-12-01 00:38:18,734 - mmseg - INFO - Iter [68250/80000] lr: 5.875e-06, eta: 1:03:31, time: 0.258, data_time: 0.052, memory: 14238, decode.loss_ce: 0.5020, decode.acc_seg: 80.9446, loss: 0.5020 2023-12-01 00:38:29,354 - mmseg - INFO - Iter [68300/80000] lr: 5.850e-06, eta: 1:03:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5001, decode.acc_seg: 81.2257, loss: 0.5001 2023-12-01 00:38:39,994 - mmseg - INFO - Iter [68350/80000] lr: 5.825e-06, eta: 1:02:57, time: 0.213, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5059, decode.acc_seg: 80.6711, loss: 0.5059 2023-12-01 00:38:50,601 - mmseg - INFO - Iter [68400/80000] lr: 5.800e-06, eta: 1:02:39, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4852, decode.acc_seg: 81.4327, loss: 0.4852 2023-12-01 00:39:01,202 - mmseg - INFO - Iter [68450/80000] lr: 5.776e-06, eta: 1:02:22, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5037, decode.acc_seg: 81.1443, loss: 0.5037 2023-12-01 00:39:11,806 - mmseg - INFO - Iter [68500/80000] lr: 5.751e-06, eta: 1:02:05, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4936, decode.acc_seg: 81.1494, loss: 0.4936 2023-12-01 00:39:22,408 - mmseg - INFO - Iter [68550/80000] lr: 5.726e-06, eta: 1:01:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4874, decode.acc_seg: 81.5141, loss: 0.4874 2023-12-01 00:39:33,012 - mmseg - INFO - Iter [68600/80000] lr: 5.701e-06, eta: 1:01:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5000, decode.acc_seg: 80.8675, loss: 0.5000 2023-12-01 00:39:43,608 - mmseg - INFO - Iter [68650/80000] lr: 5.676e-06, eta: 1:01:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5085, decode.acc_seg: 80.6786, loss: 0.5085 2023-12-01 00:39:54,211 - mmseg - INFO - Iter [68700/80000] lr: 5.650e-06, eta: 1:00:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5151, decode.acc_seg: 80.3214, loss: 0.5151 2023-12-01 00:40:04,811 - mmseg - INFO - Iter [68750/80000] lr: 5.625e-06, eta: 1:00:40, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5020, decode.acc_seg: 81.1911, loss: 0.5020 2023-12-01 00:40:15,407 - mmseg - INFO - Iter [68800/80000] lr: 5.600e-06, eta: 1:00:22, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5040, decode.acc_seg: 81.0099, loss: 0.5040 2023-12-01 00:40:26,002 - mmseg - INFO - Iter [68850/80000] lr: 5.576e-06, eta: 1:00:05, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4940, decode.acc_seg: 81.1728, loss: 0.4940 2023-12-01 00:40:36,602 - mmseg - INFO - Iter [68900/80000] lr: 5.551e-06, eta: 0:59:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5120, decode.acc_seg: 80.7297, loss: 0.5120 2023-12-01 00:40:47,198 - mmseg - INFO - Iter [68950/80000] lr: 5.526e-06, eta: 0:59:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4995, decode.acc_seg: 81.1348, loss: 0.4995 2023-12-01 00:40:57,774 - mmseg - INFO - Saving checkpoint at 69000 iterations 2023-12-01 00:41:32,925 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:41:32,925 - mmseg - INFO - Iter [69000/80000] lr: 5.501e-06, eta: 0:59:20, time: 0.915, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4943, decode.acc_seg: 81.7468, loss: 0.4943 2023-12-01 00:42:22,948 - mmseg - INFO - per class results: 2023-12-01 00:42:22,954 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.97 | 85.3 | | building | 80.23 | 91.75 | | sky | 89.89 | 95.76 | | floor | 75.19 | 86.94 | | tree | 69.82 | 84.5 | | ceiling | 77.54 | 87.91 | | road | 78.54 | 88.21 | | bed | 84.72 | 94.0 | | windowpane | 58.51 | 76.21 | | grass | 65.69 | 80.76 | | cabinet | 55.43 | 67.85 | | sidewalk | 56.89 | 71.73 | | person | 76.01 | 91.7 | | earth | 34.95 | 47.33 | | door | 40.83 | 51.03 | | table | 55.19 | 70.0 | | mountain | 56.65 | 71.97 | | plant | 51.38 | 63.02 | | curtain | 65.8 | 77.21 | | chair | 54.11 | 69.92 | | car | 79.52 | 92.88 | | water | 56.3 | 74.91 | | painting | 66.74 | 82.34 | | sofa | 67.0 | 81.08 | | shelf | 38.24 | 53.06 | | house | 45.67 | 58.31 | | sea | 60.55 | 75.55 | | mirror | 59.56 | 71.96 | | rug | 52.95 | 58.44 | | field | 32.48 | 51.01 | | armchair | 43.7 | 61.54 | | seat | 57.33 | 79.19 | | fence | 39.44 | 52.53 | | desk | 42.64 | 68.06 | | rock | 53.39 | 68.82 | | wardrobe | 45.85 | 62.37 | | lamp | 58.07 | 72.33 | | bathtub | 74.76 | 83.55 | | railing | 32.85 | 44.6 | | cushion | 56.65 | 69.97 | | base | 25.61 | 41.19 | | box | 26.39 | 34.15 | | column | 36.72 | 46.14 | | signboard | 32.68 | 48.87 | | chest of drawers | 38.75 | 53.87 | | counter | 33.84 | 42.9 | | sand | 45.4 | 61.39 | | sink | 70.38 | 78.81 | | skyscraper | 46.08 | 62.15 | | fireplace | 64.48 | 81.73 | | refrigerator | 59.64 | 68.73 | | grandstand | 51.68 | 77.39 | | path | 19.86 | 26.95 | | stairs | 30.2 | 34.67 | | runway | 66.25 | 87.38 | | case | 55.91 | 70.17 | | pool table | 85.83 | 96.61 | | pillow | 54.34 | 64.45 | | screen door | 55.22 | 60.22 | | stairway | 47.38 | 61.14 | | river | 13.89 | 24.48 | | bridge | 44.14 | 52.96 | | bookcase | 33.79 | 47.81 | | blind | 23.83 | 26.55 | | coffee table | 59.86 | 80.12 | | toilet | 78.26 | 88.72 | | flower | 39.14 | 54.39 | | book | 47.45 | 66.5 | | hill | 5.79 | 8.8 | | bench | 46.54 | 56.64 | | countertop | 55.6 | 71.67 | | stove | 70.98 | 79.54 | | palm | 47.28 | 63.93 | | kitchen island | 39.76 | 65.62 | | computer | 64.22 | 79.44 | | swivel chair | 42.35 | 59.23 | | boat | 61.63 | 77.5 | | bar | 53.53 | 65.97 | | arcade machine | 67.95 | 78.12 | | hovel | 41.84 | 48.48 | | bus | 85.06 | 92.05 | | towel | 66.76 | 80.59 | | light | 37.76 | 44.45 | | truck | 34.83 | 48.51 | | tower | 26.71 | 41.84 | | chandelier | 63.26 | 76.14 | | awning | 29.4 | 37.41 | | streetlight | 24.48 | 31.0 | | booth | 34.67 | 44.7 | | television receiver | 69.8 | 79.23 | | airplane | 55.02 | 67.61 | | dirt track | 6.09 | 13.36 | | apparel | 50.17 | 64.8 | | pole | 17.49 | 22.63 | | land | 1.31 | 1.92 | | bannister | 7.89 | 10.41 | | escalator | 53.74 | 70.92 | | ottoman | 46.84 | 56.84 | | bottle | 39.54 | 63.51 | | buffet | 42.62 | 50.28 | | poster | 19.96 | 25.48 | | stage | 17.65 | 36.35 | | van | 36.78 | 49.38 | | ship | 29.31 | 33.64 | | fountain | 24.01 | 24.94 | | conveyer belt | 64.27 | 94.95 | | canopy | 38.38 | 45.77 | | washer | 69.58 | 75.68 | | plaything | 29.29 | 43.38 | | swimming pool | 60.9 | 77.9 | | stool | 35.28 | 44.53 | | barrel | 38.23 | 55.0 | | basket | 36.11 | 46.13 | | waterfall | 46.12 | 54.24 | | tent | 80.91 | 97.46 | | bag | 15.87 | 18.63 | | minibike | 64.26 | 86.2 | | cradle | 71.97 | 94.2 | | oven | 52.09 | 62.84 | | ball | 54.95 | 65.17 | | food | 54.09 | 64.24 | | step | 7.83 | 8.48 | | tank | 61.73 | 75.53 | | trade name | 16.98 | 19.15 | | microwave | 70.3 | 76.39 | | pot | 40.97 | 46.35 | | animal | 54.11 | 59.09 | | bicycle | 57.23 | 80.38 | | lake | 20.2 | 22.7 | | dishwasher | 53.15 | 57.72 | | screen | 43.93 | 58.3 | | blanket | 20.85 | 24.44 | | sculpture | 58.43 | 76.02 | | hood | 56.07 | 61.53 | | sconce | 42.75 | 52.11 | | vase | 38.64 | 56.24 | | traffic light | 33.4 | 45.18 | | tray | 10.06 | 12.26 | | ashcan | 43.24 | 54.82 | | fan | 56.06 | 69.98 | | pier | 33.3 | 42.06 | | crt screen | 7.45 | 15.2 | | plate | 51.08 | 68.5 | | monitor | 21.12 | 24.28 | | bulletin board | 42.51 | 55.04 | | shower | 2.25 | 3.5 | | radiator | 59.75 | 67.97 | | glass | 17.65 | 19.89 | | clock | 35.16 | 38.78 | | flag | 49.01 | 58.13 | +---------------------+-------+-------+ 2023-12-01 00:42:22,955 - mmseg - INFO - Summary: 2023-12-01 00:42:22,955 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.33 | 47.23 | 59.04 | +-------+-------+-------+ 2023-12-01 00:42:22,956 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:42:22,956 - mmseg - INFO - Iter(val) [250] aAcc: 0.8033, mIoU: 0.4723, mAcc: 0.5904, IoU.wall: 0.7097, IoU.building: 0.8023, IoU.sky: 0.8989, IoU.floor: 0.7519, IoU.tree: 0.6982, IoU.ceiling: 0.7754, IoU.road: 0.7854, IoU.bed : 0.8472, IoU.windowpane: 0.5851, IoU.grass: 0.6569, IoU.cabinet: 0.5543, IoU.sidewalk: 0.5689, IoU.person: 0.7601, IoU.earth: 0.3495, IoU.door: 0.4083, IoU.table: 0.5519, IoU.mountain: 0.5665, IoU.plant: 0.5138, IoU.curtain: 0.6580, IoU.chair: 0.5411, IoU.car: 0.7952, IoU.water: 0.5630, IoU.painting: 0.6674, IoU.sofa: 0.6700, IoU.shelf: 0.3824, IoU.house: 0.4567, IoU.sea: 0.6055, IoU.mirror: 0.5956, IoU.rug: 0.5295, IoU.field: 0.3248, IoU.armchair: 0.4370, IoU.seat: 0.5733, IoU.fence: 0.3944, IoU.desk: 0.4264, IoU.rock: 0.5339, IoU.wardrobe: 0.4585, IoU.lamp: 0.5807, IoU.bathtub: 0.7476, IoU.railing: 0.3285, IoU.cushion: 0.5665, IoU.base: 0.2561, IoU.box: 0.2639, IoU.column: 0.3672, IoU.signboard: 0.3268, IoU.chest of drawers: 0.3875, IoU.counter: 0.3384, IoU.sand: 0.4540, IoU.sink: 0.7038, IoU.skyscraper: 0.4608, IoU.fireplace: 0.6448, IoU.refrigerator: 0.5964, IoU.grandstand: 0.5168, IoU.path: 0.1986, IoU.stairs: 0.3020, IoU.runway: 0.6625, IoU.case: 0.5591, IoU.pool table: 0.8583, IoU.pillow: 0.5434, IoU.screen door: 0.5522, IoU.stairway: 0.4738, IoU.river: 0.1389, IoU.bridge: 0.4414, IoU.bookcase: 0.3379, IoU.blind: 0.2383, IoU.coffee table: 0.5986, IoU.toilet: 0.7826, IoU.flower: 0.3914, IoU.book: 0.4745, IoU.hill: 0.0579, IoU.bench: 0.4654, IoU.countertop: 0.5560, IoU.stove: 0.7098, IoU.palm: 0.4728, IoU.kitchen island: 0.3976, IoU.computer: 0.6422, IoU.swivel chair: 0.4235, IoU.boat: 0.6163, IoU.bar: 0.5353, IoU.arcade machine: 0.6795, IoU.hovel: 0.4184, IoU.bus: 0.8506, IoU.towel: 0.6676, IoU.light: 0.3776, IoU.truck: 0.3483, IoU.tower: 0.2671, IoU.chandelier: 0.6326, IoU.awning: 0.2940, IoU.streetlight: 0.2448, IoU.booth: 0.3467, IoU.television receiver: 0.6980, IoU.airplane: 0.5502, IoU.dirt track: 0.0609, IoU.apparel: 0.5017, IoU.pole: 0.1749, IoU.land: 0.0131, IoU.bannister: 0.0789, IoU.escalator: 0.5374, IoU.ottoman: 0.4684, IoU.bottle: 0.3954, IoU.buffet: 0.4262, IoU.poster: 0.1996, IoU.stage: 0.1765, IoU.van: 0.3678, IoU.ship: 0.2931, IoU.fountain: 0.2401, IoU.conveyer belt: 0.6427, IoU.canopy: 0.3838, IoU.washer: 0.6958, IoU.plaything: 0.2929, IoU.swimming pool: 0.6090, IoU.stool: 0.3528, IoU.barrel: 0.3823, IoU.basket: 0.3611, IoU.waterfall: 0.4612, IoU.tent: 0.8091, IoU.bag: 0.1587, IoU.minibike: 0.6426, IoU.cradle: 0.7197, IoU.oven: 0.5209, IoU.ball: 0.5495, IoU.food: 0.5409, IoU.step: 0.0783, IoU.tank: 0.6173, IoU.trade name: 0.1698, IoU.microwave: 0.7030, IoU.pot: 0.4097, IoU.animal: 0.5411, IoU.bicycle: 0.5723, IoU.lake: 0.2020, IoU.dishwasher: 0.5315, IoU.screen: 0.4393, IoU.blanket: 0.2085, IoU.sculpture: 0.5843, IoU.hood: 0.5607, IoU.sconce: 0.4275, IoU.vase: 0.3864, IoU.traffic light: 0.3340, IoU.tray: 0.1006, IoU.ashcan: 0.4324, IoU.fan: 0.5606, IoU.pier: 0.3330, IoU.crt screen: 0.0745, IoU.plate: 0.5108, IoU.monitor: 0.2112, IoU.bulletin board: 0.4251, IoU.shower: 0.0225, IoU.radiator: 0.5975, IoU.glass: 0.1765, IoU.clock: 0.3516, IoU.flag: 0.4901, Acc.wall: 0.8530, Acc.building: 0.9175, Acc.sky: 0.9576, Acc.floor: 0.8694, Acc.tree: 0.8450, Acc.ceiling: 0.8791, Acc.road: 0.8821, Acc.bed : 0.9400, Acc.windowpane: 0.7621, Acc.grass: 0.8076, Acc.cabinet: 0.6785, Acc.sidewalk: 0.7173, Acc.person: 0.9170, Acc.earth: 0.4733, Acc.door: 0.5103, Acc.table: 0.7000, Acc.mountain: 0.7197, Acc.plant: 0.6302, Acc.curtain: 0.7721, Acc.chair: 0.6992, Acc.car: 0.9288, Acc.water: 0.7491, Acc.painting: 0.8234, Acc.sofa: 0.8108, Acc.shelf: 0.5306, Acc.house: 0.5831, Acc.sea: 0.7555, Acc.mirror: 0.7196, Acc.rug: 0.5844, Acc.field: 0.5101, Acc.armchair: 0.6154, Acc.seat: 0.7919, Acc.fence: 0.5253, Acc.desk: 0.6806, Acc.rock: 0.6882, Acc.wardrobe: 0.6237, Acc.lamp: 0.7233, Acc.bathtub: 0.8355, Acc.railing: 0.4460, Acc.cushion: 0.6997, Acc.base: 0.4119, Acc.box: 0.3415, Acc.column: 0.4614, Acc.signboard: 0.4887, Acc.chest of drawers: 0.5387, Acc.counter: 0.4290, Acc.sand: 0.6139, Acc.sink: 0.7881, Acc.skyscraper: 0.6215, Acc.fireplace: 0.8173, Acc.refrigerator: 0.6873, Acc.grandstand: 0.7739, Acc.path: 0.2695, Acc.stairs: 0.3467, Acc.runway: 0.8738, Acc.case: 0.7017, Acc.pool table: 0.9661, Acc.pillow: 0.6445, Acc.screen door: 0.6022, Acc.stairway: 0.6114, Acc.river: 0.2448, Acc.bridge: 0.5296, Acc.bookcase: 0.4781, Acc.blind: 0.2655, Acc.coffee table: 0.8012, Acc.toilet: 0.8872, Acc.flower: 0.5439, Acc.book: 0.6650, Acc.hill: 0.0880, Acc.bench: 0.5664, Acc.countertop: 0.7167, Acc.stove: 0.7954, Acc.palm: 0.6393, Acc.kitchen island: 0.6562, Acc.computer: 0.7944, Acc.swivel chair: 0.5923, Acc.boat: 0.7750, Acc.bar: 0.6597, Acc.arcade machine: 0.7812, Acc.hovel: 0.4848, Acc.bus: 0.9205, Acc.towel: 0.8059, Acc.light: 0.4445, Acc.truck: 0.4851, Acc.tower: 0.4184, Acc.chandelier: 0.7614, Acc.awning: 0.3741, Acc.streetlight: 0.3100, Acc.booth: 0.4470, Acc.television receiver: 0.7923, Acc.airplane: 0.6761, Acc.dirt track: 0.1336, Acc.apparel: 0.6480, Acc.pole: 0.2263, Acc.land: 0.0192, Acc.bannister: 0.1041, Acc.escalator: 0.7092, Acc.ottoman: 0.5684, Acc.bottle: 0.6351, Acc.buffet: 0.5028, Acc.poster: 0.2548, Acc.stage: 0.3635, Acc.van: 0.4938, Acc.ship: 0.3364, Acc.fountain: 0.2494, Acc.conveyer belt: 0.9495, Acc.canopy: 0.4577, Acc.washer: 0.7568, Acc.plaything: 0.4338, Acc.swimming pool: 0.7790, Acc.stool: 0.4453, Acc.barrel: 0.5500, Acc.basket: 0.4613, Acc.waterfall: 0.5424, Acc.tent: 0.9746, Acc.bag: 0.1863, Acc.minibike: 0.8620, Acc.cradle: 0.9420, Acc.oven: 0.6284, Acc.ball: 0.6517, Acc.food: 0.6424, Acc.step: 0.0848, Acc.tank: 0.7553, Acc.trade name: 0.1915, Acc.microwave: 0.7639, Acc.pot: 0.4635, Acc.animal: 0.5909, Acc.bicycle: 0.8038, Acc.lake: 0.2270, Acc.dishwasher: 0.5772, Acc.screen: 0.5830, Acc.blanket: 0.2444, Acc.sculpture: 0.7602, Acc.hood: 0.6153, Acc.sconce: 0.5211, Acc.vase: 0.5624, Acc.traffic light: 0.4518, Acc.tray: 0.1226, Acc.ashcan: 0.5482, Acc.fan: 0.6998, Acc.pier: 0.4206, Acc.crt screen: 0.1520, Acc.plate: 0.6850, Acc.monitor: 0.2428, Acc.bulletin board: 0.5504, Acc.shower: 0.0350, Acc.radiator: 0.6797, Acc.glass: 0.1989, Acc.clock: 0.3878, Acc.flag: 0.5813 2023-12-01 00:42:34,058 - mmseg - INFO - Iter [69050/80000] lr: 5.476e-06, eta: 0:59:11, time: 1.222, data_time: 1.017, memory: 14238, decode.loss_ce: 0.5189, decode.acc_seg: 80.4025, loss: 0.5189 2023-12-01 00:42:44,676 - mmseg - INFO - Iter [69100/80000] lr: 5.450e-06, eta: 0:58:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5016, decode.acc_seg: 81.3939, loss: 0.5016 2023-12-01 00:42:55,290 - mmseg - INFO - Iter [69150/80000] lr: 5.425e-06, eta: 0:58:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5023, decode.acc_seg: 80.6809, loss: 0.5023 2023-12-01 00:43:05,896 - mmseg - INFO - Iter [69200/80000] lr: 5.400e-06, eta: 0:58:19, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4953, decode.acc_seg: 81.1348, loss: 0.4953 2023-12-01 00:43:16,501 - mmseg - INFO - Iter [69250/80000] lr: 5.376e-06, eta: 0:58:02, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5013, decode.acc_seg: 80.8800, loss: 0.5013 2023-12-01 00:43:27,107 - mmseg - INFO - Iter [69300/80000] lr: 5.351e-06, eta: 0:57:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5198, decode.acc_seg: 80.7433, loss: 0.5198 2023-12-01 00:43:37,706 - mmseg - INFO - Iter [69350/80000] lr: 5.326e-06, eta: 0:57:28, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4876, decode.acc_seg: 81.2413, loss: 0.4876 2023-12-01 00:43:48,305 - mmseg - INFO - Iter [69400/80000] lr: 5.301e-06, eta: 0:57:11, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4773, decode.acc_seg: 81.5525, loss: 0.4773 2023-12-01 00:43:58,902 - mmseg - INFO - Iter [69450/80000] lr: 5.276e-06, eta: 0:56:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4951, decode.acc_seg: 81.0946, loss: 0.4951 2023-12-01 00:44:11,769 - mmseg - INFO - Iter [69500/80000] lr: 5.250e-06, eta: 0:56:38, time: 0.257, data_time: 0.052, memory: 14238, decode.loss_ce: 0.4815, decode.acc_seg: 82.0512, loss: 0.4815 2023-12-01 00:44:22,363 - mmseg - INFO - Iter [69550/80000] lr: 5.225e-06, eta: 0:56:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4916, decode.acc_seg: 81.5708, loss: 0.4916 2023-12-01 00:44:32,962 - mmseg - INFO - Iter [69600/80000] lr: 5.200e-06, eta: 0:56:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5067, decode.acc_seg: 81.2392, loss: 0.5067 2023-12-01 00:44:43,567 - mmseg - INFO - Iter [69650/80000] lr: 5.175e-06, eta: 0:55:46, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4951, decode.acc_seg: 81.2366, loss: 0.4951 2023-12-01 00:44:54,172 - mmseg - INFO - Iter [69700/80000] lr: 5.151e-06, eta: 0:55:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5037, decode.acc_seg: 80.9614, loss: 0.5037 2023-12-01 00:45:04,780 - mmseg - INFO - Iter [69750/80000] lr: 5.126e-06, eta: 0:55:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4832, decode.acc_seg: 81.6939, loss: 0.4832 2023-12-01 00:45:15,379 - mmseg - INFO - Iter [69800/80000] lr: 5.101e-06, eta: 0:54:56, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4961, decode.acc_seg: 80.8201, loss: 0.4961 2023-12-01 00:45:25,983 - mmseg - INFO - Iter [69850/80000] lr: 5.076e-06, eta: 0:54:39, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4879, decode.acc_seg: 81.4935, loss: 0.4879 2023-12-01 00:45:36,581 - mmseg - INFO - Iter [69900/80000] lr: 5.051e-06, eta: 0:54:22, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5059, decode.acc_seg: 80.0968, loss: 0.5059 2023-12-01 00:45:47,182 - mmseg - INFO - Iter [69950/80000] lr: 5.025e-06, eta: 0:54:05, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5097, decode.acc_seg: 81.0035, loss: 0.5097 2023-12-01 00:45:57,765 - mmseg - INFO - Saving checkpoint at 70000 iterations 2023-12-01 00:46:30,973 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:46:30,973 - mmseg - INFO - Iter [70000/80000] lr: 5.000e-06, eta: 0:53:52, time: 0.876, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5023, decode.acc_seg: 81.0035, loss: 0.5023 2023-12-01 00:47:21,302 - mmseg - INFO - per class results: 2023-12-01 00:47:21,309 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 71.11 | 85.16 | | building | 80.11 | 92.1 | | sky | 90.27 | 95.17 | | floor | 75.03 | 87.34 | | tree | 69.89 | 83.13 | | ceiling | 77.42 | 86.92 | | road | 78.37 | 88.58 | | bed | 84.66 | 94.16 | | windowpane | 58.57 | 75.61 | | grass | 65.57 | 79.95 | | cabinet | 55.49 | 69.33 | | sidewalk | 56.74 | 72.24 | | person | 76.25 | 91.08 | | earth | 35.41 | 48.67 | | door | 41.66 | 53.27 | | table | 55.17 | 70.88 | | mountain | 56.78 | 72.63 | | plant | 51.48 | 62.73 | | curtain | 65.69 | 77.18 | | chair | 54.0 | 69.24 | | car | 80.02 | 92.15 | | water | 56.28 | 73.61 | | painting | 66.63 | 82.85 | | sofa | 67.11 | 81.49 | | shelf | 38.38 | 53.73 | | house | 46.22 | 62.03 | | sea | 60.94 | 78.36 | | mirror | 59.66 | 71.7 | | rug | 53.91 | 60.22 | | field | 33.16 | 53.33 | | armchair | 43.59 | 62.04 | | seat | 57.58 | 78.79 | | fence | 39.15 | 51.62 | | desk | 42.72 | 67.76 | | rock | 53.29 | 67.78 | | wardrobe | 45.5 | 61.21 | | lamp | 58.13 | 72.58 | | bathtub | 74.77 | 84.43 | | railing | 33.48 | 46.57 | | cushion | 56.25 | 68.03 | | base | 25.84 | 41.33 | | box | 26.69 | 34.97 | | column | 37.22 | 47.24 | | signboard | 32.63 | 47.76 | | chest of drawers | 38.84 | 56.59 | | counter | 34.0 | 42.88 | | sand | 45.04 | 60.66 | | sink | 70.5 | 79.38 | | skyscraper | 45.9 | 62.24 | | fireplace | 64.33 | 82.94 | | refrigerator | 59.53 | 68.66 | | grandstand | 52.0 | 77.37 | | path | 19.24 | 25.59 | | stairs | 30.38 | 34.86 | | runway | 65.91 | 87.57 | | case | 55.95 | 69.34 | | pool table | 86.36 | 96.25 | | pillow | 55.03 | 66.58 | | screen door | 56.69 | 62.69 | | stairway | 47.3 | 60.05 | | river | 14.26 | 24.78 | | bridge | 43.73 | 51.64 | | bookcase | 34.11 | 48.83 | | blind | 24.55 | 27.48 | | coffee table | 59.97 | 80.16 | | toilet | 78.63 | 88.17 | | flower | 38.85 | 54.17 | | book | 47.42 | 65.74 | | hill | 5.85 | 9.06 | | bench | 46.83 | 57.63 | | countertop | 55.22 | 69.7 | | stove | 70.85 | 79.65 | | palm | 47.77 | 65.12 | | kitchen island | 39.54 | 65.02 | | computer | 64.36 | 80.39 | | swivel chair | 41.93 | 56.22 | | boat | 61.92 | 77.96 | | bar | 52.71 | 64.31 | | arcade machine | 67.53 | 77.2 | | hovel | 41.41 | 48.75 | | bus | 85.19 | 91.84 | | towel | 66.62 | 80.52 | | light | 37.3 | 43.3 | | truck | 34.8 | 48.91 | | tower | 26.53 | 41.64 | | chandelier | 63.72 | 78.59 | | awning | 28.61 | 35.87 | | streetlight | 24.57 | 31.36 | | booth | 34.57 | 42.53 | | television receiver | 70.06 | 79.76 | | airplane | 54.76 | 67.73 | | dirt track | 5.98 | 12.68 | | apparel | 50.02 | 65.58 | | pole | 17.84 | 23.39 | | land | 1.45 | 2.11 | | bannister | 7.39 | 9.76 | | escalator | 52.79 | 68.9 | | ottoman | 46.76 | 56.65 | | bottle | 39.63 | 65.73 | | buffet | 42.64 | 50.52 | | poster | 19.87 | 25.04 | | stage | 17.01 | 33.64 | | van | 37.06 | 49.54 | | ship | 28.91 | 33.37 | | fountain | 24.09 | 25.04 | | conveyer belt | 65.0 | 94.49 | | canopy | 37.23 | 45.05 | | washer | 70.09 | 76.46 | | plaything | 28.69 | 42.5 | | swimming pool | 60.62 | 77.91 | | stool | 34.98 | 43.51 | | barrel | 38.24 | 53.25 | | basket | 36.08 | 46.43 | | waterfall | 46.36 | 54.82 | | tent | 79.58 | 97.72 | | bag | 15.69 | 18.36 | | minibike | 64.58 | 85.98 | | cradle | 71.08 | 94.55 | | oven | 51.28 | 60.82 | | ball | 54.63 | 64.73 | | food | 53.87 | 63.87 | | step | 7.94 | 8.69 | | tank | 61.94 | 76.38 | | trade name | 17.63 | 20.02 | | microwave | 71.28 | 77.97 | | pot | 42.1 | 48.48 | | animal | 55.48 | 61.34 | | bicycle | 57.3 | 79.2 | | lake | 24.91 | 28.98 | | dishwasher | 52.89 | 57.65 | | screen | 43.72 | 57.76 | | blanket | 20.09 | 23.34 | | sculpture | 58.47 | 75.96 | | hood | 54.31 | 59.06 | | sconce | 44.18 | 55.34 | | vase | 38.65 | 55.6 | | traffic light | 33.39 | 45.74 | | tray | 10.44 | 12.87 | | ashcan | 43.31 | 54.23 | | fan | 56.78 | 73.33 | | pier | 33.43 | 41.37 | | crt screen | 7.02 | 13.98 | | plate | 50.79 | 67.96 | | monitor | 21.61 | 24.9 | | bulletin board | 42.46 | 55.17 | | shower | 2.45 | 4.06 | | radiator | 59.74 | 68.48 | | glass | 17.1 | 19.03 | | clock | 35.33 | 38.95 | | flag | 48.78 | 57.27 | +---------------------+-------+-------+ 2023-12-01 00:47:21,309 - mmseg - INFO - Summary: 2023-12-01 00:47:21,309 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.34 | 47.29 | 59.13 | +-------+-------+-------+ 2023-12-01 00:47:22,086 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_66000.pth was removed 2023-12-01 00:47:59,224 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_70000.pth. 2023-12-01 00:47:59,225 - mmseg - INFO - Best aAcc is 0.8034 at 70000 iter. 2023-12-01 00:47:59,225 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:47:59,228 - mmseg - INFO - Iter(val) [250] aAcc: 0.8034, mIoU: 0.4729, mAcc: 0.5913, IoU.wall: 0.7111, IoU.building: 0.8011, IoU.sky: 0.9027, IoU.floor: 0.7503, IoU.tree: 0.6989, IoU.ceiling: 0.7742, IoU.road: 0.7837, IoU.bed : 0.8466, IoU.windowpane: 0.5857, IoU.grass: 0.6557, IoU.cabinet: 0.5549, IoU.sidewalk: 0.5674, IoU.person: 0.7625, IoU.earth: 0.3541, IoU.door: 0.4166, IoU.table: 0.5517, IoU.mountain: 0.5678, IoU.plant: 0.5148, IoU.curtain: 0.6569, IoU.chair: 0.5400, IoU.car: 0.8002, IoU.water: 0.5628, IoU.painting: 0.6663, IoU.sofa: 0.6711, IoU.shelf: 0.3838, IoU.house: 0.4622, IoU.sea: 0.6094, IoU.mirror: 0.5966, IoU.rug: 0.5391, IoU.field: 0.3316, IoU.armchair: 0.4359, IoU.seat: 0.5758, IoU.fence: 0.3915, IoU.desk: 0.4272, IoU.rock: 0.5329, IoU.wardrobe: 0.4550, IoU.lamp: 0.5813, IoU.bathtub: 0.7477, IoU.railing: 0.3348, IoU.cushion: 0.5625, IoU.base: 0.2584, IoU.box: 0.2669, IoU.column: 0.3722, IoU.signboard: 0.3263, IoU.chest of drawers: 0.3884, IoU.counter: 0.3400, IoU.sand: 0.4504, IoU.sink: 0.7050, IoU.skyscraper: 0.4590, IoU.fireplace: 0.6433, IoU.refrigerator: 0.5953, IoU.grandstand: 0.5200, IoU.path: 0.1924, IoU.stairs: 0.3038, IoU.runway: 0.6591, IoU.case: 0.5595, IoU.pool table: 0.8636, IoU.pillow: 0.5503, IoU.screen door: 0.5669, IoU.stairway: 0.4730, IoU.river: 0.1426, IoU.bridge: 0.4373, IoU.bookcase: 0.3411, IoU.blind: 0.2455, IoU.coffee table: 0.5997, IoU.toilet: 0.7863, IoU.flower: 0.3885, IoU.book: 0.4742, IoU.hill: 0.0585, IoU.bench: 0.4683, IoU.countertop: 0.5522, IoU.stove: 0.7085, IoU.palm: 0.4777, IoU.kitchen island: 0.3954, IoU.computer: 0.6436, IoU.swivel chair: 0.4193, IoU.boat: 0.6192, IoU.bar: 0.5271, IoU.arcade machine: 0.6753, IoU.hovel: 0.4141, IoU.bus: 0.8519, IoU.towel: 0.6662, IoU.light: 0.3730, IoU.truck: 0.3480, IoU.tower: 0.2653, IoU.chandelier: 0.6372, IoU.awning: 0.2861, IoU.streetlight: 0.2457, IoU.booth: 0.3457, IoU.television receiver: 0.7006, IoU.airplane: 0.5476, IoU.dirt track: 0.0598, IoU.apparel: 0.5002, IoU.pole: 0.1784, IoU.land: 0.0145, IoU.bannister: 0.0739, IoU.escalator: 0.5279, IoU.ottoman: 0.4676, IoU.bottle: 0.3963, IoU.buffet: 0.4264, IoU.poster: 0.1987, IoU.stage: 0.1701, IoU.van: 0.3706, IoU.ship: 0.2891, IoU.fountain: 0.2409, IoU.conveyer belt: 0.6500, IoU.canopy: 0.3723, IoU.washer: 0.7009, IoU.plaything: 0.2869, IoU.swimming pool: 0.6062, IoU.stool: 0.3498, IoU.barrel: 0.3824, IoU.basket: 0.3608, IoU.waterfall: 0.4636, IoU.tent: 0.7958, IoU.bag: 0.1569, IoU.minibike: 0.6458, IoU.cradle: 0.7108, IoU.oven: 0.5128, IoU.ball: 0.5463, IoU.food: 0.5387, IoU.step: 0.0794, IoU.tank: 0.6194, IoU.trade name: 0.1763, IoU.microwave: 0.7128, IoU.pot: 0.4210, IoU.animal: 0.5548, IoU.bicycle: 0.5730, IoU.lake: 0.2491, IoU.dishwasher: 0.5289, IoU.screen: 0.4372, IoU.blanket: 0.2009, IoU.sculpture: 0.5847, IoU.hood: 0.5431, IoU.sconce: 0.4418, IoU.vase: 0.3865, IoU.traffic light: 0.3339, IoU.tray: 0.1044, IoU.ashcan: 0.4331, IoU.fan: 0.5678, IoU.pier: 0.3343, IoU.crt screen: 0.0702, IoU.plate: 0.5079, IoU.monitor: 0.2161, IoU.bulletin board: 0.4246, IoU.shower: 0.0245, IoU.radiator: 0.5974, IoU.glass: 0.1710, IoU.clock: 0.3533, IoU.flag: 0.4878, Acc.wall: 0.8516, Acc.building: 0.9210, Acc.sky: 0.9517, Acc.floor: 0.8734, Acc.tree: 0.8313, Acc.ceiling: 0.8692, Acc.road: 0.8858, Acc.bed : 0.9416, Acc.windowpane: 0.7561, Acc.grass: 0.7995, Acc.cabinet: 0.6933, Acc.sidewalk: 0.7224, Acc.person: 0.9108, Acc.earth: 0.4867, Acc.door: 0.5327, Acc.table: 0.7088, Acc.mountain: 0.7263, Acc.plant: 0.6273, Acc.curtain: 0.7718, Acc.chair: 0.6924, Acc.car: 0.9215, Acc.water: 0.7361, Acc.painting: 0.8285, Acc.sofa: 0.8149, Acc.shelf: 0.5373, Acc.house: 0.6203, Acc.sea: 0.7836, Acc.mirror: 0.7170, Acc.rug: 0.6022, Acc.field: 0.5333, Acc.armchair: 0.6204, Acc.seat: 0.7879, Acc.fence: 0.5162, Acc.desk: 0.6776, Acc.rock: 0.6778, Acc.wardrobe: 0.6121, Acc.lamp: 0.7258, Acc.bathtub: 0.8443, Acc.railing: 0.4657, Acc.cushion: 0.6803, Acc.base: 0.4133, Acc.box: 0.3497, Acc.column: 0.4724, Acc.signboard: 0.4776, Acc.chest of drawers: 0.5659, Acc.counter: 0.4288, Acc.sand: 0.6066, Acc.sink: 0.7938, Acc.skyscraper: 0.6224, Acc.fireplace: 0.8294, Acc.refrigerator: 0.6866, Acc.grandstand: 0.7737, Acc.path: 0.2559, Acc.stairs: 0.3486, Acc.runway: 0.8757, Acc.case: 0.6934, Acc.pool table: 0.9625, Acc.pillow: 0.6658, Acc.screen door: 0.6269, Acc.stairway: 0.6005, Acc.river: 0.2478, Acc.bridge: 0.5164, Acc.bookcase: 0.4883, Acc.blind: 0.2748, Acc.coffee table: 0.8016, Acc.toilet: 0.8817, Acc.flower: 0.5417, Acc.book: 0.6574, Acc.hill: 0.0906, Acc.bench: 0.5763, Acc.countertop: 0.6970, Acc.stove: 0.7965, Acc.palm: 0.6512, Acc.kitchen island: 0.6502, Acc.computer: 0.8039, Acc.swivel chair: 0.5622, Acc.boat: 0.7796, Acc.bar: 0.6431, Acc.arcade machine: 0.7720, Acc.hovel: 0.4875, Acc.bus: 0.9184, Acc.towel: 0.8052, Acc.light: 0.4330, Acc.truck: 0.4891, Acc.tower: 0.4164, Acc.chandelier: 0.7859, Acc.awning: 0.3587, Acc.streetlight: 0.3136, Acc.booth: 0.4253, Acc.television receiver: 0.7976, Acc.airplane: 0.6773, Acc.dirt track: 0.1268, Acc.apparel: 0.6558, Acc.pole: 0.2339, Acc.land: 0.0211, Acc.bannister: 0.0976, Acc.escalator: 0.6890, Acc.ottoman: 0.5665, Acc.bottle: 0.6573, Acc.buffet: 0.5052, Acc.poster: 0.2504, Acc.stage: 0.3364, Acc.van: 0.4954, Acc.ship: 0.3337, Acc.fountain: 0.2504, Acc.conveyer belt: 0.9449, Acc.canopy: 0.4505, Acc.washer: 0.7646, Acc.plaything: 0.4250, Acc.swimming pool: 0.7791, Acc.stool: 0.4351, Acc.barrel: 0.5325, Acc.basket: 0.4643, Acc.waterfall: 0.5482, Acc.tent: 0.9772, Acc.bag: 0.1836, Acc.minibike: 0.8598, Acc.cradle: 0.9455, Acc.oven: 0.6082, Acc.ball: 0.6473, Acc.food: 0.6387, Acc.step: 0.0869, Acc.tank: 0.7638, Acc.trade name: 0.2002, Acc.microwave: 0.7797, Acc.pot: 0.4848, Acc.animal: 0.6134, Acc.bicycle: 0.7920, Acc.lake: 0.2898, Acc.dishwasher: 0.5765, Acc.screen: 0.5776, Acc.blanket: 0.2334, Acc.sculpture: 0.7596, Acc.hood: 0.5906, Acc.sconce: 0.5534, Acc.vase: 0.5560, Acc.traffic light: 0.4574, Acc.tray: 0.1287, Acc.ashcan: 0.5423, Acc.fan: 0.7333, Acc.pier: 0.4137, Acc.crt screen: 0.1398, Acc.plate: 0.6796, Acc.monitor: 0.2490, Acc.bulletin board: 0.5517, Acc.shower: 0.0406, Acc.radiator: 0.6848, Acc.glass: 0.1903, Acc.clock: 0.3895, Acc.flag: 0.5727 2023-12-01 00:48:10,328 - mmseg - INFO - Iter [70050/80000] lr: 4.976e-06, eta: 0:53:48, time: 1.987, data_time: 1.783, memory: 14238, decode.loss_ce: 0.5262, decode.acc_seg: 80.4466, loss: 0.5262 2023-12-01 00:48:20,923 - mmseg - INFO - Iter [70100/80000] lr: 4.951e-06, eta: 0:53:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5005, decode.acc_seg: 81.2033, loss: 0.5005 2023-12-01 00:48:31,527 - mmseg - INFO - Iter [70150/80000] lr: 4.926e-06, eta: 0:53:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4986, decode.acc_seg: 81.0685, loss: 0.4986 2023-12-01 00:48:42,137 - mmseg - INFO - Iter [70200/80000] lr: 4.901e-06, eta: 0:52:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5203, decode.acc_seg: 80.2399, loss: 0.5203 2023-12-01 00:48:52,744 - mmseg - INFO - Iter [70250/80000] lr: 4.876e-06, eta: 0:52:40, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5119, decode.acc_seg: 80.7925, loss: 0.5119 2023-12-01 00:49:03,346 - mmseg - INFO - Iter [70300/80000] lr: 4.851e-06, eta: 0:52:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4979, decode.acc_seg: 81.3960, loss: 0.4979 2023-12-01 00:49:13,948 - mmseg - INFO - Iter [70350/80000] lr: 4.825e-06, eta: 0:52:06, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4828, decode.acc_seg: 81.6377, loss: 0.4828 2023-12-01 00:49:24,556 - mmseg - INFO - Iter [70400/80000] lr: 4.800e-06, eta: 0:51:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5203, decode.acc_seg: 80.1241, loss: 0.5203 2023-12-01 00:49:35,161 - mmseg - INFO - Iter [70450/80000] lr: 4.775e-06, eta: 0:51:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4740, decode.acc_seg: 81.7461, loss: 0.4740 2023-12-01 00:49:45,766 - mmseg - INFO - Iter [70500/80000] lr: 4.751e-06, eta: 0:51:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5033, decode.acc_seg: 80.6339, loss: 0.5033 2023-12-01 00:49:56,366 - mmseg - INFO - Iter [70550/80000] lr: 4.726e-06, eta: 0:50:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5148, decode.acc_seg: 80.8698, loss: 0.5148 2023-12-01 00:50:06,971 - mmseg - INFO - Iter [70600/80000] lr: 4.701e-06, eta: 0:50:41, time: 0.212, data_time: 0.008, memory: 14238, decode.loss_ce: 0.4802, decode.acc_seg: 82.0455, loss: 0.4802 2023-12-01 00:50:17,598 - mmseg - INFO - Iter [70650/80000] lr: 4.676e-06, eta: 0:50:25, time: 0.213, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5153, decode.acc_seg: 80.5810, loss: 0.5153 2023-12-01 00:50:28,199 - mmseg - INFO - Iter [70700/80000] lr: 4.651e-06, eta: 0:50:08, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5125, decode.acc_seg: 80.4119, loss: 0.5125 2023-12-01 00:50:41,072 - mmseg - INFO - Iter [70750/80000] lr: 4.625e-06, eta: 0:49:51, time: 0.257, data_time: 0.052, memory: 14238, decode.loss_ce: 0.4853, decode.acc_seg: 82.2831, loss: 0.4853 2023-12-01 00:50:51,678 - mmseg - INFO - Iter [70800/80000] lr: 4.600e-06, eta: 0:49:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5157, decode.acc_seg: 79.5128, loss: 0.5157 2023-12-01 00:51:02,290 - mmseg - INFO - Iter [70850/80000] lr: 4.575e-06, eta: 0:49:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4912, decode.acc_seg: 81.5672, loss: 0.4912 2023-12-01 00:51:12,893 - mmseg - INFO - Iter [70900/80000] lr: 4.550e-06, eta: 0:49:00, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4992, decode.acc_seg: 81.0780, loss: 0.4992 2023-12-01 00:51:23,492 - mmseg - INFO - Iter [70950/80000] lr: 4.526e-06, eta: 0:48:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5107, decode.acc_seg: 81.3415, loss: 0.5107 2023-12-01 00:51:34,073 - mmseg - INFO - Saving checkpoint at 71000 iterations 2023-12-01 00:52:08,418 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:52:08,419 - mmseg - INFO - Iter [71000/80000] lr: 4.501e-06, eta: 0:48:31, time: 0.899, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5117, decode.acc_seg: 80.6681, loss: 0.5117 2023-12-01 00:52:58,448 - mmseg - INFO - per class results: 2023-12-01 00:52:58,460 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 71.19 | 84.17 | | building | 79.86 | 92.43 | | sky | 90.08 | 95.31 | | floor | 75.08 | 87.37 | | tree | 69.79 | 84.43 | | ceiling | 77.63 | 88.22 | | road | 78.53 | 88.21 | | bed | 84.72 | 94.11 | | windowpane | 58.51 | 75.62 | | grass | 65.82 | 80.62 | | cabinet | 55.5 | 67.8 | | sidewalk | 56.82 | 72.25 | | person | 75.98 | 91.49 | | earth | 35.76 | 50.28 | | door | 41.2 | 51.73 | | table | 55.18 | 71.9 | | mountain | 56.78 | 71.46 | | plant | 51.48 | 63.21 | | curtain | 65.88 | 76.94 | | chair | 54.14 | 70.73 | | car | 79.64 | 92.53 | | water | 56.02 | 73.88 | | painting | 66.95 | 81.99 | | sofa | 67.01 | 80.86 | | shelf | 38.59 | 55.06 | | house | 46.0 | 60.95 | | sea | 60.83 | 77.64 | | mirror | 59.8 | 72.54 | | rug | 52.94 | 58.72 | | field | 32.58 | 50.35 | | armchair | 43.53 | 61.75 | | seat | 57.55 | 77.58 | | fence | 39.06 | 50.69 | | desk | 42.18 | 69.26 | | rock | 53.5 | 70.29 | | wardrobe | 45.7 | 61.53 | | lamp | 58.06 | 72.94 | | bathtub | 74.43 | 82.47 | | railing | 32.87 | 44.07 | | cushion | 56.65 | 69.63 | | base | 25.9 | 40.29 | | box | 26.74 | 35.35 | | column | 37.26 | 47.01 | | signboard | 32.26 | 46.53 | | chest of drawers | 39.39 | 56.66 | | counter | 34.3 | 43.71 | | sand | 44.93 | 60.31 | | sink | 70.35 | 80.14 | | skyscraper | 45.92 | 61.39 | | fireplace | 64.46 | 83.18 | | refrigerator | 60.03 | 70.01 | | grandstand | 52.54 | 77.3 | | path | 20.04 | 27.54 | | stairs | 28.6 | 32.18 | | runway | 66.11 | 87.1 | | case | 55.95 | 70.69 | | pool table | 85.97 | 96.36 | | pillow | 54.24 | 64.19 | | screen door | 54.63 | 59.33 | | stairway | 47.54 | 62.16 | | river | 14.39 | 26.07 | | bridge | 43.27 | 52.52 | | bookcase | 34.02 | 49.05 | | blind | 24.81 | 27.82 | | coffee table | 59.95 | 80.06 | | toilet | 78.49 | 88.62 | | flower | 39.1 | 54.15 | | book | 47.34 | 66.05 | | hill | 5.81 | 8.63 | | bench | 46.58 | 56.09 | | countertop | 55.68 | 72.24 | | stove | 71.01 | 80.61 | | palm | 47.78 | 66.02 | | kitchen island | 39.07 | 67.13 | | computer | 64.42 | 80.87 | | swivel chair | 42.32 | 58.72 | | boat | 60.99 | 77.2 | | bar | 53.26 | 67.31 | | arcade machine | 68.03 | 78.3 | | hovel | 39.71 | 46.16 | | bus | 85.19 | 91.34 | | towel | 66.78 | 81.54 | | light | 37.93 | 44.56 | | truck | 35.61 | 50.03 | | tower | 26.16 | 40.96 | | chandelier | 63.6 | 78.57 | | awning | 28.34 | 35.77 | | streetlight | 24.02 | 29.58 | | booth | 34.76 | 44.3 | | television receiver | 69.9 | 80.55 | | airplane | 55.09 | 67.47 | | dirt track | 6.22 | 13.25 | | apparel | 50.91 | 66.94 | | pole | 18.09 | 23.7 | | land | 1.35 | 1.97 | | bannister | 7.61 | 9.82 | | escalator | 53.22 | 70.26 | | ottoman | 46.47 | 55.45 | | bottle | 39.72 | 65.8 | | buffet | 43.66 | 52.58 | | poster | 20.63 | 26.96 | | stage | 17.79 | 38.75 | | van | 36.05 | 47.12 | | ship | 32.27 | 37.49 | | fountain | 24.36 | 25.38 | | conveyer belt | 63.61 | 94.84 | | canopy | 37.77 | 45.39 | | washer | 69.04 | 75.09 | | plaything | 28.07 | 42.42 | | swimming pool | 60.53 | 78.29 | | stool | 34.9 | 43.04 | | barrel | 38.06 | 53.31 | | basket | 35.94 | 46.08 | | waterfall | 45.73 | 52.48 | | tent | 80.47 | 97.43 | | bag | 15.8 | 18.5 | | minibike | 64.52 | 85.79 | | cradle | 71.97 | 94.54 | | oven | 52.03 | 62.67 | | ball | 54.36 | 63.93 | | food | 53.83 | 64.06 | | step | 7.76 | 8.43 | | tank | 62.21 | 78.2 | | trade name | 15.48 | 17.17 | | microwave | 71.4 | 78.29 | | pot | 40.96 | 46.26 | | animal | 55.68 | 61.21 | | bicycle | 56.9 | 80.8 | | lake | 22.52 | 25.88 | | dishwasher | 53.11 | 57.65 | | screen | 43.72 | 60.77 | | blanket | 20.71 | 24.25 | | sculpture | 58.0 | 76.67 | | hood | 55.49 | 60.67 | | sconce | 44.16 | 55.5 | | vase | 38.57 | 56.42 | | traffic light | 33.23 | 45.27 | | tray | 10.46 | 12.93 | | ashcan | 43.5 | 55.86 | | fan | 56.78 | 73.33 | | pier | 33.28 | 40.69 | | crt screen | 5.96 | 12.32 | | plate | 50.75 | 67.08 | | monitor | 22.78 | 26.87 | | bulletin board | 42.76 | 56.72 | | shower | 2.37 | 4.19 | | radiator | 60.09 | 69.79 | | glass | 16.91 | 18.74 | | clock | 35.94 | 39.83 | | flag | 49.61 | 57.82 | +---------------------+-------+-------+ 2023-12-01 00:52:58,460 - mmseg - INFO - Summary: 2023-12-01 00:52:58,461 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 80.33 | 47.27 | 59.3 | +-------+-------+------+ 2023-12-01 00:52:58,462 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:52:58,462 - mmseg - INFO - Iter(val) [250] aAcc: 0.8033, mIoU: 0.4727, mAcc: 0.5930, IoU.wall: 0.7119, IoU.building: 0.7986, IoU.sky: 0.9008, IoU.floor: 0.7508, IoU.tree: 0.6979, IoU.ceiling: 0.7763, IoU.road: 0.7853, IoU.bed : 0.8472, IoU.windowpane: 0.5851, IoU.grass: 0.6582, IoU.cabinet: 0.5550, IoU.sidewalk: 0.5682, IoU.person: 0.7598, IoU.earth: 0.3576, IoU.door: 0.4120, IoU.table: 0.5518, IoU.mountain: 0.5678, IoU.plant: 0.5148, IoU.curtain: 0.6588, IoU.chair: 0.5414, IoU.car: 0.7964, IoU.water: 0.5602, IoU.painting: 0.6695, IoU.sofa: 0.6701, IoU.shelf: 0.3859, IoU.house: 0.4600, IoU.sea: 0.6083, IoU.mirror: 0.5980, IoU.rug: 0.5294, IoU.field: 0.3258, IoU.armchair: 0.4353, IoU.seat: 0.5755, IoU.fence: 0.3906, IoU.desk: 0.4218, IoU.rock: 0.5350, IoU.wardrobe: 0.4570, IoU.lamp: 0.5806, IoU.bathtub: 0.7443, IoU.railing: 0.3287, IoU.cushion: 0.5665, IoU.base: 0.2590, IoU.box: 0.2674, IoU.column: 0.3726, IoU.signboard: 0.3226, IoU.chest of drawers: 0.3939, IoU.counter: 0.3430, IoU.sand: 0.4493, IoU.sink: 0.7035, IoU.skyscraper: 0.4592, IoU.fireplace: 0.6446, IoU.refrigerator: 0.6003, IoU.grandstand: 0.5254, IoU.path: 0.2004, IoU.stairs: 0.2860, IoU.runway: 0.6611, IoU.case: 0.5595, IoU.pool table: 0.8597, IoU.pillow: 0.5424, IoU.screen door: 0.5463, IoU.stairway: 0.4754, IoU.river: 0.1439, IoU.bridge: 0.4327, IoU.bookcase: 0.3402, IoU.blind: 0.2481, IoU.coffee table: 0.5995, IoU.toilet: 0.7849, IoU.flower: 0.3910, IoU.book: 0.4734, IoU.hill: 0.0581, IoU.bench: 0.4658, IoU.countertop: 0.5568, IoU.stove: 0.7101, IoU.palm: 0.4778, IoU.kitchen island: 0.3907, IoU.computer: 0.6442, IoU.swivel chair: 0.4232, IoU.boat: 0.6099, IoU.bar: 0.5326, IoU.arcade machine: 0.6803, IoU.hovel: 0.3971, IoU.bus: 0.8519, IoU.towel: 0.6678, IoU.light: 0.3793, IoU.truck: 0.3561, IoU.tower: 0.2616, IoU.chandelier: 0.6360, IoU.awning: 0.2834, IoU.streetlight: 0.2402, IoU.booth: 0.3476, IoU.television receiver: 0.6990, IoU.airplane: 0.5509, IoU.dirt track: 0.0622, IoU.apparel: 0.5091, IoU.pole: 0.1809, IoU.land: 0.0135, IoU.bannister: 0.0761, IoU.escalator: 0.5322, IoU.ottoman: 0.4647, IoU.bottle: 0.3972, IoU.buffet: 0.4366, IoU.poster: 0.2063, IoU.stage: 0.1779, IoU.van: 0.3605, IoU.ship: 0.3227, IoU.fountain: 0.2436, IoU.conveyer belt: 0.6361, IoU.canopy: 0.3777, IoU.washer: 0.6904, IoU.plaything: 0.2807, IoU.swimming pool: 0.6053, IoU.stool: 0.3490, IoU.barrel: 0.3806, IoU.basket: 0.3594, IoU.waterfall: 0.4573, IoU.tent: 0.8047, IoU.bag: 0.1580, IoU.minibike: 0.6452, IoU.cradle: 0.7197, IoU.oven: 0.5203, IoU.ball: 0.5436, IoU.food: 0.5383, IoU.step: 0.0776, IoU.tank: 0.6221, IoU.trade name: 0.1548, IoU.microwave: 0.7140, IoU.pot: 0.4096, IoU.animal: 0.5568, IoU.bicycle: 0.5690, IoU.lake: 0.2252, IoU.dishwasher: 0.5311, IoU.screen: 0.4372, IoU.blanket: 0.2071, IoU.sculpture: 0.5800, IoU.hood: 0.5549, IoU.sconce: 0.4416, IoU.vase: 0.3857, IoU.traffic light: 0.3323, IoU.tray: 0.1046, IoU.ashcan: 0.4350, IoU.fan: 0.5678, IoU.pier: 0.3328, IoU.crt screen: 0.0596, IoU.plate: 0.5075, IoU.monitor: 0.2278, IoU.bulletin board: 0.4276, IoU.shower: 0.0237, IoU.radiator: 0.6009, IoU.glass: 0.1691, IoU.clock: 0.3594, IoU.flag: 0.4961, Acc.wall: 0.8417, Acc.building: 0.9243, Acc.sky: 0.9531, Acc.floor: 0.8737, Acc.tree: 0.8443, Acc.ceiling: 0.8822, Acc.road: 0.8821, Acc.bed : 0.9411, Acc.windowpane: 0.7562, Acc.grass: 0.8062, Acc.cabinet: 0.6780, Acc.sidewalk: 0.7225, Acc.person: 0.9149, Acc.earth: 0.5028, Acc.door: 0.5173, Acc.table: 0.7190, Acc.mountain: 0.7146, Acc.plant: 0.6321, Acc.curtain: 0.7694, Acc.chair: 0.7073, Acc.car: 0.9253, Acc.water: 0.7388, Acc.painting: 0.8199, Acc.sofa: 0.8086, Acc.shelf: 0.5506, Acc.house: 0.6095, Acc.sea: 0.7764, Acc.mirror: 0.7254, Acc.rug: 0.5872, Acc.field: 0.5035, Acc.armchair: 0.6175, Acc.seat: 0.7758, Acc.fence: 0.5069, Acc.desk: 0.6926, Acc.rock: 0.7029, Acc.wardrobe: 0.6153, Acc.lamp: 0.7294, Acc.bathtub: 0.8247, Acc.railing: 0.4407, Acc.cushion: 0.6963, Acc.base: 0.4029, Acc.box: 0.3535, Acc.column: 0.4701, Acc.signboard: 0.4653, Acc.chest of drawers: 0.5666, Acc.counter: 0.4371, Acc.sand: 0.6031, Acc.sink: 0.8014, Acc.skyscraper: 0.6139, Acc.fireplace: 0.8318, Acc.refrigerator: 0.7001, Acc.grandstand: 0.7730, Acc.path: 0.2754, Acc.stairs: 0.3218, Acc.runway: 0.8710, Acc.case: 0.7069, Acc.pool table: 0.9636, Acc.pillow: 0.6419, Acc.screen door: 0.5933, Acc.stairway: 0.6216, Acc.river: 0.2607, Acc.bridge: 0.5252, Acc.bookcase: 0.4905, Acc.blind: 0.2782, Acc.coffee table: 0.8006, Acc.toilet: 0.8862, Acc.flower: 0.5415, Acc.book: 0.6605, Acc.hill: 0.0863, Acc.bench: 0.5609, Acc.countertop: 0.7224, Acc.stove: 0.8061, Acc.palm: 0.6602, Acc.kitchen island: 0.6713, Acc.computer: 0.8087, Acc.swivel chair: 0.5872, Acc.boat: 0.7720, Acc.bar: 0.6731, Acc.arcade machine: 0.7830, Acc.hovel: 0.4616, Acc.bus: 0.9134, Acc.towel: 0.8154, Acc.light: 0.4456, Acc.truck: 0.5003, Acc.tower: 0.4096, Acc.chandelier: 0.7857, Acc.awning: 0.3577, Acc.streetlight: 0.2958, Acc.booth: 0.4430, Acc.television receiver: 0.8055, Acc.airplane: 0.6747, Acc.dirt track: 0.1325, Acc.apparel: 0.6694, Acc.pole: 0.2370, Acc.land: 0.0197, Acc.bannister: 0.0982, Acc.escalator: 0.7026, Acc.ottoman: 0.5545, Acc.bottle: 0.6580, Acc.buffet: 0.5258, Acc.poster: 0.2696, Acc.stage: 0.3875, Acc.van: 0.4712, Acc.ship: 0.3749, Acc.fountain: 0.2538, Acc.conveyer belt: 0.9484, Acc.canopy: 0.4539, Acc.washer: 0.7509, Acc.plaything: 0.4242, Acc.swimming pool: 0.7829, Acc.stool: 0.4304, Acc.barrel: 0.5331, Acc.basket: 0.4608, Acc.waterfall: 0.5248, Acc.tent: 0.9743, Acc.bag: 0.1850, Acc.minibike: 0.8579, Acc.cradle: 0.9454, Acc.oven: 0.6267, Acc.ball: 0.6393, Acc.food: 0.6406, Acc.step: 0.0843, Acc.tank: 0.7820, Acc.trade name: 0.1717, Acc.microwave: 0.7829, Acc.pot: 0.4626, Acc.animal: 0.6121, Acc.bicycle: 0.8080, Acc.lake: 0.2588, Acc.dishwasher: 0.5765, Acc.screen: 0.6077, Acc.blanket: 0.2425, Acc.sculpture: 0.7667, Acc.hood: 0.6067, Acc.sconce: 0.5550, Acc.vase: 0.5642, Acc.traffic light: 0.4527, Acc.tray: 0.1293, Acc.ashcan: 0.5586, Acc.fan: 0.7333, Acc.pier: 0.4069, Acc.crt screen: 0.1232, Acc.plate: 0.6708, Acc.monitor: 0.2687, Acc.bulletin board: 0.5672, Acc.shower: 0.0419, Acc.radiator: 0.6979, Acc.glass: 0.1874, Acc.clock: 0.3983, Acc.flag: 0.5782 2023-12-01 00:53:09,543 - mmseg - INFO - Iter [71050/80000] lr: 4.476e-06, eta: 0:48:20, time: 1.222, data_time: 1.017, memory: 14238, decode.loss_ce: 0.4978, decode.acc_seg: 81.2272, loss: 0.4978 2023-12-01 00:53:20,152 - mmseg - INFO - Iter [71100/80000] lr: 4.451e-06, eta: 0:48:04, time: 0.212, data_time: 0.008, memory: 14238, decode.loss_ce: 0.4763, decode.acc_seg: 81.4201, loss: 0.4763 2023-12-01 00:53:30,762 - mmseg - INFO - Iter [71150/80000] lr: 4.426e-06, eta: 0:47:47, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4927, decode.acc_seg: 81.3947, loss: 0.4927 2023-12-01 00:53:41,366 - mmseg - INFO - Iter [71200/80000] lr: 4.400e-06, eta: 0:47:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4863, decode.acc_seg: 81.4044, loss: 0.4863 2023-12-01 00:53:51,969 - mmseg - INFO - Iter [71250/80000] lr: 4.375e-06, eta: 0:47:13, time: 0.212, data_time: 0.008, memory: 14238, decode.loss_ce: 0.4930, decode.acc_seg: 81.5809, loss: 0.4930 2023-12-01 00:54:02,591 - mmseg - INFO - Iter [71300/80000] lr: 4.351e-06, eta: 0:46:56, time: 0.212, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5117, decode.acc_seg: 80.8788, loss: 0.5117 2023-12-01 00:54:13,192 - mmseg - INFO - Iter [71350/80000] lr: 4.326e-06, eta: 0:46:39, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4863, decode.acc_seg: 81.6870, loss: 0.4863 2023-12-01 00:54:23,799 - mmseg - INFO - Iter [71400/80000] lr: 4.301e-06, eta: 0:46:22, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5025, decode.acc_seg: 81.1146, loss: 0.5025 2023-12-01 00:54:34,405 - mmseg - INFO - Iter [71450/80000] lr: 4.276e-06, eta: 0:46:05, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5316, decode.acc_seg: 79.9274, loss: 0.5316 2023-12-01 00:54:45,005 - mmseg - INFO - Iter [71500/80000] lr: 4.251e-06, eta: 0:45:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4994, decode.acc_seg: 81.2119, loss: 0.4994 2023-12-01 00:54:55,609 - mmseg - INFO - Iter [71550/80000] lr: 4.226e-06, eta: 0:45:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4854, decode.acc_seg: 81.4715, loss: 0.4854 2023-12-01 00:55:06,209 - mmseg - INFO - Iter [71600/80000] lr: 4.200e-06, eta: 0:45:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4909, decode.acc_seg: 81.3445, loss: 0.4909 2023-12-01 00:55:16,809 - mmseg - INFO - Iter [71650/80000] lr: 4.175e-06, eta: 0:44:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4967, decode.acc_seg: 81.1139, loss: 0.4967 2023-12-01 00:55:27,407 - mmseg - INFO - Iter [71700/80000] lr: 4.150e-06, eta: 0:44:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5075, decode.acc_seg: 80.6050, loss: 0.5075 2023-12-01 00:55:38,009 - mmseg - INFO - Iter [71750/80000] lr: 4.125e-06, eta: 0:44:25, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5062, decode.acc_seg: 81.0308, loss: 0.5062 2023-12-01 00:55:48,612 - mmseg - INFO - Iter [71800/80000] lr: 4.101e-06, eta: 0:44:08, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4870, decode.acc_seg: 81.2779, loss: 0.4870 2023-12-01 00:55:59,217 - mmseg - INFO - Iter [71850/80000] lr: 4.076e-06, eta: 0:43:51, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5131, decode.acc_seg: 80.2912, loss: 0.5131 2023-12-01 00:56:09,820 - mmseg - INFO - Iter [71900/80000] lr: 4.051e-06, eta: 0:43:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4989, decode.acc_seg: 81.1073, loss: 0.4989 2023-12-01 00:56:20,422 - mmseg - INFO - Iter [71950/80000] lr: 4.026e-06, eta: 0:43:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4877, decode.acc_seg: 81.4991, loss: 0.4877 2023-12-01 00:56:33,232 - mmseg - INFO - Saving checkpoint at 72000 iterations 2023-12-01 00:57:06,149 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:57:06,149 - mmseg - INFO - Iter [72000/80000] lr: 4.000e-06, eta: 0:43:05, time: 0.915, data_time: 0.050, memory: 14238, decode.loss_ce: 0.4875, decode.acc_seg: 81.2266, loss: 0.4875 2023-12-01 00:57:56,470 - mmseg - INFO - per class results: 2023-12-01 00:57:56,477 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.98 | 85.67 | | building | 80.22 | 92.06 | | sky | 89.96 | 95.67 | | floor | 74.89 | 87.82 | | tree | 69.79 | 84.75 | | ceiling | 77.54 | 87.94 | | road | 78.24 | 88.81 | | bed | 85.01 | 93.3 | | windowpane | 58.45 | 74.91 | | grass | 65.72 | 81.25 | | cabinet | 55.29 | 67.45 | | sidewalk | 56.5 | 72.32 | | person | 76.5 | 90.64 | | earth | 35.17 | 47.91 | | door | 40.85 | 50.85 | | table | 55.09 | 69.48 | | mountain | 56.63 | 71.49 | | plant | 51.21 | 62.28 | | curtain | 65.53 | 76.07 | | chair | 54.09 | 69.36 | | car | 79.63 | 92.55 | | water | 56.37 | 73.91 | | painting | 66.86 | 81.71 | | sofa | 67.03 | 80.44 | | shelf | 37.9 | 52.02 | | house | 45.37 | 58.39 | | sea | 60.57 | 75.87 | | mirror | 59.66 | 71.57 | | rug | 51.76 | 56.83 | | field | 32.31 | 50.54 | | armchair | 43.66 | 61.8 | | seat | 57.41 | 78.81 | | fence | 38.56 | 49.36 | | desk | 42.23 | 69.37 | | rock | 52.88 | 65.96 | | wardrobe | 45.55 | 60.78 | | lamp | 58.11 | 71.74 | | bathtub | 74.53 | 83.88 | | railing | 33.07 | 45.62 | | cushion | 56.73 | 69.94 | | base | 25.06 | 38.58 | | box | 26.6 | 34.45 | | column | 36.89 | 46.61 | | signboard | 32.49 | 46.67 | | chest of drawers | 38.77 | 53.79 | | counter | 34.25 | 44.0 | | sand | 44.73 | 59.9 | | sink | 70.37 | 78.77 | | skyscraper | 45.75 | 58.91 | | fireplace | 64.63 | 81.8 | | refrigerator | 59.83 | 68.94 | | grandstand | 51.9 | 77.25 | | path | 19.26 | 25.8 | | stairs | 29.28 | 33.26 | | runway | 65.82 | 86.89 | | case | 55.78 | 69.41 | | pool table | 87.02 | 95.77 | | pillow | 54.63 | 64.62 | | screen door | 55.29 | 60.31 | | stairway | 47.07 | 59.97 | | river | 14.02 | 24.63 | | bridge | 44.23 | 53.04 | | bookcase | 33.9 | 49.76 | | blind | 25.52 | 28.69 | | coffee table | 59.85 | 80.61 | | toilet | 78.69 | 87.89 | | flower | 38.95 | 54.59 | | book | 47.2 | 65.77 | | hill | 5.75 | 8.99 | | bench | 46.44 | 55.75 | | countertop | 55.75 | 72.4 | | stove | 70.97 | 79.19 | | palm | 47.2 | 63.73 | | kitchen island | 39.75 | 66.35 | | computer | 64.47 | 79.65 | | swivel chair | 42.22 | 57.3 | | boat | 62.13 | 78.11 | | bar | 52.85 | 63.54 | | arcade machine | 66.9 | 75.6 | | hovel | 39.11 | 44.77 | | bus | 85.21 | 91.09 | | towel | 66.55 | 80.46 | | light | 37.87 | 44.6 | | truck | 35.44 | 49.35 | | tower | 26.8 | 42.16 | | chandelier | 63.27 | 75.89 | | awning | 27.64 | 33.97 | | streetlight | 24.13 | 29.87 | | booth | 34.41 | 43.42 | | television receiver | 69.9 | 79.22 | | airplane | 55.16 | 66.34 | | dirt track | 5.9 | 11.29 | | apparel | 50.09 | 64.07 | | pole | 17.54 | 22.72 | | land | 1.31 | 1.86 | | bannister | 7.57 | 9.97 | | escalator | 53.12 | 68.48 | | ottoman | 46.7 | 55.69 | | bottle | 39.7 | 63.93 | | buffet | 42.97 | 50.83 | | poster | 20.03 | 25.02 | | stage | 17.65 | 36.54 | | van | 34.77 | 44.74 | | ship | 27.51 | 31.33 | | fountain | 24.59 | 25.51 | | conveyer belt | 64.89 | 94.67 | | canopy | 36.08 | 42.2 | | washer | 68.65 | 74.35 | | plaything | 29.04 | 41.43 | | swimming pool | 60.38 | 75.95 | | stool | 34.46 | 41.93 | | barrel | 38.01 | 51.62 | | basket | 35.81 | 44.51 | | waterfall | 45.28 | 51.7 | | tent | 82.65 | 96.97 | | bag | 15.69 | 18.25 | | minibike | 64.62 | 85.69 | | cradle | 72.47 | 93.97 | | oven | 51.77 | 61.66 | | ball | 55.15 | 65.42 | | food | 52.83 | 61.87 | | step | 8.18 | 8.96 | | tank | 61.91 | 75.62 | | trade name | 16.81 | 18.94 | | microwave | 69.66 | 75.86 | | pot | 40.94 | 46.16 | | animal | 54.16 | 58.97 | | bicycle | 57.2 | 79.57 | | lake | 23.27 | 26.89 | | dishwasher | 53.49 | 58.53 | | screen | 43.58 | 59.14 | | blanket | 20.51 | 23.81 | | sculpture | 58.28 | 76.08 | | hood | 53.86 | 58.22 | | sconce | 44.4 | 55.49 | | vase | 38.73 | 54.98 | | traffic light | 33.24 | 45.13 | | tray | 10.13 | 12.31 | | ashcan | 43.28 | 55.46 | | fan | 56.14 | 69.94 | | pier | 33.6 | 40.39 | | crt screen | 6.31 | 12.66 | | plate | 50.43 | 65.64 | | monitor | 20.33 | 23.39 | | bulletin board | 42.39 | 54.53 | | shower | 2.39 | 3.75 | | radiator | 59.97 | 68.57 | | glass | 16.92 | 18.77 | | clock | 34.25 | 37.3 | | flag | 48.25 | 55.65 | +---------------------+-------+-------+ 2023-12-01 00:57:56,477 - mmseg - INFO - Summary: 2023-12-01 00:57:56,477 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 80.32 | 47.1 | 58.46 | +-------+------+-------+ 2023-12-01 00:57:56,478 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 00:57:56,478 - mmseg - INFO - Iter(val) [250] aAcc: 0.8032, mIoU: 0.4710, mAcc: 0.5846, IoU.wall: 0.7098, IoU.building: 0.8022, IoU.sky: 0.8996, IoU.floor: 0.7489, IoU.tree: 0.6979, IoU.ceiling: 0.7754, IoU.road: 0.7824, IoU.bed : 0.8501, IoU.windowpane: 0.5845, IoU.grass: 0.6572, IoU.cabinet: 0.5529, IoU.sidewalk: 0.5650, IoU.person: 0.7650, IoU.earth: 0.3517, IoU.door: 0.4085, IoU.table: 0.5509, IoU.mountain: 0.5663, IoU.plant: 0.5121, IoU.curtain: 0.6553, IoU.chair: 0.5409, IoU.car: 0.7963, IoU.water: 0.5637, IoU.painting: 0.6686, IoU.sofa: 0.6703, IoU.shelf: 0.3790, IoU.house: 0.4537, IoU.sea: 0.6057, IoU.mirror: 0.5966, IoU.rug: 0.5176, IoU.field: 0.3231, IoU.armchair: 0.4366, IoU.seat: 0.5741, IoU.fence: 0.3856, IoU.desk: 0.4223, IoU.rock: 0.5288, IoU.wardrobe: 0.4555, IoU.lamp: 0.5811, IoU.bathtub: 0.7453, IoU.railing: 0.3307, IoU.cushion: 0.5673, IoU.base: 0.2506, IoU.box: 0.2660, IoU.column: 0.3689, IoU.signboard: 0.3249, IoU.chest of drawers: 0.3877, IoU.counter: 0.3425, IoU.sand: 0.4473, IoU.sink: 0.7037, IoU.skyscraper: 0.4575, IoU.fireplace: 0.6463, IoU.refrigerator: 0.5983, IoU.grandstand: 0.5190, IoU.path: 0.1926, IoU.stairs: 0.2928, IoU.runway: 0.6582, IoU.case: 0.5578, IoU.pool table: 0.8702, IoU.pillow: 0.5463, IoU.screen door: 0.5529, IoU.stairway: 0.4707, IoU.river: 0.1402, IoU.bridge: 0.4423, IoU.bookcase: 0.3390, IoU.blind: 0.2552, IoU.coffee table: 0.5985, IoU.toilet: 0.7869, IoU.flower: 0.3895, IoU.book: 0.4720, IoU.hill: 0.0575, IoU.bench: 0.4644, IoU.countertop: 0.5575, IoU.stove: 0.7097, IoU.palm: 0.4720, IoU.kitchen island: 0.3975, IoU.computer: 0.6447, IoU.swivel chair: 0.4222, IoU.boat: 0.6213, IoU.bar: 0.5285, IoU.arcade machine: 0.6690, IoU.hovel: 0.3911, IoU.bus: 0.8521, IoU.towel: 0.6655, IoU.light: 0.3787, IoU.truck: 0.3544, IoU.tower: 0.2680, IoU.chandelier: 0.6327, IoU.awning: 0.2764, IoU.streetlight: 0.2413, IoU.booth: 0.3441, IoU.television receiver: 0.6990, IoU.airplane: 0.5516, IoU.dirt track: 0.0590, IoU.apparel: 0.5009, IoU.pole: 0.1754, IoU.land: 0.0131, IoU.bannister: 0.0757, IoU.escalator: 0.5312, IoU.ottoman: 0.4670, IoU.bottle: 0.3970, IoU.buffet: 0.4297, IoU.poster: 0.2003, IoU.stage: 0.1765, IoU.van: 0.3477, IoU.ship: 0.2751, IoU.fountain: 0.2459, IoU.conveyer belt: 0.6489, IoU.canopy: 0.3608, IoU.washer: 0.6865, IoU.plaything: 0.2904, IoU.swimming pool: 0.6038, IoU.stool: 0.3446, IoU.barrel: 0.3801, IoU.basket: 0.3581, IoU.waterfall: 0.4528, IoU.tent: 0.8265, IoU.bag: 0.1569, IoU.minibike: 0.6462, IoU.cradle: 0.7247, IoU.oven: 0.5177, IoU.ball: 0.5515, IoU.food: 0.5283, IoU.step: 0.0818, IoU.tank: 0.6191, IoU.trade name: 0.1681, IoU.microwave: 0.6966, IoU.pot: 0.4094, IoU.animal: 0.5416, IoU.bicycle: 0.5720, IoU.lake: 0.2327, IoU.dishwasher: 0.5349, IoU.screen: 0.4358, IoU.blanket: 0.2051, IoU.sculpture: 0.5828, IoU.hood: 0.5386, IoU.sconce: 0.4440, IoU.vase: 0.3873, IoU.traffic light: 0.3324, IoU.tray: 0.1013, IoU.ashcan: 0.4328, IoU.fan: 0.5614, IoU.pier: 0.3360, IoU.crt screen: 0.0631, IoU.plate: 0.5043, IoU.monitor: 0.2033, IoU.bulletin board: 0.4239, IoU.shower: 0.0239, IoU.radiator: 0.5997, IoU.glass: 0.1692, IoU.clock: 0.3425, IoU.flag: 0.4825, Acc.wall: 0.8567, Acc.building: 0.9206, Acc.sky: 0.9567, Acc.floor: 0.8782, Acc.tree: 0.8475, Acc.ceiling: 0.8794, Acc.road: 0.8881, Acc.bed : 0.9330, Acc.windowpane: 0.7491, Acc.grass: 0.8125, Acc.cabinet: 0.6745, Acc.sidewalk: 0.7232, Acc.person: 0.9064, Acc.earth: 0.4791, Acc.door: 0.5085, Acc.table: 0.6948, Acc.mountain: 0.7149, Acc.plant: 0.6228, Acc.curtain: 0.7607, Acc.chair: 0.6936, Acc.car: 0.9255, Acc.water: 0.7391, Acc.painting: 0.8171, Acc.sofa: 0.8044, Acc.shelf: 0.5202, Acc.house: 0.5839, Acc.sea: 0.7587, Acc.mirror: 0.7157, Acc.rug: 0.5683, Acc.field: 0.5054, Acc.armchair: 0.6180, Acc.seat: 0.7881, Acc.fence: 0.4936, Acc.desk: 0.6937, Acc.rock: 0.6596, Acc.wardrobe: 0.6078, Acc.lamp: 0.7174, Acc.bathtub: 0.8388, Acc.railing: 0.4562, Acc.cushion: 0.6994, Acc.base: 0.3858, Acc.box: 0.3445, Acc.column: 0.4661, Acc.signboard: 0.4667, Acc.chest of drawers: 0.5379, Acc.counter: 0.4400, Acc.sand: 0.5990, Acc.sink: 0.7877, Acc.skyscraper: 0.5891, Acc.fireplace: 0.8180, Acc.refrigerator: 0.6894, Acc.grandstand: 0.7725, Acc.path: 0.2580, Acc.stairs: 0.3326, Acc.runway: 0.8689, Acc.case: 0.6941, Acc.pool table: 0.9577, Acc.pillow: 0.6462, Acc.screen door: 0.6031, Acc.stairway: 0.5997, Acc.river: 0.2463, Acc.bridge: 0.5304, Acc.bookcase: 0.4976, Acc.blind: 0.2869, Acc.coffee table: 0.8061, Acc.toilet: 0.8789, Acc.flower: 0.5459, Acc.book: 0.6577, Acc.hill: 0.0899, Acc.bench: 0.5575, Acc.countertop: 0.7240, Acc.stove: 0.7919, Acc.palm: 0.6373, Acc.kitchen island: 0.6635, Acc.computer: 0.7965, Acc.swivel chair: 0.5730, Acc.boat: 0.7811, Acc.bar: 0.6354, Acc.arcade machine: 0.7560, Acc.hovel: 0.4477, Acc.bus: 0.9109, Acc.towel: 0.8046, Acc.light: 0.4460, Acc.truck: 0.4935, Acc.tower: 0.4216, Acc.chandelier: 0.7589, Acc.awning: 0.3397, Acc.streetlight: 0.2987, Acc.booth: 0.4342, Acc.television receiver: 0.7922, Acc.airplane: 0.6634, Acc.dirt track: 0.1129, Acc.apparel: 0.6407, Acc.pole: 0.2272, Acc.land: 0.0186, Acc.bannister: 0.0997, Acc.escalator: 0.6848, Acc.ottoman: 0.5569, Acc.bottle: 0.6393, Acc.buffet: 0.5083, Acc.poster: 0.2502, Acc.stage: 0.3654, Acc.van: 0.4474, Acc.ship: 0.3133, Acc.fountain: 0.2551, Acc.conveyer belt: 0.9467, Acc.canopy: 0.4220, Acc.washer: 0.7435, Acc.plaything: 0.4143, Acc.swimming pool: 0.7595, Acc.stool: 0.4193, Acc.barrel: 0.5162, Acc.basket: 0.4451, Acc.waterfall: 0.5170, Acc.tent: 0.9697, Acc.bag: 0.1825, Acc.minibike: 0.8569, Acc.cradle: 0.9397, Acc.oven: 0.6166, Acc.ball: 0.6542, Acc.food: 0.6187, Acc.step: 0.0896, Acc.tank: 0.7562, Acc.trade name: 0.1894, Acc.microwave: 0.7586, Acc.pot: 0.4616, Acc.animal: 0.5897, Acc.bicycle: 0.7957, Acc.lake: 0.2689, Acc.dishwasher: 0.5853, Acc.screen: 0.5914, Acc.blanket: 0.2381, Acc.sculpture: 0.7608, Acc.hood: 0.5822, Acc.sconce: 0.5549, Acc.vase: 0.5498, Acc.traffic light: 0.4513, Acc.tray: 0.1231, Acc.ashcan: 0.5546, Acc.fan: 0.6994, Acc.pier: 0.4039, Acc.crt screen: 0.1266, Acc.plate: 0.6564, Acc.monitor: 0.2339, Acc.bulletin board: 0.5453, Acc.shower: 0.0375, Acc.radiator: 0.6857, Acc.glass: 0.1877, Acc.clock: 0.3730, Acc.flag: 0.5565 2023-12-01 00:58:07,660 - mmseg - INFO - Iter [72050/80000] lr: 3.975e-06, eta: 0:42:53, time: 1.230, data_time: 1.025, memory: 14238, decode.loss_ce: 0.4849, decode.acc_seg: 81.8273, loss: 0.4849 2023-12-01 00:58:18,290 - mmseg - INFO - Iter [72100/80000] lr: 3.950e-06, eta: 0:42:37, time: 0.213, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5286, decode.acc_seg: 79.8093, loss: 0.5286 2023-12-01 00:58:28,896 - mmseg - INFO - Iter [72150/80000] lr: 3.925e-06, eta: 0:42:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5276, decode.acc_seg: 80.1718, loss: 0.5276 2023-12-01 00:58:39,494 - mmseg - INFO - Iter [72200/80000] lr: 3.901e-06, eta: 0:42:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5091, decode.acc_seg: 80.7102, loss: 0.5091 2023-12-01 00:58:50,089 - mmseg - INFO - Iter [72250/80000] lr: 3.876e-06, eta: 0:41:46, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4911, decode.acc_seg: 81.2647, loss: 0.4911 2023-12-01 00:59:00,684 - mmseg - INFO - Iter [72300/80000] lr: 3.851e-06, eta: 0:41:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5028, decode.acc_seg: 80.8215, loss: 0.5028 2023-12-01 00:59:11,289 - mmseg - INFO - Iter [72350/80000] lr: 3.826e-06, eta: 0:41:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5019, decode.acc_seg: 80.9131, loss: 0.5019 2023-12-01 00:59:21,888 - mmseg - INFO - Iter [72400/80000] lr: 3.801e-06, eta: 0:40:56, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5129, decode.acc_seg: 81.0801, loss: 0.5129 2023-12-01 00:59:32,500 - mmseg - INFO - Iter [72450/80000] lr: 3.775e-06, eta: 0:40:39, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4814, decode.acc_seg: 81.2791, loss: 0.4814 2023-12-01 00:59:43,101 - mmseg - INFO - Iter [72500/80000] lr: 3.750e-06, eta: 0:40:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5105, decode.acc_seg: 80.4859, loss: 0.5105 2023-12-01 00:59:53,701 - mmseg - INFO - Iter [72550/80000] lr: 3.725e-06, eta: 0:40:06, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4831, decode.acc_seg: 81.4075, loss: 0.4831 2023-12-01 01:00:04,306 - mmseg - INFO - Iter [72600/80000] lr: 3.701e-06, eta: 0:39:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5234, decode.acc_seg: 80.8534, loss: 0.5234 2023-12-01 01:00:14,907 - mmseg - INFO - Iter [72650/80000] lr: 3.676e-06, eta: 0:39:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5027, decode.acc_seg: 81.2492, loss: 0.5027 2023-12-01 01:00:25,501 - mmseg - INFO - Iter [72700/80000] lr: 3.651e-06, eta: 0:39:16, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5057, decode.acc_seg: 80.4676, loss: 0.5057 2023-12-01 01:00:36,100 - mmseg - INFO - Iter [72750/80000] lr: 3.626e-06, eta: 0:38:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4992, decode.acc_seg: 80.7873, loss: 0.4992 2023-12-01 01:00:46,699 - mmseg - INFO - Iter [72800/80000] lr: 3.601e-06, eta: 0:38:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5158, decode.acc_seg: 80.1782, loss: 0.5158 2023-12-01 01:00:57,297 - mmseg - INFO - Iter [72850/80000] lr: 3.575e-06, eta: 0:38:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4825, decode.acc_seg: 81.7862, loss: 0.4825 2023-12-01 01:01:07,895 - mmseg - INFO - Iter [72900/80000] lr: 3.550e-06, eta: 0:38:09, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4921, decode.acc_seg: 81.1110, loss: 0.4921 2023-12-01 01:01:18,495 - mmseg - INFO - Iter [72950/80000] lr: 3.525e-06, eta: 0:37:52, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4986, decode.acc_seg: 80.7189, loss: 0.4986 2023-12-01 01:01:29,075 - mmseg - INFO - Saving checkpoint at 73000 iterations 2023-12-01 01:02:04,144 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 01:02:04,144 - mmseg - INFO - Iter [73000/80000] lr: 3.501e-06, eta: 0:37:39, time: 0.913, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4916, decode.acc_seg: 80.9173, loss: 0.4916 2023-12-01 01:02:54,335 - mmseg - INFO - per class results: 2023-12-01 01:02:54,342 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.99 | 85.91 | | building | 80.39 | 91.53 | | sky | 90.22 | 95.4 | | floor | 74.9 | 87.87 | | tree | 70.05 | 84.5 | | ceiling | 77.51 | 87.63 | | road | 78.52 | 88.22 | | bed | 84.86 | 93.66 | | windowpane | 58.46 | 74.69 | | grass | 65.92 | 81.46 | | cabinet | 55.42 | 68.22 | | sidewalk | 56.84 | 71.7 | | person | 76.57 | 90.58 | | earth | 35.84 | 50.16 | | door | 40.43 | 49.57 | | table | 55.27 | 69.86 | | mountain | 56.62 | 71.66 | | plant | 51.22 | 62.15 | | curtain | 65.64 | 77.14 | | chair | 53.95 | 68.73 | | car | 79.51 | 92.79 | | water | 56.59 | 74.78 | | painting | 66.91 | 81.58 | | sofa | 67.02 | 81.25 | | shelf | 38.3 | 53.79 | | house | 46.24 | 61.74 | | sea | 61.12 | 76.7 | | mirror | 59.73 | 72.42 | | rug | 51.72 | 56.77 | | field | 32.07 | 48.2 | | armchair | 43.46 | 60.9 | | seat | 57.03 | 79.7 | | fence | 38.86 | 50.71 | | desk | 43.11 | 66.93 | | rock | 53.33 | 69.44 | | wardrobe | 45.62 | 61.16 | | lamp | 58.21 | 72.4 | | bathtub | 74.72 | 84.36 | | railing | 32.95 | 45.16 | | cushion | 56.82 | 70.52 | | base | 25.46 | 40.32 | | box | 26.31 | 33.81 | | column | 36.93 | 46.83 | | signboard | 32.77 | 48.56 | | chest of drawers | 38.6 | 53.4 | | counter | 34.32 | 43.76 | | sand | 44.53 | 59.15 | | sink | 70.45 | 79.28 | | skyscraper | 45.89 | 60.56 | | fireplace | 64.57 | 81.84 | | refrigerator | 59.53 | 68.52 | | grandstand | 52.14 | 76.93 | | path | 20.14 | 27.68 | | stairs | 30.8 | 35.52 | | runway | 66.04 | 87.37 | | case | 55.81 | 69.47 | | pool table | 86.64 | 96.02 | | pillow | 54.61 | 64.61 | | screen door | 55.65 | 60.84 | | stairway | 47.64 | 60.78 | | river | 13.89 | 24.45 | | bridge | 44.44 | 53.25 | | bookcase | 34.06 | 48.68 | | blind | 24.82 | 27.77 | | coffee table | 60.07 | 80.02 | | toilet | 78.49 | 88.26 | | flower | 38.71 | 54.61 | | book | 47.4 | 66.26 | | hill | 5.88 | 9.35 | | bench | 46.34 | 56.06 | | countertop | 55.8 | 72.11 | | stove | 70.91 | 79.39 | | palm | 47.51 | 64.68 | | kitchen island | 40.51 | 63.58 | | computer | 64.29 | 79.21 | | swivel chair | 42.13 | 56.85 | | boat | 61.74 | 78.2 | | bar | 52.88 | 63.8 | | arcade machine | 67.21 | 76.21 | | hovel | 40.18 | 46.46 | | bus | 85.08 | 92.1 | | towel | 66.72 | 81.51 | | light | 36.74 | 42.39 | | truck | 35.3 | 49.23 | | tower | 28.39 | 45.58 | | chandelier | 63.31 | 76.22 | | awning | 29.25 | 37.02 | | streetlight | 24.16 | 29.9 | | booth | 34.89 | 44.04 | | television receiver | 69.9 | 79.16 | | airplane | 54.9 | 66.88 | | dirt track | 6.29 | 13.79 | | apparel | 50.07 | 66.41 | | pole | 17.95 | 23.34 | | land | 1.48 | 2.18 | | bannister | 7.79 | 10.52 | | escalator | 53.3 | 69.53 | | ottoman | 46.51 | 54.84 | | bottle | 39.67 | 64.18 | | buffet | 42.18 | 49.31 | | poster | 19.89 | 24.81 | | stage | 17.27 | 34.63 | | van | 35.46 | 46.55 | | ship | 29.56 | 34.18 | | fountain | 24.88 | 25.91 | | conveyer belt | 65.19 | 94.67 | | canopy | 38.21 | 45.72 | | washer | 68.84 | 74.65 | | plaything | 29.45 | 43.25 | | swimming pool | 60.5 | 75.43 | | stool | 35.03 | 43.6 | | barrel | 38.0 | 52.3 | | basket | 36.0 | 45.45 | | waterfall | 45.43 | 52.07 | | tent | 80.91 | 97.46 | | bag | 15.77 | 18.43 | | minibike | 64.36 | 85.93 | | cradle | 72.05 | 94.07 | | oven | 51.48 | 61.24 | | ball | 55.17 | 65.77 | | food | 52.89 | 62.19 | | step | 8.1 | 8.86 | | tank | 61.74 | 75.01 | | trade name | 17.41 | 19.76 | | microwave | 70.36 | 76.75 | | pot | 40.85 | 46.16 | | animal | 53.78 | 58.6 | | bicycle | 57.2 | 80.04 | | lake | 22.81 | 26.3 | | dishwasher | 53.06 | 57.6 | | screen | 43.49 | 57.73 | | blanket | 20.59 | 23.95 | | sculpture | 58.77 | 75.51 | | hood | 53.57 | 57.94 | | sconce | 43.72 | 54.25 | | vase | 38.64 | 56.68 | | traffic light | 33.52 | 46.57 | | tray | 10.82 | 13.45 | | ashcan | 43.42 | 55.01 | | fan | 56.36 | 70.67 | | pier | 33.46 | 41.06 | | crt screen | 6.56 | 13.08 | | plate | 50.8 | 66.29 | | monitor | 20.9 | 24.17 | | bulletin board | 42.44 | 54.08 | | shower | 2.43 | 3.86 | | radiator | 59.99 | 68.74 | | glass | 16.88 | 18.68 | | clock | 34.95 | 38.55 | | flag | 48.37 | 56.38 | +---------------------+-------+-------+ 2023-12-01 01:02:54,342 - mmseg - INFO - Summary: 2023-12-01 01:02:54,342 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.37 | 47.23 | 58.79 | +-------+-------+-------+ 2023-12-01 01:02:55,691 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/wangwenhai/workspace/InternVL-release/segmentation/work_dirs/linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen/best_aAcc_iter_70000.pth was removed 2023-12-01 01:03:33,030 - mmseg - INFO - Now best checkpoint is saved as best_aAcc_iter_73000.pth. 2023-12-01 01:03:33,031 - mmseg - INFO - Best aAcc is 0.8037 at 73000 iter. 2023-12-01 01:03:33,031 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 01:03:33,031 - mmseg - INFO - Iter(val) [250] aAcc: 0.8037, mIoU: 0.4723, mAcc: 0.5879, IoU.wall: 0.7099, IoU.building: 0.8039, IoU.sky: 0.9022, IoU.floor: 0.7490, IoU.tree: 0.7005, IoU.ceiling: 0.7751, IoU.road: 0.7852, IoU.bed : 0.8486, IoU.windowpane: 0.5846, IoU.grass: 0.6592, IoU.cabinet: 0.5542, IoU.sidewalk: 0.5684, IoU.person: 0.7657, IoU.earth: 0.3584, IoU.door: 0.4043, IoU.table: 0.5527, IoU.mountain: 0.5662, IoU.plant: 0.5122, IoU.curtain: 0.6564, IoU.chair: 0.5395, IoU.car: 0.7951, IoU.water: 0.5659, IoU.painting: 0.6691, IoU.sofa: 0.6702, IoU.shelf: 0.3830, IoU.house: 0.4624, IoU.sea: 0.6112, IoU.mirror: 0.5973, IoU.rug: 0.5172, IoU.field: 0.3207, IoU.armchair: 0.4346, IoU.seat: 0.5703, IoU.fence: 0.3886, IoU.desk: 0.4311, IoU.rock: 0.5333, IoU.wardrobe: 0.4562, IoU.lamp: 0.5821, IoU.bathtub: 0.7472, IoU.railing: 0.3295, IoU.cushion: 0.5682, IoU.base: 0.2546, IoU.box: 0.2631, IoU.column: 0.3693, IoU.signboard: 0.3277, IoU.chest of drawers: 0.3860, IoU.counter: 0.3432, IoU.sand: 0.4453, IoU.sink: 0.7045, IoU.skyscraper: 0.4589, IoU.fireplace: 0.6457, IoU.refrigerator: 0.5953, IoU.grandstand: 0.5214, IoU.path: 0.2014, IoU.stairs: 0.3080, IoU.runway: 0.6604, IoU.case: 0.5581, IoU.pool table: 0.8664, IoU.pillow: 0.5461, IoU.screen door: 0.5565, IoU.stairway: 0.4764, IoU.river: 0.1389, IoU.bridge: 0.4444, IoU.bookcase: 0.3406, IoU.blind: 0.2482, IoU.coffee table: 0.6007, IoU.toilet: 0.7849, IoU.flower: 0.3871, IoU.book: 0.4740, IoU.hill: 0.0588, IoU.bench: 0.4634, IoU.countertop: 0.5580, IoU.stove: 0.7091, IoU.palm: 0.4751, IoU.kitchen island: 0.4051, IoU.computer: 0.6429, IoU.swivel chair: 0.4213, IoU.boat: 0.6174, IoU.bar: 0.5288, IoU.arcade machine: 0.6721, IoU.hovel: 0.4018, IoU.bus: 0.8508, IoU.towel: 0.6672, IoU.light: 0.3674, IoU.truck: 0.3530, IoU.tower: 0.2839, IoU.chandelier: 0.6331, IoU.awning: 0.2925, IoU.streetlight: 0.2416, IoU.booth: 0.3489, IoU.television receiver: 0.6990, IoU.airplane: 0.5490, IoU.dirt track: 0.0629, IoU.apparel: 0.5007, IoU.pole: 0.1795, IoU.land: 0.0148, IoU.bannister: 0.0779, IoU.escalator: 0.5330, IoU.ottoman: 0.4651, IoU.bottle: 0.3967, IoU.buffet: 0.4218, IoU.poster: 0.1989, IoU.stage: 0.1727, IoU.van: 0.3546, IoU.ship: 0.2956, IoU.fountain: 0.2488, IoU.conveyer belt: 0.6519, IoU.canopy: 0.3821, IoU.washer: 0.6884, IoU.plaything: 0.2945, IoU.swimming pool: 0.6050, IoU.stool: 0.3503, IoU.barrel: 0.3800, IoU.basket: 0.3600, IoU.waterfall: 0.4543, IoU.tent: 0.8091, IoU.bag: 0.1577, IoU.minibike: 0.6436, IoU.cradle: 0.7205, IoU.oven: 0.5148, IoU.ball: 0.5517, IoU.food: 0.5289, IoU.step: 0.0810, IoU.tank: 0.6174, IoU.trade name: 0.1741, IoU.microwave: 0.7036, IoU.pot: 0.4085, IoU.animal: 0.5378, IoU.bicycle: 0.5720, IoU.lake: 0.2281, IoU.dishwasher: 0.5306, IoU.screen: 0.4349, IoU.blanket: 0.2059, IoU.sculpture: 0.5877, IoU.hood: 0.5357, IoU.sconce: 0.4372, IoU.vase: 0.3864, IoU.traffic light: 0.3352, IoU.tray: 0.1082, IoU.ashcan: 0.4342, IoU.fan: 0.5636, IoU.pier: 0.3346, IoU.crt screen: 0.0656, IoU.plate: 0.5080, IoU.monitor: 0.2090, IoU.bulletin board: 0.4244, IoU.shower: 0.0243, IoU.radiator: 0.5999, IoU.glass: 0.1688, IoU.clock: 0.3495, IoU.flag: 0.4837, Acc.wall: 0.8591, Acc.building: 0.9153, Acc.sky: 0.9540, Acc.floor: 0.8787, Acc.tree: 0.8450, Acc.ceiling: 0.8763, Acc.road: 0.8822, Acc.bed : 0.9366, Acc.windowpane: 0.7469, Acc.grass: 0.8146, Acc.cabinet: 0.6822, Acc.sidewalk: 0.7170, Acc.person: 0.9058, Acc.earth: 0.5016, Acc.door: 0.4957, Acc.table: 0.6986, Acc.mountain: 0.7166, Acc.plant: 0.6215, Acc.curtain: 0.7714, Acc.chair: 0.6873, Acc.car: 0.9279, Acc.water: 0.7478, Acc.painting: 0.8158, Acc.sofa: 0.8125, Acc.shelf: 0.5379, Acc.house: 0.6174, Acc.sea: 0.7670, Acc.mirror: 0.7242, Acc.rug: 0.5677, Acc.field: 0.4820, Acc.armchair: 0.6090, Acc.seat: 0.7970, Acc.fence: 0.5071, Acc.desk: 0.6693, Acc.rock: 0.6944, Acc.wardrobe: 0.6116, Acc.lamp: 0.7240, Acc.bathtub: 0.8436, Acc.railing: 0.4516, Acc.cushion: 0.7052, Acc.base: 0.4032, Acc.box: 0.3381, Acc.column: 0.4683, Acc.signboard: 0.4856, Acc.chest of drawers: 0.5340, Acc.counter: 0.4376, Acc.sand: 0.5915, Acc.sink: 0.7928, Acc.skyscraper: 0.6056, Acc.fireplace: 0.8184, Acc.refrigerator: 0.6852, Acc.grandstand: 0.7693, Acc.path: 0.2768, Acc.stairs: 0.3552, Acc.runway: 0.8737, Acc.case: 0.6947, Acc.pool table: 0.9602, Acc.pillow: 0.6461, Acc.screen door: 0.6084, Acc.stairway: 0.6078, Acc.river: 0.2445, Acc.bridge: 0.5325, Acc.bookcase: 0.4868, Acc.blind: 0.2777, Acc.coffee table: 0.8002, Acc.toilet: 0.8826, Acc.flower: 0.5461, Acc.book: 0.6626, Acc.hill: 0.0935, Acc.bench: 0.5606, Acc.countertop: 0.7211, Acc.stove: 0.7939, Acc.palm: 0.6468, Acc.kitchen island: 0.6358, Acc.computer: 0.7921, Acc.swivel chair: 0.5685, Acc.boat: 0.7820, Acc.bar: 0.6380, Acc.arcade machine: 0.7621, Acc.hovel: 0.4646, Acc.bus: 0.9210, Acc.towel: 0.8151, Acc.light: 0.4239, Acc.truck: 0.4923, Acc.tower: 0.4558, Acc.chandelier: 0.7622, Acc.awning: 0.3702, Acc.streetlight: 0.2990, Acc.booth: 0.4404, Acc.television receiver: 0.7916, Acc.airplane: 0.6688, Acc.dirt track: 0.1379, Acc.apparel: 0.6641, Acc.pole: 0.2334, Acc.land: 0.0218, Acc.bannister: 0.1052, Acc.escalator: 0.6953, Acc.ottoman: 0.5484, Acc.bottle: 0.6418, Acc.buffet: 0.4931, Acc.poster: 0.2481, Acc.stage: 0.3463, Acc.van: 0.4655, Acc.ship: 0.3418, Acc.fountain: 0.2591, Acc.conveyer belt: 0.9467, Acc.canopy: 0.4572, Acc.washer: 0.7465, Acc.plaything: 0.4325, Acc.swimming pool: 0.7543, Acc.stool: 0.4360, Acc.barrel: 0.5230, Acc.basket: 0.4545, Acc.waterfall: 0.5207, Acc.tent: 0.9746, Acc.bag: 0.1843, Acc.minibike: 0.8593, Acc.cradle: 0.9407, Acc.oven: 0.6124, Acc.ball: 0.6577, Acc.food: 0.6219, Acc.step: 0.0886, Acc.tank: 0.7501, Acc.trade name: 0.1976, Acc.microwave: 0.7675, Acc.pot: 0.4616, Acc.animal: 0.5860, Acc.bicycle: 0.8004, Acc.lake: 0.2630, Acc.dishwasher: 0.5760, Acc.screen: 0.5773, Acc.blanket: 0.2395, Acc.sculpture: 0.7551, Acc.hood: 0.5794, Acc.sconce: 0.5425, Acc.vase: 0.5668, Acc.traffic light: 0.4657, Acc.tray: 0.1345, Acc.ashcan: 0.5501, Acc.fan: 0.7067, Acc.pier: 0.4106, Acc.crt screen: 0.1308, Acc.plate: 0.6629, Acc.monitor: 0.2417, Acc.bulletin board: 0.5408, Acc.shower: 0.0386, Acc.radiator: 0.6874, Acc.glass: 0.1868, Acc.clock: 0.3855, Acc.flag: 0.5638 2023-12-01 01:03:44,125 - mmseg - INFO - Iter [73050/80000] lr: 3.476e-06, eta: 0:37:31, time: 1.999, data_time: 1.795, memory: 14238, decode.loss_ce: 0.5225, decode.acc_seg: 80.4522, loss: 0.5225 2023-12-01 01:03:54,714 - mmseg - INFO - Iter [73100/80000] lr: 3.451e-06, eta: 0:37:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5082, decode.acc_seg: 80.5857, loss: 0.5082 2023-12-01 01:04:05,316 - mmseg - INFO - Iter [73150/80000] lr: 3.426e-06, eta: 0:36:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4879, decode.acc_seg: 81.2230, loss: 0.4879 2023-12-01 01:04:15,919 - mmseg - INFO - Iter [73200/80000] lr: 3.401e-06, eta: 0:36:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4952, decode.acc_seg: 81.7408, loss: 0.4952 2023-12-01 01:04:26,516 - mmseg - INFO - Iter [73250/80000] lr: 3.375e-06, eta: 0:36:24, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4940, decode.acc_seg: 81.6062, loss: 0.4940 2023-12-01 01:04:39,379 - mmseg - INFO - Iter [73300/80000] lr: 3.350e-06, eta: 0:36:08, time: 0.257, data_time: 0.051, memory: 14238, decode.loss_ce: 0.4934, decode.acc_seg: 81.3551, loss: 0.4934 2023-12-01 01:04:49,974 - mmseg - INFO - Iter [73350/80000] lr: 3.325e-06, eta: 0:35:51, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4999, decode.acc_seg: 80.9647, loss: 0.4999 2023-12-01 01:05:00,569 - mmseg - INFO - Iter [73400/80000] lr: 3.300e-06, eta: 0:35:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5084, decode.acc_seg: 80.4824, loss: 0.5084 2023-12-01 01:05:11,175 - mmseg - INFO - Iter [73450/80000] lr: 3.276e-06, eta: 0:35:18, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5109, decode.acc_seg: 81.0155, loss: 0.5109 2023-12-01 01:05:21,774 - mmseg - INFO - Iter [73500/80000] lr: 3.251e-06, eta: 0:35:01, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4951, decode.acc_seg: 81.1425, loss: 0.4951 2023-12-01 01:05:32,374 - mmseg - INFO - Iter [73550/80000] lr: 3.226e-06, eta: 0:34:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5237, decode.acc_seg: 80.4197, loss: 0.5237 2023-12-01 01:05:42,976 - mmseg - INFO - Iter [73600/80000] lr: 3.201e-06, eta: 0:34:28, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4864, decode.acc_seg: 81.6039, loss: 0.4864 2023-12-01 01:05:53,576 - mmseg - INFO - Iter [73650/80000] lr: 3.176e-06, eta: 0:34:11, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4841, decode.acc_seg: 81.7346, loss: 0.4841 2023-12-01 01:06:04,174 - mmseg - INFO - Iter [73700/80000] lr: 3.150e-06, eta: 0:33:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4893, decode.acc_seg: 81.4803, loss: 0.4893 2023-12-01 01:06:14,772 - mmseg - INFO - Iter [73750/80000] lr: 3.125e-06, eta: 0:33:38, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4880, decode.acc_seg: 81.2906, loss: 0.4880 2023-12-01 01:06:25,369 - mmseg - INFO - Iter [73800/80000] lr: 3.100e-06, eta: 0:33:21, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4825, decode.acc_seg: 81.8915, loss: 0.4825 2023-12-01 01:06:35,965 - mmseg - INFO - Iter [73850/80000] lr: 3.076e-06, eta: 0:33:04, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4782, decode.acc_seg: 81.3893, loss: 0.4782 2023-12-01 01:06:46,561 - mmseg - INFO - Iter [73900/80000] lr: 3.051e-06, eta: 0:32:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4998, decode.acc_seg: 81.2481, loss: 0.4998 2023-12-01 01:06:57,183 - mmseg - INFO - Iter [73950/80000] lr: 3.026e-06, eta: 0:32:31, time: 0.212, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5064, decode.acc_seg: 80.4204, loss: 0.5064 2023-12-01 01:07:07,764 - mmseg - INFO - Saving checkpoint at 74000 iterations 2023-12-01 01:07:43,917 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 01:07:43,918 - mmseg - INFO - Iter [74000/80000] lr: 3.001e-06, eta: 0:32:18, time: 0.935, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5078, decode.acc_seg: 80.9981, loss: 0.5078 2023-12-01 01:08:34,108 - mmseg - INFO - per class results: 2023-12-01 01:08:34,115 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 71.13 | 84.97 | | building | 80.32 | 91.48 | | sky | 89.88 | 95.86 | | floor | 75.09 | 87.37 | | tree | 69.89 | 83.77 | | ceiling | 77.57 | 87.89 | | road | 78.47 | 88.41 | | bed | 84.68 | 94.11 | | windowpane | 58.53 | 76.03 | | grass | 65.67 | 81.89 | | cabinet | 55.45 | 68.96 | | sidewalk | 56.69 | 72.34 | | person | 76.46 | 90.84 | | earth | 35.42 | 48.86 | | door | 40.79 | 50.44 | | table | 55.22 | 70.5 | | mountain | 56.63 | 72.22 | | plant | 51.22 | 61.93 | | curtain | 65.77 | 76.88 | | chair | 53.88 | 68.59 | | car | 79.82 | 92.39 | | water | 56.22 | 74.21 | | painting | 66.92 | 82.09 | | sofa | 67.05 | 81.49 | | shelf | 37.88 | 52.52 | | house | 46.46 | 62.48 | | sea | 60.62 | 76.57 | | mirror | 59.82 | 72.26 | | rug | 53.6 | 59.83 | | field | 32.69 | 50.8 | | armchair | 43.5 | 61.81 | | seat | 57.2 | 79.18 | | fence | 39.07 | 50.78 | | desk | 42.13 | 70.08 | | rock | 53.17 | 69.51 | | wardrobe | 45.89 | 62.25 | | lamp | 58.11 | 72.98 | | bathtub | 74.69 | 82.72 | | railing | 33.15 | 45.58 | | cushion | 56.37 | 68.33 | | base | 25.78 | 41.35 | | box | 27.17 | 36.37 | | column | 37.04 | 46.95 | | signboard | 32.78 | 48.6 | | chest of drawers | 38.59 | 54.58 | | counter | 34.11 | 43.33 | | sand | 44.96 | 60.04 | | sink | 70.43 | 79.54 | | skyscraper | 45.95 | 60.45 | | fireplace | 64.57 | 82.2 | | refrigerator | 59.47 | 68.74 | | grandstand | 52.32 | 76.76 | | path | 20.13 | 27.86 | | stairs | 28.88 | 32.46 | | runway | 66.2 | 87.84 | | case | 55.95 | 70.56 | | pool table | 86.52 | 96.07 | | pillow | 54.69 | 65.5 | | screen door | 56.58 | 62.54 | | stairway | 47.2 | 62.43 | | river | 13.95 | 24.79 | | bridge | 45.1 | 54.5 | | bookcase | 33.97 | 50.85 | | blind | 25.57 | 28.81 | | coffee table | 60.47 | 79.45 | | toilet | 78.65 | 88.52 | | flower | 38.86 | 54.6 | | book | 47.25 | 65.78 | | hill | 5.74 | 8.57 | | bench | 46.4 | 55.84 | | countertop | 55.83 | 72.45 | | stove | 70.79 | 79.02 | | palm | 47.39 | 64.67 | | kitchen island | 39.91 | 65.48 | | computer | 64.42 | 80.46 | | swivel chair | 42.36 | 59.08 | | boat | 61.77 | 77.09 | | bar | 52.64 | 64.04 | | arcade machine | 67.21 | 76.67 | | hovel | 43.02 | 51.13 | | bus | 85.08 | 92.19 | | towel | 66.8 | 82.51 | | light | 38.48 | 45.8 | | truck | 35.5 | 49.89 | | tower | 27.77 | 44.06 | | chandelier | 63.51 | 77.32 | | awning | 29.43 | 37.36 | | streetlight | 23.91 | 29.26 | | booth | 34.39 | 44.67 | | television receiver | 70.01 | 80.07 | | airplane | 55.05 | 67.02 | | dirt track | 6.03 | 12.58 | | apparel | 50.25 | 66.78 | | pole | 17.76 | 23.13 | | land | 1.54 | 2.29 | | bannister | 7.52 | 9.83 | | escalator | 53.38 | 69.89 | | ottoman | 46.67 | 55.92 | | bottle | 39.54 | 64.16 | | buffet | 42.88 | 50.94 | | poster | 20.42 | 26.43 | | stage | 17.6 | 37.06 | | van | 36.41 | 48.16 | | ship | 30.44 | 35.24 | | fountain | 24.68 | 25.68 | | conveyer belt | 64.16 | 94.72 | | canopy | 36.76 | 43.68 | | washer | 68.73 | 74.68 | | plaything | 28.77 | 43.84 | | swimming pool | 60.76 | 77.79 | | stool | 35.1 | 43.92 | | barrel | 38.08 | 53.75 | | basket | 36.0 | 45.82 | | waterfall | 45.82 | 52.63 | | tent | 80.56 | 97.42 | | bag | 16.03 | 18.92 | | minibike | 64.76 | 85.48 | | cradle | 71.38 | 94.57 | | oven | 51.44 | 61.17 | | ball | 54.68 | 64.81 | | food | 52.97 | 62.35 | | step | 7.84 | 8.54 | | tank | 62.46 | 77.61 | | trade name | 18.22 | 20.84 | | microwave | 71.12 | 77.89 | | pot | 41.46 | 47.29 | | animal | 54.37 | 59.27 | | bicycle | 57.01 | 79.72 | | lake | 24.06 | 27.73 | | dishwasher | 53.24 | 58.01 | | screen | 43.71 | 59.93 | | blanket | 20.71 | 24.19 | | sculpture | 58.85 | 75.74 | | hood | 54.99 | 60.05 | | sconce | 44.49 | 56.38 | | vase | 38.71 | 56.14 | | traffic light | 33.51 | 46.66 | | tray | 10.35 | 12.77 | | ashcan | 43.56 | 55.95 | | fan | 56.92 | 73.16 | | pier | 33.45 | 41.27 | | crt screen | 5.76 | 11.55 | | plate | 50.98 | 67.28 | | monitor | 21.97 | 25.42 | | bulletin board | 42.46 | 55.06 | | shower | 2.5 | 4.16 | | radiator | 60.0 | 69.38 | | glass | 16.91 | 18.76 | | clock | 35.73 | 39.82 | | flag | 48.98 | 57.39 | +---------------------+-------+-------+ 2023-12-01 01:08:34,115 - mmseg - INFO - Summary: 2023-12-01 01:08:34,116 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.35 | 47.33 | 59.26 | +-------+-------+-------+ 2023-12-01 01:08:34,116 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 01:08:34,116 - mmseg - INFO - Iter(val) [250] aAcc: 0.8035, mIoU: 0.4733, mAcc: 0.5926, IoU.wall: 0.7113, IoU.building: 0.8032, IoU.sky: 0.8988, IoU.floor: 0.7509, IoU.tree: 0.6989, IoU.ceiling: 0.7757, IoU.road: 0.7847, IoU.bed : 0.8468, IoU.windowpane: 0.5853, IoU.grass: 0.6567, IoU.cabinet: 0.5545, IoU.sidewalk: 0.5669, IoU.person: 0.7646, IoU.earth: 0.3542, IoU.door: 0.4079, IoU.table: 0.5522, IoU.mountain: 0.5663, IoU.plant: 0.5122, IoU.curtain: 0.6577, IoU.chair: 0.5388, IoU.car: 0.7982, IoU.water: 0.5622, IoU.painting: 0.6692, IoU.sofa: 0.6705, IoU.shelf: 0.3788, IoU.house: 0.4646, IoU.sea: 0.6062, IoU.mirror: 0.5982, IoU.rug: 0.5360, IoU.field: 0.3269, IoU.armchair: 0.4350, IoU.seat: 0.5720, IoU.fence: 0.3907, IoU.desk: 0.4213, IoU.rock: 0.5317, IoU.wardrobe: 0.4589, IoU.lamp: 0.5811, IoU.bathtub: 0.7469, IoU.railing: 0.3315, IoU.cushion: 0.5637, IoU.base: 0.2578, IoU.box: 0.2717, IoU.column: 0.3704, IoU.signboard: 0.3278, IoU.chest of drawers: 0.3859, IoU.counter: 0.3411, IoU.sand: 0.4496, IoU.sink: 0.7043, IoU.skyscraper: 0.4595, IoU.fireplace: 0.6457, IoU.refrigerator: 0.5947, IoU.grandstand: 0.5232, IoU.path: 0.2013, IoU.stairs: 0.2888, IoU.runway: 0.6620, IoU.case: 0.5595, IoU.pool table: 0.8652, IoU.pillow: 0.5469, IoU.screen door: 0.5658, IoU.stairway: 0.4720, IoU.river: 0.1395, IoU.bridge: 0.4510, IoU.bookcase: 0.3397, IoU.blind: 0.2557, IoU.coffee table: 0.6047, IoU.toilet: 0.7865, IoU.flower: 0.3886, IoU.book: 0.4725, IoU.hill: 0.0574, IoU.bench: 0.4640, IoU.countertop: 0.5583, IoU.stove: 0.7079, IoU.palm: 0.4739, IoU.kitchen island: 0.3991, IoU.computer: 0.6442, IoU.swivel chair: 0.4236, IoU.boat: 0.6177, IoU.bar: 0.5264, IoU.arcade machine: 0.6721, IoU.hovel: 0.4302, IoU.bus: 0.8508, IoU.towel: 0.6680, IoU.light: 0.3848, IoU.truck: 0.3550, IoU.tower: 0.2777, IoU.chandelier: 0.6351, IoU.awning: 0.2943, IoU.streetlight: 0.2391, IoU.booth: 0.3439, IoU.television receiver: 0.7001, IoU.airplane: 0.5505, IoU.dirt track: 0.0603, IoU.apparel: 0.5025, IoU.pole: 0.1776, IoU.land: 0.0154, IoU.bannister: 0.0752, IoU.escalator: 0.5338, IoU.ottoman: 0.4667, IoU.bottle: 0.3954, IoU.buffet: 0.4288, IoU.poster: 0.2042, IoU.stage: 0.1760, IoU.van: 0.3641, IoU.ship: 0.3044, IoU.fountain: 0.2468, IoU.conveyer belt: 0.6416, IoU.canopy: 0.3676, IoU.washer: 0.6873, IoU.plaything: 0.2877, IoU.swimming pool: 0.6076, IoU.stool: 0.3510, IoU.barrel: 0.3808, IoU.basket: 0.3600, IoU.waterfall: 0.4582, IoU.tent: 0.8056, IoU.bag: 0.1603, IoU.minibike: 0.6476, IoU.cradle: 0.7138, IoU.oven: 0.5144, IoU.ball: 0.5468, IoU.food: 0.5297, IoU.step: 0.0784, IoU.tank: 0.6246, IoU.trade name: 0.1822, IoU.microwave: 0.7112, IoU.pot: 0.4146, IoU.animal: 0.5437, IoU.bicycle: 0.5701, IoU.lake: 0.2406, IoU.dishwasher: 0.5324, IoU.screen: 0.4371, IoU.blanket: 0.2071, IoU.sculpture: 0.5885, IoU.hood: 0.5499, IoU.sconce: 0.4449, IoU.vase: 0.3871, IoU.traffic light: 0.3351, IoU.tray: 0.1035, IoU.ashcan: 0.4356, IoU.fan: 0.5692, IoU.pier: 0.3345, IoU.crt screen: 0.0576, IoU.plate: 0.5098, IoU.monitor: 0.2197, IoU.bulletin board: 0.4246, IoU.shower: 0.0250, IoU.radiator: 0.6000, IoU.glass: 0.1691, IoU.clock: 0.3573, IoU.flag: 0.4898, Acc.wall: 0.8497, Acc.building: 0.9148, Acc.sky: 0.9586, Acc.floor: 0.8737, Acc.tree: 0.8377, Acc.ceiling: 0.8789, Acc.road: 0.8841, Acc.bed : 0.9411, Acc.windowpane: 0.7603, Acc.grass: 0.8189, Acc.cabinet: 0.6896, Acc.sidewalk: 0.7234, Acc.person: 0.9084, Acc.earth: 0.4886, Acc.door: 0.5044, Acc.table: 0.7050, Acc.mountain: 0.7222, Acc.plant: 0.6193, Acc.curtain: 0.7688, Acc.chair: 0.6859, Acc.car: 0.9239, Acc.water: 0.7421, Acc.painting: 0.8209, Acc.sofa: 0.8149, Acc.shelf: 0.5252, Acc.house: 0.6248, Acc.sea: 0.7657, Acc.mirror: 0.7226, Acc.rug: 0.5983, Acc.field: 0.5080, Acc.armchair: 0.6181, Acc.seat: 0.7918, Acc.fence: 0.5078, Acc.desk: 0.7008, Acc.rock: 0.6951, Acc.wardrobe: 0.6225, Acc.lamp: 0.7298, Acc.bathtub: 0.8272, Acc.railing: 0.4558, Acc.cushion: 0.6833, Acc.base: 0.4135, Acc.box: 0.3637, Acc.column: 0.4695, Acc.signboard: 0.4860, Acc.chest of drawers: 0.5458, Acc.counter: 0.4333, Acc.sand: 0.6004, Acc.sink: 0.7954, Acc.skyscraper: 0.6045, Acc.fireplace: 0.8220, Acc.refrigerator: 0.6874, Acc.grandstand: 0.7676, Acc.path: 0.2786, Acc.stairs: 0.3246, Acc.runway: 0.8784, Acc.case: 0.7056, Acc.pool table: 0.9607, Acc.pillow: 0.6550, Acc.screen door: 0.6254, Acc.stairway: 0.6243, Acc.river: 0.2479, Acc.bridge: 0.5450, Acc.bookcase: 0.5085, Acc.blind: 0.2881, Acc.coffee table: 0.7945, Acc.toilet: 0.8852, Acc.flower: 0.5460, Acc.book: 0.6578, Acc.hill: 0.0857, Acc.bench: 0.5584, Acc.countertop: 0.7245, Acc.stove: 0.7902, Acc.palm: 0.6467, Acc.kitchen island: 0.6548, Acc.computer: 0.8046, Acc.swivel chair: 0.5908, Acc.boat: 0.7709, Acc.bar: 0.6404, Acc.arcade machine: 0.7667, Acc.hovel: 0.5113, Acc.bus: 0.9219, Acc.towel: 0.8251, Acc.light: 0.4580, Acc.truck: 0.4989, Acc.tower: 0.4406, Acc.chandelier: 0.7732, Acc.awning: 0.3736, Acc.streetlight: 0.2926, Acc.booth: 0.4467, Acc.television receiver: 0.8007, Acc.airplane: 0.6702, Acc.dirt track: 0.1258, Acc.apparel: 0.6678, Acc.pole: 0.2313, Acc.land: 0.0229, Acc.bannister: 0.0983, Acc.escalator: 0.6989, Acc.ottoman: 0.5592, Acc.bottle: 0.6416, Acc.buffet: 0.5094, Acc.poster: 0.2643, Acc.stage: 0.3706, Acc.van: 0.4816, Acc.ship: 0.3524, Acc.fountain: 0.2568, Acc.conveyer belt: 0.9472, Acc.canopy: 0.4368, Acc.washer: 0.7468, Acc.plaything: 0.4384, Acc.swimming pool: 0.7779, Acc.stool: 0.4392, Acc.barrel: 0.5375, Acc.basket: 0.4582, Acc.waterfall: 0.5263, Acc.tent: 0.9742, Acc.bag: 0.1892, Acc.minibike: 0.8548, Acc.cradle: 0.9457, Acc.oven: 0.6117, Acc.ball: 0.6481, Acc.food: 0.6235, Acc.step: 0.0854, Acc.tank: 0.7761, Acc.trade name: 0.2084, Acc.microwave: 0.7789, Acc.pot: 0.4729, Acc.animal: 0.5927, Acc.bicycle: 0.7972, Acc.lake: 0.2773, Acc.dishwasher: 0.5801, Acc.screen: 0.5993, Acc.blanket: 0.2419, Acc.sculpture: 0.7574, Acc.hood: 0.6005, Acc.sconce: 0.5638, Acc.vase: 0.5614, Acc.traffic light: 0.4666, Acc.tray: 0.1277, Acc.ashcan: 0.5595, Acc.fan: 0.7316, Acc.pier: 0.4127, Acc.crt screen: 0.1155, Acc.plate: 0.6728, Acc.monitor: 0.2542, Acc.bulletin board: 0.5506, Acc.shower: 0.0416, Acc.radiator: 0.6938, Acc.glass: 0.1876, Acc.clock: 0.3982, Acc.flag: 0.5739 2023-12-01 01:08:45,194 - mmseg - INFO - Iter [74050/80000] lr: 2.976e-06, eta: 0:32:05, time: 1.225, data_time: 1.020, memory: 14238, decode.loss_ce: 0.4649, decode.acc_seg: 82.6200, loss: 0.4649 2023-12-01 01:08:55,796 - mmseg - INFO - Iter [74100/80000] lr: 2.950e-06, eta: 0:31:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5074, decode.acc_seg: 81.1031, loss: 0.5074 2023-12-01 01:09:06,397 - mmseg - INFO - Iter [74150/80000] lr: 2.925e-06, eta: 0:31:32, time: 0.212, data_time: 0.008, memory: 14238, decode.loss_ce: 0.4872, decode.acc_seg: 81.0802, loss: 0.4872 2023-12-01 01:09:17,003 - mmseg - INFO - Iter [74200/80000] lr: 2.900e-06, eta: 0:31:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5005, decode.acc_seg: 81.1439, loss: 0.5005 2023-12-01 01:09:27,628 - mmseg - INFO - Iter [74250/80000] lr: 2.875e-06, eta: 0:30:59, time: 0.212, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5107, decode.acc_seg: 80.7381, loss: 0.5107 2023-12-01 01:09:38,231 - mmseg - INFO - Iter [74300/80000] lr: 2.851e-06, eta: 0:30:42, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5066, decode.acc_seg: 80.9560, loss: 0.5066 2023-12-01 01:09:48,828 - mmseg - INFO - Iter [74350/80000] lr: 2.826e-06, eta: 0:30:25, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4869, decode.acc_seg: 81.4652, loss: 0.4869 2023-12-01 01:09:59,438 - mmseg - INFO - Iter [74400/80000] lr: 2.801e-06, eta: 0:30:09, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5245, decode.acc_seg: 80.3704, loss: 0.5245 2023-12-01 01:10:10,040 - mmseg - INFO - Iter [74450/80000] lr: 2.776e-06, eta: 0:29:52, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4939, decode.acc_seg: 81.3956, loss: 0.4939 2023-12-01 01:10:20,649 - mmseg - INFO - Iter [74500/80000] lr: 2.750e-06, eta: 0:29:36, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5123, decode.acc_seg: 80.8932, loss: 0.5123 2023-12-01 01:10:33,548 - mmseg - INFO - Iter [74550/80000] lr: 2.725e-06, eta: 0:29:19, time: 0.258, data_time: 0.051, memory: 14238, decode.loss_ce: 0.5059, decode.acc_seg: 80.2516, loss: 0.5059 2023-12-01 01:10:44,136 - mmseg - INFO - Iter [74600/80000] lr: 2.700e-06, eta: 0:29:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4995, decode.acc_seg: 80.7511, loss: 0.4995 2023-12-01 01:10:54,735 - mmseg - INFO - Iter [74650/80000] lr: 2.675e-06, eta: 0:28:46, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5145, decode.acc_seg: 80.6706, loss: 0.5145 2023-12-01 01:11:05,329 - mmseg - INFO - Iter [74700/80000] lr: 2.651e-06, eta: 0:28:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4895, decode.acc_seg: 81.1497, loss: 0.4895 2023-12-01 01:11:15,928 - mmseg - INFO - Iter [74750/80000] lr: 2.626e-06, eta: 0:28:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5099, decode.acc_seg: 81.2725, loss: 0.5099 2023-12-01 01:11:26,534 - mmseg - INFO - Iter [74800/80000] lr: 2.601e-06, eta: 0:27:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4892, decode.acc_seg: 81.5156, loss: 0.4892 2023-12-01 01:11:37,135 - mmseg - INFO - Iter [74850/80000] lr: 2.576e-06, eta: 0:27:40, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5118, decode.acc_seg: 81.0376, loss: 0.5118 2023-12-01 01:11:47,736 - mmseg - INFO - Iter [74900/80000] lr: 2.551e-06, eta: 0:27:24, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5020, decode.acc_seg: 81.2504, loss: 0.5020 2023-12-01 01:11:58,341 - mmseg - INFO - Iter [74950/80000] lr: 2.525e-06, eta: 0:27:07, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5347, decode.acc_seg: 79.7876, loss: 0.5347 2023-12-01 01:12:08,924 - mmseg - INFO - Saving checkpoint at 75000 iterations 2023-12-01 01:12:45,598 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 01:12:45,598 - mmseg - INFO - Iter [75000/80000] lr: 2.500e-06, eta: 0:26:53, time: 0.946, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4997, decode.acc_seg: 81.4948, loss: 0.4997 2023-12-01 01:13:35,712 - mmseg - INFO - per class results: 2023-12-01 01:13:35,719 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 71.11 | 84.82 | | building | 79.35 | 93.26 | | sky | 89.86 | 95.63 | | floor | 75.02 | 87.57 | | tree | 69.32 | 83.25 | | ceiling | 77.57 | 87.54 | | road | 78.48 | 88.27 | | bed | 84.77 | 93.92 | | windowpane | 58.44 | 75.32 | | grass | 65.59 | 80.87 | | cabinet | 55.5 | 68.45 | | sidewalk | 56.86 | 73.02 | | person | 76.4 | 90.73 | | earth | 35.27 | 48.38 | | door | 40.71 | 50.44 | | table | 55.35 | 70.53 | | mountain | 56.4 | 72.14 | | plant | 50.12 | 59.09 | | curtain | 65.76 | 77.1 | | chair | 54.0 | 68.94 | | car | 80.04 | 91.84 | | water | 56.06 | 73.12 | | painting | 67.04 | 81.63 | | sofa | 67.04 | 80.6 | | shelf | 37.68 | 51.7 | | house | 44.07 | 56.64 | | sea | 60.42 | 77.08 | | mirror | 59.73 | 71.57 | | rug | 52.32 | 57.82 | | field | 33.0 | 53.33 | | armchair | 43.72 | 62.18 | | seat | 56.87 | 80.0 | | fence | 38.51 | 49.04 | | desk | 42.65 | 68.71 | | rock | 52.55 | 66.26 | | wardrobe | 46.12 | 62.94 | | lamp | 58.17 | 72.12 | | bathtub | 74.64 | 83.53 | | railing | 33.2 | 45.26 | | cushion | 56.54 | 69.05 | | base | 25.7 | 40.5 | | box | 26.63 | 34.55 | | column | 37.1 | 46.63 | | signboard | 32.02 | 45.7 | | chest of drawers | 38.58 | 53.36 | | counter | 33.47 | 42.16 | | sand | 45.35 | 61.12 | | sink | 70.41 | 79.39 | | skyscraper | 45.63 | 58.94 | | fireplace | 64.51 | 82.81 | | refrigerator | 59.86 | 69.19 | | grandstand | 52.26 | 77.61 | | path | 19.8 | 26.97 | | stairs | 28.61 | 32.31 | | runway | 66.2 | 87.49 | | case | 55.92 | 69.57 | | pool table | 86.38 | 96.14 | | pillow | 54.31 | 64.45 | | screen door | 55.98 | 61.52 | | stairway | 46.88 | 59.49 | | river | 14.28 | 25.13 | | bridge | 42.8 | 51.46 | | bookcase | 33.69 | 50.32 | | blind | 23.75 | 26.39 | | coffee table | 60.17 | 80.06 | | toilet | 78.4 | 88.77 | | flower | 38.51 | 54.06 | | book | 47.29 | 66.47 | | hill | 5.76 | 9.02 | | bench | 46.58 | 56.83 | | countertop | 55.92 | 72.42 | | stove | 70.97 | 80.54 | | palm | 47.2 | 64.83 | | kitchen island | 40.03 | 64.99 | | computer | 64.22 | 78.99 | | swivel chair | 42.22 | 58.0 | | boat | 61.3 | 77.91 | | bar | 53.26 | 65.93 | | arcade machine | 67.23 | 76.2 | | hovel | 36.58 | 41.65 | | bus | 85.21 | 91.4 | | towel | 66.54 | 82.62 | | light | 37.79 | 44.37 | | truck | 34.88 | 48.06 | | tower | 24.98 | 38.49 | | chandelier | 63.66 | 78.51 | | awning | 27.16 | 33.56 | | streetlight | 24.0 | 29.79 | | booth | 34.95 | 44.41 | | television receiver | 70.06 | 79.73 | | airplane | 55.18 | 66.74 | | dirt track | 5.67 | 11.03 | | apparel | 50.01 | 65.03 | | pole | 17.17 | 22.12 | | land | 1.42 | 2.07 | | bannister | 7.71 | 10.09 | | escalator | 53.1 | 69.85 | | ottoman | 46.81 | 56.17 | | bottle | 39.69 | 65.28 | | buffet | 43.12 | 51.41 | | poster | 20.45 | 26.2 | | stage | 17.82 | 38.19 | | van | 36.3 | 47.56 | | ship | 31.33 | 36.22 | | fountain | 24.84 | 25.8 | | conveyer belt | 64.52 | 94.86 | | canopy | 35.47 | 42.1 | | washer | 69.41 | 75.44 | | plaything | 29.12 | 43.27 | | swimming pool | 60.64 | 77.54 | | stool | 35.11 | 43.57 | | barrel | 37.48 | 53.08 | | basket | 36.09 | 46.13 | | waterfall | 45.82 | 52.51 | | tent | 81.92 | 97.13 | | bag | 15.45 | 17.99 | | minibike | 65.01 | 85.42 | | cradle | 72.3 | 94.0 | | oven | 51.91 | 62.08 | | ball | 55.28 | 66.01 | | food | 53.87 | 63.95 | | step | 8.28 | 9.11 | | tank | 61.83 | 76.72 | | trade name | 16.39 | 18.36 | | microwave | 71.13 | 77.96 | | pot | 41.02 | 46.59 | | animal | 54.51 | 59.37 | | bicycle | 56.95 | 78.17 | | lake | 24.55 | 28.54 | | dishwasher | 53.11 | 57.76 | | screen | 43.74 | 60.13 | | blanket | 20.57 | 23.94 | | sculpture | 58.86 | 75.91 | | hood | 55.83 | 61.22 | | sconce | 44.65 | 55.98 | | vase | 38.94 | 56.49 | | traffic light | 32.82 | 43.36 | | tray | 10.51 | 12.99 | | ashcan | 43.22 | 54.67 | | fan | 56.6 | 71.7 | | pier | 33.71 | 41.11 | | crt screen | 5.62 | 11.41 | | plate | 51.13 | 67.41 | | monitor | 21.59 | 25.12 | | bulletin board | 42.46 | 55.09 | | shower | 2.34 | 4.09 | | radiator | 60.05 | 68.89 | | glass | 17.13 | 19.1 | | clock | 35.88 | 39.79 | | flag | 49.56 | 57.36 | +---------------------+-------+-------+ 2023-12-01 01:13:35,719 - mmseg - INFO - Summary: 2023-12-01 01:13:35,719 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.25 | 47.16 | 58.81 | +-------+-------+-------+ 2023-12-01 01:13:35,720 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 01:13:35,720 - mmseg - INFO - Iter(val) [250] aAcc: 0.8025, mIoU: 0.4716, mAcc: 0.5881, IoU.wall: 0.7111, IoU.building: 0.7935, IoU.sky: 0.8986, IoU.floor: 0.7502, IoU.tree: 0.6932, IoU.ceiling: 0.7757, IoU.road: 0.7848, IoU.bed : 0.8477, IoU.windowpane: 0.5844, IoU.grass: 0.6559, IoU.cabinet: 0.5550, IoU.sidewalk: 0.5686, IoU.person: 0.7640, IoU.earth: 0.3527, IoU.door: 0.4071, IoU.table: 0.5535, IoU.mountain: 0.5640, IoU.plant: 0.5012, IoU.curtain: 0.6576, IoU.chair: 0.5400, IoU.car: 0.8004, IoU.water: 0.5606, IoU.painting: 0.6704, IoU.sofa: 0.6704, IoU.shelf: 0.3768, IoU.house: 0.4407, IoU.sea: 0.6042, IoU.mirror: 0.5973, IoU.rug: 0.5232, IoU.field: 0.3300, IoU.armchair: 0.4372, IoU.seat: 0.5687, IoU.fence: 0.3851, IoU.desk: 0.4265, IoU.rock: 0.5255, IoU.wardrobe: 0.4612, IoU.lamp: 0.5817, IoU.bathtub: 0.7464, IoU.railing: 0.3320, IoU.cushion: 0.5654, IoU.base: 0.2570, IoU.box: 0.2663, IoU.column: 0.3710, IoU.signboard: 0.3202, IoU.chest of drawers: 0.3858, IoU.counter: 0.3347, IoU.sand: 0.4535, IoU.sink: 0.7041, IoU.skyscraper: 0.4563, IoU.fireplace: 0.6451, IoU.refrigerator: 0.5986, IoU.grandstand: 0.5226, IoU.path: 0.1980, IoU.stairs: 0.2861, IoU.runway: 0.6620, IoU.case: 0.5592, IoU.pool table: 0.8638, IoU.pillow: 0.5431, IoU.screen door: 0.5598, IoU.stairway: 0.4688, IoU.river: 0.1428, IoU.bridge: 0.4280, IoU.bookcase: 0.3369, IoU.blind: 0.2375, IoU.coffee table: 0.6017, IoU.toilet: 0.7840, IoU.flower: 0.3851, IoU.book: 0.4729, IoU.hill: 0.0576, IoU.bench: 0.4658, IoU.countertop: 0.5592, IoU.stove: 0.7097, IoU.palm: 0.4720, IoU.kitchen island: 0.4003, IoU.computer: 0.6422, IoU.swivel chair: 0.4222, IoU.boat: 0.6130, IoU.bar: 0.5326, IoU.arcade machine: 0.6723, IoU.hovel: 0.3658, IoU.bus: 0.8521, IoU.towel: 0.6654, IoU.light: 0.3779, IoU.truck: 0.3488, IoU.tower: 0.2498, IoU.chandelier: 0.6366, IoU.awning: 0.2716, IoU.streetlight: 0.2400, IoU.booth: 0.3495, IoU.television receiver: 0.7006, IoU.airplane: 0.5518, IoU.dirt track: 0.0567, IoU.apparel: 0.5001, IoU.pole: 0.1717, IoU.land: 0.0142, IoU.bannister: 0.0771, IoU.escalator: 0.5310, IoU.ottoman: 0.4681, IoU.bottle: 0.3969, IoU.buffet: 0.4312, IoU.poster: 0.2045, IoU.stage: 0.1782, IoU.van: 0.3630, IoU.ship: 0.3133, IoU.fountain: 0.2484, IoU.conveyer belt: 0.6452, IoU.canopy: 0.3547, IoU.washer: 0.6941, IoU.plaything: 0.2912, IoU.swimming pool: 0.6064, IoU.stool: 0.3511, IoU.barrel: 0.3748, IoU.basket: 0.3609, IoU.waterfall: 0.4582, IoU.tent: 0.8192, IoU.bag: 0.1545, IoU.minibike: 0.6501, IoU.cradle: 0.7230, IoU.oven: 0.5191, IoU.ball: 0.5528, IoU.food: 0.5387, IoU.step: 0.0828, IoU.tank: 0.6183, IoU.trade name: 0.1639, IoU.microwave: 0.7113, IoU.pot: 0.4102, IoU.animal: 0.5451, IoU.bicycle: 0.5695, IoU.lake: 0.2455, IoU.dishwasher: 0.5311, IoU.screen: 0.4374, IoU.blanket: 0.2057, IoU.sculpture: 0.5886, IoU.hood: 0.5583, IoU.sconce: 0.4465, IoU.vase: 0.3894, IoU.traffic light: 0.3282, IoU.tray: 0.1051, IoU.ashcan: 0.4322, IoU.fan: 0.5660, IoU.pier: 0.3371, IoU.crt screen: 0.0562, IoU.plate: 0.5113, IoU.monitor: 0.2159, IoU.bulletin board: 0.4246, IoU.shower: 0.0234, IoU.radiator: 0.6005, IoU.glass: 0.1713, IoU.clock: 0.3588, IoU.flag: 0.4956, Acc.wall: 0.8482, Acc.building: 0.9326, Acc.sky: 0.9563, Acc.floor: 0.8757, Acc.tree: 0.8325, Acc.ceiling: 0.8754, Acc.road: 0.8827, Acc.bed : 0.9392, Acc.windowpane: 0.7532, Acc.grass: 0.8087, Acc.cabinet: 0.6845, Acc.sidewalk: 0.7302, Acc.person: 0.9073, Acc.earth: 0.4838, Acc.door: 0.5044, Acc.table: 0.7053, Acc.mountain: 0.7214, Acc.plant: 0.5909, Acc.curtain: 0.7710, Acc.chair: 0.6894, Acc.car: 0.9184, Acc.water: 0.7312, Acc.painting: 0.8163, Acc.sofa: 0.8060, Acc.shelf: 0.5170, Acc.house: 0.5664, Acc.sea: 0.7708, Acc.mirror: 0.7157, Acc.rug: 0.5782, Acc.field: 0.5333, Acc.armchair: 0.6218, Acc.seat: 0.8000, Acc.fence: 0.4904, Acc.desk: 0.6871, Acc.rock: 0.6626, Acc.wardrobe: 0.6294, Acc.lamp: 0.7212, Acc.bathtub: 0.8353, Acc.railing: 0.4526, Acc.cushion: 0.6905, Acc.base: 0.4050, Acc.box: 0.3455, Acc.column: 0.4663, Acc.signboard: 0.4570, Acc.chest of drawers: 0.5336, Acc.counter: 0.4216, Acc.sand: 0.6112, Acc.sink: 0.7939, Acc.skyscraper: 0.5894, Acc.fireplace: 0.8281, Acc.refrigerator: 0.6919, Acc.grandstand: 0.7761, Acc.path: 0.2697, Acc.stairs: 0.3231, Acc.runway: 0.8749, Acc.case: 0.6957, Acc.pool table: 0.9614, Acc.pillow: 0.6445, Acc.screen door: 0.6152, Acc.stairway: 0.5949, Acc.river: 0.2513, Acc.bridge: 0.5146, Acc.bookcase: 0.5032, Acc.blind: 0.2639, Acc.coffee table: 0.8006, Acc.toilet: 0.8877, Acc.flower: 0.5406, Acc.book: 0.6647, Acc.hill: 0.0902, Acc.bench: 0.5683, Acc.countertop: 0.7242, Acc.stove: 0.8054, Acc.palm: 0.6483, Acc.kitchen island: 0.6499, Acc.computer: 0.7899, Acc.swivel chair: 0.5800, Acc.boat: 0.7791, Acc.bar: 0.6593, Acc.arcade machine: 0.7620, Acc.hovel: 0.4165, Acc.bus: 0.9140, Acc.towel: 0.8262, Acc.light: 0.4437, Acc.truck: 0.4806, Acc.tower: 0.3849, Acc.chandelier: 0.7851, Acc.awning: 0.3356, Acc.streetlight: 0.2979, Acc.booth: 0.4441, Acc.television receiver: 0.7973, Acc.airplane: 0.6674, Acc.dirt track: 0.1103, Acc.apparel: 0.6503, Acc.pole: 0.2212, Acc.land: 0.0207, Acc.bannister: 0.1009, Acc.escalator: 0.6985, Acc.ottoman: 0.5617, Acc.bottle: 0.6528, Acc.buffet: 0.5141, Acc.poster: 0.2620, Acc.stage: 0.3819, Acc.van: 0.4756, Acc.ship: 0.3622, Acc.fountain: 0.2580, Acc.conveyer belt: 0.9486, Acc.canopy: 0.4210, Acc.washer: 0.7544, Acc.plaything: 0.4327, Acc.swimming pool: 0.7754, Acc.stool: 0.4357, Acc.barrel: 0.5308, Acc.basket: 0.4613, Acc.waterfall: 0.5251, Acc.tent: 0.9713, Acc.bag: 0.1799, Acc.minibike: 0.8542, Acc.cradle: 0.9400, Acc.oven: 0.6208, Acc.ball: 0.6601, Acc.food: 0.6395, Acc.step: 0.0911, Acc.tank: 0.7672, Acc.trade name: 0.1836, Acc.microwave: 0.7796, Acc.pot: 0.4659, Acc.animal: 0.5937, Acc.bicycle: 0.7817, Acc.lake: 0.2854, Acc.dishwasher: 0.5776, Acc.screen: 0.6013, Acc.blanket: 0.2394, Acc.sculpture: 0.7591, Acc.hood: 0.6122, Acc.sconce: 0.5598, Acc.vase: 0.5649, Acc.traffic light: 0.4336, Acc.tray: 0.1299, Acc.ashcan: 0.5467, Acc.fan: 0.7170, Acc.pier: 0.4111, Acc.crt screen: 0.1141, Acc.plate: 0.6741, Acc.monitor: 0.2512, Acc.bulletin board: 0.5509, Acc.shower: 0.0409, Acc.radiator: 0.6889, Acc.glass: 0.1910, Acc.clock: 0.3979, Acc.flag: 0.5736 2023-12-01 01:13:46,833 - mmseg - INFO - Iter [75050/80000] lr: 2.475e-06, eta: 0:26:40, time: 1.224, data_time: 1.019, memory: 14238, decode.loss_ce: 0.5186, decode.acc_seg: 80.2502, loss: 0.5186 2023-12-01 01:13:57,446 - mmseg - INFO - Iter [75100/80000] lr: 2.451e-06, eta: 0:26:23, time: 0.212, data_time: 0.008, memory: 14238, decode.loss_ce: 0.4868, decode.acc_seg: 81.8105, loss: 0.4868 2023-12-01 01:14:08,044 - mmseg - INFO - Iter [75150/80000] lr: 2.426e-06, eta: 0:26:07, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5034, decode.acc_seg: 81.1655, loss: 0.5034 2023-12-01 01:14:18,641 - mmseg - INFO - Iter [75200/80000] lr: 2.401e-06, eta: 0:25:50, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5077, decode.acc_seg: 81.2203, loss: 0.5077 2023-12-01 01:14:29,238 - mmseg - INFO - Iter [75250/80000] lr: 2.376e-06, eta: 0:25:34, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4881, decode.acc_seg: 81.4194, loss: 0.4881 2023-12-01 01:14:39,836 - mmseg - INFO - Iter [75300/80000] lr: 2.351e-06, eta: 0:25:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4793, decode.acc_seg: 81.5076, loss: 0.4793 2023-12-01 01:14:50,436 - mmseg - INFO - Iter [75350/80000] lr: 2.325e-06, eta: 0:25:01, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5213, decode.acc_seg: 80.5062, loss: 0.5213 2023-12-01 01:15:01,070 - mmseg - INFO - Iter [75400/80000] lr: 2.300e-06, eta: 0:24:44, time: 0.213, data_time: 0.008, memory: 14238, decode.loss_ce: 0.5108, decode.acc_seg: 80.8475, loss: 0.5108 2023-12-01 01:15:11,667 - mmseg - INFO - Iter [75450/80000] lr: 2.275e-06, eta: 0:24:28, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4766, decode.acc_seg: 81.8614, loss: 0.4766 2023-12-01 01:15:22,277 - mmseg - INFO - Iter [75500/80000] lr: 2.250e-06, eta: 0:24:12, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4986, decode.acc_seg: 80.8430, loss: 0.4986 2023-12-01 01:15:32,878 - mmseg - INFO - Iter [75550/80000] lr: 2.226e-06, eta: 0:23:55, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5050, decode.acc_seg: 80.7036, loss: 0.5050 2023-12-01 01:15:43,473 - mmseg - INFO - Iter [75600/80000] lr: 2.201e-06, eta: 0:23:39, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4929, decode.acc_seg: 81.1951, loss: 0.4929 2023-12-01 01:15:54,073 - mmseg - INFO - Iter [75650/80000] lr: 2.176e-06, eta: 0:23:22, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5013, decode.acc_seg: 81.3131, loss: 0.5013 2023-12-01 01:16:04,670 - mmseg - INFO - Iter [75700/80000] lr: 2.151e-06, eta: 0:23:06, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5012, decode.acc_seg: 80.8993, loss: 0.5012 2023-12-01 01:16:15,264 - mmseg - INFO - Iter [75750/80000] lr: 2.125e-06, eta: 0:22:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4866, decode.acc_seg: 81.3715, loss: 0.4866 2023-12-01 01:16:28,176 - mmseg - INFO - Iter [75800/80000] lr: 2.100e-06, eta: 0:22:33, time: 0.258, data_time: 0.052, memory: 14238, decode.loss_ce: 0.5001, decode.acc_seg: 81.0664, loss: 0.5001 2023-12-01 01:16:38,783 - mmseg - INFO - Iter [75850/80000] lr: 2.075e-06, eta: 0:22:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5157, decode.acc_seg: 80.2363, loss: 0.5157 2023-12-01 01:16:49,387 - mmseg - INFO - Iter [75900/80000] lr: 2.050e-06, eta: 0:22:00, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5108, decode.acc_seg: 80.5801, loss: 0.5108 2023-12-01 01:16:59,987 - mmseg - INFO - Iter [75950/80000] lr: 2.026e-06, eta: 0:21:44, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4925, decode.acc_seg: 81.3447, loss: 0.4925 2023-12-01 01:17:10,574 - mmseg - INFO - Saving checkpoint at 76000 iterations 2023-12-01 01:17:49,599 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 01:17:49,599 - mmseg - INFO - Iter [76000/80000] lr: 2.001e-06, eta: 0:21:29, time: 0.993, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5126, decode.acc_seg: 80.6195, loss: 0.5126 2023-12-01 01:18:39,913 - mmseg - INFO - per class results: 2023-12-01 01:18:39,920 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 71.08 | 85.44 | | building | 80.19 | 92.11 | | sky | 90.29 | 95.16 | | floor | 74.99 | 87.6 | | tree | 69.89 | 84.41 | | ceiling | 77.52 | 87.58 | | road | 78.65 | 87.98 | | bed | 84.99 | 93.55 | | windowpane | 58.48 | 75.37 | | grass | 65.74 | 82.02 | | cabinet | 55.53 | 68.99 | | sidewalk | 57.07 | 72.99 | | person | 75.98 | 91.71 | | earth | 35.23 | 47.8 | | door | 40.82 | 50.65 | | table | 55.4 | 71.05 | | mountain | 56.45 | 71.46 | | plant | 51.07 | 61.59 | | curtain | 65.73 | 76.85 | | chair | 54.03 | 69.41 | | car | 79.72 | 92.59 | | water | 56.57 | 74.82 | | painting | 66.91 | 82.15 | | sofa | 67.11 | 80.79 | | shelf | 38.22 | 53.73 | | house | 45.68 | 60.25 | | sea | 61.08 | 76.59 | | mirror | 59.69 | 71.78 | | rug | 52.22 | 57.61 | | field | 32.26 | 49.85 | | armchair | 43.69 | 62.22 | | seat | 57.31 | 78.23 | | fence | 38.91 | 50.6 | | desk | 42.99 | 67.1 | | rock | 53.38 | 70.12 | | wardrobe | 45.68 | 61.06 | | lamp | 58.19 | 71.44 | | bathtub | 74.72 | 83.86 | | railing | 33.09 | 45.58 | | cushion | 56.53 | 69.0 | | base | 25.55 | 40.04 | | box | 26.7 | 34.92 | | column | 37.38 | 47.88 | | signboard | 32.62 | 48.15 | | chest of drawers | 38.06 | 52.69 | | counter | 33.5 | 41.94 | | sand | 45.43 | 60.81 | | sink | 70.43 | 79.76 | | skyscraper | 45.76 | 59.59 | | fireplace | 64.46 | 82.73 | | refrigerator | 59.86 | 69.47 | | grandstand | 52.68 | 76.33 | | path | 20.0 | 27.26 | | stairs | 29.35 | 33.24 | | runway | 66.13 | 87.39 | | case | 55.77 | 70.54 | | pool table | 86.51 | 96.1 | | pillow | 54.73 | 65.25 | | screen door | 55.66 | 61.08 | | stairway | 47.22 | 61.39 | | river | 13.88 | 24.21 | | bridge | 44.41 | 53.41 | | bookcase | 33.99 | 49.29 | | blind | 23.74 | 26.32 | | coffee table | 60.31 | 79.49 | | toilet | 78.69 | 88.14 | | flower | 38.75 | 54.44 | | book | 47.22 | 65.72 | | hill | 5.8 | 9.17 | | bench | 46.55 | 56.11 | | countertop | 55.8 | 71.49 | | stove | 70.89 | 80.23 | | palm | 47.67 | 65.44 | | kitchen island | 39.93 | 65.81 | | computer | 64.08 | 79.28 | | swivel chair | 41.76 | 55.95 | | boat | 61.99 | 77.45 | | bar | 52.93 | 64.64 | | arcade machine | 67.79 | 77.51 | | hovel | 40.61 | 47.24 | | bus | 85.09 | 91.95 | | towel | 66.66 | 82.42 | | light | 37.4 | 43.6 | | truck | 35.17 | 49.7 | | tower | 27.56 | 43.84 | | chandelier | 63.62 | 78.0 | | awning | 28.68 | 36.09 | | streetlight | 24.66 | 31.35 | | booth | 34.68 | 43.13 | | television receiver | 70.03 | 79.22 | | airplane | 54.81 | 66.8 | | dirt track | 6.06 | 12.52 | | apparel | 50.42 | 66.4 | | pole | 18.17 | 24.22 | | land | 1.39 | 2.04 | | bannister | 7.3 | 9.58 | | escalator | 53.21 | 69.64 | | ottoman | 46.77 | 56.18 | | bottle | 39.66 | 65.0 | | buffet | 42.79 | 50.77 | | poster | 20.29 | 25.63 | | stage | 17.17 | 34.08 | | van | 35.88 | 47.14 | | ship | 29.15 | 33.61 | | fountain | 25.02 | 26.05 | | conveyer belt | 64.94 | 94.78 | | canopy | 37.86 | 45.25 | | washer | 69.44 | 75.5 | | plaything | 29.31 | 44.35 | | swimming pool | 60.69 | 76.92 | | stool | 35.15 | 43.86 | | barrel | 38.08 | 53.32 | | basket | 35.94 | 46.02 | | waterfall | 45.68 | 52.67 | | tent | 80.43 | 97.55 | | bag | 15.67 | 18.27 | | minibike | 64.63 | 85.66 | | cradle | 71.61 | 94.45 | | oven | 51.82 | 62.02 | | ball | 54.77 | 64.84 | | food | 52.44 | 61.46 | | step | 8.26 | 9.12 | | tank | 62.21 | 76.57 | | trade name | 16.11 | 18.01 | | microwave | 70.85 | 77.38 | | pot | 41.3 | 46.97 | | animal | 54.08 | 59.18 | | bicycle | 57.01 | 79.26 | | lake | 22.83 | 26.36 | | dishwasher | 53.01 | 57.43 | | screen | 43.77 | 58.99 | | blanket | 20.32 | 23.54 | | sculpture | 58.83 | 75.58 | | hood | 54.53 | 59.32 | | sconce | 44.21 | 54.98 | | vase | 38.9 | 56.9 | | traffic light | 33.21 | 45.5 | | tray | 10.4 | 12.77 | | ashcan | 43.4 | 55.08 | | fan | 56.88 | 72.8 | | pier | 33.55 | 41.34 | | crt screen | 6.24 | 12.79 | | plate | 51.01 | 66.71 | | monitor | 20.51 | 23.53 | | bulletin board | 42.52 | 54.53 | | shower | 2.44 | 4.18 | | radiator | 59.94 | 68.48 | | glass | 17.27 | 19.31 | | clock | 35.46 | 39.25 | | flag | 48.56 | 56.34 | +---------------------+-------+-------+ 2023-12-01 01:18:39,920 - mmseg - INFO - Summary: 2023-12-01 01:18:39,920 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.36 | 47.24 | 58.93 | +-------+-------+-------+ 2023-12-01 01:18:39,920 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 01:18:39,921 - mmseg - INFO - Iter(val) [250] aAcc: 0.8036, mIoU: 0.4724, mAcc: 0.5893, IoU.wall: 0.7108, IoU.building: 0.8019, IoU.sky: 0.9029, IoU.floor: 0.7499, IoU.tree: 0.6989, IoU.ceiling: 0.7752, IoU.road: 0.7865, IoU.bed : 0.8499, IoU.windowpane: 0.5848, IoU.grass: 0.6574, IoU.cabinet: 0.5553, IoU.sidewalk: 0.5707, IoU.person: 0.7598, IoU.earth: 0.3523, IoU.door: 0.4082, IoU.table: 0.5540, IoU.mountain: 0.5645, IoU.plant: 0.5107, IoU.curtain: 0.6573, IoU.chair: 0.5403, IoU.car: 0.7972, IoU.water: 0.5657, IoU.painting: 0.6691, IoU.sofa: 0.6711, IoU.shelf: 0.3822, IoU.house: 0.4568, IoU.sea: 0.6108, IoU.mirror: 0.5969, IoU.rug: 0.5222, IoU.field: 0.3226, IoU.armchair: 0.4369, IoU.seat: 0.5731, IoU.fence: 0.3891, IoU.desk: 0.4299, IoU.rock: 0.5338, IoU.wardrobe: 0.4568, IoU.lamp: 0.5819, IoU.bathtub: 0.7472, IoU.railing: 0.3309, IoU.cushion: 0.5653, IoU.base: 0.2555, IoU.box: 0.2670, IoU.column: 0.3738, IoU.signboard: 0.3262, IoU.chest of drawers: 0.3806, IoU.counter: 0.3350, IoU.sand: 0.4543, IoU.sink: 0.7043, IoU.skyscraper: 0.4576, IoU.fireplace: 0.6446, IoU.refrigerator: 0.5986, IoU.grandstand: 0.5268, IoU.path: 0.2000, IoU.stairs: 0.2935, IoU.runway: 0.6613, IoU.case: 0.5577, IoU.pool table: 0.8651, IoU.pillow: 0.5473, IoU.screen door: 0.5566, IoU.stairway: 0.4722, IoU.river: 0.1388, IoU.bridge: 0.4441, IoU.bookcase: 0.3399, IoU.blind: 0.2374, IoU.coffee table: 0.6031, IoU.toilet: 0.7869, IoU.flower: 0.3875, IoU.book: 0.4722, IoU.hill: 0.0580, IoU.bench: 0.4655, IoU.countertop: 0.5580, IoU.stove: 0.7089, IoU.palm: 0.4767, IoU.kitchen island: 0.3993, IoU.computer: 0.6408, IoU.swivel chair: 0.4176, IoU.boat: 0.6199, IoU.bar: 0.5293, IoU.arcade machine: 0.6779, IoU.hovel: 0.4061, IoU.bus: 0.8509, IoU.towel: 0.6666, IoU.light: 0.3740, IoU.truck: 0.3517, IoU.tower: 0.2756, IoU.chandelier: 0.6362, IoU.awning: 0.2868, IoU.streetlight: 0.2466, IoU.booth: 0.3468, IoU.television receiver: 0.7003, IoU.airplane: 0.5481, IoU.dirt track: 0.0606, IoU.apparel: 0.5042, IoU.pole: 0.1817, IoU.land: 0.0139, IoU.bannister: 0.0730, IoU.escalator: 0.5321, IoU.ottoman: 0.4677, IoU.bottle: 0.3966, IoU.buffet: 0.4279, IoU.poster: 0.2029, IoU.stage: 0.1717, IoU.van: 0.3588, IoU.ship: 0.2915, IoU.fountain: 0.2502, IoU.conveyer belt: 0.6494, IoU.canopy: 0.3786, IoU.washer: 0.6944, IoU.plaything: 0.2931, IoU.swimming pool: 0.6069, IoU.stool: 0.3515, IoU.barrel: 0.3808, IoU.basket: 0.3594, IoU.waterfall: 0.4568, IoU.tent: 0.8043, IoU.bag: 0.1567, IoU.minibike: 0.6463, IoU.cradle: 0.7161, IoU.oven: 0.5182, IoU.ball: 0.5477, IoU.food: 0.5244, IoU.step: 0.0826, IoU.tank: 0.6221, IoU.trade name: 0.1611, IoU.microwave: 0.7085, IoU.pot: 0.4130, IoU.animal: 0.5408, IoU.bicycle: 0.5701, IoU.lake: 0.2283, IoU.dishwasher: 0.5301, IoU.screen: 0.4377, IoU.blanket: 0.2032, IoU.sculpture: 0.5883, IoU.hood: 0.5453, IoU.sconce: 0.4421, IoU.vase: 0.3890, IoU.traffic light: 0.3321, IoU.tray: 0.1040, IoU.ashcan: 0.4340, IoU.fan: 0.5688, IoU.pier: 0.3355, IoU.crt screen: 0.0624, IoU.plate: 0.5101, IoU.monitor: 0.2051, IoU.bulletin board: 0.4252, IoU.shower: 0.0244, IoU.radiator: 0.5994, IoU.glass: 0.1727, IoU.clock: 0.3546, IoU.flag: 0.4856, Acc.wall: 0.8544, Acc.building: 0.9211, Acc.sky: 0.9516, Acc.floor: 0.8760, Acc.tree: 0.8441, Acc.ceiling: 0.8758, Acc.road: 0.8798, Acc.bed : 0.9355, Acc.windowpane: 0.7537, Acc.grass: 0.8202, Acc.cabinet: 0.6899, Acc.sidewalk: 0.7299, Acc.person: 0.9171, Acc.earth: 0.4780, Acc.door: 0.5065, Acc.table: 0.7105, Acc.mountain: 0.7146, Acc.plant: 0.6159, Acc.curtain: 0.7685, Acc.chair: 0.6941, Acc.car: 0.9259, Acc.water: 0.7482, Acc.painting: 0.8215, Acc.sofa: 0.8079, Acc.shelf: 0.5373, Acc.house: 0.6025, Acc.sea: 0.7659, Acc.mirror: 0.7178, Acc.rug: 0.5761, Acc.field: 0.4985, Acc.armchair: 0.6222, Acc.seat: 0.7823, Acc.fence: 0.5060, Acc.desk: 0.6710, Acc.rock: 0.7012, Acc.wardrobe: 0.6106, Acc.lamp: 0.7144, Acc.bathtub: 0.8386, Acc.railing: 0.4558, Acc.cushion: 0.6900, Acc.base: 0.4004, Acc.box: 0.3492, Acc.column: 0.4788, Acc.signboard: 0.4815, Acc.chest of drawers: 0.5269, Acc.counter: 0.4194, Acc.sand: 0.6081, Acc.sink: 0.7976, Acc.skyscraper: 0.5959, Acc.fireplace: 0.8273, Acc.refrigerator: 0.6947, Acc.grandstand: 0.7633, Acc.path: 0.2726, Acc.stairs: 0.3324, Acc.runway: 0.8739, Acc.case: 0.7054, Acc.pool table: 0.9610, Acc.pillow: 0.6525, Acc.screen door: 0.6108, Acc.stairway: 0.6139, Acc.river: 0.2421, Acc.bridge: 0.5341, Acc.bookcase: 0.4929, Acc.blind: 0.2632, Acc.coffee table: 0.7949, Acc.toilet: 0.8814, Acc.flower: 0.5444, Acc.book: 0.6572, Acc.hill: 0.0917, Acc.bench: 0.5611, Acc.countertop: 0.7149, Acc.stove: 0.8023, Acc.palm: 0.6544, Acc.kitchen island: 0.6581, Acc.computer: 0.7928, Acc.swivel chair: 0.5595, Acc.boat: 0.7745, Acc.bar: 0.6464, Acc.arcade machine: 0.7751, Acc.hovel: 0.4724, Acc.bus: 0.9195, Acc.towel: 0.8242, Acc.light: 0.4360, Acc.truck: 0.4970, Acc.tower: 0.4384, Acc.chandelier: 0.7800, Acc.awning: 0.3609, Acc.streetlight: 0.3135, Acc.booth: 0.4313, Acc.television receiver: 0.7922, Acc.airplane: 0.6680, Acc.dirt track: 0.1252, Acc.apparel: 0.6640, Acc.pole: 0.2422, Acc.land: 0.0204, Acc.bannister: 0.0958, Acc.escalator: 0.6964, Acc.ottoman: 0.5618, Acc.bottle: 0.6500, Acc.buffet: 0.5077, Acc.poster: 0.2563, Acc.stage: 0.3408, Acc.van: 0.4714, Acc.ship: 0.3361, Acc.fountain: 0.2605, Acc.conveyer belt: 0.9478, Acc.canopy: 0.4525, Acc.washer: 0.7550, Acc.plaything: 0.4435, Acc.swimming pool: 0.7692, Acc.stool: 0.4386, Acc.barrel: 0.5332, Acc.basket: 0.4602, Acc.waterfall: 0.5267, Acc.tent: 0.9755, Acc.bag: 0.1827, Acc.minibike: 0.8566, Acc.cradle: 0.9445, Acc.oven: 0.6202, Acc.ball: 0.6484, Acc.food: 0.6146, Acc.step: 0.0912, Acc.tank: 0.7657, Acc.trade name: 0.1801, Acc.microwave: 0.7738, Acc.pot: 0.4697, Acc.animal: 0.5918, Acc.bicycle: 0.7926, Acc.lake: 0.2636, Acc.dishwasher: 0.5743, Acc.screen: 0.5899, Acc.blanket: 0.2354, Acc.sculpture: 0.7558, Acc.hood: 0.5932, Acc.sconce: 0.5498, Acc.vase: 0.5690, Acc.traffic light: 0.4550, Acc.tray: 0.1277, Acc.ashcan: 0.5508, Acc.fan: 0.7280, Acc.pier: 0.4134, Acc.crt screen: 0.1279, Acc.plate: 0.6671, Acc.monitor: 0.2353, Acc.bulletin board: 0.5453, Acc.shower: 0.0418, Acc.radiator: 0.6848, Acc.glass: 0.1931, Acc.clock: 0.3925, Acc.flag: 0.5634 2023-12-01 01:18:51,080 - mmseg - INFO - Iter [76050/80000] lr: 1.976e-06, eta: 0:21:16, time: 1.229, data_time: 1.024, memory: 14238, decode.loss_ce: 0.5107, decode.acc_seg: 80.6808, loss: 0.5107 2023-12-01 01:19:01,681 - mmseg - INFO - Iter [76100/80000] lr: 1.951e-06, eta: 0:20:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4799, decode.acc_seg: 81.5008, loss: 0.4799 2023-12-01 01:19:12,284 - mmseg - INFO - Iter [76150/80000] lr: 1.926e-06, eta: 0:20:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4988, decode.acc_seg: 81.0602, loss: 0.4988 2023-12-01 01:19:22,889 - mmseg - INFO - Iter [76200/80000] lr: 1.900e-06, eta: 0:20:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4898, decode.acc_seg: 82.1265, loss: 0.4898 2023-12-01 01:19:33,493 - mmseg - INFO - Iter [76250/80000] lr: 1.875e-06, eta: 0:20:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5141, decode.acc_seg: 81.4113, loss: 0.5141 2023-12-01 01:19:44,101 - mmseg - INFO - Iter [76300/80000] lr: 1.850e-06, eta: 0:19:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5078, decode.acc_seg: 80.7039, loss: 0.5078 2023-12-01 01:19:54,703 - mmseg - INFO - Iter [76350/80000] lr: 1.826e-06, eta: 0:19:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5044, decode.acc_seg: 80.8311, loss: 0.5044 2023-12-01 01:20:05,311 - mmseg - INFO - Iter [76400/80000] lr: 1.801e-06, eta: 0:19:21, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5010, decode.acc_seg: 81.1718, loss: 0.5010 2023-12-01 01:20:15,914 - mmseg - INFO - Iter [76450/80000] lr: 1.776e-06, eta: 0:19:04, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5018, decode.acc_seg: 80.7438, loss: 0.5018 2023-12-01 01:20:26,516 - mmseg - INFO - Iter [76500/80000] lr: 1.751e-06, eta: 0:18:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4851, decode.acc_seg: 81.6225, loss: 0.4851 2023-12-01 01:20:37,114 - mmseg - INFO - Iter [76550/80000] lr: 1.726e-06, eta: 0:18:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5120, decode.acc_seg: 80.5517, loss: 0.5120 2023-12-01 01:20:47,714 - mmseg - INFO - Iter [76600/80000] lr: 1.700e-06, eta: 0:18:15, time: 0.212, data_time: 0.008, memory: 14238, decode.loss_ce: 0.4810, decode.acc_seg: 81.6477, loss: 0.4810 2023-12-01 01:20:58,315 - mmseg - INFO - Iter [76650/80000] lr: 1.675e-06, eta: 0:17:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4948, decode.acc_seg: 81.2453, loss: 0.4948 2023-12-01 01:21:08,913 - mmseg - INFO - Iter [76700/80000] lr: 1.650e-06, eta: 0:17:43, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5079, decode.acc_seg: 80.7718, loss: 0.5079 2023-12-01 01:21:19,509 - mmseg - INFO - Iter [76750/80000] lr: 1.625e-06, eta: 0:17:26, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4966, decode.acc_seg: 81.6308, loss: 0.4966 2023-12-01 01:21:30,105 - mmseg - INFO - Iter [76800/80000] lr: 1.601e-06, eta: 0:17:10, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4872, decode.acc_seg: 81.6190, loss: 0.4872 2023-12-01 01:21:40,706 - mmseg - INFO - Iter [76850/80000] lr: 1.576e-06, eta: 0:16:54, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5081, decode.acc_seg: 80.8853, loss: 0.5081 2023-12-01 01:21:51,305 - mmseg - INFO - Iter [76900/80000] lr: 1.551e-06, eta: 0:16:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4990, decode.acc_seg: 80.9118, loss: 0.4990 2023-12-01 01:22:01,904 - mmseg - INFO - Iter [76950/80000] lr: 1.526e-06, eta: 0:16:21, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4893, decode.acc_seg: 81.6217, loss: 0.4893 2023-12-01 01:22:12,484 - mmseg - INFO - Saving checkpoint at 77000 iterations 2023-12-01 01:22:47,766 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 01:22:47,766 - mmseg - INFO - Iter [77000/80000] lr: 1.500e-06, eta: 0:16:06, time: 0.918, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5046, decode.acc_seg: 80.6226, loss: 0.5046 2023-12-01 01:23:37,758 - mmseg - INFO - per class results: 2023-12-01 01:23:37,765 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.97 | 85.58 | | building | 80.1 | 92.08 | | sky | 89.87 | 95.73 | | floor | 75.38 | 86.5 | | tree | 69.77 | 84.46 | | ceiling | 77.49 | 87.27 | | road | 78.41 | 88.55 | | bed | 85.04 | 93.42 | | windowpane | 58.34 | 74.57 | | grass | 65.64 | 80.24 | | cabinet | 55.41 | 68.96 | | sidewalk | 56.62 | 71.47 | | person | 76.31 | 91.33 | | earth | 35.28 | 49.13 | | door | 40.9 | 51.04 | | table | 55.23 | 69.22 | | mountain | 56.26 | 73.03 | | plant | 50.92 | 61.42 | | curtain | 65.66 | 76.54 | | chair | 54.03 | 69.13 | | car | 79.68 | 92.57 | | water | 56.13 | 74.08 | | painting | 66.98 | 82.08 | | sofa | 67.11 | 81.28 | | shelf | 38.13 | 53.1 | | house | 45.4 | 58.86 | | sea | 60.6 | 77.17 | | mirror | 59.76 | 71.57 | | rug | 53.29 | 59.26 | | field | 32.88 | 53.53 | | armchair | 43.61 | 61.6 | | seat | 56.76 | 79.94 | | fence | 38.35 | 48.53 | | desk | 42.64 | 68.38 | | rock | 52.64 | 67.8 | | wardrobe | 45.97 | 62.56 | | lamp | 58.22 | 71.45 | | bathtub | 74.64 | 84.55 | | railing | 33.03 | 45.07 | | cushion | 56.6 | 69.42 | | base | 25.74 | 40.77 | | box | 26.66 | 34.82 | | column | 36.91 | 46.57 | | signboard | 32.49 | 46.47 | | chest of drawers | 38.18 | 53.27 | | counter | 34.3 | 43.87 | | sand | 45.14 | 60.87 | | sink | 70.39 | 79.4 | | skyscraper | 45.94 | 61.59 | | fireplace | 64.5 | 81.67 | | refrigerator | 60.16 | 70.47 | | grandstand | 52.19 | 76.77 | | path | 20.1 | 27.55 | | stairs | 28.71 | 32.31 | | runway | 66.38 | 87.76 | | case | 56.09 | 69.69 | | pool table | 86.28 | 96.37 | | pillow | 55.24 | 66.24 | | screen door | 55.41 | 60.88 | | stairway | 47.0 | 60.84 | | river | 13.93 | 23.98 | | bridge | 43.7 | 52.06 | | bookcase | 33.82 | 49.14 | | blind | 22.81 | 25.1 | | coffee table | 60.21 | 79.88 | | toilet | 78.63 | 88.05 | | flower | 38.87 | 54.88 | | book | 47.24 | 66.75 | | hill | 5.71 | 8.83 | | bench | 46.23 | 56.35 | | countertop | 56.07 | 73.0 | | stove | 70.83 | 79.58 | | palm | 46.89 | 62.45 | | kitchen island | 39.55 | 67.17 | | computer | 64.07 | 79.2 | | swivel chair | 42.12 | 57.87 | | boat | 61.44 | 76.73 | | bar | 53.29 | 65.65 | | arcade machine | 66.92 | 76.18 | | hovel | 40.36 | 46.7 | | bus | 85.22 | 91.66 | | towel | 66.4 | 82.79 | | light | 37.83 | 44.44 | | truck | 35.11 | 48.67 | | tower | 26.77 | 41.71 | | chandelier | 63.54 | 77.39 | | awning | 27.97 | 34.76 | | streetlight | 23.74 | 29.02 | | booth | 34.97 | 44.53 | | television receiver | 69.94 | 78.87 | | airplane | 55.36 | 66.63 | | dirt track | 5.56 | 10.92 | | apparel | 50.24 | 66.39 | | pole | 17.13 | 21.85 | | land | 1.56 | 2.35 | | bannister | 7.24 | 9.44 | | escalator | 53.43 | 69.9 | | ottoman | 46.85 | 56.33 | | bottle | 39.66 | 65.14 | | buffet | 42.46 | 50.28 | | poster | 20.28 | 25.68 | | stage | 18.11 | 37.43 | | van | 36.12 | 47.76 | | ship | 31.62 | 36.37 | | fountain | 23.83 | 24.72 | | conveyer belt | 64.48 | 95.01 | | canopy | 37.55 | 44.64 | | washer | 69.89 | 76.3 | | plaything | 29.33 | 43.0 | | swimming pool | 60.97 | 78.16 | | stool | 34.49 | 42.3 | | barrel | 37.02 | 51.04 | | basket | 35.97 | 45.61 | | waterfall | 45.79 | 52.58 | | tent | 81.16 | 97.38 | | bag | 15.76 | 18.42 | | minibike | 64.78 | 85.68 | | cradle | 71.44 | 94.5 | | oven | 51.67 | 61.91 | | ball | 54.55 | 64.46 | | food | 53.59 | 63.63 | | step | 8.33 | 9.19 | | tank | 62.3 | 77.04 | | trade name | 16.49 | 18.51 | | microwave | 70.82 | 77.32 | | pot | 40.89 | 46.33 | | animal | 54.68 | 59.58 | | bicycle | 57.18 | 78.4 | | lake | 22.44 | 25.76 | | dishwasher | 53.17 | 57.49 | | screen | 43.57 | 58.09 | | blanket | 20.59 | 23.93 | | sculpture | 58.47 | 76.06 | | hood | 54.13 | 58.78 | | sconce | 43.96 | 54.42 | | vase | 38.75 | 57.68 | | traffic light | 33.13 | 45.09 | | tray | 10.84 | 13.48 | | ashcan | 43.33 | 54.39 | | fan | 56.68 | 71.81 | | pier | 33.7 | 40.83 | | crt screen | 6.68 | 13.86 | | plate | 51.23 | 68.36 | | monitor | 20.35 | 23.46 | | bulletin board | 42.4 | 53.74 | | shower | 2.38 | 4.42 | | radiator | 59.74 | 67.71 | | glass | 17.18 | 19.17 | | clock | 34.61 | 37.75 | | flag | 48.57 | 55.9 | +---------------------+-------+-------+ 2023-12-01 01:23:37,765 - mmseg - INFO - Summary: 2023-12-01 01:23:37,765 - mmseg - INFO - +------+-------+-------+ | aAcc | mIoU | mAcc | +------+-------+-------+ | 80.3 | 47.18 | 58.86 | +------+-------+-------+ 2023-12-01 01:23:37,766 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 01:23:37,766 - mmseg - INFO - Iter(val) [250] aAcc: 0.8030, mIoU: 0.4718, mAcc: 0.5886, IoU.wall: 0.7097, IoU.building: 0.8010, IoU.sky: 0.8987, IoU.floor: 0.7538, IoU.tree: 0.6977, IoU.ceiling: 0.7749, IoU.road: 0.7841, IoU.bed : 0.8504, IoU.windowpane: 0.5834, IoU.grass: 0.6564, IoU.cabinet: 0.5541, IoU.sidewalk: 0.5662, IoU.person: 0.7631, IoU.earth: 0.3528, IoU.door: 0.4090, IoU.table: 0.5523, IoU.mountain: 0.5626, IoU.plant: 0.5092, IoU.curtain: 0.6566, IoU.chair: 0.5403, IoU.car: 0.7968, IoU.water: 0.5613, IoU.painting: 0.6698, IoU.sofa: 0.6711, IoU.shelf: 0.3813, IoU.house: 0.4540, IoU.sea: 0.6060, IoU.mirror: 0.5976, IoU.rug: 0.5329, IoU.field: 0.3288, IoU.armchair: 0.4361, IoU.seat: 0.5676, IoU.fence: 0.3835, IoU.desk: 0.4264, IoU.rock: 0.5264, IoU.wardrobe: 0.4597, IoU.lamp: 0.5822, IoU.bathtub: 0.7464, IoU.railing: 0.3303, IoU.cushion: 0.5660, IoU.base: 0.2574, IoU.box: 0.2666, IoU.column: 0.3691, IoU.signboard: 0.3249, IoU.chest of drawers: 0.3818, IoU.counter: 0.3430, IoU.sand: 0.4514, IoU.sink: 0.7039, IoU.skyscraper: 0.4594, IoU.fireplace: 0.6450, IoU.refrigerator: 0.6016, IoU.grandstand: 0.5219, IoU.path: 0.2010, IoU.stairs: 0.2871, IoU.runway: 0.6638, IoU.case: 0.5609, IoU.pool table: 0.8628, IoU.pillow: 0.5524, IoU.screen door: 0.5541, IoU.stairway: 0.4700, IoU.river: 0.1393, IoU.bridge: 0.4370, IoU.bookcase: 0.3382, IoU.blind: 0.2281, IoU.coffee table: 0.6021, IoU.toilet: 0.7863, IoU.flower: 0.3887, IoU.book: 0.4724, IoU.hill: 0.0571, IoU.bench: 0.4623, IoU.countertop: 0.5607, IoU.stove: 0.7083, IoU.palm: 0.4689, IoU.kitchen island: 0.3955, IoU.computer: 0.6407, IoU.swivel chair: 0.4212, IoU.boat: 0.6144, IoU.bar: 0.5329, IoU.arcade machine: 0.6692, IoU.hovel: 0.4036, IoU.bus: 0.8522, IoU.towel: 0.6640, IoU.light: 0.3783, IoU.truck: 0.3511, IoU.tower: 0.2677, IoU.chandelier: 0.6354, IoU.awning: 0.2797, IoU.streetlight: 0.2374, IoU.booth: 0.3497, IoU.television receiver: 0.6994, IoU.airplane: 0.5536, IoU.dirt track: 0.0556, IoU.apparel: 0.5024, IoU.pole: 0.1713, IoU.land: 0.0156, IoU.bannister: 0.0724, IoU.escalator: 0.5343, IoU.ottoman: 0.4685, IoU.bottle: 0.3966, IoU.buffet: 0.4246, IoU.poster: 0.2028, IoU.stage: 0.1811, IoU.van: 0.3612, IoU.ship: 0.3162, IoU.fountain: 0.2383, IoU.conveyer belt: 0.6448, IoU.canopy: 0.3755, IoU.washer: 0.6989, IoU.plaything: 0.2933, IoU.swimming pool: 0.6097, IoU.stool: 0.3449, IoU.barrel: 0.3702, IoU.basket: 0.3597, IoU.waterfall: 0.4579, IoU.tent: 0.8116, IoU.bag: 0.1576, IoU.minibike: 0.6478, IoU.cradle: 0.7144, IoU.oven: 0.5167, IoU.ball: 0.5455, IoU.food: 0.5359, IoU.step: 0.0833, IoU.tank: 0.6230, IoU.trade name: 0.1649, IoU.microwave: 0.7082, IoU.pot: 0.4089, IoU.animal: 0.5468, IoU.bicycle: 0.5718, IoU.lake: 0.2244, IoU.dishwasher: 0.5317, IoU.screen: 0.4357, IoU.blanket: 0.2059, IoU.sculpture: 0.5847, IoU.hood: 0.5413, IoU.sconce: 0.4396, IoU.vase: 0.3875, IoU.traffic light: 0.3313, IoU.tray: 0.1084, IoU.ashcan: 0.4333, IoU.fan: 0.5668, IoU.pier: 0.3370, IoU.crt screen: 0.0668, IoU.plate: 0.5123, IoU.monitor: 0.2035, IoU.bulletin board: 0.4240, IoU.shower: 0.0238, IoU.radiator: 0.5974, IoU.glass: 0.1718, IoU.clock: 0.3461, IoU.flag: 0.4857, Acc.wall: 0.8558, Acc.building: 0.9208, Acc.sky: 0.9573, Acc.floor: 0.8650, Acc.tree: 0.8446, Acc.ceiling: 0.8727, Acc.road: 0.8855, Acc.bed : 0.9342, Acc.windowpane: 0.7457, Acc.grass: 0.8024, Acc.cabinet: 0.6896, Acc.sidewalk: 0.7147, Acc.person: 0.9133, Acc.earth: 0.4913, Acc.door: 0.5104, Acc.table: 0.6922, Acc.mountain: 0.7303, Acc.plant: 0.6142, Acc.curtain: 0.7654, Acc.chair: 0.6913, Acc.car: 0.9257, Acc.water: 0.7408, Acc.painting: 0.8208, Acc.sofa: 0.8128, Acc.shelf: 0.5310, Acc.house: 0.5886, Acc.sea: 0.7717, Acc.mirror: 0.7157, Acc.rug: 0.5926, Acc.field: 0.5353, Acc.armchair: 0.6160, Acc.seat: 0.7994, Acc.fence: 0.4853, Acc.desk: 0.6838, Acc.rock: 0.6780, Acc.wardrobe: 0.6256, Acc.lamp: 0.7145, Acc.bathtub: 0.8455, Acc.railing: 0.4507, Acc.cushion: 0.6942, Acc.base: 0.4077, Acc.box: 0.3482, Acc.column: 0.4657, Acc.signboard: 0.4647, Acc.chest of drawers: 0.5327, Acc.counter: 0.4387, Acc.sand: 0.6087, Acc.sink: 0.7940, Acc.skyscraper: 0.6159, Acc.fireplace: 0.8167, Acc.refrigerator: 0.7047, Acc.grandstand: 0.7677, Acc.path: 0.2755, Acc.stairs: 0.3231, Acc.runway: 0.8776, Acc.case: 0.6969, Acc.pool table: 0.9637, Acc.pillow: 0.6624, Acc.screen door: 0.6088, Acc.stairway: 0.6084, Acc.river: 0.2398, Acc.bridge: 0.5206, Acc.bookcase: 0.4914, Acc.blind: 0.2510, Acc.coffee table: 0.7988, Acc.toilet: 0.8805, Acc.flower: 0.5488, Acc.book: 0.6675, Acc.hill: 0.0883, Acc.bench: 0.5635, Acc.countertop: 0.7300, Acc.stove: 0.7958, Acc.palm: 0.6245, Acc.kitchen island: 0.6717, Acc.computer: 0.7920, Acc.swivel chair: 0.5787, Acc.boat: 0.7673, Acc.bar: 0.6565, Acc.arcade machine: 0.7618, Acc.hovel: 0.4670, Acc.bus: 0.9166, Acc.towel: 0.8279, Acc.light: 0.4444, Acc.truck: 0.4867, Acc.tower: 0.4171, Acc.chandelier: 0.7739, Acc.awning: 0.3476, Acc.streetlight: 0.2902, Acc.booth: 0.4453, Acc.television receiver: 0.7887, Acc.airplane: 0.6663, Acc.dirt track: 0.1092, Acc.apparel: 0.6639, Acc.pole: 0.2185, Acc.land: 0.0235, Acc.bannister: 0.0944, Acc.escalator: 0.6990, Acc.ottoman: 0.5633, Acc.bottle: 0.6514, Acc.buffet: 0.5028, Acc.poster: 0.2568, Acc.stage: 0.3743, Acc.van: 0.4776, Acc.ship: 0.3637, Acc.fountain: 0.2472, Acc.conveyer belt: 0.9501, Acc.canopy: 0.4464, Acc.washer: 0.7630, Acc.plaything: 0.4300, Acc.swimming pool: 0.7816, Acc.stool: 0.4230, Acc.barrel: 0.5104, Acc.basket: 0.4561, Acc.waterfall: 0.5258, Acc.tent: 0.9738, Acc.bag: 0.1842, Acc.minibike: 0.8568, Acc.cradle: 0.9450, Acc.oven: 0.6191, Acc.ball: 0.6446, Acc.food: 0.6363, Acc.step: 0.0919, Acc.tank: 0.7704, Acc.trade name: 0.1851, Acc.microwave: 0.7732, Acc.pot: 0.4633, Acc.animal: 0.5958, Acc.bicycle: 0.7840, Acc.lake: 0.2576, Acc.dishwasher: 0.5749, Acc.screen: 0.5809, Acc.blanket: 0.2393, Acc.sculpture: 0.7606, Acc.hood: 0.5878, Acc.sconce: 0.5442, Acc.vase: 0.5768, Acc.traffic light: 0.4509, Acc.tray: 0.1348, Acc.ashcan: 0.5439, Acc.fan: 0.7181, Acc.pier: 0.4083, Acc.crt screen: 0.1386, Acc.plate: 0.6836, Acc.monitor: 0.2346, Acc.bulletin board: 0.5374, Acc.shower: 0.0442, Acc.radiator: 0.6771, Acc.glass: 0.1917, Acc.clock: 0.3775, Acc.flag: 0.5590 2023-12-01 01:23:51,182 - mmseg - INFO - Iter [77050/80000] lr: 1.475e-06, eta: 0:15:52, time: 1.268, data_time: 1.060, memory: 14238, decode.loss_ce: 0.4982, decode.acc_seg: 80.6658, loss: 0.4982 2023-12-01 01:24:01,784 - mmseg - INFO - Iter [77100/80000] lr: 1.450e-06, eta: 0:15:35, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5159, decode.acc_seg: 80.9455, loss: 0.5159 2023-12-01 01:24:12,386 - mmseg - INFO - Iter [77150/80000] lr: 1.425e-06, eta: 0:15:19, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4863, decode.acc_seg: 81.7748, loss: 0.4863 2023-12-01 01:24:22,994 - mmseg - INFO - Iter [77200/80000] lr: 1.401e-06, eta: 0:15:03, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5258, decode.acc_seg: 80.1933, loss: 0.5258 2023-12-01 01:24:33,602 - mmseg - INFO - Iter [77250/80000] lr: 1.376e-06, eta: 0:14:46, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4875, decode.acc_seg: 81.2117, loss: 0.4875 2023-12-01 01:24:44,210 - mmseg - INFO - Iter [77300/80000] lr: 1.351e-06, eta: 0:14:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4775, decode.acc_seg: 81.8430, loss: 0.4775 2023-12-01 01:24:54,825 - mmseg - INFO - Iter [77350/80000] lr: 1.326e-06, eta: 0:14:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5155, decode.acc_seg: 80.0882, loss: 0.5155 2023-12-01 01:25:05,430 - mmseg - INFO - Iter [77400/80000] lr: 1.301e-06, eta: 0:13:57, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5278, decode.acc_seg: 80.2351, loss: 0.5278 2023-12-01 01:25:16,035 - mmseg - INFO - Iter [77450/80000] lr: 1.275e-06, eta: 0:13:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4811, decode.acc_seg: 81.4611, loss: 0.4811 2023-12-01 01:25:26,634 - mmseg - INFO - Iter [77500/80000] lr: 1.250e-06, eta: 0:13:25, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5048, decode.acc_seg: 81.1339, loss: 0.5048 2023-12-01 01:25:37,239 - mmseg - INFO - Iter [77550/80000] lr: 1.225e-06, eta: 0:13:09, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5128, decode.acc_seg: 80.6782, loss: 0.5128 2023-12-01 01:25:47,842 - mmseg - INFO - Iter [77600/80000] lr: 1.200e-06, eta: 0:12:52, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4868, decode.acc_seg: 81.3227, loss: 0.4868 2023-12-01 01:25:58,442 - mmseg - INFO - Iter [77650/80000] lr: 1.176e-06, eta: 0:12:36, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4736, decode.acc_seg: 82.1061, loss: 0.4736 2023-12-01 01:26:09,044 - mmseg - INFO - Iter [77700/80000] lr: 1.151e-06, eta: 0:12:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5039, decode.acc_seg: 80.8161, loss: 0.5039 2023-12-01 01:26:19,646 - mmseg - INFO - Iter [77750/80000] lr: 1.126e-06, eta: 0:12:04, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5040, decode.acc_seg: 80.6693, loss: 0.5040 2023-12-01 01:26:30,252 - mmseg - INFO - Iter [77800/80000] lr: 1.101e-06, eta: 0:11:47, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5164, decode.acc_seg: 80.5250, loss: 0.5164 2023-12-01 01:26:40,852 - mmseg - INFO - Iter [77850/80000] lr: 1.075e-06, eta: 0:11:31, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5008, decode.acc_seg: 81.1196, loss: 0.5008 2023-12-01 01:26:51,452 - mmseg - INFO - Iter [77900/80000] lr: 1.050e-06, eta: 0:11:15, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5024, decode.acc_seg: 80.7680, loss: 0.5024 2023-12-01 01:27:02,050 - mmseg - INFO - Iter [77950/80000] lr: 1.025e-06, eta: 0:10:59, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4970, decode.acc_seg: 81.1485, loss: 0.4970 2023-12-01 01:27:12,629 - mmseg - INFO - Saving checkpoint at 78000 iterations 2023-12-01 01:27:47,837 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 01:27:47,838 - mmseg - INFO - Iter [78000/80000] lr: 1.000e-06, eta: 0:10:43, time: 0.916, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4920, decode.acc_seg: 81.3410, loss: 0.4920 2023-12-01 01:28:38,083 - mmseg - INFO - per class results: 2023-12-01 01:28:38,090 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.99 | 85.64 | | building | 80.3 | 91.69 | | sky | 90.21 | 95.44 | | floor | 74.93 | 87.34 | | tree | 69.98 | 84.12 | | ceiling | 77.47 | 87.16 | | road | 78.94 | 87.31 | | bed | 84.48 | 94.33 | | windowpane | 58.51 | 75.69 | | grass | 65.83 | 80.08 | | cabinet | 55.51 | 68.71 | | sidewalk | 57.52 | 73.84 | | person | 76.23 | 91.31 | | earth | 35.29 | 47.97 | | door | 40.85 | 50.88 | | table | 55.09 | 69.87 | | mountain | 56.42 | 72.43 | | plant | 51.4 | 62.76 | | curtain | 65.73 | 77.1 | | chair | 53.93 | 69.83 | | car | 79.92 | 92.47 | | water | 56.21 | 74.34 | | painting | 66.75 | 82.86 | | sofa | 66.96 | 81.25 | | shelf | 37.69 | 51.64 | | house | 45.91 | 60.76 | | sea | 60.89 | 77.88 | | mirror | 59.73 | 71.94 | | rug | 52.5 | 57.93 | | field | 32.63 | 51.49 | | armchair | 43.59 | 63.13 | | seat | 57.01 | 79.8 | | fence | 38.16 | 48.61 | | desk | 42.74 | 67.94 | | rock | 53.15 | 71.2 | | wardrobe | 45.82 | 61.62 | | lamp | 58.13 | 71.97 | | bathtub | 74.75 | 82.96 | | railing | 33.23 | 46.24 | | cushion | 56.39 | 68.8 | | base | 25.38 | 39.56 | | box | 26.54 | 34.52 | | column | 36.4 | 45.68 | | signboard | 32.81 | 48.4 | | chest of drawers | 38.48 | 54.13 | | counter | 33.95 | 43.29 | | sand | 46.05 | 62.81 | | sink | 70.45 | 78.97 | | skyscraper | 45.97 | 61.28 | | fireplace | 64.64 | 82.15 | | refrigerator | 59.88 | 69.41 | | grandstand | 51.94 | 76.72 | | path | 20.4 | 28.14 | | stairs | 30.25 | 34.67 | | runway | 66.4 | 88.42 | | case | 55.85 | 70.51 | | pool table | 86.42 | 96.21 | | pillow | 54.67 | 65.52 | | screen door | 54.21 | 58.68 | | stairway | 47.22 | 60.66 | | river | 14.04 | 24.75 | | bridge | 44.36 | 52.3 | | bookcase | 33.92 | 50.25 | | blind | 24.4 | 27.17 | | coffee table | 59.56 | 81.05 | | toilet | 78.83 | 87.94 | | flower | 38.89 | 54.43 | | book | 47.13 | 65.79 | | hill | 5.71 | 8.63 | | bench | 46.19 | 56.22 | | countertop | 55.78 | 72.03 | | stove | 70.85 | 79.41 | | palm | 47.74 | 65.97 | | kitchen island | 40.47 | 64.19 | | computer | 64.04 | 78.71 | | swivel chair | 42.21 | 58.61 | | boat | 62.17 | 77.16 | | bar | 53.22 | 65.78 | | arcade machine | 66.8 | 75.55 | | hovel | 42.1 | 49.39 | | bus | 85.18 | 91.83 | | towel | 66.68 | 82.08 | | light | 37.82 | 44.45 | | truck | 35.19 | 49.11 | | tower | 28.17 | 45.01 | | chandelier | 63.62 | 78.17 | | awning | 29.59 | 37.75 | | streetlight | 24.09 | 29.75 | | booth | 34.19 | 43.17 | | television receiver | 69.94 | 79.41 | | airplane | 55.01 | 67.04 | | dirt track | 5.73 | 11.31 | | apparel | 49.76 | 66.23 | | pole | 18.08 | 23.76 | | land | 1.75 | 2.67 | | bannister | 7.15 | 9.43 | | escalator | 53.28 | 69.76 | | ottoman | 46.52 | 56.07 | | bottle | 39.7 | 63.96 | | buffet | 43.1 | 51.36 | | poster | 19.94 | 25.36 | | stage | 17.53 | 36.17 | | van | 36.39 | 47.81 | | ship | 29.39 | 33.93 | | fountain | 24.81 | 25.93 | | conveyer belt | 64.49 | 94.9 | | canopy | 37.22 | 44.36 | | washer | 68.85 | 74.66 | | plaything | 28.97 | 42.87 | | swimming pool | 60.59 | 76.42 | | stool | 35.43 | 44.31 | | barrel | 36.65 | 49.63 | | basket | 35.97 | 45.75 | | waterfall | 45.97 | 53.56 | | tent | 80.06 | 97.72 | | bag | 15.8 | 18.48 | | minibike | 64.68 | 86.19 | | cradle | 71.95 | 94.27 | | oven | 51.47 | 60.95 | | ball | 54.61 | 64.64 | | food | 53.89 | 63.82 | | step | 8.36 | 9.22 | | tank | 62.18 | 75.73 | | trade name | 17.71 | 20.16 | | microwave | 70.06 | 76.2 | | pot | 41.52 | 47.41 | | animal | 55.12 | 60.8 | | bicycle | 57.04 | 80.42 | | lake | 25.22 | 29.3 | | dishwasher | 53.11 | 57.51 | | screen | 43.78 | 59.47 | | blanket | 20.33 | 23.72 | | sculpture | 58.86 | 75.43 | | hood | 53.24 | 57.53 | | sconce | 44.05 | 54.95 | | vase | 38.94 | 56.5 | | traffic light | 33.28 | 45.84 | | tray | 10.15 | 12.46 | | ashcan | 43.56 | 55.37 | | fan | 56.87 | 72.97 | | pier | 33.56 | 41.05 | | crt screen | 6.02 | 12.49 | | plate | 51.15 | 67.63 | | monitor | 20.12 | 23.21 | | bulletin board | 42.47 | 54.32 | | shower | 2.17 | 3.96 | | radiator | 59.77 | 67.57 | | glass | 17.16 | 19.12 | | clock | 35.34 | 39.21 | | flag | 48.76 | 57.25 | +---------------------+-------+-------+ 2023-12-01 01:28:38,090 - mmseg - INFO - Summary: 2023-12-01 01:28:38,090 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.35 | 47.25 | 59.03 | +-------+-------+-------+ 2023-12-01 01:28:38,091 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 01:28:38,092 - mmseg - INFO - Iter(val) [250] aAcc: 0.8035, mIoU: 0.4725, mAcc: 0.5903, IoU.wall: 0.7099, IoU.building: 0.8030, IoU.sky: 0.9021, IoU.floor: 0.7493, IoU.tree: 0.6998, IoU.ceiling: 0.7747, IoU.road: 0.7894, IoU.bed : 0.8448, IoU.windowpane: 0.5851, IoU.grass: 0.6583, IoU.cabinet: 0.5551, IoU.sidewalk: 0.5752, IoU.person: 0.7623, IoU.earth: 0.3529, IoU.door: 0.4085, IoU.table: 0.5509, IoU.mountain: 0.5642, IoU.plant: 0.5140, IoU.curtain: 0.6573, IoU.chair: 0.5393, IoU.car: 0.7992, IoU.water: 0.5621, IoU.painting: 0.6675, IoU.sofa: 0.6696, IoU.shelf: 0.3769, IoU.house: 0.4591, IoU.sea: 0.6089, IoU.mirror: 0.5973, IoU.rug: 0.5250, IoU.field: 0.3263, IoU.armchair: 0.4359, IoU.seat: 0.5701, IoU.fence: 0.3816, IoU.desk: 0.4274, IoU.rock: 0.5315, IoU.wardrobe: 0.4582, IoU.lamp: 0.5813, IoU.bathtub: 0.7475, IoU.railing: 0.3323, IoU.cushion: 0.5639, IoU.base: 0.2538, IoU.box: 0.2654, IoU.column: 0.3640, IoU.signboard: 0.3281, IoU.chest of drawers: 0.3848, IoU.counter: 0.3395, IoU.sand: 0.4605, IoU.sink: 0.7045, IoU.skyscraper: 0.4597, IoU.fireplace: 0.6464, IoU.refrigerator: 0.5988, IoU.grandstand: 0.5194, IoU.path: 0.2040, IoU.stairs: 0.3025, IoU.runway: 0.6640, IoU.case: 0.5585, IoU.pool table: 0.8642, IoU.pillow: 0.5467, IoU.screen door: 0.5421, IoU.stairway: 0.4722, IoU.river: 0.1404, IoU.bridge: 0.4436, IoU.bookcase: 0.3392, IoU.blind: 0.2440, IoU.coffee table: 0.5956, IoU.toilet: 0.7883, IoU.flower: 0.3889, IoU.book: 0.4713, IoU.hill: 0.0571, IoU.bench: 0.4619, IoU.countertop: 0.5578, IoU.stove: 0.7085, IoU.palm: 0.4774, IoU.kitchen island: 0.4047, IoU.computer: 0.6404, IoU.swivel chair: 0.4221, IoU.boat: 0.6217, IoU.bar: 0.5322, IoU.arcade machine: 0.6680, IoU.hovel: 0.4210, IoU.bus: 0.8518, IoU.towel: 0.6668, IoU.light: 0.3782, IoU.truck: 0.3519, IoU.tower: 0.2817, IoU.chandelier: 0.6362, IoU.awning: 0.2959, IoU.streetlight: 0.2409, IoU.booth: 0.3419, IoU.television receiver: 0.6994, IoU.airplane: 0.5501, IoU.dirt track: 0.0573, IoU.apparel: 0.4976, IoU.pole: 0.1808, IoU.land: 0.0175, IoU.bannister: 0.0715, IoU.escalator: 0.5328, IoU.ottoman: 0.4652, IoU.bottle: 0.3970, IoU.buffet: 0.4310, IoU.poster: 0.1994, IoU.stage: 0.1753, IoU.van: 0.3639, IoU.ship: 0.2939, IoU.fountain: 0.2481, IoU.conveyer belt: 0.6449, IoU.canopy: 0.3722, IoU.washer: 0.6885, IoU.plaything: 0.2897, IoU.swimming pool: 0.6059, IoU.stool: 0.3543, IoU.barrel: 0.3665, IoU.basket: 0.3597, IoU.waterfall: 0.4597, IoU.tent: 0.8006, IoU.bag: 0.1580, IoU.minibike: 0.6468, IoU.cradle: 0.7195, IoU.oven: 0.5147, IoU.ball: 0.5461, IoU.food: 0.5389, IoU.step: 0.0836, IoU.tank: 0.6218, IoU.trade name: 0.1771, IoU.microwave: 0.7006, IoU.pot: 0.4152, IoU.animal: 0.5512, IoU.bicycle: 0.5704, IoU.lake: 0.2522, IoU.dishwasher: 0.5311, IoU.screen: 0.4378, IoU.blanket: 0.2033, IoU.sculpture: 0.5886, IoU.hood: 0.5324, IoU.sconce: 0.4405, IoU.vase: 0.3894, IoU.traffic light: 0.3328, IoU.tray: 0.1015, IoU.ashcan: 0.4356, IoU.fan: 0.5687, IoU.pier: 0.3356, IoU.crt screen: 0.0602, IoU.plate: 0.5115, IoU.monitor: 0.2012, IoU.bulletin board: 0.4247, IoU.shower: 0.0217, IoU.radiator: 0.5977, IoU.glass: 0.1716, IoU.clock: 0.3534, IoU.flag: 0.4876, Acc.wall: 0.8564, Acc.building: 0.9169, Acc.sky: 0.9544, Acc.floor: 0.8734, Acc.tree: 0.8412, Acc.ceiling: 0.8716, Acc.road: 0.8731, Acc.bed : 0.9433, Acc.windowpane: 0.7569, Acc.grass: 0.8008, Acc.cabinet: 0.6871, Acc.sidewalk: 0.7384, Acc.person: 0.9131, Acc.earth: 0.4797, Acc.door: 0.5088, Acc.table: 0.6987, Acc.mountain: 0.7243, Acc.plant: 0.6276, Acc.curtain: 0.7710, Acc.chair: 0.6983, Acc.car: 0.9247, Acc.water: 0.7434, Acc.painting: 0.8286, Acc.sofa: 0.8125, Acc.shelf: 0.5164, Acc.house: 0.6076, Acc.sea: 0.7788, Acc.mirror: 0.7194, Acc.rug: 0.5793, Acc.field: 0.5149, Acc.armchair: 0.6313, Acc.seat: 0.7980, Acc.fence: 0.4861, Acc.desk: 0.6794, Acc.rock: 0.7120, Acc.wardrobe: 0.6162, Acc.lamp: 0.7197, Acc.bathtub: 0.8296, Acc.railing: 0.4624, Acc.cushion: 0.6880, Acc.base: 0.3956, Acc.box: 0.3452, Acc.column: 0.4568, Acc.signboard: 0.4840, Acc.chest of drawers: 0.5413, Acc.counter: 0.4329, Acc.sand: 0.6281, Acc.sink: 0.7897, Acc.skyscraper: 0.6128, Acc.fireplace: 0.8215, Acc.refrigerator: 0.6941, Acc.grandstand: 0.7672, Acc.path: 0.2814, Acc.stairs: 0.3467, Acc.runway: 0.8842, Acc.case: 0.7051, Acc.pool table: 0.9621, Acc.pillow: 0.6552, Acc.screen door: 0.5868, Acc.stairway: 0.6066, Acc.river: 0.2475, Acc.bridge: 0.5230, Acc.bookcase: 0.5025, Acc.blind: 0.2717, Acc.coffee table: 0.8105, Acc.toilet: 0.8794, Acc.flower: 0.5443, Acc.book: 0.6579, Acc.hill: 0.0863, Acc.bench: 0.5622, Acc.countertop: 0.7203, Acc.stove: 0.7941, Acc.palm: 0.6597, Acc.kitchen island: 0.6419, Acc.computer: 0.7871, Acc.swivel chair: 0.5861, Acc.boat: 0.7716, Acc.bar: 0.6578, Acc.arcade machine: 0.7555, Acc.hovel: 0.4939, Acc.bus: 0.9183, Acc.towel: 0.8208, Acc.light: 0.4445, Acc.truck: 0.4911, Acc.tower: 0.4501, Acc.chandelier: 0.7817, Acc.awning: 0.3775, Acc.streetlight: 0.2975, Acc.booth: 0.4317, Acc.television receiver: 0.7941, Acc.airplane: 0.6704, Acc.dirt track: 0.1131, Acc.apparel: 0.6623, Acc.pole: 0.2376, Acc.land: 0.0267, Acc.bannister: 0.0943, Acc.escalator: 0.6976, Acc.ottoman: 0.5607, Acc.bottle: 0.6396, Acc.buffet: 0.5136, Acc.poster: 0.2536, Acc.stage: 0.3617, Acc.van: 0.4781, Acc.ship: 0.3393, Acc.fountain: 0.2593, Acc.conveyer belt: 0.9490, Acc.canopy: 0.4436, Acc.washer: 0.7466, Acc.plaything: 0.4287, Acc.swimming pool: 0.7642, Acc.stool: 0.4431, Acc.barrel: 0.4963, Acc.basket: 0.4575, Acc.waterfall: 0.5356, Acc.tent: 0.9772, Acc.bag: 0.1848, Acc.minibike: 0.8619, Acc.cradle: 0.9427, Acc.oven: 0.6095, Acc.ball: 0.6464, Acc.food: 0.6382, Acc.step: 0.0922, Acc.tank: 0.7573, Acc.trade name: 0.2016, Acc.microwave: 0.7620, Acc.pot: 0.4741, Acc.animal: 0.6080, Acc.bicycle: 0.8042, Acc.lake: 0.2930, Acc.dishwasher: 0.5751, Acc.screen: 0.5947, Acc.blanket: 0.2372, Acc.sculpture: 0.7543, Acc.hood: 0.5753, Acc.sconce: 0.5495, Acc.vase: 0.5650, Acc.traffic light: 0.4584, Acc.tray: 0.1246, Acc.ashcan: 0.5537, Acc.fan: 0.7297, Acc.pier: 0.4105, Acc.crt screen: 0.1249, Acc.plate: 0.6763, Acc.monitor: 0.2321, Acc.bulletin board: 0.5432, Acc.shower: 0.0396, Acc.radiator: 0.6757, Acc.glass: 0.1912, Acc.clock: 0.3921, Acc.flag: 0.5725 2023-12-01 01:28:49,184 - mmseg - INFO - Iter [78050/80000] lr: 9.755e-07, eta: 0:10:28, time: 1.227, data_time: 1.022, memory: 14238, decode.loss_ce: 0.4890, decode.acc_seg: 81.7681, loss: 0.4890 2023-12-01 01:28:59,837 - mmseg - INFO - Iter [78100/80000] lr: 9.505e-07, eta: 0:10:12, time: 0.213, data_time: 0.008, memory: 14238, decode.loss_ce: 0.4901, decode.acc_seg: 81.6144, loss: 0.4901 2023-12-01 01:29:10,443 - mmseg - INFO - Iter [78150/80000] lr: 9.255e-07, eta: 0:09:56, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4896, decode.acc_seg: 81.7242, loss: 0.4896 2023-12-01 01:29:21,048 - mmseg - INFO - Iter [78200/80000] lr: 9.005e-07, eta: 0:09:40, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4740, decode.acc_seg: 82.1779, loss: 0.4740 2023-12-01 01:29:31,651 - mmseg - INFO - Iter [78250/80000] lr: 8.755e-07, eta: 0:09:23, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5150, decode.acc_seg: 80.7794, loss: 0.5150 2023-12-01 01:29:42,251 - mmseg - INFO - Iter [78300/80000] lr: 8.505e-07, eta: 0:09:07, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5034, decode.acc_seg: 80.6682, loss: 0.5034 2023-12-01 01:29:55,106 - mmseg - INFO - Iter [78350/80000] lr: 8.255e-07, eta: 0:08:51, time: 0.257, data_time: 0.051, memory: 14238, decode.loss_ce: 0.5042, decode.acc_seg: 80.8933, loss: 0.5042 2023-12-01 01:30:05,709 - mmseg - INFO - Iter [78400/80000] lr: 8.005e-07, eta: 0:08:35, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5004, decode.acc_seg: 80.9921, loss: 0.5004 2023-12-01 01:30:16,306 - mmseg - INFO - Iter [78450/80000] lr: 7.755e-07, eta: 0:08:19, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5341, decode.acc_seg: 80.0220, loss: 0.5341 2023-12-01 01:30:26,912 - mmseg - INFO - Iter [78500/80000] lr: 7.505e-07, eta: 0:08:02, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4955, decode.acc_seg: 80.8881, loss: 0.4955 2023-12-01 01:30:37,513 - mmseg - INFO - Iter [78550/80000] lr: 7.255e-07, eta: 0:07:46, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5032, decode.acc_seg: 80.9378, loss: 0.5032 2023-12-01 01:30:48,115 - mmseg - INFO - Iter [78600/80000] lr: 7.005e-07, eta: 0:07:30, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4886, decode.acc_seg: 81.7265, loss: 0.4886 2023-12-01 01:30:58,720 - mmseg - INFO - Iter [78650/80000] lr: 6.755e-07, eta: 0:07:14, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4864, decode.acc_seg: 81.3501, loss: 0.4864 2023-12-01 01:31:09,327 - mmseg - INFO - Iter [78700/80000] lr: 6.505e-07, eta: 0:06:58, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4705, decode.acc_seg: 82.1130, loss: 0.4705 2023-12-01 01:31:19,927 - mmseg - INFO - Iter [78750/80000] lr: 6.255e-07, eta: 0:06:41, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5042, decode.acc_seg: 80.9911, loss: 0.5042 2023-12-01 01:31:30,532 - mmseg - INFO - Iter [78800/80000] lr: 6.005e-07, eta: 0:06:25, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4974, decode.acc_seg: 80.9587, loss: 0.4974 2023-12-01 01:31:41,135 - mmseg - INFO - Iter [78850/80000] lr: 5.755e-07, eta: 0:06:09, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5003, decode.acc_seg: 80.9792, loss: 0.5003 2023-12-01 01:31:51,737 - mmseg - INFO - Iter [78900/80000] lr: 5.505e-07, eta: 0:05:53, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5123, decode.acc_seg: 80.6382, loss: 0.5123 2023-12-01 01:32:02,343 - mmseg - INFO - Iter [78950/80000] lr: 5.255e-07, eta: 0:05:37, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5287, decode.acc_seg: 80.5954, loss: 0.5287 2023-12-01 01:32:12,923 - mmseg - INFO - Saving checkpoint at 79000 iterations 2023-12-01 01:32:47,314 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 01:32:47,314 - mmseg - INFO - Iter [79000/80000] lr: 5.005e-07, eta: 0:05:21, time: 0.900, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4972, decode.acc_seg: 81.1475, loss: 0.4972 2023-12-01 01:33:37,361 - mmseg - INFO - per class results: 2023-12-01 01:33:37,368 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 70.78 | 86.06 | | building | 80.33 | 91.53 | | sky | 90.23 | 95.59 | | floor | 74.89 | 87.51 | | tree | 69.94 | 82.89 | | ceiling | 77.5 | 88.25 | | road | 78.75 | 87.86 | | bed | 85.0 | 93.53 | | windowpane | 58.41 | 75.38 | | grass | 65.66 | 81.24 | | cabinet | 55.4 | 68.76 | | sidewalk | 57.23 | 72.49 | | person | 76.54 | 90.62 | | earth | 35.25 | 47.64 | | door | 40.48 | 49.93 | | table | 55.19 | 70.22 | | mountain | 56.42 | 71.64 | | plant | 51.36 | 62.35 | | curtain | 65.56 | 76.73 | | chair | 54.12 | 70.03 | | car | 79.92 | 92.44 | | water | 56.28 | 75.47 | | painting | 66.78 | 82.36 | | sofa | 67.11 | 80.99 | | shelf | 38.28 | 54.19 | | house | 45.95 | 61.06 | | sea | 60.72 | 77.05 | | mirror | 59.59 | 71.61 | | rug | 52.91 | 58.7 | | field | 32.4 | 50.7 | | armchair | 43.61 | 61.39 | | seat | 57.4 | 79.3 | | fence | 38.04 | 48.64 | | desk | 42.7 | 67.58 | | rock | 53.22 | 69.67 | | wardrobe | 45.74 | 61.58 | | lamp | 58.09 | 71.8 | | bathtub | 74.73 | 82.91 | | railing | 33.15 | 46.56 | | cushion | 56.67 | 69.63 | | base | 24.59 | 37.1 | | box | 26.19 | 33.69 | | column | 36.21 | 45.55 | | signboard | 32.85 | 48.93 | | chest of drawers | 38.41 | 54.33 | | counter | 32.74 | 40.81 | | sand | 45.19 | 60.46 | | sink | 70.43 | 78.55 | | skyscraper | 45.93 | 61.4 | | fireplace | 64.44 | 81.67 | | refrigerator | 59.63 | 68.72 | | grandstand | 52.3 | 75.96 | | path | 20.13 | 27.61 | | stairs | 29.85 | 33.94 | | runway | 65.84 | 86.94 | | case | 55.72 | 69.45 | | pool table | 86.91 | 95.88 | | pillow | 54.9 | 65.47 | | screen door | 54.72 | 59.38 | | stairway | 46.99 | 62.08 | | river | 13.81 | 24.03 | | bridge | 45.01 | 54.14 | | bookcase | 33.97 | 49.58 | | blind | 23.95 | 26.61 | | coffee table | 60.28 | 79.63 | | toilet | 78.75 | 87.99 | | flower | 38.56 | 53.97 | | book | 47.11 | 66.44 | | hill | 5.82 | 9.5 | | bench | 46.12 | 55.6 | | countertop | 55.41 | 70.08 | | stove | 70.71 | 78.67 | | palm | 47.8 | 66.63 | | kitchen island | 40.2 | 65.23 | | computer | 64.11 | 78.96 | | swivel chair | 41.86 | 56.61 | | boat | 62.42 | 77.2 | | bar | 52.73 | 64.04 | | arcade machine | 66.07 | 74.46 | | hovel | 40.47 | 46.73 | | bus | 85.17 | 92.07 | | towel | 66.78 | 81.08 | | light | 36.51 | 42.12 | | truck | 34.68 | 48.37 | | tower | 28.21 | 45.19 | | chandelier | 63.4 | 76.91 | | awning | 29.2 | 36.88 | | streetlight | 24.49 | 30.77 | | booth | 34.12 | 42.92 | | television receiver | 69.91 | 78.65 | | airplane | 54.93 | 66.49 | | dirt track | 6.26 | 13.77 | | apparel | 49.76 | 65.02 | | pole | 17.67 | 23.08 | | land | 1.63 | 2.47 | | bannister | 7.11 | 9.44 | | escalator | 53.18 | 68.66 | | ottoman | 46.77 | 55.85 | | bottle | 39.69 | 63.52 | | buffet | 43.01 | 51.19 | | poster | 19.75 | 24.61 | | stage | 17.29 | 34.38 | | van | 36.33 | 47.97 | | ship | 28.43 | 32.68 | | fountain | 23.64 | 24.62 | | conveyer belt | 66.01 | 94.65 | | canopy | 37.95 | 44.8 | | washer | 68.65 | 74.32 | | plaything | 29.7 | 43.14 | | swimming pool | 60.53 | 74.91 | | stool | 34.77 | 42.43 | | barrel | 37.39 | 50.28 | | basket | 35.88 | 45.38 | | waterfall | 45.64 | 53.17 | | tent | 81.34 | 97.36 | | bag | 15.62 | 18.15 | | minibike | 64.65 | 85.87 | | cradle | 72.1 | 94.17 | | oven | 51.36 | 61.01 | | ball | 54.6 | 64.52 | | food | 53.07 | 62.66 | | step | 7.87 | 8.56 | | tank | 61.93 | 74.87 | | trade name | 17.61 | 20.05 | | microwave | 70.02 | 76.05 | | pot | 40.73 | 46.04 | | animal | 53.58 | 58.62 | | bicycle | 57.09 | 80.53 | | lake | 23.5 | 27.14 | | dishwasher | 53.01 | 57.2 | | screen | 43.49 | 57.97 | | blanket | 20.83 | 24.28 | | sculpture | 58.55 | 75.36 | | hood | 52.65 | 56.68 | | sconce | 42.8 | 52.3 | | vase | 38.82 | 56.2 | | traffic light | 33.55 | 47.03 | | tray | 10.71 | 13.21 | | ashcan | 43.33 | 54.55 | | fan | 56.24 | 70.16 | | pier | 33.48 | 40.48 | | crt screen | 6.5 | 13.3 | | plate | 50.91 | 66.33 | | monitor | 19.1 | 21.66 | | bulletin board | 42.23 | 54.01 | | shower | 2.2 | 3.89 | | radiator | 59.79 | 67.92 | | glass | 16.95 | 18.84 | | clock | 34.72 | 38.19 | | flag | 47.99 | 56.02 | +---------------------+-------+-------+ 2023-12-01 01:33:37,368 - mmseg - INFO - Summary: 2023-12-01 01:33:37,368 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.32 | 47.13 | 58.61 | +-------+-------+-------+ 2023-12-01 01:33:37,369 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 01:33:37,369 - mmseg - INFO - Iter(val) [250] aAcc: 0.8032, mIoU: 0.4713, mAcc: 0.5861, IoU.wall: 0.7078, IoU.building: 0.8033, IoU.sky: 0.9023, IoU.floor: 0.7489, IoU.tree: 0.6994, IoU.ceiling: 0.7750, IoU.road: 0.7875, IoU.bed : 0.8500, IoU.windowpane: 0.5841, IoU.grass: 0.6566, IoU.cabinet: 0.5540, IoU.sidewalk: 0.5723, IoU.person: 0.7654, IoU.earth: 0.3525, IoU.door: 0.4048, IoU.table: 0.5519, IoU.mountain: 0.5642, IoU.plant: 0.5136, IoU.curtain: 0.6556, IoU.chair: 0.5412, IoU.car: 0.7992, IoU.water: 0.5628, IoU.painting: 0.6678, IoU.sofa: 0.6711, IoU.shelf: 0.3828, IoU.house: 0.4595, IoU.sea: 0.6072, IoU.mirror: 0.5959, IoU.rug: 0.5291, IoU.field: 0.3240, IoU.armchair: 0.4361, IoU.seat: 0.5740, IoU.fence: 0.3804, IoU.desk: 0.4270, IoU.rock: 0.5322, IoU.wardrobe: 0.4574, IoU.lamp: 0.5809, IoU.bathtub: 0.7473, IoU.railing: 0.3315, IoU.cushion: 0.5667, IoU.base: 0.2459, IoU.box: 0.2619, IoU.column: 0.3621, IoU.signboard: 0.3285, IoU.chest of drawers: 0.3841, IoU.counter: 0.3274, IoU.sand: 0.4519, IoU.sink: 0.7043, IoU.skyscraper: 0.4593, IoU.fireplace: 0.6444, IoU.refrigerator: 0.5963, IoU.grandstand: 0.5230, IoU.path: 0.2013, IoU.stairs: 0.2985, IoU.runway: 0.6584, IoU.case: 0.5572, IoU.pool table: 0.8691, IoU.pillow: 0.5490, IoU.screen door: 0.5472, IoU.stairway: 0.4699, IoU.river: 0.1381, IoU.bridge: 0.4501, IoU.bookcase: 0.3397, IoU.blind: 0.2395, IoU.coffee table: 0.6028, IoU.toilet: 0.7875, IoU.flower: 0.3856, IoU.book: 0.4711, IoU.hill: 0.0582, IoU.bench: 0.4612, IoU.countertop: 0.5541, IoU.stove: 0.7071, IoU.palm: 0.4780, IoU.kitchen island: 0.4020, IoU.computer: 0.6411, IoU.swivel chair: 0.4186, IoU.boat: 0.6242, IoU.bar: 0.5273, IoU.arcade machine: 0.6607, IoU.hovel: 0.4047, IoU.bus: 0.8517, IoU.towel: 0.6678, IoU.light: 0.3651, IoU.truck: 0.3468, IoU.tower: 0.2821, IoU.chandelier: 0.6340, IoU.awning: 0.2920, IoU.streetlight: 0.2449, IoU.booth: 0.3412, IoU.television receiver: 0.6991, IoU.airplane: 0.5493, IoU.dirt track: 0.0626, IoU.apparel: 0.4976, IoU.pole: 0.1767, IoU.land: 0.0163, IoU.bannister: 0.0711, IoU.escalator: 0.5318, IoU.ottoman: 0.4677, IoU.bottle: 0.3969, IoU.buffet: 0.4301, IoU.poster: 0.1975, IoU.stage: 0.1729, IoU.van: 0.3633, IoU.ship: 0.2843, IoU.fountain: 0.2364, IoU.conveyer belt: 0.6601, IoU.canopy: 0.3795, IoU.washer: 0.6865, IoU.plaything: 0.2970, IoU.swimming pool: 0.6053, IoU.stool: 0.3477, IoU.barrel: 0.3739, IoU.basket: 0.3588, IoU.waterfall: 0.4564, IoU.tent: 0.8134, IoU.bag: 0.1562, IoU.minibike: 0.6465, IoU.cradle: 0.7210, IoU.oven: 0.5136, IoU.ball: 0.5460, IoU.food: 0.5307, IoU.step: 0.0787, IoU.tank: 0.6193, IoU.trade name: 0.1761, IoU.microwave: 0.7002, IoU.pot: 0.4073, IoU.animal: 0.5358, IoU.bicycle: 0.5709, IoU.lake: 0.2350, IoU.dishwasher: 0.5301, IoU.screen: 0.4349, IoU.blanket: 0.2083, IoU.sculpture: 0.5855, IoU.hood: 0.5265, IoU.sconce: 0.4280, IoU.vase: 0.3882, IoU.traffic light: 0.3355, IoU.tray: 0.1071, IoU.ashcan: 0.4333, IoU.fan: 0.5624, IoU.pier: 0.3348, IoU.crt screen: 0.0650, IoU.plate: 0.5091, IoU.monitor: 0.1910, IoU.bulletin board: 0.4223, IoU.shower: 0.0220, IoU.radiator: 0.5979, IoU.glass: 0.1695, IoU.clock: 0.3472, IoU.flag: 0.4799, Acc.wall: 0.8606, Acc.building: 0.9153, Acc.sky: 0.9559, Acc.floor: 0.8751, Acc.tree: 0.8289, Acc.ceiling: 0.8825, Acc.road: 0.8786, Acc.bed : 0.9353, Acc.windowpane: 0.7538, Acc.grass: 0.8124, Acc.cabinet: 0.6876, Acc.sidewalk: 0.7249, Acc.person: 0.9062, Acc.earth: 0.4764, Acc.door: 0.4993, Acc.table: 0.7022, Acc.mountain: 0.7164, Acc.plant: 0.6235, Acc.curtain: 0.7673, Acc.chair: 0.7003, Acc.car: 0.9244, Acc.water: 0.7547, Acc.painting: 0.8236, Acc.sofa: 0.8099, Acc.shelf: 0.5419, Acc.house: 0.6106, Acc.sea: 0.7705, Acc.mirror: 0.7161, Acc.rug: 0.5870, Acc.field: 0.5070, Acc.armchair: 0.6139, Acc.seat: 0.7930, Acc.fence: 0.4864, Acc.desk: 0.6758, Acc.rock: 0.6967, Acc.wardrobe: 0.6158, Acc.lamp: 0.7180, Acc.bathtub: 0.8291, Acc.railing: 0.4656, Acc.cushion: 0.6963, Acc.base: 0.3710, Acc.box: 0.3369, Acc.column: 0.4555, Acc.signboard: 0.4893, Acc.chest of drawers: 0.5433, Acc.counter: 0.4081, Acc.sand: 0.6046, Acc.sink: 0.7855, Acc.skyscraper: 0.6140, Acc.fireplace: 0.8167, Acc.refrigerator: 0.6872, Acc.grandstand: 0.7596, Acc.path: 0.2761, Acc.stairs: 0.3394, Acc.runway: 0.8694, Acc.case: 0.6945, Acc.pool table: 0.9588, Acc.pillow: 0.6547, Acc.screen door: 0.5938, Acc.stairway: 0.6208, Acc.river: 0.2403, Acc.bridge: 0.5414, Acc.bookcase: 0.4958, Acc.blind: 0.2661, Acc.coffee table: 0.7963, Acc.toilet: 0.8799, Acc.flower: 0.5397, Acc.book: 0.6644, Acc.hill: 0.0950, Acc.bench: 0.5560, Acc.countertop: 0.7008, Acc.stove: 0.7867, Acc.palm: 0.6663, Acc.kitchen island: 0.6523, Acc.computer: 0.7896, Acc.swivel chair: 0.5661, Acc.boat: 0.7720, Acc.bar: 0.6404, Acc.arcade machine: 0.7446, Acc.hovel: 0.4673, Acc.bus: 0.9207, Acc.towel: 0.8108, Acc.light: 0.4212, Acc.truck: 0.4837, Acc.tower: 0.4519, Acc.chandelier: 0.7691, Acc.awning: 0.3688, Acc.streetlight: 0.3077, Acc.booth: 0.4292, Acc.television receiver: 0.7865, Acc.airplane: 0.6649, Acc.dirt track: 0.1377, Acc.apparel: 0.6502, Acc.pole: 0.2308, Acc.land: 0.0247, Acc.bannister: 0.0944, Acc.escalator: 0.6866, Acc.ottoman: 0.5585, Acc.bottle: 0.6352, Acc.buffet: 0.5119, Acc.poster: 0.2461, Acc.stage: 0.3438, Acc.van: 0.4797, Acc.ship: 0.3268, Acc.fountain: 0.2462, Acc.conveyer belt: 0.9465, Acc.canopy: 0.4480, Acc.washer: 0.7432, Acc.plaything: 0.4314, Acc.swimming pool: 0.7491, Acc.stool: 0.4243, Acc.barrel: 0.5028, Acc.basket: 0.4538, Acc.waterfall: 0.5317, Acc.tent: 0.9736, Acc.bag: 0.1815, Acc.minibike: 0.8587, Acc.cradle: 0.9417, Acc.oven: 0.6101, Acc.ball: 0.6452, Acc.food: 0.6266, Acc.step: 0.0856, Acc.tank: 0.7487, Acc.trade name: 0.2005, Acc.microwave: 0.7605, Acc.pot: 0.4604, Acc.animal: 0.5862, Acc.bicycle: 0.8053, Acc.lake: 0.2714, Acc.dishwasher: 0.5720, Acc.screen: 0.5797, Acc.blanket: 0.2428, Acc.sculpture: 0.7536, Acc.hood: 0.5668, Acc.sconce: 0.5230, Acc.vase: 0.5620, Acc.traffic light: 0.4703, Acc.tray: 0.1321, Acc.ashcan: 0.5455, Acc.fan: 0.7016, Acc.pier: 0.4048, Acc.crt screen: 0.1330, Acc.plate: 0.6633, Acc.monitor: 0.2166, Acc.bulletin board: 0.5401, Acc.shower: 0.0389, Acc.radiator: 0.6792, Acc.glass: 0.1884, Acc.clock: 0.3819, Acc.flag: 0.5602 2023-12-01 01:33:48,456 - mmseg - INFO - Iter [79050/80000] lr: 4.755e-07, eta: 0:05:06, time: 1.222, data_time: 1.018, memory: 14238, decode.loss_ce: 0.4928, decode.acc_seg: 81.6589, loss: 0.4928 2023-12-01 01:33:59,062 - mmseg - INFO - Iter [79100/80000] lr: 4.505e-07, eta: 0:04:49, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5100, decode.acc_seg: 81.1858, loss: 0.5100 2023-12-01 01:34:09,675 - mmseg - INFO - Iter [79150/80000] lr: 4.255e-07, eta: 0:04:33, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4955, decode.acc_seg: 80.7080, loss: 0.4955 2023-12-01 01:34:20,288 - mmseg - INFO - Iter [79200/80000] lr: 4.005e-07, eta: 0:04:17, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4878, decode.acc_seg: 81.4707, loss: 0.4878 2023-12-01 01:34:30,890 - mmseg - INFO - Iter [79250/80000] lr: 3.755e-07, eta: 0:04:01, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5115, decode.acc_seg: 80.4857, loss: 0.5115 2023-12-01 01:34:41,501 - mmseg - INFO - Iter [79300/80000] lr: 3.505e-07, eta: 0:03:45, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5097, decode.acc_seg: 80.7253, loss: 0.5097 2023-12-01 01:34:52,102 - mmseg - INFO - Iter [79350/80000] lr: 3.255e-07, eta: 0:03:29, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4798, decode.acc_seg: 81.8525, loss: 0.4798 2023-12-01 01:35:02,704 - mmseg - INFO - Iter [79400/80000] lr: 3.005e-07, eta: 0:03:13, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4774, decode.acc_seg: 81.9587, loss: 0.4774 2023-12-01 01:35:13,308 - mmseg - INFO - Iter [79450/80000] lr: 2.755e-07, eta: 0:02:56, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5029, decode.acc_seg: 81.0822, loss: 0.5029 2023-12-01 01:35:23,914 - mmseg - INFO - Iter [79500/80000] lr: 2.505e-07, eta: 0:02:40, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4952, decode.acc_seg: 80.9602, loss: 0.4952 2023-12-01 01:35:34,515 - mmseg - INFO - Iter [79550/80000] lr: 2.255e-07, eta: 0:02:24, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4761, decode.acc_seg: 81.7892, loss: 0.4761 2023-12-01 01:35:47,421 - mmseg - INFO - Iter [79600/80000] lr: 2.005e-07, eta: 0:02:08, time: 0.258, data_time: 0.052, memory: 14238, decode.loss_ce: 0.5069, decode.acc_seg: 81.0269, loss: 0.5069 2023-12-01 01:35:58,015 - mmseg - INFO - Iter [79650/80000] lr: 1.755e-07, eta: 0:01:52, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.5081, decode.acc_seg: 80.8218, loss: 0.5081 2023-12-01 01:36:08,606 - mmseg - INFO - Iter [79700/80000] lr: 1.505e-07, eta: 0:01:36, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4851, decode.acc_seg: 81.6573, loss: 0.4851 2023-12-01 01:36:19,199 - mmseg - INFO - Iter [79750/80000] lr: 1.255e-07, eta: 0:01:20, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4949, decode.acc_seg: 81.3201, loss: 0.4949 2023-12-01 01:36:29,819 - mmseg - INFO - Iter [79800/80000] lr: 1.005e-07, eta: 0:01:04, time: 0.212, data_time: 0.008, memory: 14238, decode.loss_ce: 0.4960, decode.acc_seg: 81.1893, loss: 0.4960 2023-12-01 01:36:40,418 - mmseg - INFO - Iter [79850/80000] lr: 7.550e-08, eta: 0:00:48, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4961, decode.acc_seg: 81.2298, loss: 0.4961 2023-12-01 01:36:51,023 - mmseg - INFO - Iter [79900/80000] lr: 5.050e-08, eta: 0:00:32, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4869, decode.acc_seg: 81.6416, loss: 0.4869 2023-12-01 01:37:01,622 - mmseg - INFO - Iter [79950/80000] lr: 2.550e-08, eta: 0:00:16, time: 0.212, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4875, decode.acc_seg: 81.1510, loss: 0.4875 2023-12-01 01:37:12,203 - mmseg - INFO - Saving checkpoint at 80000 iterations 2023-12-01 01:37:49,963 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 01:37:49,964 - mmseg - INFO - Iter [80000/80000] lr: 5.000e-10, eta: 0:00:00, time: 0.967, data_time: 0.007, memory: 14238, decode.loss_ce: 0.4824, decode.acc_seg: 81.5234, loss: 0.4824 2023-12-01 01:38:40,189 - mmseg - INFO - per class results: 2023-12-01 01:38:40,195 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 71.07 | 85.21 | | building | 79.87 | 92.6 | | sky | 90.13 | 95.34 | | floor | 75.22 | 86.8 | | tree | 69.7 | 84.27 | | ceiling | 77.54 | 87.45 | | road | 78.64 | 88.02 | | bed | 84.69 | 94.07 | | windowpane | 58.52 | 75.59 | | grass | 65.84 | 80.01 | | cabinet | 55.45 | 69.3 | | sidewalk | 57.11 | 73.6 | | person | 76.11 | 91.45 | | earth | 35.15 | 47.43 | | door | 40.91 | 50.98 | | table | 55.35 | 71.15 | | mountain | 56.37 | 70.99 | | plant | 51.36 | 63.14 | | curtain | 65.75 | 76.94 | | chair | 54.17 | 70.02 | | car | 79.81 | 92.44 | | water | 56.1 | 74.04 | | painting | 66.8 | 82.57 | | sofa | 67.22 | 81.19 | | shelf | 38.17 | 53.46 | | house | 45.12 | 59.76 | | sea | 60.66 | 77.45 | | mirror | 59.79 | 72.57 | | rug | 52.81 | 58.43 | | field | 32.29 | 50.84 | | armchair | 43.58 | 60.97 | | seat | 57.38 | 78.12 | | fence | 38.71 | 49.87 | | desk | 42.6 | 68.55 | | rock | 53.34 | 69.82 | | wardrobe | 45.87 | 62.08 | | lamp | 58.19 | 72.47 | | bathtub | 74.89 | 84.34 | | railing | 33.2 | 45.62 | | cushion | 56.65 | 69.41 | | base | 25.49 | 39.19 | | box | 26.66 | 34.9 | | column | 36.6 | 45.73 | | signboard | 32.4 | 47.11 | | chest of drawers | 38.5 | 55.15 | | counter | 34.28 | 43.89 | | sand | 45.08 | 60.28 | | sink | 70.38 | 78.85 | | skyscraper | 45.72 | 58.85 | | fireplace | 64.36 | 82.85 | | refrigerator | 59.62 | 68.91 | | grandstand | 52.59 | 76.3 | | path | 19.95 | 27.17 | | stairs | 29.16 | 33.0 | | runway | 66.07 | 86.96 | | case | 56.02 | 69.74 | | pool table | 86.08 | 96.44 | | pillow | 54.53 | 65.03 | | screen door | 55.84 | 61.37 | | stairway | 46.81 | 59.45 | | river | 13.87 | 23.75 | | bridge | 43.5 | 51.99 | | bookcase | 33.9 | 49.66 | | blind | 24.8 | 27.74 | | coffee table | 60.49 | 79.36 | | toilet | 78.66 | 88.02 | | flower | 39.07 | 54.55 | | book | 47.1 | 66.11 | | hill | 5.77 | 9.3 | | bench | 46.6 | 56.81 | | countertop | 55.95 | 72.47 | | stove | 70.74 | 79.28 | | palm | 47.42 | 63.82 | | kitchen island | 39.73 | 66.68 | | computer | 64.12 | 78.93 | | swivel chair | 42.02 | 57.28 | | boat | 61.76 | 77.47 | | bar | 52.89 | 65.09 | | arcade machine | 67.31 | 76.93 | | hovel | 38.09 | 43.82 | | bus | 85.23 | 91.17 | | towel | 66.52 | 82.17 | | light | 37.88 | 44.48 | | truck | 35.19 | 49.22 | | tower | 25.23 | 38.87 | | chandelier | 63.68 | 78.81 | | awning | 27.93 | 34.77 | | streetlight | 24.35 | 30.57 | | booth | 34.48 | 42.77 | | television receiver | 70.11 | 79.25 | | airplane | 55.12 | 66.63 | | dirt track | 5.96 | 11.48 | | apparel | 50.05 | 65.54 | | pole | 17.55 | 22.86 | | land | 1.46 | 2.11 | | bannister | 7.17 | 9.27 | | escalator | 53.46 | 70.31 | | ottoman | 46.7 | 56.04 | | bottle | 39.65 | 64.32 | | buffet | 43.2 | 51.76 | | poster | 19.98 | 25.06 | | stage | 17.34 | 34.13 | | van | 35.7 | 46.39 | | ship | 30.63 | 35.34 | | fountain | 24.23 | 25.14 | | conveyer belt | 64.06 | 95.03 | | canopy | 36.68 | 43.55 | | washer | 69.36 | 75.43 | | plaything | 29.15 | 43.53 | | swimming pool | 60.73 | 77.58 | | stool | 34.78 | 42.76 | | barrel | 37.72 | 51.54 | | basket | 35.93 | 45.36 | | waterfall | 45.69 | 52.45 | | tent | 80.72 | 97.56 | | bag | 15.64 | 18.23 | | minibike | 64.82 | 85.3 | | cradle | 71.5 | 94.5 | | oven | 51.69 | 61.97 | | ball | 54.65 | 64.41 | | food | 53.57 | 63.47 | | step | 8.26 | 9.11 | | tank | 62.01 | 75.54 | | trade name | 16.21 | 18.14 | | microwave | 70.41 | 76.59 | | pot | 41.32 | 47.0 | | animal | 53.82 | 58.96 | | bicycle | 57.0 | 78.69 | | lake | 22.74 | 26.03 | | dishwasher | 53.1 | 57.59 | | screen | 43.61 | 57.67 | | blanket | 20.04 | 23.31 | | sculpture | 59.05 | 75.57 | | hood | 53.2 | 57.53 | | sconce | 43.54 | 53.72 | | vase | 38.81 | 57.82 | | traffic light | 33.19 | 45.27 | | tray | 10.51 | 12.9 | | ashcan | 43.22 | 54.17 | | fan | 56.66 | 72.04 | | pier | 33.78 | 40.67 | | crt screen | 6.91 | 14.34 | | plate | 51.01 | 67.0 | | monitor | 19.56 | 22.26 | | bulletin board | 42.55 | 53.96 | | shower | 2.37 | 3.96 | | radiator | 59.85 | 68.2 | | glass | 17.07 | 19.0 | | clock | 35.04 | 38.59 | | flag | 48.64 | 56.18 | +---------------------+-------+-------+ 2023-12-01 01:38:40,196 - mmseg - INFO - Summary: 2023-12-01 01:38:40,196 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.33 | 47.14 | 58.74 | +-------+-------+-------+ 2023-12-01 01:38:40,196 - mmseg - INFO - Exp name: linear_intern_vit_6b_504_80k_ade20k_bs16_lr4e-5_frozen.py 2023-12-01 01:38:40,197 - mmseg - INFO - Iter(val) [250] aAcc: 0.8033, mIoU: 0.4714, mAcc: 0.5874, IoU.wall: 0.7107, IoU.building: 0.7987, IoU.sky: 0.9013, IoU.floor: 0.7522, IoU.tree: 0.6970, IoU.ceiling: 0.7754, IoU.road: 0.7864, IoU.bed : 0.8469, IoU.windowpane: 0.5852, IoU.grass: 0.6584, IoU.cabinet: 0.5545, IoU.sidewalk: 0.5711, IoU.person: 0.7611, IoU.earth: 0.3515, IoU.door: 0.4091, IoU.table: 0.5535, IoU.mountain: 0.5637, IoU.plant: 0.5136, IoU.curtain: 0.6575, IoU.chair: 0.5417, IoU.car: 0.7981, IoU.water: 0.5610, IoU.painting: 0.6680, IoU.sofa: 0.6722, IoU.shelf: 0.3817, IoU.house: 0.4512, IoU.sea: 0.6066, IoU.mirror: 0.5979, IoU.rug: 0.5281, IoU.field: 0.3229, IoU.armchair: 0.4358, IoU.seat: 0.5738, IoU.fence: 0.3871, IoU.desk: 0.4260, IoU.rock: 0.5334, IoU.wardrobe: 0.4587, IoU.lamp: 0.5819, IoU.bathtub: 0.7489, IoU.railing: 0.3320, IoU.cushion: 0.5665, IoU.base: 0.2549, IoU.box: 0.2666, IoU.column: 0.3660, IoU.signboard: 0.3240, IoU.chest of drawers: 0.3850, IoU.counter: 0.3428, IoU.sand: 0.4508, IoU.sink: 0.7038, IoU.skyscraper: 0.4572, IoU.fireplace: 0.6436, IoU.refrigerator: 0.5962, IoU.grandstand: 0.5259, IoU.path: 0.1995, IoU.stairs: 0.2916, IoU.runway: 0.6607, IoU.case: 0.5602, IoU.pool table: 0.8608, IoU.pillow: 0.5453, IoU.screen door: 0.5584, IoU.stairway: 0.4681, IoU.river: 0.1387, IoU.bridge: 0.4350, IoU.bookcase: 0.3390, IoU.blind: 0.2480, IoU.coffee table: 0.6049, IoU.toilet: 0.7866, IoU.flower: 0.3907, IoU.book: 0.4710, IoU.hill: 0.0577, IoU.bench: 0.4660, IoU.countertop: 0.5595, IoU.stove: 0.7074, IoU.palm: 0.4742, IoU.kitchen island: 0.3973, IoU.computer: 0.6412, IoU.swivel chair: 0.4202, IoU.boat: 0.6176, IoU.bar: 0.5289, IoU.arcade machine: 0.6731, IoU.hovel: 0.3809, IoU.bus: 0.8523, IoU.towel: 0.6652, IoU.light: 0.3788, IoU.truck: 0.3519, IoU.tower: 0.2523, IoU.chandelier: 0.6368, IoU.awning: 0.2793, IoU.streetlight: 0.2435, IoU.booth: 0.3448, IoU.television receiver: 0.7011, IoU.airplane: 0.5512, IoU.dirt track: 0.0596, IoU.apparel: 0.5005, IoU.pole: 0.1755, IoU.land: 0.0146, IoU.bannister: 0.0717, IoU.escalator: 0.5346, IoU.ottoman: 0.4670, IoU.bottle: 0.3965, IoU.buffet: 0.4320, IoU.poster: 0.1998, IoU.stage: 0.1734, IoU.van: 0.3570, IoU.ship: 0.3063, IoU.fountain: 0.2423, IoU.conveyer belt: 0.6406, IoU.canopy: 0.3668, IoU.washer: 0.6936, IoU.plaything: 0.2915, IoU.swimming pool: 0.6073, IoU.stool: 0.3478, IoU.barrel: 0.3772, IoU.basket: 0.3593, IoU.waterfall: 0.4569, IoU.tent: 0.8072, IoU.bag: 0.1564, IoU.minibike: 0.6482, IoU.cradle: 0.7150, IoU.oven: 0.5169, IoU.ball: 0.5465, IoU.food: 0.5357, IoU.step: 0.0826, IoU.tank: 0.6201, IoU.trade name: 0.1621, IoU.microwave: 0.7041, IoU.pot: 0.4132, IoU.animal: 0.5382, IoU.bicycle: 0.5700, IoU.lake: 0.2274, IoU.dishwasher: 0.5310, IoU.screen: 0.4361, IoU.blanket: 0.2004, IoU.sculpture: 0.5905, IoU.hood: 0.5320, IoU.sconce: 0.4354, IoU.vase: 0.3881, IoU.traffic light: 0.3319, IoU.tray: 0.1051, IoU.ashcan: 0.4322, IoU.fan: 0.5666, IoU.pier: 0.3378, IoU.crt screen: 0.0691, IoU.plate: 0.5101, IoU.monitor: 0.1956, IoU.bulletin board: 0.4255, IoU.shower: 0.0237, IoU.radiator: 0.5985, IoU.glass: 0.1707, IoU.clock: 0.3504, IoU.flag: 0.4864, Acc.wall: 0.8521, Acc.building: 0.9260, Acc.sky: 0.9534, Acc.floor: 0.8680, Acc.tree: 0.8427, Acc.ceiling: 0.8745, Acc.road: 0.8802, Acc.bed : 0.9407, Acc.windowpane: 0.7559, Acc.grass: 0.8001, Acc.cabinet: 0.6930, Acc.sidewalk: 0.7360, Acc.person: 0.9145, Acc.earth: 0.4743, Acc.door: 0.5098, Acc.table: 0.7115, Acc.mountain: 0.7099, Acc.plant: 0.6314, Acc.curtain: 0.7694, Acc.chair: 0.7002, Acc.car: 0.9244, Acc.water: 0.7404, Acc.painting: 0.8257, Acc.sofa: 0.8119, Acc.shelf: 0.5346, Acc.house: 0.5976, Acc.sea: 0.7745, Acc.mirror: 0.7257, Acc.rug: 0.5843, Acc.field: 0.5084, Acc.armchair: 0.6097, Acc.seat: 0.7812, Acc.fence: 0.4987, Acc.desk: 0.6855, Acc.rock: 0.6982, Acc.wardrobe: 0.6208, Acc.lamp: 0.7247, Acc.bathtub: 0.8434, Acc.railing: 0.4562, Acc.cushion: 0.6941, Acc.base: 0.3919, Acc.box: 0.3490, Acc.column: 0.4573, Acc.signboard: 0.4711, Acc.chest of drawers: 0.5515, Acc.counter: 0.4389, Acc.sand: 0.6028, Acc.sink: 0.7885, Acc.skyscraper: 0.5885, Acc.fireplace: 0.8285, Acc.refrigerator: 0.6891, Acc.grandstand: 0.7630, Acc.path: 0.2717, Acc.stairs: 0.3300, Acc.runway: 0.8696, Acc.case: 0.6974, Acc.pool table: 0.9644, Acc.pillow: 0.6503, Acc.screen door: 0.6137, Acc.stairway: 0.5945, Acc.river: 0.2375, Acc.bridge: 0.5199, Acc.bookcase: 0.4966, Acc.blind: 0.2774, Acc.coffee table: 0.7936, Acc.toilet: 0.8802, Acc.flower: 0.5455, Acc.book: 0.6611, Acc.hill: 0.0930, Acc.bench: 0.5681, Acc.countertop: 0.7247, Acc.stove: 0.7928, Acc.palm: 0.6382, Acc.kitchen island: 0.6668, Acc.computer: 0.7893, Acc.swivel chair: 0.5728, Acc.boat: 0.7747, Acc.bar: 0.6509, Acc.arcade machine: 0.7693, Acc.hovel: 0.4382, Acc.bus: 0.9117, Acc.towel: 0.8217, Acc.light: 0.4448, Acc.truck: 0.4922, Acc.tower: 0.3887, Acc.chandelier: 0.7881, Acc.awning: 0.3477, Acc.streetlight: 0.3057, Acc.booth: 0.4277, Acc.television receiver: 0.7925, Acc.airplane: 0.6663, Acc.dirt track: 0.1148, Acc.apparel: 0.6554, Acc.pole: 0.2286, Acc.land: 0.0211, Acc.bannister: 0.0927, Acc.escalator: 0.7031, Acc.ottoman: 0.5604, Acc.bottle: 0.6432, Acc.buffet: 0.5176, Acc.poster: 0.2506, Acc.stage: 0.3413, Acc.van: 0.4639, Acc.ship: 0.3534, Acc.fountain: 0.2514, Acc.conveyer belt: 0.9503, Acc.canopy: 0.4355, Acc.washer: 0.7543, Acc.plaything: 0.4353, Acc.swimming pool: 0.7758, Acc.stool: 0.4276, Acc.barrel: 0.5154, Acc.basket: 0.4536, Acc.waterfall: 0.5245, Acc.tent: 0.9756, Acc.bag: 0.1823, Acc.minibike: 0.8530, Acc.cradle: 0.9450, Acc.oven: 0.6197, Acc.ball: 0.6441, Acc.food: 0.6347, Acc.step: 0.0911, Acc.tank: 0.7554, Acc.trade name: 0.1814, Acc.microwave: 0.7659, Acc.pot: 0.4700, Acc.animal: 0.5896, Acc.bicycle: 0.7869, Acc.lake: 0.2603, Acc.dishwasher: 0.5759, Acc.screen: 0.5767, Acc.blanket: 0.2331, Acc.sculpture: 0.7557, Acc.hood: 0.5753, Acc.sconce: 0.5372, Acc.vase: 0.5782, Acc.traffic light: 0.4527, Acc.tray: 0.1290, Acc.ashcan: 0.5417, Acc.fan: 0.7204, Acc.pier: 0.4067, Acc.crt screen: 0.1434, Acc.plate: 0.6700, Acc.monitor: 0.2226, Acc.bulletin board: 0.5396, Acc.shower: 0.0396, Acc.radiator: 0.6820, Acc.glass: 0.1900, Acc.clock: 0.3859, Acc.flag: 0.5618