2024-01-03 10:42:13,351 - mmseg - INFO - Multi-processing start method is `None` 2024-01-03 10:42:13,357 - mmseg - INFO - OpenCV num_threads is `112 2024-01-03 10:42:13,357 - mmseg - INFO - OMP num threads is 1 2024-01-03 10:42:13,433 - mmseg - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.9.18 (main, Sep 11 2023, 13:41:44) [GCC 11.2.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: NVIDIA A6000 CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 11.3, V11.3.58 GCC: gcc (Ubuntu 9.3.0-17ubuntu1~20.04) 9.3.0 PyTorch: 2.0.0+cu117 PyTorch compiling details: PyTorch built with: - GCC 9.3 - C++ Version: 201703 - Intel(R) oneAPI Math Kernel Library Version 2022.2-Product Build 20220804 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 11.7 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86 - CuDNN 8.5 - Magma 2.6.1 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.7, CUDNN_VERSION=8.5.0, 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=2.0.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=1, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, TorchVision: 0.15.0+cu117 OpenCV: 4.8.1 MMCV: 1.5.0 MMCV Compiler: GCC 9.3 MMCV CUDA Compiler: 11.3 MMSegmentation: 0.27.0+0c8cdc4 ------------------------------------------------------------ 2024-01-03 10:42:13,434 - mmseg - INFO - Distributed training: True 2024-01-03 10:42:13,434 - mmseg - INFO - Config: Config (path: evaluation/configs/vitb_voc2012_linear_config.py): {'custom_imports': {'imports': ['evaluation.segmentation']}, 'dataset_type': 'PascalVOCDataset', 'data_root': 'data/VOCdevkit/VOC2012', 'img_norm_cfg': {'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, 'crop_size': (512, 512), 'train_pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'LoadAnnotations'}, {'type': 'Resize', 'img_scale': (2048, 512), 'ratio_range': (0.5, 2.0)}, {'type': 'RandomCrop', 'crop_size': (512, 512), 'cat_max_ratio': 0.75}, {'type': 'RandomFlip', 'prob': 0.5}, {'type': 'PhotoMetricDistortion'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'Pad', 'size': (512, 512), 'pad_val': 0, 'seg_pad_val': 255}, {'type': 'DefaultFormatBundle'}, {'type': 'Collect', 'keys': ['img', 'gt_semantic_seg']}], 'test_pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'MultiScaleFlipAug', 'img_scale': (2048, 512), 'flip': False, 'transforms': [{'type': 'Resize', 'keep_ratio': True}, {'type': 'RandomFlip'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'ImageToTensor', 'keys': ['img']}, {'type': 'Collect', 'keys': ['img']}]}], 'data': {'samples_per_gpu': 2, 'workers_per_gpu': 6, 'train': {'type': 'PascalVOCDataset', 'data_root': 'data/VOCdevkit/VOC2012', 'img_dir': 'JPEGImages', 'ann_dir': 'SegmentationClass', 'split': 'ImageSets/Segmentation/train.txt', 'pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'LoadAnnotations'}, {'type': 'Resize', 'img_scale': (2048, 512), 'ratio_range': (0.5, 2.0)}, {'type': 'RandomCrop', 'crop_size': (512, 512), 'cat_max_ratio': 0.75}, {'type': 'RandomFlip', 'prob': 0.5}, {'type': 'PhotoMetricDistortion'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'Pad', 'size': (512, 512), 'pad_val': 0, 'seg_pad_val': 255}, {'type': 'DefaultFormatBundle'}, {'type': 'Collect', 'keys': ['img', 'gt_semantic_seg']}]}, 'val': {'type': 'PascalVOCDataset', 'data_root': 'data/VOCdevkit/VOC2012', 'img_dir': 'JPEGImages', 'ann_dir': 'SegmentationClass', 'split': 'ImageSets/Segmentation/val.txt', 'pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'MultiScaleFlipAug', 'img_scale': (2048, 512), 'flip': False, 'transforms': [{'type': 'Resize', 'keep_ratio': True}, {'type': 'RandomFlip'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'ImageToTensor', 'keys': ['img']}, {'type': 'Collect', 'keys': ['img']}]}]}, 'test': {'type': 'PascalVOCDataset', 'data_root': 'data/VOCdevkit/VOC2012', 'img_dir': 'JPEGImages', 'ann_dir': 'SegmentationClass', 'split': 'ImageSets/Segmentation/val.txt', 'pipeline': [{'type': 'LoadImageFromFile'}, {'type': 'MultiScaleFlipAug', 'img_scale': (2048, 512), 'flip': False, 'transforms': [{'type': 'Resize', 'keep_ratio': True}, {'type': 'RandomFlip'}, {'type': 'Normalize', 'mean': [123.675, 116.28, 103.53], 'std': [58.395, 57.12, 57.375], 'to_rgb': True}, {'type': 'ImageToTensor', 'keys': ['img']}, {'type': 'Collect', 'keys': ['img']}]}]}}, 'log_config': {'interval': 50, 'hooks': [{'type': 'TextLoggerHook', 'by_epoch': False}]}, 'dist_params': {'backend': 'nccl'}, 'log_level': 'INFO', 'load_from': None, 'resume_from': None, 'workflow': [('train', 1)], 'cudnn_benchmark': True, 'optimizer': {'type': 'AdamW', 'lr': 0.001, 'weight_decay': 0.0001, 'betas': (0.9, 0.999)}, 'optimizer_config': {'type': 'DistOptimizerHook', 'update_interval': 1, 'grad_clip': None, 'coalesce': True, 'bucket_size_mb': -1, 'use_fp16': False}, 'lr_config': {'policy': 'poly', 'warmup': 'linear', 'warmup_iters': 1500, 'warmup_ratio': 1e-06, 'power': 1.0, 'min_lr': 0.0, 'by_epoch': False}, 'runner': {'type': 'IterBasedRunner', 'max_iters': 40000}, 'checkpoint_config': {'by_epoch': False, 'interval': 10000}, 'evaluation': {'interval': 10000, 'metric': 'mIoU', 'pre_eval': True}, 'fp16': None, 'find_unused_parameters': False, 'norm_cfg': {'type': 'SyncBN', 'requires_grad': True}, 'model': {'type': 'EncoderDecoder', 'pretrained': None, 'backbone': {'type': 'DinoVisionTransformer', 'out_indices': [8, 9, 10, 11]}, 'decode_head': {'type': 'BNHead', 'in_channels': [768], 'in_index': [3], 'input_transform': 'resize_concat', 'channels': 768, 'dropout_ratio': 0, 'num_classes': 21, 'norm_cfg': {'type': 'SyncBN', 'requires_grad': True}, 'align_corners': False, 'loss_decode': {'type': 'CrossEntropyLoss', 'use_sigmoid': False, 'loss_weight': 1.0}}, 'test_cfg': {'mode': 'slide', 'crop_size': (512, 512), 'stride': (341, 341)}}, 'auto_resume': False, 'gpu_ids': range(0, 8), 'work_dir': './work_dirs/segmentation_eval/voc2012/voc10k_distilled/eva02_base_patch16_clip_224.merged2b'} 2024-01-03 10:42:16,616 - mmseg - INFO - Set random seed to 707770811, deterministic: False 2024-01-03 10:42:18,989 - mmseg - INFO - _IncompatibleKeys(missing_keys=['vit.model.cls_token', 'vit.model.pos_embed', 'vit.model.patch_embed.proj.weight', 'vit.model.patch_embed.proj.bias', 'vit.model.blocks.0.norm1.weight', 'vit.model.blocks.0.norm1.bias', 'vit.model.blocks.0.attn.q_proj.weight', 'vit.model.blocks.0.attn.q_proj.bias', 'vit.model.blocks.0.attn.k_proj.weight', 'vit.model.blocks.0.attn.v_proj.weight', 'vit.model.blocks.0.attn.v_proj.bias', 'vit.model.blocks.0.attn.norm.weight', 'vit.model.blocks.0.attn.norm.bias', 'vit.model.blocks.0.attn.proj.weight', 'vit.model.blocks.0.attn.proj.bias', 'vit.model.blocks.0.norm2.weight', 'vit.model.blocks.0.norm2.bias', 'vit.model.blocks.0.mlp.fc1_g.weight', 'vit.model.blocks.0.mlp.fc1_g.bias', 'vit.model.blocks.0.mlp.fc1_x.weight', 'vit.model.blocks.0.mlp.fc1_x.bias', 'vit.model.blocks.0.mlp.norm.weight', 'vit.model.blocks.0.mlp.norm.bias', 'vit.model.blocks.0.mlp.fc2.weight', 'vit.model.blocks.0.mlp.fc2.bias', 'vit.model.blocks.1.norm1.weight', 'vit.model.blocks.1.norm1.bias', 'vit.model.blocks.1.attn.q_proj.weight', 'vit.model.blocks.1.attn.q_proj.bias', 'vit.model.blocks.1.attn.k_proj.weight', 'vit.model.blocks.1.attn.v_proj.weight', 'vit.model.blocks.1.attn.v_proj.bias', 'vit.model.blocks.1.attn.norm.weight', 'vit.model.blocks.1.attn.norm.bias', 'vit.model.blocks.1.attn.proj.weight', 'vit.model.blocks.1.attn.proj.bias', 'vit.model.blocks.1.norm2.weight', 'vit.model.blocks.1.norm2.bias', 'vit.model.blocks.1.mlp.fc1_g.weight', 'vit.model.blocks.1.mlp.fc1_g.bias', 'vit.model.blocks.1.mlp.fc1_x.weight', 'vit.model.blocks.1.mlp.fc1_x.bias', 'vit.model.blocks.1.mlp.norm.weight', 'vit.model.blocks.1.mlp.norm.bias', 'vit.model.blocks.1.mlp.fc2.weight', 'vit.model.blocks.1.mlp.fc2.bias', 'vit.model.blocks.2.norm1.weight', 'vit.model.blocks.2.norm1.bias', 'vit.model.blocks.2.attn.q_proj.weight', 'vit.model.blocks.2.attn.q_proj.bias', 'vit.model.blocks.2.attn.k_proj.weight', 'vit.model.blocks.2.attn.v_proj.weight', 'vit.model.blocks.2.attn.v_proj.bias', 'vit.model.blocks.2.attn.norm.weight', 'vit.model.blocks.2.attn.norm.bias', 'vit.model.blocks.2.attn.proj.weight', 'vit.model.blocks.2.attn.proj.bias', 'vit.model.blocks.2.norm2.weight', 'vit.model.blocks.2.norm2.bias', 'vit.model.blocks.2.mlp.fc1_g.weight', 'vit.model.blocks.2.mlp.fc1_g.bias', 'vit.model.blocks.2.mlp.fc1_x.weight', 'vit.model.blocks.2.mlp.fc1_x.bias', 'vit.model.blocks.2.mlp.norm.weight', 'vit.model.blocks.2.mlp.norm.bias', 'vit.model.blocks.2.mlp.fc2.weight', 'vit.model.blocks.2.mlp.fc2.bias', 'vit.model.blocks.3.norm1.weight', 'vit.model.blocks.3.norm1.bias', 'vit.model.blocks.3.attn.q_proj.weight', 'vit.model.blocks.3.attn.q_proj.bias', 'vit.model.blocks.3.attn.k_proj.weight', 'vit.model.blocks.3.attn.v_proj.weight', 'vit.model.blocks.3.attn.v_proj.bias', 'vit.model.blocks.3.attn.norm.weight', 'vit.model.blocks.3.attn.norm.bias', 'vit.model.blocks.3.attn.proj.weight', 'vit.model.blocks.3.attn.proj.bias', 'vit.model.blocks.3.norm2.weight', 'vit.model.blocks.3.norm2.bias', 'vit.model.blocks.3.mlp.fc1_g.weight', 'vit.model.blocks.3.mlp.fc1_g.bias', 'vit.model.blocks.3.mlp.fc1_x.weight', 'vit.model.blocks.3.mlp.fc1_x.bias', 'vit.model.blocks.3.mlp.norm.weight', 'vit.model.blocks.3.mlp.norm.bias', 'vit.model.blocks.3.mlp.fc2.weight', 'vit.model.blocks.3.mlp.fc2.bias', 'vit.model.blocks.4.norm1.weight', 'vit.model.blocks.4.norm1.bias', 'vit.model.blocks.4.attn.q_proj.weight', 'vit.model.blocks.4.attn.q_proj.bias', 'vit.model.blocks.4.attn.k_proj.weight', 'vit.model.blocks.4.attn.v_proj.weight', 'vit.model.blocks.4.attn.v_proj.bias', 'vit.model.blocks.4.attn.norm.weight', 'vit.model.blocks.4.attn.norm.bias', 'vit.model.blocks.4.attn.proj.weight', 'vit.model.blocks.4.attn.proj.bias', 'vit.model.blocks.4.norm2.weight', 'vit.model.blocks.4.norm2.bias', 'vit.model.blocks.4.mlp.fc1_g.weight', 'vit.model.blocks.4.mlp.fc1_g.bias', 'vit.model.blocks.4.mlp.fc1_x.weight', 'vit.model.blocks.4.mlp.fc1_x.bias', 'vit.model.blocks.4.mlp.norm.weight', 'vit.model.blocks.4.mlp.norm.bias', 'vit.model.blocks.4.mlp.fc2.weight', 'vit.model.blocks.4.mlp.fc2.bias', 'vit.model.blocks.5.norm1.weight', 'vit.model.blocks.5.norm1.bias', 'vit.model.blocks.5.attn.q_proj.weight', 'vit.model.blocks.5.attn.q_proj.bias', 'vit.model.blocks.5.attn.k_proj.weight', 'vit.model.blocks.5.attn.v_proj.weight', 'vit.model.blocks.5.attn.v_proj.bias', 'vit.model.blocks.5.attn.norm.weight', 'vit.model.blocks.5.attn.norm.bias', 'vit.model.blocks.5.attn.proj.weight', 'vit.model.blocks.5.attn.proj.bias', 'vit.model.blocks.5.norm2.weight', 'vit.model.blocks.5.norm2.bias', 'vit.model.blocks.5.mlp.fc1_g.weight', 'vit.model.blocks.5.mlp.fc1_g.bias', 'vit.model.blocks.5.mlp.fc1_x.weight', 'vit.model.blocks.5.mlp.fc1_x.bias', 'vit.model.blocks.5.mlp.norm.weight', 'vit.model.blocks.5.mlp.norm.bias', 'vit.model.blocks.5.mlp.fc2.weight', 'vit.model.blocks.5.mlp.fc2.bias', 'vit.model.blocks.6.norm1.weight', 'vit.model.blocks.6.norm1.bias', 'vit.model.blocks.6.attn.q_proj.weight', 'vit.model.blocks.6.attn.q_proj.bias', 'vit.model.blocks.6.attn.k_proj.weight', 'vit.model.blocks.6.attn.v_proj.weight', 'vit.model.blocks.6.attn.v_proj.bias', 'vit.model.blocks.6.attn.norm.weight', 'vit.model.blocks.6.attn.norm.bias', 'vit.model.blocks.6.attn.proj.weight', 'vit.model.blocks.6.attn.proj.bias', 'vit.model.blocks.6.norm2.weight', 'vit.model.blocks.6.norm2.bias', 'vit.model.blocks.6.mlp.fc1_g.weight', 'vit.model.blocks.6.mlp.fc1_g.bias', 'vit.model.blocks.6.mlp.fc1_x.weight', 'vit.model.blocks.6.mlp.fc1_x.bias', 'vit.model.blocks.6.mlp.norm.weight', 'vit.model.blocks.6.mlp.norm.bias', 'vit.model.blocks.6.mlp.fc2.weight', 'vit.model.blocks.6.mlp.fc2.bias', 'vit.model.blocks.7.norm1.weight', 'vit.model.blocks.7.norm1.bias', 'vit.model.blocks.7.attn.q_proj.weight', 'vit.model.blocks.7.attn.q_proj.bias', 'vit.model.blocks.7.attn.k_proj.weight', 'vit.model.blocks.7.attn.v_proj.weight', 'vit.model.blocks.7.attn.v_proj.bias', 'vit.model.blocks.7.attn.norm.weight', 'vit.model.blocks.7.attn.norm.bias', 'vit.model.blocks.7.attn.proj.weight', 'vit.model.blocks.7.attn.proj.bias', 'vit.model.blocks.7.norm2.weight', 'vit.model.blocks.7.norm2.bias', 'vit.model.blocks.7.mlp.fc1_g.weight', 'vit.model.blocks.7.mlp.fc1_g.bias', 'vit.model.blocks.7.mlp.fc1_x.weight', 'vit.model.blocks.7.mlp.fc1_x.bias', 'vit.model.blocks.7.mlp.norm.weight', 'vit.model.blocks.7.mlp.norm.bias', 'vit.model.blocks.7.mlp.fc2.weight', 'vit.model.blocks.7.mlp.fc2.bias', 'vit.model.blocks.8.norm1.weight', 'vit.model.blocks.8.norm1.bias', 'vit.model.blocks.8.attn.q_proj.weight', 'vit.model.blocks.8.attn.q_proj.bias', 'vit.model.blocks.8.attn.k_proj.weight', 'vit.model.blocks.8.attn.v_proj.weight', 'vit.model.blocks.8.attn.v_proj.bias', 'vit.model.blocks.8.attn.norm.weight', 'vit.model.blocks.8.attn.norm.bias', 'vit.model.blocks.8.attn.proj.weight', 'vit.model.blocks.8.attn.proj.bias', 'vit.model.blocks.8.norm2.weight', 'vit.model.blocks.8.norm2.bias', 'vit.model.blocks.8.mlp.fc1_g.weight', 'vit.model.blocks.8.mlp.fc1_g.bias', 'vit.model.blocks.8.mlp.fc1_x.weight', 'vit.model.blocks.8.mlp.fc1_x.bias', 'vit.model.blocks.8.mlp.norm.weight', 'vit.model.blocks.8.mlp.norm.bias', 'vit.model.blocks.8.mlp.fc2.weight', 'vit.model.blocks.8.mlp.fc2.bias', 'vit.model.blocks.9.norm1.weight', 'vit.model.blocks.9.norm1.bias', 'vit.model.blocks.9.attn.q_proj.weight', 'vit.model.blocks.9.attn.q_proj.bias', 'vit.model.blocks.9.attn.k_proj.weight', 'vit.model.blocks.9.attn.v_proj.weight', 'vit.model.blocks.9.attn.v_proj.bias', 'vit.model.blocks.9.attn.norm.weight', 'vit.model.blocks.9.attn.norm.bias', 'vit.model.blocks.9.attn.proj.weight', 'vit.model.blocks.9.attn.proj.bias', 'vit.model.blocks.9.norm2.weight', 'vit.model.blocks.9.norm2.bias', 'vit.model.blocks.9.mlp.fc1_g.weight', 'vit.model.blocks.9.mlp.fc1_g.bias', 'vit.model.blocks.9.mlp.fc1_x.weight', 'vit.model.blocks.9.mlp.fc1_x.bias', 'vit.model.blocks.9.mlp.norm.weight', 'vit.model.blocks.9.mlp.norm.bias', 'vit.model.blocks.9.mlp.fc2.weight', 'vit.model.blocks.9.mlp.fc2.bias', 'vit.model.blocks.10.norm1.weight', 'vit.model.blocks.10.norm1.bias', 'vit.model.blocks.10.attn.q_proj.weight', 'vit.model.blocks.10.attn.q_proj.bias', 'vit.model.blocks.10.attn.k_proj.weight', 'vit.model.blocks.10.attn.v_proj.weight', 'vit.model.blocks.10.attn.v_proj.bias', 'vit.model.blocks.10.attn.norm.weight', 'vit.model.blocks.10.attn.norm.bias', 'vit.model.blocks.10.attn.proj.weight', 'vit.model.blocks.10.attn.proj.bias', 'vit.model.blocks.10.norm2.weight', 'vit.model.blocks.10.norm2.bias', 'vit.model.blocks.10.mlp.fc1_g.weight', 'vit.model.blocks.10.mlp.fc1_g.bias', 'vit.model.blocks.10.mlp.fc1_x.weight', 'vit.model.blocks.10.mlp.fc1_x.bias', 'vit.model.blocks.10.mlp.norm.weight', 'vit.model.blocks.10.mlp.norm.bias', 'vit.model.blocks.10.mlp.fc2.weight', 'vit.model.blocks.10.mlp.fc2.bias', 'vit.model.blocks.11.norm1.weight', 'vit.model.blocks.11.norm1.bias', 'vit.model.blocks.11.attn.q_proj.weight', 'vit.model.blocks.11.attn.q_proj.bias', 'vit.model.blocks.11.attn.k_proj.weight', 'vit.model.blocks.11.attn.v_proj.weight', 'vit.model.blocks.11.attn.v_proj.bias', 'vit.model.blocks.11.attn.norm.weight', 'vit.model.blocks.11.attn.norm.bias', 'vit.model.blocks.11.attn.proj.weight', 'vit.model.blocks.11.attn.proj.bias', 'vit.model.blocks.11.norm2.weight', 'vit.model.blocks.11.norm2.bias', 'vit.model.blocks.11.mlp.fc1_g.weight', 'vit.model.blocks.11.mlp.fc1_g.bias', 'vit.model.blocks.11.mlp.fc1_x.weight', 'vit.model.blocks.11.mlp.fc1_x.bias', 'vit.model.blocks.11.mlp.norm.weight', 'vit.model.blocks.11.mlp.norm.bias', 'vit.model.blocks.11.mlp.fc2.weight', 'vit.model.blocks.11.mlp.fc2.bias', 'vit.model.norm.weight', 'vit.model.norm.bias'], unexpected_keys=[]) 2024-01-03 10:42:18,991 - mmseg - INFO - pos_embed loaded 2024-01-03 10:42:18,991 - mmseg - INFO - denoiser.norm1.weight loaded 2024-01-03 10:42:18,991 - mmseg - INFO - denoiser.norm1.bias loaded 2024-01-03 10:42:18,991 - mmseg - INFO - denoiser.attn.qkv.weight loaded 2024-01-03 10:42:18,991 - mmseg - INFO - denoiser.attn.qkv.bias loaded 2024-01-03 10:42:18,991 - mmseg - INFO - denoiser.attn.proj.weight loaded 2024-01-03 10:42:18,991 - mmseg - INFO - denoiser.attn.proj.bias loaded 2024-01-03 10:42:18,991 - mmseg - INFO - denoiser.norm2.weight loaded 2024-01-03 10:42:18,991 - mmseg - INFO - denoiser.norm2.bias loaded 2024-01-03 10:42:18,991 - mmseg - INFO - denoiser.mlp.fc1.weight loaded 2024-01-03 10:42:18,991 - mmseg - INFO - denoiser.mlp.fc1.bias loaded 2024-01-03 10:42:18,991 - mmseg - INFO - denoiser.mlp.fc2.weight loaded 2024-01-03 10:42:18,991 - mmseg - INFO - denoiser.mlp.fc2.bias loaded 2024-01-03 10:42:19,013 - mmseg - INFO - initialize BNHead with init_cfg {'type': 'Normal', 'std': 0.01, 'override': {'name': 'conv_seg'}} Name of parameter - Initialization information decode_head.conv_seg.weight - torch.Size([21, 768, 1, 1]): NormalInit: mean=0, std=0.01, bias=0 decode_head.conv_seg.bias - torch.Size([21]): NormalInit: mean=0, std=0.01, bias=0 decode_head.bn.weight - torch.Size([768]): The value is the same before and after calling `init_weights` of EncoderDecoder decode_head.bn.bias - torch.Size([768]): The value is the same before and after calling `init_weights` of EncoderDecoder 2024-01-03 10:42:19,018 - mmseg - INFO - EncoderDecoder( (backbone): DinoVisionTransformer() (decode_head): BNHead( input_transform=resize_concat, ignore_index=255, align_corners=False (loss_decode): CrossEntropyLoss(avg_non_ignore=False) (conv_seg): Conv2d(768, 21, kernel_size=(1, 1), stride=(1, 1)) (bn): SyncBatchNorm(768, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) ) init_cfg={'type': 'Normal', 'std': 0.01, 'override': {'name': 'conv_seg'}} ) 2024-01-03 10:42:19,022 - mmseg - INFO - Loaded 1464 images 2024-01-03 10:42:22,634 - mmseg - INFO - Loaded 1449 images 2024-01-03 10:42:22,635 - mmseg - INFO - Start running, host: root, work_dir: ./work_dirs/segmentation_eval/voc2012/voc10k_distilled/eva02_base_patch16_clip_224.merged2b 2024-01-03 10:42:22,635 - mmseg - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) PolyLrUpdaterHook (ABOVE_NORMAL) DistOptimizerHook (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) PolyLrUpdaterHook (LOW ) IterTimerHook (LOW ) DistEvalHook -------------------- after_train_iter: (ABOVE_NORMAL) DistOptimizerHook (NORMAL ) CheckpointHook (LOW ) IterTimerHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (LOW ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2024-01-03 10:42:22,635 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters 2024-01-03 10:42:22,638 - mmseg - INFO - Checkpoints will be saved to ./work_dirs/segmentation_eval/voc2012/voc10k_distilled/eva02_base_patch16_clip_224.merged2b by HardDiskBackend. 2024-01-03 10:43:01,966 - mmseg - INFO - Iter [50/40000] lr: 3.263e-05, eta: 1:20:37, time: 0.121, data_time: 0.006, memory: 572, decode.loss_ce: 2.6058, decode.acc_seg: 6.0834, loss: 2.6058 2024-01-03 10:43:07,216 - mmseg - INFO - Iter [100/40000] lr: 6.584e-05, eta: 1:15:10, time: 0.105, data_time: 0.048, memory: 572, decode.loss_ce: 2.4403, decode.acc_seg: 16.1899, loss: 2.4403 2024-01-03 10:43:10,073 - mmseg - INFO - Iter [150/40000] lr: 9.896e-05, eta: 1:02:42, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 2.2967, decode.acc_seg: 37.8500, loss: 2.2967 2024-01-03 10:43:15,321 - mmseg - INFO - Iter [200/40000] lr: 1.320e-04, eta: 1:04:22, time: 0.105, data_time: 0.048, memory: 572, decode.loss_ce: 2.0062, decode.acc_seg: 57.1145, loss: 2.0062 2024-01-03 10:43:18,151 - mmseg - INFO - Iter [250/40000] lr: 1.650e-04, eta: 0:58:56, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 1.6836, decode.acc_seg: 67.2322, loss: 1.6836 2024-01-03 10:43:23,325 - mmseg - INFO - Iter [300/40000] lr: 1.978e-04, eta: 1:00:27, time: 0.103, data_time: 0.049, memory: 572, decode.loss_ce: 1.4540, decode.acc_seg: 72.5729, loss: 1.4540 2024-01-03 10:43:26,126 - mmseg - INFO - Iter [350/40000] lr: 2.306e-04, eta: 0:57:02, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 1.1411, decode.acc_seg: 77.8335, loss: 1.1411 2024-01-03 10:43:31,442 - mmseg - INFO - Iter [400/40000] lr: 2.633e-04, eta: 0:58:37, time: 0.106, data_time: 0.050, memory: 572, decode.loss_ce: 0.9222, decode.acc_seg: 80.2501, loss: 0.9222 2024-01-03 10:43:34,245 - mmseg - INFO - Iter [450/40000] lr: 2.960e-04, eta: 0:56:09, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.7363, decode.acc_seg: 82.3561, loss: 0.7363 2024-01-03 10:43:39,554 - mmseg - INFO - Iter [500/40000] lr: 3.285e-04, eta: 0:57:27, time: 0.106, data_time: 0.049, memory: 572, decode.loss_ce: 0.5783, decode.acc_seg: 85.7250, loss: 0.5783 2024-01-03 10:43:44,742 - mmseg - INFO - Iter [550/40000] lr: 3.610e-04, eta: 0:58:22, time: 0.104, data_time: 0.049, memory: 572, decode.loss_ce: 0.5251, decode.acc_seg: 85.5941, loss: 0.5251 2024-01-03 10:43:47,553 - mmseg - INFO - Iter [600/40000] lr: 3.934e-04, eta: 0:56:31, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.4793, decode.acc_seg: 85.5095, loss: 0.4793 2024-01-03 10:43:52,886 - mmseg - INFO - Iter [650/40000] lr: 4.256e-04, eta: 0:57:29, time: 0.107, data_time: 0.048, memory: 572, decode.loss_ce: 0.4197, decode.acc_seg: 86.9785, loss: 0.4197 2024-01-03 10:43:55,736 - mmseg - INFO - Iter [700/40000] lr: 4.579e-04, eta: 0:55:58, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.4099, decode.acc_seg: 86.5961, loss: 0.4099 2024-01-03 10:44:00,932 - mmseg - INFO - Iter [750/40000] lr: 4.900e-04, eta: 0:56:42, time: 0.104, data_time: 0.048, memory: 572, decode.loss_ce: 0.3605, decode.acc_seg: 87.9287, loss: 0.3605 2024-01-03 10:44:03,757 - mmseg - INFO - Iter [800/40000] lr: 5.220e-04, eta: 0:55:24, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.3354, decode.acc_seg: 88.1897, loss: 0.3354 2024-01-03 10:44:08,993 - mmseg - INFO - Iter [850/40000] lr: 5.540e-04, eta: 0:56:05, time: 0.105, data_time: 0.047, memory: 572, decode.loss_ce: 0.3592, decode.acc_seg: 87.5624, loss: 0.3592 2024-01-03 10:44:11,801 - mmseg - INFO - Iter [900/40000] lr: 5.859e-04, eta: 0:54:56, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.3221, decode.acc_seg: 88.4654, loss: 0.3221 2024-01-03 10:44:17,082 - mmseg - INFO - Iter [950/40000] lr: 6.177e-04, eta: 0:55:36, time: 0.106, data_time: 0.047, memory: 572, decode.loss_ce: 0.3110, decode.acc_seg: 88.6244, loss: 0.3110 2024-01-03 10:44:19,881 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:44:19,881 - mmseg - INFO - Iter [1000/40000] lr: 6.494e-04, eta: 0:54:34, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2913, decode.acc_seg: 89.3619, loss: 0.2913 2024-01-03 10:44:25,139 - mmseg - INFO - Iter [1050/40000] lr: 6.810e-04, eta: 0:55:09, time: 0.105, data_time: 0.049, memory: 572, decode.loss_ce: 0.2956, decode.acc_seg: 89.4648, loss: 0.2956 2024-01-03 10:44:30,349 - mmseg - INFO - Iter [1100/40000] lr: 7.125e-04, eta: 0:55:39, time: 0.104, data_time: 0.047, memory: 572, decode.loss_ce: 0.2943, decode.acc_seg: 89.0228, loss: 0.2943 2024-01-03 10:44:33,181 - mmseg - INFO - Iter [1150/40000] lr: 7.440e-04, eta: 0:54:45, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2766, decode.acc_seg: 89.6101, loss: 0.2766 2024-01-03 10:44:38,409 - mmseg - INFO - Iter [1200/40000] lr: 7.754e-04, eta: 0:55:14, time: 0.105, data_time: 0.048, memory: 572, decode.loss_ce: 0.2810, decode.acc_seg: 89.4227, loss: 0.2810 2024-01-03 10:44:41,249 - mmseg - INFO - Iter [1250/40000] lr: 8.067e-04, eta: 0:54:25, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2824, decode.acc_seg: 89.4383, loss: 0.2824 2024-01-03 10:44:46,465 - mmseg - INFO - Iter [1300/40000] lr: 8.379e-04, eta: 0:54:51, time: 0.104, data_time: 0.048, memory: 572, decode.loss_ce: 0.2770, decode.acc_seg: 89.5967, loss: 0.2770 2024-01-03 10:44:49,273 - mmseg - INFO - Iter [1350/40000] lr: 8.690e-04, eta: 0:54:05, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2555, decode.acc_seg: 90.5997, loss: 0.2555 2024-01-03 10:44:54,474 - mmseg - INFO - Iter [1400/40000] lr: 9.000e-04, eta: 0:54:28, time: 0.104, data_time: 0.048, memory: 572, decode.loss_ce: 0.2926, decode.acc_seg: 88.8156, loss: 0.2926 2024-01-03 10:44:57,282 - mmseg - INFO - Iter [1450/40000] lr: 9.310e-04, eta: 0:53:46, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2719, decode.acc_seg: 89.8420, loss: 0.2719 2024-01-03 10:45:02,539 - mmseg - INFO - Iter [1500/40000] lr: 9.619e-04, eta: 0:54:10, time: 0.105, data_time: 0.047, memory: 572, decode.loss_ce: 0.2517, decode.acc_seg: 90.3253, loss: 0.2517 2024-01-03 10:45:07,778 - mmseg - INFO - Iter [1550/40000] lr: 9.613e-04, eta: 0:54:31, time: 0.105, data_time: 0.046, memory: 572, decode.loss_ce: 0.2667, decode.acc_seg: 89.7425, loss: 0.2667 2024-01-03 10:45:10,626 - mmseg - INFO - Iter [1600/40000] lr: 9.600e-04, eta: 0:53:53, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2424, decode.acc_seg: 90.6682, loss: 0.2424 2024-01-03 10:45:15,867 - mmseg - INFO - Iter [1650/40000] lr: 9.588e-04, eta: 0:54:12, time: 0.105, data_time: 0.048, memory: 572, decode.loss_ce: 0.2545, decode.acc_seg: 90.1948, loss: 0.2545 2024-01-03 10:45:18,685 - mmseg - INFO - Iter [1700/40000] lr: 9.575e-04, eta: 0:53:36, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2322, decode.acc_seg: 91.0260, loss: 0.2322 2024-01-03 10:45:23,943 - mmseg - INFO - Iter [1750/40000] lr: 9.563e-04, eta: 0:53:55, time: 0.105, data_time: 0.047, memory: 572, decode.loss_ce: 0.2503, decode.acc_seg: 90.1698, loss: 0.2503 2024-01-03 10:45:26,801 - mmseg - INFO - Iter [1800/40000] lr: 9.550e-04, eta: 0:53:22, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2446, decode.acc_seg: 90.4285, loss: 0.2446 2024-01-03 10:45:32,064 - mmseg - INFO - Iter [1850/40000] lr: 9.538e-04, eta: 0:53:39, time: 0.105, data_time: 0.052, memory: 572, decode.loss_ce: 0.2444, decode.acc_seg: 90.4343, loss: 0.2444 2024-01-03 10:45:34,891 - mmseg - INFO - Iter [1900/40000] lr: 9.525e-04, eta: 0:53:07, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2417, decode.acc_seg: 90.8841, loss: 0.2417 2024-01-03 10:45:40,165 - mmseg - INFO - Iter [1950/40000] lr: 9.513e-04, eta: 0:53:24, time: 0.106, data_time: 0.049, memory: 572, decode.loss_ce: 0.2478, decode.acc_seg: 90.3438, loss: 0.2478 2024-01-03 10:45:42,972 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:45:42,972 - mmseg - INFO - Iter [2000/40000] lr: 9.500e-04, eta: 0:52:54, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2463, decode.acc_seg: 90.6848, loss: 0.2463 2024-01-03 10:45:48,267 - mmseg - INFO - Iter [2050/40000] lr: 9.488e-04, eta: 0:53:10, time: 0.106, data_time: 0.045, memory: 572, decode.loss_ce: 0.2340, decode.acc_seg: 90.9911, loss: 0.2340 2024-01-03 10:45:53,550 - mmseg - INFO - Iter [2100/40000] lr: 9.475e-04, eta: 0:53:25, time: 0.106, data_time: 0.047, memory: 572, decode.loss_ce: 0.2325, decode.acc_seg: 91.1283, loss: 0.2325 2024-01-03 10:45:56,390 - mmseg - INFO - Iter [2150/40000] lr: 9.463e-04, eta: 0:52:57, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2225, decode.acc_seg: 91.3677, loss: 0.2225 2024-01-03 10:46:01,649 - mmseg - INFO - Iter [2200/40000] lr: 9.450e-04, eta: 0:53:11, time: 0.105, data_time: 0.047, memory: 572, decode.loss_ce: 0.2150, decode.acc_seg: 91.5254, loss: 0.2150 2024-01-03 10:46:04,477 - mmseg - INFO - Iter [2250/40000] lr: 9.438e-04, eta: 0:52:43, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2220, decode.acc_seg: 91.3964, loss: 0.2220 2024-01-03 10:46:09,702 - mmseg - INFO - Iter [2300/40000] lr: 9.425e-04, eta: 0:52:56, time: 0.105, data_time: 0.046, memory: 572, decode.loss_ce: 0.2169, decode.acc_seg: 91.3030, loss: 0.2169 2024-01-03 10:46:12,529 - mmseg - INFO - Iter [2350/40000] lr: 9.413e-04, eta: 0:52:29, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2247, decode.acc_seg: 91.2775, loss: 0.2247 2024-01-03 10:46:17,682 - mmseg - INFO - Iter [2400/40000] lr: 9.400e-04, eta: 0:52:40, time: 0.103, data_time: 0.046, memory: 572, decode.loss_ce: 0.2303, decode.acc_seg: 91.2034, loss: 0.2303 2024-01-03 10:46:20,503 - mmseg - INFO - Iter [2450/40000] lr: 9.388e-04, eta: 0:52:15, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2161, decode.acc_seg: 91.4656, loss: 0.2161 2024-01-03 10:46:25,742 - mmseg - INFO - Iter [2500/40000] lr: 9.375e-04, eta: 0:52:27, time: 0.105, data_time: 0.046, memory: 572, decode.loss_ce: 0.2168, decode.acc_seg: 91.2938, loss: 0.2168 2024-01-03 10:46:30,956 - mmseg - INFO - Iter [2550/40000] lr: 9.363e-04, eta: 0:52:38, time: 0.104, data_time: 0.049, memory: 572, decode.loss_ce: 0.2255, decode.acc_seg: 91.0005, loss: 0.2255 2024-01-03 10:46:33,811 - mmseg - INFO - Iter [2600/40000] lr: 9.350e-04, eta: 0:52:14, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2243, decode.acc_seg: 91.1592, loss: 0.2243 2024-01-03 10:46:39,019 - mmseg - INFO - Iter [2650/40000] lr: 9.338e-04, eta: 0:52:24, time: 0.104, data_time: 0.048, memory: 572, decode.loss_ce: 0.2169, decode.acc_seg: 91.7210, loss: 0.2169 2024-01-03 10:46:41,908 - mmseg - INFO - Iter [2700/40000] lr: 9.325e-04, eta: 0:52:01, time: 0.058, data_time: 0.004, memory: 572, decode.loss_ce: 0.2355, decode.acc_seg: 90.9726, loss: 0.2355 2024-01-03 10:46:47,100 - mmseg - INFO - Iter [2750/40000] lr: 9.313e-04, eta: 0:52:11, time: 0.104, data_time: 0.050, memory: 572, decode.loss_ce: 0.2287, decode.acc_seg: 91.2370, loss: 0.2287 2024-01-03 10:46:49,945 - mmseg - INFO - Iter [2800/40000] lr: 9.300e-04, eta: 0:51:49, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2374, decode.acc_seg: 90.7706, loss: 0.2374 2024-01-03 10:46:55,123 - mmseg - INFO - Iter [2850/40000] lr: 9.288e-04, eta: 0:51:58, time: 0.104, data_time: 0.049, memory: 572, decode.loss_ce: 0.2152, decode.acc_seg: 91.6582, loss: 0.2152 2024-01-03 10:46:57,945 - mmseg - INFO - Iter [2900/40000] lr: 9.275e-04, eta: 0:51:36, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2202, decode.acc_seg: 91.3654, loss: 0.2202 2024-01-03 10:47:03,146 - mmseg - INFO - Iter [2950/40000] lr: 9.263e-04, eta: 0:51:44, time: 0.104, data_time: 0.048, memory: 572, decode.loss_ce: 0.2069, decode.acc_seg: 92.0151, loss: 0.2069 2024-01-03 10:47:05,945 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:47:05,946 - mmseg - INFO - Iter [3000/40000] lr: 9.250e-04, eta: 0:51:23, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2270, decode.acc_seg: 91.1324, loss: 0.2270 2024-01-03 10:47:11,357 - mmseg - INFO - Iter [3050/40000] lr: 9.238e-04, eta: 0:51:34, time: 0.108, data_time: 0.047, memory: 572, decode.loss_ce: 0.2150, decode.acc_seg: 91.5793, loss: 0.2150 2024-01-03 10:47:16,598 - mmseg - INFO - Iter [3100/40000] lr: 9.225e-04, eta: 0:51:42, time: 0.105, data_time: 0.047, memory: 572, decode.loss_ce: 0.2166, decode.acc_seg: 91.6168, loss: 0.2166 2024-01-03 10:47:19,450 - mmseg - INFO - Iter [3150/40000] lr: 9.213e-04, eta: 0:51:22, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2222, decode.acc_seg: 91.5594, loss: 0.2222 2024-01-03 10:47:24,717 - mmseg - INFO - Iter [3200/40000] lr: 9.200e-04, eta: 0:51:31, time: 0.105, data_time: 0.046, memory: 572, decode.loss_ce: 0.2298, decode.acc_seg: 91.1322, loss: 0.2298 2024-01-03 10:47:27,552 - mmseg - INFO - Iter [3250/40000] lr: 9.188e-04, eta: 0:51:11, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2156, decode.acc_seg: 91.5611, loss: 0.2156 2024-01-03 10:47:32,785 - mmseg - INFO - Iter [3300/40000] lr: 9.175e-04, eta: 0:51:19, time: 0.105, data_time: 0.049, memory: 572, decode.loss_ce: 0.2151, decode.acc_seg: 91.7256, loss: 0.2151 2024-01-03 10:47:35,604 - mmseg - INFO - Iter [3350/40000] lr: 9.163e-04, eta: 0:50:59, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2067, decode.acc_seg: 91.9578, loss: 0.2067 2024-01-03 10:47:40,851 - mmseg - INFO - Iter [3400/40000] lr: 9.150e-04, eta: 0:51:07, time: 0.105, data_time: 0.048, memory: 572, decode.loss_ce: 0.2086, decode.acc_seg: 91.7540, loss: 0.2086 2024-01-03 10:47:43,661 - mmseg - INFO - Iter [3450/40000] lr: 9.138e-04, eta: 0:50:48, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2118, decode.acc_seg: 91.4758, loss: 0.2118 2024-01-03 10:47:48,946 - mmseg - INFO - Iter [3500/40000] lr: 9.125e-04, eta: 0:50:55, time: 0.106, data_time: 0.049, memory: 572, decode.loss_ce: 0.2329, decode.acc_seg: 90.7560, loss: 0.2329 2024-01-03 10:47:54,054 - mmseg - INFO - Iter [3550/40000] lr: 9.113e-04, eta: 0:51:01, time: 0.102, data_time: 0.047, memory: 572, decode.loss_ce: 0.2121, decode.acc_seg: 91.9341, loss: 0.2121 2024-01-03 10:47:56,986 - mmseg - INFO - Iter [3600/40000] lr: 9.100e-04, eta: 0:50:44, time: 0.059, data_time: 0.003, memory: 572, decode.loss_ce: 0.2087, decode.acc_seg: 91.7245, loss: 0.2087 2024-01-03 10:48:02,214 - mmseg - INFO - Iter [3650/40000] lr: 9.088e-04, eta: 0:50:50, time: 0.105, data_time: 0.049, memory: 572, decode.loss_ce: 0.2167, decode.acc_seg: 91.2857, loss: 0.2167 2024-01-03 10:48:05,037 - mmseg - INFO - Iter [3700/40000] lr: 9.075e-04, eta: 0:50:32, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.1885, decode.acc_seg: 92.4311, loss: 0.1885 2024-01-03 10:48:10,282 - mmseg - INFO - Iter [3750/40000] lr: 9.063e-04, eta: 0:50:38, time: 0.105, data_time: 0.046, memory: 572, decode.loss_ce: 0.2078, decode.acc_seg: 91.7797, loss: 0.2078 2024-01-03 10:48:13,099 - mmseg - INFO - Iter [3800/40000] lr: 9.050e-04, eta: 0:50:21, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2201, decode.acc_seg: 91.3193, loss: 0.2201 2024-01-03 10:48:18,291 - mmseg - INFO - Iter [3850/40000] lr: 9.038e-04, eta: 0:50:26, time: 0.104, data_time: 0.047, memory: 572, decode.loss_ce: 0.1959, decode.acc_seg: 92.2896, loss: 0.1959 2024-01-03 10:48:21,147 - mmseg - INFO - Iter [3900/40000] lr: 9.025e-04, eta: 0:50:10, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2017, decode.acc_seg: 92.0636, loss: 0.2017 2024-01-03 10:48:26,287 - mmseg - INFO - Iter [3950/40000] lr: 9.013e-04, eta: 0:50:15, time: 0.103, data_time: 0.046, memory: 572, decode.loss_ce: 0.2127, decode.acc_seg: 91.5901, loss: 0.2127 2024-01-03 10:48:29,083 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:48:29,083 - mmseg - INFO - Iter [4000/40000] lr: 9.000e-04, eta: 0:49:58, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2102, decode.acc_seg: 91.7812, loss: 0.2102 2024-01-03 10:48:34,333 - mmseg - INFO - Iter [4050/40000] lr: 8.988e-04, eta: 0:50:03, time: 0.105, data_time: 0.048, memory: 572, decode.loss_ce: 0.2119, decode.acc_seg: 91.5090, loss: 0.2119 2024-01-03 10:48:39,629 - mmseg - INFO - Iter [4100/40000] lr: 8.975e-04, eta: 0:50:09, time: 0.106, data_time: 0.046, memory: 572, decode.loss_ce: 0.2123, decode.acc_seg: 91.6282, loss: 0.2123 2024-01-03 10:48:42,461 - mmseg - INFO - Iter [4150/40000] lr: 8.963e-04, eta: 0:49:53, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2173, decode.acc_seg: 91.3869, loss: 0.2173 2024-01-03 10:48:47,642 - mmseg - INFO - Iter [4200/40000] lr: 8.950e-04, eta: 0:49:57, time: 0.104, data_time: 0.047, memory: 572, decode.loss_ce: 0.2232, decode.acc_seg: 91.5276, loss: 0.2232 2024-01-03 10:48:50,474 - mmseg - INFO - Iter [4250/40000] lr: 8.938e-04, eta: 0:49:42, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2007, decode.acc_seg: 92.0360, loss: 0.2007 2024-01-03 10:48:55,683 - mmseg - INFO - Iter [4300/40000] lr: 8.925e-04, eta: 0:49:46, time: 0.104, data_time: 0.047, memory: 572, decode.loss_ce: 0.2034, decode.acc_seg: 91.9774, loss: 0.2034 2024-01-03 10:48:58,522 - mmseg - INFO - Iter [4350/40000] lr: 8.913e-04, eta: 0:49:31, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2037, decode.acc_seg: 92.2179, loss: 0.2037 2024-01-03 10:49:03,775 - mmseg - INFO - Iter [4400/40000] lr: 8.900e-04, eta: 0:49:36, time: 0.105, data_time: 0.046, memory: 572, decode.loss_ce: 0.2295, decode.acc_seg: 91.0609, loss: 0.2295 2024-01-03 10:49:06,607 - mmseg - INFO - Iter [4450/40000] lr: 8.888e-04, eta: 0:49:21, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2117, decode.acc_seg: 91.6990, loss: 0.2117 2024-01-03 10:49:11,888 - mmseg - INFO - Iter [4500/40000] lr: 8.875e-04, eta: 0:49:25, time: 0.106, data_time: 0.047, memory: 572, decode.loss_ce: 0.1939, decode.acc_seg: 92.3897, loss: 0.1939 2024-01-03 10:49:14,685 - mmseg - INFO - Iter [4550/40000] lr: 8.863e-04, eta: 0:49:10, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.1958, decode.acc_seg: 92.3032, loss: 0.1958 2024-01-03 10:49:19,950 - mmseg - INFO - Iter [4600/40000] lr: 8.850e-04, eta: 0:49:15, time: 0.105, data_time: 0.048, memory: 572, decode.loss_ce: 0.2075, decode.acc_seg: 91.9991, loss: 0.2075 2024-01-03 10:49:25,218 - mmseg - INFO - Iter [4650/40000] lr: 8.838e-04, eta: 0:49:19, time: 0.105, data_time: 0.048, memory: 572, decode.loss_ce: 0.2057, decode.acc_seg: 91.7686, loss: 0.2057 2024-01-03 10:49:28,035 - mmseg - INFO - Iter [4700/40000] lr: 8.825e-04, eta: 0:49:04, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2036, decode.acc_seg: 92.2299, loss: 0.2036 2024-01-03 10:49:33,287 - mmseg - INFO - Iter [4750/40000] lr: 8.813e-04, eta: 0:49:08, time: 0.105, data_time: 0.046, memory: 572, decode.loss_ce: 0.2281, decode.acc_seg: 91.0079, loss: 0.2281 2024-01-03 10:49:36,109 - mmseg - INFO - Iter [4800/40000] lr: 8.800e-04, eta: 0:48:54, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2165, decode.acc_seg: 91.5660, loss: 0.2165 2024-01-03 10:49:41,374 - mmseg - INFO - Iter [4850/40000] lr: 8.788e-04, eta: 0:48:58, time: 0.105, data_time: 0.049, memory: 572, decode.loss_ce: 0.1937, decode.acc_seg: 92.3556, loss: 0.1937 2024-01-03 10:49:44,218 - mmseg - INFO - Iter [4900/40000] lr: 8.775e-04, eta: 0:48:44, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2230, decode.acc_seg: 90.9870, loss: 0.2230 2024-01-03 10:49:49,451 - mmseg - INFO - Iter [4950/40000] lr: 8.763e-04, eta: 0:48:48, time: 0.105, data_time: 0.047, memory: 572, decode.loss_ce: 0.2305, decode.acc_seg: 91.1032, loss: 0.2305 2024-01-03 10:49:52,267 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:49:52,267 - mmseg - INFO - Iter [5000/40000] lr: 8.750e-04, eta: 0:48:34, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.1959, decode.acc_seg: 92.0260, loss: 0.1959 2024-01-03 10:49:57,574 - mmseg - INFO - Iter [5050/40000] lr: 8.738e-04, eta: 0:48:38, time: 0.106, data_time: 0.046, memory: 572, decode.loss_ce: 0.1960, decode.acc_seg: 91.9572, loss: 0.1960 2024-01-03 10:50:02,889 - mmseg - INFO - Iter [5100/40000] lr: 8.725e-04, eta: 0:48:41, time: 0.106, data_time: 0.048, memory: 572, decode.loss_ce: 0.1952, decode.acc_seg: 92.5345, loss: 0.1952 2024-01-03 10:50:05,739 - mmseg - INFO - Iter [5150/40000] lr: 8.713e-04, eta: 0:48:28, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.1947, decode.acc_seg: 92.3887, loss: 0.1947 2024-01-03 10:50:11,027 - mmseg - INFO - Iter [5200/40000] lr: 8.700e-04, eta: 0:48:31, time: 0.106, data_time: 0.047, memory: 572, decode.loss_ce: 0.2013, decode.acc_seg: 92.0610, loss: 0.2013 2024-01-03 10:50:13,862 - mmseg - INFO - Iter [5250/40000] lr: 8.688e-04, eta: 0:48:18, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2065, decode.acc_seg: 91.6340, loss: 0.2065 2024-01-03 10:50:19,023 - mmseg - INFO - Iter [5300/40000] lr: 8.675e-04, eta: 0:48:20, time: 0.103, data_time: 0.049, memory: 572, decode.loss_ce: 0.2258, decode.acc_seg: 91.2994, loss: 0.2258 2024-01-03 10:50:21,841 - mmseg - INFO - Iter [5350/40000] lr: 8.663e-04, eta: 0:48:08, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2050, decode.acc_seg: 91.7032, loss: 0.2050 2024-01-03 10:50:27,117 - mmseg - INFO - Iter [5400/40000] lr: 8.650e-04, eta: 0:48:10, time: 0.105, data_time: 0.049, memory: 572, decode.loss_ce: 0.2052, decode.acc_seg: 91.8617, loss: 0.2052 2024-01-03 10:50:29,968 - mmseg - INFO - Iter [5450/40000] lr: 8.638e-04, eta: 0:47:58, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2148, decode.acc_seg: 91.4462, loss: 0.2148 2024-01-03 10:50:35,338 - mmseg - INFO - Iter [5500/40000] lr: 8.625e-04, eta: 0:48:01, time: 0.107, data_time: 0.046, memory: 572, decode.loss_ce: 0.2003, decode.acc_seg: 92.2524, loss: 0.2003 2024-01-03 10:50:38,161 - mmseg - INFO - Iter [5550/40000] lr: 8.613e-04, eta: 0:47:49, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2053, decode.acc_seg: 91.8601, loss: 0.2053 2024-01-03 10:50:43,470 - mmseg - INFO - Iter [5600/40000] lr: 8.600e-04, eta: 0:47:52, time: 0.106, data_time: 0.047, memory: 572, decode.loss_ce: 0.2056, decode.acc_seg: 91.8763, loss: 0.2056 2024-01-03 10:50:48,726 - mmseg - INFO - Iter [5650/40000] lr: 8.588e-04, eta: 0:47:54, time: 0.105, data_time: 0.046, memory: 572, decode.loss_ce: 0.2064, decode.acc_seg: 91.8912, loss: 0.2064 2024-01-03 10:50:51,600 - mmseg - INFO - Iter [5700/40000] lr: 8.575e-04, eta: 0:47:42, time: 0.058, data_time: 0.003, memory: 572, decode.loss_ce: 0.1980, decode.acc_seg: 91.9651, loss: 0.1980 2024-01-03 10:50:56,816 - mmseg - INFO - Iter [5750/40000] lr: 8.563e-04, eta: 0:47:44, time: 0.104, data_time: 0.046, memory: 572, decode.loss_ce: 0.2128, decode.acc_seg: 91.4715, loss: 0.2128 2024-01-03 10:50:59,683 - mmseg - INFO - Iter [5800/40000] lr: 8.550e-04, eta: 0:47:32, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.1980, decode.acc_seg: 92.2063, loss: 0.1980 2024-01-03 10:51:04,960 - mmseg - INFO - Iter [5850/40000] lr: 8.538e-04, eta: 0:47:34, time: 0.106, data_time: 0.048, memory: 572, decode.loss_ce: 0.2257, decode.acc_seg: 91.3541, loss: 0.2257 2024-01-03 10:51:07,844 - mmseg - INFO - Iter [5900/40000] lr: 8.525e-04, eta: 0:47:23, time: 0.058, data_time: 0.003, memory: 572, decode.loss_ce: 0.2120, decode.acc_seg: 91.9242, loss: 0.2120 2024-01-03 10:51:13,133 - mmseg - INFO - Iter [5950/40000] lr: 8.513e-04, eta: 0:47:25, time: 0.106, data_time: 0.052, memory: 572, decode.loss_ce: 0.2039, decode.acc_seg: 92.2457, loss: 0.2039 2024-01-03 10:51:15,955 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:51:15,955 - mmseg - INFO - Iter [6000/40000] lr: 8.500e-04, eta: 0:47:13, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2026, decode.acc_seg: 92.1980, loss: 0.2026 2024-01-03 10:51:21,345 - mmseg - INFO - Iter [6050/40000] lr: 8.488e-04, eta: 0:47:16, time: 0.108, data_time: 0.047, memory: 572, decode.loss_ce: 0.1889, decode.acc_seg: 92.5149, loss: 0.1889 2024-01-03 10:51:26,615 - mmseg - INFO - Iter [6100/40000] lr: 8.475e-04, eta: 0:47:18, time: 0.105, data_time: 0.048, memory: 572, decode.loss_ce: 0.2093, decode.acc_seg: 91.5472, loss: 0.2093 2024-01-03 10:51:29,454 - mmseg - INFO - Iter [6150/40000] lr: 8.463e-04, eta: 0:47:06, time: 0.057, data_time: 0.002, memory: 572, decode.loss_ce: 0.2004, decode.acc_seg: 91.8911, loss: 0.2004 2024-01-03 10:51:34,688 - mmseg - INFO - Iter [6200/40000] lr: 8.450e-04, eta: 0:47:08, time: 0.105, data_time: 0.045, memory: 572, decode.loss_ce: 0.1967, decode.acc_seg: 92.1854, loss: 0.1967 2024-01-03 10:51:37,535 - mmseg - INFO - Iter [6250/40000] lr: 8.438e-04, eta: 0:46:56, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2039, decode.acc_seg: 91.6055, loss: 0.2039 2024-01-03 10:51:42,797 - mmseg - INFO - Iter [6300/40000] lr: 8.425e-04, eta: 0:46:58, time: 0.105, data_time: 0.048, memory: 572, decode.loss_ce: 0.1830, decode.acc_seg: 92.7055, loss: 0.1830 2024-01-03 10:51:45,660 - mmseg - INFO - Iter [6350/40000] lr: 8.413e-04, eta: 0:46:47, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.1943, decode.acc_seg: 92.5023, loss: 0.1943 2024-01-03 10:51:50,878 - mmseg - INFO - Iter [6400/40000] lr: 8.400e-04, eta: 0:46:48, time: 0.104, data_time: 0.045, memory: 572, decode.loss_ce: 0.1994, decode.acc_seg: 92.0373, loss: 0.1994 2024-01-03 10:51:53,710 - mmseg - INFO - Iter [6450/40000] lr: 8.388e-04, eta: 0:46:37, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.1898, decode.acc_seg: 92.4987, loss: 0.1898 2024-01-03 10:51:58,899 - mmseg - INFO - Iter [6500/40000] lr: 8.375e-04, eta: 0:46:38, time: 0.104, data_time: 0.047, memory: 572, decode.loss_ce: 0.2089, decode.acc_seg: 91.8857, loss: 0.2089 2024-01-03 10:52:01,679 - mmseg - INFO - Iter [6550/40000] lr: 8.363e-04, eta: 0:46:27, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2105, decode.acc_seg: 91.6404, loss: 0.2105 2024-01-03 10:52:06,894 - mmseg - INFO - Iter [6600/40000] lr: 8.350e-04, eta: 0:46:28, time: 0.104, data_time: 0.049, memory: 572, decode.loss_ce: 0.2035, decode.acc_seg: 91.9638, loss: 0.2035 2024-01-03 10:52:12,065 - mmseg - INFO - Iter [6650/40000] lr: 8.338e-04, eta: 0:46:29, time: 0.103, data_time: 0.047, memory: 572, decode.loss_ce: 0.1960, decode.acc_seg: 92.3932, loss: 0.1960 2024-01-03 10:52:14,914 - mmseg - INFO - Iter [6700/40000] lr: 8.325e-04, eta: 0:46:18, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.1922, decode.acc_seg: 92.2946, loss: 0.1922 2024-01-03 10:52:20,111 - mmseg - INFO - Iter [6750/40000] lr: 8.313e-04, eta: 0:46:19, time: 0.104, data_time: 0.046, memory: 572, decode.loss_ce: 0.2009, decode.acc_seg: 92.3484, loss: 0.2009 2024-01-03 10:52:22,950 - mmseg - INFO - Iter [6800/40000] lr: 8.300e-04, eta: 0:46:08, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2036, decode.acc_seg: 91.8096, loss: 0.2036 2024-01-03 10:52:28,135 - mmseg - INFO - Iter [6850/40000] lr: 8.288e-04, eta: 0:46:09, time: 0.104, data_time: 0.048, memory: 572, decode.loss_ce: 0.1839, decode.acc_seg: 92.6696, loss: 0.1839 2024-01-03 10:52:30,951 - mmseg - INFO - Iter [6900/40000] lr: 8.275e-04, eta: 0:45:58, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2103, decode.acc_seg: 91.7451, loss: 0.2103 2024-01-03 10:52:36,230 - mmseg - INFO - Iter [6950/40000] lr: 8.263e-04, eta: 0:45:59, time: 0.106, data_time: 0.046, memory: 572, decode.loss_ce: 0.1965, decode.acc_seg: 92.0963, loss: 0.1965 2024-01-03 10:52:39,034 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:52:39,034 - mmseg - INFO - Iter [7000/40000] lr: 8.250e-04, eta: 0:45:48, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2142, decode.acc_seg: 91.9335, loss: 0.2142 2024-01-03 10:52:44,280 - mmseg - INFO - Iter [7050/40000] lr: 8.238e-04, eta: 0:45:49, time: 0.105, data_time: 0.047, memory: 572, decode.loss_ce: 0.2024, decode.acc_seg: 92.1489, loss: 0.2024 2024-01-03 10:52:49,450 - mmseg - INFO - Iter [7100/40000] lr: 8.225e-04, eta: 0:45:50, time: 0.103, data_time: 0.047, memory: 572, decode.loss_ce: 0.1969, decode.acc_seg: 92.3563, loss: 0.1969 2024-01-03 10:52:52,303 - mmseg - INFO - Iter [7150/40000] lr: 8.213e-04, eta: 0:45:39, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2122, decode.acc_seg: 91.5383, loss: 0.2122 2024-01-03 10:52:57,625 - mmseg - INFO - Iter [7200/40000] lr: 8.200e-04, eta: 0:45:41, time: 0.106, data_time: 0.049, memory: 572, decode.loss_ce: 0.1808, decode.acc_seg: 92.9357, loss: 0.1808 2024-01-03 10:53:00,458 - mmseg - INFO - Iter [7250/40000] lr: 8.188e-04, eta: 0:45:30, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.1934, decode.acc_seg: 92.2890, loss: 0.1934 2024-01-03 10:53:05,821 - mmseg - INFO - Iter [7300/40000] lr: 8.175e-04, eta: 0:45:31, time: 0.107, data_time: 0.049, memory: 572, decode.loss_ce: 0.1862, decode.acc_seg: 92.2888, loss: 0.1862 2024-01-03 10:53:08,660 - mmseg - INFO - Iter [7350/40000] lr: 8.163e-04, eta: 0:45:21, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2007, decode.acc_seg: 92.3416, loss: 0.2007 2024-01-03 10:53:13,913 - mmseg - INFO - Iter [7400/40000] lr: 8.150e-04, eta: 0:45:22, time: 0.105, data_time: 0.048, memory: 572, decode.loss_ce: 0.1940, decode.acc_seg: 92.4597, loss: 0.1940 2024-01-03 10:53:16,748 - mmseg - INFO - Iter [7450/40000] lr: 8.138e-04, eta: 0:45:12, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2030, decode.acc_seg: 91.8763, loss: 0.2030 2024-01-03 10:53:21,953 - mmseg - INFO - Iter [7500/40000] lr: 8.125e-04, eta: 0:45:12, time: 0.104, data_time: 0.047, memory: 572, decode.loss_ce: 0.2009, decode.acc_seg: 92.0119, loss: 0.2009 2024-01-03 10:53:24,754 - mmseg - INFO - Iter [7550/40000] lr: 8.113e-04, eta: 0:45:02, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.1887, decode.acc_seg: 92.4866, loss: 0.1887 2024-01-03 10:53:29,983 - mmseg - INFO - Iter [7600/40000] lr: 8.100e-04, eta: 0:45:03, time: 0.105, data_time: 0.049, memory: 572, decode.loss_ce: 0.1831, decode.acc_seg: 92.7173, loss: 0.1831 2024-01-03 10:53:35,210 - mmseg - INFO - Iter [7650/40000] lr: 8.088e-04, eta: 0:45:03, time: 0.105, data_time: 0.049, memory: 572, decode.loss_ce: 0.1977, decode.acc_seg: 92.1783, loss: 0.1977 2024-01-03 10:53:38,056 - mmseg - INFO - Iter [7700/40000] lr: 8.075e-04, eta: 0:44:53, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2133, decode.acc_seg: 91.5412, loss: 0.2133 2024-01-03 10:53:43,419 - mmseg - INFO - Iter [7750/40000] lr: 8.063e-04, eta: 0:44:54, time: 0.107, data_time: 0.047, memory: 572, decode.loss_ce: 0.2018, decode.acc_seg: 91.9045, loss: 0.2018 2024-01-03 10:53:46,243 - mmseg - INFO - Iter [7800/40000] lr: 8.050e-04, eta: 0:44:44, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2018, decode.acc_seg: 91.9676, loss: 0.2018 2024-01-03 10:53:51,466 - mmseg - INFO - Iter [7850/40000] lr: 8.038e-04, eta: 0:44:44, time: 0.104, data_time: 0.046, memory: 572, decode.loss_ce: 0.1984, decode.acc_seg: 92.0837, loss: 0.1984 2024-01-03 10:53:54,289 - mmseg - INFO - Iter [7900/40000] lr: 8.025e-04, eta: 0:44:35, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.1988, decode.acc_seg: 92.2811, loss: 0.1988 2024-01-03 10:53:59,520 - mmseg - INFO - Iter [7950/40000] lr: 8.013e-04, eta: 0:44:35, time: 0.105, data_time: 0.047, memory: 572, decode.loss_ce: 0.1936, decode.acc_seg: 92.7771, loss: 0.1936 2024-01-03 10:54:02,339 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:54:02,339 - mmseg - INFO - Iter [8000/40000] lr: 8.000e-04, eta: 0:44:25, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.1951, decode.acc_seg: 92.0437, loss: 0.1951 2024-01-03 10:54:07,610 - mmseg - INFO - Iter [8050/40000] lr: 7.988e-04, eta: 0:44:25, time: 0.105, data_time: 0.047, memory: 572, decode.loss_ce: 0.1978, decode.acc_seg: 92.4361, loss: 0.1978 2024-01-03 10:54:12,785 - mmseg - INFO - Iter [8100/40000] lr: 7.975e-04, eta: 0:44:25, time: 0.103, data_time: 0.050, memory: 572, decode.loss_ce: 0.2090, decode.acc_seg: 91.6879, loss: 0.2090 2024-01-03 10:54:15,653 - mmseg - INFO - Iter [8150/40000] lr: 7.963e-04, eta: 0:44:16, time: 0.058, data_time: 0.003, memory: 572, decode.loss_ce: 0.1806, decode.acc_seg: 92.7889, loss: 0.1806 2024-01-03 10:54:20,895 - mmseg - INFO - Iter [8200/40000] lr: 7.950e-04, eta: 0:44:16, time: 0.105, data_time: 0.047, memory: 572, decode.loss_ce: 0.2020, decode.acc_seg: 92.1204, loss: 0.2020 2024-01-03 10:54:23,732 - mmseg - INFO - Iter [8250/40000] lr: 7.938e-04, eta: 0:44:06, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.1803, decode.acc_seg: 92.9263, loss: 0.1803 2024-01-03 10:54:28,939 - mmseg - INFO - Iter [8300/40000] lr: 7.925e-04, eta: 0:44:06, time: 0.104, data_time: 0.050, memory: 572, decode.loss_ce: 0.1835, decode.acc_seg: 92.7376, loss: 0.1835 2024-01-03 10:54:31,773 - mmseg - INFO - Iter [8350/40000] lr: 7.913e-04, eta: 0:43:57, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2135, decode.acc_seg: 91.6754, loss: 0.2135 2024-01-03 10:54:37,076 - mmseg - INFO - Iter [8400/40000] lr: 7.900e-04, eta: 0:43:57, time: 0.106, data_time: 0.047, memory: 572, decode.loss_ce: 0.1930, decode.acc_seg: 92.2429, loss: 0.1930 2024-01-03 10:54:39,912 - mmseg - INFO - Iter [8450/40000] lr: 7.888e-04, eta: 0:43:48, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.1963, decode.acc_seg: 91.9939, loss: 0.1963 2024-01-03 10:54:45,189 - mmseg - INFO - Iter [8500/40000] lr: 7.875e-04, eta: 0:43:48, time: 0.106, data_time: 0.046, memory: 572, decode.loss_ce: 0.1857, decode.acc_seg: 92.6395, loss: 0.1857 2024-01-03 10:54:48,011 - mmseg - INFO - Iter [8550/40000] lr: 7.863e-04, eta: 0:43:39, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2054, decode.acc_seg: 92.0388, loss: 0.2054 2024-01-03 10:54:53,280 - mmseg - INFO - Iter [8600/40000] lr: 7.850e-04, eta: 0:43:39, time: 0.105, data_time: 0.046, memory: 572, decode.loss_ce: 0.1724, decode.acc_seg: 93.1628, loss: 0.1724 2024-01-03 10:54:58,498 - mmseg - INFO - Iter [8650/40000] lr: 7.838e-04, eta: 0:43:38, time: 0.104, data_time: 0.047, memory: 572, decode.loss_ce: 0.1946, decode.acc_seg: 92.3253, loss: 0.1946 2024-01-03 10:55:01,316 - mmseg - INFO - Iter [8700/40000] lr: 7.825e-04, eta: 0:43:29, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.2006, decode.acc_seg: 92.2489, loss: 0.2006 2024-01-03 10:55:06,515 - mmseg - INFO - Iter [8750/40000] lr: 7.813e-04, eta: 0:43:29, time: 0.104, data_time: 0.046, memory: 572, decode.loss_ce: 0.1940, decode.acc_seg: 92.4103, loss: 0.1940 2024-01-03 10:55:09,387 - mmseg - INFO - Iter [8800/40000] lr: 7.800e-04, eta: 0:43:20, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2000, decode.acc_seg: 92.1158, loss: 0.2000 2024-01-03 10:55:14,641 - mmseg - INFO - Iter [8850/40000] lr: 7.788e-04, eta: 0:43:20, time: 0.105, data_time: 0.051, memory: 572, decode.loss_ce: 0.1834, decode.acc_seg: 92.5488, loss: 0.1834 2024-01-03 10:55:17,477 - mmseg - INFO - Iter [8900/40000] lr: 7.775e-04, eta: 0:43:11, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.1952, decode.acc_seg: 92.3707, loss: 0.1952 2024-01-03 10:55:22,744 - mmseg - INFO - Iter [8950/40000] lr: 7.763e-04, eta: 0:43:10, time: 0.105, data_time: 0.050, memory: 572, decode.loss_ce: 0.1855, decode.acc_seg: 92.7099, loss: 0.1855 2024-01-03 10:55:25,582 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:55:25,582 - mmseg - INFO - Iter [9000/40000] lr: 7.750e-04, eta: 0:43:02, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.2002, decode.acc_seg: 92.1799, loss: 0.2002 2024-01-03 10:55:30,817 - mmseg - INFO - Iter [9050/40000] lr: 7.738e-04, eta: 0:43:01, time: 0.105, data_time: 0.050, memory: 572, decode.loss_ce: 0.1936, decode.acc_seg: 92.2067, loss: 0.1936 2024-01-03 10:55:33,614 - mmseg - INFO - Iter [9100/40000] lr: 7.725e-04, eta: 0:42:52, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.1910, decode.acc_seg: 92.4102, loss: 0.1910 2024-01-03 10:55:38,859 - mmseg - INFO - Iter [9150/40000] lr: 7.713e-04, eta: 0:42:52, time: 0.105, data_time: 0.047, memory: 572, decode.loss_ce: 0.1903, decode.acc_seg: 92.1687, loss: 0.1903 2024-01-03 10:55:44,107 - mmseg - INFO - Iter [9200/40000] lr: 7.700e-04, eta: 0:42:51, time: 0.105, data_time: 0.046, memory: 572, decode.loss_ce: 0.1904, decode.acc_seg: 92.5078, loss: 0.1904 2024-01-03 10:55:46,943 - mmseg - INFO - Iter [9250/40000] lr: 7.688e-04, eta: 0:42:43, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.1945, decode.acc_seg: 92.5722, loss: 0.1945 2024-01-03 10:55:52,195 - mmseg - INFO - Iter [9300/40000] lr: 7.675e-04, eta: 0:42:42, time: 0.105, data_time: 0.047, memory: 572, decode.loss_ce: 0.1921, decode.acc_seg: 92.5438, loss: 0.1921 2024-01-03 10:55:55,046 - mmseg - INFO - Iter [9350/40000] lr: 7.663e-04, eta: 0:42:33, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.1907, decode.acc_seg: 92.3934, loss: 0.1907 2024-01-03 10:56:00,234 - mmseg - INFO - Iter [9400/40000] lr: 7.650e-04, eta: 0:42:33, time: 0.104, data_time: 0.047, memory: 572, decode.loss_ce: 0.1871, decode.acc_seg: 92.6487, loss: 0.1871 2024-01-03 10:56:03,046 - mmseg - INFO - Iter [9450/40000] lr: 7.638e-04, eta: 0:42:24, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.1938, decode.acc_seg: 92.5746, loss: 0.1938 2024-01-03 10:56:08,312 - mmseg - INFO - Iter [9500/40000] lr: 7.625e-04, eta: 0:42:23, time: 0.105, data_time: 0.047, memory: 572, decode.loss_ce: 0.1890, decode.acc_seg: 92.3709, loss: 0.1890 2024-01-03 10:56:11,125 - mmseg - INFO - Iter [9550/40000] lr: 7.613e-04, eta: 0:42:15, time: 0.056, data_time: 0.003, memory: 572, decode.loss_ce: 0.1979, decode.acc_seg: 92.0278, loss: 0.1979 2024-01-03 10:56:16,358 - mmseg - INFO - Iter [9600/40000] lr: 7.600e-04, eta: 0:42:14, time: 0.105, data_time: 0.048, memory: 572, decode.loss_ce: 0.1871, decode.acc_seg: 92.6446, loss: 0.1871 2024-01-03 10:56:21,678 - mmseg - INFO - Iter [9650/40000] lr: 7.588e-04, eta: 0:42:14, time: 0.106, data_time: 0.049, memory: 572, decode.loss_ce: 0.1919, decode.acc_seg: 92.4770, loss: 0.1919 2024-01-03 10:56:24,540 - mmseg - INFO - Iter [9700/40000] lr: 7.575e-04, eta: 0:42:05, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.1968, decode.acc_seg: 92.2880, loss: 0.1968 2024-01-03 10:56:29,675 - mmseg - INFO - Iter [9750/40000] lr: 7.563e-04, eta: 0:42:04, time: 0.103, data_time: 0.048, memory: 572, decode.loss_ce: 0.1926, decode.acc_seg: 92.5939, loss: 0.1926 2024-01-03 10:56:32,537 - mmseg - INFO - Iter [9800/40000] lr: 7.550e-04, eta: 0:41:56, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.1897, decode.acc_seg: 92.4368, loss: 0.1897 2024-01-03 10:56:37,822 - mmseg - INFO - Iter [9850/40000] lr: 7.538e-04, eta: 0:41:55, time: 0.106, data_time: 0.048, memory: 572, decode.loss_ce: 0.2123, decode.acc_seg: 91.7022, loss: 0.2123 2024-01-03 10:56:40,655 - mmseg - INFO - Iter [9900/40000] lr: 7.525e-04, eta: 0:41:47, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.1898, decode.acc_seg: 92.2280, loss: 0.1898 2024-01-03 10:56:45,882 - mmseg - INFO - Iter [9950/40000] lr: 7.513e-04, eta: 0:41:46, time: 0.105, data_time: 0.047, memory: 572, decode.loss_ce: 0.1815, decode.acc_seg: 92.9447, loss: 0.1815 2024-01-03 10:56:48,710 - mmseg - INFO - Saving checkpoint at 10000 iterations 2024-01-03 10:56:48,722 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:56:48,722 - mmseg - INFO - Iter [10000/40000] lr: 7.500e-04, eta: 0:41:38, time: 0.057, data_time: 0.003, memory: 572, decode.loss_ce: 0.1924, decode.acc_seg: 92.4772, loss: 0.1924 2024-01-03 10:57:32,295 - mmseg - INFO - per class results: 2024-01-03 10:57:32,296 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 92.02 | 95.44 | | aeroplane | 78.71 | 91.47 | | bicycle | 54.7 | 80.78 | | bird | 82.97 | 92.9 | | boat | 66.1 | 80.0 | | bottle | 66.06 | 85.92 | | bus | 86.07 | 92.68 | | car | 77.78 | 86.81 | | cat | 87.19 | 93.82 | | chair | 38.07 | 52.51 | | cow | 88.8 | 94.44 | | diningtable | 54.25 | 66.8 | | dog | 84.56 | 92.85 | | horse | 84.04 | 94.16 | | motorbike | 73.29 | 88.96 | | person | 84.02 | 91.46 | | pottedplant | 50.84 | 62.71 | | sheep | 85.32 | 94.68 | | sofa | 56.34 | 75.47 | | train | 81.19 | 92.71 | | tvmonitor | 62.07 | 76.21 | +-------------+-------+-------+ 2024-01-03 10:57:32,296 - mmseg - INFO - Summary: 2024-01-03 10:57:32,296 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 93.27 | 73.07 | 84.89 | +-------+-------+-------+ 2024-01-03 10:57:32,296 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:57:32,297 - mmseg - INFO - Iter(val) [182] aAcc: 0.9327, mIoU: 0.7307, mAcc: 0.8489, IoU.background: 0.9202, IoU.aeroplane: 0.7871, IoU.bicycle: 0.5470, IoU.bird: 0.8297, IoU.boat: 0.6610, IoU.bottle: 0.6606, IoU.bus: 0.8607, IoU.car: 0.7778, IoU.cat: 0.8719, IoU.chair: 0.3807, IoU.cow: 0.8880, IoU.diningtable: 0.5425, IoU.dog: 0.8456, IoU.horse: 0.8404, IoU.motorbike: 0.7329, IoU.person: 0.8402, IoU.pottedplant: 0.5084, IoU.sheep: 0.8532, IoU.sofa: 0.5634, IoU.train: 0.8119, IoU.tvmonitor: 0.6207, Acc.background: 0.9544, Acc.aeroplane: 0.9147, Acc.bicycle: 0.8078, Acc.bird: 0.9290, Acc.boat: 0.8000, Acc.bottle: 0.8592, Acc.bus: 0.9268, Acc.car: 0.8681, Acc.cat: 0.9382, Acc.chair: 0.5251, Acc.cow: 0.9444, Acc.diningtable: 0.6680, Acc.dog: 0.9285, Acc.horse: 0.9416, Acc.motorbike: 0.8896, Acc.person: 0.9146, Acc.pottedplant: 0.6271, Acc.sheep: 0.9468, Acc.sofa: 0.7547, Acc.train: 0.9271, Acc.tvmonitor: 0.7621 2024-01-03 10:57:37,469 - mmseg - INFO - Iter [10050/40000] lr: 7.488e-04, eta: 0:43:47, time: 0.975, data_time: 0.918, memory: 623, decode.loss_ce: 0.1916, decode.acc_seg: 92.5302, loss: 0.1916 2024-01-03 10:57:40,278 - mmseg - INFO - Iter [10100/40000] lr: 7.475e-04, eta: 0:43:37, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.2136, decode.acc_seg: 91.4316, loss: 0.2136 2024-01-03 10:57:45,618 - mmseg - INFO - Iter [10150/40000] lr: 7.463e-04, eta: 0:43:36, time: 0.107, data_time: 0.046, memory: 623, decode.loss_ce: 0.2016, decode.acc_seg: 91.9825, loss: 0.2016 2024-01-03 10:57:50,771 - mmseg - INFO - Iter [10200/40000] lr: 7.450e-04, eta: 0:43:34, time: 0.103, data_time: 0.046, memory: 623, decode.loss_ce: 0.1877, decode.acc_seg: 92.3011, loss: 0.1877 2024-01-03 10:57:53,620 - mmseg - INFO - Iter [10250/40000] lr: 7.438e-04, eta: 0:43:25, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1997, decode.acc_seg: 92.3203, loss: 0.1997 2024-01-03 10:57:58,803 - mmseg - INFO - Iter [10300/40000] lr: 7.425e-04, eta: 0:43:23, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1884, decode.acc_seg: 92.5717, loss: 0.1884 2024-01-03 10:58:01,661 - mmseg - INFO - Iter [10350/40000] lr: 7.413e-04, eta: 0:43:14, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1855, decode.acc_seg: 92.6919, loss: 0.1855 2024-01-03 10:58:06,957 - mmseg - INFO - Iter [10400/40000] lr: 7.400e-04, eta: 0:43:12, time: 0.106, data_time: 0.048, memory: 623, decode.loss_ce: 0.2024, decode.acc_seg: 91.8695, loss: 0.2024 2024-01-03 10:58:09,793 - mmseg - INFO - Iter [10450/40000] lr: 7.388e-04, eta: 0:43:04, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1965, decode.acc_seg: 92.0736, loss: 0.1965 2024-01-03 10:58:15,083 - mmseg - INFO - Iter [10500/40000] lr: 7.375e-04, eta: 0:43:02, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1839, decode.acc_seg: 92.7284, loss: 0.1839 2024-01-03 10:58:17,874 - mmseg - INFO - Iter [10550/40000] lr: 7.363e-04, eta: 0:42:53, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1875, decode.acc_seg: 92.5755, loss: 0.1875 2024-01-03 10:58:23,130 - mmseg - INFO - Iter [10600/40000] lr: 7.350e-04, eta: 0:42:51, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1972, decode.acc_seg: 92.1067, loss: 0.1972 2024-01-03 10:58:28,444 - mmseg - INFO - Iter [10650/40000] lr: 7.338e-04, eta: 0:42:49, time: 0.106, data_time: 0.049, memory: 623, decode.loss_ce: 0.1700, decode.acc_seg: 93.0666, loss: 0.1700 2024-01-03 10:58:31,263 - mmseg - INFO - Iter [10700/40000] lr: 7.325e-04, eta: 0:42:41, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1796, decode.acc_seg: 92.9077, loss: 0.1796 2024-01-03 10:58:36,542 - mmseg - INFO - Iter [10750/40000] lr: 7.313e-04, eta: 0:42:39, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1868, decode.acc_seg: 92.2519, loss: 0.1868 2024-01-03 10:58:39,342 - mmseg - INFO - Iter [10800/40000] lr: 7.300e-04, eta: 0:42:30, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1929, decode.acc_seg: 92.4472, loss: 0.1929 2024-01-03 10:58:44,622 - mmseg - INFO - Iter [10850/40000] lr: 7.288e-04, eta: 0:42:28, time: 0.106, data_time: 0.046, memory: 623, decode.loss_ce: 0.1882, decode.acc_seg: 92.6107, loss: 0.1882 2024-01-03 10:58:47,454 - mmseg - INFO - Iter [10900/40000] lr: 7.275e-04, eta: 0:42:20, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.2038, decode.acc_seg: 92.1821, loss: 0.2038 2024-01-03 10:58:52,677 - mmseg - INFO - Iter [10950/40000] lr: 7.263e-04, eta: 0:42:18, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.2037, decode.acc_seg: 91.8541, loss: 0.2037 2024-01-03 10:58:55,539 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 10:58:55,539 - mmseg - INFO - Iter [11000/40000] lr: 7.250e-04, eta: 0:42:09, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1917, decode.acc_seg: 92.5078, loss: 0.1917 2024-01-03 10:59:00,717 - mmseg - INFO - Iter [11050/40000] lr: 7.238e-04, eta: 0:42:07, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1862, decode.acc_seg: 92.5712, loss: 0.1862 2024-01-03 10:59:03,522 - mmseg - INFO - Iter [11100/40000] lr: 7.225e-04, eta: 0:41:59, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1835, decode.acc_seg: 92.8141, loss: 0.1835 2024-01-03 10:59:08,745 - mmseg - INFO - Iter [11150/40000] lr: 7.213e-04, eta: 0:41:57, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1895, decode.acc_seg: 92.5473, loss: 0.1895 2024-01-03 10:59:13,995 - mmseg - INFO - Iter [11200/40000] lr: 7.200e-04, eta: 0:41:54, time: 0.105, data_time: 0.048, memory: 623, decode.loss_ce: 0.2004, decode.acc_seg: 91.9120, loss: 0.2004 2024-01-03 10:59:16,829 - mmseg - INFO - Iter [11250/40000] lr: 7.188e-04, eta: 0:41:46, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1913, decode.acc_seg: 92.3077, loss: 0.1913 2024-01-03 10:59:22,004 - mmseg - INFO - Iter [11300/40000] lr: 7.175e-04, eta: 0:41:44, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1932, decode.acc_seg: 92.3614, loss: 0.1932 2024-01-03 10:59:24,827 - mmseg - INFO - Iter [11350/40000] lr: 7.163e-04, eta: 0:41:36, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1844, decode.acc_seg: 92.7358, loss: 0.1844 2024-01-03 10:59:30,118 - mmseg - INFO - Iter [11400/40000] lr: 7.150e-04, eta: 0:41:34, time: 0.106, data_time: 0.046, memory: 623, decode.loss_ce: 0.1881, decode.acc_seg: 92.3076, loss: 0.1881 2024-01-03 10:59:32,987 - mmseg - INFO - Iter [11450/40000] lr: 7.138e-04, eta: 0:41:26, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.2059, decode.acc_seg: 91.8060, loss: 0.2059 2024-01-03 10:59:38,198 - mmseg - INFO - Iter [11500/40000] lr: 7.125e-04, eta: 0:41:23, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1842, decode.acc_seg: 92.6209, loss: 0.1842 2024-01-03 10:59:41,009 - mmseg - INFO - Iter [11550/40000] lr: 7.113e-04, eta: 0:41:15, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1770, decode.acc_seg: 92.9684, loss: 0.1770 2024-01-03 10:59:46,270 - mmseg - INFO - Iter [11600/40000] lr: 7.100e-04, eta: 0:41:13, time: 0.105, data_time: 0.049, memory: 623, decode.loss_ce: 0.1798, decode.acc_seg: 92.9501, loss: 0.1798 2024-01-03 10:59:51,477 - mmseg - INFO - Iter [11650/40000] lr: 7.088e-04, eta: 0:41:11, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.2039, decode.acc_seg: 92.0027, loss: 0.2039 2024-01-03 10:59:54,319 - mmseg - INFO - Iter [11700/40000] lr: 7.075e-04, eta: 0:41:03, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1889, decode.acc_seg: 92.5907, loss: 0.1889 2024-01-03 10:59:59,470 - mmseg - INFO - Iter [11750/40000] lr: 7.063e-04, eta: 0:41:00, time: 0.103, data_time: 0.048, memory: 623, decode.loss_ce: 0.1947, decode.acc_seg: 92.2948, loss: 0.1947 2024-01-03 11:00:02,278 - mmseg - INFO - Iter [11800/40000] lr: 7.050e-04, eta: 0:40:52, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1965, decode.acc_seg: 92.1629, loss: 0.1965 2024-01-03 11:00:07,479 - mmseg - INFO - Iter [11850/40000] lr: 7.038e-04, eta: 0:40:50, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1806, decode.acc_seg: 92.6826, loss: 0.1806 2024-01-03 11:00:10,279 - mmseg - INFO - Iter [11900/40000] lr: 7.025e-04, eta: 0:40:42, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1856, decode.acc_seg: 92.6936, loss: 0.1856 2024-01-03 11:00:15,444 - mmseg - INFO - Iter [11950/40000] lr: 7.013e-04, eta: 0:40:39, time: 0.103, data_time: 0.047, memory: 623, decode.loss_ce: 0.1900, decode.acc_seg: 92.4730, loss: 0.1900 2024-01-03 11:00:18,268 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:00:18,268 - mmseg - INFO - Iter [12000/40000] lr: 7.000e-04, eta: 0:40:32, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1904, decode.acc_seg: 92.3246, loss: 0.1904 2024-01-03 11:00:23,393 - mmseg - INFO - Iter [12050/40000] lr: 6.988e-04, eta: 0:40:29, time: 0.102, data_time: 0.047, memory: 623, decode.loss_ce: 0.1973, decode.acc_seg: 92.1082, loss: 0.1973 2024-01-03 11:00:26,202 - mmseg - INFO - Iter [12100/40000] lr: 6.975e-04, eta: 0:40:21, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1850, decode.acc_seg: 92.7250, loss: 0.1850 2024-01-03 11:00:31,523 - mmseg - INFO - Iter [12150/40000] lr: 6.963e-04, eta: 0:40:19, time: 0.106, data_time: 0.048, memory: 623, decode.loss_ce: 0.2020, decode.acc_seg: 91.8721, loss: 0.2020 2024-01-03 11:00:36,752 - mmseg - INFO - Iter [12200/40000] lr: 6.950e-04, eta: 0:40:17, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1981, decode.acc_seg: 92.4527, loss: 0.1981 2024-01-03 11:00:39,558 - mmseg - INFO - Iter [12250/40000] lr: 6.938e-04, eta: 0:40:09, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1971, decode.acc_seg: 92.1857, loss: 0.1971 2024-01-03 11:00:44,843 - mmseg - INFO - Iter [12300/40000] lr: 6.925e-04, eta: 0:40:07, time: 0.106, data_time: 0.050, memory: 623, decode.loss_ce: 0.1932, decode.acc_seg: 92.0700, loss: 0.1932 2024-01-03 11:00:47,678 - mmseg - INFO - Iter [12350/40000] lr: 6.913e-04, eta: 0:39:59, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1946, decode.acc_seg: 92.3373, loss: 0.1946 2024-01-03 11:00:52,862 - mmseg - INFO - Iter [12400/40000] lr: 6.900e-04, eta: 0:39:56, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1907, decode.acc_seg: 92.1945, loss: 0.1907 2024-01-03 11:00:55,715 - mmseg - INFO - Iter [12450/40000] lr: 6.888e-04, eta: 0:39:49, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1806, decode.acc_seg: 92.6305, loss: 0.1806 2024-01-03 11:01:00,922 - mmseg - INFO - Iter [12500/40000] lr: 6.875e-04, eta: 0:39:46, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1788, decode.acc_seg: 92.8412, loss: 0.1788 2024-01-03 11:01:03,752 - mmseg - INFO - Iter [12550/40000] lr: 6.863e-04, eta: 0:39:39, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.2022, decode.acc_seg: 91.8819, loss: 0.2022 2024-01-03 11:01:09,087 - mmseg - INFO - Iter [12600/40000] lr: 6.850e-04, eta: 0:39:37, time: 0.107, data_time: 0.048, memory: 623, decode.loss_ce: 0.1920, decode.acc_seg: 92.3392, loss: 0.1920 2024-01-03 11:01:14,247 - mmseg - INFO - Iter [12650/40000] lr: 6.838e-04, eta: 0:39:34, time: 0.103, data_time: 0.047, memory: 623, decode.loss_ce: 0.1883, decode.acc_seg: 92.5308, loss: 0.1883 2024-01-03 11:01:17,078 - mmseg - INFO - Iter [12700/40000] lr: 6.825e-04, eta: 0:39:26, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1867, decode.acc_seg: 92.4884, loss: 0.1867 2024-01-03 11:01:22,303 - mmseg - INFO - Iter [12750/40000] lr: 6.813e-04, eta: 0:39:24, time: 0.105, data_time: 0.048, memory: 623, decode.loss_ce: 0.2059, decode.acc_seg: 91.7205, loss: 0.2059 2024-01-03 11:01:25,135 - mmseg - INFO - Iter [12800/40000] lr: 6.800e-04, eta: 0:39:16, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1858, decode.acc_seg: 92.6571, loss: 0.1858 2024-01-03 11:01:30,385 - mmseg - INFO - Iter [12850/40000] lr: 6.788e-04, eta: 0:39:14, time: 0.105, data_time: 0.048, memory: 623, decode.loss_ce: 0.1846, decode.acc_seg: 92.6922, loss: 0.1846 2024-01-03 11:01:33,228 - mmseg - INFO - Iter [12900/40000] lr: 6.775e-04, eta: 0:39:07, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.2014, decode.acc_seg: 92.2311, loss: 0.2014 2024-01-03 11:01:38,440 - mmseg - INFO - Iter [12950/40000] lr: 6.763e-04, eta: 0:39:04, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1868, decode.acc_seg: 92.7299, loss: 0.1868 2024-01-03 11:01:41,255 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:01:41,255 - mmseg - INFO - Iter [13000/40000] lr: 6.750e-04, eta: 0:38:57, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1885, decode.acc_seg: 92.2017, loss: 0.1885 2024-01-03 11:01:46,476 - mmseg - INFO - Iter [13050/40000] lr: 6.738e-04, eta: 0:38:54, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1859, decode.acc_seg: 92.5762, loss: 0.1859 2024-01-03 11:01:49,315 - mmseg - INFO - Iter [13100/40000] lr: 6.725e-04, eta: 0:38:47, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.2005, decode.acc_seg: 92.0443, loss: 0.2005 2024-01-03 11:01:54,516 - mmseg - INFO - Iter [13150/40000] lr: 6.713e-04, eta: 0:38:44, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1916, decode.acc_seg: 92.5524, loss: 0.1916 2024-01-03 11:01:59,737 - mmseg - INFO - Iter [13200/40000] lr: 6.700e-04, eta: 0:38:42, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1898, decode.acc_seg: 92.5834, loss: 0.1898 2024-01-03 11:02:02,583 - mmseg - INFO - Iter [13250/40000] lr: 6.688e-04, eta: 0:38:34, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1848, decode.acc_seg: 92.6588, loss: 0.1848 2024-01-03 11:02:07,810 - mmseg - INFO - Iter [13300/40000] lr: 6.675e-04, eta: 0:38:32, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1880, decode.acc_seg: 92.3911, loss: 0.1880 2024-01-03 11:02:10,637 - mmseg - INFO - Iter [13350/40000] lr: 6.663e-04, eta: 0:38:25, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1958, decode.acc_seg: 92.2216, loss: 0.1958 2024-01-03 11:02:15,809 - mmseg - INFO - Iter [13400/40000] lr: 6.650e-04, eta: 0:38:22, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1859, decode.acc_seg: 92.9178, loss: 0.1859 2024-01-03 11:02:18,659 - mmseg - INFO - Iter [13450/40000] lr: 6.638e-04, eta: 0:38:15, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1819, decode.acc_seg: 92.7238, loss: 0.1819 2024-01-03 11:02:23,849 - mmseg - INFO - Iter [13500/40000] lr: 6.625e-04, eta: 0:38:12, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1858, decode.acc_seg: 92.4689, loss: 0.1858 2024-01-03 11:02:26,689 - mmseg - INFO - Iter [13550/40000] lr: 6.613e-04, eta: 0:38:05, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1831, decode.acc_seg: 92.6562, loss: 0.1831 2024-01-03 11:02:31,936 - mmseg - INFO - Iter [13600/40000] lr: 6.600e-04, eta: 0:38:02, time: 0.105, data_time: 0.048, memory: 623, decode.loss_ce: 0.1844, decode.acc_seg: 92.5534, loss: 0.1844 2024-01-03 11:02:34,719 - mmseg - INFO - Iter [13650/40000] lr: 6.588e-04, eta: 0:37:55, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1864, decode.acc_seg: 92.3793, loss: 0.1864 2024-01-03 11:02:39,940 - mmseg - INFO - Iter [13700/40000] lr: 6.575e-04, eta: 0:37:52, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1867, decode.acc_seg: 92.5462, loss: 0.1867 2024-01-03 11:02:45,149 - mmseg - INFO - Iter [13750/40000] lr: 6.563e-04, eta: 0:37:50, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1899, decode.acc_seg: 92.6917, loss: 0.1899 2024-01-03 11:02:47,977 - mmseg - INFO - Iter [13800/40000] lr: 6.550e-04, eta: 0:37:43, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1964, decode.acc_seg: 92.3061, loss: 0.1964 2024-01-03 11:02:53,242 - mmseg - INFO - Iter [13850/40000] lr: 6.538e-04, eta: 0:37:40, time: 0.105, data_time: 0.050, memory: 623, decode.loss_ce: 0.1604, decode.acc_seg: 93.4379, loss: 0.1604 2024-01-03 11:02:56,061 - mmseg - INFO - Iter [13900/40000] lr: 6.525e-04, eta: 0:37:33, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1857, decode.acc_seg: 92.4525, loss: 0.1857 2024-01-03 11:03:01,325 - mmseg - INFO - Iter [13950/40000] lr: 6.513e-04, eta: 0:37:30, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.2008, decode.acc_seg: 92.0430, loss: 0.2008 2024-01-03 11:03:04,211 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:03:04,212 - mmseg - INFO - Iter [14000/40000] lr: 6.500e-04, eta: 0:37:23, time: 0.058, data_time: 0.003, memory: 623, decode.loss_ce: 0.1784, decode.acc_seg: 92.8402, loss: 0.1784 2024-01-03 11:03:09,455 - mmseg - INFO - Iter [14050/40000] lr: 6.488e-04, eta: 0:37:21, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1988, decode.acc_seg: 91.9342, loss: 0.1988 2024-01-03 11:03:12,252 - mmseg - INFO - Iter [14100/40000] lr: 6.475e-04, eta: 0:37:14, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1855, decode.acc_seg: 92.7322, loss: 0.1855 2024-01-03 11:03:17,467 - mmseg - INFO - Iter [14150/40000] lr: 6.463e-04, eta: 0:37:11, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1829, decode.acc_seg: 92.9204, loss: 0.1829 2024-01-03 11:03:22,765 - mmseg - INFO - Iter [14200/40000] lr: 6.450e-04, eta: 0:37:08, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1905, decode.acc_seg: 92.4711, loss: 0.1905 2024-01-03 11:03:25,610 - mmseg - INFO - Iter [14250/40000] lr: 6.438e-04, eta: 0:37:01, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1844, decode.acc_seg: 92.7594, loss: 0.1844 2024-01-03 11:03:30,941 - mmseg - INFO - Iter [14300/40000] lr: 6.425e-04, eta: 0:36:59, time: 0.107, data_time: 0.046, memory: 623, decode.loss_ce: 0.1763, decode.acc_seg: 92.9560, loss: 0.1763 2024-01-03 11:03:33,752 - mmseg - INFO - Iter [14350/40000] lr: 6.413e-04, eta: 0:36:52, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1933, decode.acc_seg: 92.2451, loss: 0.1933 2024-01-03 11:03:39,042 - mmseg - INFO - Iter [14400/40000] lr: 6.400e-04, eta: 0:36:49, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1780, decode.acc_seg: 92.9991, loss: 0.1780 2024-01-03 11:03:41,890 - mmseg - INFO - Iter [14450/40000] lr: 6.388e-04, eta: 0:36:42, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1761, decode.acc_seg: 92.9909, loss: 0.1761 2024-01-03 11:03:47,121 - mmseg - INFO - Iter [14500/40000] lr: 6.375e-04, eta: 0:36:40, time: 0.105, data_time: 0.049, memory: 623, decode.loss_ce: 0.1901, decode.acc_seg: 92.5023, loss: 0.1901 2024-01-03 11:03:49,955 - mmseg - INFO - Iter [14550/40000] lr: 6.363e-04, eta: 0:36:33, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1977, decode.acc_seg: 92.2505, loss: 0.1977 2024-01-03 11:03:55,202 - mmseg - INFO - Iter [14600/40000] lr: 6.350e-04, eta: 0:36:30, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1927, decode.acc_seg: 92.4473, loss: 0.1927 2024-01-03 11:03:58,000 - mmseg - INFO - Iter [14650/40000] lr: 6.338e-04, eta: 0:36:23, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1885, decode.acc_seg: 92.5327, loss: 0.1885 2024-01-03 11:04:03,226 - mmseg - INFO - Iter [14700/40000] lr: 6.325e-04, eta: 0:36:21, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.2025, decode.acc_seg: 92.1417, loss: 0.2025 2024-01-03 11:04:08,358 - mmseg - INFO - Iter [14750/40000] lr: 6.313e-04, eta: 0:36:18, time: 0.103, data_time: 0.047, memory: 623, decode.loss_ce: 0.1798, decode.acc_seg: 92.6424, loss: 0.1798 2024-01-03 11:04:11,186 - mmseg - INFO - Iter [14800/40000] lr: 6.300e-04, eta: 0:36:11, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1894, decode.acc_seg: 92.4768, loss: 0.1894 2024-01-03 11:04:16,424 - mmseg - INFO - Iter [14850/40000] lr: 6.288e-04, eta: 0:36:08, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1896, decode.acc_seg: 92.4904, loss: 0.1896 2024-01-03 11:04:19,258 - mmseg - INFO - Iter [14900/40000] lr: 6.275e-04, eta: 0:36:01, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1784, decode.acc_seg: 92.6588, loss: 0.1784 2024-01-03 11:04:24,460 - mmseg - INFO - Iter [14950/40000] lr: 6.263e-04, eta: 0:35:58, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1835, decode.acc_seg: 92.6208, loss: 0.1835 2024-01-03 11:04:27,287 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:04:27,287 - mmseg - INFO - Iter [15000/40000] lr: 6.250e-04, eta: 0:35:52, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1888, decode.acc_seg: 92.5100, loss: 0.1888 2024-01-03 11:04:32,571 - mmseg - INFO - Iter [15050/40000] lr: 6.238e-04, eta: 0:35:49, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1928, decode.acc_seg: 92.2255, loss: 0.1928 2024-01-03 11:04:35,421 - mmseg - INFO - Iter [15100/40000] lr: 6.225e-04, eta: 0:35:42, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1847, decode.acc_seg: 92.6336, loss: 0.1847 2024-01-03 11:04:40,618 - mmseg - INFO - Iter [15150/40000] lr: 6.213e-04, eta: 0:35:39, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1822, decode.acc_seg: 92.6085, loss: 0.1822 2024-01-03 11:04:45,834 - mmseg - INFO - Iter [15200/40000] lr: 6.200e-04, eta: 0:35:37, time: 0.104, data_time: 0.051, memory: 623, decode.loss_ce: 0.2015, decode.acc_seg: 92.1532, loss: 0.2015 2024-01-03 11:04:48,656 - mmseg - INFO - Iter [15250/40000] lr: 6.188e-04, eta: 0:35:30, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1806, decode.acc_seg: 92.6523, loss: 0.1806 2024-01-03 11:04:53,860 - mmseg - INFO - Iter [15300/40000] lr: 6.175e-04, eta: 0:35:27, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1779, decode.acc_seg: 92.8177, loss: 0.1779 2024-01-03 11:04:56,694 - mmseg - INFO - Iter [15350/40000] lr: 6.163e-04, eta: 0:35:20, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1794, decode.acc_seg: 92.9320, loss: 0.1794 2024-01-03 11:05:01,893 - mmseg - INFO - Iter [15400/40000] lr: 6.150e-04, eta: 0:35:18, time: 0.104, data_time: 0.051, memory: 623, decode.loss_ce: 0.1856, decode.acc_seg: 92.6931, loss: 0.1856 2024-01-03 11:05:04,720 - mmseg - INFO - Iter [15450/40000] lr: 6.138e-04, eta: 0:35:11, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1919, decode.acc_seg: 92.5731, loss: 0.1919 2024-01-03 11:05:10,026 - mmseg - INFO - Iter [15500/40000] lr: 6.125e-04, eta: 0:35:08, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1785, decode.acc_seg: 92.9814, loss: 0.1785 2024-01-03 11:05:12,855 - mmseg - INFO - Iter [15550/40000] lr: 6.113e-04, eta: 0:35:02, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1813, decode.acc_seg: 92.7629, loss: 0.1813 2024-01-03 11:05:18,051 - mmseg - INFO - Iter [15600/40000] lr: 6.100e-04, eta: 0:34:59, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1880, decode.acc_seg: 92.4790, loss: 0.1880 2024-01-03 11:05:20,838 - mmseg - INFO - Iter [15650/40000] lr: 6.088e-04, eta: 0:34:52, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1861, decode.acc_seg: 92.4951, loss: 0.1861 2024-01-03 11:05:26,067 - mmseg - INFO - Iter [15700/40000] lr: 6.075e-04, eta: 0:34:49, time: 0.105, data_time: 0.048, memory: 623, decode.loss_ce: 0.1838, decode.acc_seg: 92.8813, loss: 0.1838 2024-01-03 11:05:31,309 - mmseg - INFO - Iter [15750/40000] lr: 6.063e-04, eta: 0:34:46, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1911, decode.acc_seg: 92.6906, loss: 0.1911 2024-01-03 11:05:34,153 - mmseg - INFO - Iter [15800/40000] lr: 6.050e-04, eta: 0:34:40, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1820, decode.acc_seg: 92.7757, loss: 0.1820 2024-01-03 11:05:39,334 - mmseg - INFO - Iter [15850/40000] lr: 6.038e-04, eta: 0:34:37, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1946, decode.acc_seg: 92.0117, loss: 0.1946 2024-01-03 11:05:42,202 - mmseg - INFO - Iter [15900/40000] lr: 6.025e-04, eta: 0:34:30, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1786, decode.acc_seg: 92.9016, loss: 0.1786 2024-01-03 11:05:47,460 - mmseg - INFO - Iter [15950/40000] lr: 6.013e-04, eta: 0:34:27, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1944, decode.acc_seg: 92.3459, loss: 0.1944 2024-01-03 11:05:50,301 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:05:50,301 - mmseg - INFO - Iter [16000/40000] lr: 6.000e-04, eta: 0:34:21, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1827, decode.acc_seg: 92.7113, loss: 0.1827 2024-01-03 11:05:55,569 - mmseg - INFO - Iter [16050/40000] lr: 5.988e-04, eta: 0:34:18, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1852, decode.acc_seg: 92.7448, loss: 0.1852 2024-01-03 11:05:58,405 - mmseg - INFO - Iter [16100/40000] lr: 5.975e-04, eta: 0:34:12, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1889, decode.acc_seg: 92.5491, loss: 0.1889 2024-01-03 11:06:03,630 - mmseg - INFO - Iter [16150/40000] lr: 5.963e-04, eta: 0:34:09, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1770, decode.acc_seg: 93.0156, loss: 0.1770 2024-01-03 11:06:08,863 - mmseg - INFO - Iter [16200/40000] lr: 5.950e-04, eta: 0:34:06, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1745, decode.acc_seg: 92.8292, loss: 0.1745 2024-01-03 11:06:11,741 - mmseg - INFO - Iter [16250/40000] lr: 5.938e-04, eta: 0:33:59, time: 0.058, data_time: 0.003, memory: 623, decode.loss_ce: 0.1839, decode.acc_seg: 92.9520, loss: 0.1839 2024-01-03 11:06:16,978 - mmseg - INFO - Iter [16300/40000] lr: 5.925e-04, eta: 0:33:57, time: 0.105, data_time: 0.048, memory: 623, decode.loss_ce: 0.1854, decode.acc_seg: 92.6702, loss: 0.1854 2024-01-03 11:06:19,817 - mmseg - INFO - Iter [16350/40000] lr: 5.913e-04, eta: 0:33:50, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1840, decode.acc_seg: 92.8712, loss: 0.1840 2024-01-03 11:06:25,036 - mmseg - INFO - Iter [16400/40000] lr: 5.900e-04, eta: 0:33:47, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1954, decode.acc_seg: 92.4676, loss: 0.1954 2024-01-03 11:06:27,889 - mmseg - INFO - Iter [16450/40000] lr: 5.888e-04, eta: 0:33:41, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1914, decode.acc_seg: 92.2168, loss: 0.1914 2024-01-03 11:06:33,090 - mmseg - INFO - Iter [16500/40000] lr: 5.875e-04, eta: 0:33:38, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1872, decode.acc_seg: 92.5711, loss: 0.1872 2024-01-03 11:06:35,910 - mmseg - INFO - Iter [16550/40000] lr: 5.863e-04, eta: 0:33:31, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1996, decode.acc_seg: 92.0892, loss: 0.1996 2024-01-03 11:06:41,128 - mmseg - INFO - Iter [16600/40000] lr: 5.850e-04, eta: 0:33:28, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1876, decode.acc_seg: 92.6788, loss: 0.1876 2024-01-03 11:06:43,916 - mmseg - INFO - Iter [16650/40000] lr: 5.838e-04, eta: 0:33:22, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1903, decode.acc_seg: 92.4180, loss: 0.1903 2024-01-03 11:06:49,211 - mmseg - INFO - Iter [16700/40000] lr: 5.825e-04, eta: 0:33:19, time: 0.106, data_time: 0.046, memory: 623, decode.loss_ce: 0.2082, decode.acc_seg: 91.7084, loss: 0.2082 2024-01-03 11:06:54,451 - mmseg - INFO - Iter [16750/40000] lr: 5.813e-04, eta: 0:33:16, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1636, decode.acc_seg: 93.4142, loss: 0.1636 2024-01-03 11:06:57,294 - mmseg - INFO - Iter [16800/40000] lr: 5.800e-04, eta: 0:33:10, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1848, decode.acc_seg: 92.4804, loss: 0.1848 2024-01-03 11:07:02,470 - mmseg - INFO - Iter [16850/40000] lr: 5.788e-04, eta: 0:33:07, time: 0.104, data_time: 0.050, memory: 623, decode.loss_ce: 0.1837, decode.acc_seg: 92.5665, loss: 0.1837 2024-01-03 11:07:05,317 - mmseg - INFO - Iter [16900/40000] lr: 5.775e-04, eta: 0:33:01, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1990, decode.acc_seg: 92.2497, loss: 0.1990 2024-01-03 11:07:10,470 - mmseg - INFO - Iter [16950/40000] lr: 5.763e-04, eta: 0:32:57, time: 0.103, data_time: 0.048, memory: 623, decode.loss_ce: 0.1880, decode.acc_seg: 92.4589, loss: 0.1880 2024-01-03 11:07:13,323 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:07:13,323 - mmseg - INFO - Iter [17000/40000] lr: 5.750e-04, eta: 0:32:51, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1831, decode.acc_seg: 92.5245, loss: 0.1831 2024-01-03 11:07:18,610 - mmseg - INFO - Iter [17050/40000] lr: 5.738e-04, eta: 0:32:48, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1768, decode.acc_seg: 92.9746, loss: 0.1768 2024-01-03 11:07:21,437 - mmseg - INFO - Iter [17100/40000] lr: 5.725e-04, eta: 0:32:42, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1842, decode.acc_seg: 92.4276, loss: 0.1842 2024-01-03 11:07:26,662 - mmseg - INFO - Iter [17150/40000] lr: 5.713e-04, eta: 0:32:39, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1967, decode.acc_seg: 92.3727, loss: 0.1967 2024-01-03 11:07:31,749 - mmseg - INFO - Iter [17200/40000] lr: 5.700e-04, eta: 0:32:36, time: 0.102, data_time: 0.049, memory: 623, decode.loss_ce: 0.1767, decode.acc_seg: 92.9879, loss: 0.1767 2024-01-03 11:07:34,762 - mmseg - INFO - Iter [17250/40000] lr: 5.688e-04, eta: 0:32:30, time: 0.060, data_time: 0.003, memory: 623, decode.loss_ce: 0.1795, decode.acc_seg: 92.8312, loss: 0.1795 2024-01-03 11:07:40,065 - mmseg - INFO - Iter [17300/40000] lr: 5.675e-04, eta: 0:32:27, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1964, decode.acc_seg: 92.3833, loss: 0.1964 2024-01-03 11:07:42,901 - mmseg - INFO - Iter [17350/40000] lr: 5.663e-04, eta: 0:32:21, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1857, decode.acc_seg: 92.5131, loss: 0.1857 2024-01-03 11:07:48,108 - mmseg - INFO - Iter [17400/40000] lr: 5.650e-04, eta: 0:32:18, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1897, decode.acc_seg: 92.3934, loss: 0.1897 2024-01-03 11:07:50,935 - mmseg - INFO - Iter [17450/40000] lr: 5.638e-04, eta: 0:32:11, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1814, decode.acc_seg: 92.8280, loss: 0.1814 2024-01-03 11:07:56,101 - mmseg - INFO - Iter [17500/40000] lr: 5.625e-04, eta: 0:32:08, time: 0.103, data_time: 0.046, memory: 623, decode.loss_ce: 0.1786, decode.acc_seg: 93.0822, loss: 0.1786 2024-01-03 11:07:58,912 - mmseg - INFO - Iter [17550/40000] lr: 5.613e-04, eta: 0:32:02, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1981, decode.acc_seg: 92.0719, loss: 0.1981 2024-01-03 11:08:04,093 - mmseg - INFO - Iter [17600/40000] lr: 5.600e-04, eta: 0:31:59, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.2016, decode.acc_seg: 92.2650, loss: 0.2016 2024-01-03 11:08:06,886 - mmseg - INFO - Iter [17650/40000] lr: 5.588e-04, eta: 0:31:53, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1888, decode.acc_seg: 92.4988, loss: 0.1888 2024-01-03 11:08:12,109 - mmseg - INFO - Iter [17700/40000] lr: 5.575e-04, eta: 0:31:50, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1774, decode.acc_seg: 92.9410, loss: 0.1774 2024-01-03 11:08:17,379 - mmseg - INFO - Iter [17750/40000] lr: 5.563e-04, eta: 0:31:47, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1931, decode.acc_seg: 92.2773, loss: 0.1931 2024-01-03 11:08:20,193 - mmseg - INFO - Iter [17800/40000] lr: 5.550e-04, eta: 0:31:40, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1693, decode.acc_seg: 93.0674, loss: 0.1693 2024-01-03 11:08:25,390 - mmseg - INFO - Iter [17850/40000] lr: 5.538e-04, eta: 0:31:37, time: 0.104, data_time: 0.045, memory: 623, decode.loss_ce: 0.1960, decode.acc_seg: 92.2420, loss: 0.1960 2024-01-03 11:08:28,205 - mmseg - INFO - Iter [17900/40000] lr: 5.525e-04, eta: 0:31:31, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1834, decode.acc_seg: 92.6197, loss: 0.1834 2024-01-03 11:08:33,435 - mmseg - INFO - Iter [17950/40000] lr: 5.513e-04, eta: 0:31:28, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.2002, decode.acc_seg: 91.9074, loss: 0.2002 2024-01-03 11:08:36,303 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:08:36,303 - mmseg - INFO - Iter [18000/40000] lr: 5.500e-04, eta: 0:31:22, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1919, decode.acc_seg: 92.3578, loss: 0.1919 2024-01-03 11:08:41,634 - mmseg - INFO - Iter [18050/40000] lr: 5.488e-04, eta: 0:31:19, time: 0.107, data_time: 0.050, memory: 623, decode.loss_ce: 0.1789, decode.acc_seg: 92.9309, loss: 0.1789 2024-01-03 11:08:44,457 - mmseg - INFO - Iter [18100/40000] lr: 5.475e-04, eta: 0:31:13, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1779, decode.acc_seg: 92.7524, loss: 0.1779 2024-01-03 11:08:49,664 - mmseg - INFO - Iter [18150/40000] lr: 5.463e-04, eta: 0:31:10, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1851, decode.acc_seg: 92.6525, loss: 0.1851 2024-01-03 11:08:52,439 - mmseg - INFO - Iter [18200/40000] lr: 5.450e-04, eta: 0:31:04, time: 0.055, data_time: 0.003, memory: 623, decode.loss_ce: 0.1852, decode.acc_seg: 92.7296, loss: 0.1852 2024-01-03 11:08:57,678 - mmseg - INFO - Iter [18250/40000] lr: 5.438e-04, eta: 0:31:01, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1794, decode.acc_seg: 92.7246, loss: 0.1794 2024-01-03 11:09:02,839 - mmseg - INFO - Iter [18300/40000] lr: 5.425e-04, eta: 0:30:57, time: 0.103, data_time: 0.046, memory: 623, decode.loss_ce: 0.1839, decode.acc_seg: 93.0176, loss: 0.1839 2024-01-03 11:09:05,656 - mmseg - INFO - Iter [18350/40000] lr: 5.413e-04, eta: 0:30:51, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1843, decode.acc_seg: 92.5825, loss: 0.1843 2024-01-03 11:09:10,837 - mmseg - INFO - Iter [18400/40000] lr: 5.400e-04, eta: 0:30:48, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1665, decode.acc_seg: 93.2438, loss: 0.1665 2024-01-03 11:09:13,672 - mmseg - INFO - Iter [18450/40000] lr: 5.388e-04, eta: 0:30:42, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1822, decode.acc_seg: 92.9260, loss: 0.1822 2024-01-03 11:09:18,886 - mmseg - INFO - Iter [18500/40000] lr: 5.375e-04, eta: 0:30:39, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1821, decode.acc_seg: 92.5771, loss: 0.1821 2024-01-03 11:09:21,716 - mmseg - INFO - Iter [18550/40000] lr: 5.363e-04, eta: 0:30:33, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1807, decode.acc_seg: 92.9094, loss: 0.1807 2024-01-03 11:09:26,960 - mmseg - INFO - Iter [18600/40000] lr: 5.350e-04, eta: 0:30:30, time: 0.105, data_time: 0.048, memory: 623, decode.loss_ce: 0.1742, decode.acc_seg: 93.0449, loss: 0.1742 2024-01-03 11:09:29,798 - mmseg - INFO - Iter [18650/40000] lr: 5.338e-04, eta: 0:30:24, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1833, decode.acc_seg: 92.5566, loss: 0.1833 2024-01-03 11:09:35,025 - mmseg - INFO - Iter [18700/40000] lr: 5.325e-04, eta: 0:30:21, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1933, decode.acc_seg: 92.3531, loss: 0.1933 2024-01-03 11:09:40,269 - mmseg - INFO - Iter [18750/40000] lr: 5.313e-04, eta: 0:30:18, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1737, decode.acc_seg: 93.0729, loss: 0.1737 2024-01-03 11:09:43,099 - mmseg - INFO - Iter [18800/40000] lr: 5.300e-04, eta: 0:30:12, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1822, decode.acc_seg: 92.7170, loss: 0.1822 2024-01-03 11:09:48,275 - mmseg - INFO - Iter [18850/40000] lr: 5.288e-04, eta: 0:30:09, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1861, decode.acc_seg: 92.5243, loss: 0.1861 2024-01-03 11:09:51,104 - mmseg - INFO - Iter [18900/40000] lr: 5.275e-04, eta: 0:30:03, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1813, decode.acc_seg: 92.7003, loss: 0.1813 2024-01-03 11:09:56,267 - mmseg - INFO - Iter [18950/40000] lr: 5.263e-04, eta: 0:29:59, time: 0.103, data_time: 0.048, memory: 623, decode.loss_ce: 0.1741, decode.acc_seg: 92.8308, loss: 0.1741 2024-01-03 11:09:59,105 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:09:59,105 - mmseg - INFO - Iter [19000/40000] lr: 5.250e-04, eta: 0:29:53, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1855, decode.acc_seg: 92.5210, loss: 0.1855 2024-01-03 11:10:04,296 - mmseg - INFO - Iter [19050/40000] lr: 5.238e-04, eta: 0:29:50, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1766, decode.acc_seg: 93.0254, loss: 0.1766 2024-01-03 11:10:07,140 - mmseg - INFO - Iter [19100/40000] lr: 5.225e-04, eta: 0:29:44, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1998, decode.acc_seg: 91.8836, loss: 0.1998 2024-01-03 11:10:12,382 - mmseg - INFO - Iter [19150/40000] lr: 5.213e-04, eta: 0:29:41, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1778, decode.acc_seg: 93.0167, loss: 0.1778 2024-01-03 11:10:15,186 - mmseg - INFO - Iter [19200/40000] lr: 5.200e-04, eta: 0:29:35, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1886, decode.acc_seg: 92.3434, loss: 0.1886 2024-01-03 11:10:20,491 - mmseg - INFO - Iter [19250/40000] lr: 5.188e-04, eta: 0:29:32, time: 0.106, data_time: 0.052, memory: 623, decode.loss_ce: 0.1905, decode.acc_seg: 92.4308, loss: 0.1905 2024-01-03 11:10:25,746 - mmseg - INFO - Iter [19300/40000] lr: 5.175e-04, eta: 0:29:29, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1802, decode.acc_seg: 92.7627, loss: 0.1802 2024-01-03 11:10:28,572 - mmseg - INFO - Iter [19350/40000] lr: 5.163e-04, eta: 0:29:23, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1872, decode.acc_seg: 92.4197, loss: 0.1872 2024-01-03 11:10:33,940 - mmseg - INFO - Iter [19400/40000] lr: 5.150e-04, eta: 0:29:20, time: 0.107, data_time: 0.046, memory: 623, decode.loss_ce: 0.1888, decode.acc_seg: 92.5256, loss: 0.1888 2024-01-03 11:10:36,793 - mmseg - INFO - Iter [19450/40000] lr: 5.138e-04, eta: 0:29:14, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1809, decode.acc_seg: 92.8274, loss: 0.1809 2024-01-03 11:10:41,978 - mmseg - INFO - Iter [19500/40000] lr: 5.125e-04, eta: 0:29:11, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1889, decode.acc_seg: 92.3612, loss: 0.1889 2024-01-03 11:10:44,802 - mmseg - INFO - Iter [19550/40000] lr: 5.113e-04, eta: 0:29:05, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1825, decode.acc_seg: 92.6121, loss: 0.1825 2024-01-03 11:10:50,043 - mmseg - INFO - Iter [19600/40000] lr: 5.100e-04, eta: 0:29:02, time: 0.105, data_time: 0.051, memory: 623, decode.loss_ce: 0.1841, decode.acc_seg: 92.6139, loss: 0.1841 2024-01-03 11:10:52,859 - mmseg - INFO - Iter [19650/40000] lr: 5.088e-04, eta: 0:28:56, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1675, decode.acc_seg: 93.4098, loss: 0.1675 2024-01-03 11:10:58,190 - mmseg - INFO - Iter [19700/40000] lr: 5.075e-04, eta: 0:28:53, time: 0.107, data_time: 0.046, memory: 623, decode.loss_ce: 0.1826, decode.acc_seg: 92.6772, loss: 0.1826 2024-01-03 11:11:03,402 - mmseg - INFO - Iter [19750/40000] lr: 5.063e-04, eta: 0:28:50, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1840, decode.acc_seg: 92.4689, loss: 0.1840 2024-01-03 11:11:06,253 - mmseg - INFO - Iter [19800/40000] lr: 5.050e-04, eta: 0:28:44, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1737, decode.acc_seg: 92.9505, loss: 0.1737 2024-01-03 11:11:11,564 - mmseg - INFO - Iter [19850/40000] lr: 5.038e-04, eta: 0:28:41, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1949, decode.acc_seg: 92.0847, loss: 0.1949 2024-01-03 11:11:14,413 - mmseg - INFO - Iter [19900/40000] lr: 5.025e-04, eta: 0:28:35, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1806, decode.acc_seg: 92.8539, loss: 0.1806 2024-01-03 11:11:19,618 - mmseg - INFO - Iter [19950/40000] lr: 5.013e-04, eta: 0:28:32, time: 0.104, data_time: 0.049, memory: 623, decode.loss_ce: 0.1784, decode.acc_seg: 92.9296, loss: 0.1784 2024-01-03 11:11:22,433 - mmseg - INFO - Saving checkpoint at 20000 iterations 2024-01-03 11:11:22,531 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:11:22,532 - mmseg - INFO - Iter [20000/40000] lr: 5.000e-04, eta: 0:28:26, time: 0.058, data_time: 0.003, memory: 623, decode.loss_ce: 0.1816, decode.acc_seg: 92.8192, loss: 0.1816 2024-01-03 11:11:33,258 - mmseg - INFO - per class results: 2024-01-03 11:11:33,259 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 92.1 | 95.79 | | aeroplane | 77.52 | 86.38 | | bicycle | 55.97 | 79.67 | | bird | 81.95 | 92.0 | | boat | 65.45 | 77.73 | | bottle | 64.8 | 87.57 | | bus | 86.03 | 92.28 | | car | 78.03 | 86.04 | | cat | 87.1 | 94.4 | | chair | 37.18 | 56.4 | | cow | 88.32 | 94.5 | | diningtable | 52.58 | 62.57 | | dog | 83.84 | 91.87 | | horse | 85.02 | 91.62 | | motorbike | 73.58 | 83.93 | | person | 83.46 | 92.43 | | pottedplant | 47.07 | 54.58 | | sheep | 86.55 | 93.5 | | sofa | 54.3 | 71.46 | | train | 82.45 | 90.6 | | tvmonitor | 60.02 | 71.73 | +-------------+-------+-------+ 2024-01-03 11:11:33,259 - mmseg - INFO - Summary: 2024-01-03 11:11:33,259 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 93.23 | 72.54 | 83.19 | +-------+-------+-------+ 2024-01-03 11:11:33,259 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:11:33,259 - mmseg - INFO - Iter(val) [182] aAcc: 0.9323, mIoU: 0.7254, mAcc: 0.8319, IoU.background: 0.9210, IoU.aeroplane: 0.7752, IoU.bicycle: 0.5597, IoU.bird: 0.8195, IoU.boat: 0.6545, IoU.bottle: 0.6480, IoU.bus: 0.8603, IoU.car: 0.7803, IoU.cat: 0.8710, IoU.chair: 0.3718, IoU.cow: 0.8832, IoU.diningtable: 0.5258, IoU.dog: 0.8384, IoU.horse: 0.8502, IoU.motorbike: 0.7358, IoU.person: 0.8346, IoU.pottedplant: 0.4707, IoU.sheep: 0.8655, IoU.sofa: 0.5430, IoU.train: 0.8245, IoU.tvmonitor: 0.6002, Acc.background: 0.9579, Acc.aeroplane: 0.8638, Acc.bicycle: 0.7967, Acc.bird: 0.9200, Acc.boat: 0.7773, Acc.bottle: 0.8757, Acc.bus: 0.9228, Acc.car: 0.8604, Acc.cat: 0.9440, Acc.chair: 0.5640, Acc.cow: 0.9450, Acc.diningtable: 0.6257, Acc.dog: 0.9187, Acc.horse: 0.9162, Acc.motorbike: 0.8393, Acc.person: 0.9243, Acc.pottedplant: 0.5458, Acc.sheep: 0.9350, Acc.sofa: 0.7146, Acc.train: 0.9060, Acc.tvmonitor: 0.7173 2024-01-03 11:11:38,572 - mmseg - INFO - Iter [20050/40000] lr: 4.988e-04, eta: 0:28:33, time: 0.321, data_time: 0.261, memory: 623, decode.loss_ce: 0.1709, decode.acc_seg: 93.1521, loss: 0.1709 2024-01-03 11:11:41,399 - mmseg - INFO - Iter [20100/40000] lr: 4.975e-04, eta: 0:28:28, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1758, decode.acc_seg: 93.0030, loss: 0.1758 2024-01-03 11:11:46,648 - mmseg - INFO - Iter [20150/40000] lr: 4.963e-04, eta: 0:28:24, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1812, decode.acc_seg: 92.6712, loss: 0.1812 2024-01-03 11:11:49,448 - mmseg - INFO - Iter [20200/40000] lr: 4.950e-04, eta: 0:28:19, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1891, decode.acc_seg: 92.5925, loss: 0.1891 2024-01-03 11:11:54,720 - mmseg - INFO - Iter [20250/40000] lr: 4.938e-04, eta: 0:28:15, time: 0.105, data_time: 0.049, memory: 623, decode.loss_ce: 0.1647, decode.acc_seg: 93.2729, loss: 0.1647 2024-01-03 11:11:59,933 - mmseg - INFO - Iter [20300/40000] lr: 4.925e-04, eta: 0:28:12, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1924, decode.acc_seg: 92.1715, loss: 0.1924 2024-01-03 11:12:02,811 - mmseg - INFO - Iter [20350/40000] lr: 4.913e-04, eta: 0:28:06, time: 0.058, data_time: 0.003, memory: 623, decode.loss_ce: 0.1739, decode.acc_seg: 93.1279, loss: 0.1739 2024-01-03 11:12:08,102 - mmseg - INFO - Iter [20400/40000] lr: 4.900e-04, eta: 0:28:03, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1832, decode.acc_seg: 92.5061, loss: 0.1832 2024-01-03 11:12:10,966 - mmseg - INFO - Iter [20450/40000] lr: 4.888e-04, eta: 0:27:57, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1763, decode.acc_seg: 92.9470, loss: 0.1763 2024-01-03 11:12:16,234 - mmseg - INFO - Iter [20500/40000] lr: 4.875e-04, eta: 0:27:54, time: 0.105, data_time: 0.049, memory: 623, decode.loss_ce: 0.1878, decode.acc_seg: 92.6413, loss: 0.1878 2024-01-03 11:12:19,049 - mmseg - INFO - Iter [20550/40000] lr: 4.863e-04, eta: 0:27:48, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1729, decode.acc_seg: 93.0086, loss: 0.1729 2024-01-03 11:12:24,313 - mmseg - INFO - Iter [20600/40000] lr: 4.850e-04, eta: 0:27:45, time: 0.105, data_time: 0.049, memory: 623, decode.loss_ce: 0.1798, decode.acc_seg: 92.6765, loss: 0.1798 2024-01-03 11:12:27,155 - mmseg - INFO - Iter [20650/40000] lr: 4.838e-04, eta: 0:27:39, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1877, decode.acc_seg: 92.4928, loss: 0.1877 2024-01-03 11:12:32,404 - mmseg - INFO - Iter [20700/40000] lr: 4.825e-04, eta: 0:27:36, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1724, decode.acc_seg: 92.8961, loss: 0.1724 2024-01-03 11:12:37,607 - mmseg - INFO - Iter [20750/40000] lr: 4.813e-04, eta: 0:27:32, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1961, decode.acc_seg: 92.2441, loss: 0.1961 2024-01-03 11:12:40,418 - mmseg - INFO - Iter [20800/40000] lr: 4.800e-04, eta: 0:27:27, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1774, decode.acc_seg: 93.0313, loss: 0.1774 2024-01-03 11:12:45,656 - mmseg - INFO - Iter [20850/40000] lr: 4.788e-04, eta: 0:27:23, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1821, decode.acc_seg: 92.6699, loss: 0.1821 2024-01-03 11:12:48,487 - mmseg - INFO - Iter [20900/40000] lr: 4.775e-04, eta: 0:27:18, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1727, decode.acc_seg: 92.9963, loss: 0.1727 2024-01-03 11:12:53,655 - mmseg - INFO - Iter [20950/40000] lr: 4.763e-04, eta: 0:27:14, time: 0.103, data_time: 0.046, memory: 623, decode.loss_ce: 0.1731, decode.acc_seg: 93.1837, loss: 0.1731 2024-01-03 11:12:56,496 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:12:56,496 - mmseg - INFO - Iter [21000/40000] lr: 4.750e-04, eta: 0:27:09, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1817, decode.acc_seg: 92.9126, loss: 0.1817 2024-01-03 11:13:01,759 - mmseg - INFO - Iter [21050/40000] lr: 4.738e-04, eta: 0:27:05, time: 0.105, data_time: 0.048, memory: 623, decode.loss_ce: 0.1740, decode.acc_seg: 92.9844, loss: 0.1740 2024-01-03 11:13:04,633 - mmseg - INFO - Iter [21100/40000] lr: 4.725e-04, eta: 0:27:00, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1843, decode.acc_seg: 92.7476, loss: 0.1843 2024-01-03 11:13:09,895 - mmseg - INFO - Iter [21150/40000] lr: 4.713e-04, eta: 0:26:56, time: 0.105, data_time: 0.049, memory: 623, decode.loss_ce: 0.1792, decode.acc_seg: 92.8080, loss: 0.1792 2024-01-03 11:13:12,685 - mmseg - INFO - Iter [21200/40000] lr: 4.700e-04, eta: 0:26:51, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1900, decode.acc_seg: 92.3375, loss: 0.1900 2024-01-03 11:13:17,978 - mmseg - INFO - Iter [21250/40000] lr: 4.688e-04, eta: 0:26:47, time: 0.106, data_time: 0.048, memory: 623, decode.loss_ce: 0.1693, decode.acc_seg: 93.1428, loss: 0.1693 2024-01-03 11:13:23,246 - mmseg - INFO - Iter [21300/40000] lr: 4.675e-04, eta: 0:26:44, time: 0.105, data_time: 0.048, memory: 623, decode.loss_ce: 0.1885, decode.acc_seg: 92.2688, loss: 0.1885 2024-01-03 11:13:26,120 - mmseg - INFO - Iter [21350/40000] lr: 4.663e-04, eta: 0:26:38, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1792, decode.acc_seg: 92.7871, loss: 0.1792 2024-01-03 11:13:31,385 - mmseg - INFO - Iter [21400/40000] lr: 4.650e-04, eta: 0:26:35, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1804, decode.acc_seg: 92.5408, loss: 0.1804 2024-01-03 11:13:34,216 - mmseg - INFO - Iter [21450/40000] lr: 4.638e-04, eta: 0:26:29, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1918, decode.acc_seg: 92.4075, loss: 0.1918 2024-01-03 11:13:39,402 - mmseg - INFO - Iter [21500/40000] lr: 4.625e-04, eta: 0:26:26, time: 0.104, data_time: 0.050, memory: 623, decode.loss_ce: 0.1854, decode.acc_seg: 92.5255, loss: 0.1854 2024-01-03 11:13:42,245 - mmseg - INFO - Iter [21550/40000] lr: 4.613e-04, eta: 0:26:20, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1748, decode.acc_seg: 92.9874, loss: 0.1748 2024-01-03 11:13:47,425 - mmseg - INFO - Iter [21600/40000] lr: 4.600e-04, eta: 0:26:17, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1714, decode.acc_seg: 92.9443, loss: 0.1714 2024-01-03 11:13:50,255 - mmseg - INFO - Iter [21650/40000] lr: 4.588e-04, eta: 0:26:11, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1831, decode.acc_seg: 92.8313, loss: 0.1831 2024-01-03 11:13:55,506 - mmseg - INFO - Iter [21700/40000] lr: 4.575e-04, eta: 0:26:08, time: 0.105, data_time: 0.045, memory: 623, decode.loss_ce: 0.1754, decode.acc_seg: 92.8558, loss: 0.1754 2024-01-03 11:14:00,652 - mmseg - INFO - Iter [21750/40000] lr: 4.563e-04, eta: 0:26:04, time: 0.103, data_time: 0.047, memory: 623, decode.loss_ce: 0.1943, decode.acc_seg: 92.2005, loss: 0.1943 2024-01-03 11:14:03,519 - mmseg - INFO - Iter [21800/40000] lr: 4.550e-04, eta: 0:25:59, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1825, decode.acc_seg: 92.5855, loss: 0.1825 2024-01-03 11:14:08,816 - mmseg - INFO - Iter [21850/40000] lr: 4.538e-04, eta: 0:25:55, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1970, decode.acc_seg: 92.2712, loss: 0.1970 2024-01-03 11:14:11,626 - mmseg - INFO - Iter [21900/40000] lr: 4.525e-04, eta: 0:25:50, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1710, decode.acc_seg: 93.3571, loss: 0.1710 2024-01-03 11:14:16,891 - mmseg - INFO - Iter [21950/40000] lr: 4.513e-04, eta: 0:25:46, time: 0.105, data_time: 0.048, memory: 623, decode.loss_ce: 0.1921, decode.acc_seg: 92.2436, loss: 0.1921 2024-01-03 11:14:19,742 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:14:19,742 - mmseg - INFO - Iter [22000/40000] lr: 4.500e-04, eta: 0:25:41, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1682, decode.acc_seg: 93.2510, loss: 0.1682 2024-01-03 11:14:24,898 - mmseg - INFO - Iter [22050/40000] lr: 4.488e-04, eta: 0:25:37, time: 0.103, data_time: 0.046, memory: 623, decode.loss_ce: 0.1694, decode.acc_seg: 93.2737, loss: 0.1694 2024-01-03 11:14:27,743 - mmseg - INFO - Iter [22100/40000] lr: 4.475e-04, eta: 0:25:32, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1788, decode.acc_seg: 92.7512, loss: 0.1788 2024-01-03 11:14:32,880 - mmseg - INFO - Iter [22150/40000] lr: 4.463e-04, eta: 0:25:28, time: 0.103, data_time: 0.047, memory: 623, decode.loss_ce: 0.1837, decode.acc_seg: 92.5457, loss: 0.1837 2024-01-03 11:14:35,693 - mmseg - INFO - Iter [22200/40000] lr: 4.450e-04, eta: 0:25:23, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1753, decode.acc_seg: 93.1313, loss: 0.1753 2024-01-03 11:14:40,960 - mmseg - INFO - Iter [22250/40000] lr: 4.438e-04, eta: 0:25:19, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1772, decode.acc_seg: 92.9145, loss: 0.1772 2024-01-03 11:14:46,171 - mmseg - INFO - Iter [22300/40000] lr: 4.425e-04, eta: 0:25:16, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1817, decode.acc_seg: 92.5631, loss: 0.1817 2024-01-03 11:14:48,997 - mmseg - INFO - Iter [22350/40000] lr: 4.413e-04, eta: 0:25:10, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1793, decode.acc_seg: 92.8316, loss: 0.1793 2024-01-03 11:14:54,257 - mmseg - INFO - Iter [22400/40000] lr: 4.400e-04, eta: 0:25:07, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1672, decode.acc_seg: 93.4552, loss: 0.1672 2024-01-03 11:14:57,114 - mmseg - INFO - Iter [22450/40000] lr: 4.388e-04, eta: 0:25:01, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1943, decode.acc_seg: 92.2765, loss: 0.1943 2024-01-03 11:15:02,327 - mmseg - INFO - Iter [22500/40000] lr: 4.375e-04, eta: 0:24:58, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1873, decode.acc_seg: 92.5987, loss: 0.1873 2024-01-03 11:15:05,143 - mmseg - INFO - Iter [22550/40000] lr: 4.363e-04, eta: 0:24:52, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1895, decode.acc_seg: 92.7886, loss: 0.1895 2024-01-03 11:15:10,331 - mmseg - INFO - Iter [22600/40000] lr: 4.350e-04, eta: 0:24:49, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1841, decode.acc_seg: 92.7183, loss: 0.1841 2024-01-03 11:15:13,162 - mmseg - INFO - Iter [22650/40000] lr: 4.338e-04, eta: 0:24:43, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1727, decode.acc_seg: 93.1167, loss: 0.1727 2024-01-03 11:15:18,412 - mmseg - INFO - Iter [22700/40000] lr: 4.325e-04, eta: 0:24:40, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1796, decode.acc_seg: 92.8584, loss: 0.1796 2024-01-03 11:15:21,215 - mmseg - INFO - Iter [22750/40000] lr: 4.313e-04, eta: 0:24:34, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1823, decode.acc_seg: 92.5825, loss: 0.1823 2024-01-03 11:15:26,395 - mmseg - INFO - Iter [22800/40000] lr: 4.300e-04, eta: 0:24:31, time: 0.104, data_time: 0.049, memory: 623, decode.loss_ce: 0.1755, decode.acc_seg: 92.9849, loss: 0.1755 2024-01-03 11:15:31,628 - mmseg - INFO - Iter [22850/40000] lr: 4.288e-04, eta: 0:24:27, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1701, decode.acc_seg: 93.1558, loss: 0.1701 2024-01-03 11:15:34,475 - mmseg - INFO - Iter [22900/40000] lr: 4.275e-04, eta: 0:24:22, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1957, decode.acc_seg: 92.1140, loss: 0.1957 2024-01-03 11:15:39,757 - mmseg - INFO - Iter [22950/40000] lr: 4.263e-04, eta: 0:24:18, time: 0.106, data_time: 0.048, memory: 623, decode.loss_ce: 0.1704, decode.acc_seg: 93.3153, loss: 0.1704 2024-01-03 11:15:42,603 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:15:42,603 - mmseg - INFO - Iter [23000/40000] lr: 4.250e-04, eta: 0:24:13, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1637, decode.acc_seg: 93.4374, loss: 0.1637 2024-01-03 11:15:47,919 - mmseg - INFO - Iter [23050/40000] lr: 4.238e-04, eta: 0:24:10, time: 0.106, data_time: 0.050, memory: 623, decode.loss_ce: 0.1678, decode.acc_seg: 93.3712, loss: 0.1678 2024-01-03 11:15:50,731 - mmseg - INFO - Iter [23100/40000] lr: 4.225e-04, eta: 0:24:04, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1829, decode.acc_seg: 92.7090, loss: 0.1829 2024-01-03 11:15:56,014 - mmseg - INFO - Iter [23150/40000] lr: 4.213e-04, eta: 0:24:01, time: 0.106, data_time: 0.045, memory: 623, decode.loss_ce: 0.1825, decode.acc_seg: 92.9576, loss: 0.1825 2024-01-03 11:15:58,815 - mmseg - INFO - Iter [23200/40000] lr: 4.200e-04, eta: 0:23:55, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1914, decode.acc_seg: 92.2164, loss: 0.1914 2024-01-03 11:16:04,147 - mmseg - INFO - Iter [23250/40000] lr: 4.188e-04, eta: 0:23:52, time: 0.107, data_time: 0.048, memory: 623, decode.loss_ce: 0.1778, decode.acc_seg: 93.0463, loss: 0.1778 2024-01-03 11:16:09,325 - mmseg - INFO - Iter [23300/40000] lr: 4.175e-04, eta: 0:23:48, time: 0.104, data_time: 0.049, memory: 623, decode.loss_ce: 0.1787, decode.acc_seg: 92.9226, loss: 0.1787 2024-01-03 11:16:12,154 - mmseg - INFO - Iter [23350/40000] lr: 4.163e-04, eta: 0:23:43, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1766, decode.acc_seg: 93.1051, loss: 0.1766 2024-01-03 11:16:17,379 - mmseg - INFO - Iter [23400/40000] lr: 4.150e-04, eta: 0:23:39, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1797, decode.acc_seg: 92.4655, loss: 0.1797 2024-01-03 11:16:20,222 - mmseg - INFO - Iter [23450/40000] lr: 4.138e-04, eta: 0:23:34, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1942, decode.acc_seg: 92.5703, loss: 0.1942 2024-01-03 11:16:25,463 - mmseg - INFO - Iter [23500/40000] lr: 4.125e-04, eta: 0:23:30, time: 0.105, data_time: 0.048, memory: 623, decode.loss_ce: 0.1793, decode.acc_seg: 92.6691, loss: 0.1793 2024-01-03 11:16:28,284 - mmseg - INFO - Iter [23550/40000] lr: 4.113e-04, eta: 0:23:25, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1690, decode.acc_seg: 93.1908, loss: 0.1690 2024-01-03 11:16:33,497 - mmseg - INFO - Iter [23600/40000] lr: 4.100e-04, eta: 0:23:21, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1823, decode.acc_seg: 92.8118, loss: 0.1823 2024-01-03 11:16:36,339 - mmseg - INFO - Iter [23650/40000] lr: 4.088e-04, eta: 0:23:16, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1634, decode.acc_seg: 93.4450, loss: 0.1634 2024-01-03 11:16:41,681 - mmseg - INFO - Iter [23700/40000] lr: 4.075e-04, eta: 0:23:13, time: 0.107, data_time: 0.045, memory: 623, decode.loss_ce: 0.1741, decode.acc_seg: 92.8781, loss: 0.1741 2024-01-03 11:16:44,477 - mmseg - INFO - Iter [23750/40000] lr: 4.063e-04, eta: 0:23:07, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1741, decode.acc_seg: 92.8364, loss: 0.1741 2024-01-03 11:16:49,767 - mmseg - INFO - Iter [23800/40000] lr: 4.050e-04, eta: 0:23:04, time: 0.106, data_time: 0.048, memory: 623, decode.loss_ce: 0.1876, decode.acc_seg: 92.5663, loss: 0.1876 2024-01-03 11:16:55,101 - mmseg - INFO - Iter [23850/40000] lr: 4.038e-04, eta: 0:23:00, time: 0.107, data_time: 0.047, memory: 623, decode.loss_ce: 0.1744, decode.acc_seg: 93.0712, loss: 0.1744 2024-01-03 11:16:57,927 - mmseg - INFO - Iter [23900/40000] lr: 4.025e-04, eta: 0:22:55, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1829, decode.acc_seg: 92.7564, loss: 0.1829 2024-01-03 11:17:03,157 - mmseg - INFO - Iter [23950/40000] lr: 4.013e-04, eta: 0:22:51, time: 0.105, data_time: 0.050, memory: 623, decode.loss_ce: 0.1605, decode.acc_seg: 93.5426, loss: 0.1605 2024-01-03 11:17:05,977 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:17:05,978 - mmseg - INFO - Iter [24000/40000] lr: 4.000e-04, eta: 0:22:46, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1822, decode.acc_seg: 92.5793, loss: 0.1822 2024-01-03 11:17:11,230 - mmseg - INFO - Iter [24050/40000] lr: 3.988e-04, eta: 0:22:43, time: 0.105, data_time: 0.049, memory: 623, decode.loss_ce: 0.1830, decode.acc_seg: 92.7350, loss: 0.1830 2024-01-03 11:17:14,045 - mmseg - INFO - Iter [24100/40000] lr: 3.975e-04, eta: 0:22:37, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1766, decode.acc_seg: 92.9088, loss: 0.1766 2024-01-03 11:17:19,350 - mmseg - INFO - Iter [24150/40000] lr: 3.963e-04, eta: 0:22:34, time: 0.106, data_time: 0.046, memory: 623, decode.loss_ce: 0.1794, decode.acc_seg: 92.9696, loss: 0.1794 2024-01-03 11:17:22,158 - mmseg - INFO - Iter [24200/40000] lr: 3.950e-04, eta: 0:22:28, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1795, decode.acc_seg: 92.9775, loss: 0.1795 2024-01-03 11:17:27,363 - mmseg - INFO - Iter [24250/40000] lr: 3.938e-04, eta: 0:22:25, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1771, decode.acc_seg: 93.1216, loss: 0.1771 2024-01-03 11:17:32,514 - mmseg - INFO - Iter [24300/40000] lr: 3.925e-04, eta: 0:22:21, time: 0.103, data_time: 0.046, memory: 623, decode.loss_ce: 0.1693, decode.acc_seg: 93.3528, loss: 0.1693 2024-01-03 11:17:35,358 - mmseg - INFO - Iter [24350/40000] lr: 3.913e-04, eta: 0:22:16, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1759, decode.acc_seg: 92.7144, loss: 0.1759 2024-01-03 11:17:40,577 - mmseg - INFO - Iter [24400/40000] lr: 3.900e-04, eta: 0:22:12, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1772, decode.acc_seg: 92.9467, loss: 0.1772 2024-01-03 11:17:43,427 - mmseg - INFO - Iter [24450/40000] lr: 3.888e-04, eta: 0:22:07, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1839, decode.acc_seg: 92.6963, loss: 0.1839 2024-01-03 11:17:48,607 - mmseg - INFO - Iter [24500/40000] lr: 3.875e-04, eta: 0:22:03, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1796, decode.acc_seg: 92.7826, loss: 0.1796 2024-01-03 11:17:51,431 - mmseg - INFO - Iter [24550/40000] lr: 3.863e-04, eta: 0:21:58, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1867, decode.acc_seg: 92.6221, loss: 0.1867 2024-01-03 11:17:56,676 - mmseg - INFO - Iter [24600/40000] lr: 3.850e-04, eta: 0:21:55, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1817, decode.acc_seg: 93.0225, loss: 0.1817 2024-01-03 11:17:59,513 - mmseg - INFO - Iter [24650/40000] lr: 3.838e-04, eta: 0:21:49, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1850, decode.acc_seg: 92.5942, loss: 0.1850 2024-01-03 11:18:04,875 - mmseg - INFO - Iter [24700/40000] lr: 3.825e-04, eta: 0:21:46, time: 0.107, data_time: 0.045, memory: 623, decode.loss_ce: 0.1852, decode.acc_seg: 92.4859, loss: 0.1852 2024-01-03 11:18:07,679 - mmseg - INFO - Iter [24750/40000] lr: 3.813e-04, eta: 0:21:41, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1794, decode.acc_seg: 92.7592, loss: 0.1794 2024-01-03 11:18:12,934 - mmseg - INFO - Iter [24800/40000] lr: 3.800e-04, eta: 0:21:37, time: 0.105, data_time: 0.049, memory: 623, decode.loss_ce: 0.1798, decode.acc_seg: 92.7012, loss: 0.1798 2024-01-03 11:18:18,190 - mmseg - INFO - Iter [24850/40000] lr: 3.788e-04, eta: 0:21:33, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1881, decode.acc_seg: 92.4339, loss: 0.1881 2024-01-03 11:18:20,983 - mmseg - INFO - Iter [24900/40000] lr: 3.775e-04, eta: 0:21:28, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1799, decode.acc_seg: 92.8895, loss: 0.1799 2024-01-03 11:18:26,164 - mmseg - INFO - Iter [24950/40000] lr: 3.763e-04, eta: 0:21:24, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1940, decode.acc_seg: 92.3685, loss: 0.1940 2024-01-03 11:18:29,001 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:18:29,002 - mmseg - INFO - Iter [25000/40000] lr: 3.750e-04, eta: 0:21:19, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1787, decode.acc_seg: 93.0150, loss: 0.1787 2024-01-03 11:18:34,209 - mmseg - INFO - Iter [25050/40000] lr: 3.738e-04, eta: 0:21:16, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1813, decode.acc_seg: 92.7594, loss: 0.1813 2024-01-03 11:18:37,039 - mmseg - INFO - Iter [25100/40000] lr: 3.725e-04, eta: 0:21:10, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1800, decode.acc_seg: 92.7420, loss: 0.1800 2024-01-03 11:18:42,235 - mmseg - INFO - Iter [25150/40000] lr: 3.713e-04, eta: 0:21:07, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1764, decode.acc_seg: 92.9550, loss: 0.1764 2024-01-03 11:18:45,041 - mmseg - INFO - Iter [25200/40000] lr: 3.700e-04, eta: 0:21:02, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1627, decode.acc_seg: 93.4878, loss: 0.1627 2024-01-03 11:18:50,276 - mmseg - INFO - Iter [25250/40000] lr: 3.688e-04, eta: 0:20:58, time: 0.105, data_time: 0.048, memory: 623, decode.loss_ce: 0.1770, decode.acc_seg: 92.6105, loss: 0.1770 2024-01-03 11:18:55,412 - mmseg - INFO - Iter [25300/40000] lr: 3.675e-04, eta: 0:20:54, time: 0.103, data_time: 0.047, memory: 623, decode.loss_ce: 0.1694, decode.acc_seg: 92.9686, loss: 0.1694 2024-01-03 11:18:58,284 - mmseg - INFO - Iter [25350/40000] lr: 3.663e-04, eta: 0:20:49, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1835, decode.acc_seg: 92.7546, loss: 0.1835 2024-01-03 11:19:03,550 - mmseg - INFO - Iter [25400/40000] lr: 3.650e-04, eta: 0:20:45, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1997, decode.acc_seg: 92.2113, loss: 0.1997 2024-01-03 11:19:06,417 - mmseg - INFO - Iter [25450/40000] lr: 3.638e-04, eta: 0:20:40, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1776, decode.acc_seg: 92.8163, loss: 0.1776 2024-01-03 11:19:11,650 - mmseg - INFO - Iter [25500/40000] lr: 3.625e-04, eta: 0:20:37, time: 0.105, data_time: 0.045, memory: 623, decode.loss_ce: 0.1760, decode.acc_seg: 92.8619, loss: 0.1760 2024-01-03 11:19:14,501 - mmseg - INFO - Iter [25550/40000] lr: 3.613e-04, eta: 0:20:32, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1668, decode.acc_seg: 93.1281, loss: 0.1668 2024-01-03 11:19:19,771 - mmseg - INFO - Iter [25600/40000] lr: 3.600e-04, eta: 0:20:28, time: 0.105, data_time: 0.048, memory: 623, decode.loss_ce: 0.1767, decode.acc_seg: 92.9311, loss: 0.1767 2024-01-03 11:19:22,577 - mmseg - INFO - Iter [25650/40000] lr: 3.588e-04, eta: 0:20:23, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1846, decode.acc_seg: 92.4720, loss: 0.1846 2024-01-03 11:19:27,801 - mmseg - INFO - Iter [25700/40000] lr: 3.575e-04, eta: 0:20:19, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1927, decode.acc_seg: 92.2765, loss: 0.1927 2024-01-03 11:19:30,606 - mmseg - INFO - Iter [25750/40000] lr: 3.563e-04, eta: 0:20:14, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1795, decode.acc_seg: 93.0380, loss: 0.1795 2024-01-03 11:19:35,897 - mmseg - INFO - Iter [25800/40000] lr: 3.550e-04, eta: 0:20:10, time: 0.106, data_time: 0.048, memory: 623, decode.loss_ce: 0.1996, decode.acc_seg: 92.3494, loss: 0.1996 2024-01-03 11:19:41,276 - mmseg - INFO - Iter [25850/40000] lr: 3.538e-04, eta: 0:20:07, time: 0.108, data_time: 0.047, memory: 623, decode.loss_ce: 0.1724, decode.acc_seg: 93.0756, loss: 0.1724 2024-01-03 11:19:44,127 - mmseg - INFO - Iter [25900/40000] lr: 3.525e-04, eta: 0:20:02, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1659, decode.acc_seg: 93.3651, loss: 0.1659 2024-01-03 11:19:49,303 - mmseg - INFO - Iter [25950/40000] lr: 3.513e-04, eta: 0:19:58, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1803, decode.acc_seg: 92.8433, loss: 0.1803 2024-01-03 11:19:52,188 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:19:52,188 - mmseg - INFO - Iter [26000/40000] lr: 3.500e-04, eta: 0:19:53, time: 0.058, data_time: 0.003, memory: 623, decode.loss_ce: 0.1889, decode.acc_seg: 92.3328, loss: 0.1889 2024-01-03 11:19:57,415 - mmseg - INFO - Iter [26050/40000] lr: 3.488e-04, eta: 0:19:49, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1669, decode.acc_seg: 93.3465, loss: 0.1669 2024-01-03 11:20:00,251 - mmseg - INFO - Iter [26100/40000] lr: 3.475e-04, eta: 0:19:44, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1771, decode.acc_seg: 92.9958, loss: 0.1771 2024-01-03 11:20:05,543 - mmseg - INFO - Iter [26150/40000] lr: 3.463e-04, eta: 0:19:40, time: 0.106, data_time: 0.050, memory: 623, decode.loss_ce: 0.1738, decode.acc_seg: 92.9903, loss: 0.1738 2024-01-03 11:20:08,364 - mmseg - INFO - Iter [26200/40000] lr: 3.450e-04, eta: 0:19:35, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1784, decode.acc_seg: 92.9642, loss: 0.1784 2024-01-03 11:20:13,596 - mmseg - INFO - Iter [26250/40000] lr: 3.438e-04, eta: 0:19:32, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1708, decode.acc_seg: 93.0716, loss: 0.1708 2024-01-03 11:20:18,770 - mmseg - INFO - Iter [26300/40000] lr: 3.425e-04, eta: 0:19:28, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1720, decode.acc_seg: 93.2221, loss: 0.1720 2024-01-03 11:20:21,656 - mmseg - INFO - Iter [26350/40000] lr: 3.413e-04, eta: 0:19:23, time: 0.058, data_time: 0.003, memory: 623, decode.loss_ce: 0.1793, decode.acc_seg: 92.7946, loss: 0.1793 2024-01-03 11:20:26,940 - mmseg - INFO - Iter [26400/40000] lr: 3.400e-04, eta: 0:19:19, time: 0.106, data_time: 0.051, memory: 623, decode.loss_ce: 0.1856, decode.acc_seg: 92.7726, loss: 0.1856 2024-01-03 11:20:29,747 - mmseg - INFO - Iter [26450/40000] lr: 3.388e-04, eta: 0:19:14, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1841, decode.acc_seg: 92.9405, loss: 0.1841 2024-01-03 11:20:34,942 - mmseg - INFO - Iter [26500/40000] lr: 3.375e-04, eta: 0:19:10, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.2048, decode.acc_seg: 92.2914, loss: 0.2048 2024-01-03 11:20:37,791 - mmseg - INFO - Iter [26550/40000] lr: 3.363e-04, eta: 0:19:05, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1725, decode.acc_seg: 93.3546, loss: 0.1725 2024-01-03 11:20:43,017 - mmseg - INFO - Iter [26600/40000] lr: 3.350e-04, eta: 0:19:02, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1816, decode.acc_seg: 92.5918, loss: 0.1816 2024-01-03 11:20:45,818 - mmseg - INFO - Iter [26650/40000] lr: 3.338e-04, eta: 0:18:57, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1815, decode.acc_seg: 92.5944, loss: 0.1815 2024-01-03 11:20:51,181 - mmseg - INFO - Iter [26700/40000] lr: 3.325e-04, eta: 0:18:53, time: 0.107, data_time: 0.048, memory: 623, decode.loss_ce: 0.1750, decode.acc_seg: 93.0972, loss: 0.1750 2024-01-03 11:20:54,001 - mmseg - INFO - Iter [26750/40000] lr: 3.313e-04, eta: 0:18:48, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1738, decode.acc_seg: 93.1822, loss: 0.1738 2024-01-03 11:20:59,277 - mmseg - INFO - Iter [26800/40000] lr: 3.300e-04, eta: 0:18:44, time: 0.106, data_time: 0.049, memory: 623, decode.loss_ce: 0.1806, decode.acc_seg: 92.9266, loss: 0.1806 2024-01-03 11:21:04,579 - mmseg - INFO - Iter [26850/40000] lr: 3.288e-04, eta: 0:18:40, time: 0.106, data_time: 0.046, memory: 623, decode.loss_ce: 0.1685, decode.acc_seg: 93.2947, loss: 0.1685 2024-01-03 11:21:07,413 - mmseg - INFO - Iter [26900/40000] lr: 3.275e-04, eta: 0:18:35, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1802, decode.acc_seg: 92.5379, loss: 0.1802 2024-01-03 11:21:12,586 - mmseg - INFO - Iter [26950/40000] lr: 3.263e-04, eta: 0:18:32, time: 0.103, data_time: 0.048, memory: 623, decode.loss_ce: 0.1749, decode.acc_seg: 93.0329, loss: 0.1749 2024-01-03 11:21:15,394 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:21:15,395 - mmseg - INFO - Iter [27000/40000] lr: 3.250e-04, eta: 0:18:27, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1873, decode.acc_seg: 92.5491, loss: 0.1873 2024-01-03 11:21:20,598 - mmseg - INFO - Iter [27050/40000] lr: 3.238e-04, eta: 0:18:23, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1763, decode.acc_seg: 93.0834, loss: 0.1763 2024-01-03 11:21:23,405 - mmseg - INFO - Iter [27100/40000] lr: 3.225e-04, eta: 0:18:18, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1844, decode.acc_seg: 92.5120, loss: 0.1844 2024-01-03 11:21:28,678 - mmseg - INFO - Iter [27150/40000] lr: 3.213e-04, eta: 0:18:14, time: 0.105, data_time: 0.050, memory: 623, decode.loss_ce: 0.1789, decode.acc_seg: 92.8810, loss: 0.1789 2024-01-03 11:21:31,498 - mmseg - INFO - Iter [27200/40000] lr: 3.200e-04, eta: 0:18:09, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1815, decode.acc_seg: 92.6455, loss: 0.1815 2024-01-03 11:21:36,811 - mmseg - INFO - Iter [27250/40000] lr: 3.188e-04, eta: 0:18:05, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1608, decode.acc_seg: 93.6668, loss: 0.1608 2024-01-03 11:21:39,606 - mmseg - INFO - Iter [27300/40000] lr: 3.175e-04, eta: 0:18:00, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1924, decode.acc_seg: 92.0804, loss: 0.1924 2024-01-03 11:21:44,897 - mmseg - INFO - Iter [27350/40000] lr: 3.163e-04, eta: 0:17:57, time: 0.106, data_time: 0.046, memory: 623, decode.loss_ce: 0.1809, decode.acc_seg: 92.8450, loss: 0.1809 2024-01-03 11:21:50,152 - mmseg - INFO - Iter [27400/40000] lr: 3.150e-04, eta: 0:17:53, time: 0.105, data_time: 0.045, memory: 623, decode.loss_ce: 0.1682, decode.acc_seg: 93.3627, loss: 0.1682 2024-01-03 11:21:52,971 - mmseg - INFO - Iter [27450/40000] lr: 3.138e-04, eta: 0:17:48, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1892, decode.acc_seg: 92.6196, loss: 0.1892 2024-01-03 11:21:58,253 - mmseg - INFO - Iter [27500/40000] lr: 3.125e-04, eta: 0:17:44, time: 0.106, data_time: 0.050, memory: 623, decode.loss_ce: 0.1793, decode.acc_seg: 92.8225, loss: 0.1793 2024-01-03 11:22:01,107 - mmseg - INFO - Iter [27550/40000] lr: 3.113e-04, eta: 0:17:39, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1804, decode.acc_seg: 92.7112, loss: 0.1804 2024-01-03 11:22:06,392 - mmseg - INFO - Iter [27600/40000] lr: 3.100e-04, eta: 0:17:35, time: 0.106, data_time: 0.046, memory: 623, decode.loss_ce: 0.1813, decode.acc_seg: 92.8524, loss: 0.1813 2024-01-03 11:22:09,248 - mmseg - INFO - Iter [27650/40000] lr: 3.088e-04, eta: 0:17:31, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1670, decode.acc_seg: 93.3164, loss: 0.1670 2024-01-03 11:22:14,487 - mmseg - INFO - Iter [27700/40000] lr: 3.075e-04, eta: 0:17:27, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1692, decode.acc_seg: 93.4179, loss: 0.1692 2024-01-03 11:22:17,281 - mmseg - INFO - Iter [27750/40000] lr: 3.063e-04, eta: 0:17:22, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1838, decode.acc_seg: 92.7914, loss: 0.1838 2024-01-03 11:22:22,686 - mmseg - INFO - Iter [27800/40000] lr: 3.050e-04, eta: 0:17:18, time: 0.108, data_time: 0.046, memory: 623, decode.loss_ce: 0.1703, decode.acc_seg: 93.0813, loss: 0.1703 2024-01-03 11:22:27,897 - mmseg - INFO - Iter [27850/40000] lr: 3.038e-04, eta: 0:17:14, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1813, decode.acc_seg: 92.8324, loss: 0.1813 2024-01-03 11:22:30,724 - mmseg - INFO - Iter [27900/40000] lr: 3.025e-04, eta: 0:17:09, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1676, decode.acc_seg: 93.0387, loss: 0.1676 2024-01-03 11:22:35,942 - mmseg - INFO - Iter [27950/40000] lr: 3.013e-04, eta: 0:17:06, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1731, decode.acc_seg: 93.1271, loss: 0.1731 2024-01-03 11:22:38,824 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:22:38,824 - mmseg - INFO - Iter [28000/40000] lr: 3.000e-04, eta: 0:17:01, time: 0.058, data_time: 0.003, memory: 623, decode.loss_ce: 0.1749, decode.acc_seg: 93.0040, loss: 0.1749 2024-01-03 11:22:44,040 - mmseg - INFO - Iter [28050/40000] lr: 2.988e-04, eta: 0:16:57, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1738, decode.acc_seg: 93.2039, loss: 0.1738 2024-01-03 11:22:46,863 - mmseg - INFO - Iter [28100/40000] lr: 2.975e-04, eta: 0:16:52, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1832, decode.acc_seg: 92.4204, loss: 0.1832 2024-01-03 11:22:52,118 - mmseg - INFO - Iter [28150/40000] lr: 2.963e-04, eta: 0:16:48, time: 0.105, data_time: 0.048, memory: 623, decode.loss_ce: 0.1902, decode.acc_seg: 92.3116, loss: 0.1902 2024-01-03 11:22:54,952 - mmseg - INFO - Iter [28200/40000] lr: 2.950e-04, eta: 0:16:43, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1804, decode.acc_seg: 92.8369, loss: 0.1804 2024-01-03 11:23:00,203 - mmseg - INFO - Iter [28250/40000] lr: 2.938e-04, eta: 0:16:39, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1731, decode.acc_seg: 93.0476, loss: 0.1731 2024-01-03 11:23:02,998 - mmseg - INFO - Iter [28300/40000] lr: 2.925e-04, eta: 0:16:35, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1916, decode.acc_seg: 92.3759, loss: 0.1916 2024-01-03 11:23:08,250 - mmseg - INFO - Iter [28350/40000] lr: 2.913e-04, eta: 0:16:31, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1825, decode.acc_seg: 92.8620, loss: 0.1825 2024-01-03 11:23:13,511 - mmseg - INFO - Iter [28400/40000] lr: 2.900e-04, eta: 0:16:27, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1996, decode.acc_seg: 92.2800, loss: 0.1996 2024-01-03 11:23:16,343 - mmseg - INFO - Iter [28450/40000] lr: 2.888e-04, eta: 0:16:22, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1829, decode.acc_seg: 92.7308, loss: 0.1829 2024-01-03 11:23:21,617 - mmseg - INFO - Iter [28500/40000] lr: 2.875e-04, eta: 0:16:18, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1802, decode.acc_seg: 92.6291, loss: 0.1802 2024-01-03 11:23:24,431 - mmseg - INFO - Iter [28550/40000] lr: 2.863e-04, eta: 0:16:13, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1845, decode.acc_seg: 92.6579, loss: 0.1845 2024-01-03 11:23:29,673 - mmseg - INFO - Iter [28600/40000] lr: 2.850e-04, eta: 0:16:10, time: 0.105, data_time: 0.049, memory: 623, decode.loss_ce: 0.1752, decode.acc_seg: 93.0321, loss: 0.1752 2024-01-03 11:23:32,507 - mmseg - INFO - Iter [28650/40000] lr: 2.838e-04, eta: 0:16:05, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1712, decode.acc_seg: 93.0347, loss: 0.1712 2024-01-03 11:23:37,729 - mmseg - INFO - Iter [28700/40000] lr: 2.825e-04, eta: 0:16:01, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1741, decode.acc_seg: 92.9809, loss: 0.1741 2024-01-03 11:23:40,552 - mmseg - INFO - Iter [28750/40000] lr: 2.813e-04, eta: 0:15:56, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1651, decode.acc_seg: 93.3067, loss: 0.1651 2024-01-03 11:23:45,892 - mmseg - INFO - Iter [28800/40000] lr: 2.800e-04, eta: 0:15:52, time: 0.107, data_time: 0.048, memory: 623, decode.loss_ce: 0.1761, decode.acc_seg: 92.7776, loss: 0.1761 2024-01-03 11:23:51,059 - mmseg - INFO - Iter [28850/40000] lr: 2.788e-04, eta: 0:15:48, time: 0.103, data_time: 0.046, memory: 623, decode.loss_ce: 0.1811, decode.acc_seg: 92.7551, loss: 0.1811 2024-01-03 11:23:53,879 - mmseg - INFO - Iter [28900/40000] lr: 2.775e-04, eta: 0:15:44, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1744, decode.acc_seg: 92.8771, loss: 0.1744 2024-01-03 11:23:59,139 - mmseg - INFO - Iter [28950/40000] lr: 2.763e-04, eta: 0:15:40, time: 0.105, data_time: 0.049, memory: 623, decode.loss_ce: 0.1643, decode.acc_seg: 93.5805, loss: 0.1643 2024-01-03 11:24:01,965 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:24:01,966 - mmseg - INFO - Iter [29000/40000] lr: 2.750e-04, eta: 0:15:35, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1830, decode.acc_seg: 92.7569, loss: 0.1830 2024-01-03 11:24:07,199 - mmseg - INFO - Iter [29050/40000] lr: 2.738e-04, eta: 0:15:31, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1730, decode.acc_seg: 92.9266, loss: 0.1730 2024-01-03 11:24:10,021 - mmseg - INFO - Iter [29100/40000] lr: 2.725e-04, eta: 0:15:26, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1871, decode.acc_seg: 92.6889, loss: 0.1871 2024-01-03 11:24:15,330 - mmseg - INFO - Iter [29150/40000] lr: 2.713e-04, eta: 0:15:22, time: 0.106, data_time: 0.048, memory: 623, decode.loss_ce: 0.1743, decode.acc_seg: 93.2374, loss: 0.1743 2024-01-03 11:24:18,160 - mmseg - INFO - Iter [29200/40000] lr: 2.700e-04, eta: 0:15:18, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1712, decode.acc_seg: 93.3658, loss: 0.1712 2024-01-03 11:24:23,419 - mmseg - INFO - Iter [29250/40000] lr: 2.688e-04, eta: 0:15:14, time: 0.105, data_time: 0.049, memory: 623, decode.loss_ce: 0.1801, decode.acc_seg: 92.6672, loss: 0.1801 2024-01-03 11:24:26,225 - mmseg - INFO - Iter [29300/40000] lr: 2.675e-04, eta: 0:15:09, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1908, decode.acc_seg: 92.5984, loss: 0.1908 2024-01-03 11:24:31,581 - mmseg - INFO - Iter [29350/40000] lr: 2.663e-04, eta: 0:15:05, time: 0.107, data_time: 0.048, memory: 623, decode.loss_ce: 0.1702, decode.acc_seg: 93.2133, loss: 0.1702 2024-01-03 11:24:36,804 - mmseg - INFO - Iter [29400/40000] lr: 2.650e-04, eta: 0:15:01, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1816, decode.acc_seg: 92.6966, loss: 0.1816 2024-01-03 11:24:39,631 - mmseg - INFO - Iter [29450/40000] lr: 2.638e-04, eta: 0:14:56, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1786, decode.acc_seg: 93.0377, loss: 0.1786 2024-01-03 11:24:44,913 - mmseg - INFO - Iter [29500/40000] lr: 2.625e-04, eta: 0:14:52, time: 0.106, data_time: 0.051, memory: 623, decode.loss_ce: 0.1870, decode.acc_seg: 92.7434, loss: 0.1870 2024-01-03 11:24:47,761 - mmseg - INFO - Iter [29550/40000] lr: 2.613e-04, eta: 0:14:48, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1787, decode.acc_seg: 92.7119, loss: 0.1787 2024-01-03 11:24:52,979 - mmseg - INFO - Iter [29600/40000] lr: 2.600e-04, eta: 0:14:44, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1716, decode.acc_seg: 93.1658, loss: 0.1716 2024-01-03 11:24:55,834 - mmseg - INFO - Iter [29650/40000] lr: 2.588e-04, eta: 0:14:39, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1850, decode.acc_seg: 92.4898, loss: 0.1850 2024-01-03 11:25:01,095 - mmseg - INFO - Iter [29700/40000] lr: 2.575e-04, eta: 0:14:35, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1820, decode.acc_seg: 92.8650, loss: 0.1820 2024-01-03 11:25:03,908 - mmseg - INFO - Iter [29750/40000] lr: 2.563e-04, eta: 0:14:30, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1737, decode.acc_seg: 93.2566, loss: 0.1737 2024-01-03 11:25:09,157 - mmseg - INFO - Iter [29800/40000] lr: 2.550e-04, eta: 0:14:27, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1842, decode.acc_seg: 92.7689, loss: 0.1842 2024-01-03 11:25:14,357 - mmseg - INFO - Iter [29850/40000] lr: 2.538e-04, eta: 0:14:23, time: 0.104, data_time: 0.049, memory: 623, decode.loss_ce: 0.1730, decode.acc_seg: 93.0800, loss: 0.1730 2024-01-03 11:25:17,167 - mmseg - INFO - Iter [29900/40000] lr: 2.525e-04, eta: 0:14:18, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1748, decode.acc_seg: 93.0750, loss: 0.1748 2024-01-03 11:25:22,402 - mmseg - INFO - Iter [29950/40000] lr: 2.513e-04, eta: 0:14:14, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1763, decode.acc_seg: 93.0899, loss: 0.1763 2024-01-03 11:25:25,232 - mmseg - INFO - Saving checkpoint at 30000 iterations 2024-01-03 11:25:25,247 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:25:25,247 - mmseg - INFO - Iter [30000/40000] lr: 2.500e-04, eta: 0:14:09, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1832, decode.acc_seg: 92.7820, loss: 0.1832 2024-01-03 11:25:36,012 - mmseg - INFO - per class results: 2024-01-03 11:25:36,013 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 92.24 | 95.88 | | aeroplane | 78.2 | 88.15 | | bicycle | 55.95 | 79.88 | | bird | 79.91 | 92.2 | | boat | 64.84 | 73.81 | | bottle | 66.76 | 87.03 | | bus | 85.59 | 94.54 | | car | 77.63 | 85.84 | | cat | 87.01 | 93.78 | | chair | 38.73 | 59.93 | | cow | 88.6 | 94.65 | | diningtable | 52.63 | 61.25 | | dog | 84.33 | 91.45 | | horse | 84.74 | 93.36 | | motorbike | 74.3 | 85.95 | | person | 83.66 | 91.87 | | pottedplant | 51.5 | 63.03 | | sheep | 86.68 | 93.8 | | sofa | 55.2 | 66.52 | | train | 81.97 | 91.21 | | tvmonitor | 61.12 | 76.99 | +-------------+-------+-------+ 2024-01-03 11:25:36,013 - mmseg - INFO - Summary: 2024-01-03 11:25:36,013 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 93.34 | 72.93 | 83.86 | +-------+-------+-------+ 2024-01-03 11:25:36,014 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:25:36,014 - mmseg - INFO - Iter(val) [182] aAcc: 0.9334, mIoU: 0.7293, mAcc: 0.8386, IoU.background: 0.9224, IoU.aeroplane: 0.7820, IoU.bicycle: 0.5595, IoU.bird: 0.7991, IoU.boat: 0.6484, IoU.bottle: 0.6676, IoU.bus: 0.8559, IoU.car: 0.7763, IoU.cat: 0.8701, IoU.chair: 0.3873, IoU.cow: 0.8860, IoU.diningtable: 0.5263, IoU.dog: 0.8433, IoU.horse: 0.8474, IoU.motorbike: 0.7430, IoU.person: 0.8366, IoU.pottedplant: 0.5150, IoU.sheep: 0.8668, IoU.sofa: 0.5520, IoU.train: 0.8197, IoU.tvmonitor: 0.6112, Acc.background: 0.9588, Acc.aeroplane: 0.8815, Acc.bicycle: 0.7988, Acc.bird: 0.9220, Acc.boat: 0.7381, Acc.bottle: 0.8703, Acc.bus: 0.9454, Acc.car: 0.8584, Acc.cat: 0.9378, Acc.chair: 0.5993, Acc.cow: 0.9465, Acc.diningtable: 0.6125, Acc.dog: 0.9145, Acc.horse: 0.9336, Acc.motorbike: 0.8595, Acc.person: 0.9187, Acc.pottedplant: 0.6303, Acc.sheep: 0.9380, Acc.sofa: 0.6652, Acc.train: 0.9121, Acc.tvmonitor: 0.7699 2024-01-03 11:25:41,225 - mmseg - INFO - Iter [30050/40000] lr: 2.488e-04, eta: 0:14:09, time: 0.319, data_time: 0.264, memory: 623, decode.loss_ce: 0.1816, decode.acc_seg: 92.5278, loss: 0.1816 2024-01-03 11:25:44,055 - mmseg - INFO - Iter [30100/40000] lr: 2.475e-04, eta: 0:14:04, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1762, decode.acc_seg: 93.0395, loss: 0.1762 2024-01-03 11:25:49,291 - mmseg - INFO - Iter [30150/40000] lr: 2.463e-04, eta: 0:14:00, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1748, decode.acc_seg: 93.0090, loss: 0.1748 2024-01-03 11:25:52,132 - mmseg - INFO - Iter [30200/40000] lr: 2.450e-04, eta: 0:13:55, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1746, decode.acc_seg: 93.1393, loss: 0.1746 2024-01-03 11:25:57,381 - mmseg - INFO - Iter [30250/40000] lr: 2.438e-04, eta: 0:13:52, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1751, decode.acc_seg: 93.1456, loss: 0.1751 2024-01-03 11:26:00,202 - mmseg - INFO - Iter [30300/40000] lr: 2.425e-04, eta: 0:13:47, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1773, decode.acc_seg: 92.8635, loss: 0.1773 2024-01-03 11:26:05,507 - mmseg - INFO - Iter [30350/40000] lr: 2.413e-04, eta: 0:13:43, time: 0.106, data_time: 0.048, memory: 623, decode.loss_ce: 0.1849, decode.acc_seg: 92.5904, loss: 0.1849 2024-01-03 11:26:10,688 - mmseg - INFO - Iter [30400/40000] lr: 2.400e-04, eta: 0:13:39, time: 0.104, data_time: 0.049, memory: 623, decode.loss_ce: 0.1805, decode.acc_seg: 92.8801, loss: 0.1805 2024-01-03 11:26:13,519 - mmseg - INFO - Iter [30450/40000] lr: 2.388e-04, eta: 0:13:34, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1736, decode.acc_seg: 92.9434, loss: 0.1736 2024-01-03 11:26:18,671 - mmseg - INFO - Iter [30500/40000] lr: 2.375e-04, eta: 0:13:30, time: 0.103, data_time: 0.048, memory: 623, decode.loss_ce: 0.1751, decode.acc_seg: 92.7095, loss: 0.1751 2024-01-03 11:26:21,536 - mmseg - INFO - Iter [30550/40000] lr: 2.363e-04, eta: 0:13:25, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1779, decode.acc_seg: 92.9131, loss: 0.1779 2024-01-03 11:26:26,794 - mmseg - INFO - Iter [30600/40000] lr: 2.350e-04, eta: 0:13:21, time: 0.105, data_time: 0.049, memory: 623, decode.loss_ce: 0.1772, decode.acc_seg: 93.0216, loss: 0.1772 2024-01-03 11:26:29,605 - mmseg - INFO - Iter [30650/40000] lr: 2.338e-04, eta: 0:13:17, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1829, decode.acc_seg: 92.7381, loss: 0.1829 2024-01-03 11:26:34,808 - mmseg - INFO - Iter [30700/40000] lr: 2.325e-04, eta: 0:13:13, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1744, decode.acc_seg: 93.0293, loss: 0.1744 2024-01-03 11:26:37,645 - mmseg - INFO - Iter [30750/40000] lr: 2.313e-04, eta: 0:13:08, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1852, decode.acc_seg: 92.3900, loss: 0.1852 2024-01-03 11:26:42,962 - mmseg - INFO - Iter [30800/40000] lr: 2.300e-04, eta: 0:13:04, time: 0.106, data_time: 0.048, memory: 623, decode.loss_ce: 0.1626, decode.acc_seg: 93.4333, loss: 0.1626 2024-01-03 11:26:48,081 - mmseg - INFO - Iter [30850/40000] lr: 2.288e-04, eta: 0:13:00, time: 0.102, data_time: 0.046, memory: 623, decode.loss_ce: 0.1816, decode.acc_seg: 92.9057, loss: 0.1816 2024-01-03 11:26:50,956 - mmseg - INFO - Iter [30900/40000] lr: 2.275e-04, eta: 0:12:55, time: 0.058, data_time: 0.003, memory: 623, decode.loss_ce: 0.1733, decode.acc_seg: 93.0287, loss: 0.1733 2024-01-03 11:26:56,189 - mmseg - INFO - Iter [30950/40000] lr: 2.263e-04, eta: 0:12:52, time: 0.105, data_time: 0.050, memory: 623, decode.loss_ce: 0.1811, decode.acc_seg: 92.6409, loss: 0.1811 2024-01-03 11:26:59,010 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:26:59,010 - mmseg - INFO - Iter [31000/40000] lr: 2.250e-04, eta: 0:12:47, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1720, decode.acc_seg: 93.1852, loss: 0.1720 2024-01-03 11:27:04,245 - mmseg - INFO - Iter [31050/40000] lr: 2.238e-04, eta: 0:12:43, time: 0.105, data_time: 0.048, memory: 623, decode.loss_ce: 0.1798, decode.acc_seg: 92.8570, loss: 0.1798 2024-01-03 11:27:07,073 - mmseg - INFO - Iter [31100/40000] lr: 2.225e-04, eta: 0:12:38, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1781, decode.acc_seg: 92.9180, loss: 0.1781 2024-01-03 11:27:12,333 - mmseg - INFO - Iter [31150/40000] lr: 2.213e-04, eta: 0:12:34, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1924, decode.acc_seg: 92.3814, loss: 0.1924 2024-01-03 11:27:15,169 - mmseg - INFO - Iter [31200/40000] lr: 2.200e-04, eta: 0:12:30, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1652, decode.acc_seg: 93.3974, loss: 0.1652 2024-01-03 11:27:20,462 - mmseg - INFO - Iter [31250/40000] lr: 2.188e-04, eta: 0:12:26, time: 0.106, data_time: 0.045, memory: 623, decode.loss_ce: 0.1852, decode.acc_seg: 92.6625, loss: 0.1852 2024-01-03 11:27:23,250 - mmseg - INFO - Iter [31300/40000] lr: 2.175e-04, eta: 0:12:21, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1671, decode.acc_seg: 93.3149, loss: 0.1671 2024-01-03 11:27:28,483 - mmseg - INFO - Iter [31350/40000] lr: 2.163e-04, eta: 0:12:17, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1734, decode.acc_seg: 92.9835, loss: 0.1734 2024-01-03 11:27:33,689 - mmseg - INFO - Iter [31400/40000] lr: 2.150e-04, eta: 0:12:13, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1800, decode.acc_seg: 92.8000, loss: 0.1800 2024-01-03 11:27:36,508 - mmseg - INFO - Iter [31450/40000] lr: 2.138e-04, eta: 0:12:08, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1709, decode.acc_seg: 93.1192, loss: 0.1709 2024-01-03 11:27:41,785 - mmseg - INFO - Iter [31500/40000] lr: 2.125e-04, eta: 0:12:04, time: 0.106, data_time: 0.048, memory: 623, decode.loss_ce: 0.1697, decode.acc_seg: 93.0927, loss: 0.1697 2024-01-03 11:27:44,608 - mmseg - INFO - Iter [31550/40000] lr: 2.113e-04, eta: 0:12:00, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1776, decode.acc_seg: 92.8395, loss: 0.1776 2024-01-03 11:27:49,789 - mmseg - INFO - Iter [31600/40000] lr: 2.100e-04, eta: 0:11:56, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1827, decode.acc_seg: 92.8133, loss: 0.1827 2024-01-03 11:27:52,598 - mmseg - INFO - Iter [31650/40000] lr: 2.088e-04, eta: 0:11:51, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1826, decode.acc_seg: 92.8790, loss: 0.1826 2024-01-03 11:27:57,829 - mmseg - INFO - Iter [31700/40000] lr: 2.075e-04, eta: 0:11:47, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1795, decode.acc_seg: 92.9062, loss: 0.1795 2024-01-03 11:28:00,669 - mmseg - INFO - Iter [31750/40000] lr: 2.063e-04, eta: 0:11:42, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1777, decode.acc_seg: 93.1534, loss: 0.1777 2024-01-03 11:28:05,914 - mmseg - INFO - Iter [31800/40000] lr: 2.050e-04, eta: 0:11:38, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1787, decode.acc_seg: 92.8753, loss: 0.1787 2024-01-03 11:28:08,688 - mmseg - INFO - Iter [31850/40000] lr: 2.038e-04, eta: 0:11:34, time: 0.055, data_time: 0.003, memory: 623, decode.loss_ce: 0.1704, decode.acc_seg: 93.3205, loss: 0.1704 2024-01-03 11:28:14,043 - mmseg - INFO - Iter [31900/40000] lr: 2.025e-04, eta: 0:11:30, time: 0.107, data_time: 0.047, memory: 623, decode.loss_ce: 0.1717, decode.acc_seg: 93.0412, loss: 0.1717 2024-01-03 11:28:19,360 - mmseg - INFO - Iter [31950/40000] lr: 2.013e-04, eta: 0:11:26, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1769, decode.acc_seg: 93.0669, loss: 0.1769 2024-01-03 11:28:22,194 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:28:22,194 - mmseg - INFO - Iter [32000/40000] lr: 2.000e-04, eta: 0:11:21, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1684, decode.acc_seg: 93.0789, loss: 0.1684 2024-01-03 11:28:27,454 - mmseg - INFO - Iter [32050/40000] lr: 1.988e-04, eta: 0:11:17, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1762, decode.acc_seg: 92.9440, loss: 0.1762 2024-01-03 11:28:30,308 - mmseg - INFO - Iter [32100/40000] lr: 1.975e-04, eta: 0:11:12, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1714, decode.acc_seg: 93.2294, loss: 0.1714 2024-01-03 11:28:35,581 - mmseg - INFO - Iter [32150/40000] lr: 1.963e-04, eta: 0:11:08, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1845, decode.acc_seg: 92.7330, loss: 0.1845 2024-01-03 11:28:38,409 - mmseg - INFO - Iter [32200/40000] lr: 1.950e-04, eta: 0:11:04, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1694, decode.acc_seg: 93.1643, loss: 0.1694 2024-01-03 11:28:43,638 - mmseg - INFO - Iter [32250/40000] lr: 1.938e-04, eta: 0:11:00, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1761, decode.acc_seg: 92.9921, loss: 0.1761 2024-01-03 11:28:46,456 - mmseg - INFO - Iter [32300/40000] lr: 1.925e-04, eta: 0:10:55, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1809, decode.acc_seg: 92.9095, loss: 0.1809 2024-01-03 11:28:51,670 - mmseg - INFO - Iter [32350/40000] lr: 1.913e-04, eta: 0:10:51, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1808, decode.acc_seg: 92.7499, loss: 0.1808 2024-01-03 11:28:56,910 - mmseg - INFO - Iter [32400/40000] lr: 1.900e-04, eta: 0:10:47, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1821, decode.acc_seg: 92.6744, loss: 0.1821 2024-01-03 11:28:59,715 - mmseg - INFO - Iter [32450/40000] lr: 1.888e-04, eta: 0:10:43, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1863, decode.acc_seg: 92.5521, loss: 0.1863 2024-01-03 11:29:04,971 - mmseg - INFO - Iter [32500/40000] lr: 1.875e-04, eta: 0:10:38, time: 0.105, data_time: 0.050, memory: 623, decode.loss_ce: 0.1703, decode.acc_seg: 93.0485, loss: 0.1703 2024-01-03 11:29:07,805 - mmseg - INFO - Iter [32550/40000] lr: 1.863e-04, eta: 0:10:34, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1688, decode.acc_seg: 93.2865, loss: 0.1688 2024-01-03 11:29:13,055 - mmseg - INFO - Iter [32600/40000] lr: 1.850e-04, eta: 0:10:30, time: 0.105, data_time: 0.050, memory: 623, decode.loss_ce: 0.1879, decode.acc_seg: 92.3837, loss: 0.1879 2024-01-03 11:29:15,889 - mmseg - INFO - Iter [32650/40000] lr: 1.838e-04, eta: 0:10:25, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1790, decode.acc_seg: 92.8784, loss: 0.1790 2024-01-03 11:29:21,130 - mmseg - INFO - Iter [32700/40000] lr: 1.825e-04, eta: 0:10:21, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1676, decode.acc_seg: 93.2567, loss: 0.1676 2024-01-03 11:29:23,959 - mmseg - INFO - Iter [32750/40000] lr: 1.813e-04, eta: 0:10:17, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1702, decode.acc_seg: 93.1763, loss: 0.1702 2024-01-03 11:29:29,148 - mmseg - INFO - Iter [32800/40000] lr: 1.800e-04, eta: 0:10:13, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1795, decode.acc_seg: 92.9838, loss: 0.1795 2024-01-03 11:29:31,985 - mmseg - INFO - Iter [32850/40000] lr: 1.788e-04, eta: 0:10:08, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1757, decode.acc_seg: 92.8053, loss: 0.1757 2024-01-03 11:29:37,239 - mmseg - INFO - Iter [32900/40000] lr: 1.775e-04, eta: 0:10:04, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1746, decode.acc_seg: 93.0337, loss: 0.1746 2024-01-03 11:29:42,441 - mmseg - INFO - Iter [32950/40000] lr: 1.763e-04, eta: 0:10:00, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1807, decode.acc_seg: 92.6277, loss: 0.1807 2024-01-03 11:29:45,253 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:29:45,254 - mmseg - INFO - Iter [33000/40000] lr: 1.750e-04, eta: 0:09:55, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1739, decode.acc_seg: 93.1738, loss: 0.1739 2024-01-03 11:29:50,471 - mmseg - INFO - Iter [33050/40000] lr: 1.738e-04, eta: 0:09:51, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1617, decode.acc_seg: 93.6057, loss: 0.1617 2024-01-03 11:29:53,280 - mmseg - INFO - Iter [33100/40000] lr: 1.725e-04, eta: 0:09:47, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1722, decode.acc_seg: 92.8986, loss: 0.1722 2024-01-03 11:29:58,532 - mmseg - INFO - Iter [33150/40000] lr: 1.713e-04, eta: 0:09:43, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1759, decode.acc_seg: 92.9340, loss: 0.1759 2024-01-03 11:30:01,386 - mmseg - INFO - Iter [33200/40000] lr: 1.700e-04, eta: 0:09:38, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1851, decode.acc_seg: 92.5114, loss: 0.1851 2024-01-03 11:30:06,644 - mmseg - INFO - Iter [33250/40000] lr: 1.688e-04, eta: 0:09:34, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1748, decode.acc_seg: 93.1683, loss: 0.1748 2024-01-03 11:30:09,447 - mmseg - INFO - Iter [33300/40000] lr: 1.675e-04, eta: 0:09:30, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1811, decode.acc_seg: 92.6033, loss: 0.1811 2024-01-03 11:30:14,684 - mmseg - INFO - Iter [33350/40000] lr: 1.663e-04, eta: 0:09:26, time: 0.105, data_time: 0.049, memory: 623, decode.loss_ce: 0.1788, decode.acc_seg: 92.7177, loss: 0.1788 2024-01-03 11:30:19,931 - mmseg - INFO - Iter [33400/40000] lr: 1.650e-04, eta: 0:09:21, time: 0.105, data_time: 0.048, memory: 623, decode.loss_ce: 0.1763, decode.acc_seg: 93.0555, loss: 0.1763 2024-01-03 11:30:22,787 - mmseg - INFO - Iter [33450/40000] lr: 1.638e-04, eta: 0:09:17, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1786, decode.acc_seg: 92.8844, loss: 0.1786 2024-01-03 11:30:28,055 - mmseg - INFO - Iter [33500/40000] lr: 1.625e-04, eta: 0:09:13, time: 0.105, data_time: 0.048, memory: 623, decode.loss_ce: 0.1665, decode.acc_seg: 93.3325, loss: 0.1665 2024-01-03 11:30:30,864 - mmseg - INFO - Iter [33550/40000] lr: 1.613e-04, eta: 0:09:08, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1831, decode.acc_seg: 93.0254, loss: 0.1831 2024-01-03 11:30:36,078 - mmseg - INFO - Iter [33600/40000] lr: 1.600e-04, eta: 0:09:04, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1672, decode.acc_seg: 93.2711, loss: 0.1672 2024-01-03 11:30:38,915 - mmseg - INFO - Iter [33650/40000] lr: 1.588e-04, eta: 0:09:00, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1682, decode.acc_seg: 93.1742, loss: 0.1682 2024-01-03 11:30:44,131 - mmseg - INFO - Iter [33700/40000] lr: 1.575e-04, eta: 0:08:56, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1748, decode.acc_seg: 92.8787, loss: 0.1748 2024-01-03 11:30:46,972 - mmseg - INFO - Iter [33750/40000] lr: 1.563e-04, eta: 0:08:51, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1698, decode.acc_seg: 93.0049, loss: 0.1698 2024-01-03 11:30:52,154 - mmseg - INFO - Iter [33800/40000] lr: 1.550e-04, eta: 0:08:47, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1815, decode.acc_seg: 92.5829, loss: 0.1815 2024-01-03 11:30:54,969 - mmseg - INFO - Iter [33850/40000] lr: 1.538e-04, eta: 0:08:43, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1767, decode.acc_seg: 92.8456, loss: 0.1767 2024-01-03 11:31:00,259 - mmseg - INFO - Iter [33900/40000] lr: 1.525e-04, eta: 0:08:38, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1899, decode.acc_seg: 92.3255, loss: 0.1899 2024-01-03 11:31:05,537 - mmseg - INFO - Iter [33950/40000] lr: 1.513e-04, eta: 0:08:34, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1735, decode.acc_seg: 93.0922, loss: 0.1735 2024-01-03 11:31:08,381 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:31:08,381 - mmseg - INFO - Iter [34000/40000] lr: 1.500e-04, eta: 0:08:30, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1730, decode.acc_seg: 93.0173, loss: 0.1730 2024-01-03 11:31:13,593 - mmseg - INFO - Iter [34050/40000] lr: 1.488e-04, eta: 0:08:26, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1799, decode.acc_seg: 92.8283, loss: 0.1799 2024-01-03 11:31:16,429 - mmseg - INFO - Iter [34100/40000] lr: 1.475e-04, eta: 0:08:21, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1675, decode.acc_seg: 93.1677, loss: 0.1675 2024-01-03 11:31:21,634 - mmseg - INFO - Iter [34150/40000] lr: 1.463e-04, eta: 0:08:17, time: 0.104, data_time: 0.050, memory: 623, decode.loss_ce: 0.1814, decode.acc_seg: 92.8874, loss: 0.1814 2024-01-03 11:31:24,476 - mmseg - INFO - Iter [34200/40000] lr: 1.450e-04, eta: 0:08:13, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1826, decode.acc_seg: 92.8304, loss: 0.1826 2024-01-03 11:31:29,714 - mmseg - INFO - Iter [34250/40000] lr: 1.438e-04, eta: 0:08:09, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1644, decode.acc_seg: 93.5603, loss: 0.1644 2024-01-03 11:31:32,543 - mmseg - INFO - Iter [34300/40000] lr: 1.425e-04, eta: 0:08:04, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1820, decode.acc_seg: 92.7700, loss: 0.1820 2024-01-03 11:31:37,791 - mmseg - INFO - Iter [34350/40000] lr: 1.413e-04, eta: 0:08:00, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1699, decode.acc_seg: 93.3322, loss: 0.1699 2024-01-03 11:31:43,055 - mmseg - INFO - Iter [34400/40000] lr: 1.400e-04, eta: 0:07:56, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1728, decode.acc_seg: 93.0845, loss: 0.1728 2024-01-03 11:31:45,899 - mmseg - INFO - Iter [34450/40000] lr: 1.388e-04, eta: 0:07:52, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1866, decode.acc_seg: 92.4035, loss: 0.1866 2024-01-03 11:31:51,131 - mmseg - INFO - Iter [34500/40000] lr: 1.375e-04, eta: 0:07:47, time: 0.105, data_time: 0.049, memory: 623, decode.loss_ce: 0.1931, decode.acc_seg: 92.2187, loss: 0.1931 2024-01-03 11:31:53,957 - mmseg - INFO - Iter [34550/40000] lr: 1.363e-04, eta: 0:07:43, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1793, decode.acc_seg: 92.8003, loss: 0.1793 2024-01-03 11:31:59,248 - mmseg - INFO - Iter [34600/40000] lr: 1.350e-04, eta: 0:07:39, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1764, decode.acc_seg: 92.9718, loss: 0.1764 2024-01-03 11:32:02,066 - mmseg - INFO - Iter [34650/40000] lr: 1.338e-04, eta: 0:07:34, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1796, decode.acc_seg: 92.9316, loss: 0.1796 2024-01-03 11:32:07,350 - mmseg - INFO - Iter [34700/40000] lr: 1.325e-04, eta: 0:07:30, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1721, decode.acc_seg: 93.0577, loss: 0.1721 2024-01-03 11:32:10,216 - mmseg - INFO - Iter [34750/40000] lr: 1.313e-04, eta: 0:07:26, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1627, decode.acc_seg: 93.5146, loss: 0.1627 2024-01-03 11:32:15,411 - mmseg - INFO - Iter [34800/40000] lr: 1.300e-04, eta: 0:07:22, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1844, decode.acc_seg: 92.4459, loss: 0.1844 2024-01-03 11:32:18,217 - mmseg - INFO - Iter [34850/40000] lr: 1.288e-04, eta: 0:07:17, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1779, decode.acc_seg: 92.8384, loss: 0.1779 2024-01-03 11:32:23,415 - mmseg - INFO - Iter [34900/40000] lr: 1.275e-04, eta: 0:07:13, time: 0.104, data_time: 0.049, memory: 623, decode.loss_ce: 0.1718, decode.acc_seg: 93.1611, loss: 0.1718 2024-01-03 11:32:28,613 - mmseg - INFO - Iter [34950/40000] lr: 1.263e-04, eta: 0:07:09, time: 0.104, data_time: 0.050, memory: 623, decode.loss_ce: 0.1788, decode.acc_seg: 92.7810, loss: 0.1788 2024-01-03 11:32:31,439 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:32:31,439 - mmseg - INFO - Iter [35000/40000] lr: 1.250e-04, eta: 0:07:05, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1812, decode.acc_seg: 92.8488, loss: 0.1812 2024-01-03 11:32:36,655 - mmseg - INFO - Iter [35050/40000] lr: 1.238e-04, eta: 0:07:00, time: 0.104, data_time: 0.049, memory: 623, decode.loss_ce: 0.1792, decode.acc_seg: 92.7755, loss: 0.1792 2024-01-03 11:32:39,538 - mmseg - INFO - Iter [35100/40000] lr: 1.225e-04, eta: 0:06:56, time: 0.058, data_time: 0.003, memory: 623, decode.loss_ce: 0.1671, decode.acc_seg: 93.5302, loss: 0.1671 2024-01-03 11:32:44,732 - mmseg - INFO - Iter [35150/40000] lr: 1.213e-04, eta: 0:06:52, time: 0.104, data_time: 0.045, memory: 623, decode.loss_ce: 0.1783, decode.acc_seg: 92.7262, loss: 0.1783 2024-01-03 11:32:47,545 - mmseg - INFO - Iter [35200/40000] lr: 1.200e-04, eta: 0:06:47, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1807, decode.acc_seg: 92.7794, loss: 0.1807 2024-01-03 11:32:52,749 - mmseg - INFO - Iter [35250/40000] lr: 1.188e-04, eta: 0:06:43, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1658, decode.acc_seg: 93.2554, loss: 0.1658 2024-01-03 11:32:55,576 - mmseg - INFO - Iter [35300/40000] lr: 1.175e-04, eta: 0:06:39, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1794, decode.acc_seg: 92.8112, loss: 0.1794 2024-01-03 11:33:00,810 - mmseg - INFO - Iter [35350/40000] lr: 1.163e-04, eta: 0:06:35, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1824, decode.acc_seg: 92.8744, loss: 0.1824 2024-01-03 11:33:06,003 - mmseg - INFO - Iter [35400/40000] lr: 1.150e-04, eta: 0:06:31, time: 0.104, data_time: 0.045, memory: 623, decode.loss_ce: 0.1644, decode.acc_seg: 93.3417, loss: 0.1644 2024-01-03 11:33:08,842 - mmseg - INFO - Iter [35450/40000] lr: 1.138e-04, eta: 0:06:26, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1766, decode.acc_seg: 92.9005, loss: 0.1766 2024-01-03 11:33:14,119 - mmseg - INFO - Iter [35500/40000] lr: 1.125e-04, eta: 0:06:22, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1822, decode.acc_seg: 92.8658, loss: 0.1822 2024-01-03 11:33:16,998 - mmseg - INFO - Iter [35550/40000] lr: 1.113e-04, eta: 0:06:18, time: 0.058, data_time: 0.003, memory: 623, decode.loss_ce: 0.1696, decode.acc_seg: 93.2714, loss: 0.1696 2024-01-03 11:33:22,177 - mmseg - INFO - Iter [35600/40000] lr: 1.100e-04, eta: 0:06:14, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1749, decode.acc_seg: 92.9703, loss: 0.1749 2024-01-03 11:33:25,002 - mmseg - INFO - Iter [35650/40000] lr: 1.088e-04, eta: 0:06:09, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1724, decode.acc_seg: 93.1711, loss: 0.1724 2024-01-03 11:33:30,131 - mmseg - INFO - Iter [35700/40000] lr: 1.075e-04, eta: 0:06:05, time: 0.103, data_time: 0.048, memory: 623, decode.loss_ce: 0.1709, decode.acc_seg: 93.0232, loss: 0.1709 2024-01-03 11:33:32,934 - mmseg - INFO - Iter [35750/40000] lr: 1.063e-04, eta: 0:06:01, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1675, decode.acc_seg: 92.9517, loss: 0.1675 2024-01-03 11:33:38,201 - mmseg - INFO - Iter [35800/40000] lr: 1.050e-04, eta: 0:05:56, time: 0.105, data_time: 0.048, memory: 623, decode.loss_ce: 0.1687, decode.acc_seg: 93.0966, loss: 0.1687 2024-01-03 11:33:40,997 - mmseg - INFO - Iter [35850/40000] lr: 1.038e-04, eta: 0:05:52, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1777, decode.acc_seg: 92.8777, loss: 0.1777 2024-01-03 11:33:46,257 - mmseg - INFO - Iter [35900/40000] lr: 1.025e-04, eta: 0:05:48, time: 0.105, data_time: 0.049, memory: 623, decode.loss_ce: 0.1737, decode.acc_seg: 92.8427, loss: 0.1737 2024-01-03 11:33:51,442 - mmseg - INFO - Iter [35950/40000] lr: 1.013e-04, eta: 0:05:44, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1718, decode.acc_seg: 92.9586, loss: 0.1718 2024-01-03 11:33:54,261 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:33:54,261 - mmseg - INFO - Iter [36000/40000] lr: 1.000e-04, eta: 0:05:39, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1747, decode.acc_seg: 93.1378, loss: 0.1747 2024-01-03 11:33:59,526 - mmseg - INFO - Iter [36050/40000] lr: 9.877e-05, eta: 0:05:35, time: 0.105, data_time: 0.049, memory: 623, decode.loss_ce: 0.1768, decode.acc_seg: 92.9769, loss: 0.1768 2024-01-03 11:34:02,342 - mmseg - INFO - Iter [36100/40000] lr: 9.752e-05, eta: 0:05:31, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1725, decode.acc_seg: 93.3917, loss: 0.1725 2024-01-03 11:34:07,662 - mmseg - INFO - Iter [36150/40000] lr: 9.627e-05, eta: 0:05:27, time: 0.106, data_time: 0.049, memory: 623, decode.loss_ce: 0.1800, decode.acc_seg: 92.9087, loss: 0.1800 2024-01-03 11:34:10,481 - mmseg - INFO - Iter [36200/40000] lr: 9.503e-05, eta: 0:05:22, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1755, decode.acc_seg: 92.8793, loss: 0.1755 2024-01-03 11:34:15,771 - mmseg - INFO - Iter [36250/40000] lr: 9.378e-05, eta: 0:05:18, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1763, decode.acc_seg: 93.0372, loss: 0.1763 2024-01-03 11:34:18,609 - mmseg - INFO - Iter [36300/40000] lr: 9.252e-05, eta: 0:05:14, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1804, decode.acc_seg: 92.8017, loss: 0.1804 2024-01-03 11:34:23,837 - mmseg - INFO - Iter [36350/40000] lr: 9.127e-05, eta: 0:05:10, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1763, decode.acc_seg: 92.9075, loss: 0.1763 2024-01-03 11:34:26,645 - mmseg - INFO - Iter [36400/40000] lr: 9.003e-05, eta: 0:05:05, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1696, decode.acc_seg: 93.2875, loss: 0.1696 2024-01-03 11:34:31,864 - mmseg - INFO - Iter [36450/40000] lr: 8.878e-05, eta: 0:05:01, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1694, decode.acc_seg: 93.1707, loss: 0.1694 2024-01-03 11:34:37,127 - mmseg - INFO - Iter [36500/40000] lr: 8.752e-05, eta: 0:04:57, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1699, decode.acc_seg: 93.2764, loss: 0.1699 2024-01-03 11:34:39,964 - mmseg - INFO - Iter [36550/40000] lr: 8.627e-05, eta: 0:04:52, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1744, decode.acc_seg: 93.2591, loss: 0.1744 2024-01-03 11:34:45,151 - mmseg - INFO - Iter [36600/40000] lr: 8.503e-05, eta: 0:04:48, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1648, decode.acc_seg: 93.2647, loss: 0.1648 2024-01-03 11:34:47,967 - mmseg - INFO - Iter [36650/40000] lr: 8.378e-05, eta: 0:04:44, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1736, decode.acc_seg: 93.1466, loss: 0.1736 2024-01-03 11:34:53,196 - mmseg - INFO - Iter [36700/40000] lr: 8.252e-05, eta: 0:04:40, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1691, decode.acc_seg: 93.1132, loss: 0.1691 2024-01-03 11:34:56,015 - mmseg - INFO - Iter [36750/40000] lr: 8.127e-05, eta: 0:04:35, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1723, decode.acc_seg: 92.8413, loss: 0.1723 2024-01-03 11:35:01,242 - mmseg - INFO - Iter [36800/40000] lr: 8.003e-05, eta: 0:04:31, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1696, decode.acc_seg: 93.2944, loss: 0.1696 2024-01-03 11:35:04,058 - mmseg - INFO - Iter [36850/40000] lr: 7.878e-05, eta: 0:04:27, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1679, decode.acc_seg: 93.1739, loss: 0.1679 2024-01-03 11:35:09,440 - mmseg - INFO - Iter [36900/40000] lr: 7.752e-05, eta: 0:04:23, time: 0.108, data_time: 0.047, memory: 623, decode.loss_ce: 0.1680, decode.acc_seg: 93.1258, loss: 0.1680 2024-01-03 11:35:14,717 - mmseg - INFO - Iter [36950/40000] lr: 7.627e-05, eta: 0:04:19, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1747, decode.acc_seg: 93.0206, loss: 0.1747 2024-01-03 11:35:17,553 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:35:17,553 - mmseg - INFO - Iter [37000/40000] lr: 7.503e-05, eta: 0:04:14, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1772, decode.acc_seg: 92.7302, loss: 0.1772 2024-01-03 11:35:22,734 - mmseg - INFO - Iter [37050/40000] lr: 7.378e-05, eta: 0:04:10, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1762, decode.acc_seg: 92.9636, loss: 0.1762 2024-01-03 11:35:25,529 - mmseg - INFO - Iter [37100/40000] lr: 7.252e-05, eta: 0:04:06, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1710, decode.acc_seg: 93.2514, loss: 0.1710 2024-01-03 11:35:30,846 - mmseg - INFO - Iter [37150/40000] lr: 7.127e-05, eta: 0:04:02, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1764, decode.acc_seg: 93.0887, loss: 0.1764 2024-01-03 11:35:33,682 - mmseg - INFO - Iter [37200/40000] lr: 7.003e-05, eta: 0:03:57, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1686, decode.acc_seg: 93.1704, loss: 0.1686 2024-01-03 11:35:38,972 - mmseg - INFO - Iter [37250/40000] lr: 6.878e-05, eta: 0:03:53, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1645, decode.acc_seg: 93.3342, loss: 0.1645 2024-01-03 11:35:41,796 - mmseg - INFO - Iter [37300/40000] lr: 6.752e-05, eta: 0:03:49, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1846, decode.acc_seg: 92.6235, loss: 0.1846 2024-01-03 11:35:47,059 - mmseg - INFO - Iter [37350/40000] lr: 6.627e-05, eta: 0:03:44, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1765, decode.acc_seg: 92.9396, loss: 0.1765 2024-01-03 11:35:49,843 - mmseg - INFO - Iter [37400/40000] lr: 6.502e-05, eta: 0:03:40, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1663, decode.acc_seg: 93.2758, loss: 0.1663 2024-01-03 11:35:55,202 - mmseg - INFO - Iter [37450/40000] lr: 6.378e-05, eta: 0:03:36, time: 0.107, data_time: 0.046, memory: 623, decode.loss_ce: 0.1747, decode.acc_seg: 92.9710, loss: 0.1747 2024-01-03 11:36:00,409 - mmseg - INFO - Iter [37500/40000] lr: 6.253e-05, eta: 0:03:32, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1730, decode.acc_seg: 92.8991, loss: 0.1730 2024-01-03 11:36:03,239 - mmseg - INFO - Iter [37550/40000] lr: 6.127e-05, eta: 0:03:27, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1632, decode.acc_seg: 93.3895, loss: 0.1632 2024-01-03 11:36:08,542 - mmseg - INFO - Iter [37600/40000] lr: 6.002e-05, eta: 0:03:23, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1674, decode.acc_seg: 93.2853, loss: 0.1674 2024-01-03 11:36:11,368 - mmseg - INFO - Iter [37650/40000] lr: 5.878e-05, eta: 0:03:19, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1800, decode.acc_seg: 92.8753, loss: 0.1800 2024-01-03 11:36:16,586 - mmseg - INFO - Iter [37700/40000] lr: 5.753e-05, eta: 0:03:15, time: 0.104, data_time: 0.049, memory: 623, decode.loss_ce: 0.1897, decode.acc_seg: 92.5075, loss: 0.1897 2024-01-03 11:36:19,400 - mmseg - INFO - Iter [37750/40000] lr: 5.627e-05, eta: 0:03:10, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1797, decode.acc_seg: 92.9330, loss: 0.1797 2024-01-03 11:36:24,589 - mmseg - INFO - Iter [37800/40000] lr: 5.502e-05, eta: 0:03:06, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1671, decode.acc_seg: 93.1609, loss: 0.1671 2024-01-03 11:36:27,410 - mmseg - INFO - Iter [37850/40000] lr: 5.378e-05, eta: 0:03:02, time: 0.056, data_time: 0.002, memory: 623, decode.loss_ce: 0.1840, decode.acc_seg: 92.6036, loss: 0.1840 2024-01-03 11:36:32,673 - mmseg - INFO - Iter [37900/40000] lr: 5.253e-05, eta: 0:02:58, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1744, decode.acc_seg: 93.0244, loss: 0.1744 2024-01-03 11:36:37,831 - mmseg - INFO - Iter [37950/40000] lr: 5.127e-05, eta: 0:02:54, time: 0.103, data_time: 0.047, memory: 623, decode.loss_ce: 0.1908, decode.acc_seg: 92.3005, loss: 0.1908 2024-01-03 11:36:40,659 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:36:40,660 - mmseg - INFO - Iter [38000/40000] lr: 5.002e-05, eta: 0:02:49, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1655, decode.acc_seg: 93.5111, loss: 0.1655 2024-01-03 11:36:45,877 - mmseg - INFO - Iter [38050/40000] lr: 4.878e-05, eta: 0:02:45, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1712, decode.acc_seg: 93.1044, loss: 0.1712 2024-01-03 11:36:48,696 - mmseg - INFO - Iter [38100/40000] lr: 4.753e-05, eta: 0:02:41, time: 0.056, data_time: 0.002, memory: 623, decode.loss_ce: 0.1715, decode.acc_seg: 93.2547, loss: 0.1715 2024-01-03 11:36:53,998 - mmseg - INFO - Iter [38150/40000] lr: 4.627e-05, eta: 0:02:37, time: 0.106, data_time: 0.047, memory: 623, decode.loss_ce: 0.1778, decode.acc_seg: 92.8222, loss: 0.1778 2024-01-03 11:36:56,826 - mmseg - INFO - Iter [38200/40000] lr: 4.502e-05, eta: 0:02:32, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1704, decode.acc_seg: 93.1715, loss: 0.1704 2024-01-03 11:37:02,026 - mmseg - INFO - Iter [38250/40000] lr: 4.378e-05, eta: 0:02:28, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1652, decode.acc_seg: 93.4289, loss: 0.1652 2024-01-03 11:37:04,870 - mmseg - INFO - Iter [38300/40000] lr: 4.253e-05, eta: 0:02:24, time: 0.057, data_time: 0.002, memory: 623, decode.loss_ce: 0.1841, decode.acc_seg: 92.6677, loss: 0.1841 2024-01-03 11:37:10,083 - mmseg - INFO - Iter [38350/40000] lr: 4.127e-05, eta: 0:02:20, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1766, decode.acc_seg: 93.0055, loss: 0.1766 2024-01-03 11:37:12,897 - mmseg - INFO - Iter [38400/40000] lr: 4.002e-05, eta: 0:02:15, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1711, decode.acc_seg: 93.0777, loss: 0.1711 2024-01-03 11:37:18,097 - mmseg - INFO - Iter [38450/40000] lr: 3.878e-05, eta: 0:02:11, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1714, decode.acc_seg: 93.1991, loss: 0.1714 2024-01-03 11:37:23,331 - mmseg - INFO - Iter [38500/40000] lr: 3.753e-05, eta: 0:02:07, time: 0.105, data_time: 0.049, memory: 623, decode.loss_ce: 0.1617, decode.acc_seg: 93.3701, loss: 0.1617 2024-01-03 11:37:26,176 - mmseg - INFO - Iter [38550/40000] lr: 3.627e-05, eta: 0:02:03, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1672, decode.acc_seg: 93.3154, loss: 0.1672 2024-01-03 11:37:31,403 - mmseg - INFO - Iter [38600/40000] lr: 3.502e-05, eta: 0:01:58, time: 0.105, data_time: 0.049, memory: 623, decode.loss_ce: 0.1708, decode.acc_seg: 92.9327, loss: 0.1708 2024-01-03 11:37:34,229 - mmseg - INFO - Iter [38650/40000] lr: 3.378e-05, eta: 0:01:54, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1708, decode.acc_seg: 93.1660, loss: 0.1708 2024-01-03 11:37:39,440 - mmseg - INFO - Iter [38700/40000] lr: 3.253e-05, eta: 0:01:50, time: 0.104, data_time: 0.049, memory: 623, decode.loss_ce: 0.1750, decode.acc_seg: 93.0455, loss: 0.1750 2024-01-03 11:37:42,264 - mmseg - INFO - Iter [38750/40000] lr: 3.128e-05, eta: 0:01:46, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1813, decode.acc_seg: 92.6963, loss: 0.1813 2024-01-03 11:37:47,507 - mmseg - INFO - Iter [38800/40000] lr: 3.002e-05, eta: 0:01:41, time: 0.105, data_time: 0.046, memory: 623, decode.loss_ce: 0.1691, decode.acc_seg: 93.4362, loss: 0.1691 2024-01-03 11:37:50,355 - mmseg - INFO - Iter [38850/40000] lr: 2.877e-05, eta: 0:01:37, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1881, decode.acc_seg: 92.5570, loss: 0.1881 2024-01-03 11:37:55,583 - mmseg - INFO - Iter [38900/40000] lr: 2.753e-05, eta: 0:01:33, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1716, decode.acc_seg: 93.4686, loss: 0.1716 2024-01-03 11:38:00,734 - mmseg - INFO - Iter [38950/40000] lr: 2.628e-05, eta: 0:01:29, time: 0.103, data_time: 0.046, memory: 623, decode.loss_ce: 0.1809, decode.acc_seg: 92.7118, loss: 0.1809 2024-01-03 11:38:03,580 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:38:03,580 - mmseg - INFO - Iter [39000/40000] lr: 2.502e-05, eta: 0:01:24, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1625, decode.acc_seg: 93.4480, loss: 0.1625 2024-01-03 11:38:08,805 - mmseg - INFO - Iter [39050/40000] lr: 2.377e-05, eta: 0:01:20, time: 0.104, data_time: 0.049, memory: 623, decode.loss_ce: 0.1588, decode.acc_seg: 93.6351, loss: 0.1588 2024-01-03 11:38:11,645 - mmseg - INFO - Iter [39100/40000] lr: 2.253e-05, eta: 0:01:16, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1782, decode.acc_seg: 92.8955, loss: 0.1782 2024-01-03 11:38:16,868 - mmseg - INFO - Iter [39150/40000] lr: 2.128e-05, eta: 0:01:12, time: 0.104, data_time: 0.048, memory: 623, decode.loss_ce: 0.1629, decode.acc_seg: 93.5727, loss: 0.1629 2024-01-03 11:38:19,693 - mmseg - INFO - Iter [39200/40000] lr: 2.002e-05, eta: 0:01:07, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1712, decode.acc_seg: 92.9071, loss: 0.1712 2024-01-03 11:38:24,957 - mmseg - INFO - Iter [39250/40000] lr: 1.877e-05, eta: 0:01:03, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1772, decode.acc_seg: 92.7311, loss: 0.1772 2024-01-03 11:38:27,812 - mmseg - INFO - Iter [39300/40000] lr: 1.753e-05, eta: 0:00:59, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1675, decode.acc_seg: 93.2409, loss: 0.1675 2024-01-03 11:38:33,021 - mmseg - INFO - Iter [39350/40000] lr: 1.628e-05, eta: 0:00:55, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1841, decode.acc_seg: 92.7058, loss: 0.1841 2024-01-03 11:38:35,830 - mmseg - INFO - Iter [39400/40000] lr: 1.502e-05, eta: 0:00:50, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1798, decode.acc_seg: 92.9184, loss: 0.1798 2024-01-03 11:38:41,067 - mmseg - INFO - Iter [39450/40000] lr: 1.377e-05, eta: 0:00:46, time: 0.105, data_time: 0.047, memory: 623, decode.loss_ce: 0.1662, decode.acc_seg: 93.2907, loss: 0.1662 2024-01-03 11:38:46,369 - mmseg - INFO - Iter [39500/40000] lr: 1.253e-05, eta: 0:00:42, time: 0.106, data_time: 0.049, memory: 623, decode.loss_ce: 0.1873, decode.acc_seg: 92.4971, loss: 0.1873 2024-01-03 11:38:49,235 - mmseg - INFO - Iter [39550/40000] lr: 1.128e-05, eta: 0:00:38, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1877, decode.acc_seg: 92.6898, loss: 0.1877 2024-01-03 11:38:54,499 - mmseg - INFO - Iter [39600/40000] lr: 1.002e-05, eta: 0:00:33, time: 0.105, data_time: 0.050, memory: 623, decode.loss_ce: 0.1758, decode.acc_seg: 93.0385, loss: 0.1758 2024-01-03 11:38:57,326 - mmseg - INFO - Iter [39650/40000] lr: 8.775e-06, eta: 0:00:29, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1700, decode.acc_seg: 93.0512, loss: 0.1700 2024-01-03 11:39:02,528 - mmseg - INFO - Iter [39700/40000] lr: 7.525e-06, eta: 0:00:25, time: 0.104, data_time: 0.046, memory: 623, decode.loss_ce: 0.1549, decode.acc_seg: 93.9300, loss: 0.1549 2024-01-03 11:39:05,378 - mmseg - INFO - Iter [39750/40000] lr: 6.275e-06, eta: 0:00:21, time: 0.057, data_time: 0.003, memory: 623, decode.loss_ce: 0.1758, decode.acc_seg: 92.9883, loss: 0.1758 2024-01-03 11:39:10,708 - mmseg - INFO - Iter [39800/40000] lr: 5.025e-06, eta: 0:00:16, time: 0.107, data_time: 0.047, memory: 623, decode.loss_ce: 0.1747, decode.acc_seg: 93.0719, loss: 0.1747 2024-01-03 11:39:13,531 - mmseg - INFO - Iter [39850/40000] lr: 3.775e-06, eta: 0:00:12, time: 0.056, data_time: 0.003, memory: 623, decode.loss_ce: 0.1839, decode.acc_seg: 92.6742, loss: 0.1839 2024-01-03 11:39:18,770 - mmseg - INFO - Iter [39900/40000] lr: 2.525e-06, eta: 0:00:08, time: 0.105, data_time: 0.048, memory: 623, decode.loss_ce: 0.1605, decode.acc_seg: 93.5446, loss: 0.1605 2024-01-03 11:39:23,960 - mmseg - INFO - Iter [39950/40000] lr: 1.275e-06, eta: 0:00:04, time: 0.104, data_time: 0.047, memory: 623, decode.loss_ce: 0.1680, decode.acc_seg: 93.1687, loss: 0.1680 2024-01-03 11:39:26,833 - mmseg - INFO - Saving checkpoint at 40000 iterations 2024-01-03 11:39:26,878 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:39:26,879 - mmseg - INFO - Iter [40000/40000] lr: 2.500e-08, eta: 0:00:00, time: 0.058, data_time: 0.003, memory: 623, decode.loss_ce: 0.1661, decode.acc_seg: 93.4937, loss: 0.1661 2024-01-03 11:39:37,520 - mmseg - INFO - per class results: 2024-01-03 11:39:37,522 - mmseg - INFO - +-------------+-------+-------+ | Class | IoU | Acc | +-------------+-------+-------+ | background | 92.3 | 96.03 | | aeroplane | 78.35 | 87.57 | | bicycle | 55.85 | 78.24 | | bird | 81.3 | 92.76 | | boat | 66.21 | 76.47 | | bottle | 66.88 | 86.33 | | bus | 86.01 | 92.12 | | car | 78.15 | 86.02 | | cat | 87.32 | 93.79 | | chair | 38.89 | 56.72 | | cow | 88.71 | 95.01 | | diningtable | 52.0 | 61.73 | | dog | 84.55 | 91.78 | | horse | 84.95 | 93.03 | | motorbike | 74.18 | 85.58 | | person | 83.74 | 92.35 | | pottedplant | 49.94 | 60.37 | | sheep | 86.56 | 93.65 | | sofa | 56.49 | 70.02 | | train | 82.68 | 90.24 | | tvmonitor | 61.08 | 74.79 | +-------------+-------+-------+ 2024-01-03 11:39:37,522 - mmseg - INFO - Summary: 2024-01-03 11:39:37,522 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 93.43 | 73.15 | 83.55 | +-------+-------+-------+ 2024-01-03 11:39:37,522 - mmseg - INFO - Exp name: vitb_voc2012_linear_config.py 2024-01-03 11:39:37,522 - mmseg - INFO - Iter(val) [182] aAcc: 0.9343, mIoU: 0.7315, mAcc: 0.8355, IoU.background: 0.9230, IoU.aeroplane: 0.7835, IoU.bicycle: 0.5585, IoU.bird: 0.8130, IoU.boat: 0.6621, IoU.bottle: 0.6688, IoU.bus: 0.8601, IoU.car: 0.7815, IoU.cat: 0.8732, IoU.chair: 0.3889, IoU.cow: 0.8871, IoU.diningtable: 0.5200, IoU.dog: 0.8455, IoU.horse: 0.8495, IoU.motorbike: 0.7418, IoU.person: 0.8374, IoU.pottedplant: 0.4994, IoU.sheep: 0.8656, IoU.sofa: 0.5649, IoU.train: 0.8268, IoU.tvmonitor: 0.6108, Acc.background: 0.9603, Acc.aeroplane: 0.8757, Acc.bicycle: 0.7824, Acc.bird: 0.9276, Acc.boat: 0.7647, Acc.bottle: 0.8633, Acc.bus: 0.9212, Acc.car: 0.8602, Acc.cat: 0.9379, Acc.chair: 0.5672, Acc.cow: 0.9501, Acc.diningtable: 0.6173, Acc.dog: 0.9178, Acc.horse: 0.9303, Acc.motorbike: 0.8558, Acc.person: 0.9235, Acc.pottedplant: 0.6037, Acc.sheep: 0.9365, Acc.sofa: 0.7002, Acc.train: 0.9024, Acc.tvmonitor: 0.7479