├── .circleci └── config.yml ├── .dev ├── batch_test_list.py ├── batch_train_list.txt ├── benchmark_evaluation.sh ├── benchmark_inference.py ├── benchmark_train.sh ├── check_urls.py ├── gather_benchmark_evaluation_results.py ├── gather_benchmark_train_results.py ├── gather_models.py ├── generate_benchmark_evaluation_script.py ├── generate_benchmark_train_script.py ├── md2yml.py └── upload_modelzoo.py ├── .github ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── ISSUE_TEMPLATE │ ├── config.yml │ ├── error-report.md │ ├── feature_request.md │ ├── general_questions.md │ └── reimplementation_questions.md ├── pull_request_template.md └── workflows │ ├── build.yml │ ├── deploy.yml │ └── lint.yml ├── .gitignore ├── .pre-commit-config.yaml ├── .readthedocs.yml ├── CITATION.cff ├── LICENSE ├── MANIFEST.in ├── README.md ├── README_zh-CN.md ├── configs ├── _base_ │ ├── datasets │ │ ├── ade20k.py │ │ ├── chase_db1.py │ │ ├── cityscapes.py │ │ ├── cityscapes_1024x1024.py │ │ ├── cityscapes_768x768.py │ │ ├── cityscapes_769x769.py │ │ ├── cityscapes_832x832.py │ │ ├── coco-stuff10k.py │ │ ├── coco-stuff164k.py │ │ ├── drive.py │ │ ├── hrf.py │ │ ├── loveda.py │ │ ├── pascal_context.py │ │ ├── pascal_context_59.py │ │ ├── pascal_voc12.py │ │ ├── pascal_voc12_aug.py │ │ └── stare.py │ ├── default_runtime.py │ ├── models │ │ ├── ann_r50-d8.py │ │ ├── apcnet_r50-d8.py │ │ ├── bisenetv1_r18-d32.py │ │ ├── bisenetv2.py │ │ ├── ccnet_r50-d8.py │ │ ├── cgnet.py │ │ ├── danet_r50-d8.py │ │ ├── deeplabv3_r50-d8.py │ │ ├── deeplabv3_unet_s5-d16.py │ │ ├── deeplabv3plus_r50-d8.py │ │ ├── dmnet_r50-d8.py │ │ ├── dnl_r50-d8.py │ │ ├── dpt_vit-b16.py │ │ ├── emanet_r50-d8.py │ │ ├── encnet_r50-d8.py │ │ ├── erfnet_fcn.py │ │ ├── fast_scnn.py │ │ ├── fastfcn_r50-d32_jpu_psp.py │ │ ├── fcn_hr18.py │ │ ├── fcn_r50-d8.py │ │ ├── fcn_unet_s5-d16.py │ │ ├── fpn_r50.py │ │ ├── gcnet_r50-d8.py │ │ ├── icnet_r50-d8.py │ │ ├── isanet_r50-d8.py │ │ ├── lraspp_m-v3-d8.py │ │ ├── nonlocal_r50-d8.py │ │ ├── ocrnet_hr18.py │ │ ├── ocrnet_r50-d8.py │ │ ├── pointrend_r50.py │ │ ├── psanet_r50-d8.py │ │ ├── pspnet_r50-d8.py │ │ ├── pspnet_unet_s5-d16.py │ │ ├── segformer_mit-b0.py │ │ ├── setr_mla.py │ │ ├── setr_naive.py │ │ ├── setr_pup.py │ │ ├── stdc.py │ │ ├── twins_pcpvt-s_fpn.py │ │ ├── twins_pcpvt-s_upernet.py │ │ ├── upernet_cswin.py │ │ ├── upernet_r50.py │ │ ├── upernet_swin.py │ │ └── upernet_vit-b16_ln_mln.py │ └── schedules │ │ ├── schedule_160k.py │ │ ├── schedule_20k.py │ │ ├── schedule_320k.py │ │ ├── schedule_40k.py │ │ └── schedule_80k.py ├── ann │ ├── README.md │ ├── ann.yml │ ├── ann_r101-d8_512x1024_40k_cityscapes.py │ ├── ann_r101-d8_512x1024_80k_cityscapes.py │ ├── ann_r101-d8_512x512_160k_ade20k.py │ ├── ann_r101-d8_512x512_20k_voc12aug.py │ ├── ann_r101-d8_512x512_40k_voc12aug.py │ ├── ann_r101-d8_512x512_80k_ade20k.py │ ├── ann_r101-d8_769x769_40k_cityscapes.py │ ├── ann_r101-d8_769x769_80k_cityscapes.py │ ├── ann_r50-d8_512x1024_40k_cityscapes.py │ ├── ann_r50-d8_512x1024_80k_cityscapes.py │ ├── ann_r50-d8_512x512_160k_ade20k.py │ ├── ann_r50-d8_512x512_20k_voc12aug.py │ ├── ann_r50-d8_512x512_40k_voc12aug.py │ ├── ann_r50-d8_512x512_80k_ade20k.py │ ├── ann_r50-d8_769x769_40k_cityscapes.py │ └── ann_r50-d8_769x769_80k_cityscapes.py ├── apcnet │ ├── README.md │ ├── apcnet.yml │ ├── apcnet_r101-d8_512x1024_40k_cityscapes.py │ ├── apcnet_r101-d8_512x1024_80k_cityscapes.py │ ├── apcnet_r101-d8_512x512_160k_ade20k.py │ ├── apcnet_r101-d8_512x512_80k_ade20k.py │ ├── apcnet_r101-d8_769x769_40k_cityscapes.py │ ├── apcnet_r101-d8_769x769_80k_cityscapes.py │ ├── apcnet_r50-d8_512x1024_40k_cityscapes.py │ ├── apcnet_r50-d8_512x1024_80k_cityscapes.py │ ├── apcnet_r50-d8_512x512_160k_ade20k.py │ ├── apcnet_r50-d8_512x512_80k_ade20k.py │ ├── apcnet_r50-d8_769x769_40k_cityscapes.py │ └── apcnet_r50-d8_769x769_80k_cityscapes.py ├── bisenetv1 │ ├── README.md │ ├── bisenetv1.yml │ ├── bisenetv1_r101-d32_in1k-pre_lr5e-3_4x4_512x512_160k_coco-stuff164k.py │ ├── bisenetv1_r101-d32_lr5e-3_4x4_512x512_160k_coco-stuff164k.py │ ├── bisenetv1_r18-d32_4x4_1024x1024_160k_cityscapes.py │ ├── bisenetv1_r18-d32_in1k-pre_4x4_1024x1024_160k_cityscapes.py │ ├── bisenetv1_r18-d32_in1k-pre_4x8_1024x1024_160k_cityscapes.py │ ├── bisenetv1_r18-d32_in1k-pre_lr5e-3_4x4_512x512_160k_coco-stuff164k.py │ ├── bisenetv1_r18-d32_lr5e-3_4x4_512x512_160k_coco-stuff164k.py │ ├── bisenetv1_r50-d32_4x4_1024x1024_160k_cityscapes.py │ ├── bisenetv1_r50-d32_in1k-pre_4x4_1024x1024_160k_cityscapes.py │ ├── bisenetv1_r50-d32_in1k-pre_lr5e-3_4x4_512x512_160k_coco-stuff164k.py │ └── bisenetv1_r50-d32_lr5e-3_4x4_512x512_160k_coco-stuff164k.py ├── bisenetv2 │ ├── README.md │ ├── bisenetv2.yml │ ├── bisenetv2_fcn_4x4_1024x1024_160k_cityscapes.py │ ├── bisenetv2_fcn_4x8_1024x1024_160k_cityscapes.py │ ├── bisenetv2_fcn_fp16_4x4_1024x1024_160k_cityscapes.py │ └── bisenetv2_fcn_ohem_4x4_1024x1024_160k_cityscapes.py ├── ccnet │ ├── README.md │ ├── ccnet.yml │ ├── ccnet_r101-d8_512x1024_40k_cityscapes.py │ ├── ccnet_r101-d8_512x1024_80k_cityscapes.py │ ├── ccnet_r101-d8_512x512_160k_ade20k.py │ ├── ccnet_r101-d8_512x512_20k_voc12aug.py │ ├── ccnet_r101-d8_512x512_40k_voc12aug.py │ ├── ccnet_r101-d8_512x512_80k_ade20k.py │ ├── ccnet_r101-d8_769x769_40k_cityscapes.py │ ├── ccnet_r101-d8_769x769_80k_cityscapes.py │ ├── ccnet_r50-d8_512x1024_40k_cityscapes.py │ ├── ccnet_r50-d8_512x1024_80k_cityscapes.py │ ├── ccnet_r50-d8_512x512_160k_ade20k.py │ ├── ccnet_r50-d8_512x512_20k_voc12aug.py │ ├── ccnet_r50-d8_512x512_40k_voc12aug.py │ ├── ccnet_r50-d8_512x512_80k_ade20k.py │ ├── ccnet_r50-d8_769x769_40k_cityscapes.py │ └── ccnet_r50-d8_769x769_80k_cityscapes.py ├── cgnet │ ├── README.md │ ├── cgnet.yml │ ├── cgnet_512x1024_60k_cityscapes.py │ └── cgnet_680x680_60k_cityscapes.py ├── cswin │ └── upernet_cswin_base.py ├── danet │ ├── README.md │ ├── danet.yml │ ├── danet_r101-d8_512x1024_40k_cityscapes.py │ ├── danet_r101-d8_512x1024_80k_cityscapes.py │ ├── danet_r101-d8_512x512_160k_ade20k.py │ ├── danet_r101-d8_512x512_20k_voc12aug.py │ ├── danet_r101-d8_512x512_40k_voc12aug.py │ ├── danet_r101-d8_512x512_80k_ade20k.py │ ├── danet_r101-d8_769x769_40k_cityscapes.py │ ├── danet_r101-d8_769x769_80k_cityscapes.py │ ├── danet_r50-d8_512x1024_40k_cityscapes.py │ ├── danet_r50-d8_512x1024_80k_cityscapes.py │ ├── danet_r50-d8_512x512_160k_ade20k.py │ ├── danet_r50-d8_512x512_20k_voc12aug.py │ ├── danet_r50-d8_512x512_40k_voc12aug.py │ ├── danet_r50-d8_512x512_80k_ade20k.py │ ├── danet_r50-d8_769x769_40k_cityscapes.py │ └── danet_r50-d8_769x769_80k_cityscapes.py ├── deeplabv3 │ ├── README.md │ ├── deeplabv3.yml │ ├── deeplabv3_r101-d16-mg124_512x1024_40k_cityscapes.py │ ├── deeplabv3_r101-d16-mg124_512x1024_80k_cityscapes.py │ ├── deeplabv3_r101-d8_480x480_40k_pascal_context.py │ ├── deeplabv3_r101-d8_480x480_40k_pascal_context_59.py │ ├── deeplabv3_r101-d8_480x480_80k_pascal_context.py │ ├── deeplabv3_r101-d8_480x480_80k_pascal_context_59.py │ ├── deeplabv3_r101-d8_512x1024_40k_cityscapes.py │ ├── deeplabv3_r101-d8_512x1024_80k_cityscapes.py │ ├── deeplabv3_r101-d8_512x512_160k_ade20k.py │ ├── deeplabv3_r101-d8_512x512_20k_voc12aug.py │ ├── deeplabv3_r101-d8_512x512_40k_voc12aug.py │ ├── deeplabv3_r101-d8_512x512_4x4_160k_coco-stuff164k.py │ ├── deeplabv3_r101-d8_512x512_4x4_20k_coco-stuff10k.py │ ├── deeplabv3_r101-d8_512x512_4x4_320k_coco-stuff164k.py │ ├── deeplabv3_r101-d8_512x512_4x4_40k_coco-stuff10k.py │ ├── deeplabv3_r101-d8_512x512_4x4_80k_coco-stuff164k.py │ ├── deeplabv3_r101-d8_512x512_80k_ade20k.py │ ├── deeplabv3_r101-d8_769x769_40k_cityscapes.py │ ├── deeplabv3_r101-d8_769x769_80k_cityscapes.py │ ├── deeplabv3_r101-d8_fp16_512x1024_80k_cityscapes.py │ ├── deeplabv3_r101b-d8_512x1024_80k_cityscapes.py │ ├── deeplabv3_r101b-d8_769x769_80k_cityscapes.py │ ├── deeplabv3_r18-d8_512x1024_80k_cityscapes.py │ ├── deeplabv3_r18-d8_769x769_80k_cityscapes.py │ ├── deeplabv3_r18b-d8_512x1024_80k_cityscapes.py │ ├── deeplabv3_r18b-d8_769x769_80k_cityscapes.py │ ├── deeplabv3_r50-d8_480x480_40k_pascal_context.py │ ├── deeplabv3_r50-d8_480x480_40k_pascal_context_59.py │ ├── deeplabv3_r50-d8_480x480_80k_pascal_context.py │ ├── deeplabv3_r50-d8_480x480_80k_pascal_context_59.py │ ├── deeplabv3_r50-d8_512x1024_40k_cityscapes.py │ ├── deeplabv3_r50-d8_512x1024_80k_cityscapes.py │ ├── deeplabv3_r50-d8_512x512_160k_ade20k.py │ ├── deeplabv3_r50-d8_512x512_20k_voc12aug.py │ ├── deeplabv3_r50-d8_512x512_40k_voc12aug.py │ ├── deeplabv3_r50-d8_512x512_4x4_160k_coco-stuff164k.py │ ├── deeplabv3_r50-d8_512x512_4x4_20k_coco-stuff10k.py │ ├── deeplabv3_r50-d8_512x512_4x4_320k_coco-stuff164k.py │ ├── deeplabv3_r50-d8_512x512_4x4_40k_coco-stuff10k.py │ ├── deeplabv3_r50-d8_512x512_4x4_80k_coco-stuff164k.py │ ├── deeplabv3_r50-d8_512x512_80k_ade20k.py │ ├── deeplabv3_r50-d8_769x769_40k_cityscapes.py │ ├── deeplabv3_r50-d8_769x769_80k_cityscapes.py │ ├── deeplabv3_r50b-d8_512x1024_80k_cityscapes.py │ └── deeplabv3_r50b-d8_769x769_80k_cityscapes.py ├── deeplabv3plus │ ├── README.md │ ├── deeplabv3plus.yml │ ├── deeplabv3plus_r101-d16-mg124_512x1024_40k_cityscapes.py │ ├── deeplabv3plus_r101-d16-mg124_512x1024_80k_cityscapes.py │ ├── deeplabv3plus_r101-d8_480x480_40k_pascal_context.py │ ├── deeplabv3plus_r101-d8_480x480_40k_pascal_context_59.py │ ├── deeplabv3plus_r101-d8_480x480_80k_pascal_context.py │ ├── deeplabv3plus_r101-d8_480x480_80k_pascal_context_59.py │ ├── deeplabv3plus_r101-d8_512x1024_40k_cityscapes.py │ ├── deeplabv3plus_r101-d8_512x1024_80k_cityscapes.py │ ├── deeplabv3plus_r101-d8_512x512_160k_ade20k.py │ ├── deeplabv3plus_r101-d8_512x512_20k_voc12aug.py │ ├── deeplabv3plus_r101-d8_512x512_40k_voc12aug.py │ ├── deeplabv3plus_r101-d8_512x512_80k_ade20k.py │ ├── deeplabv3plus_r101-d8_512x512_80k_loveda.py │ ├── deeplabv3plus_r101-d8_769x769_40k_cityscapes.py │ ├── deeplabv3plus_r101-d8_769x769_80k_cityscapes.py │ ├── deeplabv3plus_r101-d8_fp16_512x1024_80k_cityscapes.py │ ├── deeplabv3plus_r101b-d8_512x1024_80k_cityscapes.py │ ├── deeplabv3plus_r101b-d8_769x769_80k_cityscapes.py │ ├── deeplabv3plus_r18-d8_512x1024_80k_cityscapes.py │ ├── deeplabv3plus_r18-d8_512x512_80k_loveda.py │ ├── deeplabv3plus_r18-d8_769x769_80k_cityscapes.py │ ├── deeplabv3plus_r18b-d8_512x1024_80k_cityscapes.py │ ├── deeplabv3plus_r18b-d8_769x769_80k_cityscapes.py │ ├── deeplabv3plus_r50-d8_480x480_40k_pascal_context.py │ ├── deeplabv3plus_r50-d8_480x480_40k_pascal_context_59.py │ ├── deeplabv3plus_r50-d8_480x480_80k_pascal_context.py │ ├── deeplabv3plus_r50-d8_480x480_80k_pascal_context_59.py │ ├── deeplabv3plus_r50-d8_512x1024_40k_cityscapes.py │ ├── deeplabv3plus_r50-d8_512x1024_80k_cityscapes.py │ ├── deeplabv3plus_r50-d8_512x512_160k_ade20k.py │ ├── deeplabv3plus_r50-d8_512x512_20k_voc12aug.py │ ├── deeplabv3plus_r50-d8_512x512_40k_voc12aug.py │ ├── deeplabv3plus_r50-d8_512x512_80k_ade20k.py │ ├── deeplabv3plus_r50-d8_512x512_80k_loveda.py │ ├── deeplabv3plus_r50-d8_769x769_40k_cityscapes.py │ ├── deeplabv3plus_r50-d8_769x769_80k_cityscapes.py │ ├── deeplabv3plus_r50b-d8_512x1024_80k_cityscapes.py │ └── deeplabv3plus_r50b-d8_769x769_80k_cityscapes.py ├── dmnet │ ├── README.md │ ├── dmnet.yml │ ├── dmnet_r101-d8_512x1024_40k_cityscapes.py │ ├── dmnet_r101-d8_512x1024_80k_cityscapes.py │ ├── dmnet_r101-d8_512x512_160k_ade20k.py │ ├── dmnet_r101-d8_512x512_80k_ade20k.py │ ├── dmnet_r101-d8_769x769_40k_cityscapes.py │ ├── dmnet_r101-d8_769x769_80k_cityscapes.py │ ├── dmnet_r50-d8_512x1024_40k_cityscapes.py │ ├── dmnet_r50-d8_512x1024_80k_cityscapes.py │ ├── dmnet_r50-d8_512x512_160k_ade20k.py │ ├── dmnet_r50-d8_512x512_80k_ade20k.py │ ├── dmnet_r50-d8_769x769_40k_cityscapes.py │ └── dmnet_r50-d8_769x769_80k_cityscapes.py ├── dnlnet │ ├── README.md │ ├── dnl_r101-d8_512x1024_40k_cityscapes.py │ ├── dnl_r101-d8_512x1024_80k_cityscapes.py │ ├── dnl_r101-d8_512x512_160k_ade20k.py │ ├── dnl_r101-d8_512x512_80k_ade20k.py │ ├── dnl_r101-d8_769x769_40k_cityscapes.py │ ├── dnl_r101-d8_769x769_80k_cityscapes.py │ ├── dnl_r50-d8_512x1024_40k_cityscapes.py │ ├── dnl_r50-d8_512x1024_80k_cityscapes.py │ ├── dnl_r50-d8_512x512_160k_ade20k.py │ ├── dnl_r50-d8_512x512_80k_ade20k.py │ ├── dnl_r50-d8_769x769_40k_cityscapes.py │ ├── dnl_r50-d8_769x769_80k_cityscapes.py │ └── dnlnet.yml ├── dpt │ ├── README.md │ ├── dpt.yml │ └── dpt_vit-b16_512x512_160k_ade20k.py ├── emanet │ ├── README.md │ ├── emanet.yml │ ├── emanet_r101-d8_512x1024_80k_cityscapes.py │ ├── emanet_r101-d8_769x769_80k_cityscapes.py │ ├── emanet_r50-d8_512x1024_80k_cityscapes.py │ └── emanet_r50-d8_769x769_80k_cityscapes.py ├── encnet │ ├── README.md │ ├── encnet.yml │ ├── encnet_r101-d8_512x1024_40k_cityscapes.py │ ├── encnet_r101-d8_512x1024_80k_cityscapes.py │ ├── encnet_r101-d8_512x512_160k_ade20k.py │ ├── encnet_r101-d8_512x512_20k_voc12aug.py │ ├── encnet_r101-d8_512x512_40k_voc12aug.py │ ├── encnet_r101-d8_512x512_80k_ade20k.py │ ├── encnet_r101-d8_769x769_40k_cityscapes.py │ ├── encnet_r101-d8_769x769_80k_cityscapes.py │ ├── encnet_r50-d8_512x1024_40k_cityscapes.py │ ├── encnet_r50-d8_512x1024_80k_cityscapes.py │ ├── encnet_r50-d8_512x512_160k_ade20k.py │ ├── encnet_r50-d8_512x512_20k_voc12aug.py │ ├── encnet_r50-d8_512x512_40k_voc12aug.py │ ├── encnet_r50-d8_512x512_80k_ade20k.py │ ├── encnet_r50-d8_769x769_40k_cityscapes.py │ ├── encnet_r50-d8_769x769_80k_cityscapes.py │ └── encnet_r50s-d8_512x512_80k_ade20k.py ├── erfnet │ ├── README.md │ ├── erfnet.yml │ └── erfnet_fcn_4x4_512x1024_160k_cityscapes.py ├── fastfcn │ ├── README.md │ ├── fastfcn.yml │ ├── fastfcn_r50-d32_jpu_aspp_4x4_512x1024_80k_cityscapes.py │ ├── fastfcn_r50-d32_jpu_aspp_512x1024_80k_cityscapes.py │ ├── fastfcn_r50-d32_jpu_aspp_512x512_160k_ade20k.py │ ├── fastfcn_r50-d32_jpu_aspp_512x512_80k_ade20k.py │ ├── fastfcn_r50-d32_jpu_enc_4x4_512x1024_80k_cityscapes.py │ ├── fastfcn_r50-d32_jpu_enc_512x1024_80k_cityscapes.py │ ├── fastfcn_r50-d32_jpu_enc_512x512_160k_ade20k.py │ ├── fastfcn_r50-d32_jpu_enc_512x512_80k_ade20k.py │ ├── fastfcn_r50-d32_jpu_psp_4x4_512x1024_80k_cityscapes.py │ ├── fastfcn_r50-d32_jpu_psp_512x1024_80k_cityscapes.py │ ├── fastfcn_r50-d32_jpu_psp_512x512_160k_ade20k.py │ └── fastfcn_r50-d32_jpu_psp_512x512_80k_ade20k.py ├── fastscnn │ ├── README.md │ ├── fast_scnn_lr0.12_8x4_160k_cityscapes.py │ └── fastscnn.yml ├── fcn │ ├── README.md │ ├── fcn.yml │ ├── fcn_d6_r101-d16_512x1024_40k_cityscapes.py │ ├── fcn_d6_r101-d16_512x1024_80k_cityscapes.py │ ├── fcn_d6_r101-d16_769x769_40k_cityscapes.py │ ├── fcn_d6_r101-d16_769x769_80k_cityscapes.py │ ├── fcn_d6_r101b-d16_512x1024_80k_cityscapes.py │ ├── fcn_d6_r101b-d16_769x769_80k_cityscapes.py │ ├── fcn_d6_r50-d16_512x1024_40k_cityscapes.py │ ├── fcn_d6_r50-d16_512x1024_80k_cityscapes.py │ ├── fcn_d6_r50-d16_769x769_40k_cityscapes.py │ ├── fcn_d6_r50-d16_769x769_80k_cityscapes.py │ ├── fcn_d6_r50b-d16_512x1024_80k_cityscapes.py │ ├── fcn_d6_r50b-d16_769x769_80k_cityscapes.py │ ├── fcn_r101-d8_480x480_40k_pascal_context.py │ ├── fcn_r101-d8_480x480_40k_pascal_context_59.py │ ├── fcn_r101-d8_480x480_80k_pascal_context.py │ ├── fcn_r101-d8_480x480_80k_pascal_context_59.py │ ├── fcn_r101-d8_512x1024_40k_cityscapes.py │ ├── fcn_r101-d8_512x1024_80k_cityscapes.py │ ├── fcn_r101-d8_512x512_160k_ade20k.py │ ├── fcn_r101-d8_512x512_20k_voc12aug.py │ ├── fcn_r101-d8_512x512_40k_voc12aug.py │ ├── fcn_r101-d8_512x512_80k_ade20k.py │ ├── fcn_r101-d8_769x769_40k_cityscapes.py │ ├── fcn_r101-d8_769x769_80k_cityscapes.py │ ├── fcn_r101-d8_fp16_512x1024_80k_cityscapes.py │ ├── fcn_r101b-d8_512x1024_80k_cityscapes.py │ ├── fcn_r101b-d8_769x769_80k_cityscapes.py │ ├── fcn_r18-d8_512x1024_80k_cityscapes.py │ ├── fcn_r18-d8_769x769_80k_cityscapes.py │ ├── fcn_r18b-d8_512x1024_80k_cityscapes.py │ ├── fcn_r18b-d8_769x769_80k_cityscapes.py │ ├── fcn_r50-d8_480x480_40k_pascal_context.py │ ├── fcn_r50-d8_480x480_40k_pascal_context_59.py │ ├── fcn_r50-d8_480x480_80k_pascal_context.py │ ├── fcn_r50-d8_480x480_80k_pascal_context_59.py │ ├── fcn_r50-d8_512x1024_40k_cityscapes.py │ ├── fcn_r50-d8_512x1024_80k_cityscapes.py │ ├── fcn_r50-d8_512x512_160k_ade20k.py │ ├── fcn_r50-d8_512x512_20k_voc12aug.py │ ├── fcn_r50-d8_512x512_40k_voc12aug.py │ ├── fcn_r50-d8_512x512_80k_ade20k.py │ ├── fcn_r50-d8_769x769_40k_cityscapes.py │ ├── fcn_r50-d8_769x769_80k_cityscapes.py │ ├── fcn_r50b-d8_512x1024_80k_cityscapes.py │ └── fcn_r50b-d8_769x769_80k_cityscapes.py ├── gcnet │ ├── README.md │ ├── gcnet.yml │ ├── gcnet_r101-d8_512x1024_40k_cityscapes.py │ ├── gcnet_r101-d8_512x1024_80k_cityscapes.py │ ├── gcnet_r101-d8_512x512_160k_ade20k.py │ ├── gcnet_r101-d8_512x512_20k_voc12aug.py │ ├── gcnet_r101-d8_512x512_40k_voc12aug.py │ ├── gcnet_r101-d8_512x512_80k_ade20k.py │ ├── gcnet_r101-d8_769x769_40k_cityscapes.py │ ├── gcnet_r101-d8_769x769_80k_cityscapes.py │ ├── gcnet_r50-d8_512x1024_40k_cityscapes.py │ ├── gcnet_r50-d8_512x1024_80k_cityscapes.py │ ├── gcnet_r50-d8_512x512_160k_ade20k.py │ ├── gcnet_r50-d8_512x512_20k_voc12aug.py │ ├── gcnet_r50-d8_512x512_40k_voc12aug.py │ ├── gcnet_r50-d8_512x512_80k_ade20k.py │ ├── gcnet_r50-d8_769x769_40k_cityscapes.py │ └── gcnet_r50-d8_769x769_80k_cityscapes.py ├── hrnet │ ├── README.md │ ├── fcn_hr18_480x480_40k_pascal_context.py │ ├── fcn_hr18_480x480_40k_pascal_context_59.py │ ├── fcn_hr18_480x480_80k_pascal_context.py │ ├── fcn_hr18_480x480_80k_pascal_context_59.py │ ├── fcn_hr18_512x1024_160k_cityscapes.py │ ├── fcn_hr18_512x1024_40k_cityscapes.py │ ├── fcn_hr18_512x1024_80k_cityscapes.py │ ├── fcn_hr18_512x512_160k_ade20k.py │ ├── fcn_hr18_512x512_20k_voc12aug.py │ ├── fcn_hr18_512x512_40k_voc12aug.py │ ├── fcn_hr18_512x512_80k_ade20k.py │ ├── fcn_hr18_512x512_80k_loveda.py │ ├── fcn_hr18s_480x480_40k_pascal_context.py │ ├── fcn_hr18s_480x480_40k_pascal_context_59.py │ ├── fcn_hr18s_480x480_80k_pascal_context.py │ ├── fcn_hr18s_480x480_80k_pascal_context_59.py │ ├── fcn_hr18s_512x1024_160k_cityscapes.py │ ├── fcn_hr18s_512x1024_40k_cityscapes.py │ ├── fcn_hr18s_512x1024_80k_cityscapes.py │ ├── fcn_hr18s_512x512_160k_ade20k.py │ ├── fcn_hr18s_512x512_20k_voc12aug.py │ ├── fcn_hr18s_512x512_40k_voc12aug.py │ ├── fcn_hr18s_512x512_80k_ade20k.py │ ├── fcn_hr18s_512x512_80k_loveda.py │ ├── fcn_hr48_480x480_40k_pascal_context.py │ ├── fcn_hr48_480x480_40k_pascal_context_59.py │ ├── fcn_hr48_480x480_80k_pascal_context.py │ ├── fcn_hr48_480x480_80k_pascal_context_59.py │ ├── fcn_hr48_512x1024_160k_cityscapes.py │ ├── fcn_hr48_512x1024_40k_cityscapes.py │ ├── fcn_hr48_512x1024_80k_cityscapes.py │ ├── fcn_hr48_512x512_160k_ade20k.py │ ├── fcn_hr48_512x512_20k_voc12aug.py │ ├── fcn_hr48_512x512_40k_voc12aug.py │ ├── fcn_hr48_512x512_80k_ade20k.py │ ├── fcn_hr48_512x512_80k_loveda.py │ └── hrnet.yml ├── icnet │ ├── README.md │ ├── icnet.yml │ ├── icnet_r101-d8_832x832_160k_cityscapes.py │ ├── icnet_r101-d8_832x832_80k_cityscapes.py │ ├── icnet_r101-d8_in1k-pre_832x832_160k_cityscapes.py │ ├── icnet_r101-d8_in1k-pre_832x832_80k_cityscapes.py │ ├── icnet_r18-d8_832x832_160k_cityscapes.py │ ├── icnet_r18-d8_832x832_80k_cityscapes.py │ ├── icnet_r18-d8_in1k-pre_832x832_160k_cityscapes.py │ ├── icnet_r18-d8_in1k-pre_832x832_80k_cityscapes.py │ ├── icnet_r50-d8_832x832_160k_cityscapes.py │ ├── icnet_r50-d8_832x832_80k_cityscapes.py │ ├── icnet_r50-d8_in1k-pre_832x832_160k_cityscapes.py │ └── icnet_r50-d8_in1k-pre_832x832_80k_cityscapes.py ├── isanet │ ├── README.md │ ├── isanet.yml │ ├── isanet_r101-d8_512x1024_40k_cityscapes.py │ ├── isanet_r101-d8_512x1024_80k_cityscapes.py │ ├── isanet_r101-d8_512x512_160k_ade20k.py │ ├── isanet_r101-d8_512x512_20k_voc12aug.py │ ├── isanet_r101-d8_512x512_40k_voc12aug.py │ ├── isanet_r101-d8_512x512_80k_ade20k.py │ ├── isanet_r101-d8_769x769_40k_cityscapes.py │ ├── isanet_r101-d8_769x769_80k_cityscapes.py │ ├── isanet_r50-d8_512x1024_40k_cityscapes.py │ ├── isanet_r50-d8_512x1024_80k_cityscapes.py │ ├── isanet_r50-d8_512x512_160k_ade20k.py │ ├── isanet_r50-d8_512x512_20k_voc12aug.py │ ├── isanet_r50-d8_512x512_40k_voc12aug.py │ ├── isanet_r50-d8_512x512_80k_ade20k.py │ ├── isanet_r50-d8_769x769_40k_cityscapes.py │ └── isanet_r50-d8_769x769_80k_cityscapes.py ├── mobilenet_v2 │ ├── README.md │ ├── deeplabv3_m-v2-d8_512x1024_80k_cityscapes.py │ ├── deeplabv3_m-v2-d8_512x512_160k_ade20k.py │ ├── deeplabv3plus_m-v2-d8_512x1024_80k_cityscapes.py │ ├── deeplabv3plus_m-v2-d8_512x512_160k_ade20k.py │ ├── fcn_m-v2-d8_512x1024_80k_cityscapes.py │ ├── fcn_m-v2-d8_512x512_160k_ade20k.py │ ├── mobilenet_v2.yml │ ├── pspnet_m-v2-d8_512x1024_80k_cityscapes.py │ └── pspnet_m-v2-d8_512x512_160k_ade20k.py ├── mobilenet_v3 │ ├── README.md │ ├── lraspp_m-v3-d8_512x1024_320k_cityscapes.py │ ├── lraspp_m-v3-d8_scratch_512x1024_320k_cityscapes.py │ ├── lraspp_m-v3s-d8_512x1024_320k_cityscapes.py │ ├── lraspp_m-v3s-d8_scratch_512x1024_320k_cityscapes.py │ └── mobilenet_v3.yml ├── nonlocal_net │ ├── README.md │ ├── nonlocal_net.yml │ ├── nonlocal_r101-d8_512x1024_40k_cityscapes.py │ ├── nonlocal_r101-d8_512x1024_80k_cityscapes.py │ ├── nonlocal_r101-d8_512x512_160k_ade20k.py │ ├── nonlocal_r101-d8_512x512_20k_voc12aug.py │ ├── nonlocal_r101-d8_512x512_40k_voc12aug.py │ ├── nonlocal_r101-d8_512x512_80k_ade20k.py │ ├── nonlocal_r101-d8_769x769_40k_cityscapes.py │ ├── nonlocal_r101-d8_769x769_80k_cityscapes.py │ ├── nonlocal_r50-d8_512x1024_40k_cityscapes.py │ ├── nonlocal_r50-d8_512x1024_80k_cityscapes.py │ ├── nonlocal_r50-d8_512x512_160k_ade20k.py │ ├── nonlocal_r50-d8_512x512_20k_voc12aug.py │ ├── nonlocal_r50-d8_512x512_40k_voc12aug.py │ ├── nonlocal_r50-d8_512x512_80k_ade20k.py │ ├── nonlocal_r50-d8_769x769_40k_cityscapes.py │ └── nonlocal_r50-d8_769x769_80k_cityscapes.py ├── ocrnet │ ├── README.md │ ├── ocrnet.yml │ ├── ocrnet_hr18_512x1024_160k_cityscapes.py │ ├── ocrnet_hr18_512x1024_40k_cityscapes.py │ ├── ocrnet_hr18_512x1024_80k_cityscapes.py │ ├── ocrnet_hr18_512x512_160k_ade20k.py │ ├── ocrnet_hr18_512x512_20k_voc12aug.py │ ├── ocrnet_hr18_512x512_40k_voc12aug.py │ ├── ocrnet_hr18_512x512_80k_ade20k.py │ ├── ocrnet_hr18s_512x1024_160k_cityscapes.py │ ├── ocrnet_hr18s_512x1024_40k_cityscapes.py │ ├── ocrnet_hr18s_512x1024_80k_cityscapes.py │ ├── ocrnet_hr18s_512x512_160k_ade20k.py │ ├── ocrnet_hr18s_512x512_20k_voc12aug.py │ ├── ocrnet_hr18s_512x512_40k_voc12aug.py │ ├── ocrnet_hr18s_512x512_80k_ade20k.py │ ├── ocrnet_hr48_512x1024_160k_cityscapes.py │ ├── ocrnet_hr48_512x1024_40k_cityscapes.py │ ├── ocrnet_hr48_512x1024_80k_cityscapes.py │ ├── ocrnet_hr48_512x512_160k_ade20k.py │ ├── ocrnet_hr48_512x512_20k_voc12aug.py │ ├── ocrnet_hr48_512x512_40k_voc12aug.py │ ├── ocrnet_hr48_512x512_80k_ade20k.py │ ├── ocrnet_r101-d8_512x1024_40k_b16_cityscapes.py │ ├── ocrnet_r101-d8_512x1024_40k_b8_cityscapes.py │ └── ocrnet_r101-d8_512x1024_80k_b16_cityscapes.py ├── point_rend │ ├── README.md │ ├── point_rend.yml │ ├── pointrend_r101_512x1024_80k_cityscapes.py │ ├── pointrend_r101_512x512_160k_ade20k.py │ ├── pointrend_r50_512x1024_80k_cityscapes.py │ └── pointrend_r50_512x512_160k_ade20k.py ├── psanet │ ├── README.md │ ├── psanet.yml │ ├── psanet_r101-d8_512x1024_40k_cityscapes.py │ ├── psanet_r101-d8_512x1024_80k_cityscapes.py │ ├── psanet_r101-d8_512x512_160k_ade20k.py │ ├── psanet_r101-d8_512x512_20k_voc12aug.py │ ├── psanet_r101-d8_512x512_40k_voc12aug.py │ ├── psanet_r101-d8_512x512_80k_ade20k.py │ ├── psanet_r101-d8_769x769_40k_cityscapes.py │ ├── psanet_r101-d8_769x769_80k_cityscapes.py │ ├── psanet_r50-d8_512x1024_40k_cityscapes.py │ ├── psanet_r50-d8_512x1024_80k_cityscapes.py │ ├── psanet_r50-d8_512x512_160k_ade20k.py │ ├── psanet_r50-d8_512x512_20k_voc12aug.py │ ├── psanet_r50-d8_512x512_40k_voc12aug.py │ ├── psanet_r50-d8_512x512_80k_ade20k.py │ ├── psanet_r50-d8_769x769_40k_cityscapes.py │ └── psanet_r50-d8_769x769_80k_cityscapes.py ├── pspnet │ ├── README.md │ ├── pspnet.yml │ ├── pspnet_r101-d8_480x480_40k_pascal_context.py │ ├── pspnet_r101-d8_480x480_40k_pascal_context_59.py │ ├── pspnet_r101-d8_480x480_80k_pascal_context.py │ ├── pspnet_r101-d8_480x480_80k_pascal_context_59.py │ ├── pspnet_r101-d8_512x1024_40k_cityscapes.py │ ├── pspnet_r101-d8_512x1024_40k_dark.py │ ├── pspnet_r101-d8_512x1024_40k_night_driving.py │ ├── pspnet_r101-d8_512x1024_80k_cityscapes.py │ ├── pspnet_r101-d8_512x512_160k_ade20k.py │ ├── pspnet_r101-d8_512x512_20k_voc12aug.py │ ├── pspnet_r101-d8_512x512_40k_voc12aug.py │ ├── pspnet_r101-d8_512x512_4x4_160k_coco-stuff164k.py │ ├── pspnet_r101-d8_512x512_4x4_20k_coco-stuff10k.py │ ├── pspnet_r101-d8_512x512_4x4_320k_coco-stuff164k.py │ ├── pspnet_r101-d8_512x512_4x4_40k_coco-stuff10k.py │ ├── pspnet_r101-d8_512x512_4x4_80k_coco-stuff164k.py │ ├── pspnet_r101-d8_512x512_80k_ade20k.py │ ├── pspnet_r101-d8_512x512_80k_loveda.py │ ├── pspnet_r101-d8_769x769_40k_cityscapes.py │ ├── pspnet_r101-d8_769x769_80k_cityscapes.py │ ├── pspnet_r101-d8_fp16_512x1024_80k_cityscapes.py │ ├── pspnet_r101b-d8_512x1024_80k_cityscapes.py │ ├── pspnet_r101b-d8_512x1024_80k_dark.py │ ├── pspnet_r101b-d8_512x1024_80k_night_driving.py │ ├── pspnet_r101b-d8_769x769_80k_cityscapes.py │ ├── pspnet_r18-d8_512x1024_80k_cityscapes.py │ ├── pspnet_r18-d8_512x512_80k_loveda.py │ ├── pspnet_r18-d8_769x769_80k_cityscapes.py │ ├── pspnet_r18b-d8_512x1024_80k_cityscapes.py │ ├── pspnet_r18b-d8_769x769_80k_cityscapes.py │ ├── pspnet_r50-d8_480x480_40k_pascal_context.py │ ├── pspnet_r50-d8_480x480_40k_pascal_context_59.py │ ├── pspnet_r50-d8_480x480_80k_pascal_context.py │ ├── pspnet_r50-d8_480x480_80k_pascal_context_59.py │ ├── pspnet_r50-d8_512x1024_40k_cityscapes.py │ ├── pspnet_r50-d8_512x1024_40k_dark.py │ ├── pspnet_r50-d8_512x1024_40k_night_driving.py │ ├── pspnet_r50-d8_512x1024_80k_cityscapes.py │ ├── pspnet_r50-d8_512x1024_80k_dark.py │ ├── pspnet_r50-d8_512x1024_80k_night_driving.py │ ├── pspnet_r50-d8_512x512_160k_ade20k.py │ ├── pspnet_r50-d8_512x512_20k_voc12aug.py │ ├── pspnet_r50-d8_512x512_40k_voc12aug.py │ ├── pspnet_r50-d8_512x512_4x4_160k_coco-stuff164k.py │ ├── pspnet_r50-d8_512x512_4x4_20k_coco-stuff10k.py │ ├── pspnet_r50-d8_512x512_4x4_320k_coco-stuff164k.py │ ├── pspnet_r50-d8_512x512_4x4_40k_coco-stuff10k.py │ ├── pspnet_r50-d8_512x512_4x4_80k_coco-stuff164k.py │ ├── pspnet_r50-d8_512x512_80k_ade20k.py │ ├── pspnet_r50-d8_512x512_80k_loveda.py │ ├── pspnet_r50-d8_769x769_40k_cityscapes.py │ ├── pspnet_r50-d8_769x769_80k_cityscapes.py │ ├── pspnet_r50b-d8_512x1024_80k_cityscapes.py │ └── pspnet_r50b-d8_769x769_80k_cityscapes.py ├── resnest │ ├── README.md │ ├── deeplabv3_s101-d8_512x1024_80k_cityscapes.py │ ├── deeplabv3_s101-d8_512x512_160k_ade20k.py │ ├── deeplabv3plus_s101-d8_512x1024_80k_cityscapes.py │ ├── deeplabv3plus_s101-d8_512x512_160k_ade20k.py │ ├── fcn_s101-d8_512x1024_80k_cityscapes.py │ ├── fcn_s101-d8_512x512_160k_ade20k.py │ ├── pspnet_s101-d8_512x1024_80k_cityscapes.py │ ├── pspnet_s101-d8_512x512_160k_ade20k.py │ └── resnest.yml ├── segformer │ ├── README.md │ ├── segformer.yml │ ├── segformer_mit-b0_512x512_160k_ade20k.py │ ├── segformer_mit-b1_512x512_160k_ade20k.py │ ├── segformer_mit-b2_512x512_160k_ade20k.py │ ├── segformer_mit-b3_512x512_160k_ade20k.py │ ├── segformer_mit-b4_512x512_160k_ade20k.py │ ├── segformer_mit-b5_512x512_160k_ade20k.py │ └── segformer_mit-b5_640x640_160k_ade20k.py ├── sem_fpn │ ├── README.md │ ├── fpn_r101_512x1024_80k_cityscapes.py │ ├── fpn_r101_512x512_160k_ade20k.py │ ├── fpn_r50_512x1024_80k_cityscapes.py │ ├── fpn_r50_512x512_160k_ade20k.py │ └── sem_fpn.yml ├── setr │ ├── README.md │ ├── setr.yml │ ├── setr_mla_512x512_160k_b16_ade20k.py │ ├── setr_mla_512x512_160k_b8_ade20k.py │ ├── setr_naive_512x512_160k_b16_ade20k.py │ ├── setr_pup_512x512_160k_b16_ade20k.py │ ├── setr_vit-large_mla_8x1_768x768_80k_cityscapes.py │ ├── setr_vit-large_naive_8x1_768x768_80k_cityscapes.py │ └── setr_vit-large_pup_8x1_768x768_80k_cityscapes.py ├── stdc │ ├── README.md │ ├── stdc.yml │ ├── stdc1_512x1024_80k_cityscapes.py │ ├── stdc1_in1k-pre_512x1024_80k_cityscapes.py │ ├── stdc2_512x1024_80k_cityscapes.py │ └── stdc2_in1k-pre_512x1024_80k_cityscapes.py ├── swin │ ├── README.md │ ├── swin.yml │ ├── upernet_swin_base_patch4_window12_512x512_160k_ade20k_pretrain_384x384_1K.py │ ├── upernet_swin_base_patch4_window12_512x512_160k_ade20k_pretrain_384x384_22K.py │ ├── upernet_swin_base_patch4_window7_512x512_160k_ade20k_pretrain_224x224_1K.py │ ├── upernet_swin_base_patch4_window7_512x512_160k_ade20k_pretrain_224x224_22K.py │ ├── upernet_swin_small_patch4_window7_512x512_160k_ade20k_pretrain_224x224_1K.py │ └── upernet_swin_tiny_patch4_window7_512x512_160k_ade20k_pretrain_224x224_1K.py ├── twins │ ├── README.md │ ├── twins.yml │ ├── twins_pcpvt-b_fpn_fpnhead_8x4_512x512_80k_ade20k.py │ ├── twins_pcpvt-b_uperhead_8x2_512x512_160k_ade20k.py │ ├── twins_pcpvt-l_fpn_fpnhead_8x4_512x512_80k_ade20k.py │ ├── twins_pcpvt-l_uperhead_8x2_512x512_160k_ade20k.py │ ├── twins_pcpvt-s_fpn_fpnhead_8x4_512x512_80k_ade20k.py │ ├── twins_pcpvt-s_uperhead_8x4_512x512_160k_ade20k.py │ ├── twins_svt-b_fpn_fpnhead_8x4_512x512_80k_ade20k.py │ ├── twins_svt-b_uperhead_8x2_512x512_160k_ade20k.py │ ├── twins_svt-l_fpn_fpnhead_8x4_512x512_80k_ade20k.py │ ├── twins_svt-l_uperhead_8x2_512x512_160k_ade20k.py │ ├── twins_svt-s_fpn_fpnhead_8x4_512x512_80k_ade20k.py │ └── twins_svt-s_uperhead_8x2_512x512_160k_ade20k.py ├── unet │ ├── README.md │ ├── deeplabv3_unet_s5-d16_128x128_40k_chase_db1.py │ ├── deeplabv3_unet_s5-d16_128x128_40k_stare.py │ ├── deeplabv3_unet_s5-d16_256x256_40k_hrf.py │ ├── deeplabv3_unet_s5-d16_64x64_40k_drive.py │ ├── fcn_unet_s5-d16_128x128_40k_chase_db1.py │ ├── fcn_unet_s5-d16_128x128_40k_stare.py │ ├── fcn_unet_s5-d16_256x256_40k_hrf.py │ ├── fcn_unet_s5-d16_64x64_40k_drive.py │ ├── pspnet_unet_s5-d16_128x128_40k_chase_db1.py │ ├── pspnet_unet_s5-d16_128x128_40k_stare.py │ ├── pspnet_unet_s5-d16_256x256_40k_hrf.py │ ├── pspnet_unet_s5-d16_64x64_40k_drive.py │ └── unet.yml ├── upernet │ ├── README.md │ ├── upernet.yml │ ├── upernet_r101_512x1024_40k_cityscapes.py │ ├── upernet_r101_512x1024_80k_cityscapes.py │ ├── upernet_r101_512x512_160k_ade20k.py │ ├── upernet_r101_512x512_20k_voc12aug.py │ ├── upernet_r101_512x512_40k_voc12aug.py │ ├── upernet_r101_512x512_80k_ade20k.py │ ├── upernet_r101_769x769_40k_cityscapes.py │ ├── upernet_r101_769x769_80k_cityscapes.py │ ├── upernet_r50_512x1024_40k_cityscapes.py │ ├── upernet_r50_512x1024_80k_cityscapes.py │ ├── upernet_r50_512x512_160k_ade20k.py │ ├── upernet_r50_512x512_20k_voc12aug.py │ ├── upernet_r50_512x512_40k_voc12aug.py │ ├── upernet_r50_512x512_80k_ade20k.py │ ├── upernet_r50_769x769_40k_cityscapes.py │ └── upernet_r50_769x769_80k_cityscapes.py └── vit │ ├── README.md │ ├── upernet_deit-b16_512x512_160k_ade20k.py │ ├── upernet_deit-b16_512x512_80k_ade20k.py │ ├── upernet_deit-b16_ln_mln_512x512_160k_ade20k.py │ ├── upernet_deit-b16_mln_512x512_160k_ade20k.py │ ├── upernet_deit-s16_512x512_160k_ade20k.py │ ├── upernet_deit-s16_512x512_80k_ade20k.py │ ├── upernet_deit-s16_ln_mln_512x512_160k_ade20k.py │ ├── upernet_deit-s16_mln_512x512_160k_ade20k.py │ ├── upernet_vit-b16_ln_mln_512x512_160k_ade20k.py │ ├── upernet_vit-b16_mln_512x512_160k_ade20k.py │ ├── upernet_vit-b16_mln_512x512_80k_ade20k.py │ └── vit.yml ├── demo ├── MMSegmentation_Tutorial.ipynb ├── demo.png ├── image_demo.py ├── inference_demo.ipynb └── video_demo.py ├── docs ├── Makefile ├── _static │ ├── css │ │ └── readthedocs.css │ └── images │ │ └── mmsegmentation.png ├── api.rst ├── changelog.md ├── conf.py ├── dataset_prepare.md ├── get_started.md ├── index.rst ├── inference.md ├── make.bat ├── model_zoo.md ├── stat.py ├── switch_language.md ├── train.md ├── tutorials │ ├── config.md │ ├── customize_datasets.md │ ├── customize_models.md │ ├── customize_runtime.md │ ├── data_pipeline.md │ ├── index.rst │ └── training_tricks.md └── useful_tools.md ├── docs_zh-CN ├── Makefile ├── _static │ ├── css │ │ └── readthedocs.css │ └── images │ │ └── mmsegmentation.png ├── api.rst ├── conf.py ├── dataset_prepare.md ├── get_started.md ├── imgs │ ├── qq_group_qrcode.jpg │ ├── seggroup_qrcode.jpg │ └── zhihu_qrcode.jpg ├── index.rst ├── inference.md ├── make.bat ├── model_zoo.md ├── stat.py ├── switch_language.md ├── train.md ├── tutorials │ ├── config.md │ ├── customize_datasets.md │ ├── customize_models.md │ ├── customize_runtime.md │ ├── data_pipeline.md │ ├── index.rst │ └── training_tricks.md └── useful_tools.md ├── mmseg ├── __init__.py ├── apis │ ├── __init__.py │ ├── inference.py │ ├── test.py │ └── train.py ├── core │ ├── __init__.py │ ├── evaluation │ │ ├── __init__.py │ │ ├── class_names.py │ │ ├── eval_hooks.py │ │ └── metrics.py │ ├── seg │ │ ├── __init__.py │ │ ├── builder.py │ │ └── sampler │ │ │ ├── __init__.py │ │ │ ├── base_pixel_sampler.py │ │ │ └── ohem_pixel_sampler.py │ └── utils │ │ ├── __init__.py │ │ └── misc.py ├── datasets │ ├── __init__.py │ ├── ade.py │ ├── builder.py │ ├── chase_db1.py │ ├── cityscapes.py │ ├── coco_stuff.py │ ├── custom.py │ ├── dark_zurich.py │ ├── dataset_wrappers.py │ ├── drive.py │ ├── hrf.py │ ├── loveda.py │ ├── night_driving.py │ ├── pascal_context.py │ ├── pipelines │ │ ├── __init__.py │ │ ├── compose.py │ │ ├── custom │ │ │ ├── __init__.py │ │ │ └── tamper_transforms.py │ │ ├── formating.py │ │ ├── formatting.py │ │ ├── loading.py │ │ ├── test_time_aug.py │ │ └── transforms.py │ ├── stare.py │ └── voc.py ├── models │ ├── __init__.py │ ├── backbones │ │ ├── __init__.py │ │ ├── bisenetv1.py │ │ ├── bisenetv2.py │ │ ├── cgnet.py │ │ ├── convnext.py │ │ ├── cswin.py │ │ ├── efficientnet.py │ │ ├── erfnet.py │ │ ├── fast_scnn.py │ │ ├── hrnet.py │ │ ├── icnet.py │ │ ├── mit.py │ │ ├── mobilenet_v2.py │ │ ├── mobilenet_v3.py │ │ ├── resnest.py │ │ ├── resnet.py │ │ ├── resnext.py │ │ ├── stdc.py │ │ ├── swin.py │ │ ├── timm_backbone.py │ │ ├── twins.py │ │ ├── unet.py │ │ └── vit.py │ ├── builder.py │ ├── decode_heads │ │ ├── __init__.py │ │ ├── ann_head.py │ │ ├── apc_head.py │ │ ├── aspp_head.py │ │ ├── cascade_decode_head.py │ │ ├── cc_head.py │ │ ├── crf_module.py │ │ ├── da_head.py │ │ ├── decode_head.py │ │ ├── dm_head.py │ │ ├── dnl_head.py │ │ ├── dpt_head.py │ │ ├── ema_head.py │ │ ├── enc_head.py │ │ ├── fcn_head.py │ │ ├── fpn_head.py │ │ ├── gc_head.py │ │ ├── isa_head.py │ │ ├── lraspp_head.py │ │ ├── nl_head.py │ │ ├── ocr_head.py │ │ ├── point_head.py │ │ ├── psa_head.py │ │ ├── psp_head.py │ │ ├── segformer_head.py │ │ ├── sep_aspp_head.py │ │ ├── sep_fcn_head.py │ │ ├── setr_mla_head.py │ │ ├── setr_up_head.py │ │ ├── stdc_head.py │ │ └── uper_head.py │ ├── losses │ │ ├── __init__.py │ │ ├── accuracy.py │ │ ├── cross_entropy_loss.py │ │ ├── dice_loss.py │ │ ├── focal_loss.py │ │ ├── lovasz_loss.py │ │ ├── smp_dice_loss.py │ │ └── utils.py │ ├── necks │ │ ├── __init__.py │ │ ├── fpn.py │ │ ├── ic_neck.py │ │ ├── jpu.py │ │ ├── mla_neck.py │ │ └── multilevel_neck.py │ ├── segmentors │ │ ├── __init__.py │ │ ├── base.py │ │ ├── cascade_encoder_decoder.py │ │ ├── encoder_decoder.py │ │ └── smp_models.py │ └── utils │ │ ├── __init__.py │ │ ├── efficientnet_inverted_residual.py │ │ ├── efficientnet_se_layer.py │ │ ├── embed.py │ │ ├── inverted_residual.py │ │ ├── make_divisible.py │ │ ├── res_layer.py │ │ ├── se_layer.py │ │ ├── self_attention_block.py │ │ ├── shape_convert.py │ │ ├── transunet.py │ │ └── up_conv_block.py ├── ops │ ├── __init__.py │ ├── encoding.py │ └── wrappers.py ├── utils │ ├── __init__.py │ ├── checkpoint.py │ ├── collect_env.py │ ├── customized_text.py │ ├── layer_decay_optimizer_constructor.py │ ├── logger.py │ └── optimizer.py └── version.py ├── model-index.yml ├── occupy.py ├── pytest.ini ├── requirements.txt ├── requirements ├── docs.txt ├── mminstall.txt ├── optional.txt ├── readthedocs.txt ├── runtime.txt └── tests.txt ├── resources ├── 3dogs.jpg ├── 3dogs_mask.png ├── mmseg-logo.png └── seg_demo.gif ├── run.sh ├── setup.cfg ├── setup.py ├── tests ├── __init__.py ├── data │ ├── color.jpg │ ├── gray.jpg │ ├── pseudo_cityscapes_dataset │ │ ├── gtFine │ │ │ ├── frankfurt_000000_000294_gtFine_instanceIds.png │ │ │ ├── frankfurt_000000_000294_gtFine_labelIds.png │ │ │ └── frankfurt_000000_000294_gtFine_labelTrainIds.png │ │ └── leftImg8bit │ │ │ └── frankfurt_000000_000294_leftImg8bit.png │ ├── pseudo_dataset │ │ ├── gts │ │ │ ├── 00000_gt.png │ │ │ ├── 00001_gt.png │ │ │ ├── 00002_gt.png │ │ │ ├── 00003_gt.png │ │ │ └── 00004_gt.png │ │ ├── imgs │ │ │ ├── 00000_img.jpg │ │ │ ├── 00001_img.jpg │ │ │ ├── 00002_img.jpg │ │ │ ├── 00003_img.jpg │ │ │ └── 00004_img.jpg │ │ └── splits │ │ │ ├── train.txt │ │ │ └── val.txt │ ├── pseudo_loveda_dataset │ │ ├── ann_dir │ │ │ ├── 0.png │ │ │ ├── 1.png │ │ │ └── 2.png │ │ └── img_dir │ │ │ ├── 0.png │ │ │ ├── 1.png │ │ │ └── 2.png │ └── seg.png ├── test_apis │ └── test_single_gpu.py ├── test_config.py ├── test_data │ ├── test_dataset.py │ ├── test_dataset_builder.py │ ├── test_loading.py │ ├── test_transform.py │ └── test_tta.py ├── test_digit_version.py ├── test_eval_hook.py ├── test_inference.py ├── test_metrics.py ├── test_models │ ├── __init__.py │ ├── test_backbones │ │ ├── __init__.py │ │ ├── test_bisenetv1.py │ │ ├── test_bisenetv2.py │ │ ├── test_blocks.py │ │ ├── test_cgnet.py │ │ ├── test_erfnet.py │ │ ├── test_fast_scnn.py │ │ ├── test_hrnet.py │ │ ├── test_icnet.py │ │ ├── test_mit.py │ │ ├── test_mobilenet_v3.py │ │ ├── test_resnest.py │ │ ├── test_resnet.py │ │ ├── test_resnext.py │ │ ├── test_stdc.py │ │ ├── test_swin.py │ │ ├── test_timm_backbone.py │ │ ├── test_twins.py │ │ ├── test_unet.py │ │ ├── test_vit.py │ │ └── utils.py │ ├── test_forward.py │ ├── test_heads │ │ ├── __init__.py │ │ ├── test_ann_head.py │ │ ├── test_apc_head.py │ │ ├── test_aspp_head.py │ │ ├── test_cc_head.py │ │ ├── test_da_head.py │ │ ├── test_decode_head.py │ │ ├── test_dm_head.py │ │ ├── test_dnl_head.py │ │ ├── test_dpt_head.py │ │ ├── test_ema_head.py │ │ ├── test_enc_head.py │ │ ├── test_fcn_head.py │ │ ├── test_gc_head.py │ │ ├── test_isa_head.py │ │ ├── test_lraspp_head.py │ │ ├── test_nl_head.py │ │ ├── test_ocr_head.py │ │ ├── test_point_head.py │ │ ├── test_psa_head.py │ │ ├── test_psp_head.py │ │ ├── test_segformer_head.py │ │ ├── test_setr_mla_head.py │ │ ├── test_setr_up_head.py │ │ ├── test_stdc_head.py │ │ ├── test_uper_head.py │ │ └── utils.py │ ├── test_losses │ │ ├── __init__.py │ │ ├── test_ce_loss.py │ │ ├── test_dice_loss.py │ │ ├── test_focal_loss.py │ │ ├── test_lovasz_loss.py │ │ └── test_utils.py │ ├── test_necks │ │ ├── __init__.py │ │ ├── test_fpn.py │ │ ├── test_ic_neck.py │ │ ├── test_jpu.py │ │ ├── test_mla_neck.py │ │ └── test_multilevel_neck.py │ ├── test_segmentors │ │ ├── __init__.py │ │ ├── test_cascade_encoder_decoder.py │ │ ├── test_encoder_decoder.py │ │ └── utils.py │ └── test_utils │ │ ├── __init__.py │ │ └── test_embed.py └── test_sampler.py ├── tools ├── analyze_logs.py ├── benchmark.py ├── browse_dataset.py ├── convert_datasets │ ├── chase_db1.py │ ├── cityscapes.py │ ├── coco_stuff10k.py │ ├── coco_stuff164k.py │ ├── drive.py │ ├── hrf.py │ ├── loveda.py │ ├── pascal_context.py │ ├── stare.py │ └── voc_aug.py ├── deploy_test.py ├── dist_test.sh ├── dist_train.sh ├── ensemble_inferencer.py ├── get_flops.py ├── model_converters │ ├── mit2mmseg.py │ ├── stdc2mmseg.py │ ├── swin2mmseg.py │ ├── twins2mmseg.py │ └── vit2mmseg.py ├── onnx2tensorrt.py ├── print_config.py ├── publish_model.py ├── pytorch2onnx.py ├── pytorch2torchscript.py ├── slurm_test.sh ├── slurm_train.sh ├── test.py ├── torchserve │ ├── mmseg2torchserve.py │ ├── mmseg_handler.py │ └── test_torchserve.py └── train.py └── work_configs ├── autoalbu └── pascal_voc.json ├── binzhou ├── binzhou_convx_b384.py ├── binzhou_convx_l.py ├── binzhou_convx_l_384.py ├── binzhou_convx_l_512.py ├── binzhou_convx_l_640.py ├── binzhou_convx_l_ft.py ├── binzhou_cswin_b.py ├── binzhou_swin_b38422k.py ├── binzhou_swin_b38422k_ft.py └── binzhou_swin_t.py ├── cell └── cell_swt.py ├── change └── change_swb.py ├── cow └── cow_convx_t.py ├── grss ├── grss_convx_b.py └── grss_hr48.py ├── remote ├── remote2_cswb.py ├── remote2_ocr48.py ├── remote2_swb.py ├── remote2_swb224.py ├── remote2_swb_onnx.py ├── remote2_sws.py ├── remote_dl3pr101.py ├── remote_hr18.py ├── remote_hr48.py ├── remote_ocr48.py ├── remote_sfmb2.py ├── remote_swb.py └── remote_twb.py └── tamper ├── tamper_convx_b_exp.py ├── tamper_convx_b_team_ext.py ├── tamper_convx_b_team_ext_pseuv2.py ├── tamper_convx_l.py ├── tamper_convx_l_by.py ├── tamper_convx_l_da.py ├── tamper_convx_s.py ├── tamper_convx_t.py ├── tamper_eff_b7.py ├── 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