├── .github ├── CONFIGS.md ├── INSTALL.md ├── README_EN.md ├── TEST.md ├── TODO.md └── images │ ├── Pr_0.785_Re_0.727_F1_0.755_PCC_0.961_Kappa_0.734.png │ ├── augmentation.png │ ├── gt4_test.bmp │ └── tensorboard.png ├── .gitignore ├── Dockerfile ├── LICENSE ├── README.md ├── README_MMSEG.md ├── README_MMSEG_zh-CN.md ├── configs ├── _base_ │ ├── datasets │ │ ├── ade20k.py │ │ ├── chase_db1.py │ │ ├── cityscapes.py │ │ ├── cityscapes_769x769.py │ │ ├── drive.py │ │ ├── hrf.py │ │ ├── pascal_context.py │ │ ├── pascal_voc12.py │ │ ├── pascal_voc12_aug.py │ │ ├── stare.py │ │ └── two_input.py │ ├── default_runtime.py │ ├── models │ │ ├── ann_r50-d8.py │ │ ├── apcnet_r50-d8.py │ │ ├── ccnet_r50-d8.py │ │ ├── cd_vit.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 │ │ ├── emanet_r50-d8.py │ │ ├── encnet_r50-d8.py │ │ ├── fast_scnn.py │ │ ├── fcn_hr18.py │ │ ├── fcn_r50-d8.py │ │ ├── fcn_unet_s5-d16.py │ │ ├── fpn_r50.py │ │ ├── gcnet_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 │ │ └── upernet_r50.py │ └── schedules │ │ ├── schedule_160k.py │ │ ├── schedule_20k.py │ │ ├── schedule_40k.py │ │ └── schedule_80k.py ├── ann │ ├── README.md │ ├── 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_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 ├── ccnet │ ├── README.md │ ├── 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 ├── cd_stb │ ├── liky_base_config.py │ ├── upernet_efficientnet-b0_512x512_stb.py │ ├── upernet_efficientnet-b1_512x512_stb.py │ ├── upernet_efficientnet-b2_512x512_stb.py │ ├── upernet_efficientnet-b3_512x512_stb.py │ ├── upernet_efficientnet-b3_512x512_stb_debug_1.py │ ├── upernet_efficientnet-b3_512x512_stb_debug_2.py │ ├── upernet_efficientnet-b3_512x512_stb_debug_3.py │ └── upernet_hr40_576x576_stb.py ├── cd_vit │ ├── cd_vit_v2_r18_256x256_80k_building.py │ └── cd_vit_v2_r18_256x256_80k_levir.py ├── cgnet │ ├── README.md │ ├── cgnet_512x1024_60k_cityscapes.py │ └── cgnet_680x680_60k_cityscapes.py ├── danet │ ├── README.md │ ├── 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_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_80k_pascal_context.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_80k_ade20k.py │ ├── deeplabv3_r101-d8_769x769_40k_cityscapes.py │ ├── deeplabv3_r101-d8_769x769_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_80k_pascal_context.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_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_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_80k_pascal_context.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_769x769_40k_cityscapes.py │ ├── deeplabv3plus_r101-d8_769x769_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_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_80k_pascal_context.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_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_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 ├── emanet │ ├── README.md │ ├── 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_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 ├── fastscnn │ ├── README.md │ └── fast_scnn_4x8_80k_lr0.12_cityscapes.py ├── fcn │ ├── README.md │ ├── 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_80k_pascal_context.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_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_80k_pascal_context.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 ├── fp16 │ ├── README.md │ ├── deeplabv3_r101-d8_512x1024_80k_fp16_cityscapes.py │ ├── deeplabv3plus_r101-d8_512x1024_80k_fp16_cityscapes.py │ ├── fcn_r101-d8_512x1024_80k_fp16_cityscapes.py │ └── pspnet_r101-d8_512x1024_80k_fp16_cityscapes.py ├── gcnet │ ├── README.md │ ├── 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_80k_pascal_context.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_hr18s_480x480_40k_pascal_context.py │ ├── fcn_hr18s_480x480_80k_pascal_context.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_hr48_480x480_40k_pascal_context.py │ ├── fcn_hr48_480x480_80k_pascal_context.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 ├── 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 │ ├── 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 ├── nonlocal_net │ ├── README.md │ ├── 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_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 │ ├── 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_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_r101-d8_480x480_40k_pascal_context.py │ ├── pspnet_r101-d8_480x480_80k_pascal_context.py │ ├── pspnet_r101-d8_512x1024_40k_cityscapes.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_80k_ade20k.py │ ├── pspnet_r101-d8_769x769_40k_cityscapes.py │ ├── pspnet_r101-d8_769x769_80k_cityscapes.py │ ├── pspnet_r101b-d8_512x1024_80k_cityscapes.py │ ├── pspnet_r101b-d8_769x769_80k_cityscapes.py │ ├── pspnet_r18-d8_512x1024_80k_cityscapes.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_80k_pascal_context.py │ ├── pspnet_r50-d8_512x1024_40k_cityscapes.py │ ├── pspnet_r50-d8_512x1024_80k_cityscapes.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_80k_ade20k.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 ├── 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 ├── siam │ └── siam_conc_256x256_80k_levir.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 └── upernet │ ├── README.md │ ├── 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 ├── demo ├── MMSegmentation_Tutorial.ipynb ├── demo.png ├── image_demo.py ├── inference_demo.ipynb ├── inference_stb.ipynb └── 未命名.ipynb ├── docker └── Dockerfile ├── docs ├── Makefile ├── api.rst ├── changelog.md ├── conf.py ├── dataset_prepare.md ├── get_started.md ├── index.rst ├── inference.md ├── make.bat ├── model_zoo.md ├── stat.py ├── 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 │ ├── custom.py │ ├── dataset_wrappers.py │ ├── drive.py │ ├── hrf.py │ ├── pascal_context.py │ ├── pipelines │ │ ├── __init__.py │ │ ├── compose.py │ │ ├── formating.py │ │ ├── loading.py │ │ ├── test_time_aug.py │ │ ├── transforms.py │ │ └── transforms_new.py │ ├── stare.py │ ├── two_input.py │ └── voc.py ├── models │ ├── __init__.py │ ├── backbones │ │ ├── __init__.py │ │ ├── cd_vit_v2.py │ │ ├── cgnet.py │ │ ├── fast_scnn.py │ │ ├── fightingcv │ │ │ ├── .vscode │ │ │ │ └── settings.json │ │ │ ├── __init__.py │ │ │ ├── analysis │ │ │ │ ├── Attention.md │ │ │ │ ├── 注意力机制.md │ │ │ │ └── 重参数机制.md │ │ │ ├── attention │ │ │ │ ├── A2Atttention.py │ │ │ │ ├── AFT.py │ │ │ │ ├── BAM.py │ │ │ │ ├── CBAM.py │ │ │ │ ├── CoAtNet.py │ │ │ │ ├── CoTAttention.py │ │ │ │ ├── CoordAttention.py │ │ │ │ ├── DANet.py │ │ │ │ ├── ECAAttention.py │ │ │ │ ├── EMSA.py │ │ │ │ ├── ExternalAttention.py │ │ │ │ ├── HaloAttention.py │ │ │ │ ├── MUSEAttention.py │ │ │ │ ├── MobileViTAttention.py │ │ │ │ ├── OutlookAttention.py │ │ │ │ ├── PSA.py │ │ │ │ ├── PolarizedSelfAttention.py │ │ │ │ ├── ResidualAttention.py │ │ │ │ ├── S2Attention.py │ │ │ │ ├── SEAttention.py │ │ │ │ ├── SGE.py │ │ │ │ ├── SKAttention.py │ │ │ │ ├── SelfAttention.py │ │ │ │ ├── ShuffleAttention.py │ │ │ │ ├── SimplifiedSelfAttention.py │ │ │ │ ├── TripletAttention.py │ │ │ │ ├── ViP.py │ │ │ │ └── gfnet.py │ │ │ ├── backbone │ │ │ │ ├── ConvMixer.py │ │ │ │ ├── MobileViT.py │ │ │ │ ├── resnet.py │ │ │ │ └── resnext.py │ │ │ ├── conv │ │ │ │ ├── CondConv.py │ │ │ │ ├── DepthwiseSeparableConvolution.py │ │ │ │ ├── DynamicConv.py │ │ │ │ ├── Involution.py │ │ │ │ └── MBConv.py │ │ │ ├── img │ │ │ │ ├── A2.png │ │ │ │ ├── AFT.jpg │ │ │ │ ├── BAM.png │ │ │ │ ├── CBAM1.png │ │ │ │ ├── CBAM2.png │ │ │ │ ├── CoT.png │ │ │ │ ├── CondConv.png │ │ │ │ ├── ConvMixer.png │ │ │ │ ├── CoordAttention.png │ │ │ │ ├── DepthwiseSeparableConv.png │ │ │ │ ├── DynamicConv.png │ │ │ │ ├── ECA.png │ │ │ │ ├── EMSA.png │ │ │ │ ├── External_Attention.png │ │ │ │ ├── GFNet.jpg │ │ │ │ ├── HaloNet.png │ │ │ │ ├── Involution.png │ │ │ │ ├── MBConv.jpg │ │ │ │ ├── MUSE.png │ │ │ │ ├── MobileViTAttention.png │ │ │ │ ├── OutlookAttention.png │ │ │ │ ├── PoSA.png │ │ │ │ ├── ResAtt.png │ │ │ │ ├── S2Attention.png │ │ │ │ ├── SA.png │ │ │ │ ├── SE.png │ │ │ │ ├── SGE.png │ │ │ │ ├── SK.png │ │ │ │ ├── SSA.png │ │ │ │ ├── ShuffleAttention.jpg │ │ │ │ ├── ViP.png │ │ │ │ ├── acnet.png │ │ │ │ ├── danet.png │ │ │ │ ├── ddb.png │ │ │ │ ├── gMLP.jpg │ │ │ │ ├── mlpmixer.png │ │ │ │ ├── mobileViT.jpg │ │ │ │ ├── psa.png │ │ │ │ ├── repmlp.png │ │ │ │ ├── repvgg.png │ │ │ │ ├── resmlp.png │ │ │ │ ├── resnet.png │ │ │ │ ├── resnet2.jpg │ │ │ │ ├── resnext.png │ │ │ │ ├── sMLP.jpg │ │ │ │ └── triplet.png │ │ │ ├── mlp │ │ │ │ ├── g_mlp.py │ │ │ │ ├── mlp_mixer.py │ │ │ │ ├── repmlp.py │ │ │ │ ├── resmlp.py │ │ │ │ └── sMLP_block.py │ │ │ └── rep │ │ │ │ ├── acnet.py │ │ │ │ ├── ddb.py │ │ │ │ └── repvgg.py │ │ ├── hrnet.py │ │ ├── mobilenet_v2.py │ │ ├── mobilenet_v3.py │ │ ├── resnest.py │ │ ├── resnet.py │ │ ├── resnext.py │ │ ├── siam_conc.py │ │ ├── siamese_efficientnet.py │ │ ├── timesformer.py │ │ ├── two_stream_hrnet.py │ │ ├── two_stream_resnest.py │ │ ├── two_stream_swin_transformer.py │ │ ├── two_stream_unet.py │ │ └── unet.py │ ├── builder.py │ ├── decode_heads │ │ ├── __init__.py │ │ ├── ann_head.py │ │ ├── apc_head.py │ │ ├── aspp_head.py │ │ ├── cascade_decode_head.py │ │ ├── cc_head.py │ │ ├── cd_vit_head.py │ │ ├── da_head.py │ │ ├── decode_head.py │ │ ├── dm_head.py │ │ ├── dnl_head.py │ │ ├── ema_head.py │ │ ├── enc_head.py │ │ ├── fcn_head.py │ │ ├── fpn_head.py │ │ ├── gc_head.py │ │ ├── lraspp_head.py │ │ ├── nl_head.py │ │ ├── ocr_head.py │ │ ├── point_head.py │ │ ├── psa_head.py │ │ ├── psp_head.py │ │ ├── sep_aspp_head.py │ │ ├── sep_fcn_head.py │ │ └── uper_head.py │ ├── losses │ │ ├── __init__.py │ │ ├── accuracy.py │ │ ├── cross_entropy_loss.py │ │ ├── dice_loss.py │ │ ├── lovasz_loss.py │ │ ├── multi_loss.py │ │ └── utils.py │ ├── necks │ │ ├── __init__.py │ │ └── fpn.py │ ├── segmentors │ │ ├── __init__.py │ │ ├── base.py │ │ ├── cascade_encoder_decoder.py │ │ └── encoder_decoder.py │ └── utils │ │ ├── __init__.py │ │ ├── inverted_residual.py │ │ ├── make_divisible.py │ │ ├── res_layer.py │ │ ├── se_layer.py │ │ ├── self_attention_block.py │ │ └── up_conv_block.py ├── ops │ ├── __init__.py │ ├── encoding.py │ └── wrappers.py ├── utils │ ├── __init__.py │ ├── collect_env.py │ ├── logger.py │ ├── metric.py │ └── registry.py └── version.py ├── pytest.ini ├── requirements.txt ├── requirements ├── docs.txt ├── optional.txt ├── readthedocs.txt ├── runtime.txt ├── shengteng.txt └── tests.txt ├── resources ├── mmseg-logo.png └── seg_demo.gif ├── run.sh ├── setup.cfg ├── setup.py ├── tests ├── __init__.py ├── data │ ├── color.jpg │ ├── gray.jpg │ ├── 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 │ └── seg.png ├── test_config.py ├── test_data │ ├── test_dataset.py │ ├── test_dataset_builder.py │ ├── test_loading.py │ ├── test_transform.py │ └── test_tta.py ├── test_eval_hook.py ├── test_inference.py ├── test_metrics.py ├── test_models │ ├── __init__.py │ ├── test_backbones │ │ ├── __init__.py │ │ ├── test_blocks.py │ │ ├── test_cgnet.py │ │ ├── test_fast_scnn.py │ │ ├── test_mobilenet_v3.py │ │ ├── test_resnest.py │ │ ├── test_resnet.py │ │ ├── test_resnext.py │ │ ├── test_unet.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_ema_head.py │ │ ├── test_enc_head.py │ │ ├── test_fcn_head.py │ │ ├── test_gc_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_uper_head.py │ │ └── utils.py │ ├── test_losses │ │ ├── __init__.py │ │ ├── test_ce_loss.py │ │ ├── test_dice_loss.py │ │ ├── test_lovasz_loss.py │ │ └── test_utils.py │ ├── test_necks │ │ ├── __init__.py │ │ └── test_fpn.py │ └── test_segmentors │ │ ├── __init__.py │ │ ├── test_cascade_encoder_decoder.py │ │ ├── test_encoder_decoder.py │ │ └── utils.py └── test_sampler.py ├── tools ├── analyze_logs.py ├── benchmark.py ├── convert_datasets │ ├── chase_db1.py │ ├── cityscapes.py │ ├── drive.py │ ├── hrf.py │ ├── pascal_context.py │ ├── stare.py │ └── voc_aug.py ├── dist_test.sh ├── dist_train.sh ├── get_flops.py ├── inference_stb.py ├── inference_stb_simple.py ├── kill_train.sh ├── print_config.py ├── publish_model.py ├── pytorch2onnx.py ├── slurm_test.sh ├── slurm_train.sh ├── test.py ├── together_show.py ├── train.py └── train_stb.sh └── work_dirs ├── cd_stb ├── TODO.md ├── meta_files │ ├── readme.md │ ├── test.txt │ ├── train.6.txt │ ├── train.txt │ ├── train.v1.6.txt │ ├── train.v1.txt │ └── val.v1.txt ├── upernet_efficientnet-b3_512x512_stb_lr1e-2_1e-4_debug │ └── upernet_efficientnet-b3_512x512_stb_lr1e-2_1e-4_debug.py └── upernet_hr40_576x576_stb │ ├── 20210929_165848.log │ ├── 20210929_165848.log.json │ └── upernet_hr40_576x576_stb.py └── logs └── stb_0930.log /.github/CONFIGS.md: 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