├── .gitignore ├── LICENSE ├── README.md ├── demo ├── MMSegmentation_Tutorial.ipynb ├── demo.png ├── image_demo.py └── inference_demo.ipynb ├── local_configs ├── _base_ │ ├── datasets │ │ ├── ade20k.py │ │ ├── ade20k_repeat.py │ │ ├── chase_db1.py │ │ ├── cityscapes.py │ │ ├── cityscapes_1024x1024_repeat.py │ │ ├── cityscapes_768x768_repeat.py │ │ ├── cityscapes_repeat.py │ │ ├── custom_voc_512_temp.py │ │ ├── drive.py │ │ ├── hrf.py │ │ ├── mapillary_1024x1024_repeat.py │ │ ├── mapillary_768x768_repeat.py │ │ ├── pascal_context.py │ │ ├── pascal_voc12.py │ │ ├── pascal_voc12_aug.py │ │ ├── pascal_voc12_road.py │ │ └── stare.py │ ├── default_runtime.py │ ├── models │ │ ├── ann_r50-d8.py │ │ ├── apcnet_r50-d8.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 │ │ ├── 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 │ │ ├── segformer.py │ │ ├── upernet_convnext.py │ │ ├── upernet_r50.py │ │ └── upernet_swin.py │ └── schedules │ │ ├── schedule_160k.py │ │ ├── schedule_160k_adamw.py │ │ ├── schedule_20k.py │ │ ├── schedule_40k.py │ │ ├── schedule_40k_adamw.py │ │ ├── schedule_80k.py │ │ └── schedule_80k_adamw.py ├── convnext │ ├── custom_upernet_convnext_temp.py │ ├── upernet_convnext_base_512_160k_ade20k_ms.py │ ├── upernet_convnext_base_512_160k_ade20k_ss.py │ ├── upernet_convnext_base_512_160k_poc.py │ ├── upernet_convnext_base_640_160k_ade20k_ms.py │ ├── upernet_convnext_base_640_160k_ade20k_ss.py │ ├── upernet_convnext_large_640_160k_ade20k_ms.py │ ├── upernet_convnext_large_640_160k_ade20k_ss.py │ ├── upernet_convnext_small_512_160k_ade20k_ms.py │ ├── upernet_convnext_small_512_160k_ade20k_ss.py │ ├── upernet_convnext_tiny_512_160k_ade20k_ms.py │ ├── upernet_convnext_tiny_512_160k_ade20k_ss.py │ ├── upernet_convnext_xlarge_640_160k_ade20k_ms.py │ └── upernet_convnext_xlarge_640_160k_ade20k_ss.py ├── ocrnet │ ├── 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_hr48_temp.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 ├── segformer │ ├── B0 │ │ ├── segformer.b0.1024x1024.city.160k.py │ │ ├── segformer.b0.512x1024.city.160k.py │ │ ├── segformer.b0.512x512.ade.160k.py │ │ ├── segformer.b0.640x1280.city.160k.py │ │ └── segformer.b0.768x768.city.160k.py │ ├── B1 │ │ ├── segformer.b1.1024x1024.city.160k.py │ │ └── segformer.b1.512x512.ade.160k.py │ ├── B2 │ │ ├── segformer.b2.1024x1024.city.160k.py │ │ └── segformer.b2.512x512.ade.160k.py │ ├── B3 │ │ ├── segformer.b3.1024x1024.city.160k.py │ │ └── segformer.b3.512x512.ade.160k.py │ ├── B4 │ │ ├── segformer.b4.1024x1024.city.160k.py │ │ └── segformer.b4.512x512.ade.160k.py │ └── B5 │ │ ├── custom_segformer.b5.512x512_temp.py │ │ ├── segformer.b5.1024x1024.city.160k.py │ │ ├── segformer.b5.512x512.ade.160k.py │ │ ├── segformer.b5.512x512.ade.160k_mutil_channel.py │ │ └── segformer.b5.640x640.ade.160k.py ├── segformer_ocr │ └── segformer_ocr_512_512_160k.py └── swin │ ├── custom_upernet_swin_temp.py │ ├── upernet_swin_base_patch4_window7_512x512_160k_ade20k.py │ ├── upernet_swin_small_patch4_window7_512x512_160k_ade20k.py │ └── upernet_swin_tiny_patch4_window7_512x512_160k_ade20k.py ├── mmcls └── core │ ├── __init__.py │ └── optimizer │ ├── __init__.py │ └── layer_decay_optimizer_constructor.py ├── mmcv_custom ├── __init__.py ├── checkpoint.py ├── custom_convnext.py ├── custom_decode_head.py ├── custom_swin_transformer.py ├── custom_voc.py ├── mix_transformer.py └── segformer_head.py ├── resources ├── custom_voc.png ├── data_per.png ├── data_per2.png ├── image.png ├── mmcv_custom.png ├── mmseg-logo.png ├── model.png ├── model2.png ├── schedule.png ├── seg_demo.gif ├── test.png ├── test2.png └── train.png ├── tests ├── 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 │ ├── test_backbone.py │ ├── test_forward.py │ ├── test_heads.py │ ├── test_losses.py │ ├── test_necks.py │ ├── test_segmentor.py │ └── test_unet.py ├── test_sampler.py └── test_utils │ ├── test_inverted_residual_module.py │ ├── test_make_divisible.py │ └── test_se_layer.py └── tools ├── benchmark.py ├── common.py ├── convert_datasets ├── chase_db1.py ├── cityscapes.py ├── drive.py ├── hrf.py ├── pascal_context.py ├── stare.py └── voc_aug.py ├── convert_model.py ├── dist_test.sh ├── dist_train.sh ├── get_flops.py ├── predict_common.py ├── print_config.py ├── publish_model.py ├── pytorch2onnx.py ├── slurm_test.sh 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