├── .DS_Store ├── .gitignore ├── LICENSE ├── Mask2Former ├── ADVANCED_USAGE.md ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── GETTING_STARTED.md ├── INSTALL.md ├── LICENSE ├── MODEL_ZOO.md ├── README.md ├── cog.yaml ├── configs │ ├── ade20k │ │ ├── instance-segmentation │ │ │ ├── Base-ADE20K-InstanceSegmentation.yaml │ │ │ ├── maskformer2_R50_bs16_160k.yaml │ │ │ └── swin │ │ │ │ └── maskformer2_swin_large_IN21k_384_bs16_160k.yaml │ │ ├── panoptic-segmentation │ │ │ ├── Base-ADE20K-PanopticSegmentation.yaml │ │ │ ├── maskformer2_R50_bs16_160k.yaml │ │ │ └── swin │ │ │ │ └── maskformer2_swin_large_IN21k_384_bs16_160k.yaml │ │ └── semantic-segmentation │ │ │ ├── Base-ADE20K-SemanticSegmentation.yaml │ │ │ ├── maskformer2_R101_bs16_90k.yaml │ │ │ ├── maskformer2_R50_bs16_160k.yaml │ │ │ └── swin │ │ │ ├── maskformer2_swin_base_384_bs16_160k_res640.yaml │ │ │ ├── maskformer2_swin_base_IN21k_384_bs16_160k_res640.yaml │ │ │ ├── maskformer2_swin_large_IN21k_384_bs16_160k_res640.yaml │ │ │ ├── maskformer2_swin_small_bs16_160k.yaml │ │ │ ├── maskformer2_swin_tiny_bs16_160k.yaml │ │ │ └── vw │ │ │ ├── vw_deformattn_maskformer2_swin_base_IN21k_384_bs16_160k_res640.yaml │ │ │ ├── vw_deformattn_maskformer2_swin_large_IN21k_384_bs16_160k_res640.yaml │ │ │ ├── vw_deformattn_maskformer2_swin_small_bs16_160k.yaml │ │ │ ├── vw_deformattn_maskformer2_swin_tiny_bs16_160k.yaml │ │ │ ├── vw_maskformer2_swin_base_IN21k_384_bs16_160k_res640.yaml │ │ │ ├── vw_maskformer2_swin_large_IN21k_384_bs16_160k_res640.yaml │ │ │ ├── vw_maskformer2_swin_small_bs16_160k.yaml │ │ │ └── vw_maskformer2_swin_tiny_bs16_160k.yaml │ ├── cityscapes │ │ ├── instance-segmentation │ │ │ ├── Base-Cityscapes-InstanceSegmentation.yaml │ │ │ ├── maskformer2_R101_bs16_90k.yaml │ │ │ ├── maskformer2_R50_bs16_90k.yaml │ │ │ └── swin │ │ │ │ ├── maskformer2_swin_base_IN21k_384_bs16_90k.yaml │ │ │ │ ├── maskformer2_swin_large_IN21k_384_bs16_90k.yaml │ │ │ │ ├── maskformer2_swin_small_bs16_90k.yaml │ │ │ │ └── maskformer2_swin_tiny_bs16_90k.yaml │ │ ├── panoptic-segmentation │ │ │ ├── Base-Cityscapes-PanopticSegmentation.yaml │ │ │ ├── maskformer2_R101_bs16_90k.yaml │ │ │ ├── maskformer2_R50_bs16_90k.yaml │ │ │ └── swin │ │ │ │ ├── maskformer2_swin_base_IN21k_384_bs16_90k.yaml │ │ │ │ ├── maskformer2_swin_large_IN21k_384_bs16_90k.yaml │ │ │ │ ├── maskformer2_swin_small_bs16_90k.yaml │ │ │ │ └── maskformer2_swin_tiny_bs16_90k.yaml │ │ └── semantic-segmentation │ │ │ ├── Base-Cityscapes-SemanticSegmentation.yaml │ │ │ ├── maskformer2_R101_bs16_90k.yaml │ │ │ ├── maskformer2_R50_bs16_90k.yaml │ │ │ └── swin │ │ │ ├── maskformer2_swin_base_IN21k_384_bs16_90k.yaml │ │ │ ├── maskformer2_swin_large_IN21k_384_bs16_90k.yaml │ │ │ ├── maskformer2_swin_small_bs16_90k.yaml │ │ │ └── maskformer2_swin_tiny_bs16_90k.yaml │ ├── coco │ │ ├── instance-segmentation │ │ │ ├── Base-COCO-InstanceSegmentation.yaml │ │ │ ├── maskformer2_R101_bs16_50ep.yaml │ │ │ ├── maskformer2_R50_bs16_50ep.yaml │ │ │ └── swin │ │ │ │ ├── maskformer2_swin_base_384_bs16_50ep.yaml │ │ │ │ ├── maskformer2_swin_base_IN21k_384_bs16_50ep.yaml │ │ │ │ ├── maskformer2_swin_large_IN21k_384_bs16_100ep.yaml │ │ │ │ ├── maskformer2_swin_small_bs16_50ep.yaml │ │ │ │ └── maskformer2_swin_tiny_bs16_50ep.yaml │ │ └── panoptic-segmentation │ │ │ ├── Base-COCO-PanopticSegmentation.yaml │ │ │ ├── maskformer2_R101_bs16_50ep.yaml │ │ │ ├── maskformer2_R50_bs16_50ep.yaml │ │ │ └── swin │ │ │ ├── maskformer2_swin_base_384_bs16_50ep.yaml │ │ │ ├── maskformer2_swin_base_IN21k_384_bs16_50ep.yaml │ │ │ ├── maskformer2_swin_large_IN21k_384_bs16_100ep.yaml │ │ │ ├── maskformer2_swin_small_bs16_50ep.yaml │ │ │ └── maskformer2_swin_tiny_bs16_50ep.yaml │ ├── mapillary-vistas │ │ ├── panoptic-segmentation │ │ │ ├── Base-MapillaryVistas-PanopticSegmentation.yaml │ │ │ ├── maskformer_R50_bs16_300k.yaml │ │ │ └── swin │ │ │ │ └── maskformer2_swin_large_IN21k_384_bs16_300k.yaml │ │ └── semantic-segmentation │ │ │ ├── Base-MapillaryVistas-SemanticSegmentation.yaml │ │ │ ├── maskformer2_R50_bs16_300k.yaml │ │ │ └── swin │ │ │ └── maskformer2_swin_large_IN21k_384_bs16_300k.yaml │ ├── youtubevis_2019 │ │ ├── Base-YouTubeVIS-VideoInstanceSegmentation.yaml │ │ ├── swin │ │ │ ├── video_maskformer2_swin_base_IN21k_384_bs16_8ep.yaml │ │ │ ├── video_maskformer2_swin_large_IN21k_384_bs16_8ep.yaml │ │ │ ├── video_maskformer2_swin_small_bs16_8ep.yaml │ │ │ └── video_maskformer2_swin_tiny_bs16_8ep.yaml │ │ ├── video_maskformer2_R101_bs16_8ep.yaml │ │ └── video_maskformer2_R50_bs16_8ep.yaml │ └── youtubevis_2021 │ │ ├── Base-YouTubeVIS-VideoInstanceSegmentation.yaml │ │ ├── swin │ │ ├── video_maskformer2_swin_base_IN21k_384_bs16_8ep.yaml │ │ ├── video_maskformer2_swin_large_IN21k_384_bs16_8ep.yaml │ │ ├── video_maskformer2_swin_small_bs16_8ep.yaml │ │ └── video_maskformer2_swin_tiny_bs16_8ep.yaml │ │ ├── video_maskformer2_R101_bs16_8ep.yaml │ │ └── video_maskformer2_R50_bs16_8ep.yaml ├── datasets │ ├── README.md │ ├── ade20k_instance_catid_mapping.txt │ ├── cityscapesScripts │ │ ├── LICENSE │ │ ├── README.md │ │ ├── cityscapesscripts │ │ │ ├── VERSION │ │ │ ├── __init__.py │ │ │ ├── annotation │ │ │ │ ├── __init__.py │ │ │ │ └── cityscapesLabelTool.py │ │ │ ├── download │ │ │ │ ├── __init__.py │ │ │ │ └── downloader.py │ │ │ ├── evaluation │ │ │ │ ├── __init__.py │ │ │ │ ├── addToConfusionMatrix.pyx │ │ │ │ ├── addToConfusionMatrix_impl.c │ │ │ │ ├── evalInstanceLevelSemanticLabeling.py │ │ │ │ ├── evalObjectDetection3d.py │ │ │ │ ├── evalPanopticSemanticLabeling.py │ │ │ │ ├── evalPixelLevelSemanticLabeling.py │ │ │ │ ├── instance.py │ │ │ │ ├── instances2dict.py │ │ │ │ ├── objectDetectionHelpers.py │ │ │ │ └── plot3dResults.py │ │ │ ├── helpers │ │ │ │ ├── __init__.py │ │ │ │ ├── annotation.py │ │ │ │ ├── box3dImageTransform.py │ │ │ │ ├── csHelpers.py │ │ │ │ ├── labels.py │ │ │ │ ├── labels_cityPersons.py │ │ │ │ └── version.py │ │ │ ├── preparation │ │ │ │ ├── __init__.py │ │ │ │ ├── createPanopticImgs.py │ │ │ │ ├── createTrainIdInstanceImgs.py │ │ │ │ ├── createTrainIdLabelImgs.py │ │ │ │ ├── json2instanceImg.py │ │ │ │ └── json2labelImg.py │ │ │ └── viewer │ │ │ │ ├── __init__.py │ │ │ │ └── cityscapesViewer.py │ │ ├── docs │ │ │ └── csCalibration.pdf │ │ ├── setup.cfg │ │ └── setup.py │ ├── prepare_ade20k_ins_seg.py │ ├── prepare_ade20k_pan_seg.py │ ├── prepare_ade20k_sem_seg.py │ └── prepare_coco_semantic_annos_from_panoptic_annos.py ├── demo │ ├── README.md │ ├── demo.py │ └── predictor.py ├── demo_video │ ├── README.md │ ├── demo.py │ ├── predictor.py │ └── visualizer.py ├── mask2former │ ├── __init__.py │ ├── config.py │ ├── data │ │ ├── __init__.py │ │ ├── dataset_mappers │ │ │ ├── __init__.py │ │ │ ├── coco_instance_new_baseline_dataset_mapper.py │ │ │ ├── coco_panoptic_new_baseline_dataset_mapper.py │ │ │ ├── mask_former_instance_dataset_mapper.py │ │ │ ├── mask_former_panoptic_dataset_mapper.py │ │ │ └── mask_former_semantic_dataset_mapper.py │ │ └── datasets │ │ │ ├── __init__.py │ │ │ ├── register_ade20k_full.py │ │ │ ├── register_ade20k_instance.py │ │ │ ├── register_ade20k_panoptic.py │ │ │ ├── register_coco_panoptic_annos_semseg.py │ │ │ ├── register_coco_stuff_10k.py │ │ │ ├── register_mapillary_vistas.py │ │ │ └── register_mapillary_vistas_panoptic.py │ ├── evaluation │ │ ├── __init__.py │ │ └── instance_evaluation.py │ ├── maskformer_model.py │ ├── modeling │ │ ├── __init__.py │ │ ├── backbone │ │ │ ├── __init__.py │ │ │ └── swin.py │ │ ├── criterion.py │ │ ├── matcher.py │ │ ├── meta_arch │ │ │ ├── __init__.py │ │ │ ├── mask_former_head.py │ │ │ └── per_pixel_baseline.py │ │ ├── pixel_decoder │ │ │ ├── __init__.py │ │ │ ├── fpn.py │ │ │ ├── msdeformattn.py │ │ │ └── ops │ │ │ │ ├── functions │ │ │ │ ├── __init__.py │ │ │ │ └── ms_deform_attn_func.py │ │ │ │ ├── make.sh │ │ │ │ ├── modules │ │ │ │ ├── __init__.py │ │ │ │ └── ms_deform_attn.py │ │ │ │ ├── setup.py │ │ │ │ ├── src │ │ │ │ ├── cpu │ │ │ │ │ ├── ms_deform_attn_cpu.cpp │ │ │ │ │ └── ms_deform_attn_cpu.h │ │ │ │ ├── cuda │ │ │ │ │ ├── ms_deform_attn_cuda.cu │ │ │ │ │ ├── ms_deform_attn_cuda.h │ │ │ │ │ └── ms_deform_im2col_cuda.cuh │ │ │ │ ├── ms_deform_attn.h │ │ │ │ └── vision.cpp │ │ │ │ └── test.py │ │ └── transformer_decoder │ │ │ ├── __init__.py │ │ │ ├── mask2former_transformer_decoder.py │ │ │ ├── maskformer_transformer_decoder.py │ │ │ ├── position_encoding.py │ │ │ └── transformer.py │ ├── test_time_augmentation.py │ └── utils │ │ ├── __init__.py │ │ └── misc.py ├── mask2former_video │ ├── __init__.py │ ├── config.py │ ├── data_video │ │ ├── __init__.py │ │ ├── augmentation.py │ │ ├── build.py │ │ ├── dataset_mapper.py │ │ ├── datasets │ │ │ ├── __init__.py │ │ │ ├── builtin.py │ │ │ ├── ytvis.py │ │ │ └── ytvis_api │ │ │ │ ├── __init__.py │ │ │ │ ├── ytvos.py │ │ │ │ └── ytvoseval.py │ │ └── ytvis_eval.py │ ├── modeling │ │ ├── __init__.py │ │ ├── criterion.py │ │ ├── matcher.py │ │ └── transformer_decoder │ │ │ ├── __init__.py │ │ │ ├── position_encoding.py │ │ │ └── video_mask2former_transformer_decoder.py │ ├── utils │ │ ├── __init__.py │ │ └── memory.py │ └── video_maskformer_model.py ├── predict.py ├── requirements.txt ├── tools │ ├── README.md │ ├── analyze_model.py │ ├── convert-pretrained-swin-model-to-d2.py │ ├── convert-torchvision-to-d2.py │ ├── evaluate_coco_boundary_ap.py │ └── evaluate_pq_for_semantic_segmentation.py ├── train_net.py └── train_net_video.py ├── MaskFormer ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── GETTING_STARTED.md ├── INSTALL.md ├── MODEL_ZOO.md ├── README.md ├── configs │ ├── ade20k-150-panoptic │ │ ├── maskformer_panoptic_R101_bs16_720k.yaml │ │ └── maskformer_panoptic_R50_bs16_720k.yaml │ ├── ade20k-150 │ │ ├── Base-ADE20K-150.yaml │ │ ├── maskformer_R101_bs16_160k.yaml │ │ ├── maskformer_R101c_bs16_160k.yaml │ │ ├── maskformer_R50_bs16_160k.yaml │ │ ├── per_pixel_baseline_R50_bs16_160k.yaml │ │ ├── per_pixel_baseline_plus_R50_bs16_160k.yaml │ │ └── swin │ │ │ ├── maskformer_swin_base_IN21k_384_bs16_160k_res640.yaml │ │ │ ├── maskformer_swin_large_IN21k_384_bs16_160k_res640.yaml │ │ │ ├── maskformer_swin_small_bs16_160k.yaml │ │ │ ├── maskformer_swin_tiny_bs16_160k.yaml │ │ │ └── vw │ │ │ ├── vw_maskformer_swin_base_IN21k_384_bs16_160k_res640.yaml │ │ │ ├── vw_maskformer_swin_large_IN21k_384_bs16_160k_res640.yaml │ │ │ ├── vw_maskformer_swin_small_bs16_160k.yaml │ │ │ └── vw_maskformer_swin_tiny_bs16_160k.yaml │ ├── ade20k-full-847 │ │ ├── Base-ADE20KFull-847.yaml │ │ ├── maskformer_R101_bs16_200k.yaml │ │ ├── maskformer_R101c_bs16_200k.yaml │ │ ├── maskformer_R50_bs16_200k.yaml │ │ ├── per_pixel_baseline_R50_bs16_200k.yaml │ │ └── per_pixel_baseline_plus_R50_bs16_200k.yaml │ ├── cityscapes-19 │ │ ├── Base-Cityscapes-19.yaml │ │ ├── maskformer_R101_bs16_90k.yaml │ │ └── maskformer_R101c_bs16_90k.yaml │ ├── coco-panoptic │ │ ├── Base-COCO-PanopticSegmentation.yaml │ │ ├── maskformer_panoptic_R101_bs64_554k.yaml │ │ ├── maskformer_panoptic_R50_bs64_554k.yaml │ │ └── swin │ │ │ ├── maskformer_panoptic_swin_base_IN21k_384_bs64_554k.yaml │ │ │ ├── maskformer_panoptic_swin_large_IN21k_384_bs64_554k.yaml │ │ │ ├── maskformer_panoptic_swin_small_bs64_554k.yaml │ │ │ └── maskformer_panoptic_swin_tiny_bs64_554k.yaml │ ├── coco-stuff-10k-171 │ │ ├── Base-COCOStuff10K-171.yaml │ │ ├── maskformer_R101_bs32_60k.yaml │ │ ├── maskformer_R101c_bs32_60k.yaml │ │ ├── maskformer_R50_bs32_60k.yaml │ │ ├── per_pixel_baseline_R50_bs32_60k.yaml │ │ └── per_pixel_baseline_plus_R50_bs32_60k.yaml │ └── mapillary-vistas-65 │ │ ├── Base-MapillaryVistas-65.yaml │ │ └── maskformer_R50_bs16_300k.yaml ├── datasets │ ├── README.md │ ├── ade20k_instance_catid_mapping.txt │ ├── prepare_ade20k_full_sem_seg.py │ ├── prepare_ade20k_pan_seg.py │ ├── prepare_ade20k_sem_seg.py │ └── prepare_coco_stuff_10k_v1.0_sem_seg.py ├── demo │ ├── README.md │ ├── demo.py │ └── predictor.py ├── lawin_head.py ├── mask_former │ ├── __init__.py │ ├── config.py │ ├── data │ │ ├── __init__.py │ │ ├── dataset_mappers │ │ │ ├── __init__.py │ │ │ ├── detr_panoptic_dataset_mapper.py │ │ │ ├── mask_former_panoptic_dataset_mapper.py │ │ │ └── mask_former_semantic_dataset_mapper.py │ │ └── datasets │ │ │ ├── __init__.py │ │ │ ├── register_ade20k_full.py │ │ │ ├── register_ade20k_panoptic.py │ │ │ ├── register_coco_stuff_10k.py │ │ │ └── register_mapillary_vistas.py │ ├── mask_former_model.py │ ├── modeling │ │ ├── __init__.py │ │ ├── backbone │ │ │ ├── __init__.py │ │ │ └── swin.py │ │ ├── criterion.py │ │ ├── heads │ │ │ ├── __init__.py │ │ │ ├── mask_former_head.py │ │ │ ├── per_pixel_baseline.py │ │ │ └── pixel_decoder.py │ │ ├── matcher.py │ │ └── transformer │ │ │ ├── __init__.py │ │ │ ├── position_encoding.py │ │ │ ├── transformer.py │ │ │ └── transformer_predictor.py │ ├── test_time_augmentation.py │ └── utils │ │ ├── __init__.py │ │ └── misc.py ├── requirements.txt ├── tools │ ├── README.md │ ├── analyze_model.py │ ├── convert-pretrained-swin-model-to-d2.py │ ├── convert-torchvision-to-d2.py │ └── evaluate_pq_for_semantic_segmentation.py └── train_net.py ├── README.md └── mmsegmentation-custom ├── README.md ├── configs ├── _base_ │ ├── datasets │ │ ├── ade20k.py │ │ ├── ade20k_1280x1280.py │ │ ├── ade20k_576x576.py │ │ ├── ade20k_640x640.py │ │ ├── ade20k_896x896.py │ │ └── cityscapes.py │ ├── default_runtime.py │ ├── models │ │ ├── nonlocal_r50-d8.py │ │ ├── vw_cityscapes_convnext.py │ │ ├── vw_convnext.py │ │ └── vw_swin.py │ └── schedules │ │ ├── schedule_160k.py │ │ ├── schedule_20k.py │ │ ├── schedule_320k.py │ │ ├── schedule_40k.py │ │ ├── schedule_640k.py │ │ └── schedule_80k.py ├── convnext │ ├── README.md │ ├── convnext.yml │ ├── vw_convnext_base_fp16_512x1024_160k_cityscapes.py │ ├── vw_convnext_base_fp16_640x640_160k_ade20k.py │ ├── vw_convnext_large_fp16_512x1024_160k_cityscapes.py │ ├── vw_convnext_large_fp16_640x640_160k_ade20k.py │ ├── vw_convnext_small_fp16_512x1024_160k_cityscapes.py │ ├── vw_convnext_small_fp16_512x512_160k_ade20k.py │ ├── vw_convnext_tiny_fp16_512x1024_160k_cityscapes.py │ ├── vw_convnext_tiny_fp16_512x512_160k_ade20k.py │ ├── vw_convnext_xlarge_fp16_512x1024_160k_cityscapes.py │ └── vw_convnext_xlarge_fp16_640x640_160k_ade20k.py ├── nonlocal │ └── nonlocal_res50_ade20k.py ├── swin │ ├── README.md │ ├── swin.yml │ ├── vw_swin_base_patch4_window12_640x640_160k_ade20k_pretrain_384x384_22K.py │ └── vw_swin_large_patch4_window12_640x640_160k_ade20k_pretrain_384x384_22K.py └── unireplknet │ ├── ade20k_unireplknet_l_vw.py │ └── unireplknet_vw.py ├── docs ├── en │ ├── Makefile │ ├── _static │ │ └── css │ │ │ └── readthedocs.css │ ├── api.rst │ ├── changelog.md │ ├── conf.py │ ├── dataset_prepare.md │ ├── faq.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 └── zh_cn │ ├── Makefile │ ├── _static │ └── css │ │ └── readthedocs.css │ ├── api.rst │ ├── conf.py │ ├── dataset_prepare.md │ ├── faq.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 ├── mmseg ├── __init__.py ├── apis │ ├── __init__.py │ ├── inference.py │ ├── test.py │ └── train.py ├── core │ ├── __init__.py │ ├── builder.py │ ├── evaluation │ │ ├── __init__.py │ │ ├── class_names.py │ │ ├── eval_hooks.py │ │ └── metrics.py │ ├── hook │ │ ├── __init__.py │ │ └── wandblogger_hook.py │ ├── optimizers │ │ ├── __init__.py │ │ └── layer_decay_optimizer_constructor.py │ ├── seg │ │ ├── __init__.py │ │ ├── builder.py │ │ └── sampler │ │ │ ├── __init__.py │ │ │ ├── base_pixel_sampler.py │ │ │ └── ohem_pixel_sampler.py │ └── utils │ │ ├── __init__.py │ │ ├── dist_util.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 │ ├── face.py │ ├── hrf.py │ ├── imagenets.py │ ├── isaid.py │ ├── isprs.py │ ├── loveda.py │ ├── night_driving.py │ ├── pascal_context.py │ ├── pipelines │ │ ├── __init__.py │ │ ├── compose.py │ │ ├── formating.py │ │ ├── formatting.py │ │ ├── loading.py │ │ ├── test_time_aug.py │ │ └── transforms.py │ ├── potsdam.py │ ├── samplers │ │ ├── __init__.py │ │ └── distributed_sampler.py │ ├── stare.py │ └── voc.py ├── models │ ├── __init__.py │ ├── backbones │ │ ├── __init__.py │ │ ├── convnextv2.py │ │ ├── resnet.py │ │ └── swin.py │ ├── builder.py │ ├── decode_heads │ │ ├── __init__.py │ │ ├── decode_head.py │ │ ├── fcn_head.py │ │ ├── nl_head.py │ │ └── vw_head.py │ ├── losses │ │ ├── __init__.py │ │ ├── accuracy.py │ │ ├── cross_entropy_loss.py │ │ ├── dice_loss.py │ │ ├── focal_loss.py │ │ ├── lovasz_loss.py │ │ ├── tversky_loss.py │ │ └── utils.py │ ├── necks │ │ ├── __init__.py │ │ ├── featurepyramid.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 │ └── utils │ │ ├── __init__.py │ │ ├── embed.py │ │ ├── inverted_residual.py │ │ ├── make_divisible.py │ │ ├── res_layer.py │ │ ├── se_layer.py │ │ ├── self_attention_block.py │ │ ├── shape_convert.py │ │ └── up_conv_block.py ├── ops │ ├── __init__.py │ ├── encoding.py │ └── wrappers.py ├── utils │ ├── __init__.py │ ├── collect_env.py │ ├── logger.py │ ├── misc.py │ ├── set_env.py │ └── util_distribution.py └── version.py ├── requirements ├── docs.txt ├── mminstall.txt ├── optional.txt ├── readthedocs.txt ├── runtime.txt └── tests.txt ├── setup.py └── tools ├── analyze_logs.py ├── benchmark.py ├── browse_dataset.py ├── confusion_matrix.py ├── convert_datasets ├── chase_db1.py ├── cityscapes.py ├── coco_stuff10k.py ├── coco_stuff164k.py ├── drive.py ├── hrf.py ├── isaid.py ├── loveda.py ├── pascal_context.py ├── potsdam.py ├── stare.py ├── vaihingen.py └── voc_aug.py ├── convnext_to_mmpretrain.py ├── deploy_test.py ├── dist_test.sh ├── dist_train.sh ├── imagenets_submit.py ├── model_converters ├── beit2mmseg.py ├── mit2mmseg.py ├── stdc2mmseg.py ├── swin2mmseg.py ├── twins2mmseg.py ├── vit2mmseg.py └── vitjax2mmseg.py ├── model_ensemble.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 └── visualize_erf.py /.DS_Store: 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