├── .gitignore ├── DATASETS.md ├── INSTALL.md ├── README.md ├── assets └── experiment-qualitative.png ├── configs ├── _base_ │ ├── optimizer_adamw_160k.py │ ├── optimizer_adamw_40k.py │ ├── optimizer_adamw_80k.py │ ├── optimizer_vit_adamw_160k.py │ ├── optimizer_vit_adamw_40k.py │ ├── optimizer_vit_adamw_80k.py │ ├── runtime.py │ ├── runtime_160k.py │ ├── runtime_40k.py │ └── runtime_80k.py ├── datasets │ ├── eval_davis.py │ ├── train_colaug_coco_lvis_1024x1024.py │ ├── train_colaug_lvis_1024x1024.py │ ├── train_simaug_coco_lvis_1024x1024.py │ └── train_simaug_coco_lvis_768x768.py ├── datasets_ext │ ├── eval.py │ ├── eval_hqseq44k_val.py │ └── train_simaug_hqseg44k_1024x1024.py ├── eval_custom │ ├── simseg_ts2048.py │ ├── simseg_ts3072.py │ └── simseg_ts4096.py ├── hrsam │ ├── coco_lvis │ │ ├── simdist_hrsam_colaug_1024x1024_bs1_160k.py │ │ └── simdist_hrsam_plusplus_colaug_1024x1024_bs1_160k.py │ ├── hqseg44k │ │ ├── hrsam_plusplus_simaug_1024x1024_bs1_40k.py │ │ └── hrsam_simaug_1024x1024_bs1_40k.py │ ├── hrsam.py │ └── hrsam_plusplus.py └── sam_vit │ ├── sam_base.py │ ├── sam_base_eval.py │ ├── sam_large.py │ └── sam_large_eval.py ├── engine ├── __init__.py ├── data_preprocessor.py ├── datasets │ ├── README.md │ ├── __init__.py │ ├── base.py │ ├── test │ │ ├── __init__.py │ │ └── davis.py │ ├── train │ │ ├── __init__.py │ │ ├── coco.py │ │ └── lvis.py │ └── transforms │ │ ├── __init__.py │ │ ├── formatting.py │ │ ├── sampling.py │ │ └── transforms.py ├── datasets_ext │ ├── README.md │ ├── __init__.py │ ├── base.py │ └── ext_hqseg44k.py ├── decode_heads │ ├── __init__.py │ └── base.py ├── hooks │ ├── __init__.py │ ├── log_time.py │ └── log_vis.py ├── losses │ ├── __init__.py │ ├── focal_loss.py │ ├── metrics.py │ └── soft_focal_loss.py ├── optimizers │ ├── __init__.py │ └── vit_layer_decay_optimizer_constructor.py ├── runners │ ├── __init__.py │ └── base_test_loops.py ├── samplers │ ├── __init__.py │ └── switch.py ├── segmentors │ ├── __init__.py │ └── base.py ├── timers │ ├── __init__.py │ └── simple_timer.py └── utils │ ├── __init__.py │ ├── boundary.py │ ├── boundary_fast.py │ ├── click.py │ ├── click_fast.py │ ├── click_multi.py │ ├── distance.py │ ├── distance_fast.py │ ├── einops.py │ ├── geometric.py │ ├── metrics.py │ ├── resize.py │ ├── unit_tests │ ├── test_boundary_fast.py │ └── test_distance_fast.py │ ├── xformers.py │ └── zoom_in.py ├── mmdetection ├── .circleci │ ├── config.yml │ ├── docker │ │ └── Dockerfile │ └── test.yml ├── .dev_scripts │ ├── batch_test_list.py │ ├── batch_train_list.txt │ ├── benchmark_filter.py │ ├── benchmark_full_models.txt │ ├── benchmark_inference_fps.py │ ├── benchmark_options.py │ ├── benchmark_test.py │ ├── benchmark_test_image.py │ ├── benchmark_train.py │ ├── benchmark_train_models.txt │ ├── benchmark_valid_flops.py │ ├── check_links.py │ ├── convert_test_benchmark_script.py │ ├── convert_train_benchmark_script.py │ ├── covignore.cfg │ ├── diff_coverage_test.sh │ ├── download_checkpoints.py │ ├── gather_models.py │ ├── gather_test_benchmark_metric.py │ ├── gather_train_benchmark_metric.py │ ├── linter.sh │ ├── test_benchmark.sh │ ├── test_init_backbone.py │ └── train_benchmark.sh ├── .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 │ │ └── deploy.yml ├── .gitignore ├── .owners.yml ├── .pre-commit-config-zh-cn.yaml ├── .pre-commit-config.yaml ├── .readthedocs.yml ├── CITATION.cff ├── LICENSE ├── MANIFEST.in ├── README.md ├── README_zh-CN.md ├── configs │ ├── _base_ │ │ ├── datasets │ │ │ ├── ade20k_instance.py │ │ │ ├── ade20k_panoptic.py │ │ │ ├── ade20k_semantic.py │ │ │ ├── cityscapes_detection.py │ │ │ ├── cityscapes_instance.py │ │ │ ├── coco_caption.py │ │ │ ├── coco_detection.py │ │ │ ├── coco_instance.py │ │ │ ├── coco_instance_semantic.py │ │ │ ├── coco_panoptic.py │ │ │ ├── coco_semantic.py │ │ │ ├── deepfashion.py │ │ │ ├── dsdl.py │ │ │ ├── isaid_instance.py │ │ │ ├── lvis_v0.5_instance.py │ │ │ ├── lvis_v1_instance.py │ │ │ ├── mot_challenge.py │ │ │ ├── mot_challenge_det.py │ │ │ ├── mot_challenge_reid.py │ │ │ ├── objects365v1_detection.py │ │ │ ├── objects365v2_detection.py │ │ │ ├── openimages_detection.py │ │ │ ├── refcoco+.py │ │ │ ├── refcoco.py │ │ │ ├── refcocog.py │ │ │ ├── semi_coco_detection.py │ │ │ ├── v3det.py │ │ │ ├── voc0712.py │ │ │ ├── wider_face.py │ │ │ └── youtube_vis.py │ │ ├── default_runtime.py │ │ ├── models │ │ │ ├── cascade-mask-rcnn_r50_fpn.py │ │ │ ├── cascade-rcnn_r50_fpn.py │ │ │ ├── fast-rcnn_r50_fpn.py │ │ │ ├── faster-rcnn_r50-caffe-c4.py │ │ │ ├── faster-rcnn_r50-caffe-dc5.py │ │ │ ├── faster-rcnn_r50_fpn.py │ │ │ ├── mask-rcnn_r50-caffe-c4.py │ │ │ ├── mask-rcnn_r50_fpn.py │ │ │ ├── retinanet_r50_fpn.py │ │ │ ├── rpn_r50-caffe-c4.py │ │ │ ├── rpn_r50_fpn.py │ │ │ └── ssd300.py │ │ └── schedules │ │ │ ├── schedule_1x.py │ │ │ ├── schedule_20e.py │ │ │ └── schedule_2x.py │ ├── albu_example │ │ ├── README.md │ │ ├── mask-rcnn_r50_fpn_albu-1x_coco.py │ │ └── metafile.yml │ ├── atss │ │ ├── README.md │ │ ├── atss_r101_fpn_1x_coco.py │ │ ├── atss_r101_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── atss_r18_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── atss_r50_fpn_1x_coco.py │ │ ├── atss_r50_fpn_8xb8-amp-lsj-200e_coco.py │ │ └── metafile.yml │ ├── autoassign │ │ ├── README.md │ │ ├── autoassign_r50-caffe_fpn_1x_coco.py │ │ └── metafile.yml │ ├── boxinst │ │ ├── README.md │ │ ├── boxinst_r101_fpn_ms-90k_coco.py │ │ ├── boxinst_r50_fpn_ms-90k_coco.py │ │ └── metafile.yml │ ├── bytetrack │ │ ├── README.md │ │ ├── bytetrack_yolox_x_8xb4-80e_crowdhuman-mot17halftrain_test-mot17halfval.py │ │ ├── bytetrack_yolox_x_8xb4-80e_crowdhuman-mot20train_test-mot20test.py │ │ ├── bytetrack_yolox_x_8xb4-amp-80e_crowdhuman-mot17halftrain_test-mot17halfval.py │ │ ├── bytetrack_yolox_x_8xb4-amp-80e_crowdhuman-mot17halftrain_test-mot17test.py │ │ ├── bytetrack_yolox_x_8xb4-amp-80e_crowdhuman-mot20train_test-mot20test.py │ │ ├── metafile.yml │ │ └── yolox_x_8xb4-amp-80e_crowdhuman-mot17halftrain_test-mot17halfval.py │ ├── carafe │ │ ├── README.md │ │ ├── faster-rcnn_r50_fpn-carafe_1x_coco.py │ │ ├── mask-rcnn_r50_fpn-carafe_1x_coco.py │ │ └── metafile.yml │ ├── cascade_rcnn │ │ ├── README.md │ │ ├── cascade-mask-rcnn_r101-caffe_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_r101-caffe_fpn_ms-3x_coco.py │ │ ├── cascade-mask-rcnn_r101_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_r101_fpn_20e_coco.py │ │ ├── cascade-mask-rcnn_r101_fpn_ms-3x_coco.py │ │ ├── cascade-mask-rcnn_r50-caffe_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_r50-caffe_fpn_ms-3x_coco.py │ │ ├── cascade-mask-rcnn_r50_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_r50_fpn_20e_coco.py │ │ ├── cascade-mask-rcnn_r50_fpn_ms-3x_coco.py │ │ ├── cascade-mask-rcnn_x101-32x4d_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_x101-32x4d_fpn_20e_coco.py │ │ ├── cascade-mask-rcnn_x101-32x4d_fpn_ms-3x_coco.py │ │ ├── cascade-mask-rcnn_x101-32x8d_fpn_ms-3x_coco.py │ │ ├── cascade-mask-rcnn_x101-64x4d_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_x101-64x4d_fpn_20e_coco.py │ │ ├── cascade-mask-rcnn_x101-64x4d_fpn_ms-3x_coco.py │ │ ├── cascade-rcnn_r101-caffe_fpn_1x_coco.py │ │ ├── cascade-rcnn_r101_fpn_1x_coco.py │ │ ├── cascade-rcnn_r101_fpn_20e_coco.py │ │ ├── cascade-rcnn_r101_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── cascade-rcnn_r18_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── cascade-rcnn_r50-caffe_fpn_1x_coco.py │ │ ├── cascade-rcnn_r50_fpn_1x_coco.py │ │ ├── cascade-rcnn_r50_fpn_20e_coco.py │ │ ├── cascade-rcnn_r50_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── cascade-rcnn_x101-32x4d_fpn_1x_coco.py │ │ ├── cascade-rcnn_x101-32x4d_fpn_20e_coco.py │ │ ├── cascade-rcnn_x101-64x4d_fpn_1x_coco.py │ │ ├── cascade-rcnn_x101_64x4d_fpn_20e_coco.py │ │ └── metafile.yml │ ├── cascade_rpn │ │ ├── README.md │ │ ├── cascade-rpn_fast-rcnn_r50-caffe_fpn_1x_coco.py │ │ ├── cascade-rpn_faster-rcnn_r50-caffe_fpn_1x_coco.py │ │ ├── cascade-rpn_r50-caffe_fpn_1x_coco.py │ │ └── metafile.yml │ ├── centernet │ │ ├── README.md │ │ ├── centernet-update_r101_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── centernet-update_r18_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── centernet-update_r50-caffe_fpn_ms-1x_coco.py │ │ ├── centernet-update_r50_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── centernet_r18-dcnv2_8xb16-crop512-140e_coco.py │ │ ├── centernet_r18_8xb16-crop512-140e_coco.py │ │ ├── centernet_tta.py │ │ └── metafile.yml │ ├── centripetalnet │ │ ├── README.md │ │ ├── centripetalnet_hourglass104_16xb6-crop511-210e-mstest_coco.py │ │ └── metafile.yml │ ├── cityscapes │ │ ├── README.md │ │ ├── faster-rcnn_r50_fpn_1x_cityscapes.py │ │ └── mask-rcnn_r50_fpn_1x_cityscapes.py │ ├── common │ │ ├── lsj-100e_coco-detection.py │ │ ├── lsj-100e_coco-instance.py │ │ ├── lsj-200e_coco-detection.py │ │ ├── lsj-200e_coco-instance.py │ │ ├── ms-90k_coco.py │ │ ├── ms-poly-90k_coco-instance.py │ │ ├── ms-poly_3x_coco-instance.py │ │ ├── ms_3x_coco-instance.py │ │ ├── ms_3x_coco.py │ │ ├── ssj_270k_coco-instance.py │ │ └── ssj_scp_270k_coco-instance.py │ ├── condinst │ │ ├── README.md │ │ ├── condinst_r50_fpn_ms-poly-90k_coco_instance.py │ │ └── metafile.yml │ ├── conditional_detr │ │ ├── README.md │ │ ├── conditional-detr_r50_8xb2-50e_coco.py │ │ └── metafile.yml │ ├── convnext │ │ ├── README.md │ │ ├── cascade-mask-rcnn_convnext-s-p4-w7_fpn_4conv1fc-giou_amp-ms-crop-3x_coco.py │ │ ├── cascade-mask-rcnn_convnext-t-p4-w7_fpn_4conv1fc-giou_amp-ms-crop-3x_coco.py │ │ ├── mask-rcnn_convnext-t-p4-w7_fpn_amp-ms-crop-3x_coco.py │ │ └── metafile.yml │ ├── cornernet │ │ ├── README.md │ │ ├── cornernet_hourglass104_10xb5-crop511-210e-mstest_coco.py │ │ ├── cornernet_hourglass104_32xb3-210e-mstest_coco.py │ │ ├── cornernet_hourglass104_8xb6-210e-mstest_coco.py │ │ └── metafile.yml │ ├── crowddet │ │ ├── README.md │ │ ├── crowddet-rcnn_r50_fpn_8xb2-30e_crowdhuman.py │ │ ├── crowddet-rcnn_refine_r50_fpn_8xb2-30e_crowdhuman.py │ │ └── metafile.yml │ ├── dab_detr │ │ ├── README.md │ │ ├── dab-detr_r50_8xb2-50e_coco.py │ │ └── metafile.yml │ ├── dcn │ │ ├── README.md │ │ ├── cascade-mask-rcnn_r101-dconv-c3-c5_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_r50-dconv-c3-c5_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_x101-32x4d-dconv-c3-c5_fpn_1x_coco.py │ │ ├── cascade-rcnn_r101-dconv-c3-c5_fpn_1x_coco.py │ │ ├── cascade-rcnn_r50-dconv-c3-c5_fpn_1x_coco.py │ │ ├── faster-rcnn_r101-dconv-c3-c5_fpn_1x_coco.py │ │ ├── faster-rcnn_r50-dconv-c3-c5_fpn_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_dpool_1x_coco.py │ │ ├── faster-rcnn_x101-32x4d-dconv-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r101-dconv-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-dconv-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-dconv-c3-c5_fpn_amp-1x_coco.py │ │ └── metafile.yml │ ├── dcnv2 │ │ ├── README.md │ │ ├── faster-rcnn_r50-mdconv-c3-c5_fpn_1x_coco.py │ │ ├── faster-rcnn_r50-mdconv-group4-c3-c5_fpn_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_mdpool_1x_coco.py │ │ ├── mask-rcnn_r50-mdconv-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-mdconv-c3-c5_fpn_amp-1x_coco.py │ │ └── metafile.yml │ ├── ddod │ │ ├── README.md │ │ ├── ddod_r50_fpn_1x_coco.py │ │ └── metafile.yml │ ├── ddq │ │ ├── README.md │ │ ├── ddq-detr-4scale_r50_8xb2-12e_coco.py │ │ ├── ddq-detr-4scale_swinl_8xb2-30e_coco.py │ │ ├── ddq-detr-5scale_r50_8xb2-12e_coco.py │ │ └── metafile.yml │ ├── deepfashion │ │ ├── README.md │ │ └── mask-rcnn_r50_fpn_15e_deepfashion.py │ ├── deepsort │ │ ├── README.md │ │ ├── deepsort_faster-rcnn_r50_fpn_8xb2-4e_mot17halftrain_test-mot17halfval.py │ │ ├── deepsort_faster-rcnn_r50_fpn_8xb2-4e_mot17train_test-mot17test.py │ │ └── metafile.yml │ ├── deformable_detr │ │ ├── README.md │ │ ├── deformable-detr-refine-twostage_r50_16xb2-50e_coco.py │ │ ├── deformable-detr-refine_r50_16xb2-50e_coco.py │ │ ├── deformable-detr_r50_16xb2-50e_coco.py │ │ └── metafile.yml │ ├── detectors │ │ ├── README.md │ │ ├── cascade-rcnn_r50-rfp_1x_coco.py │ │ ├── cascade-rcnn_r50-sac_1x_coco.py │ │ ├── detectors_cascade-rcnn_r50_1x_coco.py │ │ ├── detectors_htc-r101_20e_coco.py │ │ ├── detectors_htc-r50_1x_coco.py │ │ ├── htc_r50-rfp_1x_coco.py │ │ ├── htc_r50-sac_1x_coco.py │ │ └── metafile.yml │ ├── detr │ │ ├── README.md │ │ ├── detr_r101_8xb2-500e_coco.py │ │ ├── detr_r18_8xb2-500e_coco.py │ │ ├── detr_r50_8xb2-150e_coco.py │ │ ├── detr_r50_8xb2-500e_coco.py │ │ └── metafile.yml │ ├── dino │ │ ├── README.md │ │ ├── dino-4scale_r50_8xb2-12e_coco.py │ │ ├── dino-4scale_r50_8xb2-24e_coco.py │ │ ├── dino-4scale_r50_8xb2-36e_coco.py │ │ ├── dino-4scale_r50_improved_8xb2-12e_coco.py │ │ ├── dino-5scale_swin-l_8xb2-12e_coco.py │ │ ├── dino-5scale_swin-l_8xb2-36e_coco.py │ │ └── metafile.yml │ ├── double_heads │ │ ├── README.md │ │ ├── dh-faster-rcnn_r50_fpn_1x_coco.py │ │ └── metafile.yml │ ├── dsdl │ │ ├── README.md │ │ ├── coco.py │ │ ├── coco_instance.py │ │ ├── objects365v2.py │ │ ├── openimagesv6.py │ │ ├── voc07.py │ │ └── voc0712.py │ ├── dyhead │ │ ├── README.md │ │ ├── atss_r50-caffe_fpn_dyhead_1x_coco.py │ │ ├── atss_r50_fpn_dyhead_1x_coco.py │ │ ├── atss_swin-l-p4-w12_fpn_dyhead_ms-2x_coco.py │ │ └── metafile.yml │ ├── dynamic_rcnn │ │ ├── README.md │ │ ├── dynamic-rcnn_r50_fpn_1x_coco.py │ │ └── metafile.yml │ ├── efficientnet │ │ ├── README.md │ │ ├── metafile.yml │ │ └── retinanet_effb3_fpn_8xb4-crop896-1x_coco.py │ ├── empirical_attention │ │ ├── README.md │ │ ├── faster-rcnn_r50-attn0010-dcn_fpn_1x_coco.py │ │ ├── faster-rcnn_r50-attn0010_fpn_1x_coco.py │ │ ├── faster-rcnn_r50-attn1111-dcn_fpn_1x_coco.py │ │ ├── faster-rcnn_r50-attn1111_fpn_1x_coco.py │ │ └── metafile.yml │ ├── fast_rcnn │ │ ├── README.md │ │ ├── fast-rcnn_r101-caffe_fpn_1x_coco.py │ │ ├── fast-rcnn_r101_fpn_1x_coco.py │ │ ├── fast-rcnn_r101_fpn_2x_coco.py │ │ ├── fast-rcnn_r50-caffe_fpn_1x_coco.py │ │ ├── fast-rcnn_r50_fpn_1x_coco.py │ │ └── fast-rcnn_r50_fpn_2x_coco.py │ ├── faster_rcnn │ │ ├── README.md │ │ ├── faster-rcnn_r101-caffe_fpn_1x_coco.py │ │ ├── faster-rcnn_r101-caffe_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_r101_fpn_1x_coco.py │ │ ├── faster-rcnn_r101_fpn_2x_coco.py │ │ ├── faster-rcnn_r101_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── faster-rcnn_r101_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_r18_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── faster-rcnn_r50-caffe-c4_ms-1x_coco.py │ │ ├── faster-rcnn_r50-caffe-dc5_1x_coco.py │ │ ├── faster-rcnn_r50-caffe-dc5_ms-1x_coco.py │ │ ├── faster-rcnn_r50-caffe-dc5_ms-3x_coco.py │ │ ├── faster-rcnn_r50-caffe_c4-1x_coco.py │ │ ├── faster-rcnn_r50-caffe_fpn_1x_coco.py │ │ ├── faster-rcnn_r50-caffe_fpn_90k_coco.py │ │ ├── faster-rcnn_r50-caffe_fpn_ms-1x_coco-person-bicycle-car.py │ │ ├── faster-rcnn_r50-caffe_fpn_ms-1x_coco-person.py │ │ ├── faster-rcnn_r50-caffe_fpn_ms-1x_coco.py │ │ ├── faster-rcnn_r50-caffe_fpn_ms-2x_coco.py │ │ ├── faster-rcnn_r50-caffe_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_r50-caffe_fpn_ms-90k_coco.py │ │ ├── faster-rcnn_r50-tnr-pre_fpn_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_2x_coco.py │ │ ├── faster-rcnn_r50_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── faster-rcnn_r50_fpn_amp-1x_coco.py │ │ ├── faster-rcnn_r50_fpn_bounded-iou_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_ciou_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_fcos-rpn_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_giou_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_iou_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_r50_fpn_ohem_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_soft-nms_1x_coco.py │ │ ├── faster-rcnn_x101-32x4d_fpn_1x_coco.py │ │ ├── faster-rcnn_x101-32x4d_fpn_2x_coco.py │ │ ├── faster-rcnn_x101-32x4d_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_x101-32x8d_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_x101-64x4d_fpn_1x_coco.py │ │ ├── faster-rcnn_x101-64x4d_fpn_2x_coco.py │ │ ├── faster-rcnn_x101-64x4d_fpn_ms-3x_coco.py │ │ └── metafile.yml │ ├── fcos │ │ ├── README.md │ │ ├── fcos_r101-caffe_fpn_gn-head-1x_coco.py │ │ ├── fcos_r101-caffe_fpn_gn-head_ms-640-800-2x_coco.py │ │ ├── fcos_r101_fpn_gn-head-center-normbbox-centeronreg-giou_8xb8-amp-lsj-200e_coco.py │ │ ├── fcos_r18_fpn_gn-head-center-normbbox-centeronreg-giou_8xb8-amp-lsj-200e_coco.py │ │ ├── fcos_r50-caffe_fpn_gn-head-center-normbbox-centeronreg-giou_1x_coco.py │ │ ├── fcos_r50-caffe_fpn_gn-head-center_1x_coco.py │ │ ├── fcos_r50-caffe_fpn_gn-head_1x_coco.py │ │ ├── fcos_r50-caffe_fpn_gn-head_4xb4-1x_coco.py │ │ ├── fcos_r50-caffe_fpn_gn-head_ms-640-800-2x_coco.py │ │ ├── fcos_r50-dcn-caffe_fpn_gn-head-center-normbbox-centeronreg-giou_1x_coco.py │ │ ├── fcos_r50_fpn_gn-head-center-normbbox-centeronreg-giou_8xb8-amp-lsj-200e_coco.py │ │ ├── fcos_x101-64x4d_fpn_gn-head_ms-640-800-2x_coco.py │ │ └── metafile.yml │ ├── foveabox │ │ ├── README.md │ │ ├── fovea_r101_fpn_4xb4-1x_coco.py │ │ ├── fovea_r101_fpn_4xb4-2x_coco.py │ │ ├── fovea_r101_fpn_gn-head-align_4xb4-2x_coco.py │ │ ├── fovea_r101_fpn_gn-head-align_ms-640-800-4xb4-2x_coco.py │ │ ├── fovea_r50_fpn_4xb4-1x_coco.py │ │ ├── fovea_r50_fpn_4xb4-2x_coco.py │ │ ├── fovea_r50_fpn_gn-head-align_4xb4-2x_coco.py │ │ ├── fovea_r50_fpn_gn-head-align_ms-640-800-4xb4-2x_coco.py │ │ └── metafile.yml │ ├── fpg │ │ ├── README.md │ │ ├── faster-rcnn_r50_fpg-chn128_crop640-50e_coco.py │ │ ├── faster-rcnn_r50_fpg_crop640-50e_coco.py │ │ ├── faster-rcnn_r50_fpn_crop640-50e_coco.py │ │ ├── mask-rcnn_r50_fpg-chn128_crop640-50e_coco.py │ │ ├── mask-rcnn_r50_fpg_crop640-50e_coco.py │ │ ├── mask-rcnn_r50_fpn_crop640-50e_coco.py │ │ ├── metafile.yml │ │ ├── retinanet_r50_fpg-chn128_crop640_50e_coco.py │ │ └── retinanet_r50_fpg_crop640_50e_coco.py │ ├── free_anchor │ │ ├── README.md │ │ ├── freeanchor_r101_fpn_1x_coco.py │ │ ├── freeanchor_r50_fpn_1x_coco.py │ │ ├── freeanchor_x101-32x4d_fpn_1x_coco.py │ │ └── metafile.yml │ ├── fsaf │ │ ├── README.md │ │ ├── fsaf_r101_fpn_1x_coco.py │ │ ├── fsaf_r50_fpn_1x_coco.py │ │ ├── fsaf_x101-64x4d_fpn_1x_coco.py │ │ └── metafile.yml │ ├── gcnet │ │ ├── README.md │ │ ├── cascade-mask-rcnn_x101-32x4d-syncbn-dconv-c3-c5-r16-gcb-c3-c5_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_x101-32x4d-syncbn-dconv-c3-c5-r4-gcb-c3-c5_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_x101-32x4d-syncbn-dconv-c3-c5_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_x101-32x4d-syncbn-r16-gcb-c3-c5_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_x101-32x4d-syncbn-r4-gcb-c3-c5_fpn_1x_coco.py │ │ ├── cascade-mask-rcnn_x101-32x4d-syncbn_fpn_1x_coco.py │ │ ├── mask-rcnn_r101-gcb-r16-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r101-gcb-r4-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r101-syncbn-gcb-r16-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r101-syncbn-gcb-r4-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r101-syncbn_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-gcb-r16-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-gcb-r4-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-syncbn-gcb-r16-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-syncbn-gcb-r4-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-syncbn_fpn_1x_coco.py │ │ ├── mask-rcnn_x101-32x4d-syncbn-gcb-r16-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_x101-32x4d-syncbn-gcb-r4-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_x101-32x4d-syncbn_fpn_1x_coco.py │ │ └── metafile.yml │ ├── gfl │ │ ├── README.md │ │ ├── gfl_r101-dconv-c3-c5_fpn_ms-2x_coco.py │ │ ├── gfl_r101_fpn_ms-2x_coco.py │ │ ├── gfl_r50_fpn_1x_coco.py │ │ ├── gfl_r50_fpn_ms-2x_coco.py │ │ ├── gfl_x101-32x4d-dconv-c4-c5_fpn_ms-2x_coco.py │ │ ├── gfl_x101-32x4d_fpn_ms-2x_coco.py │ │ └── metafile.yml │ ├── ghm │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── retinanet_r101_fpn_ghm-1x_coco.py │ │ ├── retinanet_r50_fpn_ghm-1x_coco.py │ │ ├── retinanet_x101-32x4d_fpn_ghm-1x_coco.py │ │ └── retinanet_x101-64x4d_fpn_ghm-1x_coco.py │ ├── glip │ │ ├── README.md │ │ ├── glip_atss_swin-l_fpn_dyhead_16xb2_ms-2x_funtune_coco.py │ │ ├── glip_atss_swin-l_fpn_dyhead_pretrain_mixeddata.py │ │ ├── glip_atss_swin-t_a_fpn_dyhead_16xb2_ms-2x_funtune_coco.py │ │ ├── glip_atss_swin-t_a_fpn_dyhead_pretrain_obj365.py │ │ ├── glip_atss_swin-t_b_fpn_dyhead_16xb2_ms-2x_funtune_coco.py │ │ ├── glip_atss_swin-t_b_fpn_dyhead_pretrain_obj365.py │ │ ├── glip_atss_swin-t_c_fpn_dyhead_16xb2_ms-2x_funtune_coco.py │ │ ├── glip_atss_swin-t_c_fpn_dyhead_pretrain_obj365-goldg.py │ │ ├── glip_atss_swin-t_fpn_dyhead_16xb2_ms-2x_funtune_coco.py │ │ ├── glip_atss_swin-t_fpn_dyhead_pretrain_obj365-goldg-cc3m-sub.py │ │ └── metafile.yml │ ├── gn+ws │ │ ├── README.md │ │ ├── faster-rcnn_r101_fpn_gn-ws-all_1x_coco.py │ │ ├── faster-rcnn_r50_fpn_gn-ws-all_1x_coco.py │ │ ├── faster-rcnn_x101-32x4d_fpn_gn-ws-all_1x_coco.py │ │ ├── faster-rcnn_x50-32x4d_fpn_gn-ws-all_1x_coco.py │ │ ├── mask-rcnn_r101_fpn_gn-ws-all_20-23-24e_coco.py │ │ ├── mask-rcnn_r101_fpn_gn-ws-all_2x_coco.py │ │ ├── mask-rcnn_r50_fpn_gn-ws-all_20-23-24e_coco.py │ │ ├── mask-rcnn_r50_fpn_gn-ws-all_2x_coco.py │ │ ├── mask-rcnn_x101-32x4d_fpn_gn-ws-all_20-23-24e_coco.py │ │ ├── mask-rcnn_x101-32x4d_fpn_gn-ws-all_2x_coco.py │ │ ├── mask-rcnn_x50-32x4d_fpn_gn-ws-all_20-23-24e_coco.py │ │ ├── mask-rcnn_x50-32x4d_fpn_gn-ws-all_2x_coco.py │ │ └── metafile.yml │ ├── gn │ │ ├── README.md │ │ ├── mask-rcnn_r101_fpn_gn-all_2x_coco.py │ │ ├── mask-rcnn_r101_fpn_gn-all_3x_coco.py │ │ ├── mask-rcnn_r50-contrib_fpn_gn-all_2x_coco.py │ │ ├── mask-rcnn_r50-contrib_fpn_gn-all_3x_coco.py │ │ ├── mask-rcnn_r50_fpn_gn-all_2x_coco.py │ │ ├── mask-rcnn_r50_fpn_gn-all_3x_coco.py │ │ └── metafile.yml │ ├── grid_rcnn │ │ ├── README.md │ │ ├── grid-rcnn_r101_fpn_gn-head_2x_coco.py │ │ ├── grid-rcnn_r50_fpn_gn-head_1x_coco.py │ │ ├── grid-rcnn_r50_fpn_gn-head_2x_coco.py │ │ ├── grid-rcnn_x101-32x4d_fpn_gn-head_2x_coco.py │ │ ├── grid-rcnn_x101-64x4d_fpn_gn-head_2x_coco.py │ │ └── metafile.yml │ ├── groie │ │ ├── README.md │ │ ├── faste-rcnn_r50_fpn_groie_1x_coco.py │ │ ├── grid-rcnn_r50_fpn_gn-head-groie_1x_coco.py │ │ ├── mask-rcnn_r101_fpn_syncbn-r4-gcb_c3-c5-groie_1x_coco.py │ │ ├── mask-rcnn_r50_fpn_groie_1x_coco.py │ │ ├── mask-rcnn_r50_fpn_syncbn-r4-gcb-c3-c5-groie_1x_coco.py │ │ └── metafile.yml │ ├── grounding_dino │ │ ├── README.md │ │ ├── grounding_dino_r50_scratch_8xb2_1x_coco.py │ │ ├── grounding_dino_swin-b_finetune_16xb2_1x_coco.py │ │ ├── grounding_dino_swin-b_pretrain_mixeddata.py │ │ ├── grounding_dino_swin-t_finetune_16xb2_1x_coco.py │ │ ├── grounding_dino_swin-t_finetune_8xb2_20e_cat.py │ │ ├── grounding_dino_swin-t_pretrain_obj365_goldg_cap4m.py │ │ └── metafile.yml │ ├── guided_anchoring │ │ ├── README.md │ │ ├── ga-fast-rcnn_r50-caffe_fpn_1x_coco.py │ │ ├── ga-faster-rcnn_r101-caffe_fpn_1x_coco.py │ │ ├── ga-faster-rcnn_r50-caffe_fpn_1x_coco.py │ │ ├── ga-faster-rcnn_r50_fpn_1x_coco.py │ │ ├── ga-faster-rcnn_x101-32x4d_fpn_1x_coco.py │ │ ├── ga-faster-rcnn_x101-64x4d_fpn_1x_coco.py │ │ ├── ga-retinanet_r101-caffe_fpn_1x_coco.py │ │ ├── ga-retinanet_r101-caffe_fpn_ms-2x.py │ │ ├── ga-retinanet_r50-caffe_fpn_1x_coco.py │ │ ├── ga-retinanet_r50_fpn_1x_coco.py │ │ ├── ga-retinanet_x101-32x4d_fpn_1x_coco.py │ │ ├── ga-retinanet_x101-64x4d_fpn_1x_coco.py │ │ ├── ga-rpn_r101-caffe_fpn_1x_coco.py │ │ ├── ga-rpn_r50-caffe_fpn_1x_coco.py │ │ ├── ga-rpn_r50_fpn_1x_coco.py │ │ ├── ga-rpn_x101-32x4d_fpn_1x_coco.py │ │ ├── ga-rpn_x101-64x4d_fpn_1x_coco.py │ │ └── metafile.yml │ ├── hrnet │ │ ├── README.md │ │ ├── cascade-mask-rcnn_hrnetv2p-w18_20e_coco.py │ │ ├── cascade-mask-rcnn_hrnetv2p-w32_20e_coco.py │ │ ├── cascade-mask-rcnn_hrnetv2p-w40-20e_coco.py │ │ ├── cascade-rcnn_hrnetv2p-w18-20e_coco.py │ │ ├── cascade-rcnn_hrnetv2p-w32-20e_coco.py │ │ ├── cascade-rcnn_hrnetv2p-w40-20e_coco.py │ │ ├── faster-rcnn_hrnetv2p-w18-1x_coco.py │ │ ├── faster-rcnn_hrnetv2p-w18-2x_coco.py │ │ ├── faster-rcnn_hrnetv2p-w32-1x_coco.py │ │ ├── faster-rcnn_hrnetv2p-w32_2x_coco.py │ │ ├── faster-rcnn_hrnetv2p-w40-1x_coco.py │ │ ├── faster-rcnn_hrnetv2p-w40_2x_coco.py │ │ ├── fcos_hrnetv2p-w18-gn-head_4xb4-1x_coco.py │ │ ├── fcos_hrnetv2p-w18-gn-head_4xb4-2x_coco.py │ │ ├── fcos_hrnetv2p-w18-gn-head_ms-640-800-4xb4-2x_coco.py │ │ ├── fcos_hrnetv2p-w32-gn-head_4xb4-1x_coco.py │ │ ├── fcos_hrnetv2p-w32-gn-head_4xb4-2x_coco.py │ │ ├── fcos_hrnetv2p-w32-gn-head_ms-640-800-4xb4-2x_coco.py │ │ ├── fcos_hrnetv2p-w40-gn-head_ms-640-800-4xb4-2x_coco.py │ │ ├── htc_hrnetv2p-w18_20e_coco.py │ │ ├── htc_hrnetv2p-w32_20e_coco.py │ │ ├── htc_hrnetv2p-w40_20e_coco.py │ │ ├── htc_hrnetv2p-w40_28e_coco.py │ │ ├── htc_x101-64x4d_fpn_16xb1-28e_coco.py │ │ ├── mask-rcnn_hrnetv2p-w18-1x_coco.py │ │ ├── mask-rcnn_hrnetv2p-w18-2x_coco.py │ │ ├── mask-rcnn_hrnetv2p-w32-1x_coco.py │ │ ├── mask-rcnn_hrnetv2p-w32-2x_coco.py │ │ ├── mask-rcnn_hrnetv2p-w40-2x_coco.py │ │ ├── mask-rcnn_hrnetv2p-w40_1x_coco.py │ │ └── metafile.yml │ ├── htc │ │ ├── README.md │ │ ├── htc-without-semantic_r50_fpn_1x_coco.py │ │ ├── htc_r101_fpn_20e_coco.py │ │ ├── htc_r50_fpn_1x_coco.py │ │ ├── htc_r50_fpn_20e_coco.py │ │ ├── htc_x101-32x4d_fpn_16xb1-20e_coco.py │ │ ├── htc_x101-64x4d-dconv-c3-c5_fpn_ms-400-1400-16xb1-20e_coco.py │ │ ├── htc_x101-64x4d_fpn_16xb1-20e_coco.py │ │ └── metafile.yml │ ├── instaboost │ │ ├── README.md │ │ ├── cascade-mask-rcnn_r101_fpn_instaboost-4x_coco.py │ │ ├── cascade-mask-rcnn_r50_fpn_instaboost-4x_coco.py │ │ ├── cascade-mask-rcnn_x101-64x4d_fpn_instaboost-4x_coco.py │ │ ├── mask-rcnn_r101_fpn_instaboost-4x_coco.py │ │ ├── mask-rcnn_r50_fpn_instaboost-4x_coco.py │ │ ├── mask-rcnn_x101-64x4d_fpn_instaboost-4x_coco.py │ │ └── metafile.yml │ ├── lad │ │ ├── README.md │ │ ├── lad_r101-paa-r50_fpn_2xb8_coco_1x.py │ │ ├── lad_r50-paa-r101_fpn_2xb8_coco_1x.py │ │ └── metafile.yml │ ├── ld │ │ ├── README.md │ │ ├── ld_r101-gflv1-r101-dcn_fpn_2x_coco.py │ │ ├── ld_r18-gflv1-r101_fpn_1x_coco.py │ │ ├── ld_r34-gflv1-r101_fpn_1x_coco.py │ │ ├── ld_r50-gflv1-r101_fpn_1x_coco.py │ │ └── metafile.yml │ ├── legacy_1.x │ │ ├── README.md │ │ ├── cascade-mask-rcnn_r50_fpn_1x_coco_v1.py │ │ ├── faster-rcnn_r50_fpn_1x_coco_v1.py │ │ ├── mask-rcnn_r50_fpn_1x_coco_v1.py │ │ ├── retinanet_r50-caffe_fpn_1x_coco_v1.py │ │ ├── retinanet_r50_fpn_1x_coco_v1.py │ │ └── ssd300_coco_v1.py │ ├── libra_rcnn │ │ ├── README.md │ │ ├── libra-fast-rcnn_r50_fpn_1x_coco.py │ │ ├── libra-faster-rcnn_r101_fpn_1x_coco.py │ │ ├── libra-faster-rcnn_r50_fpn_1x_coco.py │ │ ├── libra-faster-rcnn_x101-64x4d_fpn_1x_coco.py │ │ ├── libra-retinanet_r50_fpn_1x_coco.py │ │ └── metafile.yml │ ├── lvis │ │ ├── README.md │ │ ├── mask-rcnn_r101_fpn_sample1e-3_ms-1x_lvis-v1.py │ │ ├── mask-rcnn_r101_fpn_sample1e-3_ms-2x_lvis-v0.5.py │ │ ├── mask-rcnn_r50_fpn_sample1e-3_ms-1x_lvis-v1.py │ │ ├── mask-rcnn_r50_fpn_sample1e-3_ms-2x_lvis-v0.5.py │ │ ├── mask-rcnn_x101-32x4d_fpn_sample1e-3_ms-1x_lvis-v1.py │ │ ├── mask-rcnn_x101-32x4d_fpn_sample1e-3_ms-2x_lvis-v0.5.py │ │ ├── mask-rcnn_x101-64x4d_fpn_sample1e-3_ms-1x_lvis-v1.py │ │ ├── mask-rcnn_x101-64x4d_fpn_sample1e-3_ms-2x_lvis-v0.5.py │ │ └── metafile.yml │ ├── mask2former │ │ ├── README.md │ │ ├── mask2former_r101_8xb2-lsj-50e_coco-panoptic.py │ │ ├── mask2former_r101_8xb2-lsj-50e_coco.py │ │ ├── mask2former_r50_8xb2-lsj-50e_coco-panoptic.py │ │ ├── mask2former_r50_8xb2-lsj-50e_coco.py │ │ ├── mask2former_swin-b-p4-w12-384-in21k_8xb2-lsj-50e_coco-panoptic.py │ │ ├── mask2former_swin-b-p4-w12-384_8xb2-lsj-50e_coco-panoptic.py │ │ ├── mask2former_swin-l-p4-w12-384-in21k_16xb1-lsj-100e_coco-panoptic.py │ │ ├── mask2former_swin-s-p4-w7-224_8xb2-lsj-50e_coco-panoptic.py │ │ ├── mask2former_swin-s-p4-w7-224_8xb2-lsj-50e_coco.py │ │ ├── mask2former_swin-t-p4-w7-224_8xb2-lsj-50e_coco-panoptic.py │ │ ├── mask2former_swin-t-p4-w7-224_8xb2-lsj-50e_coco.py │ │ └── metafile.yml │ ├── mask2former_vis │ │ ├── README.md │ │ ├── mask2former_r101_8xb2-8e_youtubevis2019.py │ │ ├── mask2former_r101_8xb2-8e_youtubevis2021.py │ │ ├── mask2former_r50_8xb2-8e_youtubevis2019.py │ │ ├── mask2former_r50_8xb2-8e_youtubevis2021.py │ │ ├── mask2former_swin-l-p4-w12-384-in21k_8xb2-8e_youtubevis2021.py │ │ └── metafile.yml │ ├── mask_rcnn │ │ ├── README.md │ │ ├── mask-rcnn_r101-caffe_fpn_1x_coco.py │ │ ├── mask-rcnn_r101-caffe_fpn_ms-poly-3x_coco.py │ │ ├── mask-rcnn_r101_fpn_1x_coco.py │ │ ├── mask-rcnn_r101_fpn_2x_coco.py │ │ ├── mask-rcnn_r101_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── mask-rcnn_r101_fpn_ms-poly-3x_coco.py │ │ ├── mask-rcnn_r18_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── mask-rcnn_r50-caffe-c4_1x_coco.py │ │ ├── mask-rcnn_r50-caffe_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-caffe_fpn_ms-1x_coco.py │ │ ├── mask-rcnn_r50-caffe_fpn_ms-poly-1x_coco.py │ │ ├── mask-rcnn_r50-caffe_fpn_ms-poly-2x_coco.py │ │ ├── mask-rcnn_r50-caffe_fpn_ms-poly-3x_coco.py │ │ ├── mask-rcnn_r50-caffe_fpn_poly-1x_coco_v1.py │ │ ├── mask-rcnn_r50_fpn_1x-wandb_coco.py │ │ ├── mask-rcnn_r50_fpn_1x_coco.py │ │ ├── mask-rcnn_r50_fpn_2x_coco.py │ │ ├── mask-rcnn_r50_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── mask-rcnn_r50_fpn_amp-1x_coco.py │ │ ├── mask-rcnn_r50_fpn_ms-poly-3x_coco.py │ │ ├── mask-rcnn_r50_fpn_poly-1x_coco.py │ │ ├── mask-rcnn_x101-32x4d_fpn_1x_coco.py │ │ ├── mask-rcnn_x101-32x4d_fpn_2x_coco.py │ │ ├── mask-rcnn_x101-32x4d_fpn_ms-poly-3x_coco.py │ │ ├── mask-rcnn_x101-32x8d_fpn_1x_coco.py │ │ ├── mask-rcnn_x101-32x8d_fpn_ms-poly-1x_coco.py │ │ ├── mask-rcnn_x101-32x8d_fpn_ms-poly-3x_coco.py │ │ ├── mask-rcnn_x101-64x4d_fpn_1x_coco.py │ │ ├── mask-rcnn_x101-64x4d_fpn_2x_coco.py │ │ ├── mask-rcnn_x101-64x4d_fpn_ms-poly_3x_coco.py │ │ └── metafile.yml │ ├── maskformer │ │ ├── README.md │ │ ├── maskformer_r50_ms-16xb1-75e_coco.py │ │ ├── maskformer_swin-l-p4-w12_64xb1-ms-300e_coco.py │ │ └── metafile.yml │ ├── masktrack_rcnn │ │ ├── README.md │ │ ├── masktrack-rcnn_mask-rcnn_r101_fpn_8xb1-12e_youtubevis2019.py │ │ ├── masktrack-rcnn_mask-rcnn_r101_fpn_8xb1-12e_youtubevis2021.py │ │ ├── masktrack-rcnn_mask-rcnn_r50_fpn_8xb1-12e_youtubevis2019.py │ │ ├── masktrack-rcnn_mask-rcnn_r50_fpn_8xb1-12e_youtubevis2021.py │ │ ├── masktrack-rcnn_mask-rcnn_x101_fpn_8xb1-12e_youtubevis2019.py │ │ ├── masktrack-rcnn_mask-rcnn_x101_fpn_8xb1-12e_youtubevis2021.py │ │ └── metafile.yml │ ├── misc │ │ ├── d2_faster-rcnn_r50-caffe_fpn_ms-90k_coco.py │ │ ├── d2_mask-rcnn_r50-caffe_fpn_ms-90k_coco.py │ │ └── d2_retinanet_r50-caffe_fpn_ms-90k_coco.py │ ├── ms_rcnn │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── ms-rcnn_r101-caffe_fpn_1x_coco.py │ │ ├── ms-rcnn_r101-caffe_fpn_2x_coco.py │ │ ├── ms-rcnn_r50-caffe_fpn_1x_coco.py │ │ ├── ms-rcnn_r50-caffe_fpn_2x_coco.py │ │ ├── ms-rcnn_r50_fpn_1x_coco.py │ │ ├── ms-rcnn_x101-32x4d_fpn_1x_coco.py │ │ ├── ms-rcnn_x101-64x4d_fpn_1x_coco.py │ │ └── ms-rcnn_x101-64x4d_fpn_2x_coco.py │ ├── nas_fcos │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── nas-fcos_r50-caffe_fpn_fcoshead-gn-head_4xb4-1x_coco.py │ │ └── nas-fcos_r50-caffe_fpn_nashead-gn-head_4xb4-1x_coco.py │ ├── nas_fpn │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── retinanet_r50_fpn_crop640-50e_coco.py │ │ └── retinanet_r50_nasfpn_crop640-50e_coco.py │ ├── objects365 │ │ ├── README.md │ │ ├── faster-rcnn_r50-syncbn_fpn_1350k_objects365v1.py │ │ ├── faster-rcnn_r50_fpn_16xb4-1x_objects365v1.py │ │ ├── faster-rcnn_r50_fpn_16xb4-1x_objects365v2.py │ │ ├── metafile.yml │ │ ├── retinanet_r50-syncbn_fpn_1350k_objects365v1.py │ │ ├── retinanet_r50_fpn_1x_objects365v1.py │ │ └── retinanet_r50_fpn_1x_objects365v2.py │ ├── ocsort │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── ocsort_yolox_x_8xb4-amp-80e_crowdhuman-mot17halftrain_test-mot17halfval.py │ │ └── ocsort_yolox_x_8xb4-amp-80e_crowdhuman-mot20train_test-mot20test.py │ ├── openimages │ │ ├── README.md │ │ ├── faster-rcnn_r50_fpn_32xb2-1x_openimages-challenge.py │ │ ├── faster-rcnn_r50_fpn_32xb2-1x_openimages.py │ │ ├── faster-rcnn_r50_fpn_32xb2-cas-1x_openimages-challenge.py │ │ ├── faster-rcnn_r50_fpn_32xb2-cas-1x_openimages.py │ │ ├── metafile.yml │ │ ├── retinanet_r50_fpn_32xb2-1x_openimages.py │ │ └── ssd300_32xb8-36e_openimages.py │ ├── paa │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── paa_r101_fpn_1x_coco.py │ │ ├── paa_r101_fpn_2x_coco.py │ │ ├── paa_r101_fpn_ms-3x_coco.py │ │ ├── paa_r50_fpn_1.5x_coco.py │ │ ├── paa_r50_fpn_1x_coco.py │ │ ├── paa_r50_fpn_2x_coco.py │ │ └── paa_r50_fpn_ms-3x_coco.py │ ├── pafpn │ │ ├── README.md │ │ ├── faster-rcnn_r50_pafpn_1x_coco.py │ │ └── metafile.yml │ ├── panoptic_fpn │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── panoptic-fpn_r101_fpn_1x_coco.py │ │ ├── panoptic-fpn_r101_fpn_ms-3x_coco.py │ │ ├── panoptic-fpn_r50_fpn_1x_coco.py │ │ └── panoptic-fpn_r50_fpn_ms-3x_coco.py │ ├── pascal_voc │ │ ├── README.md │ │ ├── faster-rcnn_r50-caffe-c4_ms-18k_voc0712.py │ │ ├── faster-rcnn_r50_fpn_1x_voc0712-cocofmt.py │ │ ├── faster-rcnn_r50_fpn_1x_voc0712.py │ │ ├── retinanet_r50_fpn_1x_voc0712.py │ │ ├── ssd300_voc0712.py │ │ └── ssd512_voc0712.py │ ├── pisa │ │ ├── README.md │ │ ├── faster-rcnn_r50_fpn_pisa_1x_coco.py │ │ ├── faster-rcnn_x101-32x4d_fpn_pisa_1x_coco.py │ │ ├── mask-rcnn_r50_fpn_pisa_1x_coco.py │ │ ├── mask-rcnn_x101-32x4d_fpn_pisa_1x_coco.py │ │ ├── metafile.yml │ │ ├── retinanet-r50_fpn_pisa_1x_coco.py │ │ ├── retinanet_x101-32x4d_fpn_pisa_1x_coco.py │ │ ├── ssd300_pisa_coco.py │ │ └── ssd512_pisa_coco.py │ ├── point_rend │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── point-rend_r50-caffe_fpn_ms-1x_coco.py │ │ └── point-rend_r50-caffe_fpn_ms-3x_coco.py │ ├── pvt │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── retinanet_pvt-l_fpn_1x_coco.py │ │ ├── retinanet_pvt-m_fpn_1x_coco.py │ │ ├── retinanet_pvt-s_fpn_1x_coco.py │ │ ├── retinanet_pvt-t_fpn_1x_coco.py │ │ ├── retinanet_pvtv2-b0_fpn_1x_coco.py │ │ ├── retinanet_pvtv2-b1_fpn_1x_coco.py │ │ ├── retinanet_pvtv2-b2_fpn_1x_coco.py │ │ ├── retinanet_pvtv2-b3_fpn_1x_coco.py │ │ ├── retinanet_pvtv2-b4_fpn_1x_coco.py │ │ └── retinanet_pvtv2-b5_fpn_1x_coco.py │ ├── qdtrack │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── qdtrack_faster-rcnn_r50_fpn_4e_base.py │ │ └── qdtrack_faster-rcnn_r50_fpn_8xb2-4e_mot17halftrain_test-mot17halfval.py │ ├── queryinst │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── queryinst_r101_fpn_300-proposals_crop-ms-480-800-3x_coco.py │ │ ├── queryinst_r101_fpn_ms-480-800-3x_coco.py │ │ ├── queryinst_r50_fpn_1x_coco.py │ │ ├── queryinst_r50_fpn_300-proposals_crop-ms-480-800-3x_coco.py │ │ └── queryinst_r50_fpn_ms-480-800-3x_coco.py │ ├── regnet │ │ ├── README.md │ │ ├── cascade-mask-rcnn_regnetx-1.6GF_fpn_ms-3x_coco.py │ │ ├── cascade-mask-rcnn_regnetx-3.2GF_fpn_ms-3x_coco.py │ │ ├── cascade-mask-rcnn_regnetx-400MF_fpn_ms-3x_coco.py │ │ ├── cascade-mask-rcnn_regnetx-4GF_fpn_ms-3x_coco.py │ │ ├── cascade-mask-rcnn_regnetx-800MF_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_regnetx-1.6GF_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_regnetx-3.2GF_fpn_1x_coco.py │ │ ├── faster-rcnn_regnetx-3.2GF_fpn_2x_coco.py │ │ ├── faster-rcnn_regnetx-3.2GF_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_regnetx-400MF_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_regnetx-4GF_fpn_ms-3x_coco.py │ │ ├── faster-rcnn_regnetx-800MF_fpn_ms-3x_coco.py │ │ ├── mask-rcnn_regnetx-1.6GF_fpn_ms-poly-3x_coco.py │ │ ├── mask-rcnn_regnetx-12GF_fpn_1x_coco.py │ │ ├── mask-rcnn_regnetx-3.2GF-mdconv-c3-c5_fpn_1x_coco.py │ │ ├── mask-rcnn_regnetx-3.2GF_fpn_1x_coco.py │ │ ├── mask-rcnn_regnetx-3.2GF_fpn_ms-3x_coco.py │ │ ├── mask-rcnn_regnetx-400MF_fpn_ms-poly-3x_coco.py │ │ ├── mask-rcnn_regnetx-4GF_fpn_1x_coco.py │ │ ├── mask-rcnn_regnetx-4GF_fpn_ms-poly-3x_coco.py │ │ ├── mask-rcnn_regnetx-6.4GF_fpn_1x_coco.py │ │ ├── mask-rcnn_regnetx-800MF_fpn_ms-poly-3x_coco.py │ │ ├── mask-rcnn_regnetx-8GF_fpn_1x_coco.py │ │ ├── metafile.yml │ │ ├── retinanet_regnetx-1.6GF_fpn_1x_coco.py │ │ ├── retinanet_regnetx-3.2GF_fpn_1x_coco.py │ │ └── retinanet_regnetx-800MF_fpn_1x_coco.py │ ├── reid │ │ ├── README.md │ │ ├── reid_r50_8xb32-6e_mot15train80_test-mot15val20.py │ │ ├── reid_r50_8xb32-6e_mot16train80_test-mot16val20.py │ │ ├── reid_r50_8xb32-6e_mot17train80_test-mot17val20.py │ │ └── reid_r50_8xb32-6e_mot20train80_test-mot20val20.py │ ├── reppoints │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── reppoints-bbox_r50-center_fpn-gn_head-gn-grid_1x_coco.py │ │ ├── reppoints-bbox_r50_fpn-gn_head-gn-grid_1x_coco.py │ │ ├── reppoints-minmax_r50_fpn-gn_head-gn_1x_coco.py │ │ ├── reppoints-moment_r101-dconv-c3-c5_fpn-gn_head-gn_2x_coco.py │ │ ├── reppoints-moment_r101_fpn-gn_head-gn_2x_coco.py │ │ ├── reppoints-moment_r50_fpn-gn_head-gn_1x_coco.py │ │ ├── reppoints-moment_r50_fpn-gn_head-gn_2x_coco.py │ │ ├── reppoints-moment_r50_fpn_1x_coco.py │ │ ├── reppoints-moment_x101-dconv-c3-c5_fpn-gn_head-gn_2x_coco.py │ │ └── reppoints-partial-minmax_r50_fpn-gn_head-gn_1x_coco.py │ ├── res2net │ │ ├── README.md │ │ ├── cascade-mask-rcnn_res2net-101_fpn_20e_coco.py │ │ ├── cascade-rcnn_res2net-101_fpn_20e_coco.py │ │ ├── faster-rcnn_res2net-101_fpn_2x_coco.py │ │ ├── htc_res2net-101_fpn_20e_coco.py │ │ ├── mask-rcnn_res2net-101_fpn_2x_coco.py │ │ └── metafile.yml │ ├── resnest │ │ ├── README.md │ │ ├── cascade-mask-rcnn_s101_fpn_syncbn-backbone+head_ms-1x_coco.py │ │ ├── cascade-mask-rcnn_s50_fpn_syncbn-backbone+head_ms-1x_coco.py │ │ ├── cascade-rcnn_s101_fpn_syncbn-backbone+head_ms-range-1x_coco.py │ │ ├── cascade-rcnn_s50_fpn_syncbn-backbone+head_ms-range-1x_coco.py │ │ ├── faster-rcnn_s101_fpn_syncbn-backbone+head_ms-range-1x_coco.py │ │ ├── faster-rcnn_s50_fpn_syncbn-backbone+head_ms-range-1x_coco.py │ │ ├── mask-rcnn_s101_fpn_syncbn-backbone+head_ms-1x_coco.py │ │ ├── mask-rcnn_s50_fpn_syncbn-backbone+head_ms-1x_coco.py │ │ └── metafile.yml │ ├── resnet_strikes_back │ │ ├── README.md │ │ ├── cascade-mask-rcnn_r50-rsb-pre_fpn_1x_coco.py │ │ ├── faster-rcnn_r50-rsb-pre_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-rsb-pre_fpn_1x_coco.py │ │ ├── metafile.yml │ │ └── retinanet_r50-rsb-pre_fpn_1x_coco.py │ ├── retinanet │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── retinanet_r101-caffe_fpn_1x_coco.py │ │ ├── retinanet_r101-caffe_fpn_ms-3x_coco.py │ │ ├── retinanet_r101_fpn_1x_coco.py │ │ ├── retinanet_r101_fpn_2x_coco.py │ │ ├── retinanet_r101_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── retinanet_r101_fpn_ms-640-800-3x_coco.py │ │ ├── retinanet_r18_fpn_1x_coco.py │ │ ├── retinanet_r18_fpn_1xb8-1x_coco.py │ │ ├── retinanet_r18_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── retinanet_r50-caffe_fpn_1x_coco.py │ │ ├── retinanet_r50-caffe_fpn_ms-1x_coco.py │ │ ├── retinanet_r50-caffe_fpn_ms-2x_coco.py │ │ ├── retinanet_r50-caffe_fpn_ms-3x_coco.py │ │ ├── retinanet_r50_fpn_1x_coco.py │ │ ├── retinanet_r50_fpn_2x_coco.py │ │ ├── retinanet_r50_fpn_8xb8-amp-lsj-200e_coco.py │ │ ├── retinanet_r50_fpn_90k_coco.py │ │ ├── retinanet_r50_fpn_amp-1x_coco.py │ │ ├── retinanet_r50_fpn_ms-640-800-3x_coco.py │ │ ├── retinanet_tta.py │ │ ├── retinanet_x101-32x4d_fpn_1x_coco.py │ │ ├── retinanet_x101-32x4d_fpn_2x_coco.py │ │ ├── retinanet_x101-64x4d_fpn_1x_coco.py │ │ ├── retinanet_x101-64x4d_fpn_2x_coco.py │ │ └── retinanet_x101-64x4d_fpn_ms-640-800-3x_coco.py │ ├── rpn │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── rpn_r101-caffe_fpn_1x_coco.py │ │ ├── rpn_r101_fpn_1x_coco.py │ │ ├── rpn_r101_fpn_2x_coco.py │ │ ├── rpn_r50-caffe-c4_1x_coco.py │ │ ├── rpn_r50-caffe_fpn_1x_coco.py │ │ ├── rpn_r50_fpn_1x_coco.py │ │ ├── rpn_r50_fpn_2x_coco.py │ │ ├── rpn_x101-32x4d_fpn_1x_coco.py │ │ ├── rpn_x101-32x4d_fpn_2x_coco.py │ │ ├── rpn_x101-64x4d_fpn_1x_coco.py │ │ └── rpn_x101-64x4d_fpn_2x_coco.py │ ├── rtmdet │ │ ├── README.md │ │ ├── classification │ │ │ ├── README.md │ │ │ ├── cspnext-l_8xb256-rsb-a1-600e_in1k.py │ │ │ ├── cspnext-m_8xb256-rsb-a1-600e_in1k.py │ │ │ ├── cspnext-s_8xb256-rsb-a1-600e_in1k.py │ │ │ ├── cspnext-tiny_8xb256-rsb-a1-600e_in1k.py │ │ │ └── cspnext-x_8xb256-rsb-a1-600e_in1k.py │ │ ├── metafile.yml │ │ ├── rtmdet-ins_l_8xb32-300e_coco.py │ │ ├── rtmdet-ins_m_8xb32-300e_coco.py │ │ ├── rtmdet-ins_s_8xb32-300e_coco.py │ │ ├── rtmdet-ins_tiny_8xb32-300e_coco.py │ │ ├── rtmdet-ins_x_8xb16-300e_coco.py │ │ ├── rtmdet_l_8xb32-300e_coco.py │ │ ├── rtmdet_m_8xb32-300e_coco.py │ │ ├── rtmdet_s_8xb32-300e_coco.py │ │ ├── rtmdet_tiny_8xb32-300e_coco.py │ │ ├── rtmdet_tta.py │ │ ├── rtmdet_x_8xb32-300e_coco.py │ │ └── rtmdet_x_p6_4xb8-300e_coco.py │ ├── sabl │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── sabl-cascade-rcnn_r101_fpn_1x_coco.py │ │ ├── sabl-cascade-rcnn_r50_fpn_1x_coco.py │ │ ├── sabl-faster-rcnn_r101_fpn_1x_coco.py │ │ ├── sabl-faster-rcnn_r50_fpn_1x_coco.py │ │ ├── sabl-retinanet_r101-gn_fpn_1x_coco.py │ │ ├── sabl-retinanet_r101-gn_fpn_ms-480-960-2x_coco.py │ │ ├── sabl-retinanet_r101-gn_fpn_ms-640-800-2x_coco.py │ │ ├── sabl-retinanet_r101_fpn_1x_coco.py │ │ ├── sabl-retinanet_r50-gn_fpn_1x_coco.py │ │ └── sabl-retinanet_r50_fpn_1x_coco.py │ ├── scnet │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── scnet_r101_fpn_20e_coco.py │ │ ├── scnet_r50_fpn_1x_coco.py │ │ ├── scnet_r50_fpn_20e_coco.py │ │ ├── scnet_x101-64x4d_fpn_20e_coco.py │ │ └── scnet_x101-64x4d_fpn_8xb1-20e_coco.py │ ├── scratch │ │ ├── README.md │ │ ├── faster-rcnn_r50-scratch_fpn_gn-all_6x_coco.py │ │ ├── mask-rcnn_r50-scratch_fpn_gn-all_6x_coco.py │ │ └── metafile.yml │ ├── seesaw_loss │ │ ├── README.md │ │ ├── cascade-mask-rcnn_r101_fpn_seesaw-loss-normed-mask_random-ms-2x_lvis-v1.py │ │ ├── cascade-mask-rcnn_r101_fpn_seesaw-loss-normed-mask_sample1e-3-ms-2x_lvis-v1.py │ │ ├── cascade-mask-rcnn_r101_fpn_seesaw-loss_random-ms-2x_lvis-v1.py │ │ ├── cascade-mask-rcnn_r101_fpn_seesaw-loss_sample1e-3-ms-2x_lvis-v1.py │ │ ├── mask-rcnn_r101_fpn_seesaw-loss-normed-mask_random-ms-2x_lvis-v1.py │ │ ├── mask-rcnn_r101_fpn_seesaw-loss-normed-mask_sample1e-3-ms-2x_lvis-v1.py │ │ ├── mask-rcnn_r101_fpn_seesaw-loss_random-ms-2x_lvis-v1.py │ │ ├── mask-rcnn_r101_fpn_seesaw-loss_sample1e-3-ms-2x_lvis-v1.py │ │ ├── mask-rcnn_r50_fpn_seesaw-loss-normed-mask_random-ms-2x_lvis-v1.py │ │ ├── mask-rcnn_r50_fpn_seesaw-loss-normed-mask_sample1e-3-ms-2x_lvis-v1.py │ │ ├── mask-rcnn_r50_fpn_seesaw-loss_random-ms-2x_lvis-v1.py │ │ ├── mask-rcnn_r50_fpn_seesaw-loss_sample1e-3-ms-2x_lvis-v1.py │ │ └── metafile.yml │ ├── selfsup_pretrain │ │ ├── README.md │ │ ├── mask-rcnn_r50-mocov2-pre_fpn_1x_coco.py │ │ ├── mask-rcnn_r50-mocov2-pre_fpn_ms-2x_coco.py │ │ ├── mask-rcnn_r50-swav-pre_fpn_1x_coco.py │ │ └── mask-rcnn_r50-swav-pre_fpn_ms-2x_coco.py │ ├── simple_copy_paste │ │ ├── README.md │ │ ├── mask-rcnn_r50_fpn_rpn-2conv_4conv1fc_syncbn-all_32xb2-ssj-270k_coco.py │ │ ├── mask-rcnn_r50_fpn_rpn-2conv_4conv1fc_syncbn-all_32xb2-ssj-90k_coco.py │ │ ├── mask-rcnn_r50_fpn_rpn-2conv_4conv1fc_syncbn-all_32xb2-ssj-scp-270k_coco.py │ │ ├── mask-rcnn_r50_fpn_rpn-2conv_4conv1fc_syncbn-all_32xb2-ssj-scp-90k_coco.py │ │ └── metafile.yml │ ├── soft_teacher │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.01-coco.py │ │ ├── soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.02-coco.py │ │ ├── soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.05-coco.py │ │ └── soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.1-coco.py │ ├── solo │ │ ├── README.md │ │ ├── decoupled-solo-light_r50_fpn_3x_coco.py │ │ ├── decoupled-solo_r50_fpn_1x_coco.py │ │ ├── decoupled-solo_r50_fpn_3x_coco.py │ │ ├── metafile.yml │ │ ├── solo_r101_fpn_8xb8-lsj-200e_coco.py │ │ ├── solo_r18_fpn_8xb8-lsj-200e_coco.py │ │ ├── solo_r50_fpn_1x_coco.py │ │ ├── solo_r50_fpn_3x_coco.py │ │ └── solo_r50_fpn_8xb8-lsj-200e_coco.py │ ├── solov2 │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── solov2-light_r18_fpn_ms-3x_coco.py │ │ ├── solov2-light_r34_fpn_ms-3x_coco.py │ │ ├── solov2-light_r50-dcn_fpn_ms-3x_coco.py │ │ ├── solov2-light_r50_fpn_ms-3x_coco.py │ │ ├── solov2_r101-dcn_fpn_ms-3x_coco.py │ │ ├── solov2_r101_fpn_ms-3x_coco.py │ │ ├── solov2_r50_fpn_1x_coco.py │ │ ├── solov2_r50_fpn_ms-3x_coco.py │ │ └── solov2_x101-dcn_fpn_ms-3x_coco.py │ ├── sort │ │ ├── README.md │ │ ├── faster-rcnn_r50_fpn_8xb2-4e_mot17halftrain_test-mot17halfval.py │ │ ├── faster-rcnn_r50_fpn_8xb2-4e_mot17train_test-mot17train.py │ │ ├── faster-rcnn_r50_fpn_8xb2-8e_mot20halftrain_test-mot20halfval.py │ │ ├── faster-rcnn_r50_fpn_8xb2-8e_mot20train_test-mot20train.py │ │ ├── metafile.yml │ │ ├── sort_faster-rcnn_r50_fpn_8xb2-4e_mot17halftrain_test-mot17halfval.py │ │ └── sort_faster-rcnn_r50_fpn_8xb2-4e_mot17train_test-mot17test.py │ ├── sparse_rcnn │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── sparse-rcnn_r101_fpn_300-proposals_crop-ms-480-800-3x_coco.py │ │ ├── sparse-rcnn_r101_fpn_ms-480-800-3x_coco.py │ │ ├── sparse-rcnn_r50_fpn_1x_coco.py │ │ ├── sparse-rcnn_r50_fpn_300-proposals_crop-ms-480-800-3x_coco.py │ │ └── sparse-rcnn_r50_fpn_ms-480-800-3x_coco.py │ ├── ssd │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── ssd300_coco.py │ │ ├── ssd512_coco.py │ │ └── ssdlite_mobilenetv2-scratch_8xb24-600e_coco.py │ ├── strong_baselines │ │ ├── README.md │ │ ├── mask-rcnn_r50-caffe_fpn_rpn-2conv_4conv1fc_syncbn-all_amp-lsj-100e_coco.py │ │ ├── mask-rcnn_r50-caffe_fpn_rpn-2conv_4conv1fc_syncbn-all_lsj-100e_coco.py │ │ ├── mask-rcnn_r50-caffe_fpn_rpn-2conv_4conv1fc_syncbn-all_lsj-400e_coco.py │ │ ├── mask-rcnn_r50_fpn_rpn-2conv_4conv1fc_syncbn-all_amp-lsj-100e_coco.py │ │ ├── mask-rcnn_r50_fpn_rpn-2conv_4conv1fc_syncbn-all_lsj-100e_coco.py │ │ ├── mask-rcnn_r50_fpn_rpn-2conv_4conv1fc_syncbn-all_lsj-50e_coco.py │ │ └── metafile.yml │ ├── strongsort │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── strongsort_yolox_x_8xb4-80e_crowdhuman-mot17halftrain_test-mot17halfval.py │ │ ├── strongsort_yolox_x_8xb4-80e_crowdhuman-mot20train_test-mot20test.py │ │ ├── yolox_x_8xb4-80e_crowdhuman-mot17halftrain_test-mot17halfval.py │ │ └── yolox_x_8xb4-80e_crowdhuman-mot20train_test-mot20test.py │ ├── swin │ │ ├── README.md │ │ ├── mask-rcnn_swin-s-p4-w7_fpn_amp-ms-crop-3x_coco.py │ │ ├── mask-rcnn_swin-t-p4-w7_fpn_1x_coco.py │ │ ├── mask-rcnn_swin-t-p4-w7_fpn_amp-ms-crop-3x_coco.py │ │ ├── mask-rcnn_swin-t-p4-w7_fpn_ms-crop-3x_coco.py │ │ ├── metafile.yml │ │ └── retinanet_swin-t-p4-w7_fpn_1x_coco.py │ ├── timm_example │ │ ├── README.md │ │ ├── retinanet_timm-efficientnet-b1_fpn_1x_coco.py │ │ └── retinanet_timm-tv-resnet50_fpn_1x_coco.py │ ├── tood │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── tood_r101-dconv-c3-c5_fpn_ms-2x_coco.py │ │ ├── tood_r101_fpn_ms-2x_coco.py │ │ ├── tood_r50_fpn_1x_coco.py │ │ ├── tood_r50_fpn_anchor-based_1x_coco.py │ │ ├── tood_r50_fpn_ms-2x_coco.py │ │ ├── tood_x101-64x4d-dconv-c4-c5_fpn_ms-2x_coco.py │ │ └── tood_x101-64x4d_fpn_ms-2x_coco.py │ ├── tridentnet │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── tridentnet_r50-caffe_1x_coco.py │ │ ├── tridentnet_r50-caffe_ms-1x_coco.py │ │ └── tridentnet_r50-caffe_ms-3x_coco.py │ ├── v3det │ │ ├── README.md │ │ ├── cascade_rcnn_r50_fpn_8x4_sample1e-3_mstrain_v3det_2x.py │ │ ├── cascade_rcnn_swinb_fpn_8x4_sample1e-3_mstrain_v3det_2x.py │ │ ├── deformable-detr-refine-twostage_r50_8xb4_sample1e-3_v3det_50e.py │ │ ├── deformable-detr-refine-twostage_swin_16xb2_sample1e-3_v3det_50e.py │ │ ├── dino-4scale_r50_8xb2_sample1e-3_v3det_36e.py │ │ ├── dino-4scale_swin_16xb1_sample1e-3_v3det_36e.py │ │ ├── faster_rcnn_r50_fpn_8x4_sample1e-3_mstrain_v3det_2x.py │ │ ├── faster_rcnn_swinb_fpn_8x4_sample1e-3_mstrain_v3det_2x.py │ │ ├── fcos_r50_fpn_8x4_sample1e-3_mstrain_v3det_2x.py │ │ ├── fcos_swinb_fpn_8x4_sample1e-3_mstrain_v3det_2x.py │ │ └── v3det_icon.jpg │ ├── vfnet │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── vfnet_r101-mdconv-c3-c5_fpn_ms-2x_coco.py │ │ ├── vfnet_r101_fpn_1x_coco.py │ │ ├── vfnet_r101_fpn_2x_coco.py │ │ ├── vfnet_r101_fpn_ms-2x_coco.py │ │ ├── vfnet_r50-mdconv-c3-c5_fpn_ms-2x_coco.py │ │ ├── vfnet_r50_fpn_1x_coco.py │ │ ├── vfnet_r50_fpn_ms-2x_coco.py │ │ ├── vfnet_res2net-101_fpn_ms-2x_coco.py │ │ ├── vfnet_res2net101-mdconv-c3-c5_fpn_ms-2x_coco.py │ │ ├── vfnet_x101-32x4d-mdconv-c3-c5_fpn_ms-2x_coco.py │ │ ├── vfnet_x101-32x4d_fpn_ms-2x_coco.py │ │ ├── vfnet_x101-64x4d-mdconv-c3-c5_fpn_ms-2x_coco.py │ │ └── vfnet_x101-64x4d_fpn_ms-2x_coco.py │ ├── wider_face │ │ ├── README.md │ │ ├── retinanet_r50_fpn_1x_widerface.py │ │ └── ssd300_8xb32-24e_widerface.py │ ├── yolact │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── yolact_r101_1xb8-55e_coco.py │ │ ├── yolact_r50_1xb8-55e_coco.py │ │ └── yolact_r50_8xb8-55e_coco.py │ ├── yolo │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── yolov3_d53_8xb8-320-273e_coco.py │ │ ├── yolov3_d53_8xb8-amp-ms-608-273e_coco.py │ │ ├── yolov3_d53_8xb8-ms-416-273e_coco.py │ │ ├── yolov3_d53_8xb8-ms-608-273e_coco.py │ │ ├── yolov3_mobilenetv2_8xb24-320-300e_coco.py │ │ └── yolov3_mobilenetv2_8xb24-ms-416-300e_coco.py │ ├── yolof │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── yolof_r50-c5_8xb8-1x_coco.py │ │ └── yolof_r50-c5_8xb8-iter-1x_coco.py │ └── yolox │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── yolox_l_8xb8-300e_coco.py │ │ ├── yolox_m_8xb8-300e_coco.py │ │ ├── yolox_nano_8xb8-300e_coco.py │ │ ├── yolox_s_8xb8-300e_coco.py │ │ ├── yolox_tiny_8xb8-300e_coco.py │ │ ├── yolox_tta.py │ │ └── yolox_x_8xb8-300e_coco.py ├── dataset-index.yml ├── docker │ ├── Dockerfile │ ├── serve │ │ ├── Dockerfile │ │ ├── config.properties │ │ └── entrypoint.sh │ └── serve_cn │ │ └── Dockerfile ├── docs │ ├── en │ │ ├── Makefile │ │ ├── _static │ │ │ ├── css │ │ │ │ └── readthedocs.css │ │ │ └── image │ │ │ │ └── mmdet-logo.png │ │ ├── advanced_guides │ │ │ ├── conventions.md │ │ │ ├── customize_dataset.md │ │ │ ├── customize_losses.md │ │ │ ├── customize_models.md │ │ │ ├── customize_runtime.md │ │ │ ├── customize_transforms.md │ │ │ ├── data_flow.md │ │ │ ├── datasets.md │ │ │ ├── engine.md │ │ │ ├── evaluation.md │ │ │ ├── how_to.md │ │ │ ├── index.rst │ │ │ ├── models.md │ │ │ ├── structures.md │ │ │ └── transforms.md │ │ ├── api.rst │ │ ├── conf.py │ │ ├── dataset_zoo.md │ │ ├── get_started.md │ │ ├── index.rst │ │ ├── make.bat │ │ ├── migration.md │ │ ├── migration │ │ │ ├── api_and_registry_migration.md │ │ │ ├── config_migration.md │ │ │ ├── dataset_migration.md │ │ │ ├── migration.md │ │ │ ├── migration_faq.md │ │ │ └── model_migration.md │ │ ├── model_zoo.md │ │ ├── notes │ │ │ ├── changelog.md │ │ │ ├── changelog_v2.x.md │ │ │ ├── compatibility.md │ │ │ ├── contribution_guide.md │ │ │ ├── faq.md │ │ │ └── projects.md │ │ ├── overview.md │ │ ├── stat.py │ │ ├── switch_language.md │ │ └── user_guides │ │ │ ├── config.md │ │ │ ├── dataset_prepare.md │ │ │ ├── deploy.md │ │ │ ├── finetune.md │ │ │ ├── index.rst │ │ │ ├── inference.md │ │ │ ├── init_cfg.md │ │ │ ├── label_studio.md │ │ │ ├── new_model.md │ │ │ ├── robustness_benchmarking.md │ │ │ ├── semi_det.md │ │ │ ├── single_stage_as_rpn.md │ │ │ ├── test.md │ │ │ ├── test_results_submission.md │ │ │ ├── tracking_analysis_tools.md │ │ │ ├── tracking_config.md │ │ │ ├── tracking_dataset_prepare.md │ │ │ ├── tracking_inference.md │ │ │ ├── tracking_train_test.md │ │ │ ├── tracking_visualization.md │ │ │ ├── train.md │ │ │ ├── useful_hooks.md │ │ │ ├── useful_tools.md │ │ │ └── visualization.md │ └── zh_cn │ │ ├── Makefile │ │ ├── _static │ │ ├── css │ │ │ └── readthedocs.css │ │ └── image │ │ │ └── mmdet-logo.png │ │ ├── advanced_guides │ │ ├── conventions.md │ │ ├── customize_dataset.md │ │ ├── customize_losses.md │ │ ├── customize_models.md │ │ ├── customize_runtime.md │ │ ├── customize_transforms.md │ │ ├── data_flow.md │ │ ├── datasets.md │ │ ├── engine.md │ │ ├── evaluation.md │ │ ├── how_to.md │ │ ├── index.rst │ │ ├── models.md │ │ ├── structures.md │ │ └── transforms.md │ │ ├── api.rst │ │ ├── article.md │ │ ├── conf.py │ │ ├── get_started.md │ │ ├── index.rst │ │ ├── make.bat │ │ ├── migration │ │ ├── api_and_registry_migration.md │ │ ├── config_migration.md │ │ ├── dataset_migration.md │ │ ├── migration.md │ │ ├── migration_faq.md │ │ └── model_migration.md │ │ ├── model_zoo.md │ │ ├── notes │ │ ├── compatibility.md │ │ ├── faq.md │ │ └── projects.md │ │ ├── overview.md │ │ ├── stat.py │ │ ├── switch_language.md │ │ └── user_guides │ │ ├── config.md │ │ ├── dataset_prepare.md │ │ ├── deploy.md │ │ ├── finetune.md │ │ ├── index.rst │ │ ├── inference.md │ │ ├── init_cfg.md │ │ ├── label_studio.md │ │ ├── new_model.md │ │ ├── robustness_benchmarking.md │ │ ├── semi_det.md │ │ ├── single_stage_as_rpn.md │ │ ├── test.md │ │ ├── test_results_submission.md │ │ ├── tracking_analysis_tools.md │ │ ├── tracking_config.md │ │ ├── tracking_dataset_prepare.md │ │ ├── tracking_interference.md │ │ ├── tracking_train_test_zh_cn.md │ │ ├── tracking_visualization.md │ │ ├── train.md │ │ ├── useful_hooks.md │ │ ├── useful_tools.md │ │ └── visualization.md ├── mmdet │ ├── __init__.py │ ├── apis │ │ ├── __init__.py │ │ ├── det_inferencer.py │ │ └── inference.py │ ├── configs │ │ ├── _base_ │ │ │ ├── datasets │ │ │ │ ├── coco_detection.py │ │ │ │ ├── coco_instance.py │ │ │ │ ├── coco_instance_semantic.py │ │ │ │ ├── coco_panoptic.py │ │ │ │ └── mot_challenge.py │ │ │ ├── default_runtime.py │ │ │ ├── models │ │ │ │ ├── cascade_mask_rcnn_r50_fpn.py │ │ │ │ ├── cascade_rcnn_r50_fpn.py │ │ │ │ ├── faster_rcnn_r50_fpn.py │ │ │ │ ├── mask_rcnn_r50_caffe_c4.py │ │ │ │ ├── mask_rcnn_r50_fpn.py │ │ │ │ └── retinanet_r50_fpn.py │ │ │ └── schedules │ │ │ │ ├── schedule_1x.py │ │ │ │ └── schedule_2x.py │ │ ├── cascade_rcnn │ │ │ ├── cascade_mask_rcnn_r50_fpn_1x_coco.py │ │ │ └── cascade_rcnn_r50_fpn_1x_coco.py │ │ ├── common │ │ │ ├── lsj_100e_coco_detection.py │ │ │ ├── lsj_100e_coco_instance.py │ │ │ ├── lsj_200e_coco_detection.py │ │ │ ├── lsj_200e_coco_instance.py │ │ │ ├── ms_3x_coco.py │ │ │ ├── ms_3x_coco_instance.py │ │ │ ├── ms_90k_coco.py │ │ │ ├── ms_poly_3x_coco_instance.py │ │ │ ├── ms_poly_90k_coco_instance.py │ │ │ ├── ssj_270_coco_instance.py │ │ │ └── ssj_scp_270k_coco_instance.py │ │ ├── deformable_detr │ │ │ ├── deformable_detr_r50_16xb2_50e_coco.py │ │ │ ├── deformable_detr_refine_r50_16xb2_50e_coco.py │ │ │ └── deformable_detr_refine_twostage_r50_16xb2_50e_coco.py │ │ ├── detr │ │ │ ├── detr_r101_8xb2_500e_coco.py │ │ │ ├── detr_r18_8xb2_500e_coco.py │ │ │ ├── detr_r50_8xb2_150e_coco.py │ │ │ └── detr_r50_8xb2_500e_coco.py │ │ ├── dino │ │ │ ├── dino_4scale_r50_8xb2_12e_coco.py │ │ │ ├── dino_4scale_r50_8xb2_24e_coco.py │ │ │ ├── dino_4scale_r50_8xb2_36e_coco.py │ │ │ ├── dino_4scale_r50_improved_8xb2_12e_coco.py │ │ │ ├── dino_5scale_swin_l_8xb2_12e_coco.py │ │ │ └── dino_5scale_swin_l_8xb2_36e_coco.py │ │ ├── faster_rcnn │ │ │ └── faster_rcnn_r50_fpn_1x_coco.py │ │ ├── mask_rcnn │ │ │ ├── mask_rcnn_r101_caffe_fpn_1x_coco.py │ │ │ ├── mask_rcnn_r101_caffe_fpn_ms_poly_3x_coco.py │ │ │ ├── mask_rcnn_r101_fpn_1x_coco.py │ │ │ ├── mask_rcnn_r101_fpn_2x_coco.py │ │ │ ├── mask_rcnn_r101_fpn_8xb8_amp_lsj_200e_coco.py │ │ │ ├── mask_rcnn_r101_fpn_ms_poly_3x_coco.py │ │ │ ├── mask_rcnn_r18_fpn_8xb8_amp_lsj_200e_coco.py │ │ │ ├── mask_rcnn_r50_caffe_c4_1x_coco.py │ │ │ ├── mask_rcnn_r50_caffe_fpn_1x_coco.py │ │ │ ├── mask_rcnn_r50_caffe_fpn_ms_1x_coco.py │ │ │ ├── mask_rcnn_r50_caffe_fpn_ms_poly_1x_coco.py │ │ │ ├── mask_rcnn_r50_caffe_fpn_ms_poly_2x_coco.py │ │ │ ├── mask_rcnn_r50_caffe_fpn_ms_poly_3x_coco.py │ │ │ ├── mask_rcnn_r50_caffe_fpn_poly_1x_coco_v1.py │ │ │ ├── mask_rcnn_r50_fpn_1x_coco.py │ │ │ ├── mask_rcnn_r50_fpn_1x_wandb_coco.py │ │ │ ├── mask_rcnn_r50_fpn_2x_coco.py │ │ │ ├── mask_rcnn_r50_fpn_8xb8_amp_lsj_200e_coco.py │ │ │ ├── mask_rcnn_r50_fpn_amp_1x_coco.py │ │ │ ├── mask_rcnn_r50_fpn_ms_poly_-3x_coco.py │ │ │ ├── mask_rcnn_r50_fpn_poly_1x_coco.py │ │ │ ├── mask_rcnn_x101_32x4d_fpn_1x_coco.py │ │ │ ├── mask_rcnn_x101_32x4d_fpn_2x_coco.py │ │ │ ├── mask_rcnn_x101_32x4d_fpn_ms_poly_3x_coco.py │ │ │ ├── mask_rcnn_x101_32x8d_fpn_1x_coco.py │ │ │ ├── mask_rcnn_x101_32x8d_fpn_ms_poly_1x_coco.py │ │ │ ├── mask_rcnn_x101_32x8d_fpn_ms_poly_3x_coco.py │ │ │ ├── mask_rcnn_x101_64_4d_fpn_1x_coco.py │ │ │ ├── mask_rcnn_x101_64x4d_fpn_2x_coco.py │ │ │ └── mask_rcnn_x101_64x4d_fpn_ms_poly_3x_coco.py │ │ ├── maskformer │ │ │ ├── maskformer_r50_ms_16xb1_75e_coco.py │ │ │ └── maskformer_swin_l_p4_w12_64xb1_ms_300e_coco.py │ │ ├── panoptic_fpn │ │ │ └── panoptic_fpn_r50_fpn_1x_coco.py │ │ ├── qdtrack │ │ │ ├── qdtrack_faster_rcnn_r50_fpn_4e_base.py │ │ │ └── qdtrack_faster_rcnn_r50_fpn_8xb2-4e_mot17halftrain_test-mot17halfval.py │ │ ├── retinanet │ │ │ ├── retinanet_r50_fpn_1x_coco.py │ │ │ └── retinanet_tta.py │ │ └── rtmdet │ │ │ ├── rtmdet_ins_l_8xb32_300e_coco.py │ │ │ ├── rtmdet_ins_m_8xb32_300e_coco.py │ │ │ ├── rtmdet_ins_s_8xb32_300e_coco.py │ │ │ ├── rtmdet_ins_tiny_8xb32_300e_coco.py │ │ │ ├── rtmdet_ins_x_8xb16_300e_coco.py │ │ │ ├── rtmdet_l_8xb32_300e_coco.py │ │ │ ├── rtmdet_m_8xb32_300e_coco.py │ │ │ ├── rtmdet_s_8xb32_300e_coco.py │ │ │ ├── rtmdet_tiny_8xb32_300e_coco.py │ │ │ ├── rtmdet_tta.py │ │ │ └── rtmdet_x_8xb32_300e_coco.py │ ├── datasets │ │ ├── __init__.py │ │ ├── ade20k.py │ │ ├── api_wrappers │ │ │ ├── __init__.py │ │ │ ├── coco_api.py │ │ │ └── cocoeval_mp.py │ │ ├── base_det_dataset.py │ │ ├── base_semseg_dataset.py │ │ ├── base_video_dataset.py │ │ ├── cityscapes.py │ │ ├── coco.py │ │ ├── coco_caption.py │ │ ├── coco_panoptic.py │ │ ├── coco_semantic.py │ │ ├── crowdhuman.py │ │ ├── dataset_wrappers.py │ │ ├── deepfashion.py │ │ ├── dsdl.py │ │ ├── isaid.py │ │ ├── lvis.py │ │ ├── mot_challenge_dataset.py │ │ ├── objects365.py │ │ ├── openimages.py │ │ ├── refcoco.py │ │ ├── reid_dataset.py │ │ ├── samplers │ │ │ ├── __init__.py │ │ │ ├── batch_sampler.py │ │ │ ├── class_aware_sampler.py │ │ │ ├── multi_data_sampler.py │ │ │ ├── multi_source_sampler.py │ │ │ └── track_img_sampler.py │ │ ├── transforms │ │ │ ├── __init__.py │ │ │ ├── augment_wrappers.py │ │ │ ├── colorspace.py │ │ │ ├── formatting.py │ │ │ ├── frame_sampling.py │ │ │ ├── geometric.py │ │ │ ├── instaboost.py │ │ │ ├── loading.py │ │ │ ├── transformers_glip.py │ │ │ ├── transforms.py │ │ │ └── wrappers.py │ │ ├── utils.py │ │ ├── v3det.py │ │ ├── voc.py │ │ ├── wider_face.py │ │ ├── xml_style.py │ │ └── youtube_vis_dataset.py │ ├── engine │ │ ├── __init__.py │ │ ├── hooks │ │ │ ├── __init__.py │ │ │ ├── checkloss_hook.py │ │ │ ├── mean_teacher_hook.py │ │ │ ├── memory_profiler_hook.py │ │ │ ├── num_class_check_hook.py │ │ │ ├── pipeline_switch_hook.py │ │ │ ├── set_epoch_info_hook.py │ │ │ ├── sync_norm_hook.py │ │ │ ├── utils.py │ │ │ ├── visualization_hook.py │ │ │ └── yolox_mode_switch_hook.py │ │ ├── optimizers │ │ │ ├── __init__.py │ │ │ └── layer_decay_optimizer_constructor.py │ │ ├── runner │ │ │ ├── __init__.py │ │ │ └── loops.py │ │ └── schedulers │ │ │ ├── __init__.py │ │ │ └── quadratic_warmup.py │ ├── evaluation │ │ ├── __init__.py │ │ ├── functional │ │ │ ├── __init__.py │ │ │ ├── bbox_overlaps.py │ │ │ ├── cityscapes_utils.py │ │ │ ├── class_names.py │ │ │ ├── mean_ap.py │ │ │ ├── panoptic_utils.py │ │ │ ├── recall.py │ │ │ ├── ytvis.py │ │ │ └── ytviseval.py │ │ └── metrics │ │ │ ├── __init__.py │ │ │ ├── base_video_metric.py │ │ │ ├── cityscapes_metric.py │ │ │ ├── coco_caption_metric.py │ │ │ ├── coco_metric.py │ │ │ ├── coco_occluded_metric.py │ │ │ ├── coco_panoptic_metric.py │ │ │ ├── coco_video_metric.py │ │ │ ├── crowdhuman_metric.py │ │ │ ├── dump_det_results.py │ │ │ ├── dump_proposals_metric.py │ │ │ ├── lvis_metric.py │ │ │ ├── mot_challenge_metric.py │ │ │ ├── openimages_metric.py │ │ │ ├── refseg_metric.py │ │ │ ├── reid_metric.py │ │ │ ├── semseg_metric.py │ │ │ ├── voc_metric.py │ │ │ └── youtube_vis_metric.py │ ├── models │ │ ├── __init__.py │ │ ├── backbones │ │ │ ├── __init__.py │ │ │ ├── csp_darknet.py │ │ │ ├── cspnext.py │ │ │ ├── darknet.py │ │ │ ├── detectors_resnet.py │ │ │ ├── detectors_resnext.py │ │ │ ├── efficientnet.py │ │ │ ├── hourglass.py │ │ │ ├── hrnet.py │ │ │ ├── mobilenet_v2.py │ │ │ ├── pvt.py │ │ │ ├── regnet.py │ │ │ ├── res2net.py │ │ │ ├── resnest.py │ │ │ ├── resnet.py │ │ │ ├── resnext.py │ │ │ ├── ssd_vgg.py │ │ │ ├── swin.py │ │ │ └── trident_resnet.py │ │ ├── data_preprocessors │ │ │ ├── __init__.py │ │ │ ├── data_preprocessor.py │ │ │ ├── reid_data_preprocessor.py │ │ │ └── track_data_preprocessor.py │ │ ├── dense_heads │ │ │ ├── __init__.py │ │ │ ├── anchor_free_head.py │ │ │ ├── anchor_head.py │ │ │ ├── atss_head.py │ │ │ ├── atss_vlfusion_head.py │ │ │ ├── autoassign_head.py │ │ │ ├── base_dense_head.py │ │ │ ├── base_mask_head.py │ │ │ ├── boxinst_head.py │ │ │ ├── cascade_rpn_head.py │ │ │ ├── centernet_head.py │ │ │ ├── centernet_update_head.py │ │ │ ├── centripetal_head.py │ │ │ ├── condinst_head.py │ │ │ ├── conditional_detr_head.py │ │ │ ├── corner_head.py │ │ │ ├── dab_detr_head.py │ │ │ ├── ddod_head.py │ │ │ ├── ddq_detr_head.py │ │ │ ├── deformable_detr_head.py │ │ │ ├── dense_test_mixins.py │ │ │ ├── detr_head.py │ │ │ ├── dino_head.py │ │ │ ├── embedding_rpn_head.py │ │ │ ├── fcos_head.py │ │ │ ├── fovea_head.py │ │ │ ├── free_anchor_retina_head.py │ │ │ ├── fsaf_head.py │ │ │ ├── ga_retina_head.py │ │ │ ├── ga_rpn_head.py │ │ │ ├── gfl_head.py │ │ │ ├── grounding_dino_head.py │ │ │ ├── guided_anchor_head.py │ │ │ ├── lad_head.py │ │ │ ├── ld_head.py │ │ │ ├── mask2former_head.py │ │ │ ├── maskformer_head.py │ │ │ ├── nasfcos_head.py │ │ │ ├── paa_head.py │ │ │ ├── pisa_retinanet_head.py │ │ │ ├── pisa_ssd_head.py │ │ │ ├── reppoints_head.py │ │ │ ├── retina_head.py │ │ │ ├── retina_sepbn_head.py │ │ │ ├── rpn_head.py │ │ │ ├── rtmdet_head.py │ │ │ ├── rtmdet_ins_head.py │ │ │ ├── sabl_retina_head.py │ │ │ ├── solo_head.py │ │ │ ├── solov2_head.py │ │ │ ├── ssd_head.py │ │ │ ├── tood_head.py │ │ │ ├── vfnet_head.py │ │ │ ├── yolact_head.py │ │ │ ├── yolo_head.py │ │ │ ├── yolof_head.py │ │ │ └── yolox_head.py │ │ ├── detectors │ │ │ ├── __init__.py │ │ │ ├── atss.py │ │ │ ├── autoassign.py │ │ │ ├── base.py │ │ │ ├── base_detr.py │ │ │ ├── boxinst.py │ │ │ ├── cascade_rcnn.py │ │ │ ├── centernet.py │ │ │ ├── condinst.py │ │ │ ├── conditional_detr.py │ │ │ ├── cornernet.py │ │ │ ├── crowddet.py │ │ │ ├── d2_wrapper.py │ │ │ ├── dab_detr.py │ │ │ ├── ddod.py │ │ │ ├── ddq_detr.py │ │ │ ├── deformable_detr.py │ │ │ ├── detr.py │ │ │ ├── dino.py │ │ │ ├── fast_rcnn.py │ │ │ ├── faster_rcnn.py │ │ │ ├── fcos.py │ │ │ ├── fovea.py │ │ │ ├── fsaf.py │ │ │ ├── gfl.py │ │ │ ├── glip.py │ │ │ ├── grid_rcnn.py │ │ │ ├── grounding_dino.py │ │ │ ├── htc.py │ │ │ ├── kd_one_stage.py │ │ │ ├── lad.py │ │ │ ├── mask2former.py │ │ │ ├── mask_rcnn.py │ │ │ ├── mask_scoring_rcnn.py │ │ │ ├── maskformer.py │ │ │ ├── nasfcos.py │ │ │ ├── paa.py │ │ │ ├── panoptic_fpn.py │ │ │ ├── panoptic_two_stage_segmentor.py │ │ │ ├── point_rend.py │ │ │ ├── queryinst.py │ │ │ ├── reppoints_detector.py │ │ │ ├── retinanet.py │ │ │ ├── rpn.py │ │ │ ├── rtmdet.py │ │ │ ├── scnet.py │ │ │ ├── semi_base.py │ │ │ ├── single_stage.py │ │ │ ├── single_stage_instance_seg.py │ │ │ ├── soft_teacher.py │ │ │ ├── solo.py │ │ │ ├── solov2.py │ │ │ ├── sparse_rcnn.py │ │ │ ├── tood.py │ │ │ ├── trident_faster_rcnn.py │ │ │ ├── two_stage.py │ │ │ ├── vfnet.py │ │ │ ├── yolact.py │ │ │ ├── yolo.py │ │ │ ├── yolof.py │ │ │ └── yolox.py │ │ ├── language_models │ │ │ ├── __init__.py │ │ │ └── bert.py │ │ ├── layers │ │ │ ├── __init__.py │ │ │ ├── activations.py │ │ │ ├── bbox_nms.py │ │ │ ├── brick_wrappers.py │ │ │ ├── conv_upsample.py │ │ │ ├── csp_layer.py │ │ │ ├── dropblock.py │ │ │ ├── ema.py │ │ │ ├── inverted_residual.py │ │ │ ├── matrix_nms.py │ │ │ ├── msdeformattn_pixel_decoder.py │ │ │ ├── normed_predictor.py │ │ │ ├── pixel_decoder.py │ │ │ ├── positional_encoding.py │ │ │ ├── res_layer.py │ │ │ ├── se_layer.py │ │ │ └── transformer │ │ │ │ ├── __init__.py │ │ │ │ ├── conditional_detr_layers.py │ │ │ │ ├── dab_detr_layers.py │ │ │ │ ├── ddq_detr_layers.py │ │ │ │ ├── deformable_detr_layers.py │ │ │ │ ├── detr_layers.py │ │ │ │ ├── dino_layers.py │ │ │ │ ├── grounding_dino_layers.py │ │ │ │ ├── mask2former_layers.py │ │ │ │ └── utils.py │ │ ├── losses │ │ │ ├── __init__.py │ │ │ ├── accuracy.py │ │ │ ├── ae_loss.py │ │ │ ├── balanced_l1_loss.py │ │ │ ├── cross_entropy_loss.py │ │ │ ├── ddq_detr_aux_loss.py │ │ │ ├── dice_loss.py │ │ │ ├── eqlv2_loss.py │ │ │ ├── focal_loss.py │ │ │ ├── gaussian_focal_loss.py │ │ │ ├── gfocal_loss.py │ │ │ ├── ghm_loss.py │ │ │ ├── iou_loss.py │ │ │ ├── kd_loss.py │ │ │ ├── l2_loss.py │ │ │ ├── margin_loss.py │ │ │ ├── mse_loss.py │ │ │ ├── multipos_cross_entropy_loss.py │ │ │ ├── pisa_loss.py │ │ │ ├── seesaw_loss.py │ │ │ ├── smooth_l1_loss.py │ │ │ ├── triplet_loss.py │ │ │ ├── utils.py │ │ │ └── varifocal_loss.py │ │ ├── mot │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── bytetrack.py │ │ │ ├── deep_sort.py │ │ │ ├── ocsort.py │ │ │ ├── qdtrack.py │ │ │ └── strongsort.py │ │ ├── necks │ │ │ ├── __init__.py │ │ │ ├── bfp.py │ │ │ ├── channel_mapper.py │ │ │ ├── cspnext_pafpn.py │ │ │ ├── ct_resnet_neck.py │ │ │ ├── dilated_encoder.py │ │ │ ├── dyhead.py │ │ │ ├── fpg.py │ │ │ ├── fpn.py │ │ │ ├── fpn_carafe.py │ │ │ ├── fpn_dropblock.py │ │ │ ├── hrfpn.py │ │ │ ├── nas_fpn.py │ │ │ ├── nasfcos_fpn.py │ │ │ ├── pafpn.py │ │ │ ├── rfp.py │ │ │ ├── ssd_neck.py │ │ │ ├── ssh.py │ │ │ ├── yolo_neck.py │ │ │ └── yolox_pafpn.py │ │ ├── reid │ │ │ ├── __init__.py │ │ │ ├── base_reid.py │ │ │ ├── fc_module.py │ │ │ ├── gap.py │ │ │ └── linear_reid_head.py │ │ ├── roi_heads │ │ │ ├── __init__.py │ │ │ ├── base_roi_head.py │ │ │ ├── bbox_heads │ │ │ │ ├── __init__.py │ │ │ │ ├── bbox_head.py │ │ │ │ ├── convfc_bbox_head.py │ │ │ │ ├── dii_head.py │ │ │ │ ├── double_bbox_head.py │ │ │ │ ├── multi_instance_bbox_head.py │ │ │ │ ├── sabl_head.py │ │ │ │ └── scnet_bbox_head.py │ │ │ ├── cascade_roi_head.py │ │ │ ├── double_roi_head.py │ │ │ ├── dynamic_roi_head.py │ │ │ ├── grid_roi_head.py │ │ │ ├── htc_roi_head.py │ │ │ ├── mask_heads │ │ │ │ ├── __init__.py │ │ │ │ ├── coarse_mask_head.py │ │ │ │ ├── dynamic_mask_head.py │ │ │ │ ├── fcn_mask_head.py │ │ │ │ ├── feature_relay_head.py │ │ │ │ ├── fused_semantic_head.py │ │ │ │ ├── global_context_head.py │ │ │ │ ├── grid_head.py │ │ │ │ ├── htc_mask_head.py │ │ │ │ ├── mask_point_head.py │ │ │ │ ├── maskiou_head.py │ │ │ │ ├── scnet_mask_head.py │ │ │ │ └── scnet_semantic_head.py │ │ │ ├── mask_scoring_roi_head.py │ │ │ ├── multi_instance_roi_head.py │ │ │ ├── pisa_roi_head.py │ │ │ ├── point_rend_roi_head.py │ │ │ ├── roi_extractors │ │ │ │ ├── __init__.py │ │ │ │ ├── base_roi_extractor.py │ │ │ │ ├── generic_roi_extractor.py │ │ │ │ └── single_level_roi_extractor.py │ │ │ ├── scnet_roi_head.py │ │ │ ├── shared_heads │ │ │ │ ├── __init__.py │ │ │ │ └── res_layer.py │ │ │ ├── sparse_roi_head.py │ │ │ ├── standard_roi_head.py │ │ │ ├── test_mixins.py │ │ │ └── trident_roi_head.py │ │ ├── seg_heads │ │ │ ├── __init__.py │ │ │ ├── base_semantic_head.py │ │ │ ├── panoptic_fpn_head.py │ │ │ └── panoptic_fusion_heads │ │ │ │ ├── __init__.py │ │ │ │ ├── base_panoptic_fusion_head.py │ │ │ │ ├── heuristic_fusion_head.py │ │ │ │ └── maskformer_fusion_head.py │ │ ├── task_modules │ │ │ ├── __init__.py │ │ │ ├── assigners │ │ │ │ ├── __init__.py │ │ │ │ ├── approx_max_iou_assigner.py │ │ │ │ ├── assign_result.py │ │ │ │ ├── atss_assigner.py │ │ │ │ ├── base_assigner.py │ │ │ │ ├── center_region_assigner.py │ │ │ │ ├── dynamic_soft_label_assigner.py │ │ │ │ ├── grid_assigner.py │ │ │ │ ├── hungarian_assigner.py │ │ │ │ ├── iou2d_calculator.py │ │ │ │ ├── match_cost.py │ │ │ │ ├── max_iou_assigner.py │ │ │ │ ├── multi_instance_assigner.py │ │ │ │ ├── point_assigner.py │ │ │ │ ├── region_assigner.py │ │ │ │ ├── sim_ota_assigner.py │ │ │ │ ├── task_aligned_assigner.py │ │ │ │ ├── topk_hungarian_assigner.py │ │ │ │ └── uniform_assigner.py │ │ │ ├── builder.py │ │ │ ├── coders │ │ │ │ ├── __init__.py │ │ │ │ ├── base_bbox_coder.py │ │ │ │ ├── bucketing_bbox_coder.py │ │ │ │ ├── delta_xywh_bbox_coder.py │ │ │ │ ├── distance_point_bbox_coder.py │ │ │ │ ├── legacy_delta_xywh_bbox_coder.py │ │ │ │ ├── pseudo_bbox_coder.py │ │ │ │ ├── tblr_bbox_coder.py │ │ │ │ └── yolo_bbox_coder.py │ │ │ ├── prior_generators │ │ │ │ ├── __init__.py │ │ │ │ ├── anchor_generator.py │ │ │ │ ├── point_generator.py │ │ │ │ └── utils.py │ │ │ ├── samplers │ │ │ │ ├── __init__.py │ │ │ │ ├── base_sampler.py │ │ │ │ ├── combined_sampler.py │ │ │ │ ├── instance_balanced_pos_sampler.py │ │ │ │ ├── iou_balanced_neg_sampler.py │ │ │ │ ├── mask_pseudo_sampler.py │ │ │ │ ├── mask_sampling_result.py │ │ │ │ ├── multi_instance_random_sampler.py │ │ │ │ ├── multi_instance_sampling_result.py │ │ │ │ ├── ohem_sampler.py │ │ │ │ ├── pseudo_sampler.py │ │ │ │ ├── random_sampler.py │ │ │ │ ├── sampling_result.py │ │ │ │ └── score_hlr_sampler.py │ │ │ └── tracking │ │ │ │ ├── __init__.py │ │ │ │ ├── aflink.py │ │ │ │ ├── camera_motion_compensation.py │ │ │ │ ├── interpolation.py │ │ │ │ ├── kalman_filter.py │ │ │ │ └── similarity.py │ │ ├── test_time_augs │ │ │ ├── __init__.py │ │ │ ├── det_tta.py │ │ │ └── merge_augs.py │ │ ├── trackers │ │ │ ├── __init__.py │ │ │ ├── base_tracker.py │ │ │ ├── byte_tracker.py │ │ │ ├── masktrack_rcnn_tracker.py │ │ │ ├── ocsort_tracker.py │ │ │ ├── quasi_dense_tracker.py │ │ │ ├── sort_tracker.py │ │ │ └── strongsort_tracker.py │ │ ├── tracking_heads │ │ │ ├── __init__.py │ │ │ ├── mask2former_track_head.py │ │ │ ├── quasi_dense_embed_head.py │ │ │ ├── quasi_dense_track_head.py │ │ │ ├── roi_embed_head.py │ │ │ └── roi_track_head.py │ │ ├── utils │ │ │ ├── __init__.py │ │ │ ├── gaussian_target.py │ │ │ ├── image.py │ │ │ ├── make_divisible.py │ │ │ ├── misc.py │ │ │ ├── panoptic_gt_processing.py │ │ │ ├── point_sample.py │ │ │ ├── vlfuse_helper.py │ │ │ └── wbf.py │ │ └── vis │ │ │ ├── __init__.py │ │ │ ├── mask2former_vis.py │ │ │ └── masktrack_rcnn.py │ ├── registry.py │ ├── structures │ │ ├── __init__.py │ │ ├── bbox │ │ │ ├── __init__.py │ │ │ ├── base_boxes.py │ │ │ ├── bbox_overlaps.py │ │ │ ├── box_type.py │ │ │ ├── horizontal_boxes.py │ │ │ └── transforms.py │ │ ├── det_data_sample.py │ │ ├── mask │ │ │ ├── __init__.py │ │ │ ├── mask_target.py │ │ │ ├── structures.py │ │ │ └── utils.py │ │ ├── reid_data_sample.py │ │ └── track_data_sample.py │ ├── testing │ │ ├── __init__.py │ │ ├── _fast_stop_training_hook.py │ │ └── _utils.py │ ├── utils │ │ ├── __init__.py │ │ ├── benchmark.py │ │ ├── collect_env.py │ │ ├── compat_config.py │ │ ├── contextmanagers.py │ │ ├── dist_utils.py │ │ ├── large_image.py │ │ ├── logger.py │ │ ├── memory.py │ │ ├── misc.py │ │ ├── mot_error_visualize.py │ │ ├── profiling.py │ │ ├── replace_cfg_vals.py │ │ ├── setup_env.py │ │ ├── split_batch.py │ │ ├── typing_utils.py │ │ ├── util_mixins.py │ │ └── util_random.py │ ├── version.py │ └── visualization │ │ ├── __init__.py │ │ ├── local_visualizer.py │ │ └── palette.py ├── model-index.yml ├── projects │ ├── AlignDETR │ │ ├── README.md │ │ ├── align_detr │ │ │ ├── __init__.py │ │ │ ├── align_detr_head.py │ │ │ ├── mixed_hungarian_assigner.py │ │ │ └── utils.py │ │ └── configs │ │ │ ├── align_detr-4scale_r50_8xb2-12e_coco.py │ │ │ └── align_detr-4scale_r50_8xb2-24e_coco.py │ ├── CO-DETR │ │ ├── README.md │ │ ├── codetr │ │ │ ├── __init__.py │ │ │ ├── co_atss_head.py │ │ │ ├── co_dino_head.py │ │ │ ├── co_roi_head.py │ │ │ ├── codetr.py │ │ │ └── transformer.py │ │ └── configs │ │ │ └── codino │ │ │ ├── co_dino_5scale_r50_8xb2_1x_coco.py │ │ │ ├── co_dino_5scale_r50_lsj_8xb2_1x_coco.py │ │ │ ├── co_dino_5scale_r50_lsj_8xb2_3x_coco.py │ │ │ ├── co_dino_5scale_swin_l_16xb1_16e_o365tococo.py │ │ │ ├── co_dino_5scale_swin_l_16xb1_1x_coco.py │ │ │ ├── co_dino_5scale_swin_l_16xb1_3x_coco.py │ │ │ ├── co_dino_5scale_swin_l_lsj_16xb1_1x_coco.py │ │ │ └── co_dino_5scale_swin_l_lsj_16xb1_3x_coco.py │ ├── ConvNeXt-V2 │ │ ├── README.md │ │ └── configs │ │ │ └── mask-rcnn_convnext-v2-b_fpn_lsj-3x-fcmae_coco.py │ ├── Detic │ │ ├── README.md │ │ ├── configs │ │ │ └── detic_centernet2_swin-b_fpn_4x_lvis-coco-in21k.py │ │ ├── demo.py │ │ └── detic │ │ │ ├── __init__.py │ │ │ ├── centernet_rpn_head.py │ │ │ ├── detic_bbox_head.py │ │ │ ├── detic_roi_head.py │ │ │ ├── text_encoder.py │ │ │ ├── utils.py │ │ │ └── zero_shot_classifier.py │ ├── Detic_new │ │ ├── README.md │ │ ├── configs │ │ │ ├── detic_centernet2_r50_fpn_4x_lvis-base_boxsup.py │ │ │ ├── detic_centernet2_r50_fpn_4x_lvis-base_in21k-lvis.py │ │ │ ├── detic_centernet2_r50_fpn_4x_lvis_boxsup.py │ │ │ ├── detic_centernet2_r50_fpn_4x_lvis_in21k-lvis.py │ │ │ ├── detic_centernet2_swin-b_fpn_4x_lvis-base_boxsup.py │ │ │ ├── detic_centernet2_swin-b_fpn_4x_lvis-base_in21k-lvis.py │ │ │ ├── detic_centernet2_swin-b_fpn_4x_lvis_boxsup.py │ │ │ ├── detic_centernet2_swin-b_fpn_4x_lvis_coco_in21k.py │ │ │ └── detic_centernet2_swin-b_fpn_4x_lvis_in21k-lvis.py │ │ └── detic │ │ │ ├── __init__.py │ │ │ ├── centernet_rpn_head.py │ │ │ ├── detic.py │ │ │ ├── detic_bbox_head.py │ │ │ ├── detic_roi_head.py │ │ │ ├── heatmap_focal_loss.py │ │ │ ├── imagenet_lvis.py │ │ │ ├── iou_loss.py │ │ │ └── zero_shot_classifier.py │ ├── DiffusionDet │ │ ├── README.md │ │ ├── configs │ │ │ └── diffusiondet_r50_fpn_500-proposals_1-step_crop-ms-480-800-450k_coco.py │ │ ├── diffusiondet │ │ │ ├── __init__.py │ │ │ ├── diffusiondet.py │ │ │ ├── head.py │ │ │ └── loss.py │ │ └── model_converters │ │ │ └── diffusiondet_resnet_to_mmdet.py │ ├── EfficientDet │ │ ├── README.md │ │ ├── configs │ │ │ ├── efficientdet_effb0_bifpn_8xb16-crop512-300e_coco.py │ │ │ ├── efficientdet_effb3_bifpn_8xb16-crop896-300e_coco-90cls.py │ │ │ ├── efficientdet_effb3_bifpn_8xb16-crop896-300e_coco.py │ │ │ └── tensorflow │ │ │ │ └── efficientdet_effb0_bifpn_8xb16-crop512-300e_coco_tf.py │ │ ├── convert_tf_to_pt.py │ │ └── efficientdet │ │ │ ├── __init__.py │ │ │ ├── bifpn.py │ │ │ ├── efficientdet.py │ │ │ ├── efficientdet_head.py │ │ │ ├── huber_loss.py │ │ │ ├── tensorflow │ │ │ ├── anchor_generator.py │ │ │ ├── api_wrappers │ │ │ │ ├── __init__.py │ │ │ │ └── coco_api.py │ │ │ ├── coco_90class.py │ │ │ ├── coco_90metric.py │ │ │ ├── trans_max_iou_assigner.py │ │ │ └── yxyx_bbox_coder.py │ │ │ └── utils.py │ ├── HDINO │ │ ├── README.md │ │ ├── __init__.py │ │ ├── h-dino-4scale_r50_8xb2-12e_coco.py │ │ ├── h_dino.py │ │ └── h_dino_head.py │ ├── LabelStudio │ │ ├── backend_template │ │ │ ├── _wsgi.py │ │ │ └── mmdetection.py │ │ └── readme.md │ ├── RF100-Benchmark │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── __init__.py │ │ ├── coco.py │ │ ├── coco_metric.py │ │ ├── configs │ │ │ ├── dino_r50_fpn_ms_8xb8_tweeter-profile.py │ │ │ ├── faster-rcnn_r50_fpn_ms_8xb8_tweeter-profile.py │ │ │ └── tood_r50_fpn_ms_8xb8_tweeter-profile.py │ │ └── scripts │ │ │ ├── create_new_config.py │ │ │ ├── datasets_links_640.txt │ │ │ ├── dist_train.sh │ │ │ ├── download_dataset.py │ │ │ ├── download_datasets.sh │ │ │ ├── labels_names.json │ │ │ ├── log_extract.py │ │ │ ├── parse_dataset_link.py │ │ │ └── slurm_train.sh │ ├── SparseInst │ │ ├── README.md │ │ ├── configs │ │ │ └── sparseinst_r50_iam_8xb8-ms-270k_coco.py │ │ └── sparseinst │ │ │ ├── __init__.py │ │ │ ├── decoder.py │ │ │ ├── encoder.py │ │ │ ├── loss.py │ │ │ └── sparseinst.py │ ├── VISION-Datasets │ │ ├── README.md │ │ └── README_zh-CN.md │ ├── ViTDet │ │ ├── README.md │ │ ├── configs │ │ │ ├── lsj-100e_coco-instance.py │ │ │ └── vitdet_mask-rcnn_vit-b-mae_lsj-100e.py │ │ └── vitdet │ │ │ ├── __init__.py │ │ │ ├── fp16_compression_hook.py │ │ │ ├── layer_decay_optimizer_constructor.py │ │ │ ├── simple_fpn.py │ │ │ └── vit.py │ ├── XDecoder │ │ ├── README.md │ │ ├── configs │ │ │ ├── _base_ │ │ │ │ ├── xdecoder-tiny_caption.py │ │ │ │ ├── xdecoder-tiny_open-vocab-instance.py │ │ │ │ ├── xdecoder-tiny_open-vocab-panoptic.py │ │ │ │ ├── xdecoder-tiny_open-vocab-semseg.py │ │ │ │ └── xdecoder-tiny_ref-seg.py │ │ │ ├── xdecoder-tiny_zeroshot_caption_coco2014.py │ │ │ ├── xdecoder-tiny_zeroshot_open-vocab-instance_ade20k.py │ │ │ ├── xdecoder-tiny_zeroshot_open-vocab-instance_coco.py │ │ │ ├── xdecoder-tiny_zeroshot_open-vocab-panoptic_ade20k.py │ │ │ ├── xdecoder-tiny_zeroshot_open-vocab-panoptic_coco.py │ │ │ ├── xdecoder-tiny_zeroshot_open-vocab-ref-seg_refcoco+.py │ │ │ ├── xdecoder-tiny_zeroshot_open-vocab-ref-seg_refcoco.py │ │ │ ├── xdecoder-tiny_zeroshot_open-vocab-ref-seg_refcocog.py │ │ │ ├── xdecoder-tiny_zeroshot_open-vocab-semseg_ade20k.py │ │ │ ├── xdecoder-tiny_zeroshot_open-vocab-semseg_coco.py │ │ │ ├── xdecoder-tiny_zeroshot_ref-caption.py │ │ │ └── xdecoder-tiny_zeroshot_text-image-retrieval.py │ │ ├── demo.py │ │ └── xdecoder │ │ │ ├── __init__.py │ │ │ ├── focalnet.py │ │ │ ├── inference │ │ │ ├── __init__.py │ │ │ ├── image_caption.py │ │ │ └── texttoimage_regionretrieval_inferencer.py │ │ │ ├── language_model.py │ │ │ ├── pixel_decoder.py │ │ │ ├── transformer_blocks.py │ │ │ ├── transformer_decoder.py │ │ │ ├── unified_head.py │ │ │ ├── utils.py │ │ │ └── xdecoder.py │ ├── example_largemodel │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── __init__.py │ │ ├── dino-5scale_swin-l_deepspeed_8xb2-12e_coco.py │ │ ├── dino-5scale_swin-l_fsdp_8xb2-12e_coco.py │ │ └── fsdp_utils.py │ ├── example_project │ │ ├── README.md │ │ ├── configs │ │ │ └── faster-rcnn_dummy-resnet_fpn_1x_coco.py │ │ └── dummy │ │ │ ├── __init__.py │ │ │ └── dummy_resnet.py │ ├── gradio_demo │ │ ├── README.md │ │ └── launch.py │ └── iSAID │ │ ├── README.md │ │ ├── README_zh-CN.md │ │ ├── configs │ │ └── mask_rcnn_r50_fpn_1x_isaid.py │ │ └── isaid_json.py ├── pytest.ini ├── requirements.txt ├── requirements │ ├── albu.txt │ ├── build.txt │ ├── docs.txt │ ├── mminstall.txt │ ├── multimodal.txt │ ├── optional.txt │ ├── readthedocs.txt │ ├── runtime.txt │ ├── tests.txt │ └── tracking.txt ├── resources │ ├── coco_test_12510.jpg │ ├── corruptions_sev_3.png │ ├── data_pipeline.png │ ├── loss_curve.png │ ├── miaomiao_qrcode.jpg │ ├── mmdet-logo.png │ └── zhihu_qrcode.jpg ├── setup.cfg ├── setup.py ├── tests │ ├── test_apis │ │ ├── test_det_inferencer.py │ │ └── test_inference.py │ ├── test_datasets │ │ ├── test_cityscapes.py │ │ ├── test_coco.py │ │ ├── test_coco_api_wrapper.py │ │ ├── test_coco_panoptic.py │ │ ├── test_crowdhuman.py │ │ ├── test_dsdldet.py │ │ ├── test_lvis.py │ │ ├── test_mot_challenge_dataset.py │ │ ├── test_objects365.py │ │ ├── test_openimages.py │ │ ├── test_pascal_voc.py │ │ ├── test_reid_dataset.py │ │ ├── test_samplers │ │ │ ├── test_batch_sampler.py │ │ │ ├── test_multi_source_sampler.py │ │ │ └── test_track_img_sampler.py │ │ ├── test_transforms │ │ │ ├── __init__.py │ │ │ ├── test_augment_wrappers.py │ │ │ ├── test_colorspace.py │ │ │ ├── test_formatting.py │ │ │ ├── test_frame_sampling.py │ │ │ ├── test_geometric.py │ │ │ ├── test_instaboost.py │ │ │ ├── test_loading.py │ │ │ ├── test_transforms.py │ │ │ ├── test_wrappers.py │ │ │ └── utils.py │ │ ├── test_tta.py │ │ ├── test_wider_face.py │ │ └── test_youtube_vis_dataset.py │ ├── test_engine │ │ ├── __init__.py │ │ ├── test_hooks │ │ │ ├── test_checkloss_hook.py │ │ │ ├── test_mean_teacher_hook.py │ │ │ ├── test_memory_profiler_hook.py │ │ │ ├── test_num_class_check_hook.py │ │ │ ├── test_pipeline_switch_hook.py │ │ │ ├── test_sync_norm_hook.py │ │ │ ├── test_visualization_hook.py │ │ │ └── test_yolox_mode_switch_hook.py │ │ ├── test_optimizers │ │ │ ├── __init__.py │ │ │ └── test_layer_decay_optimizer_constructor.py │ │ ├── test_runner │ │ │ └── test_loops.py │ │ └── test_schedulers │ │ │ └── test_quadratic_warmup.py │ ├── test_evaluation │ │ └── test_metrics │ │ │ ├── __init__.py │ │ │ ├── test_cityscapes_metric.py │ │ │ ├── test_coco_metric.py │ │ │ ├── test_coco_occluded_metric.py │ │ │ ├── test_coco_panoptic_metric.py │ │ │ ├── test_coco_video_metric.py │ │ │ ├── test_crowdhuman_metric.py │ │ │ ├── test_dump_det_results.py │ │ │ ├── test_lvis_metric.py │ │ │ ├── test_mot_challenge_metrics.py │ │ │ ├── test_openimages_metric.py │ │ │ ├── test_reid_metric.py │ │ │ └── test_youtube_vis_metric.py │ ├── test_models │ │ ├── test_backbones │ │ │ ├── __init__.py │ │ │ ├── test_csp_darknet.py │ │ │ ├── test_detectors_resnet.py │ │ │ ├── test_efficientnet.py │ │ │ ├── test_hourglass.py │ │ │ ├── test_hrnet.py │ │ │ ├── test_mobilenet_v2.py │ │ │ ├── test_pvt.py │ │ │ ├── test_regnet.py │ │ │ ├── test_renext.py │ │ │ ├── test_res2net.py │ │ │ ├── test_resnest.py │ │ │ ├── test_resnet.py │ │ │ ├── test_swin.py │ │ │ ├── test_trident_resnet.py │ │ │ └── utils.py │ │ ├── test_data_preprocessors │ │ │ ├── test_batch_resize.py │ │ │ ├── test_boxinst_preprocessor.py │ │ │ ├── test_data_preprocessor.py │ │ │ └── test_track_data_preprocessor.py │ │ ├── test_dense_heads │ │ │ ├── test_anchor_head.py │ │ │ ├── test_atss_head.py │ │ │ ├── test_autoassign_head.py │ │ │ ├── test_boxinst_head.py │ │ │ ├── test_cascade_rpn_head.py │ │ │ ├── test_centernet_head.py │ │ │ ├── test_centernet_update_head.py │ │ │ ├── test_centripetal_head.py │ │ │ ├── test_condinst_head.py │ │ │ ├── test_corner_head.py │ │ │ ├── test_ddod_head.py │ │ │ ├── test_ddq_detr_head.py │ │ │ ├── test_embedding_rpn_head.py │ │ │ ├── test_fcos_head.py │ │ │ ├── test_fovea_head.py │ │ │ ├── test_free_anchor_head.py │ │ │ ├── test_fsaf_head.py │ │ │ ├── test_ga_retina_head.py │ │ │ ├── test_ga_rpn_head.py │ │ │ ├── test_gfl_head.py │ │ │ ├── test_guided_anchor_head.py │ │ │ ├── test_lad_head.py │ │ │ ├── test_ld_head.py │ │ │ ├── test_nasfcos_head.py │ │ │ ├── test_paa_head.py │ │ │ ├── test_pisa_retinanet_head.py │ │ │ ├── test_pisa_ssd_head.py │ │ │ ├── test_reppoints_head.py │ │ │ ├── test_retina_sepBN_head.py │ │ │ ├── test_rpn_head.py │ │ │ ├── test_sabl_retina_head.py │ │ │ ├── test_solo_head.py │ │ │ ├── test_solov2_head.py │ │ │ ├── test_ssd_head.py │ │ │ ├── test_tood_head.py │ │ │ ├── test_vfnet_head.py │ │ │ ├── test_yolo_head.py │ │ │ ├── test_yolof_head.py │ │ │ └── test_yolox_head.py │ │ ├── test_detectors │ │ │ ├── test_conditional_detr.py │ │ │ ├── test_cornernet.py │ │ │ ├── test_dab_detr.py │ │ │ ├── test_ddq_detr.py │ │ │ ├── test_deformable_detr.py │ │ │ ├── test_detr.py │ │ │ ├── test_dino.py │ │ │ ├── test_glip.py │ │ │ ├── test_kd_single_stage.py │ │ │ ├── test_maskformer.py │ │ │ ├── test_panoptic_two_stage_segmentor.py │ │ │ ├── test_rpn.py │ │ │ ├── test_semi_base.py │ │ │ ├── test_single_stage.py │ │ │ ├── test_single_stage_instance_seg.py │ │ │ └── test_two_stage.py │ │ ├── test_layers │ │ │ ├── __init__.py │ │ │ ├── test_brick_wrappers.py │ │ │ ├── test_conv_upsample.py │ │ │ ├── test_ema.py │ │ │ ├── test_inverted_residual.py │ │ │ ├── test_plugins.py │ │ │ ├── test_position_encoding.py │ │ │ ├── test_se_layer.py │ │ │ └── test_transformer.py │ │ ├── test_losses │ │ │ ├── test_gaussian_focal_loss.py │ │ │ ├── test_l2_loss.py │ │ │ ├── test_loss.py │ │ │ ├── test_multi_pos_cross_entropy_loss.py │ │ │ └── test_triplet_loss.py │ │ ├── test_mot │ │ │ ├── test_byte_track.py │ │ │ ├── test_deep_sort.py │ │ │ ├── test_oc_sort.py │ │ │ ├── test_qdtrack.py │ │ │ ├── test_sort.py │ │ │ └── test_strong_sort.py │ │ ├── test_necks │ │ │ ├── test_ct_resnet_neck.py │ │ │ └── test_necks.py │ │ ├── test_reid │ │ │ ├── test_base_reid.py │ │ │ ├── test_fc_module.py │ │ │ ├── test_gap.py │ │ │ └── test_linear_reid_head.py │ │ ├── test_roi_heads │ │ │ ├── test_bbox_heads │ │ │ │ ├── test_bbox_head.py │ │ │ │ ├── test_double_bbox_head.py │ │ │ │ ├── test_multi_instance_bbox_head.py │ │ │ │ ├── test_sabl_bbox_head.py │ │ │ │ └── test_scnet_bbox_head.py │ │ │ ├── test_cascade_roi_head.py │ │ │ ├── test_dynamic_roi_head.py │ │ │ ├── test_grid_roi_head.py │ │ │ ├── test_htc_roi_head.py │ │ │ ├── test_mask_heads │ │ │ │ ├── test_coarse_mask_head.py │ │ │ │ ├── test_fcn_mask_head.py │ │ │ │ ├── test_feature_relay_head.py │ │ │ │ ├── test_fused_semantic_head.py │ │ │ │ ├── test_global_context_head.py │ │ │ │ ├── test_grid_head.py │ │ │ │ ├── test_htc_mask_head.py │ │ │ │ ├── test_maskiou_head.py │ │ │ │ ├── test_scnet_mask_head.py │ │ │ │ └── test_scnet_semantic_head.py │ │ │ ├── test_mask_scoring_roI_head.py │ │ │ ├── test_multi_instance_roi_head.py │ │ │ ├── test_pisa_roi_head.py │ │ │ ├── test_point_rend_roi_head.py │ │ │ ├── test_roi_extractors │ │ │ │ ├── test_generic_roi_extractor.py │ │ │ │ └── test_single_level_roi_extractor.py │ │ │ ├── test_scnet_roi_head.py │ │ │ ├── test_sparse_roi_head.py │ │ │ ├── test_standard_roi_head.py │ │ │ └── test_trident_roi_head.py │ │ ├── test_seg_heads │ │ │ ├── test_heuristic_fusion_head.py │ │ │ ├── test_maskformer_fusion_head.py │ │ │ └── test_panoptic_fpn_head.py │ │ ├── test_task_modules │ │ │ ├── __init__.py │ │ │ ├── test_assigners │ │ │ │ ├── test_approx_max_iou_assigner.py │ │ │ │ ├── test_atss_assigner.py │ │ │ │ ├── test_center_region_assigner.py │ │ │ │ ├── test_dynamic_soft_label_assigner.py │ │ │ │ ├── test_grid_assigner.py │ │ │ │ ├── test_hungarian_assigner.py │ │ │ │ ├── test_max_iou_assigner.py │ │ │ │ ├── test_point_assigner.py │ │ │ │ ├── test_region_assigner.py │ │ │ │ ├── test_simota_assigner.py │ │ │ │ ├── test_task_aligned_assigner.py │ │ │ │ ├── test_task_uniform_assigner.py │ │ │ │ └── test_topk_hungarian_assigner.py │ │ │ ├── test_coder │ │ │ │ └── test_delta_xywh_bbox_coder.py │ │ │ ├── test_iou2d_calculator.py │ │ │ ├── test_prior_generators │ │ │ │ └── test_anchor_generator.py │ │ │ ├── test_samplers │ │ │ │ └── test_pesudo_sampler.py │ │ │ └── test_track │ │ │ │ ├── test_aflink.py │ │ │ │ ├── test_interpolation.py │ │ │ │ ├── test_kalman_filter.py │ │ │ │ └── test_similarity.py │ │ ├── test_trackers │ │ │ ├── test_byte_tracker.py │ │ │ ├── test_masktrack_rcnn_tracker.py │ │ │ ├── test_oc_sort_tracker.py │ │ │ ├── test_sort_tracker.py │ │ │ └── test_strong_sort_tracker.py │ │ ├── test_tracking_heads │ │ │ ├── test_mask2former_track_head.py │ │ │ ├── test_quasi_dense_embed_head.py │ │ │ ├── test_quasi_dense_track_head.py │ │ │ └── test_roi_embed_head.py │ │ ├── test_tta │ │ │ └── test_det_tta.py │ │ ├── test_utils │ │ │ ├── test_misc.py │ │ │ └── test_model_misc.py │ │ └── test_vis │ │ │ ├── test_mask2former.py │ │ │ └── test_masktrack_rcnn.py │ ├── test_structures │ │ ├── __init__.py │ │ ├── test_bbox │ │ │ ├── __init__.py │ │ │ ├── test_base_boxes.py │ │ │ ├── test_box_type.py │ │ │ ├── test_horizontal_boxes.py │ │ │ └── utils.py │ │ ├── test_det_data_sample.py │ │ ├── test_mask │ │ │ └── test_mask_structures.py │ │ ├── test_reid_data_sample.py │ │ └── test_track_data_sample.py │ ├── test_utils │ │ ├── test_benchmark.py │ │ ├── test_memory.py │ │ ├── test_replace_cfg_vals.py │ │ └── test_setup_env.py │ └── test_visualization │ │ ├── test_local_visualizer.py │ │ └── test_palette.py └── tools │ ├── analysis_tools │ ├── analyze_logs.py │ ├── analyze_results.py │ ├── benchmark.py │ ├── browse_dataset.py │ ├── coco_error_analysis.py │ ├── coco_occluded_separated_recall.py │ ├── confusion_matrix.py │ ├── eval_metric.py │ ├── fuse_results.py │ ├── get_flops.py │ ├── mot │ │ ├── browse_dataset.py │ │ ├── dist_mot_search.sh │ │ ├── mot_error_visualize.py │ │ ├── mot_param_search.py │ │ └── slurm_mot_search.sh │ ├── optimize_anchors.py │ ├── robustness_eval.py │ └── test_robustness.py │ ├── dataset_converters │ ├── ade20k2coco.py │ ├── cityscapes.py │ ├── coco_stuff164k.py │ ├── crowdhuman2coco.py │ ├── images2coco.py │ ├── mot2coco.py │ ├── mot2reid.py │ ├── pascal_voc.py │ ├── prepare_coco_semantic_annos_from_panoptic_annos.py │ ├── scripts │ │ ├── preprocess_coco2017.sh │ │ ├── preprocess_voc2007.sh │ │ └── preprocess_voc2012.sh │ └── youtubevis2coco.py │ ├── deployment │ ├── mmdet2torchserve.py │ ├── mmdet_handler.py │ └── test_torchserver.py │ ├── dist_test.sh │ ├── dist_test_tracking.sh │ ├── dist_train.sh │ ├── misc │ ├── download_dataset.py │ ├── gen_coco_panoptic_test_info.py │ ├── get_crowdhuman_id_hw.py │ ├── get_image_metas.py │ ├── print_config.py │ └── split_coco.py │ ├── model_converters │ ├── detectron2_to_mmdet.py │ ├── detectron2pytorch.py │ ├── detic_to_mmdet.py │ ├── glip_to_mmdet.py │ ├── groundingdino_to_mmdet.py │ ├── publish_model.py │ ├── regnet2mmdet.py │ ├── selfsup2mmdet.py │ ├── swinv1_to_mmdet.py │ ├── upgrade_model_version.py │ └── upgrade_ssd_version.py │ ├── slurm_test.sh │ ├── slurm_test_tracking.sh │ ├── slurm_train.sh │ ├── test.py │ ├── test_tracking.py │ └── train.py ├── mmsegmentation ├── .circleci │ ├── config.yml │ ├── docker │ │ └── Dockerfile │ └── test.yml ├── .dev_scripts │ ├── batch_test_list.py │ ├── batch_train_list.txt │ ├── benchmark_evaluation.sh │ ├── benchmark_full_models.txt │ ├── benchmark_inference.py │ ├── benchmark_options.py │ ├── benchmark_train.sh │ ├── benchmark_train_models.txt │ ├── 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 │ ├── log_collector │ │ ├── example_config.py │ │ ├── log_collector.py │ │ ├── readme.md │ │ └── utils.py │ ├── update_model_index.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 │ │ └── deploy.yml ├── .gitignore ├── .owners.yml ├── .pre-commit-config.yaml ├── .readthedocs.yml ├── CITATION.cff ├── LICENSE ├── MANIFEST.in ├── README.md ├── README_zh-CN.md ├── configs │ ├── _base_ │ │ ├── datasets │ │ │ ├── ade20k.py │ │ │ ├── ade20k_640x640.py │ │ │ ├── bdd100k.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 │ │ │ ├── isaid.py │ │ │ ├── levir_256x256.py │ │ │ ├── loveda.py │ │ │ ├── mapillary_v1.py │ │ │ ├── mapillary_v1_65.py │ │ │ ├── mapillary_v2.py │ │ │ ├── nyu.py │ │ │ ├── nyu_512x512.py │ │ │ ├── pascal_context.py │ │ │ ├── pascal_context_59.py │ │ │ ├── pascal_voc12.py │ │ │ ├── pascal_voc12_aug.py │ │ │ ├── potsdam.py │ │ │ ├── refuge.py │ │ │ ├── stare.py │ │ │ ├── synapse.py │ │ │ └── vaihingen.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_poolformer_s12.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 │ │ │ ├── segmenter_vit-b16_mask.py │ │ │ ├── setr_mla.py │ │ │ ├── setr_naive.py │ │ │ ├── setr_pup.py │ │ │ ├── stdc.py │ │ │ ├── twins_pcpvt-s_fpn.py │ │ │ ├── twins_pcpvt-s_upernet.py │ │ │ ├── upernet_beit.py │ │ │ ├── upernet_convnext.py │ │ │ ├── upernet_mae.py │ │ │ ├── upernet_r50.py │ │ │ ├── upernet_swin.py │ │ │ ├── upernet_vit-b16_ln_mln.py │ │ │ └── vpd_sd.py │ │ └── schedules │ │ │ ├── schedule_160k.py │ │ │ ├── schedule_20k.py │ │ │ ├── schedule_240k.py │ │ │ ├── schedule_25k.py │ │ │ ├── schedule_320k.py │ │ │ ├── schedule_40k.py │ │ │ └── schedule_80k.py │ ├── ann │ │ ├── README.md │ │ ├── ann_r101-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── ann_r101-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── ann_r101-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── ann_r101-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── ann_r101-d8_4xb4-160k_ade20k-512x512.py │ │ ├── ann_r101-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── ann_r101-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── ann_r101-d8_4xb4-80k_ade20k-512x512.py │ │ ├── ann_r50-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── ann_r50-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── ann_r50-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── ann_r50-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── ann_r50-d8_4xb4-160k_ade20k-512x512.py │ │ ├── ann_r50-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── ann_r50-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── ann_r50-d8_4xb4-80k_ade20k-512x512.py │ │ └── metafile.yaml │ ├── apcnet │ │ ├── README.md │ │ ├── apcnet_r101-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── apcnet_r101-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── apcnet_r101-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── apcnet_r101-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── apcnet_r101-d8_4xb4-160k_ade20k-512x512.py │ │ ├── apcnet_r101-d8_4xb4-80k_ade20k-512x512.py │ │ ├── apcnet_r50-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── apcnet_r50-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── apcnet_r50-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── apcnet_r50-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── apcnet_r50-d8_4xb4-160k_ade20k-512x512.py │ │ ├── apcnet_r50-d8_4xb4-80k_ade20k-512x512.py │ │ └── metafile.yaml │ ├── beit │ │ ├── README.md │ │ ├── beit-base_upernet_8xb2-160k_ade20k-640x640.py │ │ ├── beit-base_upernet_8xb2-160k_ade20k-640x640_ms.py │ │ ├── beit-large_upernet_8xb1-amp-160k_ade20k-640x640.py │ │ ├── beit-large_upernet_8xb1-amp-160k_ade20k-640x640_ms.py │ │ └── metafile.yaml │ ├── bisenetv1 │ │ ├── README.md │ │ ├── bisenetv1_r101-d32-in1k-pre_4xb4-160k_coco-stuff164k-512x512.py │ │ ├── bisenetv1_r101-d32_4xb4-160k_coco-stuff164k-512x512.py │ │ ├── bisenetv1_r18-d32-in1k-pre_4xb4-160k_cityscapes-1024x1024.py │ │ ├── bisenetv1_r18-d32-in1k-pre_4xb4-160k_coco-stuff164k-512x512.py │ │ ├── bisenetv1_r18-d32-in1k-pre_4xb8-160k_cityscapes-1024x1024.py │ │ ├── bisenetv1_r18-d32_4xb4-160k_cityscapes-1024x1024.py │ │ ├── bisenetv1_r18-d32_4xb4-160k_coco-stuff164k-512x512.py │ │ ├── bisenetv1_r50-d32-in1k-pre_4xb4-160k_cityscapes-1024x1024.py │ │ ├── bisenetv1_r50-d32-in1k-pre_4xb4-160k_coco-stuff164k-512x512.py │ │ ├── bisenetv1_r50-d32_4xb4-160k_cityscapes-1024x1024.py │ │ ├── bisenetv1_r50-d32_4xb4-160k_coco-stuff164k-512x512.py │ │ └── metafile.yaml │ ├── bisenetv2 │ │ ├── README.md │ │ ├── bisenetv2_fcn_4xb4-160k_cityscapes-1024x1024.py │ │ ├── bisenetv2_fcn_4xb4-amp-160k_cityscapes-1024x1024.py │ │ ├── bisenetv2_fcn_4xb4-ohem-160k_cityscapes-1024x1024.py │ │ ├── bisenetv2_fcn_4xb8-160k_cityscapes-1024x1024.py │ │ └── metafile.yaml │ ├── ccnet │ │ ├── README.md │ │ ├── ccnet_r101-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── ccnet_r101-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── ccnet_r101-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── ccnet_r101-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── ccnet_r101-d8_4xb4-160k_ade20k-512x512.py │ │ ├── ccnet_r101-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── ccnet_r101-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── ccnet_r101-d8_4xb4-80k_ade20k-512x512.py │ │ ├── ccnet_r50-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── ccnet_r50-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── ccnet_r50-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── ccnet_r50-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── ccnet_r50-d8_4xb4-160k_ade20k-512x512.py │ │ ├── ccnet_r50-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── ccnet_r50-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── ccnet_r50-d8_4xb4-80k_ade20k-512x512.py │ │ └── metafile.yaml │ ├── cgnet │ │ ├── README.md │ │ ├── cgnet_fcn_4xb4-60k_cityscapes-680x680.py │ │ ├── cgnet_fcn_4xb8-60k_cityscapes-512x1024.py │ │ └── metafile.yaml │ ├── convnext │ │ ├── README.md │ │ ├── convnext-base_upernet_8xb2-amp-160k_ade20k-512x512.py │ │ ├── convnext-base_upernet_8xb2-amp-160k_ade20k-640x640.py │ │ ├── convnext-large_upernet_8xb2-amp-160k_ade20k-640x640.py │ │ ├── convnext-small_upernet_8xb2-amp-160k_ade20k-512x512.py │ │ ├── convnext-tiny_upernet_8xb2-amp-160k_ade20k-512x512.py │ │ ├── convnext-xlarge_upernet_8xb2-amp-160k_ade20k-640x640.py │ │ └── metafile.yaml │ ├── danet │ │ ├── README.md │ │ ├── danet_r101-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── danet_r101-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── danet_r101-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── danet_r101-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── danet_r101-d8_4xb4-160k_ade20k-512x512.py │ │ ├── danet_r101-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── danet_r101-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── danet_r101-d8_4xb4-80k_ade20k-512x512.py │ │ ├── danet_r50-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── danet_r50-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── danet_r50-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── danet_r50-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── danet_r50-d8_4xb4-160k_ade20k-512x512.py │ │ ├── danet_r50-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── danet_r50-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── danet_r50-d8_4xb4-80k_ade20k-512x512.py │ │ └── metafile.yaml │ ├── ddrnet │ │ ├── README.md │ │ ├── ddrnet_23-slim_in1k-pre_2xb6-120k_cityscapes-1024x1024.py │ │ ├── ddrnet_23_in1k-pre_2xb6-120k_cityscapes-1024x1024.py │ │ └── metafile.yaml │ ├── deeplabv3 │ │ ├── README.md │ │ ├── deeplabv3_r101-d16-mg124_4xb2-40k_cityscapes-512x1024.py │ │ ├── deeplabv3_r101-d16-mg124_4xb2-80k_cityscapes-512x1024.py │ │ ├── deeplabv3_r101-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── deeplabv3_r101-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── deeplabv3_r101-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── deeplabv3_r101-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── deeplabv3_r101-d8_4xb2-amp-80k_cityscapes-512x1024.py │ │ ├── deeplabv3_r101-d8_4xb4-160k_ade20k-512x512.py │ │ ├── deeplabv3_r101-d8_4xb4-160k_coco-stuff164k-512x512.py │ │ ├── deeplabv3_r101-d8_4xb4-20k_coco-stuff10k-512x512.py │ │ ├── deeplabv3_r101-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── deeplabv3_r101-d8_4xb4-320k_coco-stuff164k-512x512.py │ │ ├── deeplabv3_r101-d8_4xb4-40k_coco-stuff10k-512x512.py │ │ ├── deeplabv3_r101-d8_4xb4-40k_pascal-context-480x480.py │ │ ├── deeplabv3_r101-d8_4xb4-40k_pascal-context-59-480x480.py │ │ ├── deeplabv3_r101-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── deeplabv3_r101-d8_4xb4-80k_ade20k-512x512.py │ │ ├── deeplabv3_r101-d8_4xb4-80k_coco-stuff164k-512x512.py │ │ ├── deeplabv3_r101-d8_4xb4-80k_pascal-context-480x480.py │ │ ├── deeplabv3_r101-d8_4xb4-80k_pascal-context-59-480x480.py │ │ ├── deeplabv3_r101b-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── deeplabv3_r101b-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── deeplabv3_r18-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── deeplabv3_r18-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── deeplabv3_r18b-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── deeplabv3_r18b-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── deeplabv3_r50-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── deeplabv3_r50-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── deeplabv3_r50-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── deeplabv3_r50-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── deeplabv3_r50-d8_4xb4-160k_ade20k-512x512.py │ │ ├── deeplabv3_r50-d8_4xb4-160k_coco-stuff164k-512x512.py │ │ ├── deeplabv3_r50-d8_4xb4-20k_coco-stuff10k-512x512.py │ │ ├── deeplabv3_r50-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── deeplabv3_r50-d8_4xb4-320k_coco-stuff164k-512x512.py │ │ ├── deeplabv3_r50-d8_4xb4-40k_coco-stuff10k-512x512.py │ │ ├── deeplabv3_r50-d8_4xb4-40k_pascal-context-480x480.py │ │ ├── deeplabv3_r50-d8_4xb4-40k_pascal-context-59-480x480.py │ │ ├── deeplabv3_r50-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── deeplabv3_r50-d8_4xb4-80k_ade20k-512x512.py │ │ ├── deeplabv3_r50-d8_4xb4-80k_coco-stuff164k-512x512.py │ │ ├── deeplabv3_r50-d8_4xb4-80k_pascal-context-480x480.py │ │ ├── deeplabv3_r50-d8_4xb4-80k_pascal-context-59-480x480.py │ │ ├── deeplabv3_r50b-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── deeplabv3_r50b-d8_4xb2-80k_cityscapes-769x769.py │ │ └── metafile.yaml │ ├── deeplabv3plus │ │ ├── README.md │ │ ├── deeplabv3plus_r101-d16-mg124_4xb2-40k_cityscapes-512x1024.py │ │ ├── deeplabv3plus_r101-d16-mg124_4xb2-80k_cityscapes-512x1024.py │ │ ├── deeplabv3plus_r101-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── deeplabv3plus_r101-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── deeplabv3plus_r101-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── deeplabv3plus_r101-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── deeplabv3plus_r101-d8_4xb2-amp-80k_cityscapes-512x1024.py │ │ ├── deeplabv3plus_r101-d8_4xb4-160k_ade20k-512x512.py │ │ ├── deeplabv3plus_r101-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── deeplabv3plus_r101-d8_4xb4-40k_pascal-context-480x480.py │ │ ├── deeplabv3plus_r101-d8_4xb4-40k_pascal-context-59-480x480.py │ │ ├── deeplabv3plus_r101-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── deeplabv3plus_r101-d8_4xb4-80k_ade20k-512x512.py │ │ ├── deeplabv3plus_r101-d8_4xb4-80k_loveda-512x512.py │ │ ├── deeplabv3plus_r101-d8_4xb4-80k_pascal-context-480x480.py │ │ ├── deeplabv3plus_r101-d8_4xb4-80k_pascal-context-59-480x480.py │ │ ├── deeplabv3plus_r101-d8_4xb4-80k_potsdam-512x512.py │ │ ├── deeplabv3plus_r101-d8_4xb4-80k_vaihingen-512x512.py │ │ ├── deeplabv3plus_r101b-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── deeplabv3plus_r101b-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── deeplabv3plus_r18-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── deeplabv3plus_r18-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── deeplabv3plus_r18-d8_4xb4-80k_isaid-896x896.py │ │ ├── deeplabv3plus_r18-d8_4xb4-80k_loveda-512x512.py │ │ ├── deeplabv3plus_r18-d8_4xb4-80k_potsdam-512x512.py │ │ ├── deeplabv3plus_r18-d8_4xb4-80k_vaihingen-512x512.py │ │ ├── deeplabv3plus_r18b-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── deeplabv3plus_r18b-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── deeplabv3plus_r50-d8_4xb2-300k_mapillay_v1_65-1280x1280.py │ │ ├── deeplabv3plus_r50-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── deeplabv3plus_r50-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── deeplabv3plus_r50-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── deeplabv3plus_r50-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── deeplabv3plus_r50-d8_4xb4-160k_ade20k-512x512.py │ │ ├── deeplabv3plus_r50-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── deeplabv3plus_r50-d8_4xb4-40k_pascal-context-480x480.py │ │ ├── deeplabv3plus_r50-d8_4xb4-40k_pascal-context-59-480x480.py │ │ ├── deeplabv3plus_r50-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── deeplabv3plus_r50-d8_4xb4-80k_ade20k-512x512.py │ │ ├── deeplabv3plus_r50-d8_4xb4-80k_isaid-896x896.py │ │ ├── deeplabv3plus_r50-d8_4xb4-80k_loveda-512x512.py │ │ ├── deeplabv3plus_r50-d8_4xb4-80k_pascal-context-480x480.py │ │ ├── deeplabv3plus_r50-d8_4xb4-80k_pascal-context-59-480x480.py │ │ ├── deeplabv3plus_r50-d8_4xb4-80k_potsdam-512x512.py │ │ ├── deeplabv3plus_r50-d8_4xb4-80k_vaihingen-512x512.py │ │ ├── deeplabv3plus_r50b-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── deeplabv3plus_r50b-d8_4xb2-80k_cityscapes-769x769.py │ │ └── metafile.yaml │ ├── dmnet │ │ ├── README.md │ │ ├── dmnet_r101-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── dmnet_r101-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── dmnet_r101-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── dmnet_r101-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── dmnet_r101-d8_4xb4-160k_ade20k-512x512.py │ │ ├── dmnet_r101-d8_4xb4-80k_ade20k-512x512.py │ │ ├── dmnet_r50-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── dmnet_r50-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── dmnet_r50-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── dmnet_r50-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── dmnet_r50-d8_4xb4-160k_ade20k-512x512.py │ │ ├── dmnet_r50-d8_4xb4-80k_ade20k-512x512.py │ │ └── metafile.yaml │ ├── dnlnet │ │ ├── README.md │ │ ├── dnl_r101-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── dnl_r101-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── dnl_r101-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── dnl_r101-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── dnl_r101-d8_4xb4-160k_ade20k-512x512.py │ │ ├── dnl_r101-d8_4xb4-80k_ade20k-512x512.py │ │ ├── dnl_r50-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── dnl_r50-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── dnl_r50-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── dnl_r50-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── dnl_r50-d8_4xb4-160k_ade20k-512x512.py │ │ ├── dnl_r50-d8_4xb4-80k_ade20k-512x512.py │ │ └── metafile.yaml │ ├── dpt │ │ ├── README.md │ │ ├── dpt_vit-b16_8xb2-160k_ade20k-512x512.py │ │ └── metafile.yaml │ ├── dsdl │ │ ├── README.md │ │ ├── cityscapes.py │ │ └── voc.py │ ├── emanet │ │ ├── README.md │ │ ├── emanet_r101-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── emanet_r101-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── emanet_r50-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── emanet_r50-d8_4xb2-80k_cityscapes-769x769.py │ │ └── metafile.yaml │ ├── encnet │ │ ├── README.md │ │ ├── encnet_r101-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── encnet_r101-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── encnet_r101-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── encnet_r101-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── encnet_r101-d8_4xb4-160k_ade20k-512x512.py │ │ ├── encnet_r101-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── encnet_r101-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── encnet_r101-d8_4xb4-80k_ade20k-512x512.py │ │ ├── encnet_r50-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── encnet_r50-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── encnet_r50-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── encnet_r50-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── encnet_r50-d8_4xb4-160k_ade20k-512x512.py │ │ ├── encnet_r50-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── encnet_r50-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── encnet_r50-d8_4xb4-80k_ade20k-512x512.py │ │ ├── encnet_r50s-d8_4xb4-80k_ade20k-512x512.py │ │ └── metafile.yaml │ ├── erfnet │ │ ├── README.md │ │ ├── erfnet_fcn_4xb4-160k_cityscapes-512x1024.py │ │ └── metafile.yaml │ ├── fastfcn │ │ ├── README.md │ │ ├── fastfcn_r50-d32_jpu_aspp_4xb2-80k_cityscapes-512x1024.py │ │ ├── fastfcn_r50-d32_jpu_aspp_4xb4-160k_ade20k-512x512.py │ │ ├── fastfcn_r50-d32_jpu_aspp_4xb4-80k_ade20k-512x512.py │ │ ├── fastfcn_r50-d32_jpu_aspp_4xb4-80k_cityscapes-512x1024.py │ │ ├── fastfcn_r50-d32_jpu_enc_4xb2-80k_cityscapes-512x1024.py │ │ ├── fastfcn_r50-d32_jpu_enc_4xb4-160k_ade20k-512x512.py │ │ ├── fastfcn_r50-d32_jpu_enc_4xb4-80k_ade20k-512x512.py │ │ ├── fastfcn_r50-d32_jpu_enc_4xb4-80k_cityscapes-512x1024.py │ │ ├── fastfcn_r50-d32_jpu_psp_4xb2-80k_cityscapes-512x1024.py │ │ ├── fastfcn_r50-d32_jpu_psp_4xb4-160k_ade20k-512x512.py │ │ ├── fastfcn_r50-d32_jpu_psp_4xb4-80k_ade20k-512x512.py │ │ ├── fastfcn_r50-d32_jpu_psp_4xb4-80k_cityscapes-512x1024.py │ │ └── metafile.yaml │ ├── fastscnn │ │ ├── README.md │ │ ├── fast_scnn_8xb4-160k_cityscapes-512x1024.py │ │ └── metafile.yaml │ ├── fcn │ │ ├── README.md │ │ ├── fcn-d6_r101-d16_4xb2-40k_cityscapes-512x1024.py │ │ ├── fcn-d6_r101-d16_4xb2-40k_cityscapes-769x769.py │ │ ├── fcn-d6_r101-d16_4xb2-80k_cityscapes-512x1024.py │ │ ├── fcn-d6_r101-d16_4xb2-80k_cityscapes-769x769.py │ │ ├── fcn-d6_r101b-d16_4xb2-80k_cityscapes-512x1024.py │ │ ├── fcn-d6_r101b-d16_4xb2-80k_cityscapes-769x769.py │ │ ├── fcn-d6_r50-d16_4xb2-40k_cityscapes-512x1024.py │ │ ├── fcn-d6_r50-d16_4xb2-40k_cityscapes-769x769.py │ │ ├── fcn-d6_r50-d16_4xb2-80k_cityscapes-512x1024.py │ │ ├── fcn-d6_r50-d16_4xb2-80k_cityscapes-769x769.py │ │ ├── fcn-d6_r50b-d16_4xb2-80k_cityscapes-512x1024.py │ │ ├── fcn-d6_r50b-d16_4xb2-80k_cityscapes-769x769.py │ │ ├── fcn_r101-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── fcn_r101-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── fcn_r101-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── fcn_r101-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── fcn_r101-d8_4xb2-amp-80k_cityscapes-512x1024.py │ │ ├── fcn_r101-d8_4xb4-160k_ade20k-512x512.py │ │ ├── fcn_r101-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── fcn_r101-d8_4xb4-40k_pascal-context-480x480.py │ │ ├── fcn_r101-d8_4xb4-40k_pascal-context-59-480x480.py │ │ ├── fcn_r101-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── fcn_r101-d8_4xb4-80k_ade20k-512x512.py │ │ ├── fcn_r101-d8_4xb4-80k_pascal-context-480x480.py │ │ ├── fcn_r101-d8_4xb4-80k_pascal-context-59-480x480.py │ │ ├── fcn_r101b-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── fcn_r101b-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── fcn_r18-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── fcn_r18-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── fcn_r18b-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── fcn_r18b-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── fcn_r50-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── fcn_r50-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── fcn_r50-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── fcn_r50-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── fcn_r50-d8_4xb4-160k_ade20k-512x512.py │ │ ├── fcn_r50-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── fcn_r50-d8_4xb4-40k_pascal-context-480x480.py │ │ ├── fcn_r50-d8_4xb4-40k_pascal-context-59-480x480.py │ │ ├── fcn_r50-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── fcn_r50-d8_4xb4-80k_ade20k-512x512.py │ │ ├── fcn_r50-d8_4xb4-80k_pascal-context-480x480.py │ │ ├── fcn_r50-d8_4xb4-80k_pascal-context-59-480x480.py │ │ ├── fcn_r50b-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── fcn_r50b-d8_4xb2-80k_cityscapes-769x769.py │ │ └── metafile.yaml │ ├── gcnet │ │ ├── README.md │ │ ├── gcnet_r101-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── gcnet_r101-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── gcnet_r101-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── gcnet_r101-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── gcnet_r101-d8_4xb4-160k_ade20k-512x512.py │ │ ├── gcnet_r101-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── gcnet_r101-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── gcnet_r101-d8_4xb4-80k_ade20k-512x512.py │ │ ├── gcnet_r50-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── gcnet_r50-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── gcnet_r50-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── gcnet_r50-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── gcnet_r50-d8_4xb4-160k_ade20k-512x512.py │ │ ├── gcnet_r50-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── gcnet_r50-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── gcnet_r50-d8_4xb4-80k_ade20k-512x512.py │ │ └── metafile.yaml │ ├── hrnet │ │ ├── README.md │ │ ├── fcn_hr18_4xb2-160k_cityscapes-512x1024.py │ │ ├── fcn_hr18_4xb2-40k_cityscapes-512x1024.py │ │ ├── fcn_hr18_4xb2-80k_cityscapes-512x1024.py │ │ ├── fcn_hr18_4xb4-160k_ade20k-512x512.py │ │ ├── fcn_hr18_4xb4-20k_voc12aug-512x512.py │ │ ├── fcn_hr18_4xb4-40k_pascal-context-480x480.py │ │ ├── fcn_hr18_4xb4-40k_pascal-context-59-480x480.py │ │ ├── fcn_hr18_4xb4-40k_voc12aug-512x512.py │ │ ├── fcn_hr18_4xb4-80k_ade20k-512x512.py │ │ ├── fcn_hr18_4xb4-80k_isaid-896x896.py │ │ ├── fcn_hr18_4xb4-80k_loveda-512x512.py │ │ ├── fcn_hr18_4xb4-80k_pascal-context-480x480.py │ │ ├── fcn_hr18_4xb4-80k_pascal-context-59-480x480.py │ │ ├── fcn_hr18_4xb4-80k_potsdam-512x512.py │ │ ├── fcn_hr18_4xb4-80k_vaihingen-512x512.py │ │ ├── fcn_hr18s_4xb2-160k_cityscapes-512x1024.py │ │ ├── fcn_hr18s_4xb2-40k_cityscapes-512x1024.py │ │ ├── fcn_hr18s_4xb2-80k_cityscapes-512x1024.py │ │ ├── fcn_hr18s_4xb4-160k_ade20k-512x512.py │ │ ├── fcn_hr18s_4xb4-20k_voc12aug-512x512.py │ │ ├── fcn_hr18s_4xb4-40k_pascal-context-480x480.py │ │ ├── fcn_hr18s_4xb4-40k_pascal-context-59-480x480.py │ │ ├── fcn_hr18s_4xb4-40k_voc12aug-512x512.py │ │ ├── fcn_hr18s_4xb4-80k_ade20k-512x512.py │ │ ├── fcn_hr18s_4xb4-80k_isaid-896x896.py │ │ ├── fcn_hr18s_4xb4-80k_loveda-512x512.py │ │ ├── fcn_hr18s_4xb4-80k_pascal-context-480x480.py │ │ ├── fcn_hr18s_4xb4-80k_pascal-context-59-480x480.py │ │ ├── fcn_hr18s_4xb4-80k_potsdam-512x512.py │ │ ├── fcn_hr18s_4xb4-80k_vaihingen-512x512.py │ │ ├── fcn_hr48_4xb2-160k_cityscapes-512x1024.py │ │ ├── fcn_hr48_4xb2-40k_cityscapes-512x1024.py │ │ ├── fcn_hr48_4xb2-80k_cityscapes-512x1024.py │ │ ├── fcn_hr48_4xb4-160k_ade20k-512x512.py │ │ ├── fcn_hr48_4xb4-20k_voc12aug-512x512.py │ │ ├── fcn_hr48_4xb4-40k_pascal-context-480x480.py │ │ ├── fcn_hr48_4xb4-40k_pascal-context-59-480x480.py │ │ ├── fcn_hr48_4xb4-40k_voc12aug-512x512.py │ │ ├── fcn_hr48_4xb4-80k_ade20k-512x512.py │ │ ├── fcn_hr48_4xb4-80k_isaid-896x896.py │ │ ├── fcn_hr48_4xb4-80k_loveda-512x512.py │ │ ├── fcn_hr48_4xb4-80k_pascal-context-480x480.py │ │ ├── fcn_hr48_4xb4-80k_pascal-context-59-480x480.py │ │ ├── fcn_hr48_4xb4-80k_potsdam-512x512.py │ │ ├── fcn_hr48_4xb4-80k_vaihingen-512x512.py │ │ └── metafile.yaml │ ├── icnet │ │ ├── README.md │ │ ├── icnet_r101-d8-in1k-pre_4xb2-160k_cityscapes-832x832.py │ │ ├── icnet_r101-d8-in1k-pre_4xb2-80k_cityscapes-832x832.py │ │ ├── icnet_r101-d8_4xb2-160k_cityscapes-832x832.py │ │ ├── icnet_r101-d8_4xb2-80k_cityscapes-832x832.py │ │ ├── icnet_r18-d8-in1k-pre_4xb2-160k_cityscapes-832x832.py │ │ ├── icnet_r18-d8-in1k-pre_4xb2-80k_cityscapes-832x832.py │ │ ├── icnet_r18-d8_4xb2-160k_cityscapes-832x832.py │ │ ├── icnet_r18-d8_4xb2-80k_cityscapes-832x832.py │ │ ├── icnet_r50-d8-in1k-pre_4xb2-160k_cityscapes-832x832.py │ │ ├── icnet_r50-d8-in1k-pre_4xb2-80k_cityscapes-832x832.py │ │ ├── icnet_r50-d8_4xb2-160k_cityscapes-832x832.py │ │ ├── icnet_r50-d8_4xb2-80k_cityscapes-832x832.py │ │ └── metafile.yaml │ ├── isanet │ │ ├── README.md │ │ ├── isanet_r101-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── isanet_r101-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── isanet_r101-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── isanet_r101-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── isanet_r101-d8_4xb4-160k_ade20k-512x512.py │ │ ├── isanet_r101-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── isanet_r101-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── isanet_r101-d8_4xb4-80k_ade20k-512x512.py │ │ ├── isanet_r50-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── isanet_r50-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── isanet_r50-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── isanet_r50-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── isanet_r50-d8_4xb4-160k_ade20k-512x512.py │ │ ├── isanet_r50-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── isanet_r50-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── isanet_r50-d8_4xb4-80k_ade20k-512x512.py │ │ └── metafile.yaml │ ├── knet │ │ ├── README.md │ │ ├── knet-s3_r50-d8_deeplabv3_8xb2-adamw-80k_ade20k-512x512.py │ │ ├── knet-s3_r50-d8_fcn_8xb2-adamw-80k_ade20k-512x512.py │ │ ├── knet-s3_r50-d8_pspnet_8xb2-adamw-80k_ade20k-512x512.py │ │ ├── knet-s3_r50-d8_upernet_8xb2-adamw-80k_ade20k-512x512.py │ │ ├── knet-s3_swin-l_upernet_8xb2-adamw-80k_ade20k-512x512.py │ │ ├── knet-s3_swin-l_upernet_8xb2-adamw-80k_ade20k-640x640.py │ │ ├── knet-s3_swin-t_upernet_8xb2-adamw-80k_ade20k-512x512.py │ │ └── metafile.yaml │ ├── mae │ │ ├── README.md │ │ ├── mae-base_upernet_8xb2-amp-160k_ade20k-512x512-ms.py │ │ ├── mae-base_upernet_8xb2-amp-160k_ade20k-512x512.py │ │ └── metafile.yaml │ ├── mask2former │ │ ├── README.md │ │ ├── mask2former_r101_8xb2-160k_ade20k-512x512.py │ │ ├── mask2former_r101_8xb2-90k_cityscapes-512x1024.py │ │ ├── mask2former_r50_8xb2-160k_ade20k-512x512.py │ │ ├── mask2former_r50_8xb2-90k_cityscapes-512x1024.py │ │ ├── mask2former_swin-b-in1k-384x384-pre_8xb2-160k_ade20k-640x640.py │ │ ├── mask2former_swin-b-in22k-384x384-pre_8xb2-160k_ade20k-640x640.py │ │ ├── mask2former_swin-b-in22k-384x384-pre_8xb2-90k_cityscapes-512x1024.py │ │ ├── mask2former_swin-l-in22k-384x384-pre_8xb2-160k_ade20k-640x640.py │ │ ├── mask2former_swin-l-in22k-384x384-pre_8xb2-90k_cityscapes-512x1024.py │ │ ├── mask2former_swin-s_8xb2-160k_ade20k-512x512.py │ │ ├── mask2former_swin-s_8xb2-90k_cityscapes-512x1024.py │ │ ├── mask2former_swin-t_8xb2-160k_ade20k-512x512.py │ │ ├── mask2former_swin-t_8xb2-90k_cityscapes-512x1024.py │ │ └── metafile.yaml │ ├── maskformer │ │ ├── README.md │ │ ├── maskformer_r101-d32_8xb2-160k_ade20k-512x512.py │ │ ├── maskformer_r50-d32_8xb2-160k_ade20k-512x512.py │ │ ├── maskformer_swin-s_upernet_8xb2-160k_ade20k-512x512.py │ │ ├── maskformer_swin-t_upernet_8xb2-160k_ade20k-512x512.py │ │ └── metafile.yaml │ ├── mobilenet_v2 │ │ ├── README.md │ │ ├── metafile.yaml │ │ ├── mobilenet-v2-d8_deeplabv3_4xb2-80k_cityscapes-512x1024.py │ │ ├── mobilenet-v2-d8_deeplabv3_4xb4-160k_ade20k-512x512.py │ │ ├── mobilenet-v2-d8_deeplabv3plus_4xb2-80k_cityscapes-512x1024.py │ │ ├── mobilenet-v2-d8_deeplabv3plus_4xb4-160k_ade20k-512x512.py │ │ ├── mobilenet-v2-d8_fcn_4xb2-80k_cityscapes-512x1024.py │ │ ├── mobilenet-v2-d8_fcn_4xb4-160k_ade20k-512x512.py │ │ ├── mobilenet-v2-d8_pspnet_4xb2-80k_cityscapes-512x1024.py │ │ └── mobilenet-v2-d8_pspnet_4xb4-160k_ade20k-512x512.py │ ├── mobilenet_v3 │ │ ├── README.md │ │ ├── metafile.yaml │ │ ├── mobilenet-v3-d8-s_lraspp_4xb4-320k_cityscapes-512x1024.py │ │ ├── mobilenet-v3-d8-scratch-s_lraspp_4xb4-320k_cityscapes-512x1024.py │ │ ├── mobilenet-v3-d8-scratch_lraspp_4xb4-320k_cityscapes-512x1024.py │ │ └── mobilenet-v3-d8_lraspp_4xb4-320k_cityscapes-512x1024.py │ ├── nonlocal_net │ │ ├── README.md │ │ ├── metafile.yaml │ │ ├── nonlocal_r101-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── nonlocal_r101-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── nonlocal_r101-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── nonlocal_r101-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── nonlocal_r101-d8_4xb4-160k_ade20k-512x512.py │ │ ├── nonlocal_r101-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── nonlocal_r101-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── nonlocal_r101-d8_4xb4-80k_ade20k-512x512.py │ │ ├── nonlocal_r50-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── nonlocal_r50-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── nonlocal_r50-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── nonlocal_r50-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── nonlocal_r50-d8_4xb4-160k_ade20k-512x512.py │ │ ├── nonlocal_r50-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── nonlocal_r50-d8_4xb4-40k_voc12aug-512x512.py │ │ └── nonlocal_r50-d8_4xb4-80k_ade20k-512x512.py │ ├── ocrnet │ │ ├── README.md │ │ ├── metafile.yaml │ │ ├── ocrnet_hr18_4xb2-160k_cityscapes-512x1024.py │ │ ├── ocrnet_hr18_4xb2-40k_cityscapes-512x1024.py │ │ ├── ocrnet_hr18_4xb2-80k_cityscapes-512x1024.py │ │ ├── ocrnet_hr18_4xb4-160k_ade20k-512x512.py │ │ ├── ocrnet_hr18_4xb4-20k_voc12aug-512x512.py │ │ ├── ocrnet_hr18_4xb4-40k_voc12aug-512x512.py │ │ ├── ocrnet_hr18_4xb4-80k_ade20k-512x512.py │ │ ├── ocrnet_hr18s_4xb2-160k_cityscapes-512x1024.py │ │ ├── ocrnet_hr18s_4xb2-40k_cityscapes-512x1024.py │ │ ├── ocrnet_hr18s_4xb2-80k_cityscapes-512x1024.py │ │ ├── ocrnet_hr18s_4xb4-160k_ade20k-512x512.py │ │ ├── ocrnet_hr18s_4xb4-20k_voc12aug-512x512.py │ │ ├── ocrnet_hr18s_4xb4-40k_voc12aug-512x512.py │ │ ├── ocrnet_hr18s_4xb4-80k_ade20k-512x512.py │ │ ├── ocrnet_hr48_4xb2-160k_cityscapes-512x1024.py │ │ ├── ocrnet_hr48_4xb2-40k_cityscapes-512x1024.py │ │ ├── ocrnet_hr48_4xb2-80k_cityscapes-512x1024.py │ │ ├── ocrnet_hr48_4xb4-160k_ade20k-512x512.py │ │ ├── ocrnet_hr48_4xb4-20k_voc12aug-512x512.py │ │ ├── ocrnet_hr48_4xb4-40k_voc12aug-512x512.py │ │ ├── ocrnet_hr48_4xb4-80k_ade20k-512x512.py │ │ ├── ocrnet_r101-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── ocrnet_r101-d8_8xb2-40k_cityscapes-512x1024.py │ │ └── ocrnet_r101-d8_8xb2-80k_cityscapes-512x1024.py │ ├── pidnet │ │ ├── README.md │ │ ├── metafile.yaml │ │ ├── pidnet-l_2xb6-120k_1024x1024-cityscapes.py │ │ ├── pidnet-m_2xb6-120k_1024x1024-cityscapes.py │ │ └── pidnet-s_2xb6-120k_1024x1024-cityscapes.py │ ├── point_rend │ │ ├── README.md │ │ ├── metafile.yaml │ │ ├── pointrend_r101_4xb2-80k_cityscapes-512x1024.py │ │ ├── pointrend_r101_4xb4-160k_ade20k-512x512.py │ │ ├── pointrend_r50_4xb2-80k_cityscapes-512x1024.py │ │ └── pointrend_r50_4xb4-160k_ade20k-512x512.py │ ├── poolformer │ │ ├── README.md │ │ ├── fpn_poolformer_m36_8xb4-40k_ade20k-512x512.py │ │ ├── fpn_poolformer_m48_8xb4-40k_ade20k-512x512.py │ │ ├── fpn_poolformer_s12_8xb4-40k_ade20k-512x512.py │ │ ├── fpn_poolformer_s24_8xb4-40k_ade20k-512x512.py │ │ ├── fpn_poolformer_s36_8x4_512x512_40k_ade20k.py │ │ └── metafile.yaml │ ├── psanet │ │ ├── README.md │ │ ├── metafile.yaml │ │ ├── psanet_r101-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── psanet_r101-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── psanet_r101-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── psanet_r101-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── psanet_r101-d8_4xb4-160k_ade20k-512x512.py │ │ ├── psanet_r101-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── psanet_r101-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── psanet_r101-d8_4xb4-80k_ade20k-512x512.py │ │ ├── psanet_r50-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── psanet_r50-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── psanet_r50-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── psanet_r50-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── psanet_r50-d8_4xb4-160k_ade20k-512x512.py │ │ ├── psanet_r50-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── psanet_r50-d8_4xb4-40k_voc12aug-512x512.py │ │ └── psanet_r50-d8_4xb4-80k_ade20k-512x512.py │ ├── pspnet │ │ ├── README.md │ │ ├── metafile.yaml │ │ ├── pspnet_r101-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── pspnet_r101-d8_4xb2-40k_cityscapes-512x1024_dark-zurich-1920x1080.py │ │ ├── pspnet_r101-d8_4xb2-40k_cityscapes-512x1024_night-driving-1920x1080.py │ │ ├── pspnet_r101-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── pspnet_r101-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── pspnet_r101-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── pspnet_r101-d8_4xb2-amp-80k_cityscapes-512x1024.py │ │ ├── pspnet_r101-d8_4xb4-160k_ade20k-512x512.py │ │ ├── pspnet_r101-d8_4xb4-160k_coco-stuff164k-512x512.py │ │ ├── pspnet_r101-d8_4xb4-20k_coco-stuff10k-512x512.py │ │ ├── pspnet_r101-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── pspnet_r101-d8_4xb4-320k_coco-stuff164k-512x512.py │ │ ├── pspnet_r101-d8_4xb4-40k_coco-stuff10k-512x512.py │ │ ├── pspnet_r101-d8_4xb4-40k_pascal-context-480x480.py │ │ ├── pspnet_r101-d8_4xb4-40k_pascal-context-59-480x480.py │ │ ├── pspnet_r101-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── pspnet_r101-d8_4xb4-80k_ade20k-512x512.py │ │ ├── pspnet_r101-d8_4xb4-80k_coco-stuff164k-512x512.py │ │ ├── pspnet_r101-d8_4xb4-80k_loveda-512x512.py │ │ ├── pspnet_r101-d8_4xb4-80k_pascal-context-480x480.py │ │ ├── pspnet_r101-d8_4xb4-80k_pascal-context-59-480x480.py │ │ ├── pspnet_r101-d8_4xb4-80k_potsdam-512x512.py │ │ ├── pspnet_r101-d8_4xb4-80k_vaihingen-512x512.py │ │ ├── pspnet_r101b-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── pspnet_r101b-d8_4xb2-80k_cityscapes-512x1024_dark-zurich-1920x1080.py │ │ ├── pspnet_r101b-d8_4xb2-80k_cityscapes-512x1024_night-driving-1920x1080.py │ │ ├── pspnet_r101b-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── pspnet_r18-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── pspnet_r18-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── pspnet_r18-d8_4xb4-80k_isaid-896x896.py │ │ ├── pspnet_r18-d8_4xb4-80k_loveda-512x512.py │ │ ├── pspnet_r18-d8_4xb4-80k_potsdam-512x512.py │ │ ├── pspnet_r18-d8_4xb4-80k_vaihingen-512x512.py │ │ ├── pspnet_r18b-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── pspnet_r18b-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── pspnet_r50-d32_4xb2-80k_cityscapes-512x1024.py │ │ ├── pspnet_r50-d32_rsb_4xb2-adamw-80k_cityscapes-512x1024.py │ │ ├── pspnet_r50-d8-rsb_4xb2-adamw-80k_cityscapes-512x1024.py │ │ ├── pspnet_r50-d8_4xb2-40k_cityscapes-512x1024.py │ │ ├── pspnet_r50-d8_4xb2-40k_cityscapes-512x1024_dark-zurich-1920x1080.py │ │ ├── pspnet_r50-d8_4xb2-40k_cityscapes-512x1024_night-driving-1920x1080.py │ │ ├── pspnet_r50-d8_4xb2-40k_cityscapes-769x769.py │ │ ├── pspnet_r50-d8_4xb2-80k_cityscapes-512x1024.py │ │ ├── pspnet_r50-d8_4xb2-80k_cityscapes-512x1024_dark-zurich-1920x1080.py │ │ ├── pspnet_r50-d8_4xb2-80k_cityscapes-512x1024_night-driving-1920x1080.py │ │ ├── pspnet_r50-d8_4xb2-80k_cityscapes-769x769.py │ │ ├── pspnet_r50-d8_4xb4-160k_ade20k-512x512.py │ │ ├── pspnet_r50-d8_4xb4-160k_coco-stuff164k-512x512.py │ │ ├── pspnet_r50-d8_4xb4-20k_coco-stuff10k-512x512.py │ │ ├── pspnet_r50-d8_4xb4-20k_voc12aug-512x512.py │ │ ├── pspnet_r50-d8_4xb4-320k_coco-stuff164k-512x512.py │ │ ├── pspnet_r50-d8_4xb4-40k_coco-stuff10k-512x512.py │ │ ├── pspnet_r50-d8_4xb4-40k_pascal-context-480x480.py │ │ ├── pspnet_r50-d8_4xb4-40k_pascal-context-59-480x480.py │ │ ├── pspnet_r50-d8_4xb4-40k_voc12aug-512x512.py │ │ ├── pspnet_r50-d8_4xb4-80k_ade20k-512x512.py │ │ ├── pspnet_r50-d8_4xb4-80k_coco-stuff164k-512x512.py │ │ ├── pspnet_r50-d8_4xb4-80k_isaid-896x896.py │ │ ├── pspnet_r50-d8_4xb4-80k_loveda-512x512.py │ │ ├── pspnet_r50-d8_4xb4-80k_pascal-context-480x480.py │ │ ├── pspnet_r50-d8_4xb4-80k_pascal-context-59-480x480.py │ │ ├── pspnet_r50-d8_4xb4-80k_potsdam-512x512.py │ │ ├── pspnet_r50-d8_4xb4-80k_vaihingen-512x512.py │ │ ├── pspnet_r50b-d32_4xb2-80k_cityscapes-512x1024.py │ │ ├── pspnet_r50b-d8_4xb2-80k_cityscapes-512x1024.py │ │ └── pspnet_r50b-d8_4xb2-80k_cityscapes-769x769.py │ ├── resnest │ │ ├── README.md │ │ ├── metafile.yaml │ │ ├── resnest_s101-d8_deeplabv3_4xb2-80k_cityscapes-512x1024.py │ │ ├── resnest_s101-d8_deeplabv3_4xb4-160k_ade20k-512x512.py │ │ ├── resnest_s101-d8_deeplabv3plus_4xb2-80k_cityscapes-512x1024.py │ │ ├── resnest_s101-d8_deeplabv3plus_4xb4-160k_ade20k-512x512.py │ │ ├── resnest_s101-d8_fcn_4xb2-80k_cityscapes-512x1024.py │ │ ├── resnest_s101-d8_fcn_4xb4-160k_ade20k-512x512.py │ │ ├── resnest_s101-d8_pspnet_4xb2-80k_cityscapes512x1024.py │ │ └── resnest_s101-d8_pspnet_4xb4-160k_ade20k-512x512.py │ ├── segformer │ │ ├── README.md │ │ ├── metafile.yaml │ │ ├── segformer_mit-b0_8xb1-160k_cityscapes-1024x1024.py │ │ ├── segformer_mit-b0_8xb2-160k_ade20k-512x512.py │ │ ├── segformer_mit-b1_8xb1-160k_cityscapes-1024x1024.py │ │ ├── segformer_mit-b1_8xb2-160k_ade20k-512x512.py │ │ ├── segformer_mit-b2_8xb1-160k_cityscapes-1024x1024.py │ │ ├── segformer_mit-b2_8xb2-160k_ade20k-512x512.py │ │ ├── segformer_mit-b3_8xb1-160k_cityscapes-1024x1024.py │ │ ├── segformer_mit-b3_8xb2-160k_ade20k-512x512.py │ │ ├── segformer_mit-b4_8xb1-160k_cityscapes-1024x1024.py │ │ ├── segformer_mit-b4_8xb2-160k_ade20k-512x512.py │ │ ├── segformer_mit-b5_8xb1-160k_cityscapes-1024x1024.py │ │ ├── segformer_mit-b5_8xb2-160k_ade20k-512x512.py │ │ └── segformer_mit-b5_8xb2-160k_ade20k-640x640.py │ ├── segmenter │ │ ├── README.md │ │ ├── metafile.yaml │ │ ├── segmenter_vit-b_mask_8xb1-160k_ade20k-512x512.py │ │ ├── segmenter_vit-l_mask_8xb1-160k_ade20k-512x512.py │ │ ├── segmenter_vit-s_fcn_8xb1-160k_ade20k-512x512.py │ │ ├── segmenter_vit-s_mask_8xb1-160k_ade20k-512x512.py │ │ └── segmenter_vit-t_mask_8xb1-160k_ade20k-512x512.py │ ├── segnext │ │ ├── README.md │ │ ├── metafile.yaml │ │ ├── segnext_mscan-b_1xb16-adamw-160k_ade20k-512x512.py │ │ ├── segnext_mscan-l_1xb16-adamw-160k_ade20k-512x512.py │ │ ├── segnext_mscan-s_1xb16-adamw-160k_ade20k-512x512.py │ │ └── segnext_mscan-t_1xb16-adamw-160k_ade20k-512x512.py │ ├── sem_fpn │ │ ├── README.md │ │ ├── fpn_r101_4xb2-80k_cityscapes-512x1024.py │ │ ├── fpn_r101_4xb4-160k_ade20k-512x512.py │ │ ├── fpn_r50_4xb2-80k_cityscapes-512x1024.py │ │ ├── fpn_r50_4xb4-160k_ade20k-512x512.py │ │ └── metafile.yaml │ ├── setr │ │ ├── README.md │ │ ├── metafile.yaml │ │ ├── setr_vit-l-mla_8xb1-160k_ade20k-512x512.py │ │ ├── setr_vit-l_mla_8xb1-80k_cityscapes-768x768.py │ │ ├── setr_vit-l_mla_8xb2-160k_ade20k-512x512.py │ │ ├── setr_vit-l_naive_8xb1-80k_cityscapes-768x768.py │ │ ├── setr_vit-l_naive_8xb2-160k_ade20k-512x512.py │ │ ├── setr_vit-l_pup_8xb1-80k_cityscapes-768x768.py │ │ └── setr_vit-l_pup_8xb2-160k_ade20k-512x512.py │ ├── stdc │ │ ├── README.md │ │ ├── metafile.yaml │ │ ├── stdc1_4xb12-80k_cityscapes-512x1024.py │ │ ├── stdc1_in1k-pre_4xb12-80k_cityscapes-512x1024.py │ │ ├── stdc2_4xb12-80k_cityscapes-512x1024.py │ │ └── stdc2_in1k-pre_4xb12-80k_cityscapes-512x1024.py │ ├── swin │ │ ├── README.md │ │ ├── metafile.yaml │ │ ├── swin-base-patch4-window12-in1k-384x384-pre_upernet_8xb2-160k_ade20k-512x512.py │ │ ├── swin-base-patch4-window12-in22k-384x384-pre_upernet_8xb2-160k_ade20k-512x512.py │ │ ├── swin-base-patch4-window7-in1k-pre_upernet_8xb2-160k_ade20k-512x512.py │ │ ├── swin-base-patch4-window7-in22k-pre_upernet_8xb2-160k_ade20k-512x512.py │ │ ├── swin-large-patch4-window12-in22k-384x384-pre_upernet_8xb2-160k_ade20k-512x512.py │ │ ├── swin-large-patch4-window7-in22k-pre_upernet_8xb2-160k_ade20k-512x512.py │ │ ├── swin-small-patch4-window7-in1k-pre_upernet_8xb2-160k_ade20k-512x512.py │ │ ├── swin-tiny-patch4-window7-in1k-pre_upernet_8xb2-160k_ade20k-512x512.py │ │ └── swin-tiny-patch4-window7_upernet_1xb8-20k_levir-256x256.py │ ├── twins │ │ ├── README.md │ │ ├── metafile.yaml │ │ ├── twins_pcpvt-b_fpn_fpnhead_8xb4-80k_ade20k-512x512.py │ │ ├── twins_pcpvt-b_uperhead_8xb2-160k_ade20k-512x512.py │ │ ├── twins_pcpvt-l_fpn_fpnhead_8xb4-80k_ade20k-512x512.py │ │ ├── twins_pcpvt-l_uperhead_8xb2-160k_ade20k-512x512.py │ │ ├── twins_pcpvt-s_fpn_fpnhead_8xb4-80k_ade20k-512x512.py │ │ ├── twins_pcpvt-s_uperhead_8xb4-160k_ade20k-512x512.py │ │ ├── twins_svt-b_fpn_fpnhead_8xb4-80k_ade20k-512x512.py │ │ ├── twins_svt-b_uperhead_8xb2-160k_ade20k-512x512.py │ │ ├── twins_svt-l_fpn_fpnhead_8xb4-80k_ade20k-512x512.py │ │ ├── twins_svt-l_uperhead_8xb2-160k_ade20k-512x512.py │ │ ├── twins_svt-s_fpn_fpnhead_8xb4-80k_ade20k-512x512.py │ │ └── twins_svt-s_uperhead_8xb2-160k_ade20k-512x512.py │ ├── unet │ │ ├── README.md │ │ ├── metafile.yaml │ │ ├── unet-s5-d16_deeplabv3_4xb4-40k_drive-64x64.py │ │ ├── unet-s5-d16_deeplabv3_4xb4-40k_hrf-256x256.py │ │ ├── unet-s5-d16_deeplabv3_4xb4-40k_stare-128x128.py │ │ ├── unet-s5-d16_deeplabv3_4xb4-ce-1.0-dice-3.0-40k_chase-db1-128x128.py │ │ ├── unet-s5-d16_deeplabv3_4xb4-ce-1.0-dice-3.0-40k_drive-64x64.py │ │ ├── unet-s5-d16_deeplabv3_4xb4-ce-1.0-dice-3.0-40k_hrf-256x256.py │ │ ├── unet-s5-d16_deeplabv3_4xb4-ce-1.0-dice-3.0-40k_stare-128x128.py │ │ ├── unet-s5-d16_fcn_4xb4-160k_cityscapes-512x1024.py │ │ ├── unet-s5-d16_fcn_4xb4-40k_chase-db1-128x128.py │ │ ├── unet-s5-d16_fcn_4xb4-40k_drive-64x64.py │ │ ├── unet-s5-d16_fcn_4xb4-40k_hrf-256x256.py │ │ ├── unet-s5-d16_fcn_4xb4-40k_stare-128x128.py │ │ ├── unet-s5-d16_fcn_4xb4-ce-1.0-dice-3.0-40k_chase-db1-128x128.py │ │ ├── unet-s5-d16_fcn_4xb4-ce-1.0-dice-3.0-40k_drive-64x64.py │ │ ├── unet-s5-d16_fcn_4xb4-ce-1.0-dice-3.0-40k_hrf-256x256.py │ │ ├── unet-s5-d16_fcn_4xb4-ce-1.0-dice-3.0-40k_stare-128x128.py │ │ ├── unet-s5-d16_pspnet_4xb4-40k_chase-db1-128x128.py │ │ ├── unet-s5-d16_pspnet_4xb4-40k_drive-64x64.py │ │ ├── unet-s5-d16_pspnet_4xb4-40k_hrf-256x256.py │ │ ├── unet-s5-d16_pspnet_4xb4-40k_stare-128x128.py │ │ ├── unet-s5-d16_pspnet_4xb4-ce-1.0-dice-3.0-40k_chase-db1-128x128.py │ │ ├── unet-s5-d16_pspnet_4xb4-ce-1.0-dice-3.0-40k_drive-64x64.py │ │ ├── unet-s5-d16_pspnet_4xb4-ce-1.0-dice-3.0-40k_hrf-256x256.py │ │ ├── unet-s5-d16_pspnet_4xb4-ce-1.0-dice-3.0-40k_stare-128x128.py │ │ └── unet_s5-d16_deeplabv3_4xb4-40k_chase-db1-128x128.py │ ├── upernet │ │ ├── README.md │ │ ├── metafile.yaml │ │ ├── upernet_r101_4xb2-40k_cityscapes-512x1024.py │ │ ├── upernet_r101_4xb2-40k_cityscapes-769x769.py │ │ ├── upernet_r101_4xb2-80k_cityscapes-512x1024.py │ │ ├── upernet_r101_4xb2-80k_cityscapes-769x769.py │ │ ├── upernet_r101_4xb4-160k_ade20k-512x512.py │ │ ├── upernet_r101_4xb4-20k_voc12aug-512x512.py │ │ ├── upernet_r101_4xb4-40k_voc12aug-512x512.py │ │ ├── upernet_r101_4xb4-80k_ade20k-512x512.py │ │ ├── upernet_r18_4xb2-40k_cityscapes-512x1024.py │ │ ├── upernet_r18_4xb2-80k_cityscapes-512x1024.py │ │ ├── upernet_r18_4xb4-160k_ade20k-512x512.py │ │ ├── upernet_r18_4xb4-20k_voc12aug-512x512.py │ │ ├── upernet_r18_4xb4-40k_voc12aug-512x512.py │ │ ├── upernet_r18_4xb4-80k_ade20k-512x512.py │ │ ├── upernet_r50_4xb2-40k_cityscapes-512x1024.py │ │ ├── upernet_r50_4xb2-40k_cityscapes-769x769.py │ │ ├── upernet_r50_4xb2-80k_cityscapes-512x1024.py │ │ ├── upernet_r50_4xb2-80k_cityscapes-769x769.py │ │ ├── upernet_r50_4xb4-160k_ade20k-512x512.py │ │ ├── upernet_r50_4xb4-20k_voc12aug-512x512.py │ │ ├── upernet_r50_4xb4-40k_voc12aug-512x512.py │ │ └── upernet_r50_4xb4-80k_ade20k-512x512.py │ ├── vit │ │ ├── README.md │ │ ├── metafile.yaml │ │ ├── vit_deit-b16-ln_mln_upernet_8xb2-160k_ade20k-512x512.py │ │ ├── vit_deit-b16_mln_upernet_8xb2-160k_ade20k-512x512.py │ │ ├── vit_deit-b16_upernet_8xb2-160k_ade20k-512x512.py │ │ ├── vit_deit-b16_upernet_8xb2-80k_ade20k-512x512.py │ │ ├── vit_deit-s16-ln_mln_upernet_8xb2-160k_ade20k-512x512.py │ │ ├── vit_deit-s16_mln_upernet_8xb2-160k_ade20k-512x512.py │ │ ├── vit_deit-s16_upernet_8xb2-160k_ade20k-512x512.py │ │ ├── vit_deit-s16_upernet_8xb2-80k_ade20k-512x512.py │ │ ├── vit_vit-b16-ln_mln_upernet_8xb2-160k_ade20k-512x512.py │ │ ├── vit_vit-b16_mln_upernet_8xb2-160k_ade20k-512x512.py │ │ └── vit_vit-b16_mln_upernet_8xb2-80k_ade20k-512x512.py │ └── vpd │ │ ├── README.md │ │ ├── metafile.yaml │ │ ├── vpd_sd_4xb8-25k_nyu-480x480.py │ │ └── vpd_sd_4xb8-25k_nyu-512x512.py ├── dataset-index.yml ├── demo │ ├── classroom__rgb_00283.jpg │ ├── demo.png │ ├── image_demo.py │ ├── image_demo_with_inferencer.py │ ├── rs_image_inference.py │ └── video_demo.py ├── docker │ ├── Dockerfile │ └── serve │ │ ├── Dockerfile │ │ ├── config.properties │ │ └── entrypoint.sh ├── docs │ ├── en │ │ ├── Makefile │ │ ├── _static │ │ │ ├── css │ │ │ │ └── readthedocs.css │ │ │ └── images │ │ │ │ └── mmsegmentation.png │ │ ├── advanced_guides │ │ │ ├── add_datasets.md │ │ │ ├── add_metrics.md │ │ │ ├── add_models.md │ │ │ ├── add_transforms.md │ │ │ ├── customize_runtime.md │ │ │ ├── data_flow.md │ │ │ ├── datasets.md │ │ │ ├── engine.md │ │ │ ├── evaluation.md │ │ │ ├── index.rst │ │ │ ├── models.md │ │ │ ├── structures.md │ │ │ ├── training_tricks.md │ │ │ └── transforms.md │ │ ├── api.rst │ │ ├── conf.py │ │ ├── device │ │ │ └── npu.md │ │ ├── get_started.md │ │ ├── index.rst │ │ ├── make.bat │ │ ├── migration │ │ │ ├── index.rst │ │ │ ├── interface.md │ │ │ └── package.md │ │ ├── model_zoo.md │ │ ├── modelzoo_statistics.md │ │ ├── notes │ │ │ ├── changelog.md │ │ │ ├── changelog_v0.x.md │ │ │ └── faq.md │ │ ├── overview.md │ │ ├── stat.py │ │ ├── switch_language.md │ │ └── user_guides │ │ │ ├── 1_config.md │ │ │ ├── 2_dataset_prepare.md │ │ │ ├── 3_inference.md │ │ │ ├── 4_train_test.md │ │ │ ├── 5_deployment.md │ │ │ ├── index.rst │ │ │ ├── useful_tools.md │ │ │ ├── visualization.md │ │ │ └── visualization_feature_map.md │ └── zh_cn │ │ ├── Makefile │ │ ├── _static │ │ ├── css │ │ │ └── readthedocs.css │ │ └── images │ │ │ └── mmsegmentation.png │ │ ├── advanced_guides │ │ ├── add_datasets.md │ │ ├── add_metrics.md │ │ ├── add_models.md │ │ ├── add_transforms.md │ │ ├── contribute_dataset.md │ │ ├── customize_runtime.md │ │ ├── data_flow.md │ │ ├── datasets.md │ │ ├── engine.md │ │ ├── evaluation.md │ │ ├── index.rst │ │ ├── models.md │ │ ├── structures.md │ │ ├── training_tricks.md │ │ └── transforms.md │ │ ├── api.rst │ │ ├── conf.py │ │ ├── device │ │ └── npu.md │ │ ├── get_started.md │ │ ├── imgs │ │ └── zhihu_qrcode.jpg │ │ ├── index.rst │ │ ├── make.bat │ │ ├── migration │ │ ├── index.rst │ │ ├── interface.md │ │ └── package.md │ │ ├── model_zoo.md │ │ ├── modelzoo_statistics.md │ │ ├── notes │ │ └── faq.md │ │ ├── overview.md │ │ ├── stat.py │ │ ├── switch_language.md │ │ └── user_guides │ │ ├── 1_config.md │ │ ├── 2_dataset_prepare.md │ │ ├── 3_inference.md │ │ ├── 4_train_test.md │ │ ├── 5_deployment.md │ │ ├── index.rst │ │ ├── useful_tools.md │ │ ├── visualization.md │ │ └── visualization_feature_map.md ├── mmseg │ ├── __init__.py │ ├── apis │ │ ├── __init__.py │ │ ├── inference.py │ │ ├── mmseg_inferencer.py │ │ ├── remote_sense_inferencer.py │ │ └── utils.py │ ├── datasets │ │ ├── __init__.py │ │ ├── ade.py │ │ ├── basesegdataset.py │ │ ├── bdd100k.py │ │ ├── chase_db1.py │ │ ├── cityscapes.py │ │ ├── coco_stuff.py │ │ ├── dark_zurich.py │ │ ├── dataset_wrappers.py │ │ ├── decathlon.py │ │ ├── drive.py │ │ ├── dsdl.py │ │ ├── hrf.py │ │ ├── isaid.py │ │ ├── isprs.py │ │ ├── levir.py │ │ ├── lip.py │ │ ├── loveda.py │ │ ├── mapillary.py │ │ ├── night_driving.py │ │ ├── nyu.py │ │ ├── pascal_context.py │ │ ├── potsdam.py │ │ ├── refuge.py │ │ ├── stare.py │ │ ├── synapse.py │ │ ├── transforms │ │ │ ├── __init__.py │ │ │ ├── formatting.py │ │ │ ├── loading.py │ │ │ └── transforms.py │ │ └── voc.py │ ├── engine │ │ ├── __init__.py │ │ ├── hooks │ │ │ ├── __init__.py │ │ │ └── visualization_hook.py │ │ ├── optimizers │ │ │ ├── __init__.py │ │ │ ├── force_default_constructor.py │ │ │ └── layer_decay_optimizer_constructor.py │ │ └── schedulers │ │ │ ├── __init__.py │ │ │ └── poly_ratio_scheduler.py │ ├── evaluation │ │ ├── __init__.py │ │ └── metrics │ │ │ ├── __init__.py │ │ │ ├── citys_metric.py │ │ │ ├── depth_metric.py │ │ │ └── iou_metric.py │ ├── models │ │ ├── __init__.py │ │ ├── backbones │ │ │ ├── __init__.py │ │ │ ├── beit.py │ │ │ ├── bisenetv1.py │ │ │ ├── bisenetv2.py │ │ │ ├── cgnet.py │ │ │ ├── ddrnet.py │ │ │ ├── erfnet.py │ │ │ ├── fast_scnn.py │ │ │ ├── hrnet.py │ │ │ ├── icnet.py │ │ │ ├── mae.py │ │ │ ├── mit.py │ │ │ ├── mobilenet_v2.py │ │ │ ├── mobilenet_v3.py │ │ │ ├── mscan.py │ │ │ ├── pidnet.py │ │ │ ├── resnest.py │ │ │ ├── resnet.py │ │ │ ├── resnext.py │ │ │ ├── stdc.py │ │ │ ├── swin.py │ │ │ ├── timm_backbone.py │ │ │ ├── twins.py │ │ │ ├── unet.py │ │ │ ├── vit.py │ │ │ └── vpd.py │ │ ├── builder.py │ │ ├── data_preprocessor.py │ │ ├── decode_heads │ │ │ ├── __init__.py │ │ │ ├── ann_head.py │ │ │ ├── apc_head.py │ │ │ ├── aspp_head.py │ │ │ ├── cascade_decode_head.py │ │ │ ├── cc_head.py │ │ │ ├── da_head.py │ │ │ ├── ddr_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 │ │ │ ├── ham_head.py │ │ │ ├── isa_head.py │ │ │ ├── knet_head.py │ │ │ ├── lraspp_head.py │ │ │ ├── mask2former_head.py │ │ │ ├── maskformer_head.py │ │ │ ├── nl_head.py │ │ │ ├── ocr_head.py │ │ │ ├── pid_head.py │ │ │ ├── point_head.py │ │ │ ├── psa_head.py │ │ │ ├── psp_head.py │ │ │ ├── segformer_head.py │ │ │ ├── segmenter_mask_head.py │ │ │ ├── sep_aspp_head.py │ │ │ ├── sep_fcn_head.py │ │ │ ├── setr_mla_head.py │ │ │ ├── setr_up_head.py │ │ │ ├── stdc_head.py │ │ │ ├── uper_head.py │ │ │ └── vpd_depth_head.py │ │ ├── losses │ │ │ ├── __init__.py │ │ │ ├── accuracy.py │ │ │ ├── boundary_loss.py │ │ │ ├── cross_entropy_loss.py │ │ │ ├── dice_loss.py │ │ │ ├── focal_loss.py │ │ │ ├── huasdorff_distance_loss.py │ │ │ ├── kldiv_loss.py │ │ │ ├── lovasz_loss.py │ │ │ ├── ohem_cross_entropy_loss.py │ │ │ ├── silog_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 │ │ │ ├── depth_estimator.py │ │ │ ├── encoder_decoder.py │ │ │ └── seg_tta.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── basic_block.py │ │ │ ├── embed.py │ │ │ ├── encoding.py │ │ │ ├── inverted_residual.py │ │ │ ├── make_divisible.py │ │ │ ├── ppm.py │ │ │ ├── res_layer.py │ │ │ ├── se_layer.py │ │ │ ├── self_attention_block.py │ │ │ ├── shape_convert.py │ │ │ ├── up_conv_block.py │ │ │ └── wrappers.py │ ├── registry │ │ ├── __init__.py │ │ └── registry.py │ ├── structures │ │ ├── __init__.py │ │ ├── sampler │ │ │ ├── __init__.py │ │ │ ├── base_pixel_sampler.py │ │ │ ├── builder.py │ │ │ └── ohem_pixel_sampler.py │ │ └── seg_data_sample.py │ ├── utils │ │ ├── __init__.py │ │ ├── class_names.py │ │ ├── collect_env.py │ │ ├── io.py │ │ ├── misc.py │ │ ├── set_env.py │ │ └── typing_utils.py │ ├── version.py │ └── visualization │ │ ├── __init__.py │ │ └── local_visualizer.py ├── model-index.yml ├── projects │ ├── Adabins │ │ ├── README.md │ │ ├── backbones │ │ │ ├── __init__.py │ │ │ └── adabins_backbone.py │ │ ├── configs │ │ │ ├── _base_ │ │ │ │ ├── datasets │ │ │ │ │ └── nyu.py │ │ │ │ ├── default_runtime.py │ │ │ │ └── models │ │ │ │ │ └── Adabins.py │ │ │ └── adabins │ │ │ │ ├── adabins_efficient_b5_4x16_25e_NYU_416x544.py │ │ │ │ └── adabins_efficient_b5_4x16_25e_kitti_352x704.py │ │ └── decode_head │ │ │ ├── __init__.py │ │ │ └── adabins_head.py │ ├── CAT-Seg │ │ ├── README.md │ │ ├── cat_seg │ │ │ ├── __init__.py │ │ │ ├── models │ │ │ │ ├── __init__.py │ │ │ │ ├── cat_aggregator.py │ │ │ │ ├── cat_head.py │ │ │ │ └── clip_ovseg.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── bpe_vocab │ │ │ │ └── bpe_simple_vocab_16e6.txt.gz │ │ │ │ ├── clip_model.py │ │ │ │ ├── clip_templates.py │ │ │ │ ├── clip_wrapper.py │ │ │ │ ├── self_attention_block.py │ │ │ │ └── tokenizer.py │ │ ├── configs │ │ │ ├── _base_ │ │ │ │ ├── datasets │ │ │ │ │ ├── ade20k_384x384.py │ │ │ │ │ ├── coco-stuff164k_384x384.py │ │ │ │ │ └── pascal_context_59_384x384.py │ │ │ │ ├── default_runtime.py │ │ │ │ └── schedules │ │ │ │ │ └── schedule_80k.py │ │ │ └── cat_seg │ │ │ │ ├── catseg_vitb-r101_4xb1-warmcoslr2e-4-adamw-80k_ade20k-384x384.py │ │ │ │ ├── catseg_vitb-r101_4xb1-warmcoslr2e-4-adamw-80k_pascal-context-59-384x384.py │ │ │ │ ├── catseg_vitb-r101_4xb2-warmcoslr2e-4-adamw-80k_coco-stuff164k-384x384.py │ │ │ │ ├── catseg_vitg-swin-b_4xb1-warmcoslr2e-4_adamw-80k_coco-stuff164k_384x384.py │ │ │ │ ├── catseg_vith-swin-b_4xb1-warmcoslr2e-4_adamw-80k_coco-stuff164k_384x384.py │ │ │ │ └── catseg_vitl-swin-b_4xb1-warmcoslr2e-4_adamw-80k_coco-stuff164k_384x384.py │ │ └── utils │ │ │ └── __init__.py │ ├── README.md │ ├── XDecoder │ │ └── README.md │ ├── bdd100k_dataset │ │ ├── README.md │ │ ├── configs │ │ │ ├── _base_ │ │ │ │ └── datasets │ │ │ │ │ └── bdd100k.py │ │ │ └── pspnet_r50-d8_4xb2-80k_bdd100k-512x1024.py │ │ ├── docs │ │ │ ├── en │ │ │ │ └── user_guides │ │ │ │ │ └── 2_dataset_prepare.md │ │ │ └── zh_cn │ │ │ │ └── user_guides │ │ │ │ └── 2_dataset_prepare.md │ │ └── mmseg │ │ │ └── datasets │ │ │ └── bdd100k.py │ ├── example_project │ │ ├── README.md │ │ ├── configs │ │ │ └── fcn_dummy-r50-d8_4xb2-40k_cityscapes-512x1024.py │ │ └── dummy │ │ │ ├── __init__.py │ │ │ └── dummy_resnet.py │ ├── faq.md │ ├── gid_dataset │ │ ├── configs │ │ │ ├── _base_ │ │ │ │ └── datasets │ │ │ │ │ └── gid.py │ │ │ └── deeplabv3plus_r101-d8_4xb2-240k_gid-256x256.py │ │ ├── mmseg │ │ │ └── datasets │ │ │ │ └── gid.py │ │ ├── tools │ │ │ └── dataset_converters │ │ │ │ ├── gid.py │ │ │ │ └── gid_select15imgFromAll.py │ │ └── user_guides │ │ │ └── 2_dataset_prepare.md │ ├── hssn │ │ ├── README.md │ │ ├── configs │ │ │ ├── _base_ │ │ │ │ ├── datasets │ │ │ │ │ └── cityscapes.py │ │ │ │ ├── default_runtime.py │ │ │ │ ├── models │ │ │ │ │ └── deeplabv3plus_r50-d8_vd_contrast.py │ │ │ │ └── schedules │ │ │ │ │ └── schedule_80k.py │ │ │ └── hssn │ │ │ │ └── hieraseg_deeplabv3plus_r101-d8_4xb2-80l_cityscapes-512x1024.py │ │ ├── decode_head │ │ │ ├── __init__.py │ │ │ └── sep_aspp_contrast_head.py │ │ └── losses │ │ │ ├── __init__.py │ │ │ ├── hiera_triplet_loss_cityscape.py │ │ │ └── tree_triplet_loss.py │ ├── isnet │ │ ├── README.md │ │ ├── configs │ │ │ └── isnet_r50-d8_8xb2-160k_cityscapes-512x1024.py │ │ └── decode_heads │ │ │ ├── __init__.py │ │ │ └── isnet_head.py │ ├── mapillary_dataset │ │ ├── README.md │ │ ├── configs │ │ │ ├── _base_ │ │ │ │ └── datasets │ │ │ │ │ ├── mapillary_v1.py │ │ │ │ │ ├── mapillary_v1_65.py │ │ │ │ │ └── mapillary_v2.py │ │ │ ├── deeplabv3plus_r101-d8_4xb2-240k_mapillay_v1-512x1024.py │ │ │ ├── deeplabv3plus_r101-d8_4xb2-240k_mapillay_v2-512x1024.py │ │ │ ├── pspnet_r101-d8_4xb2-240k_mapillay_v1-512x1024.py │ │ │ └── pspnet_r101-d8_4xb2-240k_mapillay_v2-512x1024.py │ │ ├── docs │ │ │ └── en │ │ │ │ └── user_guides │ │ │ │ └── 2_dataset_prepare.md │ │ └── mmseg │ │ │ └── datasets │ │ │ └── mapillary.py │ ├── medical │ │ └── 2d_image │ │ │ ├── ct │ │ │ └── cranium │ │ │ │ ├── README.md │ │ │ │ ├── configs │ │ │ │ ├── cranium_512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet-{use-sigmoid}_1xb16-0.01-20k_cranium-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_cranium-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_cranium-512x512.py │ │ │ │ └── fcn-unet-s5-d16_unet_1xb16-0.01-20k_cranium-512x512.py │ │ │ │ ├── datasets │ │ │ │ └── cranium_dataset.py │ │ │ │ └── tools │ │ │ │ └── prepare_dataset.py │ │ │ ├── dermoscopy │ │ │ ├── isic2016_task1 │ │ │ │ ├── README.md │ │ │ │ ├── configs │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_isic2016-task1-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_isic2016-task1-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.01-20k_isic2016-task1-512x512.py │ │ │ │ │ └── isic2016-task1_512x512.py │ │ │ │ ├── datasets │ │ │ │ │ └── isic2016-task1_dataset.py │ │ │ │ └── tools │ │ │ │ │ └── prepare_dataset.py │ │ │ └── isic2017_task1 │ │ │ │ ├── README.md │ │ │ │ ├── configs │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_isic2017-task1-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_isic2017-task1-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.01-20k_isic2017-task1-512x512.py │ │ │ │ └── isic2017-task1_512x512.py │ │ │ │ ├── datasets │ │ │ │ └── isic2017-task1_dataset.py │ │ │ │ └── tools │ │ │ │ └── prepare_dataset.py │ │ │ ├── endoscopy │ │ │ ├── kvasir_seg │ │ │ │ ├── README.md │ │ │ │ ├── configs │ │ │ │ │ ├── fcn-unet-s5-d16_unet-{use-sigmoid}_1xb16-0.01-20k_kvasir-seg-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_kvasir-seg-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_kvasir-seg-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.01-20k_kvasir-seg-512x512.py │ │ │ │ │ └── kvasir-seg_512x512.py │ │ │ │ ├── datasets │ │ │ │ │ └── kvasir-seg_dataset.py │ │ │ │ └── tools │ │ │ │ │ └── prepare_dataset.py │ │ │ └── kvasir_seg_aliyun │ │ │ │ ├── README.md │ │ │ │ ├── configs │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_kvasir-seg-aliyun-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_kvasir-seg-aliyun-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.01-20k_kvasir-seg-aliyun-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.01lr-sigmoid-20k_kvasir-seg-aliyun-512x512.py │ │ │ │ └── kvasir-seg-aliyun_512x512.py │ │ │ │ ├── datasets │ │ │ │ └── kvasir-seg-aliyun_dataset.py │ │ │ │ └── tools │ │ │ │ └── prepare_dataset.py │ │ │ ├── fluorescein_angriogram │ │ │ └── vampire │ │ │ │ ├── README.md │ │ │ │ ├── configs │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_vampire-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_vampire-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.01-20k_vampire-512x512.py │ │ │ │ └── vampire_512x512.py │ │ │ │ ├── datasets │ │ │ │ ├── __init__.py │ │ │ │ └── vampire_dataset.py │ │ │ │ └── tools │ │ │ │ └── prepare_dataset.py │ │ │ ├── fundus_photography │ │ │ ├── dr_hagis │ │ │ │ ├── README.md │ │ │ │ ├── configs │ │ │ │ │ ├── dr-hagis_512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_dr-hagis-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_dr-hagis-512x512.py │ │ │ │ │ └── fcn-unet-s5-d16_unet_1xb16-0.01-20k_dr-hagis-512x512.py │ │ │ │ ├── datasets │ │ │ │ │ └── dr-hagis_dataset.py │ │ │ │ └── tools │ │ │ │ │ └── prepare_dataset.py │ │ │ ├── gamma3 │ │ │ │ ├── README.md │ │ │ │ ├── configs │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_gamma3-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_gamma3-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.01-20k_gamma3-512x512.py │ │ │ │ │ └── gamma3_512x512.py │ │ │ │ ├── datasets │ │ │ │ │ └── gamma3_dataset.py │ │ │ │ └── tools │ │ │ │ │ └── prepare_dataset.py │ │ │ ├── orvs │ │ │ │ ├── README.md │ │ │ │ ├── configs │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_orvs-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_orvs-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.01-20k_orvs-512x512.py │ │ │ │ │ └── orvs_512x512.py │ │ │ │ ├── datasets │ │ │ │ │ └── orvs_dataset.py │ │ │ │ └── tools │ │ │ │ │ └── prepare_dataset.py │ │ │ └── rite │ │ │ │ ├── README.md │ │ │ │ ├── configs │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_rite-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_rite-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.01-20k_rite-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.01lr-sigmoid-20k_rite-512x512.py │ │ │ │ └── rite_512x512.py │ │ │ │ ├── datasets │ │ │ │ └── rite_dataset.py │ │ │ │ └── tools │ │ │ │ └── prepare_dataset.py │ │ │ ├── histopathology │ │ │ ├── breastCancerCellSegmentation │ │ │ │ ├── README.md │ │ │ │ ├── configs │ │ │ │ │ ├── breastCancerCellSegmentation_512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_breastCancerCellSegmentation-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_breastCancerCellSegmentation-512x512.py │ │ │ │ │ └── fcn-unet-s5-d16_unet_1xb16-0.01-20k_breastCancerCellSegmentation-512x512.py │ │ │ │ ├── datasets │ │ │ │ │ └── breastCancerCellSegmentation_dataset.py │ │ │ │ └── tools │ │ │ │ │ └── prepare_dataset.py │ │ │ ├── breast_cancer_cell_seg │ │ │ │ ├── README.md │ │ │ │ ├── configs │ │ │ │ │ ├── breast-cancer-cell-seg_512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_breast-cancer-cell-seg-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_breast-cancer-cell-seg-512x512.py │ │ │ │ │ └── fcn-unet-s5-d16_unet_1xb16-0.01-20k_breast-cancer-cell-seg-512x512.py │ │ │ │ ├── datasets │ │ │ │ │ └── breast-cancer-cell-seg_dataset.py │ │ │ │ └── tools │ │ │ │ │ └── prepare_dataset.py │ │ │ ├── conic2022_seg │ │ │ │ ├── README.md │ │ │ │ ├── configs │ │ │ │ │ ├── conic2022-seg_512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_conic2022-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_conic2022-512x512.py │ │ │ │ │ └── fcn-unet-s5-d16_unet_1xb16-0.01-20k_conic2022-512x512.py │ │ │ │ ├── conic2022_seg_dataset.png │ │ │ │ ├── datasets │ │ │ │ │ └── conic2022-seg_dataset.py │ │ │ │ └── tools │ │ │ │ │ └── prepare_dataset.py │ │ │ ├── consep │ │ │ │ ├── README.md │ │ │ │ ├── configs │ │ │ │ │ ├── consep_512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_consep-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_consep-512x512.py │ │ │ │ │ └── fcn-unet-s5-d16_unet_1xb16-0.01-20k_consep-512x512.py │ │ │ │ ├── datasets │ │ │ │ │ └── consep_dataset.py │ │ │ │ └── tools │ │ │ │ │ └── prepare_dataset.py │ │ │ ├── fusc2021 │ │ │ │ ├── README.md │ │ │ │ ├── configs │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_fusc2021-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_fusc2021-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.01-20k_fusc2021-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.01lr-sigmoid-20k_fusc2021-512x512.py │ │ │ │ │ └── fusc2021_512x512.py │ │ │ │ ├── datasets │ │ │ │ │ └── fusc2021_dataset.py │ │ │ │ └── tools │ │ │ │ │ └── prepare_dataset.py │ │ │ ├── pannuke │ │ │ │ ├── README.md │ │ │ │ ├── configs │ │ │ │ │ ├── fcn-unet-s5-d16_unet-{use-sigmoid}_1xb16-0.01-20k_bactteria-detection-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_pannuke-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_pannuke-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.01-20k_pannuke-512x512.py │ │ │ │ │ └── pannuke_512x512.py │ │ │ │ ├── datasets │ │ │ │ │ └── pannuke_dataset.py │ │ │ │ └── tools │ │ │ │ │ └── prepare_dataset.py │ │ │ └── pcam │ │ │ │ ├── README.md │ │ │ │ ├── configs │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_pcam-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_pcam-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.01-20k_pcam-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.01lr-sigmoid-20k_pcam-512x512.py │ │ │ │ └── pcam_512x512.py │ │ │ │ ├── datasets │ │ │ │ └── pcam_dataset.py │ │ │ │ └── tools │ │ │ │ └── prepare_dataset.py │ │ │ ├── infrared_reflectance_imaging │ │ │ └── ravir │ │ │ │ ├── README.md │ │ │ │ ├── configs │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_ravir-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_ravir-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.01-20k_ravir-512x512.py │ │ │ │ └── ravir_512x512.py │ │ │ │ ├── datasets │ │ │ │ ├── __init__.py │ │ │ │ └── ravir_dataset.py │ │ │ │ └── tools │ │ │ │ └── prepare_dataset.py │ │ │ ├── microscopy_images │ │ │ ├── 2pm_vessel │ │ │ │ ├── README.md │ │ │ │ ├── configs │ │ │ │ │ ├── 2pm-vessel_512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_2pm-vessel-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_2pm-vessel-512x512.py │ │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.01-20k_2pm-vessel-512x512.py │ │ │ │ │ └── fcn-unet-s5-d16_unet_1xb16-0.01lr-sigmoid-20k_bactteria-detection-512x512.py │ │ │ │ ├── datasets │ │ │ │ │ └── 2pm-vessel_dataset.py │ │ │ │ └── tools │ │ │ │ │ └── prepare_dataset.py │ │ │ └── bactteria_detection │ │ │ │ ├── README.md │ │ │ │ ├── configs │ │ │ │ ├── bactteria-detection_512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_bactteria-detection-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_bactteria-detection-512x512.py │ │ │ │ └── fcn-unet-s5-d16_unet_1xb16-0.01-20k_bactteria-detection-512x512.py │ │ │ │ ├── datasets │ │ │ │ └── bactteria-detection_dataset.py │ │ │ │ └── tools │ │ │ │ └── prepare_dataset.py │ │ │ ├── tools │ │ │ └── split_seg_dataset.py │ │ │ └── x_ray │ │ │ ├── chest_image_pneum │ │ │ ├── README.md │ │ │ ├── configs │ │ │ │ ├── chest-image-pneum_512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_chest-image-pneum-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_chest-image-pneum-512x512.py │ │ │ │ └── fcn-unet-s5-d16_unet_1xb16-0.01-20k_chest-image-pneum-512x512.py │ │ │ ├── datasets │ │ │ │ └── chest-image-pneum_dataset.py │ │ │ └── tools │ │ │ │ └── prepare_dataset.py │ │ │ ├── chest_x_ray_images_with_pneumothorax_masks │ │ │ ├── README.md │ │ │ ├── configs │ │ │ │ ├── chest-x-ray-images-with-pneumothorax-masks_512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet-{use-sigmoid}_1xb16-0.01-20k_chest-x-ray-images-with-pneumothorax-masks-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_chest-x-ray-images-with-pneumothorax-masks-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_chest-x-ray-images-with-pneumothorax-masks-512x512.py │ │ │ │ └── fcn-unet-s5-d16_unet_1xb16-0.01-20k_chest-x-ray-images-with-pneumothorax-masks-512x512.py │ │ │ ├── datasets │ │ │ │ └── chest-x-ray-images-with-pneumothorax-masks_dataset.py │ │ │ └── tools │ │ │ │ └── prepare_dataset.py │ │ │ ├── covid_19_ct_cxr │ │ │ ├── README.md │ │ │ ├── configs │ │ │ │ ├── covid-19-ct-cxr_512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet-{use-sigmoid}_1xb16-0.01-20k_covid-19-ct-cxr-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_covid-19-ct-cxr-512x512.py │ │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_covid-19-ct-cxr-512x512.py │ │ │ │ └── fcn-unet-s5-d16_unet_1xb16-0.01-20k_covid-19-ct-cxr-512x512.py │ │ │ ├── datasets │ │ │ │ └── covid-19-ct-cxr_dataset.py │ │ │ └── tools │ │ │ │ └── prepare_dataset.py │ │ │ └── crass │ │ │ ├── README.md │ │ │ ├── configs │ │ │ ├── crass_512x512.py │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.0001-20k_crass-512x512.py │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.001-20k_crass-512x512.py │ │ │ ├── fcn-unet-s5-d16_unet_1xb16-0.01-20k_crass-512x512.py │ │ │ └── fcn-unet-s5-d16_unet_1xb16-lr0.01-sigmoid-20k_crass-512x512.py │ │ │ ├── datasets │ │ │ └── crass_dataset.py │ │ │ └── tools │ │ │ └── prepare_dataset.py │ ├── pp_mobileseg │ │ ├── README.md │ │ ├── backbones │ │ │ ├── __init__.py │ │ │ └── strideformer.py │ │ ├── configs │ │ │ ├── _base_ │ │ │ │ ├── datasets │ │ │ │ │ └── ade20k.py │ │ │ │ ├── default_runtime.py │ │ │ │ ├── models │ │ │ │ │ └── pp_mobile.py │ │ │ │ └── schedules │ │ │ │ │ └── schedule_80k.py │ │ │ └── pp_mobileseg │ │ │ │ ├── pp_mobileseg_mobilenetv3_2x16_80k_ade20k_512x512_base.py │ │ │ │ └── pp_mobileseg_mobilenetv3_2x16_80k_ade20k_512x512_tiny.py │ │ ├── decode_head │ │ │ ├── __init__.py │ │ │ └── pp_mobileseg_head.py │ │ └── inference_onnx.py │ ├── sam_inference_demo │ │ ├── README.md │ │ └── sam │ │ │ ├── __init__.py │ │ │ ├── modeling │ │ │ ├── __init__.py │ │ │ ├── common.py │ │ │ ├── mask_decoder.py │ │ │ ├── prompt_encoder.py │ │ │ ├── sam.py │ │ │ └── transformer.py │ │ │ ├── sam_inferencer.py │ │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── amg.py │ │ │ └── transforms.py │ └── van │ │ ├── README.md │ │ ├── backbones │ │ ├── __init__.py │ │ └── van.py │ │ └── configs │ │ ├── _base_ │ │ ├── datasets │ │ │ └── ade20k.py │ │ └── models │ │ │ ├── van_fpn.py │ │ │ └── van_upernet.py │ │ └── van │ │ ├── van-b0_fpn_8xb4-40k_ade20k-512x512.py │ │ ├── van-b1_fpn_8xb4-40k_ade20k-512x512.py │ │ ├── van-b2_fpn_8xb4-40k_ade20k-512x512.py │ │ ├── van-b2_upernet_4xb2-160k_ade20k-512x512.py │ │ ├── van-b3_fpn_8xb4-40k_ade20k-512x512.py │ │ ├── van-b3_upernet_4xb2-160k_ade20k-512x512.py │ │ ├── van-b4-in22kpre_upernet_4xb4-160k_ade20k-512x512.py │ │ ├── van-b4_upernet_4xb4-160k_ade20k-512x512.py │ │ ├── van-b5-in22kpre_upernet_4xb2-160k_ade20k-512x512.py │ │ └── van-b6-in22kpre_upernet_4xb2-160k_ade20k-512x512.py ├── pspnet_r50-d8_4xb2-40k_cityscapes-512x1024.py ├── requirements.txt ├── requirements │ ├── albu.txt │ ├── docs.txt │ ├── mminstall.txt │ ├── optional.txt │ ├── readthedocs.txt │ ├── runtime.txt │ └── tests.txt ├── resources │ ├── 3dogs.jpg │ ├── 3dogs_mask.png │ ├── cascade_encoder_decoder_dataflow.png │ ├── encoder_decoder_dataflow.png │ ├── miaomiao_qrcode.jpg │ ├── mmseg-logo.png │ ├── seg_demo.gif │ ├── test_step.png │ └── train_step.png ├── setup.cfg ├── setup.py ├── tests │ ├── __init__.py │ ├── test_apis │ │ ├── test_inferencer.py │ │ ├── test_rs_inferencer.py │ │ └── utils.py │ ├── test_config.py │ ├── test_datasets │ │ ├── test_dataset.py │ │ ├── test_dataset_builder.py │ │ ├── test_formatting.py │ │ ├── test_loading.py │ │ ├── test_transform.py │ │ └── test_tta.py │ ├── test_digit_version.py │ ├── test_engine │ │ ├── test_layer_decay_optimizer_constructor.py │ │ ├── test_optimizer.py │ │ └── test_visualization_hook.py │ ├── test_evaluation │ │ └── test_metrics │ │ │ ├── test_citys_metric.py │ │ │ ├── test_depth_metric.py │ │ │ └── test_iou_metric.py │ ├── test_models │ │ ├── __init__.py │ │ ├── test_backbones │ │ │ ├── __init__.py │ │ │ ├── test_beit.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_mae.py │ │ │ ├── test_mit.py │ │ │ ├── test_mobilenet_v3.py │ │ │ ├── test_mscan.py │ │ │ ├── test_pidnet.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 │ │ │ ├── test_vpd.py │ │ │ └── utils.py │ │ ├── test_data_preprocessor.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_decode_head.py │ │ │ ├── test_dm_head.py │ │ │ ├── test_dnl_head.py │ │ │ ├── test_dpt_head.py │ │ │ ├── test_ema_head.py │ │ │ ├── test_fcn_head.py │ │ │ ├── test_gc_head.py │ │ │ ├── test_ham_head.py │ │ │ ├── test_isa_head.py │ │ │ ├── test_lraspp_head.py │ │ │ ├── test_mask2former_head.py │ │ │ ├── test_maskformer_head.py │ │ │ ├── test_nl_head.py │ │ │ ├── test_ocr_head.py │ │ │ ├── test_pidnet_head.py │ │ │ ├── test_psa_head.py │ │ │ ├── test_psp_head.py │ │ │ ├── test_segformer_head.py │ │ │ ├── test_segmenter_mask_head.py │ │ │ ├── test_setr_mla_head.py │ │ │ ├── test_setr_up_head.py │ │ │ ├── test_uper_head.py │ │ │ ├── test_vpd_depth_head.py │ │ │ └── utils.py │ │ ├── test_losses │ │ │ ├── test_dice_loss.py │ │ │ ├── test_huasdorff_distance_loss.py │ │ │ ├── test_kldiv_loss.py │ │ │ ├── test_silog_loss.py │ │ │ └── test_tversky_loss.py │ │ ├── test_necks │ │ │ ├── __init__.py │ │ │ ├── test_feature2pyramid.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_depth_estimator.py │ │ │ ├── test_encoder_decoder.py │ │ │ ├── test_seg_tta_model.py │ │ │ └── utils.py │ │ └── test_utils │ │ │ ├── __init__.py │ │ │ ├── test_embed.py │ │ │ └── test_shape_convert.py │ ├── test_sampler.py │ ├── test_structures │ │ └── test_seg_data_sample.py │ ├── test_utils │ │ ├── test_io.py │ │ └── test_set_env.py │ └── test_visualization │ │ └── test_local_visualizer.py └── tools │ ├── analysis_tools │ ├── analyze_logs.py │ ├── benchmark.py │ ├── browse_dataset.py │ ├── confusion_matrix.py │ ├── get_flops.py │ └── visualization_cam.py │ ├── dataset_converters │ ├── chase_db1.py │ ├── cityscapes.py │ ├── coco_stuff10k.py │ ├── coco_stuff164k.py │ ├── drive.py │ ├── hrf.py │ ├── isaid.py │ ├── levircd.py │ ├── loveda.py │ ├── nyu.py │ ├── pascal_context.py │ ├── potsdam.py │ ├── refuge.py │ ├── stare.py │ ├── synapse.py │ ├── vaihingen.py │ └── voc_aug.py │ ├── deployment │ └── pytorch2torchscript.py │ ├── dist_test.sh │ ├── dist_train.sh │ ├── misc │ ├── browse_dataset.py │ ├── print_config.py │ └── publish_model.py │ ├── model_converters │ ├── beit2mmseg.py │ ├── mit2mmseg.py │ ├── stdc2mmseg.py │ ├── swin2mmseg.py │ ├── twins2mmseg.py │ ├── vit2mmseg.py │ └── vitjax2mmseg.py │ ├── slurm_test.sh │ ├── slurm_train.sh │ ├── test.py │ ├── torchserve │ ├── mmseg2torchserve.py │ ├── mmseg_handler.py │ └── test_torchserve.py │ └── train.py ├── models ├── __init__.py ├── backbones │ ├── __init__.py │ ├── hrsam.py │ └── hrsam_plusplus.py ├── decode_heads │ ├── __init__.py │ └── sam_decoder.py ├── embed_loaders │ ├── __init__.py │ ├── base.py │ └── utils.py ├── necks │ ├── __init__.py │ └── sam_prompt.py ├── runners │ ├── __init__.py │ └── click_test_loops.py └── segmentors │ ├── __init__.py │ ├── base.py │ ├── simdist.py │ └── simseg.py ├── scripts └── install.sh ├── selective_scan ├── csrc │ └── selective_scan │ │ ├── cus │ │ ├── selective_scan_core_bwd.cu │ │ └── selective_scan_core_fwd.cu │ │ ├── cusndstate │ │ ├── selective_scan_core_bwd.cu │ │ └── selective_scan_core_fwd.cu │ │ ├── cusnrow │ │ ├── selective_scan_core_bwd.cu │ │ ├── selective_scan_core_bwd2.cu │ │ ├── selective_scan_core_bwd3.cu │ │ ├── selective_scan_core_bwd4.cu │ │ ├── selective_scan_core_fwd.cu │ │ ├── selective_scan_core_fwd2.cu │ │ ├── selective_scan_core_fwd3.cu │ │ └── selective_scan_core_fwd4.cu │ │ ├── reverse_scan.cuh │ │ ├── selective_scan.cpp │ │ ├── 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