├── .gitignore ├── .isort.cfg ├── .pre-commit-config.yaml ├── LICENSE ├── README.md ├── configs ├── ACFormer_CoNSeP.py ├── ACFormer_CoNSeP_40x.py ├── ACFormer_Lizard.py └── ACFormer_RC.py ├── requirements.txt ├── resources └── framework.jpg ├── setup.py ├── ssod ├── __init__.py ├── apis │ ├── __init__.py │ ├── inference.py │ ├── train.py │ └── utils.py ├── core │ ├── __init__.py │ └── masks │ │ ├── __init__.py │ │ └── structures.py ├── datasets │ ├── CellDataset_BRCA.py │ ├── CellDetDataset_CoNSeP_SAHI.py │ ├── CellDetDataset_Lizard_6Class.py │ ├── __init__.py │ ├── builder.py │ ├── dataset_wrappers.py │ ├── pipelines │ │ ├── __init__.py │ │ ├── formatting.py │ │ ├── geo_utils.py │ │ └── rand_aug.py │ ├── pseudo_coco.py │ └── samplers │ │ ├── __init__.py │ │ └── semi_sampler.py ├── models │ ├── __init__.py │ ├── deformable_detr_head_cellseg.py │ ├── detr_head_cellseg.py │ ├── global_local.py │ ├── global_local_stn_sequence.py │ ├── global_local_stn_sequence_plus.py │ ├── multi_stream_detector.py │ └── utils │ │ ├── __init__.py │ │ ├── bbox_utils.py │ │ └── transformer_utils.py ├── utils │ ├── __init__.py │ ├── exts │ │ ├── __init__.py │ │ └── optimizer_constructor.py │ ├── hooks │ │ ├── __init__.py │ │ ├── evaluation.py │ │ ├── globalweight.py │ │ ├── mean_teacher.py │ │ ├── submodules_evaluation.py │ │ ├── weight_adjust.py │ │ └── weights_summary.py │ ├── logger.py │ ├── patch.py │ ├── signature.py │ ├── structure_utils.py │ ├── transformer_seg.py │ └── vars.py └── version.py ├── thirdparty └── mmdetection │ ├── .circleci │ └── config.yml │ ├── .dev_scripts │ ├── batch_test_list.py │ ├── batch_train_list.txt │ ├── benchmark_filter.py │ ├── benchmark_inference_fps.py │ ├── benchmark_test_image.py │ ├── check_links.py │ ├── convert_test_benchmark_script.py │ ├── convert_train_benchmark_script.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 │ │ ├── build.yml │ │ ├── build_pat.yml │ │ ├── deploy.yml │ │ ├── lint.yml │ │ └── test_mim.yml │ ├── .gitignore │ ├── .owners.yml │ ├── .pre-commit-config.yaml │ ├── .readthedocs.yml │ ├── CITATION.cff │ ├── LICENSE │ ├── MANIFEST.in │ ├── README.md │ ├── README_zh-CN.md │ ├── configs │ ├── _base_ │ │ ├── datasets │ │ │ ├── cell_detection.py │ │ │ ├── cell_instance.py │ │ │ ├── cityscapes_detection.py │ │ │ ├── cityscapes_instance.py │ │ │ ├── coco_detection.py │ │ │ ├── coco_instance.py │ │ │ ├── coco_instance_semantic.py │ │ │ ├── coco_panoptic.py │ │ │ ├── deepfashion.py │ │ │ ├── lvis_v0.5_instance.py │ │ │ ├── lvis_v1_instance.py │ │ │ ├── openimages_detection.py │ │ │ ├── voc0712.py │ │ │ └── wider_face.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_160k.py │ │ │ ├── schedule_1x.py │ │ │ ├── schedule_20e.py │ │ │ └── schedule_2x.py │ ├── albu_example │ │ ├── README.md │ │ └── mask_rcnn_r50_fpn_albu_1x_coco.py │ ├── atss │ │ ├── README.md │ │ ├── atss_r101_fpn_1x_coco.py │ │ ├── atss_r50_fpn_1x_coco.py │ │ └── metafile.yml │ ├── autoassign │ │ ├── README.md │ │ ├── autoassign_r50_fpn_8x2_1x_coco.py │ │ └── metafile.yml │ ├── 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_mstrain_3x_coco.py │ │ ├── cascade_mask_rcnn_r101_fpn_1x_coco.py │ │ ├── cascade_mask_rcnn_r101_fpn_20e_coco.py │ │ ├── cascade_mask_rcnn_r101_fpn_mstrain_3x_coco.py │ │ ├── cascade_mask_rcnn_r50_caffe_fpn_1x_coco.py │ │ ├── cascade_mask_rcnn_r50_caffe_fpn_mstrain_3x_coco.py │ │ ├── cascade_mask_rcnn_r50_fpn_1x_coco.py │ │ ├── cascade_mask_rcnn_r50_fpn_20e_coco.py │ │ ├── cascade_mask_rcnn_r50_fpn_mstrain_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_mstrain_3x_coco.py │ │ ├── cascade_mask_rcnn_x101_32x8d_fpn_mstrain_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_mstrain_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_r50_caffe_fpn_1x_coco.py │ │ ├── cascade_rcnn_r50_fpn_1x_coco.py │ │ ├── cascade_rcnn_r50_fpn_20e_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 │ │ ├── crpn_fast_rcnn_r50_caffe_fpn_1x_coco.py │ │ ├── crpn_faster_rcnn_r50_caffe_fpn_1x_coco.py │ │ ├── crpn_r50_caffe_fpn_1x_coco.py │ │ └── metafile.yml │ ├── cell_det │ │ ├── deformable_detr_rf_ts_Convnext_125x125.py │ │ ├── deformable_detr_rf_ts_Convnext_256x256.py │ │ └── instance_seg.py │ ├── centernet │ │ ├── README.md │ │ ├── centernet_resnet18_140e_coco.py │ │ ├── centernet_resnet18_dcnv2_140e_coco.py │ │ └── metafile.yml │ ├── centripetalnet │ │ ├── README.md │ │ ├── centripetalnet_hourglass104_mstest_16x6_210e_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_instance.py │ │ ├── mstrain-poly_3x_coco_instance.py │ │ ├── mstrain_3x_coco.py │ │ ├── mstrain_3x_coco_instance.py │ │ ├── ssj_270k_coco_instance.py │ │ └── ssj_scp_270k_coco_instance.py │ ├── convnext │ │ ├── README.md │ │ ├── cascade_mask_rcnn_convnext-s_p4_w7_fpn_giou_4conv1f_fp16_ms-crop_3x_coco.py │ │ ├── cascade_mask_rcnn_convnext-t_p4_w7_fpn_giou_4conv1f_fp16_ms-crop_3x_coco.py │ │ ├── mask_rcnn_convnext-t_p4_w7_fpn_fp16_ms-crop_3x_coco.py │ │ └── metafile.yml │ ├── cornernet │ │ ├── README.md │ │ ├── cornernet_hourglass104_mstest_10x5_210e_coco.py │ │ ├── cornernet_hourglass104_mstest_32x3_210e_coco.py │ │ ├── cornernet_hourglass104_mstest_8x6_210e_coco.py │ │ └── metafile.yml │ ├── dcn │ │ ├── README.md │ │ ├── cascade_mask_rcnn_r101_fpn_dconv_c3-c5_1x_coco.py │ │ ├── cascade_mask_rcnn_r50_fpn_dconv_c3-c5_1x_coco.py │ │ ├── cascade_mask_rcnn_x101_32x4d_fpn_dconv_c3-c5_1x_coco.py │ │ ├── cascade_rcnn_r101_fpn_dconv_c3-c5_1x_coco.py │ │ ├── cascade_rcnn_r50_fpn_dconv_c3-c5_1x_coco.py │ │ ├── faster_rcnn_r101_fpn_dconv_c3-c5_1x_coco.py │ │ ├── faster_rcnn_r50_fpn_dconv_c3-c5_1x_coco.py │ │ ├── faster_rcnn_r50_fpn_dpool_1x_coco.py │ │ ├── faster_rcnn_x101_32x4d_fpn_dconv_c3-c5_1x_coco.py │ │ ├── mask_rcnn_r101_fpn_dconv_c3-c5_1x_coco.py │ │ ├── mask_rcnn_r50_fpn_dconv_c3-c5_1x_coco.py │ │ ├── mask_rcnn_r50_fpn_fp16_dconv_c3-c5_1x_coco.py │ │ └── metafile.yml │ ├── dcnv2 │ │ ├── README.md │ │ ├── faster_rcnn_r50_fpn_mdconv_c3-c5_1x_coco.py │ │ ├── faster_rcnn_r50_fpn_mdconv_c3-c5_group4_1x_coco.py │ │ ├── faster_rcnn_r50_fpn_mdpool_1x_coco.py │ │ ├── mask_rcnn_r50_fpn_fp16_mdconv_c3-c5_1x_coco.py │ │ ├── mask_rcnn_r50_fpn_mdconv_c3-c5_1x_coco.py │ │ └── metafile.yml │ ├── ddod │ │ ├── README.md │ │ ├── ddod_r50_fpn_1x_coco.py │ │ └── metafile.yml │ ├── deepfashion │ │ ├── README.md │ │ └── mask_rcnn_r50_fpn_15e_deepfashion.py │ ├── deformable_detr │ │ ├── README.md │ │ ├── deformable_detr_r50_16x2_50e_coco.py │ │ ├── deformable_detr_refine_r50_16x2_50e_coco.py │ │ ├── deformable_detr_twostage_refine_r50_16x2_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_r50_8x2_150e_coco.py │ │ └── metafile.yml │ ├── double_heads │ │ ├── README.md │ │ ├── dh_faster_rcnn_r50_fpn_1x_coco.py │ │ └── metafile.yml │ ├── 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_mstrain_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_crop896_8x4_1x_coco.py │ ├── empirical_attention │ │ ├── README.md │ │ ├── faster_rcnn_r50_fpn_attention_0010_1x_coco.py │ │ ├── faster_rcnn_r50_fpn_attention_0010_dcn_1x_coco.py │ │ ├── faster_rcnn_r50_fpn_attention_1111_1x_coco.py │ │ ├── faster_rcnn_r50_fpn_attention_1111_dcn_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_mstrain_3x_coco.py │ │ ├── faster_rcnn_r101_fpn_1x_coco.py │ │ ├── faster_rcnn_r101_fpn_2x_coco.py │ │ ├── faster_rcnn_r101_fpn_mstrain_3x_coco.py │ │ ├── faster_rcnn_r50_caffe_c4_1x_coco.py │ │ ├── faster_rcnn_r50_caffe_c4_mstrain_1x_coco.py │ │ ├── faster_rcnn_r50_caffe_dc5_1x_coco.py │ │ ├── faster_rcnn_r50_caffe_dc5_mstrain_1x_coco.py │ │ ├── faster_rcnn_r50_caffe_dc5_mstrain_3x_coco.py │ │ ├── faster_rcnn_r50_caffe_fpn_1x_coco.py │ │ ├── faster_rcnn_r50_caffe_fpn_90k_coco.py │ │ ├── faster_rcnn_r50_caffe_fpn_mstrain_1x_coco-person-bicycle-car.py │ │ ├── faster_rcnn_r50_caffe_fpn_mstrain_1x_coco-person.py │ │ ├── faster_rcnn_r50_caffe_fpn_mstrain_1x_coco.py │ │ ├── faster_rcnn_r50_caffe_fpn_mstrain_2x_coco.py │ │ ├── faster_rcnn_r50_caffe_fpn_mstrain_3x_coco.py │ │ ├── faster_rcnn_r50_caffe_fpn_mstrain_90k_coco.py │ │ ├── faster_rcnn_r50_fpn_1x_coco.py │ │ ├── faster_rcnn_r50_fpn_2x_coco.py │ │ ├── faster_rcnn_r50_fpn_bounded_iou_1x_coco.py │ │ ├── faster_rcnn_r50_fpn_ciou_1x_coco.py │ │ ├── faster_rcnn_r50_fpn_fp16_1x_coco.py │ │ ├── faster_rcnn_r50_fpn_giou_1x_coco.py │ │ ├── faster_rcnn_r50_fpn_iou_1x_coco.py │ │ ├── faster_rcnn_r50_fpn_mstrain_3x_coco.py │ │ ├── faster_rcnn_r50_fpn_ohem_1x_coco.py │ │ ├── faster_rcnn_r50_fpn_soft_nms_1x_coco.py │ │ ├── faster_rcnn_r50_fpn_tnr-pretrain_1x_coco.py │ │ ├── faster_rcnn_x101_32x4d_fpn_1x_coco.py │ │ ├── faster_rcnn_x101_32x4d_fpn_2x_coco.py │ │ ├── faster_rcnn_x101_32x4d_fpn_mstrain_3x_coco.py │ │ ├── faster_rcnn_x101_32x8d_fpn_mstrain_3x_coco.py │ │ ├── faster_rcnn_x101_64x4d_fpn_1x_coco.py │ │ ├── faster_rcnn_x101_64x4d_fpn_2x_coco.py │ │ ├── faster_rcnn_x101_64x4d_fpn_mstrain_3x_coco.py │ │ └── metafile.yml │ ├── fcos │ │ ├── README.md │ │ ├── fcos_center-normbbox-centeronreg-giou_r50_caffe_fpn_gn-head_1x_coco.py │ │ ├── fcos_center-normbbox-centeronreg-giou_r50_caffe_fpn_gn-head_dcn_1x_coco.py │ │ ├── fcos_center_r50_caffe_fpn_gn-head_1x_coco.py │ │ ├── fcos_r101_caffe_fpn_gn-head_1x_coco.py │ │ ├── fcos_r101_caffe_fpn_gn-head_mstrain_640-800_2x_coco.py │ │ ├── fcos_r50_caffe_fpn_gn-head_1x_coco.py │ │ ├── fcos_r50_caffe_fpn_gn-head_4x4_1x_coco.py │ │ ├── fcos_r50_caffe_fpn_gn-head_mstrain_640-800_2x_coco.py │ │ ├── fcos_x101_64x4d_fpn_gn-head_mstrain_640-800_2x_coco.py │ │ └── metafile.yml │ ├── foveabox │ │ ├── README.md │ │ ├── fovea_align_r101_fpn_gn-head_4x4_2x_coco.py │ │ ├── fovea_align_r101_fpn_gn-head_mstrain_640-800_4x4_2x_coco.py │ │ ├── fovea_align_r50_fpn_gn-head_4x4_2x_coco.py │ │ ├── fovea_align_r50_fpn_gn-head_mstrain_640-800_4x4_2x_coco.py │ │ ├── fovea_r101_fpn_4x4_1x_coco.py │ │ ├── fovea_r101_fpn_4x4_2x_coco.py │ │ ├── fovea_r50_fpn_4x4_1x_coco.py │ │ ├── fovea_r50_fpn_4x4_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 │ │ ├── metafile.yml │ │ ├── retinanet_free_anchor_r101_fpn_1x_coco.py │ │ ├── retinanet_free_anchor_r50_fpn_1x_coco.py │ │ └── retinanet_free_anchor_x101_32x4d_fpn_1x_coco.py │ ├── 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_fpn_syncbn-backbone_1x_coco.py │ │ ├── cascade_mask_rcnn_x101_32x4d_fpn_syncbn-backbone_dconv_c3-c5_1x_coco.py │ │ ├── cascade_mask_rcnn_x101_32x4d_fpn_syncbn-backbone_dconv_c3-c5_r16_gcb_c3-c5_1x_coco.py │ │ ├── cascade_mask_rcnn_x101_32x4d_fpn_syncbn-backbone_dconv_c3-c5_r4_gcb_c3-c5_1x_coco.py │ │ ├── cascade_mask_rcnn_x101_32x4d_fpn_syncbn-backbone_r16_gcb_c3-c5_1x_coco.py │ │ ├── cascade_mask_rcnn_x101_32x4d_fpn_syncbn-backbone_r4_gcb_c3-c5_1x_coco.py │ │ ├── mask_rcnn_r101_fpn_r16_gcb_c3-c5_1x_coco.py │ │ ├── mask_rcnn_r101_fpn_r4_gcb_c3-c5_1x_coco.py │ │ ├── mask_rcnn_r101_fpn_syncbn-backbone_1x_coco.py │ │ ├── mask_rcnn_r101_fpn_syncbn-backbone_r16_gcb_c3-c5_1x_coco.py │ │ ├── mask_rcnn_r101_fpn_syncbn-backbone_r4_gcb_c3-c5_1x_coco.py │ │ ├── mask_rcnn_r50_fpn_r16_gcb_c3-c5_1x_coco.py │ │ ├── mask_rcnn_r50_fpn_r4_gcb_c3-c5_1x_coco.py │ │ ├── mask_rcnn_r50_fpn_syncbn-backbone_1x_coco.py │ │ ├── mask_rcnn_r50_fpn_syncbn-backbone_r16_gcb_c3-c5_1x_coco.py │ │ ├── mask_rcnn_r50_fpn_syncbn-backbone_r4_gcb_c3-c5_1x_coco.py │ │ ├── mask_rcnn_x101_32x4d_fpn_syncbn-backbone_1x_coco.py │ │ ├── mask_rcnn_x101_32x4d_fpn_syncbn-backbone_r16_gcb_c3-c5_1x_coco.py │ │ ├── mask_rcnn_x101_32x4d_fpn_syncbn-backbone_r4_gcb_c3-c5_1x_coco.py │ │ └── metafile.yml │ ├── gfl │ │ ├── README.md │ │ ├── gfl_r101_fpn_dconv_c3-c5_mstrain_2x_coco.py │ │ ├── gfl_r101_fpn_mstrain_2x_coco.py │ │ ├── gfl_r50_fpn_1x_coco.py │ │ ├── gfl_r50_fpn_mstrain_2x_coco.py │ │ ├── gfl_x101_32x4d_fpn_dconv_c4-c5_mstrain_2x_coco.py │ │ ├── gfl_x101_32x4d_fpn_mstrain_2x_coco.py │ │ └── metafile.yml │ ├── ghm │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── retinanet_ghm_r101_fpn_1x_coco.py │ │ ├── retinanet_ghm_r50_fpn_1x_coco.py │ │ ├── retinanet_ghm_x101_32x4d_fpn_1x_coco.py │ │ └── retinanet_ghm_x101_64x4d_fpn_1x_coco.py │ ├── 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_fpn_gn-all_2x_coco.py │ │ ├── mask_rcnn_r50_fpn_gn-all_3x_coco.py │ │ ├── mask_rcnn_r50_fpn_gn-all_contrib_2x_coco.py │ │ ├── mask_rcnn_r50_fpn_gn-all_contrib_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 │ │ ├── faster_rcnn_r50_fpn_groie_1x_coco.py │ │ ├── grid_rcnn_r50_fpn_gn-head_groie_1x_coco.py │ │ ├── mask_rcnn_r101_fpn_syncbn-backbone_r4_gcb_c3-c5_groie_1x_coco.py │ │ ├── mask_rcnn_r50_fpn_groie_1x_coco.py │ │ ├── mask_rcnn_r50_fpn_syncbn-backbone_r4_gcb_c3-c5_groie_1x_coco.py │ │ └── metafile.yml │ ├── guided_anchoring │ │ ├── README.md │ │ ├── ga_fast_r50_caffe_fpn_1x_coco.py │ │ ├── ga_faster_r101_caffe_fpn_1x_coco.py │ │ ├── ga_faster_r50_caffe_fpn_1x_coco.py │ │ ├── ga_faster_r50_fpn_1x_coco.py │ │ ├── ga_faster_x101_32x4d_fpn_1x_coco.py │ │ ├── ga_faster_x101_64x4d_fpn_1x_coco.py │ │ ├── ga_retinanet_r101_caffe_fpn_1x_coco.py │ │ ├── ga_retinanet_r101_caffe_fpn_mstrain_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_4x4_1x_coco.py │ │ ├── fcos_hrnetv2p_w18_gn-head_4x4_2x_coco.py │ │ ├── fcos_hrnetv2p_w18_gn-head_mstrain_640-800_4x4_2x_coco.py │ │ ├── fcos_hrnetv2p_w32_gn-head_4x4_1x_coco.py │ │ ├── fcos_hrnetv2p_w32_gn-head_4x4_2x_coco.py │ │ ├── fcos_hrnetv2p_w32_gn-head_mstrain_640-800_4x4_2x_coco.py │ │ ├── fcos_hrnetv2p_w40_gn-head_mstrain_640-800_4x4_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_16x1_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_1x_coco.py │ │ ├── mask_rcnn_hrnetv2p_w40_2x_coco.py │ │ └── metafile.yml │ ├── htc │ │ ├── README.md │ │ ├── htc_r101_fpn_20e_coco.py │ │ ├── htc_r50_fpn_1x_coco.py │ │ ├── htc_r50_fpn_20e_coco.py │ │ ├── htc_without_semantic_r50_fpn_1x_coco.py │ │ ├── htc_x101_32x4d_fpn_16x1_20e_coco.py │ │ ├── htc_x101_64x4d_fpn_16x1_20e_coco.py │ │ ├── htc_x101_64x4d_fpn_dconv_c3-c5_mstrain_400_1400_16x1_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_coco_1x.py │ │ ├── lad_r50_paa_r101_fpn_coco_1x.py │ │ └── metafile.yml │ ├── ld │ │ ├── README.md │ │ ├── ld_r101_gflv1_r101dcn_fpn_coco_2x.py │ │ ├── ld_r18_gflv1_r101_fpn_coco_1x.py │ │ ├── ld_r34_gflv1_r101_fpn_coco_1x.py │ │ ├── ld_r50_gflv1_r101_fpn_coco_1x.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_mstrain_1x_lvis_v1.py │ │ ├── mask_rcnn_r101_fpn_sample1e-3_mstrain_2x_lvis_v0.5.py │ │ ├── mask_rcnn_r50_fpn_sample1e-3_mstrain_1x_lvis_v1.py │ │ ├── mask_rcnn_r50_fpn_sample1e-3_mstrain_2x_lvis_v0.5.py │ │ ├── mask_rcnn_x101_32x4d_fpn_sample1e-3_mstrain_1x_lvis_v1.py │ │ ├── mask_rcnn_x101_32x4d_fpn_sample1e-3_mstrain_2x_lvis_v0.5.py │ │ ├── mask_rcnn_x101_64x4d_fpn_sample1e-3_mstrain_1x_lvis_v1.py │ │ └── mask_rcnn_x101_64x4d_fpn_sample1e-3_mstrain_2x_lvis_v0.5.py │ ├── mask2former │ │ ├── README.md │ │ ├── mask2former_r101_lsj_8x2_50e_coco-panoptic.py │ │ ├── mask2former_r101_lsj_8x2_50e_coco.py │ │ ├── mask2former_r50_lsj_8x2_50e_coco-panoptic.py │ │ ├── mask2former_r50_lsj_8x2_50e_coco.py │ │ ├── mask2former_swin-b-p4-w12-384-in21k_lsj_8x2_50e_coco-panoptic.py │ │ ├── mask2former_swin-b-p4-w12-384_lsj_8x2_50e_coco-panoptic.py │ │ ├── mask2former_swin-l-p4-w12-384-in21k_lsj_16x1_100e_coco-panoptic.py │ │ ├── mask2former_swin-s-p4-w7-224_lsj_8x2_50e_coco-panoptic.py │ │ ├── mask2former_swin-s-p4-w7-224_lsj_8x2_50e_coco.py │ │ ├── mask2former_swin-t-p4-w7-224_lsj_8x2_50e_coco-panoptic.py │ │ ├── mask2former_swin-t-p4-w7-224_lsj_8x2_50e_coco.py │ │ └── metafile.yml │ ├── mask_rcnn │ │ ├── README.md │ │ ├── mask_rcnn_r101_caffe_fpn_1x_coco.py │ │ ├── mask_rcnn_r101_caffe_fpn_mstrain-poly_3x_coco.py │ │ ├── mask_rcnn_r101_fpn_1x_coco.py │ │ ├── mask_rcnn_r101_fpn_2x_coco.py │ │ ├── mask_rcnn_r101_fpn_mstrain-poly_3x_coco.py │ │ ├── mask_rcnn_r50_caffe_c4_1x_coco.py │ │ ├── mask_rcnn_r50_caffe_fpn_1x_coco.py │ │ ├── mask_rcnn_r50_caffe_fpn_mstrain-poly_1x_coco.py │ │ ├── mask_rcnn_r50_caffe_fpn_mstrain-poly_2x_coco.py │ │ ├── mask_rcnn_r50_caffe_fpn_mstrain-poly_3x_coco.py │ │ ├── mask_rcnn_r50_caffe_fpn_mstrain_1x_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_fp16_1x_coco.py │ │ ├── mask_rcnn_r50_fpn_mstrain-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_mstrain-poly_3x_coco.py │ │ ├── mask_rcnn_x101_32x8d_fpn_1x_coco.py │ │ ├── mask_rcnn_x101_32x8d_fpn_mstrain-poly_1x_coco.py │ │ ├── mask_rcnn_x101_32x8d_fpn_mstrain-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_mstrain-poly_3x_coco.py │ │ └── metafile.yml │ ├── maskformer │ │ ├── README.md │ │ ├── maskformer_r50_mstrain_16x1_75e_coco.py │ │ ├── maskformer_swin-l-p4-w12_mstrain_64x1_300e_coco.py │ │ └── metafile.yml │ ├── 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_fcoshead_r50_caffe_fpn_gn-head_4x4_1x_coco.py │ │ └── nas_fcos_nashead_r50_caffe_fpn_gn-head_4x4_1x_coco.py │ ├── nas_fpn │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── retinanet_r50_fpn_crop640_50e_coco.py │ │ └── retinanet_r50_nasfpn_crop640_50e_coco.py │ ├── openimages │ │ ├── README.md │ │ ├── faster_rcnn_r50_fpn_32x2_1x_openimages.py │ │ ├── faster_rcnn_r50_fpn_32x2_1x_openimages_challenge.py │ │ ├── faster_rcnn_r50_fpn_32x2_cas_1x_openimages.py │ │ ├── faster_rcnn_r50_fpn_32x2_cas_1x_openimages_challenge.py │ │ ├── metafile.yml │ │ ├── retinanet_r50_fpn_32x2_1x_openimages.py │ │ └── ssd300_32x8_36e_openimages.py │ ├── paa │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── paa_r101_fpn_1x_coco.py │ │ ├── paa_r101_fpn_2x_coco.py │ │ ├── paa_r101_fpn_mstrain_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_mstrain_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_mstrain_3x_coco.py │ │ ├── panoptic_fpn_r50_fpn_1x_coco.py │ │ └── panoptic_fpn_r50_fpn_mstrain_3x_coco.py │ ├── pascal_voc │ │ ├── README.md │ │ ├── faster_rcnn_r50_caffe_c4_mstrain_18k_voc0712.py │ │ ├── faster_rcnn_r50_fpn_1x_voc0712.py │ │ ├── faster_rcnn_r50_fpn_1x_voc0712_cocofmt.py │ │ ├── retinanet_r50_fpn_1x_voc0712.py │ │ ├── ssd300_voc0712.py │ │ └── ssd512_voc0712.py │ ├── pisa │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── pisa_faster_rcnn_r50_fpn_1x_coco.py │ │ ├── pisa_faster_rcnn_x101_32x4d_fpn_1x_coco.py │ │ ├── pisa_mask_rcnn_r50_fpn_1x_coco.py │ │ ├── pisa_mask_rcnn_x101_32x4d_fpn_1x_coco.py │ │ ├── pisa_retinanet_r50_fpn_1x_coco.py │ │ ├── pisa_retinanet_x101_32x4d_fpn_1x_coco.py │ │ ├── pisa_ssd300_coco.py │ │ └── pisa_ssd512_coco.py │ ├── point_rend │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── point_rend_r50_caffe_fpn_mstrain_1x_coco.py │ │ └── point_rend_r50_caffe_fpn_mstrain_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 │ ├── queryinst │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── queryinst_r101_fpn_300_proposals_crop_mstrain_480-800_3x_coco.py │ │ ├── queryinst_r101_fpn_mstrain_480-800_3x_coco.py │ │ ├── queryinst_r50_fpn_1x_coco.py │ │ ├── queryinst_r50_fpn_300_proposals_crop_mstrain_480-800_3x_coco.py │ │ └── queryinst_r50_fpn_mstrain_480-800_3x_coco.py │ ├── regnet │ │ ├── README.md │ │ ├── cascade_mask_rcnn_regnetx-1.6GF_fpn_mstrain_3x_coco.py │ │ ├── cascade_mask_rcnn_regnetx-3.2GF_fpn_mstrain_3x_coco.py │ │ ├── cascade_mask_rcnn_regnetx-400MF_fpn_mstrain_3x_coco.py │ │ ├── cascade_mask_rcnn_regnetx-4GF_fpn_mstrain_3x_coco.py │ │ ├── cascade_mask_rcnn_regnetx-800MF_fpn_mstrain_3x_coco.py │ │ ├── faster_rcnn_regnetx-1.6GF_fpn_mstrain_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_mstrain_3x_coco.py │ │ ├── faster_rcnn_regnetx-400MF_fpn_mstrain_3x_coco.py │ │ ├── faster_rcnn_regnetx-4GF_fpn_mstrain_3x_coco.py │ │ ├── faster_rcnn_regnetx-800MF_fpn_mstrain_3x_coco.py │ │ ├── mask_rcnn_regnetx-1.6GF_fpn_mstrain-poly_3x_coco.py │ │ ├── mask_rcnn_regnetx-12GF_fpn_1x_coco.py │ │ ├── mask_rcnn_regnetx-3.2GF_fpn_1x_coco.py │ │ ├── mask_rcnn_regnetx-3.2GF_fpn_mdconv_c3-c5_1x_coco.py │ │ ├── mask_rcnn_regnetx-3.2GF_fpn_mstrain_3x_coco.py │ │ ├── mask_rcnn_regnetx-400MF_fpn_mstrain-poly_3x_coco.py │ │ ├── mask_rcnn_regnetx-4GF_fpn_1x_coco.py │ │ ├── mask_rcnn_regnetx-4GF_fpn_mstrain-poly_3x_coco.py │ │ ├── mask_rcnn_regnetx-6.4GF_fpn_1x_coco.py │ │ ├── mask_rcnn_regnetx-800MF_fpn_mstrain-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 │ ├── reppoints │ │ ├── README.md │ │ ├── bbox_r50_grid_center_fpn_gn-neck+head_1x_coco.py │ │ ├── bbox_r50_grid_fpn_gn-neck+head_1x_coco.py │ │ ├── metafile.yml │ │ ├── reppoints.png │ │ ├── reppoints_minmax_r50_fpn_gn-neck+head_1x_coco.py │ │ ├── reppoints_moment_r101_fpn_dconv_c3-c5_gn-neck+head_2x_coco.py │ │ ├── reppoints_moment_r101_fpn_gn-neck+head_2x_coco.py │ │ ├── reppoints_moment_r50_fpn_1x_coco.py │ │ ├── reppoints_moment_r50_fpn_gn-neck+head_1x_coco.py │ │ ├── reppoints_moment_r50_fpn_gn-neck+head_2x_coco.py │ │ ├── reppoints_moment_x101_fpn_dconv_c3-c5_gn-neck+head_2x_coco.py │ │ └── reppoints_partial_minmax_r50_fpn_gn-neck+head_1x_coco.py │ ├── res2net │ │ ├── README.md │ │ ├── cascade_mask_rcnn_r2_101_fpn_20e_coco.py │ │ ├── cascade_rcnn_r2_101_fpn_20e_coco.py │ │ ├── faster_rcnn_r2_101_fpn_2x_coco.py │ │ ├── htc_r2_101_fpn_20e_coco.py │ │ ├── mask_rcnn_r2_101_fpn_2x_coco.py │ │ └── metafile.yml │ ├── resnest │ │ ├── README.md │ │ ├── cascade_mask_rcnn_s101_fpn_syncbn-backbone+head_mstrain_1x_coco.py │ │ ├── cascade_mask_rcnn_s50_fpn_syncbn-backbone+head_mstrain_1x_coco.py │ │ ├── cascade_rcnn_s101_fpn_syncbn-backbone+head_mstrain-range_1x_coco.py │ │ ├── cascade_rcnn_s50_fpn_syncbn-backbone+head_mstrain-range_1x_coco.py │ │ ├── faster_rcnn_s101_fpn_syncbn-backbone+head_mstrain-range_1x_coco.py │ │ ├── faster_rcnn_s50_fpn_syncbn-backbone+head_mstrain-range_1x_coco.py │ │ ├── mask_rcnn_s101_fpn_syncbn-backbone+head_mstrain_1x_coco.py │ │ ├── mask_rcnn_s50_fpn_syncbn-backbone+head_mstrain_1x_coco.py │ │ └── metafile.yml │ ├── resnet_strikes_back │ │ ├── README.md │ │ ├── cascade_mask_rcnn_r50_fpn_rsb-pretrain_1x_coco.py │ │ ├── faster_rcnn_r50_fpn_rsb-pretrain_1x_coco.py │ │ ├── mask_rcnn_r50_fpn_rsb-pretrain_1x_coco.py │ │ ├── metafile.yml │ │ └── retinanet_r50_fpn_rsb-pretrain_1x_coco.py │ ├── retinanet │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── retinanet_r101_caffe_fpn_1x_coco.py │ │ ├── retinanet_r101_caffe_fpn_mstrain_3x_coco.py │ │ ├── retinanet_r101_fpn_1x_coco.py │ │ ├── retinanet_r101_fpn_2x_coco.py │ │ ├── retinanet_r101_fpn_mstrain_640-800_3x_coco.py │ │ ├── retinanet_r18_fpn_1x8_1x_coco.py │ │ ├── retinanet_r18_fpn_1x_coco.py │ │ ├── retinanet_r50_caffe_fpn_1x_coco.py │ │ ├── retinanet_r50_caffe_fpn_mstrain_1x_coco.py │ │ ├── retinanet_r50_caffe_fpn_mstrain_2x_coco.py │ │ ├── retinanet_r50_caffe_fpn_mstrain_3x_coco.py │ │ ├── retinanet_r50_fpn_1x_coco.py │ │ ├── retinanet_r50_fpn_2x_coco.py │ │ ├── retinanet_r50_fpn_90k_coco.py │ │ ├── retinanet_r50_fpn_fp16_1x_coco.py │ │ ├── retinanet_r50_fpn_mstrain_640-800_3x_coco.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_mstrain_640-800_3x_coco.py │ ├── rpn │ │ ├── README.md │ │ ├── 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 │ ├── 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_fpn_1x_coco.py │ │ ├── sabl_retinanet_r101_fpn_gn_1x_coco.py │ │ ├── sabl_retinanet_r101_fpn_gn_2x_ms_480_960_coco.py │ │ ├── sabl_retinanet_r101_fpn_gn_2x_ms_640_800_coco.py │ │ ├── sabl_retinanet_r50_fpn_1x_coco.py │ │ └── sabl_retinanet_r50_fpn_gn_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_8x1_20e_coco.py │ ├── scratch │ │ ├── README.md │ │ ├── faster_rcnn_r50_fpn_gn-all_scratch_6x_coco.py │ │ ├── mask_rcnn_r50_fpn_gn-all_scratch_6x_coco.py │ │ └── metafile.yml │ ├── seesaw_loss │ │ ├── README.md │ │ ├── cascade_mask_rcnn_r101_fpn_random_seesaw_loss_mstrain_2x_lvis_v1.py │ │ ├── cascade_mask_rcnn_r101_fpn_random_seesaw_loss_normed_mask_mstrain_2x_lvis_v1.py │ │ ├── cascade_mask_rcnn_r101_fpn_sample1e-3_seesaw_loss_mstrain_2x_lvis_v1.py │ │ ├── cascade_mask_rcnn_r101_fpn_sample1e-3_seesaw_loss_normed_mask_mstrain_2x_lvis_v1.py │ │ ├── mask_rcnn_r101_fpn_random_seesaw_loss_mstrain_2x_lvis_v1.py │ │ ├── mask_rcnn_r101_fpn_random_seesaw_loss_normed_mask_mstrain_2x_lvis_v1.py │ │ ├── mask_rcnn_r101_fpn_sample1e-3_seesaw_loss_mstrain_2x_lvis_v1.py │ │ ├── mask_rcnn_r101_fpn_sample1e-3_seesaw_loss_normed_mask_mstrain_2x_lvis_v1.py │ │ ├── mask_rcnn_r50_fpn_random_seesaw_loss_mstrain_2x_lvis_v1.py │ │ ├── mask_rcnn_r50_fpn_random_seesaw_loss_normed_mask_mstrain_2x_lvis_v1.py │ │ ├── mask_rcnn_r50_fpn_sample1e-3_seesaw_loss_mstrain_2x_lvis_v1.py │ │ ├── mask_rcnn_r50_fpn_sample1e-3_seesaw_loss_normed_mask_mstrain_2x_lvis_v1.py │ │ └── metafile.yml │ ├── selfsup_pretrain │ │ ├── README.md │ │ ├── mask_rcnn_r50_fpn_mocov2-pretrain_1x_coco.py │ │ ├── mask_rcnn_r50_fpn_mocov2-pretrain_ms-2x_coco.py │ │ ├── mask_rcnn_r50_fpn_swav-pretrain_1x_coco.py │ │ └── mask_rcnn_r50_fpn_swav-pretrain_ms-2x_coco.py │ ├── simple_copy_paste │ │ ├── README.md │ │ ├── mask_rcnn_r50_fpn_syncbn-all_rpn-2conv_ssj_32x2_270k_coco.py │ │ ├── mask_rcnn_r50_fpn_syncbn-all_rpn-2conv_ssj_32x2_90k_coco.py │ │ ├── mask_rcnn_r50_fpn_syncbn-all_rpn-2conv_ssj_scp_32x2_270k_coco.py │ │ ├── mask_rcnn_r50_fpn_syncbn-all_rpn-2conv_ssj_scp_32x2_90k_coco.py │ │ └── metafile.yml │ ├── 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_r50_fpn_1x_coco.py │ │ └── solo_r50_fpn_3x_coco.py │ ├── solov2 │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── solov2_light_r18_fpn_3x_coco.py │ │ ├── solov2_light_r34_fpn_3x_coco.py │ │ ├── solov2_light_r50_dcn_fpn_3x_coco.py │ │ ├── solov2_light_r50_fpn_3x_coco.py │ │ ├── solov2_r101_dcn_fpn_3x_coco.py │ │ ├── solov2_r101_fpn_3x_coco.py │ │ ├── solov2_r50_fpn_1x_coco.py │ │ ├── solov2_r50_fpn_3x_coco.py │ │ └── solov2_x101_dcn_fpn_3x_coco.py │ ├── sparse_rcnn │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── sparse_rcnn_r101_fpn_300_proposals_crop_mstrain_480-800_3x_coco.py │ │ ├── sparse_rcnn_r101_fpn_mstrain_480-800_3x_coco.py │ │ ├── sparse_rcnn_r50_fpn_1x_coco.py │ │ ├── sparse_rcnn_r50_fpn_300_proposals_crop_mstrain_480-800_3x_coco.py │ │ └── sparse_rcnn_r50_fpn_mstrain_480-800_3x_coco.py │ ├── ssd │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── ssd300_coco.py │ │ ├── ssd512_coco.py │ │ └── ssdlite_mobilenetv2_scratch_600e_coco.py │ ├── strong_baselines │ │ ├── README.md │ │ ├── mask_rcnn_r50_caffe_fpn_syncbn-all_rpn-2conv_lsj_100e_coco.py │ │ ├── mask_rcnn_r50_caffe_fpn_syncbn-all_rpn-2conv_lsj_100e_fp16_coco.py │ │ ├── mask_rcnn_r50_caffe_fpn_syncbn-all_rpn-2conv_lsj_400e_coco.py │ │ ├── mask_rcnn_r50_fpn_syncbn-all_rpn-2conv_lsj_100e_coco.py │ │ ├── mask_rcnn_r50_fpn_syncbn-all_rpn-2conv_lsj_100e_fp16_coco.py │ │ └── mask_rcnn_r50_fpn_syncbn-all_rpn-2conv_lsj_50e_coco.py │ ├── swin │ │ ├── README.md │ │ ├── mask_rcnn_swin-s-p4-w7_fpn_fp16_ms-crop-3x_coco.py │ │ ├── mask_rcnn_swin-t-p4-w7_fpn_1x_coco.py │ │ ├── mask_rcnn_swin-t-p4-w7_fpn_fp16_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_fpn_dconv_c3-c5_mstrain_2x_coco.py │ │ ├── tood_r101_fpn_mstrain_2x_coco.py │ │ ├── tood_r50_fpn_1x_coco.py │ │ ├── tood_r50_fpn_anchor_based_1x_coco.py │ │ ├── tood_r50_fpn_mstrain_2x_coco.py │ │ ├── tood_x101_64x4d_fpn_dconv_c4-c5_mstrain_2x_coco.py │ │ └── tood_x101_64x4d_fpn_mstrain_2x_coco.py │ ├── tridentnet │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── tridentnet_r50_caffe_1x_coco.py │ │ ├── tridentnet_r50_caffe_mstrain_1x_coco.py │ │ └── tridentnet_r50_caffe_mstrain_3x_coco.py │ ├── vfnet │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── vfnet_r101_fpn_1x_coco.py │ │ ├── vfnet_r101_fpn_2x_coco.py │ │ ├── vfnet_r101_fpn_mdconv_c3-c5_mstrain_2x_coco.py │ │ ├── vfnet_r101_fpn_mstrain_2x_coco.py │ │ ├── vfnet_r2_101_fpn_mdconv_c3-c5_mstrain_2x_coco.py │ │ ├── vfnet_r2_101_fpn_mstrain_2x_coco.py │ │ ├── vfnet_r50_fpn_1x_coco.py │ │ ├── vfnet_r50_fpn_mdconv_c3-c5_mstrain_2x_coco.py │ │ ├── vfnet_r50_fpn_mstrain_2x_coco.py │ │ ├── vfnet_x101_32x4d_fpn_mdconv_c3-c5_mstrain_2x_coco.py │ │ ├── vfnet_x101_32x4d_fpn_mstrain_2x_coco.py │ │ ├── vfnet_x101_64x4d_fpn_mdconv_c3-c5_mstrain_2x_coco.py │ │ └── vfnet_x101_64x4d_fpn_mstrain_2x_coco.py │ ├── wider_face │ │ ├── README.md │ │ └── ssd300_wider_face.py │ ├── yolact │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── yolact_r101_1x8_coco.py │ │ ├── yolact_r50_1x8_coco.py │ │ └── yolact_r50_8x8_coco.py │ ├── yolo │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── yolov3_d53_320_273e_coco.py │ │ ├── yolov3_d53_fp16_mstrain-608_273e_coco.py │ │ ├── yolov3_d53_mstrain-416_273e_coco.py │ │ ├── yolov3_d53_mstrain-608_273e_coco.py │ │ ├── yolov3_mobilenetv2_320_300e_coco.py │ │ └── yolov3_mobilenetv2_mstrain-416_300e_coco.py │ ├── yolof │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── yolof_r50_c5_8x8_1x_coco.py │ │ └── yolof_r50_c5_8x8_iter-1x_coco.py │ └── yolox │ │ ├── README.md │ │ ├── metafile.yml │ │ ├── yolox_l_8x8_300e_coco.py │ │ ├── yolox_m_8x8_300e_coco.py │ │ ├── yolox_nano_8x8_300e_coco.py │ │ ├── yolox_s_8x8_300e_coco.py │ │ ├── yolox_tiny_8x8_300e_coco.py │ │ └── yolox_x_8x8_300e_coco.py │ ├── demo │ ├── MMDet_InstanceSeg_Tutorial.ipynb │ ├── MMDet_Tutorial.ipynb │ ├── create_result_gif.py │ ├── demo.jpg │ ├── demo.mp4 │ ├── image_demo.py │ ├── inference_demo.ipynb │ ├── video_demo.py │ ├── video_gpuaccel_demo.py │ └── webcam_demo.py │ ├── docker │ ├── Dockerfile │ └── serve │ │ ├── Dockerfile │ │ ├── config.properties │ │ └── entrypoint.sh │ ├── docs │ ├── en │ │ ├── 1_exist_data_model.md │ │ ├── 2_new_data_model.md │ │ ├── 3_exist_data_new_model.md │ │ ├── Makefile │ │ ├── _static │ │ │ ├── css │ │ │ │ └── readthedocs.css │ │ │ └── image │ │ │ │ └── mmdet-logo.png │ │ ├── api.rst │ │ ├── changelog.md │ │ ├── compatibility.md │ │ ├── conf.py │ │ ├── conventions.md │ │ ├── faq.md │ │ ├── get_started.md │ │ ├── index.rst │ │ ├── make.bat │ │ ├── model_zoo.md │ │ ├── projects.md │ │ ├── robustness_benchmarking.md │ │ ├── stat.py │ │ ├── switch_language.md │ │ ├── tutorials │ │ │ ├── config.md │ │ │ ├── customize_dataset.md │ │ │ ├── customize_losses.md │ │ │ ├── customize_models.md │ │ │ ├── customize_runtime.md │ │ │ ├── data_pipeline.md │ │ │ ├── finetune.md │ │ │ ├── how_to.md │ │ │ ├── index.rst │ │ │ ├── init_cfg.md │ │ │ ├── onnx2tensorrt.md │ │ │ ├── pytorch2onnx.md │ │ │ ├── test_results_submission.md │ │ │ └── useful_hooks.md │ │ └── useful_tools.md │ └── zh_cn │ │ ├── 1_exist_data_model.md │ │ ├── 2_new_data_model.md │ │ ├── 3_exist_data_new_model.md │ │ ├── Makefile │ │ ├── _static │ │ ├── css │ │ │ └── readthedocs.css │ │ └── image │ │ │ └── mmdet-logo.png │ │ ├── api.rst │ │ ├── article.md │ │ ├── compatibility.md │ │ ├── conf.py │ │ ├── conventions.md │ │ ├── faq.md │ │ ├── get_started.md │ │ ├── index.rst │ │ ├── make.bat │ │ ├── model_zoo.md │ │ ├── projects.md │ │ ├── robustness_benchmarking.md │ │ ├── stat.py │ │ ├── switch_language.md │ │ ├── tutorials │ │ ├── config.md │ │ ├── customize_dataset.md │ │ ├── customize_losses.md │ │ ├── customize_models.md │ │ ├── customize_runtime.md │ │ ├── data_pipeline.md │ │ ├── finetune.md │ │ ├── how_to.md │ │ ├── index.rst │ │ ├── init_cfg.md │ │ ├── onnx2tensorrt.md │ │ └── pytorch2onnx.md │ │ └── useful_tools.md │ ├── mmdet │ ├── __init__.py │ ├── apis │ │ ├── __init__.py │ │ ├── inference.py │ │ ├── test.py │ │ └── train.py │ ├── core │ │ ├── __init__.py │ │ ├── anchor │ │ │ ├── __init__.py │ │ │ ├── anchor_generator.py │ │ │ ├── builder.py │ │ │ ├── point_generator.py │ │ │ └── utils.py │ │ ├── bbox │ │ │ ├── __init__.py │ │ │ ├── assigners │ │ │ │ ├── __init__.py │ │ │ │ ├── approx_max_iou_assigner.py │ │ │ │ ├── assign_result.py │ │ │ │ ├── atss_assigner.py │ │ │ │ ├── base_assigner.py │ │ │ │ ├── center_region_assigner.py │ │ │ │ ├── grid_assigner.py │ │ │ │ ├── huangarian_cell_assigner.py │ │ │ │ ├── hungarian_assigner.py │ │ │ │ ├── mask_hungarian_assigner.py │ │ │ │ ├── max_iou_assigner.py │ │ │ │ ├── point_assigner.py │ │ │ │ ├── region_assigner.py │ │ │ │ ├── sim_ota_assigner.py │ │ │ │ ├── task_aligned_assigner.py │ │ │ │ └── uniform_assigner.py │ │ │ ├── builder.py │ │ │ ├── coder │ │ │ │ ├── __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 │ │ │ ├── demodata.py │ │ │ ├── iou_calculators │ │ │ │ ├── __init__.py │ │ │ │ ├── builder.py │ │ │ │ └── iou2d_calculator.py │ │ │ ├── match_costs │ │ │ │ ├── __init__.py │ │ │ │ ├── builder.py │ │ │ │ └── match_cost.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 │ │ │ │ ├── ohem_sampler.py │ │ │ │ ├── pseudo_sampler.py │ │ │ │ ├── random_sampler.py │ │ │ │ ├── sampling_result.py │ │ │ │ └── score_hlr_sampler.py │ │ │ └── transforms.py │ │ ├── data_structures │ │ │ ├── __init__.py │ │ │ ├── general_data.py │ │ │ └── instance_data.py │ │ ├── evaluation │ │ │ ├── __init__.py │ │ │ ├── bbox_overlaps.py │ │ │ ├── class_names.py │ │ │ ├── eval_hooks.py │ │ │ ├── mean_ap.py │ │ │ ├── panoptic_utils.py │ │ │ └── recall.py │ │ ├── export │ │ │ ├── __init__.py │ │ │ ├── model_wrappers.py │ │ │ ├── onnx_helper.py │ │ │ └── pytorch2onnx.py │ │ ├── hook │ │ │ ├── __init__.py │ │ │ ├── checkloss_hook.py │ │ │ ├── ema.py │ │ │ ├── memory_profiler_hook.py │ │ │ ├── set_epoch_info_hook.py │ │ │ ├── sync_norm_hook.py │ │ │ ├── sync_random_size_hook.py │ │ │ ├── wandblogger_hook.py │ │ │ ├── yolox_lrupdater_hook.py │ │ │ └── yolox_mode_switch_hook.py │ │ ├── mask │ │ │ ├── __init__.py │ │ │ ├── mask_target.py │ │ │ ├── structures.py │ │ │ └── utils.py │ │ ├── optimizers │ │ │ ├── __init__.py │ │ │ ├── builder.py │ │ │ └── layer_decay_optimizer_constructor.py │ │ ├── post_processing │ │ │ ├── __init__.py │ │ │ ├── bbox_nms.py │ │ │ ├── matrix_nms.py │ │ │ └── merge_augs.py │ │ ├── utils │ │ │ ├── __init__.py │ │ │ ├── dist_utils.py │ │ │ └── misc.py │ │ └── visualization │ │ │ ├── __init__.py │ │ │ ├── image.py │ │ │ └── palette.py │ ├── datasets │ │ ├── __init__.py │ │ ├── api_wrappers │ │ │ ├── __init__.py │ │ │ ├── coco_api.py │ │ │ └── panoptic_evaluation.py │ │ ├── builder.py │ │ ├── cell_consep_best.py │ │ ├── celldet.py │ │ ├── celldet_brca.py │ │ ├── celldet_brca_best.py │ │ ├── celldet_lizard.py │ │ ├── cityscapes.py │ │ ├── coco.py │ │ ├── coco_brca.py │ │ ├── coco_lizard.py │ │ ├── coco_panoptic.py │ │ ├── custom.py │ │ ├── dataset_wrappers.py │ │ ├── deepfashion.py │ │ ├── lvis.py │ │ ├── openimages.py │ │ ├── pipelines │ │ │ ├── __init__.py │ │ │ ├── auto_augment.py │ │ │ ├── compose.py │ │ │ ├── formating.py │ │ │ ├── formatting.py │ │ │ ├── instaboost.py │ │ │ ├── loading.py │ │ │ ├── test_time_aug.py │ │ │ └── transforms.py │ │ ├── samplers │ │ │ ├── __init__.py │ │ │ ├── class_aware_sampler.py │ │ │ ├── distributed_sampler.py │ │ │ ├── group_sampler.py │ │ │ └── infinite_sampler.py │ │ ├── stats_utils.py │ │ ├── utils.py │ │ ├── voc.py │ │ ├── wider_face.py │ │ └── xml_style.py │ ├── models │ │ ├── __init__.py │ │ ├── backbones │ │ │ ├── __init__.py │ │ │ ├── csp_darknet.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 │ │ ├── builder.py │ │ ├── dense_heads │ │ │ ├── __init__.py │ │ │ ├── anchor_free_head.py │ │ │ ├── anchor_head.py │ │ │ ├── atss_head.py │ │ │ ├── autoassign_head.py │ │ │ ├── base_dense_head.py │ │ │ ├── base_mask_head.py │ │ │ ├── cascade_rpn_head.py │ │ │ ├── centernet_head.py │ │ │ ├── centripetal_head.py │ │ │ ├── corner_head.py │ │ │ ├── ddod_head.py │ │ │ ├── deformable_detr_head.py │ │ │ ├── deformable_detr_head_celldet.py │ │ │ ├── dense_test_mixins.py │ │ │ ├── detr_head.py │ │ │ ├── detr_head_celldet.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 │ │ │ ├── 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 │ │ │ ├── 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 │ │ │ ├── cascade_rcnn.py │ │ │ ├── centernet.py │ │ │ ├── cornernet.py │ │ │ ├── ddod.py │ │ │ ├── deformable_detr.py │ │ │ ├── deformable_detr_celldet.py │ │ │ ├── detr.py │ │ │ ├── fast_rcnn.py │ │ │ ├── faster_rcnn.py │ │ │ ├── fcos.py │ │ │ ├── fovea.py │ │ │ ├── fsaf.py │ │ │ ├── gfl.py │ │ │ ├── grid_rcnn.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 │ │ │ ├── scnet.py │ │ │ ├── single_stage.py │ │ │ ├── single_stage_instance_seg.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 │ │ ├── losses │ │ │ ├── __init__.py │ │ │ ├── accuracy.py │ │ │ ├── ae_loss.py │ │ │ ├── balanced_l1_loss.py │ │ │ ├── cross_entropy_loss.py │ │ │ ├── dice_loss.py │ │ │ ├── focal_loss.py │ │ │ ├── gaussian_focal_loss.py │ │ │ ├── gfocal_loss.py │ │ │ ├── ghm_loss.py │ │ │ ├── iou_loss.py │ │ │ ├── kd_loss.py │ │ │ ├── mse_loss.py │ │ │ ├── pisa_loss.py │ │ │ ├── seesaw_loss.py │ │ │ ├── smooth_l1_loss.py │ │ │ ├── utils.py │ │ │ └── varifocal_loss.py │ │ ├── necks │ │ │ ├── __init__.py │ │ │ ├── bfp.py │ │ │ ├── channel_mapper.py │ │ │ ├── ct_resnet_neck.py │ │ │ ├── dilated_encoder.py │ │ │ ├── dyhead.py │ │ │ ├── fpg.py │ │ │ ├── fpn.py │ │ │ ├── fpn_carafe.py │ │ │ ├── hrfpn.py │ │ │ ├── nas_fpn.py │ │ │ ├── nasfcos_fpn.py │ │ │ ├── pafpn.py │ │ │ ├── rfp.py │ │ │ ├── ssd_neck.py │ │ │ ├── yolo_neck.py │ │ │ └── yolox_pafpn.py │ │ ├── plugins │ │ │ ├── __init__.py │ │ │ ├── dropblock.py │ │ │ ├── msdeformattn_pixel_decoder.py │ │ │ └── pixel_decoder.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 │ │ │ │ ├── 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 │ │ │ ├── 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 │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── brick_wrappers.py │ │ │ ├── builder.py │ │ │ ├── ckpt_convert.py │ │ │ ├── conv_upsample.py │ │ │ ├── csp_layer.py │ │ │ ├── gaussian_target.py │ │ │ ├── inverted_residual.py │ │ │ ├── make_divisible.py │ │ │ ├── misc.py │ │ │ ├── normed_predictor.py │ │ │ ├── panoptic_gt_processing.py │ │ │ ├── point_sample.py │ │ │ ├── positional_encoding.py │ │ │ ├── res_layer.py │ │ │ ├── se_layer.py │ │ │ └── transformer.py │ ├── utils │ │ ├── __init__.py │ │ ├── collect_env.py │ │ ├── compat_config.py │ │ ├── contextmanagers.py │ │ ├── logger.py │ │ ├── memory.py │ │ ├── misc.py │ │ ├── profiling.py │ │ ├── replace_cfg_vals.py │ │ ├── setup_env.py │ │ ├── split_batch.py │ │ ├── util_distribution.py │ │ ├── util_mixins.py │ │ └── util_random.py │ └── version.py │ ├── model-index.yml │ ├── pytest.ini │ ├── requirements.txt │ ├── requirements │ ├── albu.txt │ ├── build.txt │ ├── docs.txt │ ├── mminstall.txt │ ├── optional.txt │ ├── readthedocs.txt │ ├── runtime.txt │ └── tests.txt │ ├── resources │ ├── coco_test_12510.jpg │ ├── corruptions_sev_3.png │ ├── data_pipeline.png │ ├── loss_curve.png │ ├── mmdet-logo.png │ └── zhihu_qrcode.jpg │ ├── setup.cfg │ ├── setup.py │ ├── tests │ ├── test_data │ │ ├── test_datasets │ │ │ ├── test_coco_dataset.py │ │ │ ├── test_common.py │ │ │ ├── test_custom_dataset.py │ │ │ ├── test_dataset_wrapper.py │ │ │ ├── test_openimages_dataset.py │ │ │ ├── test_panoptic_dataset.py │ │ │ └── test_xml_dataset.py │ │ ├── test_pipelines │ │ │ ├── test_formatting.py │ │ │ ├── test_loading.py │ │ │ ├── test_sampler.py │ │ │ └── test_transform │ │ │ │ ├── __init__.py │ │ │ │ ├── test_img_augment.py │ │ │ │ ├── test_models_aug_test.py │ │ │ │ ├── test_rotate.py │ │ │ │ ├── test_shear.py │ │ │ │ ├── test_transform.py │ │ │ │ ├── test_translate.py │ │ │ │ └── utils.py │ │ └── test_utils.py │ ├── test_downstream │ │ └── test_mmtrack.py │ ├── test_metrics │ │ ├── test_box_overlap.py │ │ ├── test_losses.py │ │ ├── test_mean_ap.py │ │ └── test_recall.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_dense_heads │ │ │ ├── test_anchor_head.py │ │ │ ├── test_atss_head.py │ │ │ ├── test_autoassign_head.py │ │ │ ├── test_centernet_head.py │ │ │ ├── test_corner_head.py │ │ │ ├── test_ddod_head.py │ │ │ ├── test_dense_heads_attr.py │ │ │ ├── test_detr_head.py │ │ │ ├── test_fcos_head.py │ │ │ ├── test_fsaf_head.py │ │ │ ├── test_ga_anchor_head.py │ │ │ ├── test_gfl_head.py │ │ │ ├── test_lad_head.py │ │ │ ├── test_ld_head.py │ │ │ ├── test_mask2former_head.py │ │ │ ├── test_maskformer_head.py │ │ │ ├── test_paa_head.py │ │ │ ├── test_pisa_head.py │ │ │ ├── test_sabl_retina_head.py │ │ │ ├── test_solo_head.py │ │ │ ├── test_tood_head.py │ │ │ ├── test_vfnet_head.py │ │ │ ├── test_yolact_head.py │ │ │ ├── test_yolof_head.py │ │ │ └── test_yolox_head.py │ │ ├── test_forward.py │ │ ├── test_loss.py │ │ ├── test_loss_compatibility.py │ │ ├── test_necks.py │ │ ├── test_plugins.py │ │ ├── test_roi_heads │ │ │ ├── __init__.py │ │ │ ├── test_bbox_head.py │ │ │ ├── test_mask_head.py │ │ │ ├── test_roi_extractor.py │ │ │ ├── test_sabl_bbox_head.py │ │ │ └── utils.py │ │ ├── test_seg_heads │ │ │ └── test_maskformer_fusion_head.py │ │ └── test_utils │ │ │ ├── test_brick_wrappers.py │ │ │ ├── test_conv_upsample.py │ │ │ ├── test_inverted_residual.py │ │ │ ├── test_model_misc.py │ │ │ ├── test_position_encoding.py │ │ │ ├── test_se_layer.py │ │ │ └── test_transformer.py │ ├── test_onnx │ │ ├── __init__.py │ │ ├── test_head.py │ │ ├── test_neck.py │ │ └── utils.py │ ├── test_runtime │ │ ├── async_benchmark.py │ │ ├── test_apis.py │ │ ├── test_async.py │ │ ├── test_config.py │ │ ├── test_eval_hook.py │ │ └── test_fp16.py │ └── test_utils │ │ ├── test_anchor.py │ │ ├── test_assigner.py │ │ ├── test_coder.py │ │ ├── test_compat_config.py │ │ ├── test_general_data.py │ │ ├── test_hook.py │ │ ├── test_layer_decay_optimizer_constructor.py │ │ ├── test_logger.py │ │ ├── test_masks.py │ │ ├── test_memory.py │ │ ├── test_misc.py │ │ ├── test_nms.py │ │ ├── test_replace_cfg_vals.py │ │ ├── test_setup_env.py │ │ ├── test_split_batch.py │ │ ├── test_version.py │ │ └── test_visualization.py │ └── tools │ ├── analysis_tools │ ├── analyze_logs.py │ ├── analyze_results.py │ ├── benchmark.py │ ├── coco_error_analysis.py │ ├── confusion_matrix.py │ ├── eval_metric.py │ ├── get_flops.py │ ├── optimize_anchors.py │ ├── robustness_eval.py │ └── test_robustness.py │ ├── dataset_converters │ ├── cityscapes.py │ ├── images2coco.py │ └── pascal_voc.py │ ├── deployment │ ├── mmdet2torchserve.py │ ├── mmdet_handler.py │ ├── onnx2tensorrt.py │ ├── pytorch2onnx.py │ ├── test.py │ └── test_torchserver.py │ ├── dist_test.sh │ ├── dist_train.sh │ ├── misc │ ├── browse_dataset.py │ ├── download_dataset.py │ ├── gen_coco_panoptic_test_info.py │ ├── get_image_metas.py │ ├── print_config.py │ └── split_coco.py │ ├── model_converters │ ├── detectron2pytorch.py │ ├── publish_model.py │ ├── regnet2mmdet.py │ ├── selfsup2mmdet.py │ ├── upgrade_model_version.py │ └── upgrade_ssd_version.py │ ├── slurm_test.sh │ ├── slurm_train.sh │ ├── test.py │ └── train.py └── tools ├── dist_test.sh ├── dist_train.sh ├── dist_train_partially.sh ├── inference_brca.py ├── inference_consep.py ├── inference_lizard.py ├── misc └── browse_dataset.py ├── prepare_consep_dataset.py ├── prepare_consep_dataset_40x.py ├── sahi ├── .gitattributes ├── .github │ └── workflows │ │ ├── ci.yml │ │ ├── ci_torch1.10.yml │ │ ├── package_testing.yml │ │ └── publish_pypi.yml ├── .gitignore ├── CITATION.cff ├── LICENSE ├── MANIFEST.in ├── README.md ├── demo │ ├── demo_data │ │ ├── small-vehicles1.jpeg │ │ ├── terrain2.png │ │ └── terrain2_coco.json │ ├── inference_for_detectron2.ipynb │ ├── inference_for_huggingface.ipynb │ ├── inference_for_mmdetection.ipynb │ ├── inference_for_torchvision.ipynb │ ├── inference_for_yolov5.ipynb │ └── slicing.ipynb ├── docs │ ├── cli.md │ ├── coco.md │ ├── fiftyone.md │ ├── predict.md │ └── slicing.md ├── infer_detectron2.py ├── infer_mmdet.py ├── pyproject.toml ├── requirements.txt ├── resources │ ├── hf_spaces_badge.svg │ └── sliced_inference.gif ├── sahi │ ├── __init__.py │ ├── annotation.py │ ├── auto_model.py │ ├── cli.py │ ├── models │ │ ├── __init__.py │ │ ├── base.py │ │ ├── detectron2.py │ │ ├── huggingface.py │ │ ├── mmdet.py │ │ ├── torchvision.py │ │ └── yolov5.py │ ├── postprocess │ │ ├── __init__.py │ │ ├── combine.py │ │ ├── legacy │ │ │ ├── __init__.py │ │ │ └── combine.py │ │ └── utils.py │ ├── predict.py │ ├── prediction.py │ ├── scripts │ │ ├── __init__.py │ │ ├── coco2fiftyone.py │ │ ├── coco2yolov5.py │ │ ├── coco_error_analysis.py │ │ ├── coco_evaluation.py │ │ ├── predict.py │ │ ├── predict_fiftyone.py │ │ └── slice_coco.py │ ├── slicing.py │ └── utils │ │ ├── __init__.py │ │ ├── coco.py │ │ ├── compatibility.py │ │ ├── cv.py │ │ ├── detectron2.py │ │ ├── fiftyone.py │ │ ├── file.py │ │ ├── huggingface.py │ │ ├── import_utils.py │ │ ├── mmdet.py │ │ ├── shapely.py │ │ ├── torch.py │ │ ├── torchvision.py │ │ ├── versions.py │ │ └── yolov5.py ├── scripts │ ├── __init__.py │ ├── run_code_style.py │ └── utils.py ├── setup.cfg ├── setup.py ├── stats_utils.py └── tests │ ├── __init__.py │ ├── data │ ├── coco_evaluate │ │ ├── dataset.json │ │ └── result.json │ ├── coco_utils │ │ ├── combined_coco.json │ │ ├── modified_terrain1_coco.json │ │ ├── modified_terrain2_coco.json │ │ ├── terrain1.jpg │ │ ├── terrain1.json │ │ ├── terrain1_coco.json │ │ ├── terrain2.json │ │ ├── terrain2.png │ │ ├── terrain2_coco.json │ │ ├── terrain2_gray.png │ │ ├── terrain3.json │ │ ├── terrain3.png │ │ ├── terrain3_coco.json │ │ ├── terrain4.png │ │ ├── terrain_all_coco.json │ │ └── visdrone2019-det-train-first50image.json │ ├── models │ │ ├── mmdet_cascade_mask_rcnn │ │ │ ├── cascade_mask_rcnn_r50_fpn.py │ │ │ ├── cascade_mask_rcnn_r50_fpn_1x_coco.py │ │ │ ├── cascade_mask_rcnn_r50_fpn_1x_coco_v280.py │ │ │ ├── cascade_mask_rcnn_r50_fpn_v280.py │ │ │ ├── coco_instance.py │ │ │ ├── default_runtime.py │ │ │ └── schedule_1x.py │ │ ├── mmdet_retinanet │ │ │ ├── coco_detection.py │ │ │ ├── default_runtime.py │ │ │ ├── retinanet_r50_fpn.py │ │ │ ├── retinanet_r50_fpn_1x_coco.py │ │ │ ├── retinanet_r50_fpn_1x_coco_v280.py │ │ │ ├── retinanet_r50_fpn_v280.py │ │ │ └── schedule_1x.py │ │ ├── mmdet_yolox │ │ │ └── yolox_tiny_8x8_300e_coco.py │ │ └── torchvision │ │ │ ├── fasterrcnn_resnet50_fpn.yaml │ │ │ └── ssd300_vgg16.yaml │ └── small-vehicles1.jpeg │ ├── test_annotation.py │ ├── test_autoslice.py │ ├── test_cocoutils.py │ ├── test_detectron2.py │ ├── test_fileutils.py │ ├── test_highlevelapi.py │ ├── test_huggingfacemodel.py │ ├── test_mmdetectionmodel.py │ ├── test_predict.py │ ├── test_shapelyutils.py │ ├── test_slicing.py │ ├── test_torchvision.py │ └── test_yolov5model.py ├── test.py ├── train.py 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