├── .gitignore ├── LICENSE ├── README.md ├── __pycache__ └── show_boxes.cpython-37.pyc ├── clean_data ├── 008844.png ├── 1.png └── 4996.png ├── connect_patches.py ├── decrease_attack_map.py ├── hhattack.py ├── images ├── 008844.png ├── 1.png └── 4996.png ├── mmdetection ├── .dev_scripts │ ├── benchmark_filter.py │ ├── gather_models.py │ └── linter.sh ├── .github │ ├── CODE_OF_CONDUCT.md │ ├── CONTRIBUTING.md │ ├── ISSUE_TEMPLATE │ │ ├── config.yml │ │ ├── error-report.md │ │ ├── feature_request.md │ │ ├── general_questions.md │ │ └── reimplementation_questions.md │ └── workflows │ │ └── build.yml ├── .gitignore ├── .isort.cfg ├── .pre-commit-config.yaml ├── .readthedocs.yml ├── .style.yapf ├── 1.png ├── LICENSE ├── README.md ├── configs │ ├── _base_ │ │ ├── datasets │ │ │ ├── cityscapes_detection.py │ │ │ ├── cityscapes_instance.py │ │ │ ├── coco_detection.py │ │ │ ├── coco_instance.py │ │ │ ├── coco_instance_semantic.py │ │ │ ├── deepfashion.py │ │ │ ├── lvis_instance.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_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 │ ├── atss │ │ ├── README.md │ │ └── atss_r50_fpn_1x_coco.py │ ├── carafe │ │ ├── README.md │ │ ├── faster_rcnn_r50_fpn_carafe_1x_coco.py │ │ └── mask_rcnn_r50_fpn_carafe_1x_coco.py │ ├── cascade_rcnn │ │ ├── README.md │ │ ├── cascade_mask_rcnn_r101_caffe_fpn_1x_coco.py │ │ ├── cascade_mask_rcnn_r101_fpn_1x_coco.py │ │ ├── cascade_mask_rcnn_r101_fpn_20e_coco.py │ │ ├── cascade_mask_rcnn_r50_caffe_fpn_1x_coco.py │ │ ├── cascade_mask_rcnn_r50_fpn_1x_coco.py │ │ ├── cascade_mask_rcnn_r50_fpn_20e_coco.py │ │ ├── cascade_mask_rcnn_x101_32x4d_fpn_1x_coco.py │ │ ├── cascade_mask_rcnn_x101_32x4d_fpn_20e_coco.py │ │ ├── cascade_mask_rcnn_x101_64x4d_fpn_1x_coco.py │ │ ├── cascade_mask_rcnn_x101_64x4d_fpn_20e_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 │ ├── cityscapes │ │ ├── README.md │ │ ├── faster_rcnn_r50_fpn_1x_cityscapes.py │ │ └── mask_rcnn_r50_fpn_1x_cityscapes.py │ ├── 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_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 │ │ ├── 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_mdconv_c3-c5_1x_coco.py │ ├── deepfashion │ │ ├── README.md │ │ └── mask_rcnn_r50_fpn_15e_deepfashion.py │ ├── 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_r50_1x_coco.py │ │ ├── htc_r50_rfp_1x_coco.py │ │ └── htc_r50_sac_1x_coco.py │ ├── double_heads │ │ ├── README.md │ │ └── dh_faster_rcnn_r50_fpn_1x_coco.py │ ├── dynamic_rcnn │ │ ├── README.md │ │ └── dynamic_rcnn_r50_fpn_1x.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 │ ├── 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_fpn_1x_coco.py │ │ ├── faster_rcnn_r101_fpn_2x_coco.py │ │ ├── faster_rcnn_r50_caffe_c4_1x_coco.py │ │ ├── faster_rcnn_r50_caffe_fpn_1x_coco.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_fpn_1x_coco-person-bicycle-car.py │ │ ├── faster_rcnn_r50_fpn_1x_coco-person.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_giou_1x_coco.py │ │ ├── faster_rcnn_r50_fpn_iou_1x_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_64x4d_fpn_1x_coco.py │ │ └── faster_rcnn_x101_64x4d_fpn_2x_coco.py │ ├── fcos │ │ ├── README.md │ │ ├── fcos_center-normbbox-centeronreg-giou_r50_caffe_fpn_gn-head_4x4_1x_coco.py │ │ ├── fcos_center-normbbox-centeronreg-giou_r50_caffe_fpn_gn-head_dcn_4x4_1x_coco.py │ │ ├── fcos_center_r50_caffe_fpn_gn-head_4x4_1x_coco.py │ │ ├── fcos_r101_caffe_fpn_gn-head_4x4_1x_coco.py │ │ ├── fcos_r101_caffe_fpn_gn-head_4x4_2x_coco.py │ │ ├── fcos_r101_caffe_fpn_gn-head_mstrain_640-800_4x4_2x_coco.py │ │ ├── fcos_r50_caffe_fpn_4x4_1x_coco.py │ │ ├── fcos_r50_caffe_fpn_gn-head_4x4_1x_coco.py │ │ ├── fcos_r50_caffe_fpn_gn-head_4x4_2x_coco.py │ │ ├── fcos_r50_caffe_fpn_gn-head_mstrain_640-800_4x4_2x_coco.py │ │ └── fcos_x101_64x4d_fpn_gn-head_mstrain_640-800_4x2_2x_coco.py │ ├── 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 │ ├── fp16 │ │ ├── README.md │ │ ├── faster_rcnn_r50_fpn_fp16_1x_coco.py │ │ ├── mask_rcnn_r50_fpn_fp16_1x_coco.py │ │ └── retinanet_r50_fpn_fp16_1x_coco.py │ ├── free_anchor │ │ ├── README.md │ │ ├── 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 │ ├── 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 │ ├── 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 │ ├── ghm │ │ ├── README.md │ │ ├── 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 │ ├── 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 │ ├── 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 │ ├── 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 │ ├── 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 │ ├── 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 │ ├── 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 │ ├── 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 │ ├── 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 │ ├── lvis │ │ ├── README.md │ │ ├── mask_rcnn_r101_fpn_sample1e-3_mstrain_2x_lvis.py │ │ ├── mask_rcnn_r50_fpn_sample1e-3_mstrain_2x_lvis.py │ │ ├── mask_rcnn_x101_32x4d_fpn_sample1e-3_mstrain_2x_lvis.py │ │ └── mask_rcnn_x101_64x4d_fpn_sample1e-3_mstrain_2x_lvis.py │ ├── mask_rcnn │ │ ├── README.md │ │ ├── mask_rcnn_r101_caffe_fpn_1x_coco.py │ │ ├── mask_rcnn_r101_fpn_1x_coco.py │ │ ├── mask_rcnn_r101_fpn_2x_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_2x_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_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 │ ├── ms_rcnn │ │ ├── README.md │ │ ├── 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 │ │ ├── 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 │ │ ├── retinanet_r50_fpn_crop640_50e_coco.py │ │ └── retinanet_r50_nasfpn_crop640_50e_coco.py │ ├── pafpn │ │ ├── README.md │ │ └── faster_rcnn_r50_pafpn_1x_coco.py │ ├── pascal_voc │ │ ├── README.md │ │ ├── faster_rcnn_r50_fpn_1x_voc0712.py │ │ ├── retinanet_r50_fpn_1x_voc0712.py │ │ ├── ssd300_voc0712.py │ │ └── ssd512_voc0712.py │ ├── pisa │ │ ├── README.md │ │ ├── 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 │ │ ├── point_rend_r50_caffe_fpn_mstrain_1x_coco.py │ │ └── point_rend_r50_caffe_fpn_mstrain_3x_coco.py │ ├── regnet │ │ ├── README.md │ │ ├── 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 │ │ ├── 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-4GF_fpn_1x_coco.py │ │ ├── mask_rcnn_regnetx-6.4GF_fpn_1x_coco.py │ │ ├── mask_rcnn_regnetx-8GF_fpn_1x_coco.py │ │ ├── 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 │ │ ├── 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 │ ├── retinanet │ │ ├── README.md │ │ ├── retinanet_r101_caffe_fpn_1x_coco.py │ │ ├── retinanet_r101_fpn_1x_coco.py │ │ ├── retinanet_r101_fpn_2x_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_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 │ ├── 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 │ ├── scratch │ │ ├── README.md │ │ ├── faster_rcnn_r50_fpn_gn-all_scratch_6x_coco.py │ │ └── mask_rcnn_r50_fpn_gn-all_scratch_6x_coco.py │ ├── ssd │ │ ├── README.md │ │ ├── ssd300_coco.py │ │ └── ssd512_coco.py │ └── wider_face │ │ ├── README.md │ │ └── ssd300_wider_face.py ├── debugdata │ └── 911.png ├── demo │ ├── MMDet_Tutorial.ipynb │ ├── demo.jpg │ ├── image_attack_demo.py │ ├── image_attack_single.py │ ├── image_demo.py │ ├── image_demo_focs.py │ ├── inference_demo.ipynb │ └── webcam_demo.py ├── docker │ └── Dockerfile ├── docs │ ├── Makefile │ ├── api.rst │ ├── changelog.md │ ├── compatibility.md │ ├── conf.py │ ├── config.md │ ├── getting_started.md │ ├── index.rst │ ├── install.md │ ├── make.bat │ ├── model_zoo.md │ ├── projects.md │ ├── robustness_benchmarking.md │ └── tutorials │ │ ├── data_pipeline.md │ │ ├── finetune.md │ │ ├── new_dataset.md │ │ └── new_modules.md ├── instructions.txt ├── mmdet │ ├── VERSION │ ├── __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 │ │ │ │ ├── max_iou_assigner.py │ │ │ │ └── point_assigner.py │ │ │ ├── builder.py │ │ │ ├── coder │ │ │ │ ├── __init__.py │ │ │ │ ├── base_bbox_coder.py │ │ │ │ ├── delta_xywh_bbox_coder.py │ │ │ │ ├── legacy_delta_xywh_bbox_coder.py │ │ │ │ ├── pseudo_bbox_coder.py │ │ │ │ └── tblr_bbox_coder.py │ │ │ ├── demodata.py │ │ │ ├── iou_calculators │ │ │ │ ├── __init__.py │ │ │ │ ├── builder.py │ │ │ │ └── iou2d_calculator.py │ │ │ ├── samplers │ │ │ │ ├── __init__.py │ │ │ │ ├── base_sampler.py │ │ │ │ ├── combined_sampler.py │ │ │ │ ├── instance_balanced_pos_sampler.py │ │ │ │ ├── iou_balanced_neg_sampler.py │ │ │ │ ├── ohem_sampler.py │ │ │ │ ├── pseudo_sampler.py │ │ │ │ ├── random_sampler.py │ │ │ │ ├── sampling_result.py │ │ │ │ └── score_hlr_sampler.py │ │ │ └── transforms.py │ │ ├── evaluation │ │ │ ├── __init__.py │ │ │ ├── bbox_overlaps.py │ │ │ ├── class_names.py │ │ │ ├── eval_hooks.py │ │ │ ├── mean_ap.py │ │ │ └── recall.py │ │ ├── fp16 │ │ │ ├── __init__.py │ │ │ ├── decorators.py │ │ │ ├── hooks.py │ │ │ └── utils.py │ │ ├── mask │ │ │ ├── __init__.py │ │ │ ├── mask_target.py │ │ │ ├── structures.py │ │ │ └── utils.py │ │ ├── post_processing │ │ │ ├── __init__.py │ │ │ ├── bbox_nms.py │ │ │ └── merge_augs.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── dist_utils.py │ │ │ └── misc.py │ ├── datasets │ │ ├── __init__.py │ │ ├── builder.py │ │ ├── cityscapes.py │ │ ├── coco.py │ │ ├── custom.py │ │ ├── dataset_wrappers.py │ │ ├── deepfashion.py │ │ ├── lvis.py │ │ ├── pipelines │ │ │ ├── __init__.py │ │ │ ├── auto_augment.py │ │ │ ├── compose.py │ │ │ ├── formating.py │ │ │ ├── instaboost.py │ │ │ ├── loading.py │ │ │ ├── test_time_aug.py │ │ │ └── transforms.py │ │ ├── samplers │ │ │ ├── __init__.py │ │ │ ├── distributed_sampler.py │ │ │ └── group_sampler.py │ │ ├── voc.py │ │ ├── wider_face.py │ │ └── xml_style.py │ ├── models │ │ ├── __init__.py │ │ ├── backbones │ │ │ ├── __init__.py │ │ │ ├── detectors_resnet.py │ │ │ ├── detectors_resnext.py │ │ │ ├── hourglass.py │ │ │ ├── hrnet.py │ │ │ ├── regnet.py │ │ │ ├── res2net.py │ │ │ ├── resnet.py │ │ │ ├── resnext.py │ │ │ └── ssd_vgg.py │ │ ├── builder.py │ │ ├── dense_heads │ │ │ ├── __init__.py │ │ │ ├── anchor_free_head.py │ │ │ ├── anchor_head.py │ │ │ ├── atss_head.py │ │ │ ├── base_dense_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 │ │ │ ├── nasfcos_head.py │ │ │ ├── pisa_retinanet_head.py │ │ │ ├── pisa_ssd_head.py │ │ │ ├── reppoints_head.py │ │ │ ├── retina_head.py │ │ │ ├── retina_sepbn_head.py │ │ │ ├── rpn_head.py │ │ │ ├── rpn_test_mixin.py │ │ │ └── ssd_head.py │ │ ├── detectors │ │ │ ├── __init__.py │ │ │ ├── atss.py │ │ │ ├── base.py │ │ │ ├── cascade_rcnn.py │ │ │ ├── fast_rcnn.py │ │ │ ├── faster_rcnn.py │ │ │ ├── fcos.py │ │ │ ├── fovea.py │ │ │ ├── fsaf.py │ │ │ ├── gfl.py │ │ │ ├── grid_rcnn.py │ │ │ ├── htc.py │ │ │ ├── mask_rcnn.py │ │ │ ├── mask_scoring_rcnn.py │ │ │ ├── nasfcos.py │ │ │ ├── point_rend.py │ │ │ ├── reppoints_detector.py │ │ │ ├── retinanet.py │ │ │ ├── rpn.py │ │ │ ├── single_stage.py │ │ │ └── two_stage.py │ │ ├── losses │ │ │ ├── __init__.py │ │ │ ├── accuracy.py │ │ │ ├── ae_loss.py │ │ │ ├── balanced_l1_loss.py │ │ │ ├── cross_entropy_loss.py │ │ │ ├── focal_loss.py │ │ │ ├── gaussian_focal_loss.py │ │ │ ├── gfocal_loss.py │ │ │ ├── ghm_loss.py │ │ │ ├── iou_loss.py │ │ │ ├── mse_loss.py │ │ │ ├── pisa_loss.py │ │ │ ├── smooth_l1_loss.py │ │ │ └── utils.py │ │ ├── necks │ │ │ ├── __init__.py │ │ │ ├── bfp.py │ │ │ ├── fpn.py │ │ │ ├── fpn_carafe.py │ │ │ ├── hrfpn.py │ │ │ ├── nas_fpn.py │ │ │ ├── nasfcos_fpn.py │ │ │ ├── pafpn.py │ │ │ └── rfp.py │ │ ├── roi_heads │ │ │ ├── __init__.py │ │ │ ├── base_roi_head.py │ │ │ ├── bbox_heads │ │ │ │ ├── __init__.py │ │ │ │ ├── bbox_head.py │ │ │ │ ├── convfc_bbox_head.py │ │ │ │ └── double_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 │ │ │ │ ├── fcn_mask_head.py │ │ │ │ ├── fused_semantic_head.py │ │ │ │ ├── grid_head.py │ │ │ │ ├── htc_mask_head.py │ │ │ │ ├── mask_point_head.py │ │ │ │ └── maskiou_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 │ │ │ ├── shared_heads │ │ │ │ ├── __init__.py │ │ │ │ └── res_layer.py │ │ │ ├── standard_roi_head.py │ │ │ └── test_mixins.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ └── res_layer.py │ └── utils │ │ ├── __init__.py │ │ ├── collect_env.py │ │ ├── contextmanagers.py │ │ ├── logger.py │ │ ├── profiling.py │ │ └── util_mixins.py ├── pytest.ini ├── requirements.txt ├── requirements │ ├── build.txt │ ├── docs.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 ├── setup.py ├── tests │ ├── async_benchmark.py │ ├── test_anchor.py │ ├── test_assigner.py │ ├── test_async.py │ ├── test_config.py │ ├── test_data │ │ ├── test_dataset.py │ │ ├── test_formatting.py │ │ ├── test_loading.py │ │ ├── test_models_aug_test.py │ │ ├── test_sampler.py │ │ └── test_transform.py │ ├── test_fp16.py │ ├── test_masks.py │ └── test_models │ │ ├── test_backbones.py │ │ ├── test_forward.py │ │ ├── test_heads.py │ │ ├── test_losses.py │ │ ├── test_necks.py │ │ ├── test_pisa_heads.py │ │ └── test_roi_extractor.py └── tools │ ├── analyze_logs.py │ ├── attack.py │ ├── benchmark.py │ ├── browse_dataset.py │ ├── coco_error_analysis.py │ ├── convert_datasets │ ├── cityscapes.py │ └── pascal_voc.py │ ├── detectron2pytorch.py │ ├── dist_test.sh │ ├── dist_train.sh │ ├── fuse_conv_bn.py │ ├── get_flops.py │ ├── print_config.py │ ├── publish_model.py │ ├── pytorch2onnx.py │ ├── regnet2mmdet.py │ ├── robustness_eval.py │ ├── slurm_test.sh │ ├── slurm_train.sh │ ├── test.py │ ├── test_robustness.py │ ├── train.py │ └── upgrade_model_version.py ├── perturbation.png ├── results ├── 000001.png └── 008844.png ├── show_boxes.py └── yolov4 └── eval_code ├── .DS_Store ├── .vscode └── settings.json ├── 1.png ├── README.md ├── __pycache__ ├── attack_yolov4.cpython-37.pyc └── infer.cpython-37.pyc ├── attack_single_yolov4.py ├── attack_yolov4.py ├── detect_single_yolov4.py ├── eval.py ├── infer.py ├── instruction.txt ├── models └── yolov4.cfg ├── requirements.txt ├── tool ├── .DS_Store ├── __pycache__ │ ├── cfg.cpython-37.pyc │ └── darknet2pytorch.cpython-37.pyc ├── cfg.py └── darknet2pytorch.py └── utils ├── .DS_Store ├── __pycache__ ├── 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