├── .gitignore ├── attributes ├── Attribute_learning │ ├── attributes.json │ └── reorganize_atts.py ├── AwA2 │ ├── attributes.json │ ├── classes.json │ ├── classes.txt │ ├── predicates.txt │ └── reorganize_atts.py ├── CC │ ├── Op1_get_valid_inds.py │ ├── Op2_download_cc_image.py │ ├── Op3_get_train_keys.py │ ├── Op4_get_tagging_infos.py │ ├── Op5_get_proposals.py │ ├── Op6_get_proposals_with_atts_probs.py │ ├── Op7_add_biggsest_proposal.py │ └── val_valid_cc_idx.json ├── COCO │ ├── Op1_get_caption_tagging_infos.py │ ├── Op2_fuse_biggest_proposal2caption_tagging_infos.py │ ├── Op3_concat_caption_tagging_proposals_pred_atts.py │ ├── att_extracted.json │ ├── attribute_id_map.json │ ├── attributes.json │ ├── attributes_extracted.json │ ├── category2types.json │ ├── category_freq_w_sort.json │ ├── category_freq_wo_sort.json │ ├── coco_id2cate.json │ ├── common2common_category2id_48_17.json │ ├── common2common_category2id_48_32.json │ ├── get_attribute_id_map.py │ ├── orginaze_att.py │ └── reorganize_atts.py ├── CUB_200_2011 │ ├── attributes.json │ ├── attributes.txt │ ├── classes.json │ ├── classes.txt │ └── reorganize_atts.py ├── CelebA │ ├── attributes.json │ ├── attributes.txt │ └── reorganize_atts.py ├── EMOTIC │ ├── attributes.json │ ├── attributes_extracted.json │ └── reorganize_atts.py ├── INA │ ├── attributes.json │ ├── attributes.txt │ ├── classes.json │ ├── classes.txt │ └── reorganize_atts.py ├── LSA │ ├── attr_freq_w_sort.json │ ├── attr_freq_wo_sort.json │ ├── common2common.json │ ├── common2rare.json │ └── download_oi.py ├── MIT_States │ ├── attributes.json │ ├── attributes_extracted.json │ └── reorganize_atts.py ├── OVAD │ ├── att2types.json │ ├── attribute_parent_types.json │ ├── attribute_types.json │ ├── common2common_att2id.json │ ├── common2common_category2id_48_32.json │ ├── head_tail.json │ └── ovad2000.json ├── SUN │ ├── attributeLabels_continuous.mat │ ├── attributes.json │ ├── attributes.mat │ ├── attributes_extracted.json │ ├── reoganize_att.py │ └── reorganize_atts.py ├── VAW │ ├── VAW_attributes_with_freq.json │ ├── att2types.json │ ├── attr_freq_w_sort.json │ ├── attr_freq_wo_sort.json │ ├── attribute_parent_types.json │ ├── attribute_types.json │ ├── attributes.json │ ├── base2novel_att2id.json │ ├── common2common_att2id.json │ ├── common2common_freq.json │ ├── common2rare_att2id.json │ ├── common2rare_freq.json │ ├── get_freq.py │ ├── head_tail.json │ ├── reorganize_atts.py │ └── show_num_att_by_freq_threshold.py ├── VG │ ├── attribute_synsets.json │ ├── organize_att.py │ └── reorganize_atts.py ├── aPaY │ ├── attribute_names.txt │ ├── attributes.json │ ├── class_names.txt │ └── reorganize_atts.py ├── gather_all.py ├── get_attribute_category_dict.py └── get_freq.py ├── captions ├── CC12M │ └── reorganize_captions.py ├── CC3M │ └── reorganize_captions.py ├── COCO │ ├── captions_val2014.json │ ├── category_attribute_pairs.json │ ├── get_ca_pair.py │ └── reorganize_captions.py ├── Flickr30k │ └── reorganize_captions.py ├── LAION2B │ ├── down_files.txt │ ├── down_metadata.py │ └── get_att_categories.py ├── LAION400M │ └── get_att_categories.py ├── SBU │ └── reorganize_captions.py ├── TextCaps │ └── reorganize_captions.py ├── VG │ └── reorganize_captions.py ├── VizWiz-Captions │ ├── captions_extracted.json │ ├── reorganize_captions.py │ └── train.json ├── gather_all_captions.py ├── gather_filter_laion_atts.py ├── gather_filter_laion_categories.py ├── gather_filter_laion_other_atts.py ├── gather_filter_laion_other_categories.py ├── get_att_categories_from_captions.py └── infos.txt ├── configs ├── _base_ │ ├── datasets │ │ ├── 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_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 ├── 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 ├── 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 ├── 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 │ └── 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.py │ ├── mask2former_r50_lsj_8x2_50e_coco.py │ ├── mask2former_swin-b-p4-w12-384-in21k_lsj_8x2_50e_coco.py │ ├── mask2former_swin-b-p4-w12-384_lsj_8x2_50e_coco.py │ ├── mask2former_swin-l-p4-w12-384-in21k_lsj_16x1_100e_coco.py │ ├── mask2former_swin-s-p4-w7-224_lsj_8x2_50e_coco.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_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 ├── 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 ├── 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 ├── configs_my ├── CLIPPrompt_Proposal_VAW.py ├── CLIPPrompt_Region_FasterRcnn_KD_VAW.py ├── CLIPPrompt_Region_KD_VAW.py ├── CLIPPrompt_Region_VAW.py ├── Evaluate_RegionCLIP_VAW.py ├── MAEPrompt_Crop_Img_VAW.py ├── OFAPrompt_VAW.py ├── Op1_CLIPPrompt_Crop_Img_VAW.py ├── Op2_2_RPN_CLIPPrompt_Region_LSA.py ├── Op2_RPN_CLIPPrompt_Region_KD_COCO_VAW.py ├── Op2_RPN_CLIPPrompt_Region_KD_COCO_VAW1.py ├── Op2_fasterrcnn_CLIPPrompt_Region_KD_COCO_VAW.py ├── Op3_1_RPN_COCO.py ├── Op3_1_RPN_cc3M.py ├── Op3_2_CLIPPrompt_Crop_Img_Prob_COCO.py ├── Op3_2_CLIPPrompt_Crop_Img_Prob_cc3M.py ├── Op3_3_Boost_CLIPPrompt_Crop_Img_COCO_VAW.py ├── Op4_1_Train_Crop_Img_LSA.py ├── Op4_2_CLIPPrompt_Crop_Img_VAW.py ├── OvarNet │ ├── Op1_1_align_clipattr_VAW.py │ ├── Op1_2_class_agnostic_rpn_mstrain.py │ ├── Op1_3_rpn_on_cc3M.py │ ├── Op1_3_rpn_on_cococap.py │ ├── Op1_4_speech_of_tagging.py │ ├── Op1_5_eval_clipattr_on_COCO.py │ ├── Op1_5_eval_clipattr_on_cc3M.py │ ├── Op1_6_align_clipattr_caption.py │ ├── Op2_1_OvarNetP_w_KD.py │ ├── Op2_1_OvarNet_w_KD.py │ └── Op2_1_OvarNet_wo_KD.py ├── detr_rs.py ├── faster_rcnn_r50_fpn_mstrain_3x_coco.py ├── faster_rcnn_r50_fpn_openimages.py ├── maskrcnn_clip_coco.py ├── maskrcnn_clip_coco_ann.py ├── rpn_r50_fpn_mstrain_3x_vaw.py ├── rpn_r50_fpn_mstrain_coco.py ├── rpn_r50_fpn_mstrain_vaw.py ├── rpn_r50_fpn_mstrain_vg.py └── test_clip_config.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 └── 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_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 ├── gather_infos ├── filter_atts.py ├── filter_categories.py ├── filter_gathered_atts.py ├── filter_gathered_categories.py ├── gather_atts_with_caption.py ├── gather_categories_with_caption.py ├── gen_filtered_gathered_atts.py ├── infos │ ├── all_attributes.json │ ├── all_attributes_with_freq.json │ ├── all_attributes_with_freq_filtered.json │ ├── all_caption_extracted_atts.json │ ├── all_caption_extracted_categories.json │ ├── all_gather_atts.json │ ├── all_gather_atts_filtered.json │ ├── all_gather_atts_keep_need_tag.json │ ├── all_gather_atts_need_tag.json │ ├── all_gather_atts_tag.json │ ├── all_gather_categories.json │ ├── all_objects.json │ ├── all_objects_with_freq.json │ ├── all_objects_with_freq_filtered.json │ ├── other_extracted_atts.json │ └── other_extracted_categories.json ├── show_num_att_by_freq_threshold.py ├── show_num_category_by_freq_threshold.py └── vis_freq │ └── atts_vis.png ├── 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 │ │ │ ├── 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 │ │ ├── yolox_lrupdater_hook.py │ │ └── yolox_mode_switch_hook.py │ ├── mask │ │ ├── __init__.py │ │ ├── mask_target.py │ │ ├── structures.py │ │ └── utils.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 │ ├── builder.py │ ├── cityscapes.py │ ├── coco.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 │ ├── utils.py │ ├── voc.py │ ├── wider_face.py │ └── xml_style.py ├── datasets_my │ ├── __init__.py │ ├── boost_clip_with_cap_crop_img_datasset.py │ ├── class_agnostic_rpn_detection_dataset.py │ ├── class_agnostic_rpn_infer_datasets.py │ ├── clipattr_img_crop_dataset.py │ ├── coco_clip.py │ ├── coco_clip_annotated.py │ ├── eval_results.py │ ├── evaluate_tools │ │ ├── __init__.py │ │ ├── att_evaluator.py │ │ ├── custom_coco_eval.py │ │ ├── eval.py │ │ ├── evaluate_attributes.py │ │ ├── evaluator.py │ │ ├── metrics.py │ │ ├── out_pred.txt │ │ ├── output_detailed.txt │ │ └── ovad_evaluator.py │ ├── lsa_crop_img_datasset.py │ ├── lsa_rpn_attribute_datasset.py │ ├── nwpu_detection_dataset.py │ ├── ovarnet_attribute_dataset.py │ ├── piplines_my │ │ ├── __init__.py │ │ └── crop.py │ ├── vaw_datasset.py │ ├── vaw_proposal_datasset.py │ ├── vaw_region_att_pred_datasset.py │ ├── vaw_rpn_datasset.py │ └── vg_rpn_datasset.py ├── hooks_my │ ├── __init__.py │ └── eval_hooks.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 │ ├── backbones_my │ │ ├── __init__.py │ │ ├── clip │ │ │ ├── __init__.py │ │ │ ├── bpe_simple_vocab_16e6.txt.gz │ │ │ ├── clip.py │ │ │ ├── model.py │ │ │ └── simple_tokenizer.py │ │ ├── clip_model.py │ │ ├── clip_prompt_learner.py │ │ ├── ofa │ │ │ ├── __init__.py │ │ │ ├── ofa.py │ │ │ ├── resnet.py │ │ │ ├── unify_multihead_attention.py │ │ │ ├── unify_transformer.py │ │ │ └── unify_transformer_layer.py │ │ ├── ofa_model.py │ │ ├── ofa_prompt_learner.py │ │ ├── prompt_phaser.py │ │ └── vit.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 │ │ ├── deformable_detr_head.py │ │ ├── dense_test_mixins.py │ │ ├── detr_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 │ │ ├── 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 │ │ ├── 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 │ │ ├── deformable_detr.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 │ │ ├── sparse_rcnn.py │ │ ├── tood.py │ │ ├── trident_faster_rcnn.py │ │ ├── two_stage.py │ │ ├── vfnet.py │ │ ├── yolact.py │ │ ├── yolo.py │ │ ├── yolof.py │ │ └── yolox.py │ ├── detectors_my │ │ ├── LSAMILLearner.py │ │ ├── LSAOvarNet.py │ │ ├── __init__.py │ │ ├── clip_prompt_region.py │ │ ├── clip_tester.py │ │ ├── clipattr.py │ │ ├── clipattr_booster.py │ │ ├── faster_rcnn_rpn.py │ │ ├── fasterrcnn_clip_prompt_region.py │ │ ├── fasterrcnn_infer.py │ │ ├── maskrcnn_clip.py │ │ ├── ofa_prompt.py │ │ ├── ovarnet.py │ │ ├── ovarnetp.py │ │ └── region_clip.py │ ├── heads_my │ │ ├── __init__.py │ │ ├── attribute_pred_head.py │ │ ├── boost_clip_head.py │ │ ├── ofa_prompt_head.py │ │ ├── prompt_head.py │ │ ├── roi_head_wo_mask.py │ │ └── rpn_attr_head.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 │ ├── losses_my │ │ ├── __init__.py │ │ ├── disllation_loss.py │ │ ├── label_smoothed_cross_entropy.py │ │ └── milloss.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 │ ├── necks_my │ │ ├── __init__.py │ │ ├── attribute_encoder.py │ │ ├── bpe_simple_vocab_16e6.txt.gz │ │ ├── proposal_encoder.py │ │ └── refine_channels.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 ├── optimizers_my │ ├── __init__.py │ └── sub_model_constructor.py ├── utils │ ├── __init__.py │ ├── api_wrappers │ │ ├── __init__.py │ │ ├── _mask.c │ │ ├── _mask.cp39-win_amd64.pyd │ │ ├── _mask.cpython-38-darwin.so │ │ ├── _mask.cpython-38-x86_64-linux-gnu.so │ │ ├── _mask.pyx │ │ ├── coco.py │ │ ├── coco_api_ori.py │ │ ├── cocoeval.py │ │ ├── common │ │ │ ├── gason.cpp │ │ │ ├── gason.h │ │ │ ├── maskApi.c │ │ │ └── maskApi.h │ │ ├── mask.py │ │ ├── panoptic_evaluation_ori.py │ │ └── setup.py │ ├── collect_env.py │ ├── compat_config.py │ ├── contextmanagers.py │ ├── logger.py │ ├── misc.py │ ├── profiling.py │ ├── setup_env.py │ ├── split_batch.py │ ├── util_distribution.py │ ├── util_mixins.py │ └── util_random.py └── version.py ├── model-index.yml ├── objects ├── AwA2 │ ├── classes.json │ └── reorganize_atts.py ├── CUB │ ├── classes.json │ └── reorganize_atts.py ├── ImageNet │ ├── classes.json │ └── reorganize_atts.py ├── ImageNetDet │ ├── LOC_synset_mapping.txt │ ├── classes_extracted.json │ ├── reorganize_category.py │ └── reorganize_class.py ├── KITTI │ ├── classes.txt │ ├── classes_extracted.json │ ├── reorganize_category.py │ └── reorganize_class.py ├── LVIS │ ├── categories.json │ ├── classes_extracted.json │ ├── reorganize_category.py │ └── reorganize_class.py ├── MSCOCO │ ├── categories.json │ ├── category_id_map.json │ ├── category_synsets.json │ ├── classes.txt │ ├── classes_extracted.json │ ├── demo.xlsx │ ├── get_2014_categories.py │ ├── get_category_id_map.py │ ├── get_category_synsets.py │ ├── reorganize_category.py │ ├── reorganize_class.py │ └── test.py ├── Objects365 │ ├── classes_extracted.json │ ├── reorganize_category.py │ └── reorganize_class.py ├── OpenImages │ ├── class_2W.csv │ ├── class_box_600.csv │ ├── classes_extracted.json │ ├── oidv6-attributes-description.csv │ ├── reorganize_category.py │ └── reorganize_class.py ├── VG │ ├── classes_extracted.json │ └── reorganize_category.py ├── VOC │ ├── classes.txt │ ├── classes_extracted.json │ ├── reorganize_category.py │ └── reorganize_class.py ├── aPaY │ ├── classes.json │ └── reorganize_atts.py ├── all_objects.json ├── gather_all.py ├── get_freq.py └── nuScenes │ ├── classes.txt │ ├── classes_extracted.json │ ├── reorganize_category.py │ └── reorganize_class.py ├── readme.md ├── requirements ├── __init__.py ├── 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 ├── qq_group_qrcode.jpg └── zhihu_qrcode.jpg ├── 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_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_logger.py │ ├── test_masks.py │ ├── test_misc.py │ ├── test_nms.py │ ├── test_setup_env.py │ ├── test_split_batch.py │ ├── test_version.py │ └── test_visualization.py ├── tests_my ├── test_dataset.py ├── test_dataset_evaluate.py ├── test_infer_w_dataset.py ├── test_metrics │ └── test_map.py ├── test_model.py └── test_model_w_dataset.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 ├── employ_gpu_cpu.py ├── eval_metrics_from_results.py ├── for_test.py ├── 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 ├── test_dist.py ├── test_loop.py ├── test_script.py ├── train.py └── train_script.py ├── tools_my ├── analysis_tools │ └── per_class_compare.py ├── cache_data_tools │ └── redis_utils.py ├── check_data_tools │ └── check_data_anns.py ├── data_tools │ ├── coco_dataset │ │ ├── get_att2types_file.py │ │ ├── get_ce_pos_weight.py │ │ └── split_att_train_val.py │ ├── gather_all_attributes.py │ ├── get_LSA_info.py │ ├── get_mean_val.py │ ├── img_mean_stds │ │ └── mean_std_info.json │ ├── lsa_dataset │ │ └── get_ce_pos_weight.py │ ├── optimize_anchors.py │ ├── ovad_dataset │ │ ├── get_att2types_file.py │ │ ├── get_attribute_parent_types.py │ │ ├── get_attribute_types.py │ │ ├── get_head_tail.py │ │ └── split_att_train_val.py │ ├── save_att_with_translation.py │ ├── save_txt_att_with_translation.py │ └── vaw_dataset │ │ ├── get_att2types_file.py │ │ ├── get_ce_pos_weight.py │ │ └── split_att_train_val.py ├── dataset_converters │ ├── VAW2coco.py │ ├── cityscapes.py │ ├── images2coco.py │ ├── pascal_voc.py │ └── txt2coco.py └── vis_tools │ ├── vis_box_att.py │ ├── vis_box_cate.py │ ├── vis_box_cate_attr.py │ └── vis_lsa_anns.py └── utils_my ├── BPE ├── __init__.py ├── dict.txt ├── encoder.json └── vocab.bpe ├── __init__.py ├── data_utils.py ├── 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