├── .dev_scripts ├── batch_test_list.py ├── batch_train_list.txt ├── benchmark_filter.py ├── benchmark_test_image.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_benchamrk.sh └── train_benchmark.sh ├── .gitignore ├── .pre-commit-config.yaml ├── .readthedocs.yml ├── LICENSE ├── MANIFEST.in ├── README.md ├── configs ├── coco │ ├── split1 │ │ └── BHRL.py │ ├── split2 │ │ └── BHRL.py │ ├── split3 │ │ └── BHRL.py │ └── split4 │ │ └── BHRL.py └── voc │ └── BHRL.py ├── images └── BHRL.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 │ │ │ ├── max_iou_assigner.py │ │ │ ├── point_assigner.py │ │ │ ├── region_assigner.py │ │ │ └── uniform_assigner.py │ │ ├── builder.py │ │ ├── coder │ │ │ ├── __init__.py │ │ │ ├── base_bbox_coder.py │ │ │ ├── bucketing_bbox_coder.py │ │ │ ├── delta_xywh_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 │ │ │ ├── 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 │ │ ├── coco_utils.py │ │ ├── eval_hooks.py │ │ ├── mean_ap.py │ │ └── recall.py │ ├── export │ │ ├── __init__.py │ │ ├── model_wrappers.py │ │ ├── onnx_helper.py │ │ └── pytorch2onnx.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 │ └── visualization │ │ ├── __init__.py │ │ └── image.py ├── datasets │ ├── __init__.py │ ├── api_wrappers │ │ ├── __init__.py │ │ └── coco_api.py │ ├── builder.py │ ├── cityscapes.py │ ├── coco.py │ ├── custom.py │ ├── dataset_wrappers.py │ ├── deepfashion.py │ ├── lvis.py │ ├── one_shot_coco.py │ ├── one_shot_voc.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 │ ├── utils.py │ ├── voc.py │ ├── wider_face.py │ └── xml_style.py ├── models │ ├── __init__.py │ ├── backbones │ │ ├── __init__.py │ │ ├── darknet.py │ │ ├── detectors_resnet.py │ │ ├── detectors_resnext.py │ │ ├── hourglass.py │ │ ├── hrnet.py │ │ ├── mobilenet_v2.py │ │ ├── regnet.py │ │ ├── res2net.py │ │ ├── resnest.py │ │ ├── resnet.py │ │ ├── resnext.py │ │ ├── ssd_vgg.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 │ │ ├── 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 │ │ ├── ld_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 │ │ ├── ssd_head.py │ │ ├── vfnet_head.py │ │ ├── yolact_head.py │ │ ├── yolo_head.py │ │ └── yolof_head.py │ ├── detectors │ │ ├── __init__.py │ │ ├── atss.py │ │ ├── autoassign.py │ │ ├── base.py │ │ ├── bhrl.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 │ │ ├── mask_rcnn.py │ │ ├── mask_scoring_rcnn.py │ │ ├── nasfcos.py │ │ ├── paa.py │ │ ├── point_rend.py │ │ ├── reppoints_detector.py │ │ ├── retinanet.py │ │ ├── rpn.py │ │ ├── scnet.py │ │ ├── single_stage.py │ │ ├── sparse_rcnn.py │ │ ├── trident_faster_rcnn.py │ │ ├── two_stage.py │ │ ├── vfnet.py │ │ ├── yolact.py │ │ ├── yolo.py │ │ └── yolof.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 │ │ ├── kd_loss.py │ │ ├── mse_loss.py │ │ ├── pisa_loss.py │ │ ├── rp_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 │ │ ├── fpg.py │ │ ├── fpn.py │ │ ├── fpn_carafe.py │ │ ├── hrfpn.py │ │ ├── nas_fpn.py │ │ ├── nasfcos_fpn.py │ │ ├── pafpn.py │ │ ├── rfp.py │ │ └── yolo_neck.py │ ├── plugins │ │ ├── __init__.py │ │ ├── generate_ref_roi_feats.py │ │ ├── ihr.py │ │ └── match_module.py │ ├── roi_heads │ │ ├── __init__.py │ │ ├── base_roi_head.py │ │ ├── bbox_heads │ │ │ ├── __init__.py │ │ │ ├── bbox_head.py │ │ │ ├── bhrl_bbox_head.py │ │ │ ├── convfc_bbox_head.py │ │ │ ├── dii_head.py │ │ │ ├── double_bbox_head.py │ │ │ ├── sabl_head.py │ │ │ └── scnet_bbox_head.py │ │ ├── bhrl_roi_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 │ │ │ ├── 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 │ └── utils │ │ ├── __init__.py │ │ ├── builder.py │ │ ├── gaussian_target.py │ │ ├── inverted_residual.py │ │ ├── make_divisible.py │ │ ├── normed_predictor.py │ │ ├── positional_encoding.py │ │ ├── res_layer.py │ │ ├── se_layer.py │ │ └── transformer.py ├── utils │ ├── __init__.py │ ├── collect_env.py │ ├── contextmanagers.py │ ├── logger.py │ ├── profiling.py │ ├── util_mixins.py │ └── util_random.py └── version.py ├── pytest.ini ├── requirements.txt ├── requirements ├── build.txt ├── docs.txt ├── mminstall.txt ├── optional.txt ├── readthedocs.txt ├── runtime.txt └── tests.txt ├── setup.cfg ├── setup.py └── tools ├── analysis_tools ├── analyze_logs.py ├── analyze_results.py ├── benchmark.py ├── coco_error_analysis.py ├── eval_metric.py ├── get_flops.py ├── robustness_eval.py └── test_robustness.py ├── dataset_converters ├── cityscapes.py └── pascal_voc.py ├── deployment ├── mmdet2torchserve.py ├── mmdet_handler.py ├── onnx2tensorrt.py ├── pytorch2onnx.py └── test.py ├── dist_test.sh ├── dist_train.sh ├── misc ├── browse_dataset.py └── print_config.py ├── model_converters ├── detectron2pytorch.py ├── publish_model.py ├── regnet2mmdet.py └── upgrade_model_version.py ├── slurm_test.sh ├── slurm_train.sh ├── test.py └── train.py /.dev_scripts/batch_test_list.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hero-y/BHRL/HEAD/.dev_scripts/batch_test_list.py -------------------------------------------------------------------------------- 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