├── .gitignore ├── .gitmodules ├── .vscode ├── launch.json └── launch_deepsort.json ├── 001.avi ├── LICENSE ├── README.md ├── configs ├── deep_sort.yaml ├── fastreid.yaml ├── mmdet.yaml ├── ppyoloe.yaml ├── yolor.yaml ├── yolov3.yaml ├── yolov3_tiny.yaml ├── yolov4.yaml ├── yolov4Scaled.yaml ├── yolov5.yaml ├── yolov6.yaml ├── yolov7.yaml ├── yolov8.yaml └── yolox.yaml ├── deep_sort ├── README.md ├── __init__.py ├── deep │ ├── __init__.py │ ├── evaluate.py │ ├── feature_extractor.py │ ├── model.py │ ├── original_model.py │ ├── prepare_market1501.py │ ├── pt_to_onnx.py │ ├── test.py │ ├── train.jpg │ └── train.py ├── deep_sort.py └── sort │ ├── __init__.py │ ├── detection.py │ ├── iou_matching.py │ ├── kalman_filter.py │ ├── linear_assignment.py │ ├── nn_matching.py │ ├── preprocessing.py │ ├── track.py │ └── tracker.py ├── deepsort.py ├── demo ├── 1.gif ├── 1.jpg ├── 2.gif ├── 2.jpg ├── bus.jpg └── zidane.jpg ├── detector ├── MMDet │ ├── __init__.py │ ├── detector.py │ └── mmdet_utils.py ├── PPYOLOE │ ├── .gitignore │ ├── .readthedocs.yaml │ ├── LICENSE │ ├── README.md │ ├── README_YOLOX.md │ ├── __init__.py │ ├── assets │ │ ├── demo.png │ │ ├── git_fig.png │ │ └── logo.png │ ├── demo │ │ ├── MegEngine │ │ │ ├── cpp │ │ │ │ ├── README.md │ │ │ │ ├── build.sh │ │ │ │ └── yolox.cpp │ │ │ └── python │ │ │ │ ├── README.md │ │ │ │ ├── build.py │ │ │ │ ├── convert_weights.py │ │ │ │ ├── demo.py │ │ │ │ ├── dump.py │ │ │ │ └── models │ │ │ │ ├── __init__.py │ │ │ │ ├── darknet.py │ │ │ │ ├── network_blocks.py │ │ │ │ ├── yolo_fpn.py │ │ │ │ ├── yolo_head.py │ │ │ │ ├── yolo_pafpn.py │ │ │ │ └── yolox.py │ │ ├── ONNXRuntime │ │ │ ├── README.md │ │ │ └── onnx_inference.py │ │ ├── OpenVINO │ │ │ ├── README.md │ │ │ ├── cpp │ │ │ │ ├── README.md │ │ │ │ └── yolox_openvino.cpp │ │ │ └── python │ │ │ │ ├── README.md │ │ │ │ └── openvino_inference.py │ │ ├── TensorRT │ │ │ ├── cpp │ │ │ │ ├── README.md │ │ │ │ ├── logging.h │ │ │ │ └── yolox.cpp │ │ │ └── python │ │ │ │ └── README.md │ │ └── ncnn │ │ │ ├── android │ │ │ ├── README.md │ │ │ ├── app │ │ │ │ ├── build.gradle │ │ │ │ └── src │ │ │ │ │ └── main │ │ │ │ │ ├── AndroidManifest.xml │ │ │ │ │ ├── assets │ │ │ │ │ └── yolox.param │ │ │ │ │ ├── java │ │ │ │ │ └── com │ │ │ │ │ │ └── megvii │ │ │ │ │ │ └── yoloXncnn │ │ │ │ │ │ ├── MainActivity.java │ │ │ │ │ │ └── yoloXncnn.java │ │ │ │ │ ├── jni │ │ │ │ │ └── yoloXncnn_jni.cpp │ │ │ │ │ └── res │ │ │ │ │ ├── layout │ │ │ │ │ └── main.xml │ │ │ │ │ └── values │ │ │ │ │ └── strings.xml │ │ │ ├── build.gradle │ │ │ ├── gradle │ │ │ │ └── wrapper │ │ │ │ │ ├── gradle-wrapper.jar │ │ │ │ │ └── gradle-wrapper.properties │ │ │ ├── gradlew │ │ │ ├── gradlew.bat │ │ │ └── settings.gradle │ │ │ └── cpp │ │ │ ├── README.md │ │ │ └── yolox.cpp │ ├── detector.py │ ├── docs │ │ ├── .gitignore │ │ ├── Makefile │ │ ├── _static │ │ │ └── css │ │ │ │ └── custom.css │ │ ├── conf.py │ │ ├── demo │ │ │ ├── megengine_cpp_readme.md │ │ │ ├── megengine_py_readme.md │ │ │ ├── ncnn_android_readme.md │ │ │ ├── ncnn_cpp_readme.md │ │ │ ├── onnx_readme.md │ │ │ ├── openvino_cpp_readme.md │ │ │ ├── openvino_py_readme.md │ │ │ ├── trt_cpp_readme.md │ │ │ └── trt_py_readme.md │ │ ├── freeze_module.md │ │ ├── index.rst │ │ ├── manipulate_training_image_size.md │ │ ├── model_zoo.md │ │ ├── quick_run.md │ │ ├── train_custom_data.md │ │ └── updates_note.md │ ├── exps │ │ ├── default │ │ │ ├── __init__.py │ │ │ ├── yolov3.py │ │ │ ├── yolox_l.py │ │ │ ├── yolox_m.py │ │ │ ├── yolox_nano.py │ │ │ ├── yolox_s.py │ │ │ ├── yolox_tiny.py │ │ │ └── yolox_x.py │ │ ├── example │ │ │ ├── custom │ │ │ │ ├── nano.py │ │ │ │ └── yolox_s.py │ │ │ └── yolox_voc │ │ │ │ └── yolox_voc_s.py │ │ └── ppyoloe │ │ │ └── default │ │ │ ├── ppyoloe_l.py │ │ │ ├── ppyoloe_m.py │ │ │ ├── ppyoloe_s.py │ │ │ └── ppyoloe_x.py │ ├── hubconf.py │ ├── paddle2torch.py │ ├── ppyoloe │ │ ├── __init__.py │ │ ├── assigner │ │ │ ├── __init__.py │ │ │ ├── atss_assigner.py │ │ │ └── tal_assigner.py │ │ ├── bbox │ │ │ ├── iou2d_calculator.py │ │ │ └── utils.py │ │ ├── exp │ │ │ ├── __init__.py │ │ │ └── ppyoloe_base.py │ │ └── models │ │ │ ├── __init__.py │ │ │ ├── backbone.py │ │ │ ├── drop.py │ │ │ ├── losses.py │ │ │ ├── neck.py │ │ │ ├── network_blocks.py │ │ │ ├── ppyoloe.py │ │ │ └── ppyoloe_head.py │ ├── readme_dev.md │ ├── setup.cfg │ ├── setup.py │ ├── tests │ │ ├── __init__.py │ │ └── utils │ │ │ └── test_model_utils.py │ ├── tools │ │ ├── __init__.py │ │ ├── demo.py │ │ ├── eval.py │ │ ├── export_onnx.py │ │ ├── export_torchscript.py │ │ ├── train.py │ │ └── trt.py │ └── yolox │ │ ├── __init__.py │ │ ├── core │ │ ├── __init__.py │ │ ├── launch.py │ │ └── trainer.py │ │ ├── data │ │ ├── __init__.py │ │ ├── data_augment.py │ │ ├── data_prefetcher.py │ │ ├── dataloading.py │ │ ├── datasets │ │ │ ├── __init__.py │ │ │ ├── coco.py │ │ │ ├── coco_classes.py │ │ │ ├── datasets_wrapper.py │ │ │ ├── mosaicdetection.py │ │ │ ├── voc.py │ │ │ └── voc_classes.py │ │ ├── operators.py │ │ └── samplers.py │ │ ├── evaluators │ │ ├── __init__.py │ │ ├── coco_evaluator.py │ │ ├── voc_eval.py │ │ └── voc_evaluator.py │ │ ├── exp │ │ ├── __init__.py │ │ ├── base_exp.py │ │ ├── build.py │ │ ├── default │ │ │ └── __init__.py │ │ └── yolox_base.py │ │ ├── layers │ │ ├── __init__.py │ │ ├── csrc │ │ │ ├── cocoeval │ │ │ │ ├── cocoeval.cpp │ │ │ │ └── cocoeval.h │ │ │ └── vision.cpp │ │ └── fast_coco_eval_api.py │ │ ├── models │ │ ├── __init__.py │ │ ├── build.py │ │ ├── darknet.py │ │ ├── losses.py │ │ ├── network_blocks.py │ │ ├── yolo_fpn.py │ │ ├── yolo_head.py │ │ ├── yolo_pafpn.py │ │ └── yolox.py │ │ ├── tools │ │ └── __init__.py │ │ └── utils │ │ ├── __init__.py │ │ ├── allreduce_norm.py │ │ ├── boxes.py │ │ ├── checkpoint.py │ │ ├── compat.py │ │ ├── demo_utils.py │ │ ├── dist.py │ │ ├── ema.py │ │ ├── logger.py │ │ ├── lr_scheduler.py │ │ ├── metric.py │ │ ├── model_utils.py │ │ ├── setup_env.py │ │ └── visualize.py ├── YOLOR │ ├── .gitignore │ ├── LICENSE │ ├── README.md │ ├── __init__.py │ ├── cfg │ │ ├── yolor_csp.cfg │ │ ├── yolor_csp_x.cfg │ │ ├── yolor_p6.cfg │ │ ├── yolor_w6.cfg │ │ ├── yolov4_csp.cfg │ │ ├── yolov4_csp_x.cfg │ │ ├── yolov4_p6.cfg │ │ └── yolov4_p7.cfg │ ├── darknet │ │ ├── README.md │ │ ├── cfg │ │ │ ├── yolov4-csp-x.cfg │ │ │ └── yolov4-csp.cfg │ │ └── new_layers.md │ ├── data │ │ ├── coco.names │ │ ├── coco.yaml │ │ ├── hyp.finetune.1280.yaml │ │ ├── hyp.scratch.1280.yaml │ │ └── hyp.scratch.640.yaml │ ├── detect.py │ ├── detector.py │ ├── figure │ │ ├── implicit_modeling.png │ │ ├── performance.png │ │ ├── schedule.png │ │ └── unifued_network.png │ ├── models │ │ ├── __init__.py │ │ ├── export.py │ │ └── models.py │ ├── readme_dev.md │ ├── requirements.txt │ ├── scripts │ │ ├── get_coco.sh │ │ └── get_pretrain.sh │ ├── test.py │ ├── train.py │ ├── tune.py │ └── utils │ │ ├── __init__.py │ │ ├── activations.py │ │ ├── autoanchor.py │ │ ├── datasets.py │ │ ├── general.py │ │ ├── google_utils.py │ │ ├── layers.py │ │ ├── loss.py │ │ ├── metrics.py │ │ ├── parse_config.py │ │ ├── plots.py │ │ └── torch_utils.py ├── YOLOV4 │ ├── README.md │ ├── __init__.py │ ├── cfg │ │ ├── yolov4-csp-leaky.cfg │ │ ├── yolov4-csp-mish.cfg │ │ ├── yolov4-csp-s-leaky.cfg │ │ ├── yolov4-csp-s-mish.cfg │ │ ├── yolov4-csp-x-leaky.cfg │ │ ├── yolov4-csp-x-mish.cfg │ │ ├── yolov4-pacsp-mish.cfg │ │ ├── yolov4-pacsp-s-mish.cfg │ │ ├── yolov4-pacsp-s.cfg │ │ ├── yolov4-pacsp-x-mish.cfg │ │ ├── yolov4-pacsp-x.cfg │ │ ├── yolov4-pacsp.cfg │ │ ├── yolov4-paspp.cfg │ │ ├── yolov4-tiny.cfg │ │ └── yolov4.cfg │ ├── data │ │ ├── coco.data │ │ ├── coco.names │ │ ├── coco.yaml │ │ ├── coco1.data │ │ ├── coco16.data │ │ ├── coco1cls.data │ │ ├── coco2014.data │ │ ├── coco2017.data │ │ ├── coco64.data │ │ ├── coco_paper.names │ │ ├── get_coco2014.sh │ │ ├── get_coco2017.sh │ │ ├── hyp.scratch.s.yaml │ │ └── hyp.scratch.yaml │ ├── detect.py │ ├── detector.py │ ├── images │ │ └── scalingCSP.png │ ├── models │ │ ├── export.py │ │ └── models.py │ ├── requirements.txt │ ├── test.py │ ├── train.py │ └── utils │ │ ├── __init__.py │ │ ├── activations.py │ │ ├── adabound.py │ │ ├── autoanchor.py │ │ ├── datasets.py │ │ ├── evolve.sh │ │ ├── gcp.sh │ │ ├── general.py │ │ ├── google_utils.py │ │ ├── layers.py │ │ ├── loss.py │ │ ├── metrics.py │ │ ├── parse_config.py │ │ ├── plots.py │ │ ├── torch_utils.py │ │ └── utils.py ├── YOLOV4Scaled │ ├── LICENSE │ ├── README.md │ ├── __init__.py │ ├── data │ │ ├── coco.yaml │ │ ├── hyp.finetune.yaml │ │ └── hyp.scratch.yaml │ ├── detect.py │ ├── detector.py │ ├── models │ │ ├── __init__.py │ │ ├── common.py │ │ ├── experimental.py │ │ ├── export.py │ │ ├── yolo.py │ │ ├── yolov4-csp.yaml │ │ ├── yolov4-p5.yaml │ │ ├── yolov4-p6.yaml │ │ └── yolov4-p7.yaml │ ├── test.py │ ├── train.py │ └── utils │ │ ├── __init__.py │ │ ├── activations.py │ │ ├── datasets.py │ │ ├── general.py │ │ ├── google_utils.py │ │ └── torch_utils.py ├── YOLOV5 │ ├── .dockerignore │ ├── .gitattributes │ ├── .github │ │ ├── CODE_OF_CONDUCT.md │ │ ├── ISSUE_TEMPLATE │ │ │ ├── bug-report.yml │ │ │ ├── config.yml │ │ │ ├── feature-request.yml │ │ │ └── question.yml │ │ ├── PULL_REQUEST_TEMPLATE.md │ │ ├── README_cn.md │ │ ├── SECURITY.md │ │ ├── dependabot.yml │ │ └── workflows │ │ │ ├── ci-testing.yml │ │ │ ├── codeql-analysis.yml │ │ │ ├── docker.yml │ │ │ ├── greetings.yml │ │ │ ├── rebase.yml │ │ │ └── stale.yml │ ├── .gitignore │ ├── .pre-commit-config.yaml │ ├── CONTRIBUTING.md │ ├── LICENSE │ ├── README.md │ ├── __init__.py │ ├── classify │ │ ├── predict.py │ │ ├── train.py │ │ └── val.py │ ├── data │ │ ├── Argoverse.yaml │ │ ├── GlobalWheat2020.yaml │ │ ├── ImageNet.yaml │ │ ├── Objects365.yaml │ │ ├── SKU-110K.yaml │ │ ├── VOC.yaml │ │ ├── VisDrone.yaml │ │ ├── coco.yaml │ │ ├── coco128.yaml │ │ ├── hyps │ │ │ ├── hyp.Objects365.yaml │ │ │ ├── hyp.VOC.yaml │ │ │ ├── hyp.scratch-high.yaml │ │ │ ├── hyp.scratch-low.yaml │ │ │ └── hyp.scratch-med.yaml │ │ ├── images │ │ │ ├── bus.jpg │ │ │ └── zidane.jpg │ │ ├── scripts │ │ │ ├── download_weights.sh │ │ │ ├── get_coco.sh │ │ │ ├── get_coco128.sh │ │ │ └── get_imagenet.sh │ │ └── xView.yaml │ ├── detect.py │ ├── detector.py │ ├── export.py │ ├── hubconf.py │ ├── models │ │ ├── __init__.py │ │ ├── common.py │ │ ├── experimental.py │ │ ├── hub │ │ │ ├── anchors.yaml │ │ │ ├── yolov3-spp.yaml │ │ │ ├── yolov3-tiny.yaml │ │ │ ├── yolov3.yaml │ │ │ ├── yolov5-bifpn.yaml │ │ │ ├── yolov5-fpn.yaml │ │ │ ├── yolov5-p2.yaml │ │ │ ├── yolov5-p34.yaml │ │ │ ├── yolov5-p6.yaml │ │ │ ├── yolov5-p7.yaml │ │ │ ├── yolov5-panet.yaml │ │ │ ├── yolov5l6.yaml │ │ │ ├── yolov5m6.yaml │ │ │ ├── yolov5n6.yaml │ │ │ ├── yolov5s-ghost.yaml │ │ │ ├── yolov5s-transformer.yaml │ │ │ ├── yolov5s6.yaml │ │ │ └── yolov5x6.yaml │ │ ├── tf.py │ │ ├── yolo.py │ │ ├── yolov5l.yaml │ │ ├── yolov5m.yaml │ │ ├── yolov5n.yaml │ │ ├── yolov5s.yaml │ │ └── yolov5x.yaml │ ├── readme_dev.md │ ├── requirements.txt │ ├── setup.cfg │ ├── train.py │ ├── tutorial.ipynb │ ├── utils │ │ ├── __init__.py │ │ ├── activations.py │ │ ├── augmentations.py │ │ ├── autoanchor.py │ │ ├── autobatch.py │ │ ├── aws │ │ │ ├── __init__.py │ │ │ ├── mime.sh │ │ │ ├── resume.py │ │ │ └── userdata.sh │ │ ├── benchmarks.py │ │ ├── callbacks.py │ │ ├── dataloaders.py │ │ ├── docker │ │ │ ├── Dockerfile │ │ │ ├── Dockerfile-arm64 │ │ │ └── Dockerfile-cpu │ │ ├── downloads.py │ │ ├── flask_rest_api │ │ │ ├── README.md │ │ │ ├── example_request.py │ │ │ └── restapi.py │ │ ├── general.py │ │ ├── google_app_engine │ │ │ ├── Dockerfile │ │ │ └── app.yaml │ │ ├── loggers │ │ │ ├── __init__.py │ │ │ ├── clearml │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── clearml_utils.py │ │ │ │ └── hpo.py │ │ │ └── wandb │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── log_dataset.py │ │ │ │ ├── sweep.py │ │ │ │ ├── sweep.yaml │ │ │ │ └── wandb_utils.py │ │ ├── loss.py │ │ ├── metrics.py │ │ ├── plots.py │ │ └── torch_utils.py │ └── val.py ├── YOLOV6 │ ├── .gitignore │ ├── .pre-commit-config.yaml │ ├── LICENSE │ ├── README.md │ ├── __init__.py │ ├── assets │ │ ├── picture.png │ │ └── voc_loss_curve.jpg │ ├── configs │ │ ├── yolov6_tiny.py │ │ ├── yolov6_tiny_finetune.py │ │ ├── yolov6n.py │ │ ├── yolov6n_finetune.py │ │ ├── yolov6s.py │ │ └── yolov6s_finetune.py │ ├── data │ │ ├── coco.yaml │ │ ├── dataset.yaml │ │ └── voc.yaml │ ├── deploy │ │ ├── ONNX │ │ │ ├── README.md │ │ │ └── export_onnx.py │ │ └── OpenVINO │ │ │ ├── README.md │ │ │ └── export_openvino.py │ ├── detector.py │ ├── docs │ │ ├── About_naming_yolov6.md │ │ ├── Test_speed.md │ │ ├── Train_custom_data.md │ │ └── tutorial_voc.ipynb │ ├── requirements.txt │ ├── tools │ │ ├── eval.py │ │ ├── infer.py │ │ ├── quantization │ │ │ ├── mnn │ │ │ │ └── README.md │ │ │ └── tensorrt │ │ │ │ ├── post_training │ │ │ │ ├── Calibrator.py │ │ │ │ ├── LICENSE │ │ │ │ ├── README.md │ │ │ │ └── onnx_to_tensorrt.py │ │ │ │ └── training_aware │ │ │ │ └── QAT_quantizer.py │ │ └── train.py │ └── yolov6 │ │ ├── core │ │ ├── engine.py │ │ ├── evaler.py │ │ └── inferer.py │ │ ├── data │ │ ├── data_augment.py │ │ ├── data_load.py │ │ ├── datasets.py │ │ ├── vis_dataset.py │ │ └── voc2yolo.py │ │ ├── layers │ │ ├── common.py │ │ └── dbb_transforms.py │ │ ├── models │ │ ├── efficientrep.py │ │ ├── effidehead.py │ │ ├── end2end.py │ │ ├── loss.py │ │ ├── reppan.py │ │ └── yolo.py │ │ ├── solver │ │ └── build.py │ │ └── utils │ │ ├── Arial.ttf │ │ ├── checkpoint.py │ │ ├── config.py │ │ ├── ema.py │ │ ├── envs.py │ │ ├── events.py │ │ ├── figure_iou.py │ │ ├── general.py │ │ ├── nms.py │ │ └── torch_utils.py ├── YOLOV7 │ ├── LICENSE.md │ ├── README.md │ ├── __init__.py │ ├── cfg │ │ ├── baseline │ │ │ ├── r50-csp.yaml │ │ │ ├── x50-csp.yaml │ │ │ ├── yolor-csp-x.yaml │ │ │ ├── yolor-csp.yaml │ │ │ ├── yolor-d6.yaml │ │ │ ├── yolor-e6.yaml │ │ │ ├── yolor-p6.yaml │ │ │ ├── yolor-w6.yaml │ │ │ ├── yolov3-spp.yaml │ │ │ ├── yolov3.yaml │ │ │ └── yolov4-csp.yaml │ │ ├── deploy │ │ │ ├── yolov7-d6.yaml │ │ │ ├── yolov7-e6.yaml │ │ │ ├── yolov7-e6e.yaml │ │ │ ├── yolov7-tiny-silu.yaml │ │ │ ├── yolov7-tiny.yaml │ │ │ ├── yolov7-w6.yaml │ │ │ ├── yolov7.yaml │ │ │ └── yolov7x.yaml │ │ └── training │ │ │ ├── yolov7-tiny.yaml │ │ │ ├── yolov7.yaml │ │ │ ├── yolov7d6.yaml │ │ │ ├── yolov7e6.yaml │ │ │ ├── yolov7e6e.yaml │ │ │ ├── yolov7w6.yaml │ │ │ └── yolov7x.yaml │ ├── data │ │ ├── coco.yaml │ │ ├── hyp.scratch.custom.yaml │ │ ├── hyp.scratch.p5.yaml │ │ ├── hyp.scratch.p6.yaml │ │ └── hyp.scratch.tiny.yaml │ ├── detect.py │ ├── detector.py │ ├── figure │ │ └── performance.png │ ├── hubconf.py │ ├── models │ │ ├── __init__.py │ │ ├── common.py │ │ ├── experimental.py │ │ ├── export.py │ │ └── yolo.py │ ├── requirements.txt │ ├── scripts │ │ └── get_coco.sh │ ├── test.py │ ├── train.py │ └── utils │ │ ├── __init__.py │ │ ├── activations.py │ │ ├── autoanchor.py │ │ ├── aws │ │ ├── __init__.py │ │ ├── mime.sh │ │ ├── resume.py │ │ └── userdata.sh │ │ ├── datasets.py │ │ ├── general.py │ │ ├── google_app_engine │ │ ├── Dockerfile │ │ └── app.yaml │ │ ├── google_utils.py │ │ ├── loss.py │ │ ├── metrics.py │ │ ├── plots.py │ │ ├── torch_utils.py │ │ └── wandb_logging │ │ ├── __init__.py │ │ ├── log_dataset.py │ │ └── wandb_utils.py ├── YOLOV8 │ ├── .github │ │ ├── ISSUE_TEMPLATE │ │ │ ├── bug-report.yml │ │ │ ├── config.yml │ │ │ ├── feature-request.yml │ │ │ └── question.yml │ │ ├── dependabot.yml │ │ ├── translate-readme.yml │ │ └── workflows │ │ │ ├── ci.yaml │ │ │ ├── cla.yml │ │ │ └── docker.yaml │ ├── .gitignore │ ├── .pre-commit-config.yaml │ ├── CITATION.cff │ ├── CONTRIBUTING.md │ ├── LICENSE │ ├── MANIFEST.in │ ├── README.md │ ├── README.zh-CN.md │ ├── __init__.py │ ├── detect.py │ ├── detector copy.py │ ├── detector.py │ ├── docker │ │ ├── Dockerfile │ │ ├── Dockerfile-arm64 │ │ └── Dockerfile-cpu │ ├── docs │ │ ├── CNAME │ │ ├── README.md │ │ ├── app.md │ │ ├── assets │ │ │ └── favicon.ico │ │ ├── cli.md │ │ ├── config.md │ │ ├── engine.md │ │ ├── hub.md │ │ ├── index.md │ │ ├── python.md │ │ ├── quickstart.md │ │ ├── reference │ │ │ ├── base_pred.md │ │ │ ├── base_trainer.md │ │ │ ├── base_val.md │ │ │ ├── exporter.md │ │ │ ├── model.md │ │ │ ├── nn.md │ │ │ └── ops.md │ │ ├── stylesheets │ │ │ └── style.css │ │ └── tasks │ │ │ ├── classification.md │ │ │ ├── detection.md │ │ │ └── segmentation.md │ ├── examples │ │ └── tutorial.ipynb │ ├── mkdocs.yml │ ├── readme_dev.md │ ├── run.py │ ├── setup.cfg │ ├── setup.py │ ├── tests │ │ ├── test_cli.py │ │ ├── test_engine.py │ │ └── test_python.py │ ├── ultralytics │ │ ├── __init__.py │ │ ├── hub │ │ │ ├── __init__.py │ │ │ ├── auth.py │ │ │ ├── session.py │ │ │ └── utils.py │ │ ├── models │ │ │ ├── README.md │ │ │ ├── v3 │ │ │ │ ├── yolov3-spp.yaml │ │ │ │ ├── yolov3-tiny.yaml │ │ │ │ └── yolov3.yaml │ │ │ ├── v5 │ │ │ │ ├── yolov5l.yaml │ │ │ │ ├── yolov5m.yaml │ │ │ │ ├── yolov5n.yaml │ │ │ │ ├── yolov5s.yaml │ │ │ │ └── yolov5x.yaml │ │ │ └── v8 │ │ │ │ ├── cls │ │ │ │ ├── yolov8l-cls.yaml │ │ │ │ ├── yolov8m-cls.yaml │ │ │ │ ├── yolov8n-cls.yaml │ │ │ │ ├── yolov8s-cls.yaml │ │ │ │ └── yolov8x-cls.yaml │ │ │ │ ├── seg │ │ │ │ ├── yolov8l-seg.yaml │ │ │ │ ├── yolov8m-seg.yaml │ │ │ │ ├── yolov8n-seg.yaml │ │ │ │ ├── yolov8s-seg.yaml │ │ │ │ └── yolov8x-seg.yaml │ │ │ │ ├── yolov8l.yaml │ │ │ │ ├── yolov8m.yaml │ │ │ │ ├── yolov8n.yaml │ │ │ │ ├── yolov8s.yaml │ │ │ │ ├── yolov8x.yaml │ │ │ │ └── yolov8x6.yaml │ │ ├── nn │ │ │ ├── __init__.py │ │ │ ├── autobackend.py │ │ │ ├── modules.py │ │ │ ├── results.py │ │ │ └── tasks.py │ │ └── yolo │ │ │ ├── __init__.py │ │ │ ├── cli.py │ │ │ ├── configs │ │ │ ├── __init__.py │ │ │ ├── default.yaml │ │ │ └── hydra_patch.py │ │ │ ├── data │ │ │ ├── __init__.py │ │ │ ├── augment.py │ │ │ ├── base.py │ │ │ ├── build.py │ │ │ ├── dataloaders │ │ │ │ ├── __init__.py │ │ │ │ ├── stream_loaders.py │ │ │ │ ├── v5augmentations.py │ │ │ │ └── v5loader.py │ │ │ ├── dataset.py │ │ │ ├── dataset_wrappers.py │ │ │ ├── scripts │ │ │ │ ├── download_weights.sh │ │ │ │ ├── get_coco.sh │ │ │ │ ├── get_coco128.sh │ │ │ │ └── get_imagenet.sh │ │ │ └── utils.py │ │ │ ├── engine │ │ │ ├── __init__.py │ │ │ ├── exporter.py │ │ │ ├── model.py │ │ │ ├── predictor.py │ │ │ ├── trainer.py │ │ │ └── validator.py │ │ │ ├── utils │ │ │ ├── __init__.py │ │ │ ├── autobatch.py │ │ │ ├── callbacks │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ ├── clearml.py │ │ │ │ ├── comet.py │ │ │ │ ├── hub.py │ │ │ │ └── tensorboard.py │ │ │ ├── checks.py │ │ │ ├── dist.py │ │ │ ├── downloads.py │ │ │ ├── files.py │ │ │ ├── instance.py │ │ │ ├── loss.py │ │ │ ├── metrics.py │ │ │ ├── ops.py │ │ │ ├── plotting.py │ │ │ ├── tal.py │ │ │ └── torch_utils.py │ │ │ └── v8 │ │ │ ├── __init__.py │ │ │ ├── classify │ │ │ ├── __init__.py │ │ │ ├── predict.py │ │ │ ├── train.py │ │ │ └── val.py │ │ │ ├── detect │ │ │ ├── __init__.py │ │ │ ├── predict.py │ │ │ ├── train.py │ │ │ └── val.py │ │ │ └── segment │ │ │ ├── __init__.py │ │ │ ├── predict.py │ │ │ ├── train.py │ │ │ └── val.py │ └── utils │ │ ├── __init__.py │ │ ├── activations.py │ │ ├── augmentations.py │ │ ├── autoanchor.py │ │ ├── autobatch.py │ │ ├── aws │ │ ├── __init__.py │ │ ├── mime.sh │ │ ├── resume.py │ │ └── userdata.sh │ │ ├── callbacks.py │ │ ├── dataloaders.py │ │ ├── docker │ │ ├── Dockerfile │ │ ├── Dockerfile-arm64 │ │ └── Dockerfile-cpu │ │ ├── downloads.py │ │ ├── flask_rest_api │ │ ├── README.md │ │ ├── example_request.py │ │ └── restapi.py │ │ ├── general.py │ │ ├── google_app_engine │ │ ├── Dockerfile │ │ └── app.yaml │ │ ├── google_utils.py │ │ ├── loggers │ │ ├── __init__.py │ │ ├── clearml │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── clearml_utils.py │ │ │ └── hpo.py │ │ └── comet │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── comet_utils.py │ │ │ └── hpo.py │ │ ├── loss.py │ │ ├── metrics.py │ │ ├── metrics_plots.py │ │ ├── plots.py │ │ ├── root_utils.py │ │ ├── segment │ │ ├── __init__.py │ │ ├── augmentations.py │ │ ├── dataloaders.py │ │ ├── general.py │ │ ├── loss.py │ │ ├── metrics.py │ │ └── plots.py │ │ ├── torch_utils.py │ │ └── triton.py ├── YOLOX │ ├── .github │ │ └── workflows │ │ │ ├── ci.yaml │ │ │ └── format_check.sh │ ├── .gitignore │ ├── .pre-commit-config.yaml │ ├── .readthedocs.yaml │ ├── LICENSE │ ├── MANIFEST.in │ ├── README.md │ ├── __init__.py │ ├── assets │ │ ├── demo.png │ │ ├── git_fig.png │ │ ├── logo.png │ │ └── sunjian.png │ ├── datasets │ │ └── README.md │ ├── demo │ │ ├── MegEngine │ │ │ ├── cpp │ │ │ │ ├── README.md │ │ │ │ ├── build.sh │ │ │ │ └── yolox.cpp │ │ │ └── python │ │ │ │ ├── README.md │ │ │ │ ├── build.py │ │ │ │ ├── convert_weights.py │ │ │ │ ├── demo.py │ │ │ │ ├── dump.py │ │ │ │ └── models │ │ │ │ ├── __init__.py │ │ │ │ ├── darknet.py │ │ │ │ ├── network_blocks.py │ │ │ │ ├── yolo_fpn.py │ │ │ │ ├── yolo_head.py │ │ │ │ ├── yolo_pafpn.py │ │ │ │ └── yolox.py │ │ ├── ONNXRuntime │ │ │ ├── README.md │ │ │ └── onnx_inference.py │ │ ├── OpenVINO │ │ │ ├── README.md │ │ │ ├── cpp │ │ │ │ ├── README.md │ │ │ │ └── yolox_openvino.cpp │ │ │ └── python │ │ │ │ ├── README.md │ │ │ │ └── openvino_inference.py │ │ ├── TensorRT │ │ │ ├── cpp │ │ │ │ ├── README.md │ │ │ │ ├── logging.h │ │ │ │ └── yolox.cpp │ │ │ └── python │ │ │ │ └── README.md │ │ └── ncnn │ │ │ ├── android │ │ │ ├── README.md │ │ │ ├── app │ │ │ │ ├── build.gradle │ │ │ │ └── src │ │ │ │ │ └── main │ │ │ │ │ ├── AndroidManifest.xml │ │ │ │ │ ├── assets │ │ │ │ │ └── yolox.param │ │ │ │ │ ├── java │ │ │ │ │ └── com │ │ │ │ │ │ └── megvii │ │ │ │ │ │ └── yoloXncnn │ │ │ │ │ │ ├── MainActivity.java │ │ │ │ │ │ ├── YOLOXncnn.java │ │ │ │ │ │ └── yoloXncnn.java │ │ │ │ │ ├── jni │ │ │ │ │ └── yoloXncnn_jni.cpp │ │ │ │ │ └── res │ │ │ │ │ ├── layout │ │ │ │ │ └── main.xml │ │ │ │ │ └── values │ │ │ │ │ └── strings.xml │ │ │ ├── build.gradle │ │ │ ├── gradle │ │ │ │ └── wrapper │ │ │ │ │ ├── gradle-wrapper.jar │ │ │ │ │ └── gradle-wrapper.properties │ │ │ ├── gradlew │ │ │ ├── gradlew.bat │ │ │ └── settings.gradle │ │ │ └── cpp │ │ │ ├── README.md │ │ │ └── yolox.cpp │ ├── detector.py │ ├── docs │ │ ├── .gitignore │ │ ├── Makefile │ │ ├── _static │ │ │ └── css │ │ │ │ └── custom.css │ │ ├── conf.py │ │ ├── demo │ │ │ ├── megengine_cpp_readme.md │ │ │ ├── megengine_py_readme.md │ │ │ ├── ncnn_android_readme.md │ │ │ ├── ncnn_cpp_readme.md │ │ │ ├── onnx_readme.md │ │ │ ├── openvino_cpp_readme.md │ │ │ ├── openvino_py_readme.md │ │ │ ├── trt_cpp_readme.md │ │ │ └── trt_py_readme.md │ │ ├── freeze_module.md │ │ ├── index.rst │ │ ├── manipulate_training_image_size.md │ │ ├── model_zoo.md │ │ ├── quick_run.md │ │ ├── train_custom_data.md │ │ └── updates_note.md │ ├── exps │ │ ├── default │ │ │ ├── __init__.py │ │ │ ├── yolov3.py │ │ │ ├── yolox_l.py │ │ │ ├── yolox_m.py │ │ │ ├── yolox_nano.py │ │ │ ├── yolox_s.py │ │ │ ├── yolox_tiny.py │ │ │ └── yolox_x.py │ │ └── example │ │ │ ├── custom │ │ │ ├── nano.py │ │ │ └── yolox_s.py │ │ │ └── yolox_voc │ │ │ └── yolox_voc_s.py │ ├── hubconf.py │ ├── readme_dev.md │ ├── requirements.txt.old │ ├── setup.cfg │ ├── setup.py │ ├── tests │ │ ├── __init__.py │ │ └── utils │ │ │ └── test_model_utils.py │ ├── tools │ │ ├── __init__.py │ │ ├── demo.py │ │ ├── eval.py │ │ ├── export_onnx.py │ │ ├── export_torchscript.py │ │ ├── train.py │ │ └── trt.py │ └── yolox │ │ ├── __init__.py │ │ ├── core │ │ ├── __init__.py │ │ ├── launch.py │ │ └── trainer.py │ │ ├── data │ │ ├── __init__.py │ │ ├── data_augment.py │ │ ├── data_prefetcher.py │ │ ├── dataloading.py │ │ ├── datasets │ │ │ ├── __init__.py │ │ │ ├── coco.py │ │ │ ├── coco_classes.py │ │ │ ├── datasets_wrapper.py │ │ │ ├── mosaicdetection.py │ │ │ ├── voc.py │ │ │ └── voc_classes.py │ │ └── samplers.py │ │ ├── evaluators │ │ ├── __init__.py │ │ ├── coco_evaluator.py │ │ ├── voc_eval.py │ │ └── voc_evaluator.py │ │ ├── exp │ │ ├── __init__.py │ │ ├── base_exp.py │ │ ├── build.py │ │ ├── default │ │ │ └── __init__.py │ │ └── yolox_base.py │ │ ├── layers │ │ ├── __init__.py │ │ ├── cocoeval │ │ │ ├── cocoeval.cpp │ │ │ └── cocoeval.h │ │ ├── fast_coco_eval_api.py │ │ └── jit_ops.py │ │ ├── models │ │ ├── __init__.py │ │ ├── build.py │ │ ├── darknet.py │ │ ├── losses.py │ │ ├── network_blocks.py │ │ ├── yolo_fpn.py │ │ ├── yolo_head.py │ │ ├── yolo_pafpn.py │ │ └── yolox.py │ │ ├── tools │ │ └── __init__.py │ │ └── utils │ │ ├── __init__.py │ │ ├── allreduce_norm.py │ │ ├── boxes.py │ │ ├── checkpoint.py │ │ ├── compat.py │ │ ├── demo_utils.py │ │ ├── dist.py │ │ ├── ema.py │ │ ├── logger.py │ │ ├── lr_scheduler.py │ │ ├── metric.py │ │ ├── model_utils.py │ │ ├── setup_env.py │ │ └── visualize.py ├── YOLOv3 │ ├── README.md │ ├── __init__.py │ ├── cfg.py │ ├── cfg │ │ ├── coco.data │ │ ├── coco.names │ │ ├── darknet19_448.cfg │ │ ├── tiny-yolo-voc.cfg │ │ ├── tiny-yolo.cfg │ │ ├── voc.data │ │ ├── voc.names │ │ ├── voc_gaotie.data │ │ ├── yolo-voc.cfg │ │ ├── yolo.cfg │ │ ├── yolo_v3.cfg │ │ └── yolov3-tiny.cfg │ ├── darknet.py │ ├── detect.py │ ├── detector.py │ ├── nms │ │ ├── __init__.py │ │ ├── build.sh │ │ ├── ext │ │ │ ├── __init__.py │ │ │ ├── build.py │ │ │ ├── cpu │ │ │ │ ├── nms_cpu.cpp │ │ │ │ └── vision.h │ │ │ ├── cuda │ │ │ │ ├── nms.cu │ │ │ │ └── vision.h │ │ │ ├── nms.h │ │ │ └── vision.cpp │ │ ├── nms.py │ │ └── python_nms.py │ ├── region_layer.py │ ├── weight │ │ └── .gitkeep │ ├── yolo_layer.py │ └── yolo_utils.py └── __init__.py ├── models ├── readme.md └── yolov4-608 │ └── yolov4.cfg ├── output └── README.MD ├── ped_det_server.py ├── requirements.txt ├── results_analysis └── analysis.py ├── scripts ├── yoloe.sh ├── yolor.sh ├── yolov3_deepsort.sh ├── yolov3_tiny_deepsort.sh ├── yolov4Scaled_deepsort.sh ├── yolov4_deepsort.sh ├── yolov5_deepsort.sh ├── yolov6_deepsort.sh ├── yolov7_deepsort.sh └── yolox_deepsort.sh ├── thirdparty ├── fast-reid │ ├── .github │ │ └── ISSUE_TEMPLATE │ │ │ ├── bugs.md │ │ │ ├── config.yml │ │ │ ├── questions-help-support.md │ │ │ └── unexpected-problems-bugs.md │ ├── .gitignore │ ├── LICENSE │ ├── README.md │ ├── configs │ │ ├── Base-AGW.yml │ │ ├── Base-MGN.yml │ │ ├── Base-Strongerbaseline.yml │ │ ├── Base-bagtricks.yml │ │ ├── DukeMTMC │ │ │ ├── AGW_R101-ibn.yml │ │ │ ├── AGW_R50-ibn.yml │ │ │ ├── AGW_R50.yml │ │ │ ├── AGW_S50.yml │ │ │ ├── bagtricks_R101-ibn.yml │ │ │ ├── bagtricks_R50-ibn.yml │ │ │ ├── bagtricks_R50.yml │ │ │ ├── bagtricks_S50.yml │ │ │ ├── mgn_R50-ibn.yml │ │ │ ├── sbs_R101-ibn.yml │ │ │ ├── sbs_R50-ibn.yml │ │ │ ├── sbs_R50.yml │ │ │ └── sbs_S50.yml │ │ ├── MSMT17 │ │ │ ├── AGW_R101-ibn.yml │ │ │ ├── AGW_R50-ibn.yml │ │ │ ├── AGW_R50.yml │ │ │ ├── AGW_S50.yml │ │ │ ├── bagtricks_R101-ibn.yml │ │ │ ├── bagtricks_R50-ibn.yml │ │ │ ├── bagtricks_R50.yml │ │ │ ├── bagtricks_S50.yml │ │ │ ├── mgn_R50-ibn.yml │ │ │ ├── sbs_R101-ibn.yml │ │ │ ├── sbs_R50-ibn.yml │ │ │ ├── sbs_R50.yml │ │ │ └── sbs_S50.yml │ │ ├── Market1501 │ │ │ ├── AGW_R101-ibn.yml │ │ │ ├── AGW_R50-ibn.yml │ │ │ ├── AGW_R50.yml │ │ │ ├── AGW_S50.yml │ │ │ ├── bagtricks_R101-ibn.yml │ │ │ ├── bagtricks_R50-ibn.yml │ │ │ ├── bagtricks_R50.yml │ │ │ ├── bagtricks_S50.yml │ │ │ ├── mgn_R50-ibn.yml │ │ │ ├── sbs_R101-ibn.yml │ │ │ ├── sbs_R50-ibn.yml │ │ │ ├── sbs_R50.yml │ │ │ └── sbs_S50.yml │ │ ├── VERIWild │ │ │ └── bagtricks_R50-ibn.yml │ │ ├── VeRi │ │ │ └── sbs_R50-ibn.yml │ │ └── VehicleID │ │ │ └── bagtricks_R50-ibn.yml │ ├── datasets │ │ └── README.md │ ├── demo │ │ ├── README.md │ │ ├── demo.py │ │ ├── plot_roc_with_pickle.py │ │ ├── predictor.py │ │ ├── run_demo.sh │ │ └── visualize_result.py │ ├── docs │ │ ├── GETTING_STARTED.md │ │ ├── INSTALL.md │ │ ├── MODEL_ZOO.md │ │ └── requirements │ ├── fastreid │ │ ├── __init__.py │ │ ├── config │ │ │ ├── __init__.py │ │ │ ├── config.py │ │ │ └── defaults.py │ │ ├── data │ │ │ ├── __init__.py │ │ │ ├── build.py │ │ │ ├── common.py │ │ │ ├── data_utils.py │ │ │ ├── datasets │ │ │ │ ├── AirportALERT.py │ │ │ │ ├── __init__.py │ │ │ │ ├── bases.py │ │ │ │ ├── caviara.py │ │ │ │ ├── cuhk03.py │ │ │ │ ├── cuhk_sysu.py │ │ │ │ ├── dukemtmcreid.py │ │ │ │ ├── iLIDS.py │ │ │ │ ├── lpw.py │ │ │ │ ├── market1501.py │ │ │ │ ├── msmt17.py │ │ │ │ ├── pes3d.py │ │ │ │ ├── pku.py │ │ │ │ ├── prai.py │ │ │ │ ├── sensereid.py │ │ │ │ ├── shinpuhkan.py │ │ │ │ ├── sysu_mm.py │ │ │ │ ├── thermalworld.py │ │ │ │ ├── vehicleid.py │ │ │ │ ├── veri.py │ │ │ │ ├── veriwild.py │ │ │ │ ├── viper.py │ │ │ │ └── wildtracker.py │ │ │ ├── samplers │ │ │ │ ├── __init__.py │ │ │ │ ├── data_sampler.py │ │ │ │ └── triplet_sampler.py │ │ │ └── transforms │ │ │ │ ├── __init__.py │ │ │ │ ├── autoaugment.py │ │ │ │ ├── build.py │ │ │ │ ├── functional.py │ │ │ │ └── transforms.py │ │ ├── engine │ │ │ ├── __init__.py │ │ │ ├── defaults.py │ │ │ ├── hooks.py │ │ │ ├── launch.py │ │ │ └── train_loop.py │ │ ├── evaluation │ │ │ ├── __init__.py │ │ │ ├── evaluator.py │ │ │ ├── query_expansion.py │ │ │ ├── rank.py │ │ │ ├── rank_cylib │ │ │ │ ├── Makefile │ │ │ │ ├── __init__.py │ │ │ │ ├── rank_cy.pyx │ │ │ │ ├── roc_cy.pyx │ │ │ │ ├── setup.py │ │ │ │ └── test_cython.py │ │ │ ├── reid_evaluation.py │ │ │ ├── rerank.py │ │ │ ├── roc.py │ │ │ └── testing.py │ │ ├── layers │ │ │ ├── __init__.py │ │ │ ├── activation.py │ │ │ ├── am_softmax.py │ │ │ ├── arc_softmax.py │ │ │ ├── batch_drop.py │ │ │ ├── batch_norm.py │ │ │ ├── circle_softmax.py │ │ │ ├── context_block.py │ │ │ ├── frn.py │ │ │ ├── gather_layer.py │ │ │ ├── non_local.py │ │ │ ├── pooling.py │ │ │ ├── se_layer.py │ │ │ └── splat.py │ │ ├── modeling │ │ │ ├── __init__.py │ │ │ ├── backbones │ │ │ │ ├── __init__.py │ │ │ │ ├── build.py │ │ │ │ ├── osnet.py │ │ │ │ ├── regnet │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── config.py │ │ │ │ │ ├── effnet.py │ │ │ │ │ ├── effnet │ │ │ │ │ │ ├── EN-B0_dds_8gpu.yaml │ │ │ │ │ │ ├── EN-B1_dds_8gpu.yaml │ │ │ │ │ │ ├── EN-B2_dds_8gpu.yaml │ │ │ │ │ │ ├── EN-B3_dds_8gpu.yaml │ │ │ │ │ │ ├── EN-B4_dds_8gpu.yaml │ │ │ │ │ │ └── EN-B5_dds_8gpu.yaml │ │ │ │ │ ├── regnet.py │ │ │ │ │ ├── regnetx │ │ │ │ │ │ ├── RegNetX-1.6GF_dds_8gpu.yaml │ │ │ │ │ │ ├── RegNetX-12GF_dds_8gpu.yaml │ │ │ │ │ │ ├── RegNetX-16GF_dds_8gpu.yaml │ │ │ │ │ │ ├── RegNetX-200MF_dds_8gpu.yaml │ │ │ │ │ │ ├── RegNetX-3.2GF_dds_8gpu.yaml │ │ │ │ │ │ ├── RegNetX-32GF_dds_8gpu.yaml │ │ │ │ │ │ ├── RegNetX-4.0GF_dds_8gpu.yaml │ │ │ │ │ │ ├── RegNetX-400MF_dds_8gpu.yaml │ │ │ │ │ │ ├── RegNetX-6.4GF_dds_8gpu.yaml │ │ │ │ │ │ ├── RegNetX-600MF_dds_8gpu.yaml │ │ │ │ │ │ ├── RegNetX-8.0GF_dds_8gpu.yaml │ │ │ │ │ │ └── RegNetX-800MF_dds_8gpu.yaml │ │ │ │ │ └── regnety │ │ │ │ │ │ ├── RegNetY-1.6GF_dds_8gpu.yaml │ │ │ │ │ │ ├── RegNetY-12GF_dds_8gpu.yaml │ │ │ │ │ │ ├── RegNetY-16GF_dds_8gpu.yaml │ │ │ │ │ │ ├── RegNetY-200MF_dds_8gpu.yaml │ │ │ │ │ │ ├── RegNetY-3.2GF_dds_8gpu.yaml │ │ │ │ │ │ ├── RegNetY-32GF_dds_8gpu.yaml │ │ │ │ │ │ ├── RegNetY-4.0GF_dds_8gpu.yaml │ │ │ │ │ │ ├── RegNetY-400MF_dds_8gpu.yaml │ │ │ │ │ │ ├── RegNetY-6.4GF_dds_8gpu.yaml │ │ │ │ │ │ ├── RegNetY-600MF_dds_8gpu.yaml │ │ │ │ │ │ ├── RegNetY-8.0GF_dds_8gpu.yaml │ │ │ │ │ │ └── RegNetY-800MF_dds_8gpu.yaml │ │ │ │ ├── resnest.py │ │ │ │ ├── resnet.py │ │ │ │ └── resnext.py │ │ │ ├── heads │ │ │ │ ├── __init__.py │ │ │ │ ├── attr_head.py │ │ │ │ ├── build.py │ │ │ │ └── embedding_head.py │ │ │ ├── losses │ │ │ │ ├── __init__.py │ │ │ │ ├── circle_loss.py │ │ │ │ ├── cross_entroy_loss.py │ │ │ │ ├── focal_loss.py │ │ │ │ ├── smooth_ap.py │ │ │ │ ├── triplet_loss.py │ │ │ │ └── utils.py │ │ │ └── meta_arch │ │ │ │ ├── __init__.py │ │ │ │ ├── baseline.py │ │ │ │ ├── build.py │ │ │ │ └── mgn.py │ │ ├── solver │ │ │ ├── __init__.py │ │ │ ├── build.py │ │ │ ├── lr_scheduler.py │ │ │ └── optim │ │ │ │ ├── __init__.py │ │ │ │ ├── adam.py │ │ │ │ ├── lamb.py │ │ │ │ ├── sgd.py │ │ │ │ └── swa.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── checkpoint.py │ │ │ ├── collect_env.py │ │ │ ├── comm.py │ │ │ ├── compute_dist.py │ │ │ ├── env.py │ │ │ ├── events.py │ │ │ ├── faiss_utils.py │ │ │ ├── file_io.py │ │ │ ├── history_buffer.py │ │ │ ├── logger.py │ │ │ ├── precision_bn.py │ │ │ ├── registry.py │ │ │ ├── summary.py │ │ │ ├── timer.py │ │ │ ├── visualizer.py │ │ │ └── weight_init.py │ ├── projects │ │ ├── Cross-domain-reid │ │ │ └── README.md │ │ ├── DistillReID │ │ │ ├── README.md │ │ │ ├── configs │ │ │ │ ├── Base-bot-kd.yml │ │ │ │ ├── Base-sbs-kd.yml │ │ │ │ └── DukeMTMC │ │ │ │ │ ├── KD-bot101ibn-bot18ibn.yml │ │ │ │ │ ├── KD-bot101ibn-bot50ibn.yml │ │ │ │ │ ├── KD-bot50ibn-bot18ibn.yml │ │ │ │ │ ├── KD-sbs101ibn-sbs18ibn.yml │ │ │ │ │ ├── KD-sbs101ibn-sbs50ibn.yml │ │ │ │ │ ├── KD-sbs50ibn-sbs18ibn.yml │ │ │ │ │ ├── bot101ibn.yml │ │ │ │ │ ├── bot18ibn.yml │ │ │ │ │ ├── bot50ibn.yml │ │ │ │ │ ├── sbs101ibn.yml │ │ │ │ │ ├── sbs18ibn.yml │ │ │ │ │ └── sbs50ibn.yml │ │ │ ├── kdreid │ │ │ │ ├── __init__.py │ │ │ │ ├── config.py │ │ │ │ ├── kd_trainer.py │ │ │ │ └── modeling │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── backbones │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── shufflenetv2 │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── blocks.py │ │ │ │ │ └── network.py │ │ │ └── train_net.py │ │ ├── HAA │ │ │ └── Readme.md │ │ ├── HPOReID │ │ │ ├── README.md │ │ │ ├── configs │ │ │ │ └── baseline.yml │ │ │ ├── hporeid │ │ │ │ ├── __init__.py │ │ │ │ └── tune_hooks.py │ │ │ └── train_hpo.py │ │ ├── PartialReID │ │ │ ├── README.md │ │ │ ├── configs │ │ │ │ └── partial_market.yml │ │ │ ├── partialreid │ │ │ │ ├── __init__.py │ │ │ │ ├── config.py │ │ │ │ ├── dsr_distance.py │ │ │ │ ├── dsr_evaluation.py │ │ │ │ ├── dsr_head.py │ │ │ │ ├── partial_dataset.py │ │ │ │ └── partialbaseline.py │ │ │ └── train_net.py │ │ ├── README.md │ │ └── attribute_recognition │ │ │ ├── README.md │ │ │ ├── attribute_baseline │ │ │ ├── __init__.py │ │ │ ├── attr_baseline.py │ │ │ ├── attr_evaluation.py │ │ │ ├── attr_trainer.py │ │ │ ├── bce_loss.py │ │ │ ├── common_attr.py │ │ │ ├── config.py │ │ │ ├── data_build.py │ │ │ └── datasets │ │ │ │ ├── __init__.py │ │ │ │ ├── bases.py │ │ │ │ └── pa100k.py │ │ │ ├── configs │ │ │ ├── Base-attribute.yml │ │ │ └── pa100.yml │ │ │ └── train_net.py │ ├── tests │ │ ├── __init__.py │ │ ├── dataset_test.py │ │ ├── feature_align.py │ │ ├── interp_test.py │ │ ├── lr_scheduler_test.py │ │ ├── model_test.py │ │ └── sampler_test.py │ └── tools │ │ ├── deploy │ │ ├── Caffe │ │ │ ├── ReadMe.md │ │ │ ├── __init__.py │ │ │ ├── caffe.proto │ │ │ ├── caffe_lmdb.py │ │ │ ├── caffe_net.py │ │ │ ├── caffe_pb2.py │ │ │ ├── layer_param.py │ │ │ └── net.py │ │ ├── README.md │ │ ├── caffe_export.py │ │ ├── caffe_inference.py │ │ ├── onnx_export.py │ │ ├── onnx_inference.py │ │ ├── pytorch_to_caffe.py │ │ ├── run_export.sh │ │ ├── test_data │ │ │ ├── 0022_c6s1_002976_01.jpg │ │ │ ├── 0027_c2s2_091032_02.jpg │ │ │ ├── 0032_c6s1_002851_01.jpg │ │ │ ├── 0048_c1s1_005351_01.jpg │ │ │ └── 0065_c6s1_009501_02.jpg │ │ ├── trt_export.py │ │ └── trt_inference.py │ │ └── train_net.py └── mmdetection │ ├── .circleci │ └── config.yml │ ├── .dev_scripts │ ├── batch_test_list.py │ ├── benchmark_filter.py │ ├── benchmark_inference_fps.py │ ├── benchmark_test_image.py │ ├── check_links.py │ ├── convert_test_benchmark_script.py │ ├── convert_train_benchmark_script.py │ ├── gather_models.py │ ├── gather_test_benchmark_metric.py │ ├── gather_train_benchmark_metric.py │ ├── linter.sh │ ├── test_benchmark.sh │ ├── test_init_backbone.py │ └── train_benchmark.sh │ ├── .github │ ├── CODE_OF_CONDUCT.md │ ├── CONTRIBUTING.md │ ├── ISSUE_TEMPLATE │ │ ├── config.yml │ │ ├── error-report.md │ │ ├── feature_request.md │ │ ├── general_questions.md │ │ └── reimplementation_questions.md │ ├── pull_request_template.md │ └── workflows │ │ ├── build.yml │ │ ├── build_pat.yml │ │ ├── deploy.yml │ │ └── lint.yml │ ├── .gitignore │ ├── .owners.yml │ ├── .pre-commit-config.yaml │ ├── .readthedocs.yml │ ├── CITATION.cff │ ├── LICENSE │ ├── MANIFEST.in │ ├── README.md │ ├── README_zh-CN.md │ ├── 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 │ ├── demo │ ├── MMDet_InstanceSeg_Tutorial.ipynb │ ├── MMDet_Tutorial.ipynb │ ├── create_result_gif.py │ ├── demo.jpg │ ├── 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 │ ├── 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 │ │ ├── api_wrappers │ │ │ ├── __init__.py │ │ │ ├── coco_api.py │ │ │ └── panoptic_evaluation.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 │ ├── models │ │ ├── __init__.py │ │ ├── backbones │ │ │ ├── __init__.py │ │ │ ├── csp_darknet.py │ │ │ ├── darknet.py │ │ │ ├── detectors_resnet.py │ │ │ ├── detectors_resnext.py │ │ │ ├── efficientnet.py │ │ │ ├── hourglass.py │ │ │ ├── hrnet.py │ │ │ ├── mobilenet_v2.py │ │ │ ├── pvt.py │ │ │ ├── regnet.py │ │ │ ├── res2net.py │ │ │ ├── resnest.py │ │ │ ├── resnet.py │ │ │ ├── resnext.py │ │ │ ├── ssd_vgg.py │ │ │ ├── swin.py │ │ │ └── trident_resnet.py │ │ ├── builder.py │ │ ├── dense_heads │ │ │ ├── __init__.py │ │ │ ├── anchor_free_head.py │ │ │ ├── anchor_head.py │ │ │ ├── atss_head.py │ │ │ ├── autoassign_head.py │ │ │ ├── base_dense_head.py │ │ │ ├── base_mask_head.py │ │ │ ├── cascade_rpn_head.py │ │ │ ├── centernet_head.py │ │ │ ├── centripetal_head.py │ │ │ ├── corner_head.py │ │ │ ├── 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 │ │ ├── losses │ │ │ ├── __init__.py │ │ │ ├── accuracy.py │ │ │ ├── ae_loss.py │ │ │ ├── balanced_l1_loss.py │ │ │ ├── cross_entropy_loss.py │ │ │ ├── dice_loss.py │ │ │ ├── focal_loss.py │ │ │ ├── gaussian_focal_loss.py │ │ │ ├── gfocal_loss.py │ │ │ ├── ghm_loss.py │ │ │ ├── iou_loss.py │ │ │ ├── kd_loss.py │ │ │ ├── mse_loss.py │ │ │ ├── pisa_loss.py │ │ │ ├── seesaw_loss.py │ │ │ ├── smooth_l1_loss.py │ │ │ ├── utils.py │ │ │ └── varifocal_loss.py │ │ ├── necks │ │ │ ├── __init__.py │ │ │ ├── bfp.py │ │ │ ├── channel_mapper.py │ │ │ ├── ct_resnet_neck.py │ │ │ ├── dilated_encoder.py │ │ │ ├── dyhead.py │ │ │ ├── fpg.py │ │ │ ├── fpn.py │ │ │ ├── fpn_carafe.py │ │ │ ├── hrfpn.py │ │ │ ├── nas_fpn.py │ │ │ ├── nasfcos_fpn.py │ │ │ ├── pafpn.py │ │ │ ├── rfp.py │ │ │ ├── ssd_neck.py │ │ │ ├── yolo_neck.py │ │ │ └── yolox_pafpn.py │ │ ├── plugins │ │ │ ├── __init__.py │ │ │ ├── dropblock.py │ │ │ ├── msdeformattn_pixel_decoder.py │ │ │ └── pixel_decoder.py │ │ ├── roi_heads │ │ │ ├── __init__.py │ │ │ ├── base_roi_head.py │ │ │ ├── bbox_heads │ │ │ │ ├── __init__.py │ │ │ │ ├── bbox_head.py │ │ │ │ ├── convfc_bbox_head.py │ │ │ │ ├── dii_head.py │ │ │ │ ├── double_bbox_head.py │ │ │ │ ├── sabl_head.py │ │ │ │ └── scnet_bbox_head.py │ │ │ ├── cascade_roi_head.py │ │ │ ├── double_roi_head.py │ │ │ ├── dynamic_roi_head.py │ │ │ ├── grid_roi_head.py │ │ │ ├── htc_roi_head.py │ │ │ ├── mask_heads │ │ │ │ ├── __init__.py │ │ │ │ ├── coarse_mask_head.py │ │ │ │ ├── dynamic_mask_head.py │ │ │ │ ├── fcn_mask_head.py │ │ │ │ ├── feature_relay_head.py │ │ │ │ ├── fused_semantic_head.py │ │ │ │ ├── global_context_head.py │ │ │ │ ├── grid_head.py │ │ │ │ ├── htc_mask_head.py │ │ │ │ ├── mask_point_head.py │ │ │ │ ├── maskiou_head.py │ │ │ │ ├── scnet_mask_head.py │ │ │ │ └── scnet_semantic_head.py │ │ │ ├── mask_scoring_roi_head.py │ │ │ ├── pisa_roi_head.py │ │ │ ├── point_rend_roi_head.py │ │ │ ├── roi_extractors │ │ │ │ ├── __init__.py │ │ │ │ ├── base_roi_extractor.py │ │ │ │ ├── generic_roi_extractor.py │ │ │ │ └── single_level_roi_extractor.py │ │ │ ├── scnet_roi_head.py │ │ │ ├── shared_heads │ │ │ │ ├── __init__.py │ │ │ │ └── res_layer.py │ │ │ ├── sparse_roi_head.py │ │ │ ├── standard_roi_head.py │ │ │ ├── test_mixins.py │ │ │ └── trident_roi_head.py │ │ ├── seg_heads │ │ │ ├── __init__.py │ │ │ ├── base_semantic_head.py │ │ │ ├── panoptic_fpn_head.py │ │ │ └── panoptic_fusion_heads │ │ │ │ ├── __init__.py │ │ │ │ ├── base_panoptic_fusion_head.py │ │ │ │ ├── heuristic_fusion_head.py │ │ │ │ └── maskformer_fusion_head.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── brick_wrappers.py │ │ │ ├── builder.py │ │ │ ├── ckpt_convert.py │ │ │ ├── conv_upsample.py │ │ │ ├── csp_layer.py │ │ │ ├── gaussian_target.py │ │ │ ├── inverted_residual.py │ │ │ ├── make_divisible.py │ │ │ ├── misc.py │ │ │ ├── normed_predictor.py │ │ │ ├── panoptic_gt_processing.py │ │ │ ├── point_sample.py │ │ │ ├── positional_encoding.py │ │ │ ├── res_layer.py │ │ │ ├── se_layer.py │ │ │ └── transformer.py │ ├── utils │ │ ├── __init__.py │ │ ├── collect_env.py │ │ ├── compat_config.py │ │ ├── contextmanagers.py │ │ ├── logger.py │ │ ├── misc.py │ │ ├── profiling.py │ │ ├── setup_env.py │ │ ├── split_batch.py │ │ ├── util_distribution.py │ │ ├── util_mixins.py │ │ └── util_random.py │ └── version.py │ ├── model-index.yml │ ├── pytest.ini │ ├── 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.cfg │ ├── setup.py │ ├── tests │ ├── test_data │ │ ├── test_datasets │ │ │ ├── test_coco_dataset.py │ │ │ ├── test_common.py │ │ │ ├── test_custom_dataset.py │ │ │ ├── test_dataset_wrapper.py │ │ │ ├── test_openimages_dataset.py │ │ │ ├── test_panoptic_dataset.py │ │ │ └── test_xml_dataset.py │ │ ├── test_pipelines │ │ │ ├── test_formatting.py │ │ │ ├── test_loading.py │ │ │ ├── test_sampler.py │ │ │ └── test_transform │ │ │ │ ├── __init__.py │ │ │ │ ├── test_img_augment.py │ │ │ │ ├── test_models_aug_test.py │ │ │ │ ├── test_rotate.py │ │ │ │ ├── test_shear.py │ │ │ │ ├── test_transform.py │ │ │ │ ├── test_translate.py │ │ │ │ └── utils.py │ │ └── test_utils.py │ ├── test_downstream │ │ └── test_mmtrack.py │ ├── test_metrics │ │ ├── test_box_overlap.py │ │ ├── test_losses.py │ │ ├── test_mean_ap.py │ │ └── test_recall.py │ ├── test_models │ │ ├── test_backbones │ │ │ ├── __init__.py │ │ │ ├── test_csp_darknet.py │ │ │ ├── test_detectors_resnet.py │ │ │ ├── test_efficientnet.py │ │ │ ├── test_hourglass.py │ │ │ ├── test_hrnet.py │ │ │ ├── test_mobilenet_v2.py │ │ │ ├── test_pvt.py │ │ │ ├── test_regnet.py │ │ │ ├── test_renext.py │ │ │ ├── test_res2net.py │ │ │ ├── test_resnest.py │ │ │ ├── test_resnet.py │ │ │ ├── test_swin.py │ │ │ ├── test_trident_resnet.py │ │ │ └── utils.py │ │ ├── test_dense_heads │ │ │ ├── test_anchor_head.py │ │ │ ├── test_atss_head.py │ │ │ ├── test_autoassign_head.py │ │ │ ├── test_centernet_head.py │ │ │ ├── test_corner_head.py │ │ │ ├── test_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 │ └── tools │ ├── analysis_tools │ ├── analyze_logs.py │ ├── analyze_results.py │ ├── benchmark.py │ ├── coco_error_analysis.py │ ├── confusion_matrix.py │ ├── eval_metric.py │ ├── get_flops.py │ ├── optimize_anchors.py │ ├── robustness_eval.py │ └── test_robustness.py │ ├── dataset_converters │ ├── cityscapes.py │ ├── images2coco.py │ └── pascal_voc.py │ ├── deployment │ ├── mmdet2torchserve.py │ ├── mmdet_handler.py │ ├── onnx2tensorrt.py │ ├── pytorch2onnx.py │ ├── test.py │ └── test_torchserver.py │ ├── dist_test.sh │ ├── dist_train.sh │ ├── misc │ ├── browse_dataset.py │ ├── download_dataset.py │ ├── gen_coco_panoptic_test_info.py │ ├── get_image_metas.py │ ├── print_config.py │ └── split_coco.py │ ├── model_converters │ ├── detectron2pytorch.py │ ├── publish_model.py │ ├── regnet2mmdet.py │ ├── selfsup2mmdet.py │ ├── upgrade_model_version.py │ └── upgrade_ssd_version.py │ ├── slurm_test.sh │ ├── slurm_train.sh │ ├── test.py │ └── 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