├── .flake8 ├── .gitignore ├── .isort.cfg ├── .style.yapf ├── LICENSE ├── README.md ├── Torchreid_original_README.rst ├── assets ├── ECCV24_KPR_poster.pdf ├── deepsportradar_reid.jpg ├── demo │ ├── results │ │ ├── distance_matrix.png │ │ └── samples_grid.png │ └── soccer_players │ │ ├── group1 │ │ ├── images │ │ │ ├── 1470_016236_10162360051.jpg │ │ │ ├── 1475_016236_10162360059.jpg │ │ │ └── 1479_016236_10162360065.jpg │ │ └── keypoints │ │ │ ├── 1470_016236_10162360051.json │ │ │ ├── 1475_016236_10162360059.json │ │ │ └── 1479_016236_10162360065.json │ │ └── group2 │ │ ├── images │ │ ├── 1470_016236_10162360097.jpg │ │ ├── 1475_016236_10162360063.jpg │ │ └── 1479_016236_10162360093.jpg │ │ └── keypoints │ │ ├── 1470_016236_10162360097.json │ │ ├── 1475_016236_10162360063.json │ │ └── 1479_016236_10162360093.json ├── gifs │ ├── 001001-posetrack21.gif │ └── 001735_posetrack21.gif ├── keypoint_promptable_reid.jpg ├── kpr_visualization_tool.png ├── occluded_posetrack_reid.jpg ├── part_based_reid_methods.jpg ├── ranking_example_occluded_posetrack_reid.jpg ├── sn-gamestate.jpg └── soccernet_reid.jpg ├── configs ├── bpbreid │ ├── bpbreid_dukemtmc_test.yaml │ ├── bpbreid_dukemtmc_train.yaml │ ├── bpbreid_market1501_test.yaml │ ├── bpbreid_market1501_train.yaml │ ├── bpbreid_occ_duke_test.yaml │ ├── bpbreid_occ_duke_train.yaml │ ├── bpbreid_occ_reid_test.yaml │ ├── bpbreid_occ_reid_train.yaml │ ├── bpbreid_p_dukemtmc_test.yaml │ ├── bpbreid_p_dukemtmc_train.yaml │ ├── pcb_market1501_train.yaml │ └── pcb_occ_duke_train.yaml └── kpr │ ├── imagenet │ ├── kpr_market_test.yaml │ ├── kpr_market_train.yaml │ ├── kpr_occ_duke_test.yaml │ ├── kpr_occ_duke_train.yaml │ ├── kpr_occ_posetrack_test.yaml │ ├── kpr_occ_posetrack_train.yaml │ ├── kpr_occ_reid_test.yaml │ ├── kpr_occ_reid_train.yaml │ ├── kpr_partial_reid_test.yaml │ └── kpr_partial_reid_train.yaml │ └── solider │ ├── kpr_market_test.yaml │ ├── kpr_market_train.yaml │ ├── kpr_occ_duke_test.yaml │ ├── kpr_occ_duke_train.yaml │ ├── kpr_occ_posetrack_test.yaml │ ├── kpr_occ_posetrack_train.yaml │ ├── kpr_occ_reid_test.yaml │ ├── kpr_occ_reid_train.yaml │ ├── kpr_partial_reid_test.yaml │ └── kpr_partial_reid_train.yaml ├── demo.py ├── linter.sh ├── main.py ├── pyproject.toml ├── requirements.txt ├── setup.py └── torchreid ├── __init__.py ├── data ├── __init__.py ├── data_augmentation │ ├── __init__.py │ ├── batch_wise_inter_person_occlusion.py │ └── resize.py ├── datamanager.py ├── datasets │ ├── __init__.py │ ├── dataset.py │ ├── image │ │ ├── __init__.py │ │ ├── cuhk01.py │ │ ├── cuhk02.py │ │ ├── cuhk03.py │ │ ├── dukemtmcreid.py │ │ ├── grid.py │ │ ├── ilids.py │ │ ├── market1501.py │ │ ├── motchallenge.py │ │ ├── msmt17.py │ │ ├── occluded_dukemtmc.py │ │ ├── occluded_posetrack21.py │ │ ├── occluded_reid.py │ │ ├── p_ETHZ.py │ │ ├── p_dukemtmc_reid.py │ │ ├── partial_ilids.py │ │ ├── partial_reid.py │ │ ├── prid.py │ │ └── viper.py │ ├── keypoints_to_masks.py │ └── video │ │ ├── __init__.py │ │ ├── dukemtmcvidreid.py │ │ ├── ilidsvid.py │ │ ├── mars.py │ │ └── prid2011.py ├── masks_transforms │ ├── __init__.py │ ├── coco_keypoints_transforms.py │ ├── keypoints_transform.py │ ├── mask_transform.py │ ├── pcb_transforms.py │ ├── pifpaf_mask_transform.py │ └── resize.py ├── sampler.py └── transforms.py ├── engine ├── __init__.py ├── engine.py ├── image │ ├── __init__.py │ ├── part_based_engine.py │ ├── softmax.py │ └── triplet.py └── video │ ├── __init__.py │ ├── softmax.py │ └── triplet.py ├── hyperparameter └── __init__.py ├── losses ├── GiLt_loss.py ├── __init__.py ├── body_part_attention_loss.py ├── cross_entropy_loss.py ├── hard_mine_triplet_loss.py ├── inter_parts_triplet_loss.py ├── part_averaged_triplet_loss.py ├── part_individual_triplet_loss.py ├── part_max_min_triplet_loss.py ├── part_max_triplet_loss.py ├── part_min_triplet_loss.py └── part_random_max_min_triplet_loss.py ├── metrics ├── __init__.py ├── accuracy.py ├── distance.py ├── rank.py └── rank_cylib │ ├── Makefile │ ├── __init__.py │ ├── rank_cy.pyx │ ├── setup.py │ └── test_cython.py ├── models ├── __init__.py ├── compact_bilinear_pooling.py ├── densenet.py ├── hacnn.py ├── hrnet.py ├── inceptionresnetv2.py ├── inceptionv4.py ├── kpr.py ├── mlfn.py ├── mobilenetv2.py ├── mudeep.py ├── nasnet.py ├── osnet.py ├── osnet_ain.py ├── pcb.py ├── promptable_solider.py ├── promptable_timm_swin.py ├── promptable_timm_vit.py ├── promptable_transformer_backbone.py ├── promptable_vit.py ├── pvpm.py ├── resnet.py ├── resnet_fastreid.py ├── resnet_ibn_a.py ├── resnet_ibn_b.py ├── resnetmid.py ├── sam.py ├── senet.py ├── shufflenet.py ├── shufflenetv2.py ├── solider │ ├── __init__.py │ ├── backbones │ │ ├── __init__.py │ │ ├── resnet.py │ │ ├── resnet_ibn_a.py │ │ ├── swin_transformer.py │ │ ├── transformer_layers.py │ │ └── vit_pytorch.py │ ├── configs │ │ ├── __init__.py │ │ └── defaults.py │ └── make_model.py ├── squeezenet.py ├── transreid │ ├── __init__.py │ ├── backbones │ │ ├── __init__.py │ │ ├── resnet.py │ │ └── vit_pytorch.py │ ├── configs │ │ ├── __init__.py │ │ └── defaults.py │ └── make_model.py └── xception.py ├── optim ├── __init__.py ├── lr_scheduler.py ├── optimizer.py ├── radam.py └── schedulers │ ├── __init__.py │ ├── cosine_lr.py │ └── scheduler.py ├── scripts ├── __init__.py ├── builder.py └── default_config.py ├── tools ├── __init__.py ├── compute_mean_std.py ├── dataset_converters │ └── __init__.py ├── extract_part_based_features.py └── feature_extractor.py └── utils ├── __init__.py ├── avgmeter.py ├── constants.py ├── distribution.py ├── engine_state.py ├── imagetools.py ├── logging ├── __init__.py ├── deprecated_loggers.py └── logger.py ├── model_complexity.py ├── reidtools.py ├── rerank.py ├── tensortools.py ├── tools.py ├── torch_receptive_field ├── __init__.py └── receptive_field.py ├── torchtools.py ├── visualization ├── __init__.py ├── display_batch_triplets.py ├── display_kpr_samples.py ├── embeddings_projection.py ├── 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