├── .gitignore ├── LUP-NL ├── README.md ├── convert_lmdb.py ├── download.py └── extract.py ├── PNL ├── README.md ├── libs │ ├── __init__.py │ ├── dataset.py │ ├── encoder.py │ ├── lars.py │ ├── loader.py │ ├── losses.py │ ├── moco_builder.py │ ├── pnl_builder.py │ ├── simclr_builder.py │ ├── supcont_builder.py │ ├── transform.py │ └── utils.py ├── lup_moco.py ├── lup_pnl.py ├── lup_simclr.py ├── lup_supcont.py └── scripts │ ├── run_moco.sh │ ├── run_pnl.sh │ ├── run_simclr.sh │ └── run_supcont.sh ├── README.md └── fast-reid ├── LICENSE ├── README.md ├── configs ├── Base-AGW.yml ├── Base-MGN.yml ├── Base-Strongerbaseline.yml ├── Base-bagtricks.yml ├── CMDM │ ├── mgn_R101.yml │ ├── mgn_R101_moco.yml │ ├── mgn_R50.yml │ ├── mgn_R50_cmdm.yml │ ├── mgn_R50_img_moco.yml │ ├── mgn_R50_lup200.yml │ ├── mgn_R50_lup300.yml │ └── mgn_R50_moco.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 ├── LUP │ ├── agw_R50.yml │ ├── bot_R50.yml │ └── mgn_R50.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 ├── cuhk03_np │ ├── detected │ │ ├── few_ids │ │ │ ├── used_ids_0.10.txt │ │ │ ├── used_ids_0.20.txt │ │ │ ├── used_ids_0.30.txt │ │ │ ├── used_ids_0.40.txt │ │ │ ├── used_ids_0.50.txt │ │ │ ├── used_ids_0.60.txt │ │ │ ├── used_ids_0.70.txt │ │ │ ├── used_ids_0.80.txt │ │ │ ├── used_ids_0.90.txt │ │ │ └── used_ids_1.00.txt │ │ └── few_ims │ │ │ ├── used_ims_0.10.txt │ │ │ ├── used_ims_0.20.txt │ │ │ ├── used_ims_0.30.txt │ │ │ ├── used_ims_0.40.txt │ │ │ ├── used_ims_0.50.txt │ │ │ ├── used_ims_0.60.txt │ │ │ ├── used_ims_0.70.txt │ │ │ ├── used_ims_0.80.txt │ │ │ ├── used_ims_0.90.txt │ │ │ └── used_ims_1.00.txt │ └── labeled │ │ ├── few_ids │ │ ├── used_ids_0.10.txt │ │ ├── used_ids_0.20.txt │ │ ├── used_ids_0.30.txt │ │ ├── used_ids_0.40.txt │ │ ├── used_ids_0.50.txt │ │ ├── used_ids_0.60.txt │ │ ├── used_ids_0.70.txt │ │ ├── used_ids_0.80.txt │ │ ├── used_ids_0.90.txt │ │ └── used_ids_1.00.txt │ │ └── few_ims │ │ ├── used_ims_0.10.txt │ │ ├── used_ims_0.20.txt │ │ ├── used_ims_0.30.txt │ │ ├── used_ims_0.40.txt │ │ ├── used_ims_0.50.txt │ │ ├── used_ims_0.60.txt │ │ ├── used_ims_0.70.txt │ │ ├── used_ims_0.80.txt │ │ ├── used_ims_0.90.txt │ │ └── used_ims_1.00.txt ├── duke │ ├── few_ids │ │ ├── used_ids_0.10.txt │ │ ├── used_ids_0.20.txt │ │ ├── used_ids_0.30.txt │ │ ├── used_ids_0.40.txt │ │ ├── used_ids_0.50.txt │ │ ├── used_ids_0.60.txt │ │ ├── used_ids_0.70.txt │ │ ├── used_ids_0.80.txt │ │ ├── used_ids_0.90.txt │ │ └── used_ids_1.00.txt │ └── few_ims │ │ ├── used_ims_0.10.txt │ │ ├── used_ims_0.20.txt │ │ ├── used_ims_0.30.txt │ │ ├── used_ims_0.40.txt │ │ ├── used_ims_0.50.txt │ │ ├── used_ims_0.60.txt │ │ ├── used_ims_0.70.txt │ │ ├── used_ims_0.80.txt │ │ ├── used_ims_0.90.txt │ │ └── used_ims_1.00.txt ├── market1501 │ ├── few_ids │ │ ├── used_ids_0.10.txt │ │ ├── used_ids_0.20.txt │ │ ├── used_ids_0.30.txt │ │ ├── used_ids_0.40.txt │ │ ├── used_ids_0.50.txt │ │ ├── used_ids_0.60.txt │ │ ├── used_ids_0.70.txt │ │ ├── used_ids_0.80.txt │ │ ├── used_ids_0.90.txt │ │ └── used_ids_1.00.txt │ └── few_ims │ │ ├── used_ims_0.10.txt │ │ ├── used_ims_0.20.txt │ │ ├── used_ims_0.30.txt │ │ ├── used_ims_0.40.txt │ │ ├── used_ims_0.50.txt │ │ ├── used_ims_0.60.txt │ │ ├── used_ims_0.70.txt │ │ ├── used_ims_0.80.txt │ │ ├── used_ims_0.90.txt │ │ └── used_ims_1.00.txt └── msmt17 │ ├── few_ids │ ├── used_ids_0.10.txt │ ├── used_ids_0.20.txt │ ├── used_ids_0.30.txt │ ├── used_ids_0.40.txt │ ├── used_ids_0.50.txt │ ├── used_ids_0.60.txt │ ├── used_ids_0.70.txt │ ├── used_ids_0.80.txt │ ├── used_ids_0.90.txt │ └── used_ids_1.00.txt │ └── few_ims │ ├── used_ims_0.10.txt │ ├── used_ims_0.20.txt │ ├── used_ims_0.30.txt │ ├── used_ims_0.40.txt │ ├── used_ims_0.50.txt │ ├── used_ims_0.60.txt │ ├── used_ims_0.70.txt │ ├── used_ims_0.80.txt │ ├── used_ims_0.90.txt │ └── used_ims_1.00.txt ├── demo ├── README.md ├── demo.py ├── plot_roc_with_pickle.py ├── predictor.py └── 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 │ │ ├── cmdm.py │ │ ├── cuhk03.py │ │ ├── cuhk_sysu.py │ │ ├── dukemtmcreid.py │ │ ├── iLIDS.py │ │ ├── lpw.py │ │ ├── lup.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 │ ├── env.py │ ├── events.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 ├── 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 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