├── .gitignore ├── README.md ├── env.yaml ├── features ├── README.md ├── configs │ ├── Patch448_CLUNet_DenseNet169.py │ ├── __init__.py │ ├── testA_baseline.py │ ├── testB_baseline.py │ ├── testB_baseline_704.py │ ├── testB_baseline_RAG_patch576.py │ ├── testB_baseline_ibna.py │ ├── testC_efficientb4_patch640.py │ ├── testC_noise_efficientb3_patch640.py │ ├── testC_noise_efficientb4_patch704.py │ └── testC_noise_efficientb5_patch640.py ├── data │ ├── dataloader │ │ ├── __init__.py │ │ ├── bulid.py │ │ ├── collate_fn.py │ │ └── sampler.py │ ├── dataset │ │ ├── __init__.py │ │ └── build.py │ └── transforms │ │ ├── __init__.py │ │ ├── build.py │ │ ├── opencv_functional.py │ │ └── opencv_transforms.py ├── engine │ ├── __init__.py │ └── trainer.py ├── extract_features.sh ├── model │ ├── __init__.py │ ├── aggregation │ │ ├── __init__.py │ │ └── pooling.py │ ├── backbone │ │ ├── __init__.py │ │ ├── densenet.py │ │ ├── efficientnet.py │ │ ├── ibn.py │ │ ├── regnet.py │ │ └── resnet.py │ ├── heads │ │ ├── __init__.py │ │ ├── bnneck_head.py │ │ ├── gnneck_head.py │ │ ├── identity_head.py │ │ ├── linear_head.py │ │ └── reduction_head.py │ ├── layers │ │ ├── __init__.py │ │ ├── disout.py │ │ ├── dropblock.py │ │ └── rga.py │ ├── losses │ │ ├── __init__.py │ │ ├── amsoftmax.py │ │ ├── arcface.py │ │ ├── cosface.py │ │ ├── cross_entropy.py │ │ ├── norm_softmax.py │ │ └── triplet_loss.py │ └── net.py ├── solver │ ├── __init__.py │ ├── build.py │ ├── lr_scheduler.py │ └── optimizer.py ├── tools │ ├── extract_features.py │ └── train.py ├── train.sh └── utils │ ├── __init__.py │ ├── convert_jpg2npy.py │ ├── nvidia_info.py │ └── weight_init.py ├── indexing ├── PyRetri-master │ ├── .gitignore │ ├── LICENSE │ ├── README.md │ ├── configs │ │ ├── caltech.yaml │ │ ├── caltech_w_tricks.yaml │ │ ├── cub.yaml │ │ ├── cub_w_tricks.yaml │ │ ├── duke.yaml │ │ ├── duke_w_tricks.yaml │ │ ├── huawei.yaml │ │ ├── indoor.yaml │ │ ├── indoor_w_tricks.yaml │ │ ├── market.yaml │ │ ├── market_w_tricks.yaml │ │ ├── oxford.yaml │ │ ├── oxford_w_tricks.yaml │ │ └── paris.yaml │ ├── docs │ │ ├── GETTING_STARTED.md │ │ ├── INSTALL.md │ │ └── MODEL_ZOO.md │ ├── extract_feature.sh │ ├── getgpu.sh │ ├── index.sh │ ├── main │ │ ├── extract_feature.py │ │ ├── index.py │ │ ├── make_data_json.py │ │ ├── single_index.py │ │ └── split_dataset.py │ ├── make_data_json.sh │ ├── my_make_data_json.py │ ├── my_make_data_json.sh │ ├── pyretri │ │ ├── __init__.py │ │ ├── config │ │ │ ├── __init__.py │ │ │ └── config.py │ │ ├── datasets │ │ │ ├── __init__.py │ │ │ ├── builder.py │ │ │ ├── collate_fn │ │ │ │ ├── __init__.py │ │ │ │ ├── collate_fn_base.py │ │ │ │ └── collate_fn_impl │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── collate_fn.py │ │ │ ├── config.py │ │ │ ├── folder │ │ │ │ ├── __init__.py │ │ │ │ ├── folder_base.py │ │ │ │ └── folder_impl │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── folder.py │ │ │ ├── registry.py │ │ │ └── transformer │ │ │ │ ├── __init__.py │ │ │ │ ├── transformers_base.py │ │ │ │ └── transformers_impl │ │ │ │ ├── __init__.py │ │ │ │ └── transformers.py │ │ ├── evaluate │ │ │ ├── __init__.py │ │ │ ├── builder.py │ │ │ ├── config.py │ │ │ ├── evaluator │ │ │ │ ├── __init__.py │ │ │ │ ├── evaluators_base.py │ │ │ │ └── evaluators_impl │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── overall.py │ │ │ │ │ ├── oxford_overall.py │ │ │ │ │ └── reid_overall.py │ │ │ ├── helper │ │ │ │ ├── __init__.py │ │ │ │ └── helper.py │ │ │ └── registry.py │ │ ├── extract │ │ │ ├── __init__.py │ │ │ ├── aggregator │ │ │ │ ├── __init__.py │ │ │ │ ├── aggregators_base.py │ │ │ │ └── aggregators_impl │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── crow.py │ │ │ │ │ ├── gap.py │ │ │ │ │ ├── gem.py │ │ │ │ │ ├── gmp.py │ │ │ │ │ ├── pwa.py │ │ │ │ │ ├── r_mac.py │ │ │ │ │ ├── scda.py │ │ │ │ │ └── spoc.py │ │ │ ├── builder.py │ │ │ ├── config.py │ │ │ ├── extractor │ │ │ │ ├── __init__.py │ │ │ │ ├── extractors_base.py │ │ │ │ └── extractors_impl │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── reid_series.py │ │ │ │ │ ├── res_series.py │ │ │ │ │ └── vgg_series.py │ │ │ ├── helper │ │ │ │ ├── __init__.py │ │ │ │ └── helper.py │ │ │ ├── registry.py │ │ │ ├── splitter │ │ │ │ ├── __init__.py │ │ │ │ ├── splitter_base.py │ │ │ │ └── splitter_impl │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── identity.py │ │ │ │ │ └── pcb.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── make_data_json.py │ │ │ │ └── split_dataset.py │ │ ├── index │ │ │ ├── __init__.py │ │ │ ├── builder.py │ │ │ ├── config.py │ │ │ ├── dim_processor │ │ │ │ ├── __init__.py │ │ │ │ ├── dim_processors_base.py │ │ │ │ └── dim_processors_impl │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── identity.py │ │ │ │ │ ├── l2_normalize.py │ │ │ │ │ ├── part_pca.py │ │ │ │ │ ├── part_svd.py │ │ │ │ │ ├── pca.py │ │ │ │ │ ├── rmac_pca.py │ │ │ │ │ └── svd.py │ │ │ ├── feature_enhancer │ │ │ │ ├── __init__.py │ │ │ │ ├── feature_enhancer_base.py │ │ │ │ └── feature_enhancer_impl │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── database_augmentation.py │ │ │ │ │ └── identity.py │ │ │ ├── helper │ │ │ │ ├── __init__.py │ │ │ │ └── helper.py │ │ │ ├── metric │ │ │ │ ├── __init__.py │ │ │ │ ├── metric_base.py │ │ │ │ └── metric_impl │ │ │ │ │ ├── PLDA.py │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── knn.py │ │ │ ├── re_ranker │ │ │ │ ├── __init__.py │ │ │ │ ├── re_ranker_base.py │ │ │ │ └── re_ranker_impl │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── eula.txt │ │ │ │ │ ├── identity.py │ │ │ │ │ ├── k_reciprocal.py │ │ │ │ │ ├── qe_kr.py │ │ │ │ │ └── query_expansion.py │ │ │ ├── registry.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ └── feature_loader.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── backbone │ │ │ │ ├── __init__.py │ │ │ │ ├── backbone_base.py │ │ │ │ └── backbone_impl │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── reid_baseline.py │ │ │ │ │ ├── resnet.py │ │ │ │ │ └── vgg.py │ │ │ ├── builder.py │ │ │ ├── config.py │ │ │ └── registry.py │ │ ├── utils │ │ │ ├── __init__.py │ │ │ ├── builder.py │ │ │ ├── misc.py │ │ │ ├── module_base.py │ │ │ └── registry.py │ │ └── version.py │ ├── requirements.txt │ ├── search │ │ ├── __init__.py │ │ ├── reid_search_extract.py │ │ ├── reid_search_index.py │ │ ├── reid_search_modules │ │ │ ├── __init__.py │ │ │ ├── extract_dict.py │ │ │ ├── index_dict.py │ │ │ └── pre_process_dict.py │ │ ├── search_extract.py │ │ ├── search_index.py │ │ ├── search_modules │ │ │ ├── __init__.py │ │ │ ├── extract_dict.py │ │ │ ├── index_dict.py │ │ │ └── pre_process_dict.py │ │ ├── search_pwa_extract.py │ │ ├── search_pwa_modules │ │ │ ├── __init__.py │ │ │ ├── extract_dict.py │ │ │ ├── index_dict.py │ │ │ └── pre_process_dict.py │ │ ├── search_rmac_modules │ │ │ ├── __init__.py │ │ │ ├── extract_dict.py │ │ │ ├── index_dict.py │ │ │ └── pre_process_dict.py │ │ ├── show_search_results.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── misc.py │ │ │ └── search_modules.py │ ├── setup.py │ ├── submit.sh │ ├── teaser_image │ │ ├── logo.jpg │ │ ├── logo.jpg.zip │ │ └── 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