├── .env.list ├── .gitignore ├── README.md ├── assets ├── leaderboard.png └── overall_framework.png ├── configs ├── baseline copy.yaml ├── baseline.yaml ├── baseline_SGD.yaml ├── baseline_all_tricks.yaml ├── baseline_cbam.yaml ├── baseline_extract.yaml ├── baseline_resnet50_ibn_a_all_tricks.yaml ├── baseline_resnext101_ibn.yaml ├── dataset_AIC.yaml ├── default.yaml ├── hrnetW32.yaml ├── hrnetW48.yaml ├── resnet101.yaml ├── tracking.yaml ├── transformer.yaml ├── transformer_extract_feature.yaml └── transformer_local.yaml ├── datasets ├── ROI │ ├── out_bbox_c001.json │ ├── out_bbox_c002.json │ ├── out_bbox_c003.json │ ├── out_bbox_c004.json │ ├── out_bbox_c005.json │ ├── out_bbox_c006.json │ ├── out_bbox_c007.json │ ├── out_zone_tracklet_c001.json │ ├── out_zone_tracklet_c002.json │ ├── out_zone_tracklet_c003.json │ ├── out_zone_tracklet_c004.json │ ├── out_zone_tracklet_c005.json │ ├── out_zone_tracklet_c006.json │ └── out_zone_tracklet_c007.json ├── detection │ └── Yolo │ │ ├── S001_c001.txt │ │ ├── S001_c002.txt │ │ ├── S001_c003.txt │ │ ├── S001_c004.txt │ │ ├── S001_c005.txt │ │ ├── S001_c006.txt │ │ ├── S001_c007.txt │ │ ├── S003_c014.txt │ │ ├── S003_c015.txt │ │ ├── S003_c016.txt │ │ ├── S003_c017.txt │ │ ├── S003_c018.txt │ │ ├── S003_c019.txt │ │ ├── S009_c047.txt │ │ ├── S009_c048.txt │ │ ├── S009_c049.txt │ │ ├── S009_c050.txt │ │ ├── S009_c051.txt │ │ ├── S009_c052.txt │ │ ├── S014_c076.txt │ │ ├── S014_c077.txt │ │ ├── S014_c078.txt │ │ ├── S014_c079.txt │ │ ├── S014_c080.txt │ │ ├── S014_c081.txt │ │ ├── S018_c100.txt │ │ ├── S018_c101.txt │ │ ├── S018_c102.txt │ │ ├── S018_c103.txt │ │ ├── S018_c104.txt │ │ ├── S018_c105.txt │ │ ├── S021_c118.txt │ │ ├── S021_c119.txt │ │ ├── S021_c120.txt │ │ ├── S021_c121.txt │ │ ├── S021_c122.txt │ │ ├── S021_c123.txt │ │ ├── S022_c124.txt │ │ ├── S022_c125.txt │ │ ├── S022_c126.txt │ │ ├── S022_c127.txt │ │ ├── S022_c128.txt │ │ └── S022_c129.txt ├── pretrain │ └── init └── reid │ ├── gallery_reid_test.txt │ ├── gallery_s001.txt │ ├── gallery_set_reid.txt │ ├── query_reid_test.txt │ ├── query_s001.txt │ ├── query_set_reid.txt │ └── train_set_reid.txt ├── output └── weight │ ├── HrNetW48 │ └── init │ ├── trans_local │ └── ini │ └── transformer │ └── init ├── outputs ├── id_switch │ └── init ├── matching │ └── init ├── matching_tracklet │ └── multicamera │ │ └── init ├── multi_matching │ └── init ├── single_matching_S001 │ └── init └── tracking_results │ └── init ├── requirements.txt ├── scripts ├── feature_extract_matching.sh ├── feature_extract_tracking.sh ├── id_switch.sh ├── matching.sh ├── reid_train.sh └── tracking.sh ├── setup.py ├── src ├── SCMT │ ├── .gitignore │ ├── README.md │ ├── application_util │ │ ├── __init__.py │ │ ├── image_viewer.py │ │ ├── preprocessing.py │ │ └── visualization.py │ ├── dataspace │ │ └── AICITY_test │ │ │ ├── gen_detection_feat.py │ │ │ ├── gen_detection_feat_2023.py │ │ │ └── prepapre_folder_infor.py │ ├── deep_sort │ │ ├── __init__.py │ │ ├── detection.py │ │ ├── iou_matching.py │ │ ├── kalman_filter.py │ │ ├── linear_assignment.py │ │ ├── nn_matching.py │ │ ├── track.py │ │ └── tracker.py │ ├── deep_sort_app.py │ ├── move2trackingres.py │ ├── opts.py │ ├── readme2.md │ ├── run_aicity.py │ ├── scripts │ │ ├── s003.sh │ │ ├── s009.sh │ │ ├── s014.sh │ │ ├── s018.sh │ │ ├── s021.sh │ │ └── s022.sh │ ├── seqinfo.ini │ ├── tmp │ │ └── init │ └── track_roi │ │ └── roi.png ├── detection │ ├── .dockerignore │ ├── .gitattributes │ ├── .github │ │ ├── ISSUE_TEMPLATE │ │ │ ├── bug-report.yml │ │ │ ├── config.yml │ │ │ ├── feature-request.yml │ │ │ └── question.yml │ │ ├── PULL_REQUEST_TEMPLATE.md │ │ ├── dependabot.yml │ │ └── workflows │ │ │ ├── ci-testing.yml │ │ │ ├── codeql-analysis.yml │ │ │ ├── docker.yml │ │ │ ├── greetings.yml │ │ │ ├── stale.yml │ │ │ └── translate-readme.yml │ ├── .gitignore │ ├── .pre-commit-config.yaml │ ├── CITATION.cff │ ├── CONTRIBUTING.md │ ├── LICENSE │ ├── README.md │ ├── benchmarks.py │ ├── classify │ │ ├── predict.py │ │ ├── train.py │ │ ├── tutorial.ipynb │ │ └── val.py │ ├── data │ │ ├── Argoverse.yaml │ │ ├── GlobalWheat2020.yaml │ │ ├── ImageNet.yaml │ │ ├── Objects365.yaml │ │ ├── SKU-110K.yaml │ │ ├── VOC.yaml │ │ ├── VisDrone.yaml │ │ ├── coco.yaml │ │ ├── coco128-seg.yaml │ │ ├── coco128.yaml │ │ ├── hyps │ │ │ ├── hyp.Objects365.yaml │ │ │ ├── hyp.VOC.yaml │ │ │ ├── hyp.no-augmentation.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 │ │ ├── track1.yaml │ │ └── xView.yaml │ ├── detect.py │ ├── export.py │ ├── generate_image_list.py │ ├── hubconf.py │ ├── inference_track1_real.sh │ ├── inference_track1_synthetic.sh │ ├── 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-LeakyReLU.yaml │ │ │ ├── yolov5s-ghost.yaml │ │ │ ├── yolov5s-transformer.yaml │ │ │ ├── yolov5s6.yaml │ │ │ └── yolov5x6.yaml │ │ ├── segment │ │ │ ├── yolov5l-seg.yaml │ │ │ ├── yolov5m-seg.yaml │ │ │ ├── yolov5n-seg.yaml │ │ │ ├── yolov5s-seg.yaml │ │ │ └── yolov5x-seg.yaml │ │ ├── tf.py │ │ ├── yolo.py │ │ ├── yolov5l.yaml │ │ ├── yolov5m.yaml │ │ ├── yolov5n.yaml │ │ ├── yolov5s.yaml │ │ └── yolov5x.yaml │ ├── prepare_detect_images.py │ ├── requirements.txt │ ├── segment │ │ ├── predict.py │ │ ├── train.py │ │ ├── tutorial.ipynb │ │ └── val.py │ ├── setup.cfg │ ├── train.py │ ├── train_track1.sh │ ├── tutorial.ipynb │ ├── 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 │ │ │ ├── additional_requirements.txt │ │ │ └── app.yaml │ │ ├── loggers │ │ │ ├── __init__.py │ │ │ ├── clearml │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── clearml_utils.py │ │ │ │ └── hpo.py │ │ │ ├── comet │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── comet_utils.py │ │ │ │ └── hpo.py │ │ │ └── wandb │ │ │ │ ├── __init__.py │ │ │ │ └── wandb_utils.py │ │ ├── loss.py │ │ ├── metrics.py │ │ ├── plots.py │ │ ├── segment │ │ │ ├── __init__.py │ │ │ ├── augmentations.py │ │ │ ├── dataloaders.py │ │ │ ├── general.py │ │ │ ├── loss.py │ │ │ ├── metrics.py │ │ │ └── plots.py │ │ ├── torch_utils.py │ │ └── triton.py │ └── val.py ├── matching │ ├── .gitignore │ ├── matching │ │ ├── single_s001.py │ │ └── v3.py │ ├── mct.py │ ├── mct_s001.py │ ├── sct.py │ ├── sct_s001.py │ ├── tracklet.py │ ├── tracklet_id_switch.py │ └── tracklet_v2.py ├── reid │ ├── callbacks │ │ └── visualize_reid.py │ ├── dataset_processing │ │ ├── __init__.py │ │ ├── collate_batch.py │ │ ├── datasets │ │ │ ├── __init__.py │ │ │ ├── aic_reid.py │ │ │ ├── bases.py │ │ │ ├── dataset_loader.py │ │ │ └── veri.py │ │ ├── samplers │ │ │ ├── __init__.py │ │ │ ├── constrastive_sampler.py │ │ │ └── triplet_sampler.py │ │ └── transforms │ │ │ └── __init__.py │ ├── inference.py │ ├── layers │ │ ├── QAConv │ │ │ ├── class_memory_loss.py │ │ │ ├── pairwise_matching_loss.py │ │ │ └── triplet_loss.py │ │ ├── __init__.py │ │ ├── center_loss.py │ │ ├── metric_learning_loss.py │ │ └── triplet_loss.py │ ├── metrics │ │ ├── __init__.py │ │ ├── metric.py │ │ └── r1_mAP.py │ ├── model │ │ ├── __init__.py │ │ ├── backbones │ │ │ ├── __init__.py │ │ │ ├── hrnet.py │ │ │ ├── module │ │ │ │ ├── __init__.py │ │ │ │ ├── bam.py │ │ │ │ └── cbam.py │ │ │ ├── resnet.py │ │ │ ├── resnet_cbam.py │ │ │ ├── resnet_ibn_a.py │ │ │ ├── resnext_ibn.py │ │ │ ├── senet.py │ │ │ └── vit_pytorch.py │ │ ├── build_baseline.py │ │ └── build_transformer.py │ ├── processor │ │ ├── post_process │ │ │ └── re_rank.py │ │ └── trainers │ │ │ ├── do_train_vehicle_reid.py │ │ │ └── train_base.py │ ├── solver │ │ ├── __init__.py │ │ ├── build.py │ │ └── lr_scheduler.py │ └── train.py ├── submit.py ├── submit_v2.py └── utils │ ├── logging.py │ ├── matching_utils.py │ ├── opt.py │ └── utils.py └── tools ├── extract_frame.py └── process_yolo_detection.py /.env.list: -------------------------------------------------------------------------------- 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