{"id":18793300,"url":"https://github.com/mikel-brostrom/yolov3_deepsort_pytorch","last_synced_at":"2025-08-20T18:33:29.460Z","repository":{"id":108222313,"uuid":"238419210","full_name":"mikel-brostrom/Yolov3_DeepSort_Pytorch","owner":"mikel-brostrom","description":"Real-time multi-person tracker using YOLO v3 and deep sort","archived":false,"fork":false,"pushed_at":"2022-11-23T12:21:14.000Z","size":49395,"stargazers_count":168,"open_issues_count":3,"forks_count":45,"subscribers_count":4,"default_branch":"master","last_synced_at":"2024-12-10T05:42:09.375Z","etag":null,"topics":["computer-camera","deep-association-metric","deep-sort","http-stream","multple-object-tracking","pedestrian-tracking","pytorch","pytorch-yolov3","real-time","rtsp-stream","simple-online-and-realtime-tracking","video","web-camera","yolo-v3","yolov3","you-only-look-once"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/mikel-brostrom.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2020-02-05T10:03:56.000Z","updated_at":"2024-11-12T15:14:53.000Z","dependencies_parsed_at":null,"dependency_job_id":"71bf1d20-90c4-4c61-ac49-32f150cd665a","html_url":"https://github.com/mikel-brostrom/Yolov3_DeepSort_Pytorch","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mikel-brostrom%2FYolov3_DeepSort_Pytorch","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mikel-brostrom%2FYolov3_DeepSort_Pytorch/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mikel-brostrom%2FYolov3_DeepSort_Pytorch/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mikel-brostrom%2FYolov3_DeepSort_Pytorch/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mikel-brostrom","download_url":"https://codeload.github.com/mikel-brostrom/Yolov3_DeepSort_Pytorch/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":230445926,"owners_count":18227060,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["computer-camera","deep-association-metric","deep-sort","http-stream","multple-object-tracking","pedestrian-tracking","pytorch","pytorch-yolov3","real-time","rtsp-stream","simple-online-and-realtime-tracking","video","web-camera","yolo-v3","yolov3","you-only-look-once"],"created_at":"2024-11-07T21:24:18.993Z","updated_at":"2024-12-19T14:07:36.715Z","avatar_url":"https://github.com/mikel-brostrom.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Yolov3 + Deep Sort with PyTorch\n\n![](yolov3/Town.gif)\n\n## Introduction\n\nThis repository contains a moded version of PyTorch YOLOv3 (https://github.com/ultralytics/yolov3). It filters out every detection that is not a person. The detections of persons are then passed to a Deep Sort algorithm (https://github.com/ZQPei/deep_sort_pytorch) which tracks the persons. The reason behind the fact that it just tracks persons is that the deep association metric is trained on a person ONLY datatset.\n\n## Description\n\nThe implementation is based on two papers:\n\n- Simple Online and Realtime Tracking with a Deep Association Metric\nhttps://arxiv.org/abs/1703.07402\n- YOLOv3: An Incremental Improvement\nhttps://arxiv.org/abs/1804.02767\n\n## Requirements\n\nPython 3.7 or later with all of the `pip install -U -r requirements.txt` packages including:\n- `torch \u003e= 1.3`\n- `opencv-python`\n- `Pillow`\n\nAll dependencies are included in the associated docker images. Docker requirements are: \n- `nvidia-docker`\n- Nvidia Driver Version \u003e= 440.44\n\n## Before you run the tracker\n\nGithub block pushes of files larger than 100 MB (https://help.github.com/en/github/managing-large-files/conditions-for-large-files). Hence the yolo weights needs to be stored somewhere else. When you run tracker.py you will get an exceptions telling you that the yolov3 weight are missing and a link to download them from. Place the downlaoded `.pt` file under `yolov3/weights/`. The weights for deep sort are already in this repo. They can be found under `deep_sort/deep/checkpoint/`.\n\n## Tracking\n\n`track.py` runs tracking on any video source:\n\n```bash\npython3 track.py --source ...\n```\n\n- Video:  `--source file.mp4`\n- Webcam:  `--source 0`\n- RTSP stream:  `--source rtsp://170.93.143.139/rtplive/470011e600ef003a004ee33696235daa`\n- HTTP stream:  `--source http://wmccpinetop.axiscam.net/mjpg/video.mjpg`\n\n\n## Cite\n\nIf you find this project useful in your research, please consider cite:\n\n```latex\n@misc{yolov3-deepsort,\n    title={Real-time multi-camera multi-object tracker using YOLOv3 and DeepSORT},\n    author={Mikel Broström},\n    howpublished = {\\url{https://github.com/mikel-brostrom/Yolov3_DeepSort_Pytorch}},\n    year={2019}\n}\n```\n\n\n## Other information\n\nFor more detailed information about the algorithms and their corresponding lisences used in this project access their official github implementations.\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmikel-brostrom%2Fyolov3_deepsort_pytorch","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmikel-brostrom%2Fyolov3_deepsort_pytorch","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmikel-brostrom%2Fyolov3_deepsort_pytorch/lists"}