{"id":20058682,"url":"https://github.com/roboflow/roboflow-object-tracking","last_synced_at":"2026-06-08T11:32:42.398Z","repository":{"id":47756321,"uuid":"391980688","full_name":"roboflow/roboflow-object-tracking","owner":"roboflow","description":null,"archived":false,"fork":false,"pushed_at":"2023-07-25T07:42:54.000Z","size":31706,"stargazers_count":2,"open_issues_count":4,"forks_count":1,"subscribers_count":17,"default_branch":"main","last_synced_at":"2025-09-29T09:42:59.814Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"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/roboflow.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":"2021-08-02T14:29:54.000Z","updated_at":"2025-05-02T06:21:45.000Z","dependencies_parsed_at":"2024-11-13T13:03:16.711Z","dependency_job_id":null,"html_url":"https://github.com/roboflow/roboflow-object-tracking","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/roboflow/roboflow-object-tracking","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/roboflow%2Froboflow-object-tracking","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/roboflow%2Froboflow-object-tracking/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/roboflow%2Froboflow-object-tracking/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/roboflow%2Froboflow-object-tracking/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/roboflow","download_url":"https://codeload.github.com/roboflow/roboflow-object-tracking/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/roboflow%2Froboflow-object-tracking/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":34061122,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-08T02:00:07.615Z","response_time":111,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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":[],"created_at":"2024-11-13T13:03:11.372Z","updated_at":"2026-06-08T11:32:42.379Z","avatar_url":"https://github.com/roboflow.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Roboflow Object Tracking Example\n\nObject tracking using Roboflow Inference API and zeroshot CLIP Deep SORT. [More on CLIP](https://blog.roboflow.com/how-to-use-openai-clip/)\n\n![Cards Example](https://github.com/roboflow-ai/roboflow-object-tracking/blob/main/cards.gif)\n\nExample object tracking courtesy of the [Roboflow Universe public playing cards model and dataset](https://universe.roboflow.com/augmented-startups/playing-cards-ow27d). You can adapt this to your own dataset on Roboflow.\n\n# Getting Started\n\n## Training your model\n\nUpload, annotate, and train your model on Roboflow with [Roboflow Train](https://docs.roboflow.com/train). Your model will be hosted on an inference URL.\n\n## Performing Object Tracking\n\nClone repositories\n\n```\ngit clone https://github.com/roboflow-ai/roboflow-object-tracking\ncd roboflow-object-tracking\ngit clone https://github.com/openai/CLIP.git CLIP-repo\ncp -r ./CLIP-repo/clip ./clip\n```\n\nInstall requirements (python 3.7+)\n\n```bash\npip install --upgrade pip\npip install -r requirements.txt\n```\n\nInstall requirements (anaconda python 3.8)\n```\nconda install pytorch torchvision torchaudio -c pytorch\nconda install ftfy regex\npip install opencv pycocotools tensorflow\n```\n\nRun\n\n```bash\npython clip_object_tracker.py --source data/video/cards.mp4 --url https://detect.roboflow.com/playing-cards-ow27d/1 --api_key ROBOFLO_API_KEY\n```\n\n(by default, output will be in runs/detect/exp[num])\n\n\u003cfigure class=\"video_container\"\u003e\n  \u003cvideo controls=\"true\" allowfullscreen=\"true\" poster=\"path/to/poster_image.png\"\u003e\n    \u003csource src=\"data/demo/cards.mp4\" type=\"video/mp4\"\u003e\n  \u003c/video\u003e\n\u003c/figure\u003e\n\nHelp\n\n```bash\npython clip_object_tracker.py -h\n```\n\n## Acknowledgements\n\nHuge thanks to:\n\n- [yolov4-deepsort by theAIGuysCode](https://github.com/theAIGuysCode/yolov4-deepsort)\n- [yolov5 by ultralytics](https://github.com/ultralytics/yolov5)\n- [Deep SORT Repository by nwojke](https://github.com/nwojke/deep_sort)\n- [OpenAI for being awesome](https://openai.com/blog/clip/)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Froboflow%2Froboflow-object-tracking","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Froboflow%2Froboflow-object-tracking","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Froboflow%2Froboflow-object-tracking/lists"}