{"id":13631268,"url":"https://github.com/MuhammadMoinFaisal/YOLOv8_Segmentation_DeepSORT_Object_Tracking","last_synced_at":"2025-04-17T21:32:45.337Z","repository":{"id":65301742,"uuid":"589097808","full_name":"MuhammadMoinFaisal/YOLOv8_Segmentation_DeepSORT_Object_Tracking","owner":"MuhammadMoinFaisal","description":"YOLOv8 Segmentation with DeepSORT Object Tracking (ID + Trails)","archived":false,"fork":false,"pushed_at":"2023-05-25T04:39:50.000Z","size":28094,"stargazers_count":245,"open_issues_count":11,"forks_count":64,"subscribers_count":3,"default_branch":"main","last_synced_at":"2024-11-08T23:34:15.859Z","etag":null,"topics":["object-segmentation","object-tracking","objecttracking","opencv","pytorch","yolo","yolov8","yolov8-deepsort"],"latest_commit_sha":null,"homepage":"","language":"Jupyter 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Notebook","funding_links":[],"categories":["Jupyter Notebook"],"sub_categories":[],"readme":"\u003cH1 align=\"center\"\u003e\nYOLOv8 Segmentation with DeepSORT Object Tracking(ID + Trails) \u003c/H1\u003e\n\n## Google Colab File Link (A Single Click Solution)\nThe google colab file link for yolov8 segmentation and tracking is provided below, you can check the implementation in Google Colab, and its a single click implementation\n,you just need to select the Run Time as GPU, and click on Run All.\n\n[`Google Colab File`](https://colab.research.google.com/drive/1wRkrquf_HMV7tyKy2zDAuqqK9G4zZub5?usp=sharing)\n\n## YouTube Video Tutorial Link\n\n[`YouTube Link`](https://www.youtube.com/watch?v=0JIPNk21ivU)\n\n\n## YOLOv8 with DeepSORT Object Tracking\n\n[`Github Repo Link`](https://github.com/MuhammadMoinFaisal/YOLOv8-DeepSORT-Object-Tracking.git)\n\n## Object Segmentation and Tracking (ID + Trails)  using YOLOv8 on Custom Data\n## Google Colab File Link (A Single Click Solution)\n[`Google Colab File`](https://colab.research.google.com/drive/1cnr9Jjj5Pag5myK6Ny8v5gtHgOqf6uoF?usp=sharing)\n\n## YouTube Video Tutorial Link\n\n[`YouTube Link`](https://www.youtube.com/watch?v=e-uzr2Sm0DA)\n\n## Steps to run Code\n\n- Clone the repository\n```\ngit clone https://github.com/MuhammadMoinFaisal/YOLOv8_Segmentation_DeepSORT_Object_Tracking.git\n```\n- Goto the cloned folder.\n```\ncd YOLOv8_Segmentation_DeepSORT_Object_Tracking\n```\n- Install the Dependencies\n```\npip install -e '.[dev]'\n\n```\n- Setting the Directory.\n```\ncd ultralytics/yolo/v8/segment\n\n```\n- Downloading the DeepSORT Files From The Google Drive \n```\n\nhttps://drive.google.com/drive/folders/1kna8eWGrSfzaR6DtNJ8_GchGgPMv3VC8?usp=sharing\n```\n- After downloading the DeepSORT Zip file from the drive, unzip it go into the subfolders and place the deep_sort_pytorch folder into the ultralytics/yolo/v8/segment folder\n\n- Downloading a Sample Videos from the Google Drive\n- Demo Video 1\n```\ngdown \"https://drive.google.com/uc?id=19P9Cf9UiJ9gU9KHnAfud6hrFOgobETTX\"\n```\n\n- Demo Video 2\n```\ngdown \"https://drive.google.com/uc?id=1rjBn8Fl1E_9d0EMVtL24S9aNQOJAveR5\u0026confirm=t\"\n```\n- Demo Video 3\n```\ngdown \"https://drive.google.com/uc?id=1aL0XIoOQlHf9FBvUx3FMfmPbmRu0-rF-\u0026confirm=t\"\n```\n- Run the code with mentioned command below.\n\n- For yolov8 segmentation + Tracking\n```\npython predict.py model=yolov8x-seg.pt source=\"test1.mp4\"\n```\n\n### RESULTS\n\n#### Object Segmentation and DeepSORT Tracking (ID + Trails) and Vehicles Counting\n![](./ultralytics/figure_speed.png)\n\n#### Object Segmentation and DeepSORT Tracking (ID + Trails)\n\n![](./ultralytics/figure2.png)\n\n### Watch the Complete Step by Step Explanation\n\n- Video Tutorial Link  [`YouTube Link`](https://www.youtube.com/watch?v=0JIPNk21ivU)\n\n\n[![Watch the Complete Tutorial for the Step by Step Explanation](https://img.youtube.com/vi/0JIPNk21ivU/0.jpg)]([https://www.youtube.com/watch?v=0JIPNk21ivU\u0026t=244s](https://www.youtube.com/watch?v=0JIPNk21ivU))\n\n\n## References\n- https://github.com/ultralytics/ultralytics\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FMuhammadMoinFaisal%2FYOLOv8_Segmentation_DeepSORT_Object_Tracking","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FMuhammadMoinFaisal%2FYOLOv8_Segmentation_DeepSORT_Object_Tracking","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FMuhammadMoinFaisal%2FYOLOv8_Segmentation_DeepSORT_Object_Tracking/lists"}