{"id":22574499,"url":"https://github.com/brucezoom/ei339-projectmot","last_synced_at":"2025-07-24T06:33:52.353Z","repository":{"id":71881316,"uuid":"223759941","full_name":"BruceZoom/EI339-ProjectMOT","owner":"BruceZoom","description":null,"archived":false,"fork":false,"pushed_at":"2019-12-29T14:54:45.000Z","size":4975,"stargazers_count":2,"open_issues_count":0,"forks_count":0,"subscribers_count":4,"default_branch":"master","last_synced_at":"2025-02-02T15:33:38.765Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/BruceZoom.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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":"2019-11-24T14:46:11.000Z","updated_at":"2023-04-04T13:28:51.000Z","dependencies_parsed_at":null,"dependency_job_id":"d024816d-a0a5-40f1-8515-4e2e506cf9d9","html_url":"https://github.com/BruceZoom/EI339-ProjectMOT","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/BruceZoom%2FEI339-ProjectMOT","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BruceZoom%2FEI339-ProjectMOT/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BruceZoom%2FEI339-ProjectMOT/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BruceZoom%2FEI339-ProjectMOT/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/BruceZoom","download_url":"https://codeload.github.com/BruceZoom/EI339-ProjectMOT/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246050881,"owners_count":20715737,"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":[],"created_at":"2024-12-08T03:06:27.483Z","updated_at":"2025-03-28T15:24:29.561Z","avatar_url":"https://github.com/BruceZoom.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# EI339-ProjectMOT\n\nThis is the repository for our work on the final project of EI339: Artificial Intelligence in Fall 2019.\n\n## Structure\n\n- `code`: The directory for all the source files\n- `report.pdf`: The project report\n- `code-explained.pdf`: A grading-friendly document that describes implementation of our ideas and modifications to open-source code.\n\n## Dependencies\nFollowing libraries are required to run our code.\n- numpy\n- scikit-learn\n- opencv-python\n- tensorflow \u003e=1.0, \u003c2.0\n- torch \u003e=1.3\n- matplotlib\n- pycocotools\n- tqdm\n- Pillow\n\nNote that Tensorflow 2 is incompatible with the code for feature descriptor extraction, which is required for the real-time tracker.\n\nRun the following command to install dependencies.\n```bash\npip install -r code/requirements.txt\n```\n\n## Additional Resources\nThere are other resources you need to download to run our code.\n- Download the weights for DeepSORT in 'resource.tar' from [JBox](https://jbox.sjtu.edu.cn/l/VooidI) and untar it as `code/resources`\n- Download the weights for YOLOv3 also from [JBox](https://jbox.sjtu.edu.cn/l/VooidI) and place it under `code/yolov3/weights`\n\n## Usage\n\nTo evaluate our implementation of Deep SORT with extended state space, download MOT16 dataset and run `code/deep_sort_app.py` according to the instructions in `code/README.md`. Assuming that the current working directory is `code`, here is an example:\n\n```bash\npython3 deep_sort_app.py \\\n    --sequence_dir=MOT16/train/MOT16-02 \\\n    --detection_file=resources/detections/MOT16_POI_train/MOT16-02.npy \\\n    --min_confidence 0.3 --nn_budget 100 --display True\n```\n\nTo test the real-time tracker, assuming that the current working directory is `code` and your camera is available, run\n```bash\npython3 real_time_app.py\n```\nA window will display the tracking result of the camera input for 30 seconds.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbrucezoom%2Fei339-projectmot","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbrucezoom%2Fei339-projectmot","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbrucezoom%2Fei339-projectmot/lists"}