{"id":18301466,"url":"https://github.com/mozturan/fc_ai","last_synced_at":"2025-07-17T18:31:52.205Z","repository":{"id":246012485,"uuid":"819836782","full_name":"mozturan/fc_AI","owner":"mozturan","description":"Football Match Analysing Tool","archived":false,"fork":false,"pushed_at":"2024-06-26T18:47:55.000Z","size":60,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-09T09:49:20.693Z","etag":null,"topics":["analytics","computer-vision","deep-learning","image-processing","kmeans","optical-flow","supervision","ultralytics","yolo"],"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/mozturan.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":"2024-06-25T09:40:29.000Z","updated_at":"2024-08-24T18:38:07.000Z","dependencies_parsed_at":null,"dependency_job_id":"9e543ca1-c07f-4125-aab8-7b0416c7ca88","html_url":"https://github.com/mozturan/fc_AI","commit_stats":null,"previous_names":["mozturan/fc_ai"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/mozturan/fc_AI","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mozturan%2Ffc_AI","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mozturan%2Ffc_AI/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mozturan%2Ffc_AI/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mozturan%2Ffc_AI/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mozturan","download_url":"https://codeload.github.com/mozturan/fc_AI/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mozturan%2Ffc_AI/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":265645388,"owners_count":23804183,"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":["analytics","computer-vision","deep-learning","image-processing","kmeans","optical-flow","supervision","ultralytics","yolo"],"created_at":"2024-11-05T15:16:00.474Z","updated_at":"2025-07-17T18:31:52.193Z","avatar_url":"https://github.com/mozturan.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Football Match Analising Tool\n\nGoal is to detect players, ball, referees and extract some features and values using **computer vision techniques** to analyse the match. What implemented so far is:\n\n- Train **YOLOv5** with a proper football match dataset to find objects\n- **Kmeans** for pixel segmentation and clustering to detect t-shirt color\n- Using **optical flow** to estimate camera movement to improve analysis\n- **Perspective transformation** to respresent scenes depth for better\n- **Speed and distance calculation** for the players\n- Different drawing styles than bbox\n\n![11](https://github.com/mozturan/fc_AI/assets/89272933/8bf87054-c5ea-4a88-8b05-50cffa773b80)\n\nNOTE: The software implemented on this [dataset on Kaggle](https://www.kaggle.com/competitions/dfl-bundesliga-data-shootout/data?select=clips) and **Yolov5** is trained with this [dataset on Roboflow](https://universe.roboflow.com/roboflow-jvuqo/football-players-detection-3zvbc/dataset/1)\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmozturan%2Ffc_ai","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmozturan%2Ffc_ai","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmozturan%2Ffc_ai/lists"}