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Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
This project analyzes Tennis players in a video to measure their speed, ball shot speed and number of shots. This project will detect players and the tennis ball using YOLO and also utilizes CNNs to extract court keypoints. This hands on project is perfect for polishing your machine learning, and computer vision skills.
| Date | Stars |
|---|---|
| 2026-07-31 | 875 |
| 2026-08-02 | 875 |
| 2026-08-06 | 876 |
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# Tennis Analysis ## Introduction This project analyzes Tennis players in a video to measure their speed, ball shot speed and number of shots. This project will detect players and the tennis ball using YOLO and also utilizes CNNs to extract court keypoints. This hands on project is perfect for polishing your machine learning, and computer vision skills. ## Output Videos Here is a screenshot from one of the output videos:  ## Models Used * YOLO v8 for player detection * Fine Tuned YOLO for tennis ball detection * Court Key point extraction * Trained YOLOV5 model: https://drive.google.com/file/d/1UZwiG1jkWgce9lNhxJ2L0NVjX1vGM05U/view?usp=sharing * Trained tennis court key point model: https://drive.google.com/file/d/1QrTOF1ToQ4plsSZbkBs3zOLkVt3MBlta/view?usp=sharing ## Training * Tennis ball detetcor with YOLO: training/tennis_ball_detector_training.ipynb * Tennis court keypoint with Pytorch: training/tennis_court_keypoints_training.ipynb ## Requirements * python3.8 * ultralytics * pytroch * pandas * numpy * opencv
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Would you bet a product on this? Bounded 0–100 and slow moving.
matched fp:b4ea901e7d389047, desc:computer vision