ameynarwadkar / Tennis-Analysis-System
This computer vision project analyzes tennis match videos using cutting-edge techniques. It employs YOLOv8 for player detection, finetuned YOLO for ball tracking, and ResNet50 for extracting court keypoints. Additionally, it calculates player and ball speeds and generates a mini court reflecting player positions.
☆36Updated 5 months ago
Alternatives and similar repositories for Tennis-Analysis-System:
Users that are interested in Tennis-Analysis-System are comparing it to the libraries listed below
- Unofficial PyTorch implementation of TrackNet☆107Updated last year
- Implementation of paper - TrackNetV3: Enhancing ShuttleCock Tracking with Augmentations and Trajectory Rectification☆82Updated 8 months ago
- Tennis analysis using deep learning and machine learning☆129Updated 7 months ago
- ☆79Updated 3 years ago
- Deep learning network for detecting tennis court☆148Updated last year
- ☆18Updated 2 years ago
- Heatmap based high speed tiny sport objects tracking based on TrackNet☆47Updated 4 years ago
- TRACE is a tool that takes a single tennis match video feed and automatically extracts player, court, and ball information. The collected…☆94Updated last year
- Tracking a table tennis ball in 3d using two cameras, and analyzing the result.☆106Updated 3 years ago
- [BMVC2023] Widely Applicable Strong Baseline for Sports Ball Detection and Tracking☆106Updated last year
- Object detection and tracking in sports videos☆18Updated 2 years ago
- ☆103Updated 3 years ago
- Improved version of TrackNetV2☆16Updated last year
- This project analyzes Tennis players in a video to measure their speed, ball shot speed and number of shots. This project will detect pla…☆569Updated 7 months ago
- A Pytorch implementation of TrackNetV2 from Tensorflow (ncnn c++ inference)☆24Updated 5 months ago
- Open-source Monocular Python HawkEye for Tennis☆484Updated last year
- Python Implementation of paper "Robust Camera Calibration for Sport Videos using Court Models"☆11Updated last year
- Pytorch implementation of TrackNet☆22Updated 2 years ago
- A modular end-to-end tracking framework for research and development☆124Updated 4 months ago
- TrackNetV3 : Beyond TrackNetV2 ,and "First" TrackNet using Attention☆86Updated 7 months ago
- A Tennis dataset and models for event detection & commentary generation☆90Updated 4 years ago
- Court detection for Tennis☆16Updated 2 years ago
- SoccerNet@CVPR | 1st place solution for Camera Calibration Challenge 2023☆36Updated 3 months ago
- Detection of tennis players poses, rackets and balls on images and videos☆12Updated 2 years ago
- [CVPRW'24] SoccerNet Game State Reconstruction: End-to-End Athlete Tracking and Identification on a Minimap (CVPR24 - CVSports workshop)☆282Updated last month
- TrackNet for badminton tracking using tensorflow2☆170Updated 9 months ago
- A project with YOLOv8 to detect and analyze basketball shots in real-time. The algorithm tracks the ball's motion, applies data-cleaning …☆14Updated last year
- This project is designed to display how we can utilize deep learning methods for Sports Data Analytics.☆38Updated 3 weeks ago
- Tennis match analysis via computer vision techniques.☆21Updated 2 years ago
- ☆25Updated last year