I have developed a system to analyze a foot ball match and obtained,
1. measurements of player movement profile. (speed, acceleration, etc.)
2. number of goals scored by each player
3. number of goals scored by each team
4. Heatmap video/image of ball touches by players
Here I have used YOLOv8 to get the detections of Football and the players and used the tracking algorithms to track the players throughout the match.
Tracker Options: 1. Byte-Track 2. OC-SORT 3. Strong-SORT Also develop a RESTAPIs to communicate with front end and indicate the statistics of the match.
Here I have used to S3 buckets to store the frame data and MongoDB/MySQL to store the frame related metadata.