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AI-Powered Player Recognition and Tactical Tracking System – AI football project by Anas Skiti

AI Project 07 / 07

AI-Powered Player Recognition and Tactical Tracking System

This project focuses on the design and development of a computer vision system for automated player identification in football match videos.

Overview

About the project

This project focuses on the design and development of a computer vision system for automated player identification in football match videos. Its main objective is to detect and track players, recognize their names and tactical roles using jersey number OCR, and map their trajectories onto a 2D top-down pitch. The platform provides coaches and analysts with an interactive dashboard that overlays player profiles on raw footage while generating precise coordinate logs, addressing key challenges such as visual occlusions, camera pose calibration, and noisy jersey number readings.

Capabilities

Key features

01Detection and tracking of players in match videos
02Identification of players and tactical roles with jersey number OCR
03Mapping of trajectories onto a 2D top-down pitch
04Interactive dashboard with player profiles and precise coordinate logs

Audience

Who is it for?

Football coachesPerformance & video analystsClubs & youth academiesSports science researchers

FAQ

Frequently asked questions

How does AI recognize football players in video?

The system detects and tracks each player, reads jersey numbers with OCR to identify names and roles, and maps their movements onto a 2D pitch.

What challenges does the system address?

It handles visual occlusions between players, camera pose calibration, and noisy jersey number readings to keep identification reliable.

About the author

Anas Skiti – licensed football coach in Switzerland and IT professional

Anas Skiti

Licensed football coach in Switzerland and IT professional. This project is part of ScrumSoccer’s research and development in AI-driven football analysis. The ideas behind it are explored in depth in the book Modern Football Intelligence, and coaches can learn the ScrumSoccer method in the ScrumSoccer course.

Interested in this project?

Book a call to discuss a demo, consulting or a research collaboration for your club, academy or organization.