Sports Analytics - ICANIO Technologies
Sports Analytics
Platform Developed
Overview
Manual video reviews limited accuracy and scalability in sports analysis. A multi-model system using YOLO, EasyOCR, ByteTrack, and InceptionNet was developed for detection, tracking, and classification across football, basketball, hockey, and tennis. This enabled real-time insights, consistent analytics, and a scalable foundation for advanced sports intelligence.
Problem
- Sports organizations and analysts often rely on manual video review for extracting performance insights, which is time-consuming and inconsistent.
- There’s a growing need for AI-driven tools that can automatically detect players, track movements, recognize jersey numbers, and classify game types across multiple sports.
Solution
- Multi-Sport Detection & OCR Integration: Used YOLO models and EasyOCR to detect players and accurately recognize jersey numbers across basketball and football videos.
- Team Classification & Tracking: Applied color-based KMeans clustering and YOLO + ByteTrack to classify teams and consistently track player movements in ice hockey and football.
- Tennis-Specific Analysis: Deployed YOLOv12n for tennis player and ball tracking, with additional logic to calculate speed metrics from positional data.
- Sport Classification via Deep Learning: Trained an InceptionNet model to automatically classify sports type (e.g., Soccer, Basketball, Tennis) from raw video inputs.
Key Business Outcomes
- Comprehensive CV Model Performance: Achieved accurate real-time detection, jersey OCR, and object tracking across diverse sports scenarios.
- Proven Model Versatility: Validated YOLO’s adaptability for multi-sport analytics and integrated deep learning classification.
- Foundation for Scalable Sports Intelligence: Demonstrated scalable AI capabilities for building future real-time, analytics-driven sports platforms.
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Office Locations
Zamin Pallavaram, Chennai,
Tamil Nadu - 600117
Address
Sathankulam Road, Nazareth,Tuticorin,
Tamil Nadu 628617.
#5056 Claymont,
DE 19703, United States.
#20-11 Tong Eng Building,
Singapore 069 533.
Centre
Margoschis Road, Nazareth,
Tamil Nadu 628617.
Centre
North Main Road, Tirunelveli,
Tamil Nadu - 627007
Centre
Zamin Pallavaram, Chennai,
Tamil Nadu - 600117
Sathankulam Road, Nazareth,Tuticorin,
Tamil Nadu 628617.
#5056 Claymont,
DE 19703, United States.
#20-11 Tong Eng Building,
Singapore 069 533.
1st Floor, A-28, Thiru.Vi.Ka Industrial Estate, Guindy, Chennai 600032, Tamil Nadu.
Margoschis Road, Nazareth,
Tamil Nadu 628617.
North Main Road, Tirunelveli,
Tamil Nadu - 627007
Sathankulam Road, Nazareth,Tuticorin,
Tamil Nadu 628617
#5056 Claymont,
DE 19703, United States.
#20-11 Tong Eng Building,
Singapore 069 533.
Centre
Margoschis Road, Nazareth,
Tamil Nadu 628617.
Centre
North Main Road, Tirunelveli,
Tamil Nadu - 627007
Centre
1st Floor, A-28, Thiru.Vi.Ka Industrial Estate, Guindy, Chennai 600032, Tamil Nadu.