Sports Analytics - Icanio Technology
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.
Technology
Want to Know More?
Schlafender Hase
Transitioned Schlafender Hase’s desktop text verification tool into a cloud-native SaaS platform on Azure with scalable microservices and secure DevOps practices.
Axis Securities
Built a secure, scalable CI/CD platform for Axis Securities using Jenkins, GitHub Actions, Terraform, and AWS to accelerate deployments and reduce costs.
Amazon
Migrated JIRA Cloud to a self-hosted JIRA Data Center on AWS, cutting licensing costs while ensuring scalability, security, and high availability.
Project Fusion
Developed Ranger Fusion and Shengel apps to digitize workforce, HR, and site operations with real-time tracking, multilingual support, and mobile-first usability.
LIMS
Built a scalable LIMS platform to automate sample tracking, analysis, and digital reporting with QR-based verification for a NABL-accredited lab.
Smart Search (Elastic SI)
Built a search engine–agnostic platform that abstracts complex query syntax, integrates NLP, and simplifies ML Ops for faster, more accurate search experiences.
Q Pay
Developed QPay, an all-in-one mobile wallet for underserved communities, enabling payments, transfers, recharges, and loan repayments with referral-driven growth.
JOGO Health
Built a digitized patient lifecycle platform to manage leads, consultations, therapy sessions, payments, and reporting across multiple centers.
BN Rathi Securities
Developed a secure financial reporting portal for BN Rathi Securities, enabling real-time client access to ledgers, portfolios, trade reports, and compliance data.
Business Application Tech Support
Developed a self-service portal with SSO integration while modernizing legacy TVT systems and stabilizing production environments.
Carcaran
Improved the Carcaran platform for car buyers and agents by fixing functional issues, enhancing UX, and strengthening performance tracking.
Jacana Warranty
Integrated AFC warranty services into the Jacana Warranty mobile app, enabling end-to-end claim management, tracking, and support within a single platform.
Talentium X
Built an AI-driven recruitment system that automates resume parsing, role matching, and interview scheduling — reducing manual effort, improving accuracy, and accelerating hiring.
Text Verification Tool
Re-engineered the desktop-based Text Verification Tool into a SaaS platform with modern UI, role-based access, and enterprise scalability.
PluginLive
Built a centralized campus placement system connecting colleges, corporates, students, and partners to streamline hiring workflows and communication.
Waterfield Advisors
Developed a workflow management platform to automate investment statement processing, task tracking, and report generation for wealth advisory teams.
Blujin
Built a mobile-first job search app for U.S. users with personalized recommendations, intuitive navigation, and seamless application workflows.
HOA Superkey Insurance
Built a centralized insurance management portal integrated with Veruna to digitize renewals, claims, and documentation for scalable community operations.
DCM Engineering
Migrated the DCM application from JDK 8 to JDK 17, enhancing performance, security, and scalability while eliminating deprecated APIs and reducing technical debt.
Contract Management System
Implemented a centralized Contract Management System with automated workflows, digitized documentation, and real-time tracking — streamlining approvals, improving efficiency, and enhancing visibility across the contract lifecycle.
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.
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
Zamin Pallavaram, Chennai,
Tamil Nadu - 600117