Custom camera calibration algorithm

Jayakrishnan R Nair

Data Modelling Analyst
Data Analyst
ML Engineer
Python
PyTorch
TensorFlow
Project Description
Title: Positional Tracking within an American Football Analytics System
Overview: This project focuses on developing a robust player position tracking algorithm as a crucial component of a comprehensive American football analytics system. Utilizing computer vision techniques, the algorithm accurately determines player positions on the field in real-time, enabling advanced performance evaluation and tactical analysis.
Methodology:
Field Calibration:
Player Tracking:
Significance:
Performance Analysis: Precise player position data facilitates detailed analysis of individual and team movement patterns, route efficiency, and strategic decision-making.
Tactical Insights: The system supports coaches in identifying strengths, weaknesses, and potential adjustments in offensive and defensive formations.
Data-Driven Approach: Provides quantifiable metrics for objective evaluation, enhancing the player development process
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