CS 766 - Computer Vision Final Project

Player Tracking

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Pipeline

Phase 0

Data Collection

Phase 1

Background Subtraction

Image Smoothening

Position Estimation

Position Optimization

Phase 2

Track Estimation

Track Optimzation

Track Data Computation

Phase 3

Net Track Estimation

Heatmap Estimation

HOG Feature Extraction

Play Classification

Tracking

Data Analysis

Dataset

Code

Track Optimization

The estimated tracks are further optimized using a heuristic search algorithm to connect lost tracks and remove false positives.