Scout-Pro.ai

Professional Batting Analytics Powered by AI

Our Mission

Scout-Pro.ai transforms raw batting footage into actionable analytics using cutting-edge computer vision and machine learning technology. We empower coaches, scouts, and analysts with data-driven insights that were previously only available to major league teams.

How It Works

Video Segmentation

Full game videos are automatically split into at-bat clips for efficient processing.

Frame Extraction

Frames are sampled at ~10 FPS using OpenCV for optimal swing analysis.

Pose Detection

MediaPipe Pose identifies 33 body landmarks to track batter movements.

Feature Extraction

Bat speed, joint angles, and swing patterns are calculated from pose data.

Swing Classification

Algorithms classify actions as Swing, No Swing, or Contact with result prediction.

Visualization

Interactive Sankey diagrams and radar charts reveal batting patterns and insights.

Technology Stack

Backend
  • Python Flask
  • PostgreSQL
  • SQLAlchemy ORM
Computer Vision
  • OpenCV
  • MediaPipe Pose
  • FFmpeg
Visualization
  • Plotly.js
  • Pandas
  • NumPy

Jupyter Notebook

Want to run the analysis pipeline yourself or customize it for your needs? Download our Jupyter Notebook with step-by-step instructions and clear comments.

Download Notebook
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