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PitchVision: Automated Detection of Baseball Pitch Tips via Pose Estimation and Statistical Modeling
- Program: Computer Science
- Course: EN.601.513 Group Undergraduate Project
- Year: 2026
Project Description:
Pitch tipping in baseball occurs when a pitcher unintentionally reveals which pitch is to be thrown (e.g. fastball or off-speed) through subtle mechanical differences during windup. If an opposing team identifies these distinguishing behaviors, their batters can adjust their stances and swings, having potentially game-altering effects.
Despite its impact, systematic detection of pitch tips largely relies on manual frame-by-frame analysis of pitch videos by coaches, a subjective, time-consuming, often inconsistent endeavor.
We introduce PitchVision – a dashboard which processes pitch videos and mathematically identifies mechanical differences most effective at discriminating between pitch classes.

