04 / COMPUTER VISION

Posture — Real-Time Movement Coaching

A real-time computer-vision prototype that flags posture deviations from live video.

COMPUTER VISIONREAL-TIMEPYTHON
Computer-vision pose estimation skeleton overlay for posture detection

Overview

You can't fix posture you can't see. Posture is a computer-vision prototype that watches your movement in real time and tells you the moment you start to slump.

Using pose estimation, the app tracks key body landmarks from a live video stream, measures alignment against a baseline, and flags deviations with instant feedback — the latency low enough to feel responsive rather than laggy.

It's a working proof of concept for a wellness product: the hard parts — reliable landmark tracking, deviation logic, and responsive feedback — are solved and demonstrable.

At a glance

OPPORTUNITY

Poor posture is common and nearly impossible to self-correct without live feedback.

WHAT I BUILT

A real-time computer-vision app using pose estimation to detect and flag posture deviations from video.

IMPACT

A working consumer prototype delivering instant feedback — a foundation for a wellness product.

Highlights

  • Real-time pose estimation from a live video stream
  • Alignment scoring against a personalized baseline
  • Instant, low-latency feedback on posture deviations
  • A demonstrable foundation for a consumer wellness app