~/talk

PosePIE: Replace Your Keyboard and Mouse With AI-Driven Gesture Control

Talkat PyCon DE & PyData 2025 · on Friday, 2025-04-25· at 10:55· Hassium· [computer-vision, accessibility]
links:none on file
slides:none on file

PosePIE is an open‑source Python system that turns any webcam into a gesture input device using Ultralytics YOLO pose estimation with 17 COCO keypoints, TensorRT GPU optimization and ByteTrack for multiplayer tracking. It recognizes six core gestures (arm raise, lean, steer, jump, swipe, point), normalizes by shoulder width, uses time-based calculations and EWMA filtering, and maps gestures via a scripting API to keyboard, mouse (relative/absolute) or Xbox360 gamepad on Windows and Linux; demos include YouTube navigation and Trackmania steering.

AI-written summary · about

  1. 0:00Introduction
  2. 2:26PosePIE and inspiration
  3. 3:49Architecture and pose estimation
  4. 5:34Robust gesture detection
  5. 6:55Detected gestures overview
  6. 9:22Gesture detection techniques
  7. 11:07Input emulation and multiplayer
  8. 12:55Python scripting for gestures
  9. 14:24Live demos
  10. 15:52Future work and 3D pose
  11. 16:54Summary and open-source
  12. 17:39Q&A session part one
  13. 18:41Q&A session part two
  14. 19:45Q&A session part three
  15. 20:29Final Q&A
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