~/talk

Yoga Pose

Talkat JSConf US 2019 · 2019-08-12..08-14· [machine-learning, react]
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Demo uses TensorFlow.js and React to run pose estimation entirely in the browser, using PoseNet (mobile net v1) to return 17 keypoints and draw overlays with the Canvas API. Pose scoring converts keypoints into XY vectors and compares them with cosine similarity against gold‑standard poses; a live high score of 38 is shown. ResNet50 proves too slow (≈10–15 fps), camera permissions and no tests cause reliability issues, but the browser pipeline otherwise works.

AI-written summary · about

  1. 0:00Intro
  2. 1:12About Bryan Andy
  3. 3:36Why are you here
  4. 4:31React Hooks
  5. 5:46Tensorflow
  6. 7:02PoseNet
  7. 8:23Models
  8. 9:22Face Detection
  9. 9:37Pose Code
  10. 10:33Keypress
  11. 11:44Canvas
  12. 13:06Vectors
  13. 14:48Adding Vectors
  14. 15:45Mountain Pose Demo
  15. 16:45PoseNet Demo
  16. 17:21cosine similarity
  17. 17:47Andys challenge
  18. 22:09Design
  19. 23:53Potential Next Steps
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