~/talk

AI in Sports - Basketball Rule Violation Detection

Talkat DSC Europe 2022 · 2022-11-14..11-18· [machine-learning, data-visualization]
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slides:none on file

Enetel Solutions builds a Basketball Rule Violation Detection System (in collaboration with Professor Dr Vladimir Lučić) that detects pivot/travel violations by combining ball detection, ball-bounce heuristics and pose tracking into a player state machine. Implementation uses YOLO on a few thousand images for ball detection and AlphaPose for pose estimation, runs on static single‑camera training videos with one player, and achieves reliable lab results but struggles with occlusions in multi-player games and needs extra cameras or sensors for real‑match deployment.

AI-written summary · about

  1. 0:00Start
  2. 10:04Ball detection
  3. 10:53Ball trajectory key moments
  4. 11:31Pose estimation
  5. 12:42Player state machine
  6. 16:38Final output - violation detected
  7. 17:06Use cases
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