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Indian Sign Language Recognition(ISLAR)

Talkat PyData Seattle 2023 · on Friday, 2023-04-28· at 11:45· Rainier· [machine-learning, accessibility]
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Claims an AI system that converts regional ISL into text and speech in real time, developed with the Centre for Research and Development of Deaf & Mute and Google and tested across Mumbai/Pune variants. Uses TensorFlow, Vision API, MediaPipe and Google text‑to‑speech; starts with color‑glove color segmentation then moves to skeletal and facial keypoints, aggregates 10‑second frame windows, trains on thousands of photos, covers ~20–25 phrases, targets CPU‑only mobile deployment after 18–24 months of work, and reports promising but imperfect accuracy requiring sequential models for full sentences.

AI-written summary · about

  1. 0:00Introduction to Indian Sign Language Recognition
  2. 6:11Motivation for ISLAR
  3. 8:18Challenges of Indian Sign Language
  4. 10:48Sign language recognition system
  5. 13:10Facial expressions and gestures
  6. 16:44Google collaboration & future plans
  7. 20:46Contribute to ISLAR awareness
  8. 22:37Personal projects & passions
  9. 23:42Q&A
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