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NSL Hospital Signs Model

Conv1D + Bidirectional LSTM model for Nepal Sign Language (hospital signs).

Signs recognized

I, body_head, body_stomach, doctor, fever, hello, sick, symptom_stomachache, thankyou, where

Performance

  • Best val accuracy: 98.50%
  • Confidence threshold: 0.86

Input format

  • Shape: (1, 30, 468) โ€” 1 batch, 30 frames, 468 keypoints per frame
  • Keypoints from MediaPipe Holistic: pose(132) + face_selected(210) + left_hand(63) + right_hand(63)

Files

  • nsl_hospital_model.h5 โ€” trained Keras model
  • threshold.json โ€” confidence threshold + signs list
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