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Possible solutoin for marker-less wrist augmented reality

The final goal is create a marker-less augmented reality app similar to this one

The solutions I come up are

  1. Detect the location of wrist
  2. Detect the wrist pose(similar to head pose of this one)
  3. Obtain yaw, pitch, roll of wrist

I plan to do everything by cnn, but data collection steps could be a huge problem, do we have a better solution?