Use OpenPose (a widely used open-source human pose estimation developed by CMU) to detect hand gesture.
If hand point is detected in certain area in the frame, it will trigger corresponding action.
OpenPose
hand gesture detection
https://github.com/CMU-Perceptual-Computing-Lab/openpose
Due to equipment constraint, this version adopted CPU only (with frame rate: 0.1 fps)