Inertial behaviour estimation system

This is something I was working on lately. The guy on the movie  is wearing a arduino-powered accelometer readers (elbows, legs and torso) that collects data at 100Hz each. Machine learning approach was used to tag each frame using training data and only torso sensor. Method is very simple but it will be boosted in future.