Virtual Human Gesture Prediction Using Machine Learning

1:30 pm - 4:00 pm
Expo Hall/Career Fair

Objective: Inspiration
Audience Level: All
Session Type: Poster

A big problem in animation lies in the animation of hands and fingers, which is normally done manually and is a known hassle. With this in mind, I attempt to use machine learning to train an algorithm that can correctly classify body motions to the corresponding gesture correctly. After parsing the clips’ keyframes I use rotations and positions of the various body parts to create features that refer to the gesture in total. I attempt a variety of machine learning methods in order to attempt to achieve the best results.


Isabela Figueira, Student, Santa Clara University