Imitating Personalized Expressions in an Avatar through Machine Learning

Cassondra Puklavage, Alexander R. Pirela, Avelino J. González, Michael Georgiopoulos · Journal of International Crisis and Risk Communication Research · 2010

This paper describes a method for automatically reproducing personalized facial expressions in a computergenerated avatar and a proof-of-concept test is implemented to evaluate the preliminary viability of the method. The method employed is a combination of an expression recognition system derived from the Facial Action Coding System, mapped by a Particle Swarm Optimization algorithm onto a computerized facial rig with 'musculature' based on the Facial Action Coding System. This approach is analyzed in depth, and an initial test of the algorithm is implemented and tested with promising initial results. Copyright © 2010, Association for the Advancement of Artificial Intelligence (www.aaai.org). All rights reserved.

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