Title :
Fully Automatic Facial Action Recognition in Spontaneous Behavior
Author :
Bartlett, Marian Stewart ; Littlewort, Gwen ; Frank, Mark ; Lainscsek, Claudia ; Fasel, Ian ; Movellan, Javier
Author_Institution :
Inst. for Neural Comput., California Univ., San Diego, La Jolla, CA
Abstract :
We present results on a user independent fully automatic system for real time recognition of facial actions from the facial action coding system (FACS). The system automatically detects frontal faces in the video stream and codes each frame with respect to 20 action units. We present preliminary results on a task of facial action detection in spontaneous expressions during discourse. Support vector machines and AdaBoost classifiers are compared. For both classifiers, the output margin predicts action unit intensity
Keywords :
emotion recognition; face recognition; support vector machines; AdaBoost classifiers; facial action coding system; fully automatic facial action recognition; spontaneous behavior; support vector machines; Eyes; Face detection; Face recognition; Gabor filters; Humans; Real time systems; Standards development; Streaming media; Support vector machine classification; Support vector machines;
Conference_Titel :
Automatic Face and Gesture Recognition, 2006. FGR 2006. 7th International Conference on
Conference_Location :
Southampton
Print_ISBN :
0-7695-2503-2
DOI :
10.1109/FGR.2006.55