Title :
Recognizing Expressions in a New Database Containing Played and Natural Expressions
Author :
Skelley, James ; Fischer, Robert ; Sarma, Arup ; Heisele, Bernd
Author_Institution :
Center for Biol. & Computational Learning, M.I.T., Cambridge, MA
Abstract :
We describe a new expression database which contains video sequences of both played and natural expressions and an expression classification system based on warped optical flow fields and texture features. We analyze the system´s generalization performance when confronted with subjects that were not present in the training set and its recognition performance when tested on natural expressions. We evaluate several techniques for combining the classifier outputs computed on single images to perform classification of a temporal sequence of expression images
Keywords :
emotion recognition; image classification; image sequences; video databases; expression classification system; expression recognition; natural expression database; system generalization performance analysis; temporal expression image sequence; texture feature; video sequence; warped optical flow field; Face recognition; Facial features; Hidden Markov models; Humans; Image databases; Image motion analysis; Optical computing; Shape; Spatial databases; Video sequences;
Conference_Titel :
Pattern Recognition, 2006. ICPR 2006. 18th International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
0-7695-2521-0
DOI :
10.1109/ICPR.2006.975