Title :
Temporal modeling of facial actions from face profile image sequences
Author :
Pantic, Maja ; Patras, Ioannis
Author_Institution :
Mediamatics Dept., Delft Univ. of Technol., Netherlands
Abstract :
The recognition of facial action units (AUs) in image sequences is a challenging problem. AU detectors achieve good recognition rates, but virtually all of them deal only with frontal-view face images and cannot handle the temporal dynamics of AUs. We report on a system for automatic recognition of temporal models of AUs from long, profile-view, face image sequences. We exploit particle filtering to track 15 facial points in an input face-profile video sequence and we introduce facial-behavior temporal-dynamics recognition from continuous video input using temporal rules. The utilized algorithm performs both automatic segmentation and recognition of temporal segments (i.e., onset, apex, offset) of 23 AUs occurring alone or in a combination in an input face-profile video sequence. A recognition rate of 88% is achieved.
Keywords :
face recognition; gesture recognition; image segmentation; image sequences; nonlinear filters; video signal processing; automatic recognition; automatic segmentation; face image sequences; face profile image sequences; face-profile video sequence; facial action units; facial expression; facial-behavior temporal-dynamics recognition; nonlinear filters; particle filtering; temporal modeling; Detectors; Face detection; Face recognition; Filtering; Gold; Image recognition; Image segmentation; Image sequences; Particle tracking; Video sequences;
Conference_Titel :
Multimedia and Expo, 2004. ICME '04. 2004 IEEE International Conference on
Print_ISBN :
0-7803-8603-5
DOI :
10.1109/ICME.2004.1394122