Title :
Human Facial Expression Recognition using a 3D Morphable Model
Author :
Ramanathan, Shriram ; Kassim, Ashraf ; Venkatesh, Y.V. ; Wah, W.S.
Author_Institution :
Dept. of Electr. & Comput. Eng., Nat. Univ. of Singapore, Singapore
Abstract :
We propose a novel approach to the detection and classification of human facial expressions using a morphable 3D model. We acquire the various expressions of an individual using a face scanner that produces textured 3D meshes using stereoscopic reconstruction. A morphable expression model (MEM), that incorporates emotion-dependent face variations in terms of morphing parameters, is then computed by establishing correspondence among the emotive faces. These morphing parameters are used for emotion recognition and classification. We demonstrate that the different facial expressions correspond to distinct clusters in the expression space.
Keywords :
emotion recognition; face recognition; gesture recognition; image classification; image reconstruction; image texture; stereo image processing; 3D morphable model; MEM; emotion classification; emotion recognition; face scanner; human facial expression recognition; morphable expression model; stereoscopic reconstruction; three-dimensional mesh texture; Face detection; Face recognition; Facial animation; Feature extraction; Humans; Image recognition; Image reconstruction; Lighting; Pattern recognition; Shape measurement; Clustering methods; Facial Expression Classification; Morphable Expression Model; Pattern Recognition;
Conference_Titel :
Image Processing, 2006 IEEE International Conference on
Conference_Location :
Atlanta, GA
Print_ISBN :
1-4244-0480-0
DOI :
10.1109/ICIP.2006.312417