Title :
Evaluation of the discrimination power of features extracted from 2-D and 3-D facial images for facial expression analysis
Author :
Stathopoulou, Ioanna-Ourania ; Tsihrintzis, George A.
Author_Institution :
Dept. of Inf., Univ. of Piraeus, Piraeus, Greece
Abstract :
In previous works of ours [1-3], we proposed a neural network-based face detection and facial expression analysis system, which was able to classify three expressions in frontal view face images. In the present work, we examine the possibility of classifying these expressions in side view face images. Specifically, we evaluate the extracted facial feature discrimination power of three image acquisition techniques, namely acquisition in (1) frontal view, (2) side view and (3) stereoscopic pairs. Our findings are important in the design of human-computer interaction systems and multimedia interactive services.
Keywords :
emotion recognition; face recognition; feature extraction; multimedia communication; neural nets; stereo image processing; 2D facial images; 3D facial images; extracted facial feature discrimination power; face detection; facial expression analysis; frontal view face images; human-computer interaction; image acquisition; multimedia interactive services; neural network; side view face images; stereoscopic pairs; Cameras; Classification algorithms; Computers; Conferences; Face; Feature extraction; Pattern recognition; Facial expression analysis; artificial neural networks; face detection; feature extraction;
Conference_Titel :
Signal Processing Conference, 2005 13th European
Conference_Location :
Antalya
Print_ISBN :
978-160-4238-21-1