Title :
Facial expression analysis from 3D range images; comparison with the analysis from 2D images and their integration
Author :
Yabui, T. ; Kenmochi, Y. ; Kotani, K.
Author_Institution :
EizoNanao Corp., Ishikawa, Japan
Abstract :
Even if facial expression analysis from 2D luminance images is the present mainstream, it has problems due to changes in facial pose and lighting. In this paper, we use 3D range images which do not maintain such problems for facial expression analysis. We first apply the subspace method to range and luminance images, and clarify their differences in image characteristics. Examining the validity of range images for facial expression analysis, we consider improvement in correct classification rates by integrating results from range and luminance images. We employ the linear combination for their integration and show experimental results.
Keywords :
face recognition; image classification; 2D luminance image; 3D range image; facial expression analysis; facial pose; image characteristic; image classification rate; image integration; luminance image; subspace method; Electromagnetic compatibility; Face recognition; Facial features; Humans; Image analysis; Image recognition; Light scattering; Pixel; Principal component analysis;
Conference_Titel :
Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
Print_ISBN :
0-7803-7750-8
DOI :
10.1109/ICIP.2003.1246821