Title :
An Active Illumination and Appearance (AIA) Model for Face Alignment
Author :
Kahraman, Fatih ; Gokmen, Muhittin ; Darkner, Sune ; Larsen, Rasmus
Author_Institution :
Istanbul Tech. Univ., Istanbul
Abstract :
Face recognition systems are typically required to work under highly varying illumination conditions. This leads to complex effects imposed on the acquired face image that pertains little to the actual identity. Consequently, illumination normalization is required to reach acceptable recognition rates in face recognition systems. In this paper, we propose an approach that integrates the face identity and illumination models under the widely used active appearance model framework as an extension to the texture model in order to obtain illumination-invariant face localization.
Keywords :
face recognition; image texture; active appearance model framework; active illumination; appearance model; face alignment; face image; face recognition systems; highly varying illumination conditions; illumination normalization; illumination-invariant face localization; texture model; Active appearance model; Active shape model; Face detection; Face recognition; Facial animation; Image databases; Lighting; Mathematical model; Robustness; Spatial databases;
Conference_Titel :
Computer Vision and Pattern Recognition, 2007. CVPR '07. IEEE Conference on
Conference_Location :
Minneapolis, MN
Print_ISBN :
1-4244-1179-3
Electronic_ISBN :
1063-6919
DOI :
10.1109/CVPR.2007.383399