DocumentCode :
2589739
Title :
Lighting normalization with generic intrinsic illumination subspace for face recognition
Author :
Chen, Chia-Ping ; Chen, Chu-Song
Author_Institution :
Inst. of Inf. Sci., Acad. Sinica, Taipei
Volume :
2
fYear :
2005
fDate :
17-21 Oct. 2005
Firstpage :
1089
Abstract :
In this paper, we introduce the concept of intrinsic illumination subspace which is based on the intrinsic images. This intrinsic illumination subspace enables an analytic generation of the illumination images under varying lighting conditions. When objects of the same class are concerned, our method allows a class-based generic intrinsic illumination subspace to be constructed in advance. We propose a lighting normalization method based on the generic intrinsic illumination subspace, which is used as a bootstrap subspace for novel images. Face recognition experiments are performed to demonstrate the effectiveness of our method
Keywords :
face recognition; lighting; bootstrap subspace; class-based generic intrinsic illumination subspace; face recognition; intrinsic image; lighting normalization; Face detection; Face recognition; Geometry; Image analysis; Image recognition; Information science; Lighting; Maximum likelihood estimation; Reflectivity; Testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Vision, 2005. ICCV 2005. Tenth IEEE International Conference on
Conference_Location :
Beijing
ISSN :
1550-5499
Print_ISBN :
0-7695-2334-X
Type :
conf
DOI :
10.1109/ICCV.2005.144
Filename :
1544842
Link To Document :
بازگشت