DocumentCode
2913510
Title
An efficient illumination compensation based on plane-fit for face recognition
Author
Wang, Chao ; Li, Yongping ; Wang, Chengbo
Author_Institution
Shanghai Inst. of Appl. Phys., Chinese Acad. of Sci., Shanghai
fYear
2008
fDate
17-20 Dec. 2008
Firstpage
939
Lastpage
943
Abstract
Illumination variation is one of the critical factors affecting face recognition rate. A novel illumination compensation for face recognition is presented in this paper. First of all, a new illumination direction map is introduced, which is built using the block-based histogram equalization (Xudong Xie and Kin-Man Lam, 2005) and illumination model. Secondly, plane-fit method can be used to determine the category of the lighting source based on the illumination direction map, is first proposed. A corresponding model of illumination compensation is applied to convert uneven illumination face image to even illumination face image. The proposed algorithm has been evaluated based on the Yale database, the AR database, the YaleB database and the combined database. Experimental results show that, the method proposed can greatly improve the recognition rate and speed.
Keywords
face recognition; lighting; visual databases; AR database; Yale database; YaleB database; block-based histogram equalization; face recognition; illumination compensation; illumination direction map; illumination variation; plane-fit method; uneven illumination face image; Face recognition; Histograms; Humans; Image converters; Image databases; Image reconstruction; Light sources; Lighting; Physics; Robotics and automation; Face recognition; Illumination compensation; Illumination direction map; Illumination model; Plane-fit method;
fLanguage
English
Publisher
ieee
Conference_Titel
Control, Automation, Robotics and Vision, 2008. ICARCV 2008. 10th International Conference on
Conference_Location
Hanoi
Print_ISBN
978-1-4244-2286-9
Electronic_ISBN
978-1-4244-2287-6
Type
conf
DOI
10.1109/ICARCV.2008.4795644
Filename
4795644
Link To Document