DocumentCode :
498898
Title :
Eyeglasses fisherfaces based glasses-face recognition
Author :
Song, Cai-Fang ; Yin, Bao-Cai ; Sun, Yan-fen ; Liu, Li
Author_Institution :
Beijing Municipal Key Lab., Beijing Univ. of Technol., Beijing, China
Volume :
3
fYear :
2009
fDate :
12-15 July 2009
Firstpage :
1743
Lastpage :
1748
Abstract :
In this paper, a novel glasses-face recognition approach eyeglasses fisherfaces, is proposed to recognize glasses-face, which treats eyeglasses as a feature of facial image, and applies fisherfaces into glasses-face images. It overcomes the choke point of removing eyeglasses which be used in previous glasses-face recognition methods. Considering the instability of eyeglasses as a facial feature, here we make use of 3D face synthesis method based on genetic algorithm to reconstruct virtual samples, to enrich the sample library. It not only can be used in different pose, illumination and expression, but also provide a new thought-way for occlusion problem in face recognition. On CASPEAL face databases, our experimental results demonstrate that eyeglasses fisherfaces performs well.
Keywords :
computer graphics; face recognition; genetic algorithms; visual databases; 3D face synthesis method; CASPEAL face databases; eyeglasses fisherfaces based glasses-face recognition; facial image; genetic algorithm; occlusion problem; Cybernetics; Machine learning; eyeglasses fisherfacesgenetic algorithm3D face synthesis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Machine Learning and Cybernetics, 2009 International Conference on
Conference_Location :
Baoding
Print_ISBN :
978-1-4244-3702-3
Electronic_ISBN :
978-1-4244-3703-0
Type :
conf
DOI :
10.1109/ICMLC.2009.5212281
Filename :
5212281
Link To Document :
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