Conference Proceeding

Eyeglasses fisherfaces based glasses-face recognition

Beijing Municipal Key Lab., Beijing Univ. of Technol., Beijing, China
08/2009; DOI:10.1109/ICMLC.2009.5212281 pp.1743 - 1748 In proceeding of: Machine Learning and Cybernetics, 2009 International Conference on, Volume: 3
Source: IEEE Xplore

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.

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Keywords

3D face synthesis method
 
CASPEAL face databases
 
different
 
experimental results
 
eyeglasses fisherfaces
 
face recognition
 
facial feature
 
fisherfaces
 
genetic algorithm
 
glasses-face
 
glasses-face images
 
new thought-way
 
novel glasses-face recognition approach eyeglasses fisherfaces
 
previous glasses-face recognition methods
 
sample library
 
virtual samples