DocumentCode :
432434
Title :
A novel pupil localization method based on GaborEye model and radial symmetry operator
Author :
Yang, Peng ; Du, Bo ; Shan, Shiguang ; Gao, Wen
Author_Institution :
ICT-ISVISION Joint R&D Lab. for Face Recognition, Beijing, China
Volume :
1
fYear :
2004
fDate :
24-27 Oct. 2004
Firstpage :
67
Abstract :
The eyes are the most important facial landmarks on the human face. The accuracy of face normalization, which is critical to the performance of the following face analysis steps, depends on the locations of the two eyes, as well as their relatively constant interocular distance. In this paper, we propose a novel GaborEye model for eye localization. Based on the special gray distribution in the eye-and-brow region, a proper Gabor kernel is adaptively chosen to convolute with the face image to highlight the eye-and-brow region, which can be exploited to segment the two pupil regions efficiently. After getting the region of the pupil, a fast radial symmetry operator is used to locate the center of the pupil. Extensive experiments show that the method can accurately locate the pupils, and it is robust to the variations of face poses, expressions, accessories and illuminations.
Keywords :
convolution; eye; face recognition; image segmentation; mathematical operators; statistical distributions; symmetry; Gabor kernel; GaborEye model; adaptive convolution; eye-and-brow region; face analysis; face image segmentation; face normalization; face pose robustness; facial landmarks; performance; pupil localization method; radial symmetry operator; special gray distribution; Active appearance model; Databases; Deformable models; Eyes; Face recognition; Facial features; Kernel; Lighting; Robustness; Solid modeling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 2004. ICIP '04. 2004 International Conference on
ISSN :
1522-4880
Print_ISBN :
0-7803-8554-3
Type :
conf
DOI :
10.1109/ICIP.2004.1418691
Filename :
1418691
Link To Document :
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