DocumentCode
716166
Title
Quaternion-based Local Binary Patterns for illumination invariant face recognition
Author
Rizo-Rodriguez, Dayron ; Ziou, Djemel
Author_Institution
Dept. d´Inf., Univ. de Sherbrooke, Sherbrooke, QC, Canada
fYear
2015
fDate
19-22 May 2015
Firstpage
257
Lastpage
263
Abstract
Face recognition under varying illumination conditions has benefited from the encapsulation of face features into a quaternion representation. In particular, a quaternion-based representation encoding four LBP descriptors (one-pixel to four-pixel radius) has delivered interesting recognition scores when using just one training image per subject. However, each coefficient of such a representation only encapsulates the eight sampling values required for computing a classic LBP code. In this paper, we propose a quaternion representation which encodes additional LBP codes at each radius. Consequently, a wider pixel descriptor is obtained because further sampling values are considered in the region surrounding the reference pixel. Illumination invariant face verification and identification experiments are conducted by using only one training face image. The representation proposed improves the recognition rates reported by the representation only encapsulating classic LBP codes.
Keywords
face recognition; image representation; image sampling; LBP codes; LBP descriptors; illumination invariant face identification; illumination invariant face recognition; illumination invariant face verification; image sampling values; pixel descriptor; quaternion-based local binary patterns; quaternion-based representation; Correlation; Face; Face recognition; Feature extraction; Lighting; Quaternions; Training;
fLanguage
English
Publisher
ieee
Conference_Titel
Biometrics (ICB), 2015 International Conference on
Conference_Location
Phuket
Type
conf
DOI
10.1109/ICB.2015.7139093
Filename
7139093
Link To Document