Title :
Face recognition accuracy of Gabor phase representations at different scales and orientations
Author :
Nouyed, Iqbal ; Poon, Bruce ; Amin, M. Ashraful ; Yan, Hong
Author_Institution :
Sch. of Eng. & Comput. Sci., Indep. Univ., Bangladesh
Abstract :
The classification capability of 40 different basic Gabor phase representations for human face recognition is examined in this paper. The results show that, among all 40 basic Gabor phase based feature representations, the filter responses acquired from the larger scales show the higher discriminating ability for face recognition.
Keywords :
Gabor filters; face recognition; feature extraction; image representation; Gabor phase representations; different orientations; different scales; face recognition accuracy; feature representations; Educational institutions; Face; Face recognition; Gabor filters; Histograms; Kernel; Tensile stress; Face recognition; Gabor; Gabor magnitude; Gabor phase; Histogram Intersection; Local Gabor Binary Pattern;
Conference_Titel :
Machine Learning and Cybernetics (ICMLC), 2011 International Conference on
Conference_Location :
Guilin
Print_ISBN :
978-1-4577-0305-8
DOI :
10.1109/ICMLC.2011.6017000
