DocumentCode :
597952
Title :
Local Zernike Moments: A new representation for face recognition
Author :
Sariyanidi, Evangelos ; Dagli, V. ; Salih Cihan Tek ; Tunc, B. ; Gokmen, Muhittin
Author_Institution :
Dept. of Control Eng., Istanbul Tech. Univ., Istanbul, Turkey
fYear :
2012
fDate :
Sept. 30 2012-Oct. 3 2012
Firstpage :
585
Lastpage :
588
Abstract :
In this paper, we propose a new image representation called Local Zernike Moments (LZM) for face recognition. In recent years, local image representations such as Gabor and Local Binary Patterns (LBP) have attracted great interest due to their success in handling difficulties of face recognition. In this study, we aim to develop an alternative representation to further improve the face recognition performance. We achieve this by utilizing Zernike Moments which have been successfully used as shape descriptors for character recognition. We modify global Zernike moments to obtain a local representation by computing the moments at every pixel of a face image by considering its local neighborhood, thus decomposing the image into a set of images, moment components, to capture the micro structure around each pixel. Our experiments on FERET face database reveal the superior performance of LZM over Gabor and LBP representations.
Keywords :
Zernike polynomials; character recognition; face recognition; image representation; FERET face database; LZM; character recognition; face recognition; image decomposition; image representation; local Zernike moments; microstructure; moment components; shape descriptors; Face; Face recognition; Feature extraction; Histograms; Kernel; Robustness; Shape; Face recognition; Zernike moments; feature extraction; regional histograms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing (ICIP), 2012 19th IEEE International Conference on
Conference_Location :
Orlando, FL
ISSN :
1522-4880
Print_ISBN :
978-1-4673-2534-9
Electronic_ISBN :
1522-4880
Type :
conf
DOI :
10.1109/ICIP.2012.6466927
Filename :
6466927
Link To Document :
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