Title :
Multiscale competitive code for efficient palmprint recognition
Author :
Zuo, Wangmeng ; Yue, Feng ; Wang, Kuanquan ; Zhang, David
Author_Institution :
Sch. of Comput. Sci., Harbin Inst. of Technol., Harbin
Abstract :
Coding-based method, which encodes the responses of a bank of filters into bitwise features, has been very successful in palmprint representation and matching. Palmprints, however, are typically multiscale features, where the palm lines can be represented at a higher scale while the wrinkles at a lower scale. In this work, we present a mutliscale competitive code method for efficient palmprint representation and matching. In filterbank design, we adopt the log-Gabor wavelets since of its less overlapping in the frequency domain. In palmprint representation, competitive code is used to encoding the dominant orientation of the filter responses in each scale. In palmprint matching, a fusion rule is proposed to combine the distances obtained using different scales. Experimental results indicate that the proposed method achieves better recognition accuracy and faster matching speed while compared with several state-of-the-art methods.
Keywords :
Gabor filters; biometrics (access control); frequency-domain analysis; image coding; image fusion; image matching; image representation; wavelet transforms; bitwise feature; coding-based method; filter bank design; filter response encoding; frequency domain; log-Gabor wavelet; multiscale competitive code method; palm print matching; palmprint fusion rule; palmprint recognition; palmprint representation; Aging; Biometrics; Computer science; Data mining; Encoding; Filter bank; Frequency domain analysis; Gabor filters; Matched filters; Wavelet domain;
Conference_Titel :
Pattern Recognition, 2008. ICPR 2008. 19th International Conference on
Conference_Location :
Tampa, FL
Print_ISBN :
978-1-4244-2174-9
Electronic_ISBN :
1051-4651
DOI :
10.1109/ICPR.2008.4761868