Title :
Analysis of relationship between size of image resolution and recognition performance
Author :
Yu-qin, Liu ; Yuan Wei-qi ; Jin-yu, Guo
Author_Institution :
Comput. Vision Group, Shenyang Univ. of Technol., Shenyang, China
Abstract :
Palmprint recognition for identification provides a new scheme for information security. In order to begin with practice and reduce restrictions on the image acquisition, the paper presents independent component analysis full of the better performances to extract the features of the palmprint images on the basis of wavelet transform. It uses the simple nearest neighbor classifier to clarify. It studied the relationship between the size of the palmprint resolution and the recognition performance. The images of different resolution were tested on the basis of UST palmprint image database. From the experimental results, the recognition result is concerned with the studied palmprint region and its size when the recognition rate is guaranteed. The least resolution may be reduced to three sixty-fourths of the original image. So it increases the system speed.
Keywords :
biometrics (access control); feature extraction; image classification; image recognition; independent component analysis; security of data; wavelet transforms; UST palmprint image database; feature extraction; image acquisition; image resolution; independent component analysis; information security; nearest neighbor classifier; palmprint recognition; wavelet transform; Feature extraction; Image databases; Image resolution; Independent component analysis; Nearest neighbor searches; Principal component analysis; Wavelet transforms; biometrics recognition; image resolution; independent component analysis; wavelet transform;
Conference_Titel :
Electric Information and Control Engineering (ICEICE), 2011 International Conference on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-8036-4
DOI :
10.1109/ICEICE.2011.5777853