Title :
Memory efficient fingerprint verification
Author :
Beleznai, C. ; Ramoser, H. ; Wachmann, B. ; Birchbauer, J. ; Bischof, H. ; Kropatsch, W.
Author_Institution :
Adv. Comput. Vision, Austrian Res. Center Seibersdorf, Vienna, Austria
Abstract :
Fingerprint recognition and verification are often based on local fingerprint features, usually ridge endings or terminations, also called minutiae. By exploiting the structural uniqueness of the image region around a minutia, the fingerprint recognition performance can be significantly enhanced. However, for most fingerprint images the number of minutia image regions (MIRs) becomes dramatically large, which imposes - especially for embedded systems - an enormous memory requirement. Therefore, we are investigating different algorithms for compression of minutia regions. The requirement for these algorithms is to achieve a high compression rate (about 20) with minimum loss in the matching performance of minutia image region matching. We investigate the matching performance for compression algorithms based on the principal component and the wavelet transformation. The matching results are presented in form of normalized ROC curves and interpreted in terms of compression rates and the MIR dimension
Keywords :
data compression; fingerprint identification; image coding; image matching; principal component analysis; transform coding; wavelet transforms; MIR dimension; compression algorithms; embedded systems; fingerprint images; fingerprint recognition; high compression rate; local fingerprint features; matching performance; memory efficient fingerprint verification; memory requirement; minutia image region matching; minutia region compression; normalized ROC curves; principal component; ridge endings; ridge terminations; wavelet transformation; Biometrics; Character recognition; Computer vision; Embedded system; Fingerprint recognition; Image coding; Image matching; Image processing; Image recognition; Performance loss;
Conference_Titel :
Image Processing, 2001. Proceedings. 2001 International Conference on
Conference_Location :
Thessaloniki
Print_ISBN :
0-7803-6725-1
DOI :
10.1109/ICIP.2001.958528