Title :
Fingerprint image quality analysis
Author :
Lim, Eyung ; Toh, Kar-Ann ; Suganthan, P.N. ; Jiang, Xudong ; Yau, Wei-Yun
Author_Institution :
Centre for Signal Process., Nanyang Technol. Univ., Singapore
Abstract :
This paper discusses methods in evaluating fingerprint image quality on a local level. Feature vectors covering directional strength, sinusoidal local ridge/valley pattern, ridge/valley uniformity and core occurrences are first extracted from fingerprint image subblocks. Each subblock is then assigned a quality level through pattern classification. Three different classifiers are employed to compare each of its different effectiveness. Positive results have been obtained based on our database.
Keywords :
feature extraction; fingerprint identification; image classification; automatic fingerprint identification system; core occurrences; feature vector extraction; fingerprint image quality; image database; pattern classification; ridge-valley uniformity; sinusoidal local ridge-valley pattern; Biomedical signal processing; Biosensors; Fingerprint recognition; Gabor filters; Image analysis; Image coding; Image databases; Image matching; Image quality; Quality control;
Conference_Titel :
Image Processing, 2004. ICIP '04. 2004 International Conference on
Print_ISBN :
0-7803-8554-3
DOI :
10.1109/ICIP.2004.1419530