A fingerprint classification technique using multilayer SOM
Radio Science Conference, 2000. 17th NRSC '2000. Seventeenth National • 2000
Publication Information
Authors
W. M. Shalash ; F. Abou-Chadi
Keywords
SOM - fingerprint classification - Neural Networks
Journal
Radio Science Conference, 2000. 17th NRSC '2000. Seventeenth National
Publisher
IEEE
Volume
Not Available
Issue
Not Available
Pages
C26/1 - C26/8
publication.type
International
Paper Link
Open Link
Supplementary Materials
Not Available
Abstract
This paper presents an automatic fingerprint classification technique similar to that reported by Ongun and Halici (see Proc. of IEEE vol.84, no.10, p.1497-12, 1996) but, an inverse filtering technique was introduced to restore the distorted parts of the images prior to the feature extraction stage. The results have shown that introducing the inverse filtering stage has improved the percentage of correct classification. Typical classification accuracy reaches 91% with no rejects, 98% with 8.1% rejects compared to the 87% with no rejects, 95% with 9.4% rejects obtained using the previously reported technique
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