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 | Nanotech 2008 Vol. 2
Nanotechnology 2008: Life Sciences, Medicine & Bio Materials - Technical Proceedings of the 2008 NSTI Nanotechnology Conference and Trade Show, Volume 2
Chapter 7: Bio & Chem Sensors |
| | Robust Fingerprint Identification System Using Backpropagation and ART Neural Networks | | Authors: | A.A. Ilumoka, M. Talluri, M. Eng | | Affilation: | University of Hartford, US | | Pages: | 622 - 628 | | Keywords: | biometric systems, fingerprint recognition, neural networks, artificial intelligence | | Abstract: | This paper describes a robust minutiae-based fingerprint identification method suitable for use in small populations. System employs two serially connected neural networks in which fingerprint feature extraction is carried out by the first network – a backpropagation neural network and matching by the second - an adaptive resonance theory network which performs the decision making task of matching acquired fingerprint to templates in a database. The approach has been applied to a real database of noisy fingerprints derived from the 2002 Fingerprint Verification Competition (FVC2002) and has achieved error rates as low as 4% at penetration rates of 100%. | | ISBN: | 978-1-4200-8504-4 |
| Pages: | 808 |
| Hardcopy: | $199.99 |
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