Fingerprint Recognition with Artificial Neural Networks: Application to E-Learning
Open Access
- 1 January 2016
- journal article
- research article
- Published by Scientific Research Publishing, Inc. in Journal of Intelligent Learning Systems and Applications
- Vol. 08 (02), 39-49
- https://doi.org/10.4236/jilsa.2016.82004
Abstract
Fingerprint recognition is a mature biometric technique for identification or authentication application. In this work, we describe a method based on the use of neural network to authenticate people who want to accede to an automated fingerprint system for E-learning. The idea is to apply back propagation algorithm on a multilayer perceptron during the training stage. One of the advantages of this technique is the use of a hidden layer which allows the network to make comparison by calculating probabilities on template which are invariant to translation and rotation. Results come both from the NIST special database 4 and a local database, and show that a proposed method gives good results in some cases.Keywords
This publication has 9 references indexed in Scilit:
- A compact representation of sensor fingerprint for camera identification and fingerprint matchingPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2015
- Image Compression with Artificial Neural NetworksAdvances in Intelligent Systems and Computing, 2013
- xCCM: an alternative method of appropriate contents creation on an e-Learning platformPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2012
- Handwritten Character Recognition with Artificial Neural NetworksPublished by Springer Science and Business Media LLC ,2012
- Fingerprint MatchingComputer, 2010
- Synthetic fingerprint-database generationPublished by Institute of Electrical and Electronics Engineers (IEEE) ,2003
- Innovations in fingerprint capture devicesPattern Recognition, 2003
- A cost-effective fingerprint recognition system for use with low-quality prints and damaged fingertipsPattern Recognition, 2001
- Neural Networks for Fingerprint RecognitionNeural Computation, 1993