Fundamentals of digital image processing
Fundamentals of digital image processing
Digital image processing and computer vision: an introduction to theory and implementations
Digital image processing and computer vision: an introduction to theory and implementations
Pattern classification: a unified view of statistical and neural approaches
Pattern classification: a unified view of statistical and neural approaches
Intelligent biometric techniques in fingerprint and face recognition
Intelligent biometric techniques in fingerprint and face recognition
Biometric Identification through Hand Geometry Measurements
IEEE Transactions on Pattern Analysis and Machine Intelligence
Neural Networks: A Comprehensive Foundation
Neural Networks: A Comprehensive Foundation
Practical Handbook on Image Processing for Scientific Applications
Practical Handbook on Image Processing for Scientific Applications
Biometrics, Personal Identification in Networked Society: Personal Identification in Networked Society
Multiresolution Analysis and Geometric Measures for Biometric Identification Systems
Proceedings of the International Exhibition and Congress on Secure Networking - CQRE (Secure) '99
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A recognition system based on hand geometry biometrics is reported in this paper. The aim of this development is to improve the reliability of automatic identification systems. The capture of the data, as well as the preprocessing and feature extraction blocks is detailed. Once the features are obtained, they should enter the recognition block, which has been developed using Neural Networks. From the different Neural Networks existing nowadays, the Radial Basis Functions (RBF) ones have been chosen for their shorter training time, and the lack of randomness in the training algorithm. Results are analyzed as a function of the number of vectors of each user taken for the training of the net, obtaining up to 98,1% for only 5 samples of each user.