Machine Learning
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Level-Set Approach to 3D Reconstruction from Range Data
International Journal of Computer Vision
Biometric Identification through Hand Geometry Measurements
IEEE Transactions on Pattern Analysis and Machine Intelligence
Information fusion in biometrics
Pattern Recognition Letters - Special issue: Audio- and video-based biometric person authentication (AVBPA 2001)
An introduction to variable and feature selection
The Journal of Machine Learning Research
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
IEEE Transactions on Pattern Analysis and Machine Intelligence
Authentication of Individuals using Hand Geometry Biometrics: A Neural Network Approach
Neural Processing Letters
Incorporating Cohort Information for Reliable Palmprint Authentication
ICVGIP '08 Proceedings of the 2008 Sixth Indian Conference on Computer Vision, Graphics & Image Processing
Ensemble of multiple Palmprint representation
Expert Systems with Applications: An International Journal
Hand-based verification and identification using palm-finger segmentation and fusion
Computer Vision and Image Understanding
A survey of biometric technology based on hand shape
Pattern Recognition
A Biometric Identification Using the Motion of Fingers
ICBAKE '09 Proceedings of the 2009 International Conference on Biometrics and Kansei Engineering
Gait feature subset selection by mutual information
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans - Special section: Best papers from the 2007 biometrics: Theory, applications, and systems (BTAS 07) conference
A Comparison Study on Hand Recognition Approaches
SOCPAR '09 Proceedings of the 2009 International Conference of Soft Computing and Pattern Recognition
Personal verification using palmprint and hand geometry biometric
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
A feature level multimodal approach for palmprint identification using directional subband energies
Journal of Network and Computer Applications
Probabilistic self-organizing maps for qualitative data
Neural Networks
Online feature selection using mutual information for real-time multi-view object tracking
AMFG'05 Proceedings of the Second international conference on Analysis and Modelling of Faces and Gestures
Dimensionality reduction using genetic algorithms
IEEE Transactions on Evolutionary Computation
Nearest neighbor pattern classification
IEEE Transactions on Information Theory
Personal recognition using hand shape and texture
IEEE Transactions on Image Processing
An introduction to biometric recognition
IEEE Transactions on Circuits and Systems for Video Technology
Estimating optimal feature subsets using efficient estimation of high-dimensional mutual information
IEEE Transactions on Neural Networks
Expert Systems with Applications: An International Journal
Hi-index | 12.05 |
This paper studies the reliability of geometric features for the identification of users based on hand biometrics. Our methodology is based on genetic algorithms and mutual information. The aim is to provide a system for user identification rather than a classification. Additionally, a robust hand segmentation method to extract the hand silhouette and a set of geometric features in hard and complex environments is described. This paper focuses on studying how important and discriminating the hand geometric features are, and if they are suitable in developing a robust and reliable biometric identification. Several public databases have been used to test our method. As a result, the number of required features have been drastically reduced from datasets with more than 400 features. In fact, good classification rates with about 50 features on average are achieved, with a 100% accuracy using the GA-LDA strategy for the GPDS database and 97% for the CASIA and IITD databases, approximately. For these last contact-less databases, reasonable EER rates are also obtained.