Biometric Identification through Hand Geometry Measurements
IEEE Transactions on Pattern Analysis and Machine Intelligence
Machine Learning
Handbook of Fingerprint Recognition
Handbook of Fingerprint Recognition
Online Palmprint Identification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Personal Identification Utilizing Finger Surface Features
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
Near- and Far- Infrared Imaging for Vein Pattern Biometrics
AVSS '06 Proceedings of the IEEE International Conference on Video and Signal Based Surveillance
Palmprint identification using feature-level fusion
Pattern Recognition
Palmprint verification based on principal lines
Pattern Recognition
Handbook of Biometrics
Palmprint verification based on robust line orientation code
Pattern Recognition
A multi-matcher system based on knuckle-based features
Neural Computing and Applications
Finger surface as a biometric identifier
Computer Vision and Image Understanding
Personal authentication using finger knuckle surface
IEEE Transactions on Information Forensics and Security
Online finger-knuckle-print verification for personal authentication
Pattern Recognition
A new framework for adaptive multimodal biometrics management
IEEE Transactions on Information Forensics and Security
Ensemble of local and global information for finger-knuckle-print recognition
Pattern Recognition
Automatic Fingerprint Recognition Systems
Automatic Fingerprint Recognition Systems
Personal identification using knuckleprint
SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication
Phase congruency induced local features for finger-knuckle-print recognition
Pattern Recognition
An adaptive multimodal biometric management algorithm
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Ant colony system: a cooperative learning approach to the traveling salesman problem
IEEE Transactions on Evolutionary Computation
Fuzzy decision trees: issues and methods
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Fuzzy SLIQ Decision Tree Algorithm
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
IEEE Transactions on Image Processing
An introduction to biometric recognition
IEEE Transactions on Circuits and Systems for Video Technology
Expert Systems with Applications: An International Journal
Hi-index | 12.05 |
In the recent trends of touch-less biometric authentication systems, hand knuckles from dorsal part of the hand is gaining popularity as a potential candidate for verification/recognition in variety of security applications. However, most of the available knuckle verification systems offer fixed security achieved for desired level of accuracy which cannot meet the varying levels of security requirements. This paper presents a bimodal knuckle verification system which is designed to meet a wide range of applications varying from civilian to high security regions. We use ant colony optimization (ACO) to choose the optimal fusion parameters corresponding to each level of security. The developed verification system utilizes fuzzy binary decision tree (FBDT) which is aimed at decision making in two classes: genuine (accept) and imposter (reject) using matching scores computed from the knuckle database. The FBDT is implemented using fuzzy Gini index for the selection of the tree nodes. The experiments are carried out on four publicly available HongKong PolyU knuckle databases named as: left index, right index, left middle and right middle with four bimodal systems: left-right index, left-right middle, left index-middle and right index-middle. The experimental results from these four bimodal knuckle databases validate the contributions of the proposed work.