Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Biometric Identification through Hand Geometry Measurements
IEEE Transactions on Pattern Analysis and Machine Intelligence
Combining classifiers for face recognition
ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 3 (ICME '03) - Volume 03
Image Processing, Analysis, and Machine Vision
Image Processing, Analysis, and Machine Vision
Personal verification using palmprint and hand geometry biometric
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
Combining face and iris biometrics for identity verification
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
Biometric verification/identification based on hands natural layout
Image and Vision Computing
Hand Geometry Verification Using Time Series Representation
KES '07 Knowledge-Based Intelligent Information and Engineering Systems and the XVII Italian Workshop on Neural Networks on Proceedings of the 11th International Conference
Multimodal biometrics: state of the art in fusion techniques
International Journal of Biometrics
Personal authentication using finger vein pattern and finger-dorsa texture fusion
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Letters: Fusion of classifiers for protein fold recognition
Neurocomputing
Processing of palm print and blood vessel images for multimodal biometrics
BioID'11 Proceedings of the COST 2101 European conference on Biometrics and ID management
A contactless biometric system using multiple hand features
Journal of Visual Communication and Image Representation
Securitas: user identification through RGB-NIR camera pair on mobile devices
Proceedings of the Third ACM workshop on Security and privacy in smartphones & mobile devices
Hand authentication on multi-touch tablets
Proceedings of the 15th Workshop on Mobile Computing Systems and Applications
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Several contributions have shown that fusion of decisions or scores obtained from various single-modal biometrics verification systems often enhances the overall system performance. A recent approach of multimodal biometric systems with the use of single sensor has received significant attention among researchers. In this paper, a combination of hand geometry and palmprint verification system is being developed. This system uses a scanner as sole sensor to obtain the hands images. First, the hand geometry verification system performs the feature extraction to obtain the geometrical information of the fingers and palm. Second, the region of interest (ROI) is detected and cropped by palmprint verification system. This ROI acts as the base for palmprint feature extraction by using Linear Discriminant Analysis (LDA). Lastly, the matching scores of the two individual classifiers is fused by several fusion algorithms namely sum rule, weighted sum rule and Support Vector Machine (SVM). The results of the fusion algorithms are being compared with the outcomes of the individual palm and hand geometry classifiers. We are able to show that fusion using SVM with Radial Basis Function (RBF) kernel has outperformed other combined and individual classifiers.