Title :
Exploration of the Choquet integral for the fusion of biometric modalities
Author :
Ben Khalifa, Anouar ; Ben Amara, Najoua Essoukri
Abstract :
In multimodal biometrics, modalities can be robust against the authentication of certain people and weak for others. The conventional fusion techniques such as the Product, Mean, AND, OR and the Majority Voting do not take into account this kind of behaviour. In this paper, we propose a new approach to fusion procedures in the context of a biometric authentication. The proposed method is based on the use of the Choquet integral that takes into account the interactions between the terms and people through fuzzy measures. The fuzzy measures, the ones we have proposed, are based on the number of confusion, the entropy and the uncertainty function. The results have been validated on a biometric database, the modalities are: the face, the off-line handwriting and the off-line signature. The achieved results demonstrate the robustness of our approach and its adaptability.
Keywords :
biometrics (access control); fuzzy set theory; message authentication; sensor fusion; Choquet integral; biometric authentication; biometric database; biometric modalities; fusion techniques; fuzzy measures; off-line handwriting; off-line signature; Authentication; Databases; Entropy; Equations; Face; Mathematical model; Measurement uncertainty; Choquet integral; data fusion; fuzzy measure; multimodal biometrics;
Conference_Titel :
Systems, Signals and Devices (SSD), 2012 9th International Multi-Conference on
Conference_Location :
Chemnitz
Print_ISBN :
978-1-4673-1590-6
Electronic_ISBN :
978-1-4673-1589-0
DOI :
10.1109/SSD.2012.6198126