Cryptographic key generation using deep learning with biometric face and finger vein data

Cryptographic key generation using deep learning with biometric face and finger vein data

This research proposes a novel approach to cryptographic key generation using biometric data from face and finger vein modalities enhanced by deep learning techniques. Using pretrained models FaceNet and VGG19 for feature extraction and employing a Siamese Neural Network (SNN), the study demonstrate...

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Bibliographic Details
Main Authors: Tsehayu Gizachew Yirga, Hailu Gizachew Yirga, Eshetie Gizachew Addisu
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-04-01
Series:Frontiers in Artificial Intelligence
Subjects:
deep learning
SNN
multimodal biometrics
post-quantum security
cryptography key
Online Access:https://www.frontiersin.org/articles/10.3389/frai.2025.1545946/full
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https://www.frontiersin.org/articles/10.3389/frai.2025.1545946/full

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