Template recovery attack on encrypted face recognition systems with unprotected decision using synthetic faces

IntroductionHomomorphic encryption (HE) enables privacy-preserving face recognition by allowing encrypted facial embeddings to be compared without decryption. While efficient, these systems often reveal comparison scores in plaintext, introducing a security risk. Revealing these scores can potential...

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Bibliographic Details
Main Authors: Amina Bassit, Florian Hahn, Zohra Rezgui, Hatef Otroshi Shahreza, Raymond Veldhuis, Andreas Peter
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-05-01
Series:Frontiers in Imaging
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Online Access:https://www.frontiersin.org/articles/10.3389/fimag.2025.1476377/full
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