Spoofing Attack on Eigenfaces-Based Biometric Identification System


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Abstract

We present a spoofing attack on biometric identification system, which uses Eigenfaces algorithm for image classification. In this attack we try to modify an adversarial image in such a way that it is recognized as a target image while preserving visual similarity to the initial image. Like other similar attacks, we use a variant of hill-climbing attack. We also present experimental results.

About the authors

G. B. Marshalko

Technical Committee for Standardization TC 26

Author for correspondence.
Email: marshalko_gb@tc26.ru
Russian Federation, Moscow, 127287

L. O. Nikiforova

Lomonosov Moscow State University

Author for correspondence.
Email: lidanikiforova@mail.ru
Russian Federation, Moscow, 119991

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