Author

Mustafa Efe Tamyapar

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Preprint Aug 2026

EXPL-FR: Explaining Face Recognition Models via Vision-Language Alignment

This work covers four FR backbones and two VLM encoders, EXPL-FR needs no architecture access, and supports identity-level, per-image, and differential explanations, and benchmark attribute-level auditing under three supervision settings, human labels, VLM pseudo-labels, and the authors' fully prompt-driven audit, against real verification behavior.

Guray Ozgur, Mustafa Efe Tamyapar, N. Damer et al. · 0 citations