SentriShield-VQ: An explainable variational quantum adversarial defense framework with interpretable attribution for secure computer vision under multi-vector attacks

doi:10.1016/j.imavis.2026.106140

SentriShield-VQ: An explainable variational quantum adversarial defense framework with interpretable attribution for secure computer vision under multi-vector attacks

2026-07-29

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AI

Ala’ Abdulmajid Eshmawi

DOI：10.1016/j.imavis.2026.106140

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Abstract

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• Variational quantum defense detects diverse adversarial attacks accurately. • Explainable AI reveals quantum attribution and attack localization. • Progressive purification restores images while preserving visual fidelity. • Outperforms leading defenses across CIFAR-100 and ImageNet-1K.

SentriShield-VQ: An explainable variational quantum adversarial defense framework with interpretable attribution for secure computer vision under multi-vector attacks

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