Adversarial Mask: Real-World Universal Adversarial Attack on Face Recognition Models. (arXiv:2111.10759v2 [cs.CV] UPDATED)

Deep learning-based facial recognition (FR) models have demonstrated
state-of-the-art performance in the past few years, even when wearing
protective medical face masks became commonplace during the COVID-19 pandemic.
Given the outstanding performance of these models, the machine learning
research community has shown increasing interest in challenging their
robustness. Initially, researchers presented adversarial attacks in the digital
domain, and later the attacks were transferred to the physical domain. However,
in many cases, attacks in the physical domain are conspicuous, and thus …

adversarial attack face recognition recognition world