Search Results for author: Lina Ma

Found 1 papers, 0 papers with code

Invariance-powered Trustworthy Defense via Remove Then Restore

no code implementations1 Feb 2024 Xiaowei Fu, YuHang Zhou, Lina Ma, Lei Zhang

Based on this finding, a Pixel Surgery and Semantic Regeneration (PSSR) model following the targeted therapy mechanism is developed, which has three merits: 1) To remove the salient attack, a score-based Pixel Surgery module is proposed, which retains the trivial attack as a kind of invariance information.

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