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  • title: DISCO: Adversarial Defense with Local Implicit Functions
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            DISCO: Adversarial Defense with Local Implicit Functions
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            DISCO: Adversarial Defense with Local Implicit Functions

            Nov 28, 2022

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            The problem of adversarial defenses for image classification, where the goal is to robustify a classifier against adversarial examples, is considered. Inspired by the hypothesis that these examples lie beyond the natural image manifold, a novel aDversarIal defenSe with local impliCit functiOns (DISCO) is proposed to remove adversarial perturbations by localized manifold projections. DISCO consumes an adversarial image and a query pixel location and outputs a clean RGB value at the location. It i…

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