Puneet Gupta

CIIDefence: Defeating Adversarial Attacks by Fusing Class-Specific Image Inpainting and Image Denoising

This paper presents a novel approach for protecting deep neural networks from adversarial attacks, i.e., methods that add well-crafted imperceptible modifications to the original inputs such that they are incorrectly classified with high confidence. The proposed defence mechanism is inspired by the…