☆ 4.7 Article

Generating Adversarial Images in Quantized Domains

IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY (2022)

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Article Computer Science, Theory & Methods

Walking on the Edge: Fast, Low-Distortion Adversarial Examples

Hanwei Zhang et al.

Summary: This study emphasized the importance of speed-distortion trade-off in adversarial examples of deep neural networks and introduced a new attack called boundary projection (BP). The BP method quickly reaches the classification boundary in image space and optimizes distortion, significantly improving existing methods.

IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY (2021)

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Article Engineering, Electrical & Electronic