491 citations · 632 across the 24 of their papers we have counts for
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cs.CV2020★ 1 cited
Content-Adaptive Pixel Discretization to Improve Model Robustness
Ryan Feng, Wu-chi Feng, Atul Prakash
Preprocessing defenses such as pixel discretization are appealing to remove adversarial attacks due to their simplicity. However, they have been shown to be ineffective except on s…
cs.CR2020
GRAPHITE: Generating Automatic Physical Examples for Machine-Learning Attacks on Computer Vision Systems
Ryan Feng, Neal Mangaokar, Jiefeng Chen +3
This paper investigates an adversary's ease of attack in generating adversarial examples for real-world scenarios. We address three key requirements for practical attacks for the r…