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cs.CV2020★ 3 cited
Robustness Out of the Box: Compositional Representations Naturally Defend Against Black-Box Patch Attacks
Christian Cosgrove, Adam Kortylewski, Chenglin Yang +1
Patch-based adversarial attacks introduce a perceptible but localized change to the input that induces misclassification. While progress has been made in defending against impercep…
cs.CV2019
Adversarial Examples for Edge Detection: They Exist, and They Transfer
Christian Cosgrove, Alan L. Yuille
Convolutional neural networks have recently advanced the state of the art in many tasks including edge and object boundary detection. However, in this paper, we demonstrate that th…