17 citations · 58 across the 16 of their papers we have counts for
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cs.CV2017★ 13 cited
HyperNetworks with statistical filtering for defending adversarial examples
Zhun Sun, Mete Ozay, Takayuki Okatani
Deep learning algorithms have been known to be vulnerable to adversarial perturbations in various tasks such as image classification. This problem was addressed by employing severa…
cs.CV2017★ 1 cited
Improving Robustness of Feature Representations to Image Deformations using Powered Convolution in CNNs
Zhun Sun, Mete Ozay, Takayuki Okatani
In this work, we address the problem of improvement of robustness of feature representations learned using convolutional neural networks (CNNs) to image deformation. We argue that…