51 citations · 245 across the 19 of their papers we have counts for
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cs.CV2020
Towards Imperceptible Universal Attacks on Texture Recognition
Yingpeng Deng, Lina J. Karam
Although deep neural networks (DNNs) have been shown to be susceptible to image-agnostic adversarial attacks on natural image classification problems, the effects of such attacks o…
cs.CV2020★ 1 cited
A Study for Universal Adversarial Attacks on Texture Recognition
Yingpeng Deng, Lina J. Karam
Given the outstanding progress that convolutional neural networks (CNNs) have made on natural image classification and object recognition problems, it is shown that deep learning m…
cs.CV2020★ 7 cited
Frequency-Tuned Universal Adversarial Attacks
Yingpeng Deng, Lina J. Karam
Researchers have shown that the predictions of a convolutional neural network (CNN) for an image set can be severely distorted by one single image-agnostic perturbation, or univers…