76 citations · 105 across the 12 of their papers we have counts for
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cs.LG2020
Where Does the Robustness Come from? A Study of the Transformation-based Ensemble Defence
Chang Liao, Yao Cheng, Chengfang Fang +1
This paper aims to provide a thorough study on the effectiveness of the transformation-based ensemble defence for image classification and its reasons. It has been empirically show…
cs.LG2020★ 1 cited
Rotation-Equivariant Neural Networks for Privacy Protection
Hao Zhang, Yiting Chen, Haotian Ma +5
In order to prevent leaking input information from intermediate-layer features, this paper proposes a method to revise the traditional neural network into the rotation-equivariant…
cs.LG2020★ 9 cited
Deep Quaternion Features for Privacy Protection
Hao Zhang, Yiting Chen, Liyao Xiang +3
We propose a method to revise the neural network to construct the quaternion-valued neural network (QNN), in order to prevent intermediate-layer features from leaking input informa…