most citedDominant Patterns: Critical Features Hidden in Deep Neural Networks

2 citations · 2 across the 1 of their papers we have counts for

collaborators

2 papers

cs.LG2021★ 2 cited

Dominant Patterns: Critical Features Hidden in Deep Neural Networks

Zhixing Ye, Shaofei Qin, Sizhe Chen +1

In this paper, we find the existence of critical features hidden in Deep NeuralNetworks (DNNs), which are imperceptible but can actually dominate the outputof DNNs. We call these f…

cs.CV2019

Quaternion Product Units for Deep Learning on 3D Rotation Groups

Xuan Zhang, Shaofei Qin, Yi Xu +1

We propose a novel quaternion product unit (QPU) to represent data on 3D rotation groups. The QPU leverages quaternion algebra and the law of 3D rotation group, representing 3D rot…