26 citations · 51 across the 6 of their papers we have counts for
Showing 2019Show all
3 papers · 1 filter
cs.CV2019★ 3 cited
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…
eess.IV2019★ 19 cited
Probabilistic Radiomics: Ambiguous Diagnosis with Controllable Shape Analysis
Jiancheng Yang, Rongyao Fang, Bingbing Ni +3
Radiomics analysis has achieved great success in recent years. However, conventional Radiomics analysis suffers from insufficiently expressive hand-crafted features. Recently, emer…
cs.CV2019★ 1 cited
Quaternion Convolutional Neural Networks
Xuanyu Zhu, Yi Xu, Hongteng Xu +1
Neural networks in the real domain have been studied for a long time and achieved promising results in many vision tasks for recent years. However, the extensions of the neural net…