5.3k citations
- Chinese Academy of SciencesCN241 papers
- Chinese University of Hong KongHK84 papers
- University of Chinese Academy of SciencesCN55 papers
- Southern University of Science and TechnologyCN27 papers
- University of Hong KongHK24 papers
- Shenzhen UniversityCN19 papers
- University of MacauMO19 papers
- Hong Kong University of Science and TechnologyHK18 papers
- Chinese University of Hong Kong, ShenzhenCN15 papers
- Nanyang Technological UniversitySG14 papers
- Peking UniversityCN14 papers
- Shanghai Jiao Tong UniversityCN14 papers
Showing 2019 · cs.LGShow all
3 papers · 2 filters
cs.LG2019★ 2 cited
IFR-Net: Iterative Feature Refinement Network for Compressed Sensing MRI
Yiling Liu, Qiegen Liu, Minghui Zhang +3
To improve the compressive sensing MRI (CS-MRI) approaches in terms of fine structure loss under high acceleration factors, we have proposed an iterative feature refinement model (…
cs.LG2019★ 25 cited
A Distributed Approach towards Discriminative Distance Metric Learning
Jun Li, Xun Lin, Xiaoguang Rui +2
Distance metric learning is successful in discovering intrinsic relations in data. However, most algorithms are computationally demanding when the problem size becomes large. In th…
cs.LG2019★ 540 cited
Frequency Principle: Fourier Analysis Sheds Light on Deep Neural Networks
Zhi-Qin John Xu, Yaoyu Zhang, Tao Luo +2
We study the training process of Deep Neural Networks (DNNs) from the Fourier analysis perspective. We demonstrate a very universal Frequency Principle (F-Principle) -- DNNs often…