Blind Image Deblurring via Adaptive Optimization with Flexible Sparse Structure Control

Ri-Sheng Liu , Cai-Sheng Mao , Zhi-Hui Wang , Hao-Jie Li
Journal of Computer Science and Technology 34 ( 3) 609 -621

2
2019
Caffeic Acid Phenethyl Ester Inhibits the Progression of Elastase Induced Aortic Aneurysm in Rats

Zuan Zhan , Huan Du , Xiao-Long Luo , Ri-Sheng Liu
International Journal of Pharmacology 15 ( 3) 385 -393

2019
基于灵活稀疏结构控制和自适应优化算法的模糊图像盲复原

Ri-Sheng Liu , Cai-Sheng Mao , Zhi-Hui Wang , Hao-Jie Li
计算机科学技术学报 34 ( 3) 609 -621

2019
Linearized Alternating Direction Method with penalization for nonconvex and nonsmooth optimization

Risheng Liu , Zhixun Su , Yiyang Wang , Xiaoliang Song
national conference on artificial intelligence 798 -804

5
2016
An Optimization Framework with Flexible Inexact Inner Iterations for Nonconvex and Nonsmooth Programming

Risheng Liu , Zhixun Su , Yiyang Wang , Xiaoliang Song
arXiv: Computer Vision and Pattern Recognition

2017
Proximal Alternating Direction Network: A Globally Converged Deep Unrolling Framework

Risheng Liu , Xin Fan , Xiangyu Wang , Shichao Cheng
arXiv: Computer Vision and Pattern Recognition

26
2017
Unsupervised Representation Learning With Long-Term Dynamics for Skeleton Based Action Recognition.

Risheng Liu , Jianhua Dai , Zhefeng Gong , Nenggan Zheng
national conference on artificial intelligence 2644 -2651

83
2018
On the Convergence of Learning-based Iterative Methods for Nonconvex Inverse Problems

Risheng Liu , Zhouchen Lin , Xin Fan , Shichao Cheng
arXiv: Computer Vision and Pattern Recognition

66
2018
A Bridging Framework for Model Optimization and Deep Propagation

Risheng Liu , Xin Fan , Shichao Cheng , xiaokun liu
neural information processing systems 31 4318 -4327

10
2018
Prior-guided deep residual propagation for non-blind image deconvolution

Risheng Liu , Xin Fan , Zhiying Jiang , Long Ma
international conference on internet multimedia computing and service

2018
Real-world Underwater Enhancement: Challenges, Benchmarks, and Solutions

Risheng Liu , Xin Fan , Minjun Hou , Zhongxuan Luo
arXiv: Computer Vision and Pattern Recognition

29
2019
Linearized Alternating Direction Method with Adaptive Penalty for Low-Rank Representation

Risheng Liu , Zhixun Su , Zhouchen Lin
arXiv: Optimization and Control

1,241
2011
2011
A Generic First-Order Algorithmic Framework for Bi-Level Programming Beyond Lower-Level Singleton

Risheng Liu , Xiaoming Yuan , Jin Zhang , Shangzhi Zeng
arXiv: Learning

80
2020
Learning Converged Propagations With Deep Prior Ensemble for Image Enhancement

Risheng Liu , Yiyang Wang , Lei Zhang , Long Ma
IEEE Transactions on Image Processing 28 ( 3) 1528 -1543

65
2019
Retinex-inspired Unrolling with Cooperative Prior Architecture Search for Low-light Image Enhancement.

Risheng Liu , Xin Fan , Long Ma , Zhongxuan Luo
arXiv: Computer Vision and Pattern Recognition

147
2020
Underexposed Image Correction via Hybrid Priors Navigated Deep Propagation

Risheng Liu , Xin Fan , Long Ma , Yuxi Zhang
IEEE Transactions on Neural Networks 1 -12

2021
Learning Deformable Image Registration from Optimization: Perspective, Modules, Bilevel Training and Beyond

Hao Huang , Risheng Liu , Xin Fan , Zhongxuan Luo
arXiv: Computer Vision and Pattern Recognition

16
2020