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R3L: Connecting Deep Reinforcement Learning to Recurrent Neural Networks for Image Denoising via Residual Recovery


Jul 12, 2021
Rongkai Zhang, Jiang Zhu, Zhiyuan Zha, Justin Dauwels, Bihan Wen

* Accepted by ICIP 2021 

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The Power of Triply Complementary Priors for Image Compressive Sensing


May 16, 2020
Zhiyuan Zha, Xin Yuan, Joey Tianyi Zhou, Jiantao Zhou, Bihan Wen, Ce Zhu

* 2020 International Conference on Image Processing 

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From Rank Estimation to Rank Approximation: Rank Residual Constraint for Image Denoising


Aug 14, 2018
Zhiyuan Zha, Xin Yuan, Tao Yue, Jiaotao Zhou


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Analyzing the Weighted Nuclear Norm Minimization and Nuclear Norm Minimization based on Group Sparse Representation


Jul 19, 2018
Zhiyuan Zha, Xin Yuan, Bei Li, Xinggan Zhang, Xin Liu, Lan Tang, Ying-Chang Liang

* arXiv admin note: substantial text overlap with arXiv:1611.08983 

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Group Sparsity Residual with Non-Local Samples for Image Denoising


Mar 22, 2018
Zhiyuan Zha, Xinggan Zhang, Qiong Wang, Yechao Bai, Lan Tang, Xin Yuan

* International Conference on Acoustics, Speech and Signal Processing 2018 

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Bridge the Gap Between Group Sparse Coding and Rank Minimization via Adaptive Dictionary Learning


Nov 08, 2017
Zhiyuan Zha, Xin Yuan

* arXiv admin note: text overlap with arXiv:1611.08983 

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Group-based Sparse Representation for Image Compressive Sensing Reconstruction with Non-Convex Regularization


Aug 17, 2017
Zhiyuan Zha, Xinggan Zhang, Qiong Wang, Lan Tang, Xin Liu


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Group Sparsity Residual Constraint for Image Denoising


Jul 31, 2017
Zhiyuan Zha, Xinggan Zhang, Qiong Wang, Lan Tang, Xin Liu


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Non-Convex Weighted Lp Nuclear Norm based ADMM Framework for Image Restoration


Jun 27, 2017
Zhiyuan Zha, Xinggan Zhang, Yu Wu, Qiong Wang, Lan Tang

* arXiv admin note: text overlap with arXiv:1611.08983 

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Analyzing the group sparsity based on the rank minimization methods


Jun 12, 2017
Zhiyuan Zha, Xin Liu, Xiaohua Huang, Henglin Shi, Yingyue Xu, Qiong Wang, Lan Tang, Xinggan Zhang

* arXiv admin note: text overlap with arXiv:1702.04463 

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Non-Convex Weighted Lp Minimization based Group Sparse Representation Framework for Image Denoising


May 23, 2017
Qiong Wang, Xinggan Zhang, Yu Wu, Lan Tang, Zhiyuan Zha


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A Comparative Study for the Weighted Nuclear Norm Minimization and Nuclear Norm Minimization


May 17, 2017
Zhiyuan Zha, Xinggan Zhang, Yu Wu, Qiong Wang, Lan Tang


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Image denoising via group sparsity residual constraint


Mar 03, 2017
Zhiyuan Zha, Xin Liu, Ziheng Zhou, Xiaohua Huang, Jingang Shi, Zhenhong Shang, Lan Tang, Yechao Bai, Qiong Wang, Xinggan Zhang


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Image denoising using group sparsity residual and external nonlocal self-similarity prior


Jan 03, 2017
Zhiyuan Zha, Xinggan Zhang, Qiong Wang, Yechao Bai, Lan Tang

* arXiv admin note: text overlap with arXiv:1609.03302 

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