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

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

16 August 2018

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Papers citing "On the Convergence of Learning-based Iterative Methods for Nonconvex Inverse Problems"

17 / 17 papers shown

Title
Every SAM Drop Counts: Embracing Semantic Priors for Multi-Modality Image Fusion and Beyond Guanyao Wu Haoyu Liu Hongming Fu Yichuan Peng Jinyuan Liu Xin-Yue Fan Risheng Liu 119 0 0 03 Mar 2025
Deep Image Prior Dmitry Ulyanov Andrea Vedaldi Victor Lempitsky SupR 135 3,167 0 29 Nov 2017
Unrolled Optimization with Deep Priors Steven Diamond Vincent Sitzmann Felix Heide Gordon Wetzstein 50 186 0 22 May 2017
ADMM-Net: A Deep Learning Approach for Compressive Sensing MRI Yan Yang Jian Sun Huibin Li Zongben Xu MedIm 71 126 0 19 May 2017
Convergence Analysis of Proximal Gradient with Momentum for Nonconvex Optimization Qunwei Li Yi Zhou Yingbin Liang P. Varshney 121 94 0 14 May 2017
Learning Deep CNN Denoiser Prior for Image Restoration Peng Sun W. Zuo Shuhang Gu Lei Zhang SupR 154 1,847 0 11 Apr 2017
Inexact Proximal Gradient Methods for Non-convex and Non-smooth Optimization Bin Gu De Wang Zhouyuan Huo Heng-Chiao Huang 116 41 0 18 Dec 2016
Clearing the Skies: A deep network architecture for single-image rain removal Xueyang Fu Jiabin Huang Xinghao Ding Yinghao Liao John Paisley 87 780 0 07 Sep 2016
Understanding Trainable Sparse Coding via Matrix Factorization Thomas Moreau Joan Bruna 46 45 0 01 Sep 2016
Learning to learn by gradient descent by gradient descent Marcin Andrychowicz Misha Denil Sergio Gomez Colmenarejo Matthew W. Hoffman David Pfau Tom Schaul Brendan Shillingford Nando de Freitas 132 2,009 0 14 Jun 2016
Learning to Optimize Ke Li Jitendra Malik 63 258 0 06 Jun 2016
Plug-and-Play ADMM for Image Restoration: Fixed Point Convergence and Applications Stanley H. Chan Xiran Wang Omar A. Elgendy 74 770 0 05 May 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.3K 194,641 0 10 Dec 2015
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration Yunjin Chen Thomas Pock DiffM 54 1,191 0 12 Aug 2015
Cascades of Regression Tree Fields for Image Restoration Uwe Schmidt Jeremy Jancsary Sebastian Nowozin Stefan Roth Carsten Rother 92 88 0 08 Apr 2014
Learning Efficient Structured Sparse Models A. Bronstein Pablo Sprechmann Guillermo Sapiro 88 42 0 18 Jun 2012
Convergence Rates of Inexact Proximal-Gradient Methods for Convex Optimization Mark Schmidt Nicolas Le Roux Francis R. Bach 236 584 0 12 Sep 2011

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