Deep Model-Based Architectures for Inverse Problems under Mismatched Priors

26 July 2022

Ulugbek S. Kamilov

Papers citing "Deep Model-Based Architectures for Inverse Problems under Mismatched Priors"

37 / 37 papers shown

Title
Gradient Step Denoiser for convergent Plug-and-Play Samuel Hurault Arthur Leclaire Nicolas Papadakis 62 97 0 07 Oct 2021
Robust Compressed Sensing MRI with Deep Generative Priors A. Jalal Marius Arvinte Giannis Daras Eric Price A. Dimakis Jonathan I. Tamir MedIm 87 339 0 03 Aug 2021
Instance-Optimal Compressed Sensing via Posterior Sampling A. Jalal Sushrut Karmalkar A. Dimakis Eric Price 61 52 0 21 Jun 2021
Recovery Analysis for Plug-and-Play Priors using the Restricted Eigenvalue Condition Jiaming Liu M. Salman Asif B. Wohlberg Ulugbek S. Kamilov 77 42 0 07 Jun 2021
Deep Equilibrium Architectures for Inverse Problems in Imaging Davis Gilton Greg Ongie Rebecca Willett 78 181 0 16 Feb 2021
Model Adaptation for Inverse Problems in Imaging Davis Gilton Greg Ongie Rebecca Willett OOD MedIm 106 48 0 30 Nov 2020
Joint Reconstruction and Calibration using Regularization by Denoising Mingyang Xie Yu Sun Jiaming Liu B. Wohlberg Ulugbek S. Kamilov 77 10 0 26 Nov 2020
Regularization by Denoising via Fixed-Point Projection (RED-PRO) Regev Cohen Michael Elad P. Milanfar 82 109 0 01 Aug 2020
A Fast Stochastic Plug-and-Play ADMM for Imaging Inverse Problems Junqi Tang Mike Davies 41 17 0 20 Jun 2020
Scalable Plug-and-Play ADMM with Convergence Guarantees Yu Sun Zihui Wu Xiaojian Xu B. Wohlberg Ulugbek S. Kamilov BDL 91 76 0 05 Jun 2020
Deep Learning Techniques for Inverse Problems in Imaging Greg Ongie A. Jalal Christopher A. Metzler Richard G. Baraniuk A. Dimakis Rebecca Willett 90 533 0 12 May 2020
Tuning-free Plug-and-Play Proximal Algorithm for Inverse Imaging Problems Kaixuan Wei Angelica Aviles-Rivero Jingwei Liang Ying Fu Carola-Bibiane Schönlieb Hua Huang 70 105 0 22 Feb 2020
Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing V. Monga Yuelong Li Yonina C. Eldar 102 1,022 0 22 Dec 2019
Deep Equilibrium Models Shaojie Bai J. Zico Kolter V. Koltun 94 671 0 03 Sep 2019
Plug-and-Play Methods Provably Converge with Properly Trained Denoisers Ernest K. Ryu Jialin Liu Sicheng Wang Xiaohan Chen Zhangyang Wang W. Yin AI4CE 66 354 0 14 May 2019
Block Coordinate Regularization by Denoising Yu Sun Jiaming Liu Ulugbek S. Kamilov 67 84 0 13 May 2019
Deep Plug-and-Play Super-Resolution for Arbitrary Blur Kernels Kai Zhang W. Zuo Lei Zhang SupR 40 363 0 29 Mar 2019
DeepRED: Deep Image Prior Powered by RED G. Mataev Michael Elad P. Milanfar SupR 80 195 0 25 Mar 2019
Plug and play methods for magnetic resonance imaging (long version) Rizwan Ahmad Charles A. Bouman G. Buzzard Stanley H. Chan Sizhuo Liu E. T. Reehorst Philip Schniter 123 196 0 20 Mar 2019
Regularized Fourier Ptychography using an Online Plug-and-Play Algorithm Yu Sun Shiqi Xu Yunzhe Li Lei Tian B. Wohlberg Ulugbek S. Kamilov 47 44 0 31 Oct 2018
An Online Plug-and-Play Algorithm for Regularized Image Reconstruction Yu Sun B. Wohlberg Ulugbek S. Kamilov 45 209 0 12 Sep 2018
Regularization by Denoising: Clarifications and New Interpretations E. T. Reehorst Philip Schniter 85 221 0 06 Jun 2018
prDeep: Robust Phase Retrieval with a Flexible Deep Network Christopher A. Metzler Philip Schniter Ashok Veeraraghavan Richard G. Baraniuk OOD 83 170 0 01 Mar 2018
Spectral Normalization for Generative Adversarial Networks Takeru Miyato Toshiki Kataoka Masanori Koyama Yuichi Yoshida ODL 159 4,442 0 16 Feb 2018
Denoising Prior Driven Deep Neural Network for Image Restoration W. Dong Peiyao Wang W. Yin Guangming Shi Fangfang Wu Xiaotong Lu SupR 65 424 0 21 Jan 2018
A Review of Convolutional Neural Networks for Inverse Problems in Imaging Michael T. McCann Kyong Hwan Jin M. Unser 3DV 61 593 0 11 Oct 2017
Plug-and-Play Unplugged: Optimization Free Reconstruction using Consensus Equilibrium G. Buzzard Stanley H. Chan S. Sreehari Charles A. Bouman 77 186 0 24 May 2017
Learning Proximal Operators: Using Denoising Networks for Regularizing Inverse Imaging Problems Tim Meinhardt Michael Möller C. Hazirbas Daniel Cremers 66 356 0 11 Apr 2017
Learning Deep CNN Denoiser Prior for Image Restoration Peng Sun W. Zuo Shuhang Gu Lei Zhang SupR 151 1,847 0 11 Apr 2017
The Little Engine that Could: Regularization by Denoising (RED) Yaniv Romano Michael Elad P. Milanfar DiffM 81 804 0 09 Nov 2016
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Peng Sun W. Zuo Yunjin Chen Deyu Meng Lei Zhang SupR 145 7,007 0 13 Aug 2016
Plug-and-Play ADMM for Image Restoration: Fixed Point Convergence and Applications Stanley H. Chan Xiran Wang Omar A. Elgendy 68 767 0 05 May 2016
Plug-and-Play Priors for Bright Field Electron Tomography and Sparse Interpolation S. Sreehari S. Venkatakrishnan B. Wohlberg L. Drummy Jeff P. Simmons Charles A. Bouman 80 342 0 23 Dec 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,341 0 18 May 2015
From Denoising to Compressed Sensing Christopher A. Metzler A. Maleki Richard G. Baraniuk 84 617 0 16 Jun 2014
Blind calibration for compressed sensing by convex optimization Rémi Gribonval G. Chardon L. Daudet 77 72 0 30 Nov 2011
Convergence Rates of Inexact Proximal-Gradient Methods for Convex Optimization Mark Schmidt Nicolas Le Roux Francis R. Bach 213 584 0 12 Sep 2011