One Network to Solve Them All --- Solving Linear Inverse Problems using Deep Projection Models

29 March 2017

Jen-Hao Rick Chang

Chun-Liang Li

Barnabás Póczós

B. Kumar

Aswin C. Sankaranarayanan

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Papers citing "One Network to Solve Them All --- Solving Linear Inverse Problems using Deep Projection Models"

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Title
Comprehensive Examination of Unrolled Networks for Solving Linear Inverse Problems Eric Chen Xi Chen A. Maleki S. Jalali 33 0 0 08 Jan 2025
WARP-LCA: Efficient Convolutional Sparse Coding with Locally Competitive Algorithm Geoffrey Kasenbacher Felix Ehret Gerrit Ecke Sebastian Otte 49 0 0 24 Oct 2024
MrSARP: A Hierarchical Deep Generative Prior for SAR Image Super-resolution Tushar Agarwal Nithin Sugavanam Emre Ertin GAN 19 2 0 30 Nov 2022
Misspecified Phase Retrieval with Generative Priors Zhaoqiang Liu Xinshao Wang Jiulong Liu 32 4 0 11 Oct 2022
Content-aware Scalable Deep Compressed Sensing Bin Chen Jian Andrew Zhang 19 54 0 19 Jul 2022
Bayesian Inversion for Nonlinear Imaging Models using Deep Generative Priors Pakshal Bohra Thanh-an Michel Pham Jonathan Dong M. Unser MedIm 21 11 0 18 Mar 2022
Tutorial on amortized optimization Brandon Amos OffRL 72 42 0 01 Feb 2022
Self-Attention Generative Adversarial Network for Iterative Reconstruction of CT Images Ruiwen Xing T. Humphries D. Si GAN MedIm 21 1 0 23 Dec 2021
Survey of Deep Learning Methods for Inverse Problems S. Kamyab Zihreh Azimifar Rasool Sabzi Paul Fieguth 11 3 0 07 Nov 2021
Stochastic Primal-Dual Deep Unrolling Junqi Tang Subhadip Mukherjee Carola-Bibiane Schönlieb 17 4 0 19 Oct 2021
Thermal Image Processing via Physics-Inspired Deep Networks Vishwanath Saragadam Akshat Dave Ashok Veeraraghavan Richard Baraniuk AI4CE 11 15 0 18 Aug 2021
Fairness for Image Generation with Uncertain Sensitive Attributes A. Jalal Sushrut Karmalkar Jessica Hoffmann A. Dimakis Eric Price DiffM 27 39 0 23 Jun 2021
Instance-Optimal Compressed Sensing via Posterior Sampling A. Jalal Sushrut Karmalkar A. Dimakis Eric Price 26 51 0 21 Jun 2021
Fixed-Point and Objective Convergence of Plug-and-Play Algorithms Pravin Nair Ruturaj G. Gavaskar K. Chaudhury 43 37 0 21 Apr 2021
Learning to Optimize: A Primer and A Benchmark Tianlong Chen Xiaohan Chen Wuyang Chen Howard Heaton Jialin Liu Zhangyang Wang W. Yin 30 224 0 23 Mar 2021
Overcoming Measurement Inconsistency in Deep Learning for Linear Inverse Problems: Applications in Medical Imaging Marija Vella João F. C. Mota 16 4 0 29 Nov 2020
FlatNet: Towards Photorealistic Scene Reconstruction from Lensless Measurements Salman S. Khan Varun Sundar Vivek Boominathan Ashok Veeraraghavan Kaushik Mitra 3DV 25 67 0 29 Oct 2020
Multi-Scale Deep Compressive Imaging Thuong Nguyen Canh B. Jeon 11 17 0 03 Aug 2020
Total Deep Variation: A Stable Regularizer for Inverse Problems Erich Kobler Alexander Effland K. Kunisch T. Pock MedIm 6 19 0 15 Jun 2020
Deep Learning Techniques for Inverse Problems in Imaging Greg Ongie A. Jalal Christopher A. Metzler Richard G. Baraniuk A. Dimakis Rebecca Willett 11 517 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 8 103 0 22 Feb 2020
Deep synthesis regularization of inverse problems D. Obmann Johannes Schwab Markus Haltmeier 8 11 0 01 Feb 2020
Your Local GAN: Designing Two Dimensional Local Attention Mechanisms for Generative Models Giannis Daras Augustus Odena Han Zhang A. Dimakis 19 54 0 27 Nov 2019
Non-Local ConvLSTM for Video Compression Artifact Reduction Yi Xu Longwen Gao Kai Tian Shuigeng Zhou Huyang Sun 17 67 0 27 Oct 2019
Bayesian Inference with Generative Adversarial Network Priors Dhruv V. Patel Assad A. Oberai GAN AI4CE 25 17 0 22 Jul 2019
Image-Adaptive GAN based Reconstruction Shady Abu Hussein Tom Tirer Raja Giryes GAN 6 89 0 12 Jun 2019
One-dimensional Deep Image Prior for Time Series Inverse Problems Sriram Ravula A. Dimakis 37 7 0 18 Apr 2019
Controlling Neural Networks via Energy Dissipation Michael Möller Thomas Möllenhoff Daniel Cremers 25 17 0 05 Apr 2019
Proximal Splitting Networks for Image Restoration Raied Aljadaany Dipan K. Pal Marios Savvides SupR 9 8 0 17 Mar 2019
Algorithmic Aspects of Inverse Problems Using Generative Models C. Hegde GAN 12 21 0 08 Oct 2018
Rate-Adaptive Neural Networks for Spatial Multiplexers Suhas Lohit Rajhans Singh K. Kulkarni P. Turaga 11 17 0 08 Sep 2018
Compressed Sensing with Deep Image Prior and Learned Regularization Dave Van Veen A. Jalal Mahdi Soltanolkotabi Eric Price S. Vishwanath A. Dimakis 22 178 0 17 Jun 2018
Identifying Recurring Patterns with Deep Neural Networks for Natural Image Denoising Zhihao Xia Ayan Chakrabarti 11 27 0 13 Jun 2018
Stochastic seismic waveform inversion using generative adversarial networks as a geological prior L. Mosser O. Dubrule M. Blunt GAN AI4CE 81 206 0 10 Jun 2018
Random mesh projectors for inverse problems Sidharth Gupta K. Kothari Maarten V. de Hoop Ivan Dokmanić 16 15 0 29 May 2018
An Unsupervised Approach to Solving Inverse Problems using Generative Adversarial Networks Rushil Anirudh Jayaraman J. Thiagarajan B. Kailkhura T. Bremer GAN 16 37 0 18 May 2018
prDeep: Robust Phase Retrieval with a Flexible Deep Network Christopher A. Metzler Philip Schniter Ashok Veeraraghavan Richard G. Baraniuk OOD 31 168 0 01 Mar 2018
NETT: Solving Inverse Problems with Deep Neural Networks Housen Li Johannes Schwab Stephan Antholzer Markus Haltmeier 12 238 0 28 Feb 2018
Solving Linear Inverse Problems Using GAN Priors: An Algorithm with Provable Guarantees Viraj Shah C. Hegde GAN 8 161 0 23 Feb 2018
MoDL: Model Based Deep Learning Architecture for Inverse Problems H. Aggarwal M. Mani M. Jacob 15 996 0 07 Dec 2017
$Accelerating GMM-based patch priors for image restoration: Three ingredients for a 100$\times$ speed-up$ Accelerating GMM-based patch priors for image restoration: Three ingredients for a 100 $\times$ speed-up Shibin Parameswaran Charles-Alban Deledalle L. Denis Truong Thao Nguyen 32 27 0 23 Oct 2017
DeepBinaryMask: Learning a Binary Mask for Video Compressive Sensing Michael Iliadis L. Spinoulas Aggelos K. Katsaggelos 24 74 0 12 Jul 2016