Deep Learning Methods for Solving Linear Inverse Problems: Research Directions and Paradigms

27 July 2020

Jie Chen

Papers citing "Deep Learning Methods for Solving Linear Inverse Problems: Research Directions and Paradigms"

50 / 109 papers shown

Title
Learning Regularization for Graph Inverse Problems Moshe Eliasof Md Shahriar Rahim Siddiqui Carola-Bibiane Schönlieb Eldad Haber GNN 86 0 0 19 Aug 2024
Transformers are Provably Optimal In-context Estimators for Wireless Communications Vishnu Teja Kunde Vicram Rajagopalan Chandra Shekhara Kaushik Valmeekam Krishna R. Narayanan S. Shakkottai D. Kalathil J. Chamberland 81 5 0 01 Nov 2023
Multimodal Deep Learning Cem Akkus Jiquan Ngiam Vladana Djakovic Steffen Jauch-Walser A. Khosla ... Jann Goschenhofer Honglak Lee A. Ng Daniel Schalk Matthias Aßenmacher 42 3,161 0 12 Jan 2023
Deep Learning Techniques for Inverse Problems in Imaging Greg Ongie A. Jalal Christopher A. Metzler Richard G. Baraniuk A. Dimakis Rebecca Willett 38 526 0 12 May 2020
Compressive sensing with un-trained neural networks: Gradient descent finds the smoothest approximation Reinhard Heckel Mahdi Soltanolkotabi 49 81 0 07 May 2020
Ada-LISTA: Learned Solvers Adaptive to Varying Models Aviad Aberdam Alona Golts Michael Elad 32 40 0 23 Jan 2020
RODEO: Robust DE-aliasing autoencOder for Real-time Medical Image Reconstruction Janki Mehta A. Majumdar OOD 24 54 0 11 Dec 2019
Blind Denoising Autoencoder A. Majumdar 8 92 0 11 Dec 2019
Reconstructing Multi-echo Magnetic Resonance Images via Structured Deep Dictionary Learning Vanika Singhal A. Majumdar 21 8 0 10 Dec 2019
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 160 42,038 0 03 Dec 2019
Multimodal Image Super-resolution via Deep Unfolding with Side Information Iman Marivani Evaggelia Tsiligianni Bruno Cornelis Nikos Deligiannis SupR 39 17 0 18 Oct 2019
Deep K-SVD Denoising M. Scetbon Michael Elad P. Milanfar SupR 63 107 0 28 Sep 2019
DRFN: Deep Recurrent Fusion Network for Single-Image Super-Resolution with Large Factors Xin Yang Haiyang Mei Jiqing Zhang Ke Xu Baocai Yin Qiang Zhang Xiaopeng Wei SupR 41 97 0 23 Aug 2019
A Multimodal Deep Network for the Reconstruction of T2W MR Images Antonio Falvo Danilo Comminiello Simone Scardapane M. Scarpiniti A. Uncini 8 9 0 08 Aug 2019
Deep Coupled-Representation Learning for Sparse Linear Inverse Problems with Side Information Evaggelia Tsiligianni Nikos Deligiannis 43 18 0 04 Jul 2019
Algorithmic Guarantees for Inverse Imaging with Untrained Network Priors Gauri Jagatap Chinmay Hegde 46 73 0 20 Jun 2019
Implicit Regularization in Deep Matrix Factorization Sanjeev Arora Nadav Cohen Wei Hu Yuping Luo AI4CE 61 500 0 31 May 2019
Learning step sizes for unfolded sparse coding Pierre Ablin Thomas Moreau Mathurin Massias Alexandre Gramfort MQ 45 51 0 27 May 2019
Deep Tensor Factorization for Spatially-Aware Scene Decomposition Jonah Casebeer Michael Colomb Paris Smaragdis ViT 11 9 0 03 May 2019
Complex Trainable ISTA for Linear and Nonlinear Inverse Problems Satoshi Takabe Tadashi Wadayama Yonina C. Eldar 11 11 0 16 Apr 2019
Recurrent Back-Projection Network for Video Super-Resolution Muhammad Haris Gregory Shakhnarovich Norimichi Ukita SupR 41 433 0 25 Mar 2019
Designing recurrent neural networks by unfolding an l1-l1 minimization algorithm Hung Duy Le Huynh Van Luong Nikos Deligiannis 23 15 0 18 Feb 2019
Deep Hyperspectral Prior: Denoising, Inpainting, Super-Resolution Oleksii Sidorov J. Hardeberg SupR 21 151 0 01 Feb 2019
Regularization by architecture: A deep prior approach for inverse problems Sören Dittmer T. Kluth Peter Maass Daniel Otero Baguer 51 98 0 10 Dec 2018
Deep Unfolded Robust PCA with Application to Clutter Suppression in Ultrasound Oren Solomon Regev Cohen Yi Zhang Yi Yang Qiong He Jianwen Luo Ruud J. G. van Sloun Yonina C. Eldar 47 185 0 20 Nov 2018
Image Restoration using Total Variation Regularized Deep Image Prior Jiaming Liu Yu Sun Xiaojian Xu Ulugbek S. Kamilov 43 175 0 30 Oct 2018
Unsupervised Image Super-Resolution using Cycle-in-Cycle Generative Adversarial Networks Yuan. Yuan Siyuan Liu Jiawei Zhang Yongbing Zhang Chao Dong Liang Lin SupR 43 438 0 03 Sep 2018
Theoretical Linear Convergence of Unfolded ISTA and its Practical Weights and Thresholds Xiaohan Chen Jialin Liu Zhangyang Wang W. Yin 47 231 0 29 Aug 2018
CT Super-resolution GAN Constrained by the Identical, Residual, and Cycle Learning Ensemble(GAN-CIRCLE) Chenyu You Guang Li Yi Zhang Xiaoliu Zhang Hongming Shan ... Zhuiyang Zhang W. Cong Michael W. Vannier P. Saha Ge Wang MedIm GAN SupR 49 403 0 10 Aug 2018
Deep Learning for Single Image Super-Resolution: A Brief Review Wenming Yang Xuechen Zhang Yapeng Tian Wei Wang Jing-Hao Xue 30 897 0 09 Aug 2018
SlimNets: An Exploration of Deep Model Compression and Acceleration Ini Oguntola Subby Olubeko Chris Sweeney 32 11 0 01 Aug 2018
Toward Convolutional Blind Denoising of Real Photographs Shi Guo Zifei Yan Peng Sun W. Zuo Lei Zhang 76 906 0 12 Jul 2018
A Trilateral Weighted Sparse Coding Scheme for Real-World Image Denoising Jun Xu Lei Zhang David C. Zhang 45 249 0 11 Jul 2018
Compressed Sensing with Deep Image Prior and Learned Regularization Dave Van Veen A. Jalal Mahdi Soltanolkotabi Eric Price S. Vishwanath A. Dimakis 48 181 0 17 Jun 2018
Hyperspectral Image Denoising Employing a Spatial-Spectral Deep Residual Convolutional Neural Network Qiangqiang Yuan Qiang Zhang Jie Li Huanfeng Shen Liangpei Zhang 76 376 0 01 Jun 2018
Why do deep convolutional networks generalize so poorly to small image transformations? Aharon Azulay Yair Weiss 54 559 0 30 May 2018
Real-world Noisy Image Denoising: A New Benchmark Jun Xu Hui Li Zhetong Liang David C. Zhang Lei Zhang 44 204 0 07 Apr 2018
Deep Back-Projection Networks For Super-Resolution Muhammad Haris Gregory Shakhnarovich Norimichi Ukita SupR 62 1,321 0 07 Mar 2018
Residual Dense Network for Image Super-Resolution Yulun Zhang Yapeng Tian Yu Kong Bineng Zhong Y. Fu SupR 105 3,299 0 24 Feb 2018
Data Augmentation by Pairing Samples for Images Classification H. Inoue 89 420 0 09 Jan 2018
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations Peng Sun W. Zuo Lei Zhang SupR 82 907 0 17 Dec 2017
"Zero-Shot" Super-Resolution using Deep Internal Learning Assaf Shocher Nadav Cohen Michal Irani SupR 64 853 0 17 Dec 2017
Convolutional Recurrent Neural Networks for Dynamic MR Image Reconstruction C. Qin Jo Schlemper Jose Caballero Anthony N. Price Joseph V. Hajnal Daniel Rueckert MedIm 44 497 0 05 Dec 2017
Towards Accurate Binary Convolutional Neural Network Xiaofan Lin Cong Zhao Wei Pan MQ 67 638 0 30 Nov 2017
Deep Image Prior Dmitry Ulyanov Andrea Vedaldi Victor Lempitsky SupR 93 3,128 0 29 Nov 2017
CondenseNet: An Efficient DenseNet using Learned Group Convolutions Gao Huang Shichen Liu Laurens van der Maaten Kilian Q. Weinberger 64 796 0 25 Nov 2017
High-order Tensor Completion for Data Recovery via Sparse Tensor-train Optimization Longhao Yuan Qibin Zhao Jianting Cao 21 28 0 07 Nov 2017
One pixel attack for fooling deep neural networks Jiawei Su Danilo Vasconcellos Vargas Kouichi Sakurai AAML 90 2,311 0 24 Oct 2017
FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising Peng Sun W. Zuo Lei Zhang 85 2,108 0 11 Oct 2017
A Review of Convolutional Neural Networks for Inverse Problems in Imaging Michael T. McCann Kyong Hwan Jin M. Unser 3DV 45 590 0 11 Oct 2017