A Deep Learning Approach to Structured Signal Recovery

17 August 2015

Richard G. Baraniuk

Papers citing "A Deep Learning Approach to Structured Signal Recovery"

50 / 108 papers shown

Title
LSHR-Net: a hardware-friendly solution for high-resolution computational imaging using a mixed-weights neural network Fangliang Bai Jinchao Liu Xiaojuan Liu Margarita Osadchy Chao Wang S. Gibson 100 2 0 27 Apr 2020
AMP-Net: Denoising based Deep Unfolding for Compressive Image Sensing Zhonghao Zhang Yipeng Liu Jiani Liu Fei Wen Ce Zhu 69 216 0 21 Apr 2020
$Interpretable Deep Recurrent Neural Networks via Unfolding Reweighted $\ell_1$-$\ell_1$ Minimization: Architecture Design and Generalization Analysis$ Interpretable Deep Recurrent Neural Networks via Unfolding Reweighted $\ell_1$ - $\ell_1$ Minimization: Architecture Design and Generalization Analysis Huynh Van Luong Boris Joukovsky Nikos Deligiannis 63 4 0 18 Mar 2020
Approximating the Hotelling Observer with Autoencoder-Learned Efficient Channels for Binary Signal Detection Tasks Jason L. Granstedt Weimin Zhou M. Anastasio 62 5 0 04 Mar 2020
Deep One-bit Compressive Autoencoding Shahin Khobahi Arindam Bose M. Soltanalian 13 3 0 10 Dec 2019
Model-Aware Deep Architectures for One-Bit Compressive Variational Autoencoding Shahin Khobahi M. Soltanalian 72 13 0 27 Nov 2019
Deep Decomposition Learning for Inverse Imaging Problems Dongdong Chen Mike E. Davies 69 40 0 25 Nov 2019
Inference with Deep Generative Priors in High Dimensions Jillian R. Fisher Mojtaba Sahraee-Ardakan S. Rangan Zaid Harchaoui Yejin Choi BDL 67 47 0 08 Nov 2019
Learning-Based Low-Rank Approximations Piotr Indyk A. Vakilian Yang Yuan 96 69 0 30 Oct 2019
Learned-SBL: A Deep Learning Architecture for Sparse Signal Recovery Rubin Jose Peter C. Murthy 40 4 0 17 Sep 2019
Learning Sub-Sampling and Signal Recovery with Applications in Ultrasound Imaging Iris A. M. Huijben Bastiaan S. Veeling K. Janse M. Mischi Ruud J. G. van Sloun 58 52 0 15 Aug 2019
Deep Compressed Sensing Yan Wu Mihaela Rosca Timothy Lillicrap GAN 107 167 0 16 May 2019
Asymptotics of MAP Inference in Deep Networks Parthe Pandit Mojtaba Sahraee S. Rangan A. Fletcher 95 21 0 01 Mar 2019
MC-ISTA-Net: Adaptive Measurement and Initialization and Channel Attention Optimization inspired Neural Network for Compressive Sensing Nanyu Li Cuiyin Liu 19 1 0 26 Feb 2019
Uncertainty Quantification in Deep MRI Reconstruction Vineet Edupuganti Morteza Mardani S. Vasanawala John M. Pauly UQCV 81 95 0 31 Jan 2019
Joint group and residual sparse coding for image compressive sensing Lizhao Li Song Xiao 85 8 0 23 Jan 2019
Uncertainty Autoencoders: Learning Compressed Representations via Variational Information Maximization Aditya Grover Stefano Ermon 100 53 0 26 Dec 2018
Evolutionary Neural Architecture Search for Image Restoration Gerard Jacques van Wyk Anna Sergeevna Bosman 66 36 0 14 Dec 2018
Image Restoration using Total Variation Regularized Deep Image Prior Jiaming Liu Yu Sun Xiaojian Xu Ulugbek S. Kamilov 79 181 0 30 Oct 2018
Algorithmic Aspects of Inverse Problems Using Generative Models Chinmay Hegde GAN 80 21 0 08 Oct 2018
Rate-Adaptive Neural Networks for Spatial Multiplexers Suhas Lohit Rajhans Singh K. Kulkarni Pavan Turaga 48 17 0 08 Sep 2018
Modeling Sparse Deviations for Compressed Sensing using Generative Models Manik Dhar Aditya Grover Stefano Ermon 95 79 0 04 Jul 2018
Learning a Compressed Sensing Measurement Matrix via Gradient Unrolling Shanshan Wu A. Dimakis Sujay Sanghavi Felix X. Yu D. Holtmann-Rice Dmitry Storcheus Afshin Rostamizadeh Sanjiv Kumar SSL 74 53 0 26 Jun 2018
Deep neural network based sparse measurement matrix for image compressed sensing Wenxue Cui F. Jiang Xinwei Gao Wen Tao Debin Zhao 58 17 0 19 Jun 2018
CS-VQA: Visual Question Answering with Compressively Sensed Images Li-Chi Huang K. Kulkarni Anik Jha Suhas Lohit Suren Jayasuriya Pavan Turaga CoGe 34 8 0 08 Jun 2018
The Global Optimization Geometry of Shallow Linear Neural Networks Zhihui Zhu Daniel Soudry Yonina C. Eldar M. Wakin ODL 82 36 0 13 May 2018
An efficient deep convolutional laplacian pyramid architecture for CS reconstruction at low sampling ratios Wenxue Cui Heyao Xu Xinwei Gao Shengping Zhang F. Jiang Debin Zhao 40 12 0 13 Apr 2018
Nonlocal Low-Rank Tensor Factor Analysis for Image Restoration Xinyuan Zhang Xin Yuan Lawrence Carin 61 28 0 19 Mar 2018
Efficient and accurate inversion of multiple scattering with deep learning Yu Sun Zhihao Xia Ulugbek S. Kamilov 86 126 0 18 Mar 2018
Solving Linear Inverse Problems Using GAN Priors: An Algorithm with Provable Guarantees Viraj Shah Chinmay Hegde GAN 144 167 0 23 Feb 2018
Compressive Light Field Reconstructions using Deep Learning Mayank Gupta Arjun Jauhari K. Kulkarni Suren Jayasuriya A. Molnar Pavan Turaga 3DV 69 40 0 05 Feb 2018
Full Image Recover for Block-Based Compressive Sensing Xuemei Xie Chenye Wang Jiang Du Guangming Shi 129 17 0 01 Feb 2018
Perceptual Compressive Sensing Jiang Du Xuemei Xie Chenye Wang Guangming Shi 104 9 0 01 Feb 2018
ConvCSNet: A Convolutional Compressive Sensing Framework Based on Deep Learning Xiaotong Lu W. Dong Peiyao Wang Guangming Shi Xuemei Xie 83 29 0 31 Jan 2018
Fully Convolutional Measurement Network for Compressive Sensing Image Reconstruction Jiang Du Xuemei Xie Chenye Wang Guangming Shi Xun Xu Yuxiang Wang 114 62 0 21 Nov 2017
Adaptive Measurement Network for CS Image Reconstruction Xuemei Xie Yuxiang Wang Guangming Shi Chenye Wang Jiang Du Zhifu Zhao 41 39 0 23 Sep 2017
Deep Learning Sparse Ternary Projections for Compressed Sensing of Images Duc Minh Nguyen Evaggelia Tsiligianni Nikos Deligiannis 37 27 0 28 Aug 2017
Convolutional Neural Networks for Non-iterative Reconstruction of Compressively Sensed Images Suhas Lohit K. Kulkarni Ronan Kerviche Pavan Turaga A. Ashok 60 117 0 15 Aug 2017
Deep Learning for Passive Synthetic Aperture Radar Bariscan Yonel Eric Mason B. Yazıcı 16 53 0 12 Aug 2017
DeepCodec: Adaptive Sensing and Recovery via Deep Convolutional Neural Networks Ali Mousavi Gautam Dasarathy Richard G. Baraniuk 133 80 0 11 Jul 2017
ISTA-Net: Interpretable Optimization-Inspired Deep Network for Image Compressive Sensing Jian Zhang Guohao Li 76 37 0 24 Jun 2017
Inference in Deep Networks in High Dimensions A. Fletcher S. Rangan BDL 134 69 0 20 Jun 2017
Image Restoration from Patch-based Compressed Sensing Measurement Guangtao Nie Ying Fu Yinqiang Zheng Hua Huang 115 10 0 02 Jun 2017
Global Guarantees for Enforcing Deep Generative Priors by Empirical Risk Paul Hand V. Voroninski UQCV 179 138 0 22 May 2017
Learned D-AMP: Principled Neural Network based Compressive Image Recovery Christopher A. Metzler Ali Mousavi Richard G. Baraniuk 104 286 0 21 Apr 2017
One Network to Solve Them All --- Solving Linear Inverse Problems using Deep Projection Models Jen-Hao Rick Chang Chun-Liang Li Barnabás Póczós B. Kumar Aswin C. Sankaranarayanan 80 348 0 29 Mar 2017
DR2-Net: Deep Residual Reconstruction Network for Image Compressive Sensing Hantao Yao Feng Dai Dongming Zhang Yike Ma Shiliang Zhang Yongdong Zhang Qi Tian 100 311 0 19 Feb 2017
Learning to Invert: Signal Recovery via Deep Convolutional Networks Ali Mousavi Richard G. Baraniuk 152 286 0 14 Jan 2017
CSVideoNet: A Real-time End-to-end Learning Framework for High-frame-rate Video Compressive Sensing Kai Xu Fengbo Ren 64 8 0 15 Dec 2016
Compressive Image Recovery Using Recurrent Generative Model Akshat Dave Anil Kumar Vadathya Kaushik Mitra GAN 87 21 0 13 Dec 2016