Deep Unfolded Robust PCA with Application to Clutter Suppression in Ultrasound

20 November 2018

Papers citing "Deep Unfolded Robust PCA with Application to Clutter Suppression in Ultrasound"

49 / 49 papers shown

Title
Near Field Localization via AI-Aided Subspace Methods Arad Gast Luc Le Magoarou Nir Shlezinger 46 0 0 01 Apr 2025
Learnable Scaled Gradient Descent for Guaranteed Robust Tensor PCA Lanlan Feng Ce Zhu Yipeng Liu Saiprasad Ravishankar Longxiu Huang 44 0 0 20 Jan 2025
Optimal Bound for PCA with Outliers using Higher-Degree Voronoi Diagrams Sajjad Hashemian Mohammad Saeed Arvenaghi Ebrahim Ardeshir-Larijani 18 0 0 13 Aug 2024
RPCANet: Deep Unfolding RPCA Based Infrared Small Target Detection Fengyi Wu Tianfang Zhang Lei Li Yian Huang Zhenming Peng 34 22 0 02 Nov 2023
Optimization Guarantees of Unfolded ISTA and ADMM Networks With Smooth Soft-Thresholding Shaik Basheeruddin Shah Pradyumna Pradhan Wei Pu Ramunaidu Randhi Miguel R. D. Rodrigues Yonina C. Eldar 22 4 0 12 Sep 2023
Deep Unrolling for Nonconvex Robust Principal Component Analysis E. C. Tan C. Chaux Emmanuel Soubies Vincent Y. F. Tan 48 3 0 12 Jul 2023
SubspaceNet: Deep Learning-Aided Subspace Methods for DoA Estimation Dor H. Shmuel Julian P Merkofer Guy Revach Ruud J. G. van Sloun Nir Shlezinger 24 15 0 04 Jun 2023
Towards Constituting Mathematical Structures for Learning to Optimize Jialin Liu Xiaohan Chen Zhangyang Wang W. Yin HanQin Cai 36 12 0 29 May 2023
Deep Graph Unfolding for Beamforming in MU-MIMO Interference Networks Arindam Chowdhury Gunjan Verma A. Swami Santiago Segarra 33 13 0 02 Apr 2023
Deep Unfolded Tensor Robust PCA with Self-supervised Learning Harry Dong Megna Shah S. Donegan Yuejie Chi SSL 36 6 0 21 Dec 2022
Unrolling SVT to obtain computationally efficient SVT for n-qubit quantum state tomography S. Shanmugam Sheetal Kalyani 15 7 0 17 Dec 2022
A Deep-Unfolded Spatiotemporal RPCA Network For L+S Decomposition Shoaib Imran Muhammad Ahmad Tahir Zubair Khalid M. Uppal 23 0 0 06 Nov 2022
Theoretical Perspectives on Deep Learning Methods in Inverse Problems Jonathan Scarlett Reinhard Heckel M. Rodrigues Paul Hand Yonina C. Eldar AI4CE 27 29 0 29 Jun 2022
Model-Based Deep Learning: On the Intersection of Deep Learning and Optimization Nir Shlezinger Yonina C. Eldar Stephen P. Boyd 30 130 0 05 May 2022
Working memory inspired hierarchical video decomposition with transformative representations Binjie Qin Haohao Mao Ruipeng Zhang Y. Zhu Song Ding Xu Chen 30 1 0 21 Apr 2022
Robust PCA Unrolling Network for Super-resolution Vessel Extraction in X-ray Coronary Angiography Binjie Qin Haohao Mao Yiming Liu Jun Zhao Yisong Lv Y. Zhu Song Ding Xu Chen 21 23 0 16 Apr 2022
Ultrasound Signal Processing: From Models to Deep Learning Ben Luijten Nishith Chennakeshava Yonina C. Eldar M. Mischi Ruud J. G. van Sloun MedIm OOD 37 14 0 09 Apr 2022
A Note on Machine Learning Approach for Computational Imaging Bin Dong 26 0 0 24 Feb 2022
Ultrasound Speckle Suppression and Denoising using MRI-derived Normalizing Flow Priors Vincent van de Schaft Ruud J. G. van Sloun OOD MedIm 26 6 0 24 Dec 2021
Tunable Image Quality Control of 3-D Ultrasound using Switchable CycleGAN Jaeyoung Huh Shujaat Khan S. Choi Dongkuk Shin Eunha Lee Jong Chul Ye MedIm 21 1 0 06 Dec 2021
Learned Robust PCA: A Scalable Deep Unfolding Approach for High-Dimensional Outlier Detection HanQin Cai Jialin Liu W. Yin 38 39 0 11 Oct 2021
Deep Unrolled Recovery in Sparse Biological Imaging Yair Ben Sahel John P. Bryan B. Cleary Samouil L. Farhi Yonina C. Eldar SyDa 37 16 0 28 Sep 2021
DA-MUSIC: Data-Driven DoA Estimation via Deep Augmented MUSIC Algorithm Julian P Merkofer Guy Revach Nir Shlezinger T. Routtenberg Ruud J. G. van Sloun 10 30 0 22 Sep 2021
Deep Algorithm Unrolling for Biomedical Imaging Yuelong Li Or Bar-Shira V. Monga Yonina C. Eldar SyDa 31 10 0 15 Aug 2021
Unsupervised Deep Learning by Injecting Low-Rank and Sparse Priors T. Sakai SSL 20 0 0 21 Jun 2021
Deep Unfolding of Iteratively Reweighted ADMM for Wireless RF Sensing U. M. Thanthrige P. Jung Aydin Sezgin 25 7 0 07 Jun 2021
Stable and Interpretable Unrolled Dictionary Learning Bahareh Tolooshams Demba E. Ba 15 13 0 31 May 2021
Deep learned SVT: Unrolling singular value thresholding to obtain better MSE S. Shanmugam Sheetal Kalyani 25 0 0 14 May 2021
Learning to Optimize: A Primer and A Benchmark Tianlong Chen Xiaohan Chen Wuyang Chen Howard Heaton Jialin Liu Zhangyang Wang W. Yin 54 225 0 23 Mar 2021
Improving Generalizability in Limited-Angle CT Reconstruction with Sinogram Extrapolation Ce Wang Haimiao Zhang Qian Li Kun Shang Y. Lyu Bin Dong S. Kevin Zhou 25 12 0 09 Mar 2021
Can stable and accurate neural networks be computed? -- On the barriers of deep learning and Smale's 18th problem Matthew J. Colbrook Vegard Antun A. Hansen 73 130 0 20 Jan 2021
A Sparse Model-inspired Deep Thresholding Network for Exponential Signal Reconstruction -- Application in Fast Biological Spectroscopy Zehao Wang D. Guo Zhangren Tu Yihui Huang Yirong Zhou ... Donghai Lin Yongfu You Tatiana Agback V. Orekhov X. Qu 39 34 0 29 Dec 2020
Model-Based Deep Learning Nir Shlezinger Jay Whang Yonina C. Eldar A. Dimakis 28 317 0 15 Dec 2020
Deep-RLS: A Model-Inspired Deep Learning Approach to Nonlinear PCA Zahra Esmaeilbeig Shahin Khobahi M. Soltanalian 16 5 0 15 Nov 2020
Deep Low-rank plus Sparse Network for Dynamic MR Imaging Wenqi Huang Ziwen Ke Zhuoxu Cui Jing Cheng Zhilang Qiu Sen Jia Leslie Ying Yanjie Zhu Dong Liang 50 69 0 26 Oct 2020
Automotive Radar Interference Mitigation with Unfolded Robust PCA based on Residual Overcomplete Auto-Encoder Blocks Nicolae-Cuatualin Ristea Andrei Anghel Radu Tudor Ionescu Yonina C. Eldar 24 2 0 14 Oct 2020
A Deep-Unfolded Reference-Based RPCA Network For Video Foreground-Background Separation Huynh Van Luong Boris Joukovsky Yonina C. Eldar Nikos Deligiannis 32 15 0 02 Oct 2020
Regularization by Denoising via Fixed-Point Projection (RED-PRO) Regev Cohen Michael Elad P. Milanfar 27 104 0 01 Aug 2020
Deep Learning Methods for Solving Linear Inverse Problems: Research Directions and Paradigms Yanna Bai Wei Chen Jie Chen Weisi Guo 40 66 0 27 Jul 2020
MetaInv-Net: Meta Inversion Network for Sparse View CT Image Reconstruction Haimiao Zhang Baodong Liu Hengyong Yu Bin Dong 27 61 0 30 May 2020
Denise: Deep Robust Principal Component Analysis for Positive Semidefinite Matrices Calypso Herrera Florian Krach Anastasis Kratsios P. Ruyssen Josef Teichmann 28 2 0 28 Apr 2020
Data-Driven Symbol Detection via Model-Based Machine Learning Nariman Farsad Nir Shlezinger Andrea J. Goldsmith Yonina C. Eldar 29 49 0 14 Feb 2020
DeepSIC: Deep Soft Interference Cancellation for Multiuser MIMO Detection Nir Shlezinger Rong Fu Yonina C. Eldar 45 102 0 08 Feb 2020
Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing V. Monga Yuelong Li Yonina C. Eldar 46 1,000 0 22 Dec 2019
Model-Aware Deep Architectures for One-Bit Compressive Variational Autoencoding Shahin Khobahi M. Soltanalian 14 13 0 27 Nov 2019
Deep learning in ultrasound imaging Ruud J. G. van Sloun Regev Cohen Yonina C. Eldar 20 228 0 05 Jul 2019
A Review on Deep Learning in Medical Image Reconstruction Hai-Miao Zhang Bin Dong MedIm 35 122 0 23 Jun 2019
ViterbiNet: A Deep Learning Based Viterbi Algorithm for Symbol Detection Nir Shlezinger Nariman Farsad Yonina C. Eldar Andrea J. Goldsmith 23 141 0 26 May 2019
Deep Algorithm Unrolling for Blind Image Deblurring Yuelong Li M. Tofighi Junyi Geng V. Monga Yonina C. Eldar 31 5 0 09 Feb 2019