Communities
Connect sessions
AI calendar
Organizations
Join Slack
Contact Sales
Search
Open menu
Home
Papers
1811.08252
Cited By
Deep Unfolded Robust PCA with Application to Clutter Suppression in Ultrasound
bioRxiv (bioRxiv), 2018
20 November 2018
Oren Solomon
Regev Cohen
Yi Zhang
Yi Yang
Qiong He
Jianwen Luo
Ruud J. G. van Sloun
Yonina C. Eldar
Re-assign community
ArXiv (abs)
PDF
HTML
Papers citing
"Deep Unfolded Robust PCA with Application to Clutter Suppression in Ultrasound"
50 / 54 papers shown
Unsupervised Unfolded rPCA (U2-rPCA): Deep Interpretable Clutter Filtering for Ultrasound Microvascular Imaging
Huaying Li
Liansheng Wang
Yinran Chen
107
0
0
01 Oct 2025
Nuclear Diffusion Models for Low-Rank Background Suppression in Videos
Tristan S. W. Stevens
Oisin Nolan
Jean-Luc Robert
Ruud J. G. van Sloun
DiffM
VGen
MedIm
72
0
0
25 Sep 2025
Robust Spatiotemporal Forecasting Using Adaptive Deep-Unfolded Variational Mode Decomposition
Osama Ahmad
Lukas Wesemann
Fabian Waschkowski
Zubair Khalid
AI4TS
112
0
0
31 Aug 2025
RPCANet++: Deep Interpretable Robust PCA for Sparse Object Segmentation
Fengyi Wu
Yimian Dai
Tianfang Zhang
Yixuan Ding
Jiyan Yang
Ming-Ming Cheng
Zhenming Peng
129
2
0
06 Aug 2025
DISTA-Net: Dynamic Closely-Spaced Infrared Small Target Unmixing
Shengdong Han
Shangdong Yang
Shu Zhang
Yuxuan Li
Xiang Li
Jiyan Yang
Ming-Ming Cheng
Yimian Dai
211
1
0
25 May 2025
Near Field Localization via AI-Aided Subspace Methods
Arad Gast
Luc Le Magoarou
Nir Shlezinger
430
1
0
01 Apr 2025
Learnable Scaled Gradient Descent for Guaranteed Robust Tensor PCA
Lanlan Feng
Ce Zhu
Yipeng Liu
Saiprasad Ravishankar
Longxiu Huang
333
3
0
20 Jan 2025
Optimal Bound for PCA with Outliers using Higher-Degree Voronoi Diagrams
Sajjad Hashemian
Mohammad Saeed Arvenaghi
Ebrahim Ardeshir-Larijani
211
1
0
13 Aug 2024
RPCANet: Deep Unfolding RPCA Based Infrared Small Target Detection
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Fengyi Wu
Tianfang Zhang
Lei Li
Yian Huang
Zhenming Peng
245
79
0
02 Nov 2023
Optimization Guarantees of Unfolded ISTA and ADMM Networks With Smooth Soft-Thresholding
IEEE Transactions on Signal Processing (IEEE TSP), 2023
Shaik Basheeruddin Shah
Pradyumna Pradhan
Wei Pu
Ramunaidu Randhi
Miguel R. D. Rodrigues
Yonina C. Eldar
284
13
0
12 Sep 2023
Deep Unrolling for Nonconvex Robust Principal Component Analysis
International Workshop on Machine Learning for Signal Processing (MLSP), 2023
E. C. Tan
C. Chaux
Emmanuel Soubies
Vincent Y. F. Tan
213
4
0
12 Jul 2023
SubspaceNet: Deep Learning-Aided Subspace Methods for DoA Estimation
IEEE Transactions on Vehicular Technology (IEEE Trans. Veh. Technol.), 2023
Dor H. Shmuel
Julian P Merkofer
Guy Revach
Ruud J. G. van Sloun
Stefano Rini
309
41
0
04 Jun 2023
Towards Constituting Mathematical Structures for Learning to Optimize
International Conference on Machine Learning (ICML), 2023
Jialin Liu
Xiaohan Chen
Zinan Lin
W. Yin
HanQin Cai
291
16
0
29 May 2023
Deep Graph Unfolding for Beamforming in MU-MIMO Interference Networks
IEEE Transactions on Wireless Communications (IEEE TWC), 2023
Arindam Chowdhury
Gunjan Verma
A. Swami
Santiago Segarra
198
21
0
02 Apr 2023
Deep Unfolded Tensor Robust PCA with Self-supervised Learning
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Harry Dong
Megna Shah
S. Donegan
Yuejie Chi
SSL
210
7
0
21 Dec 2022
Unrolling SVT to obtain computationally efficient SVT for n-qubit quantum state tomography
IEEE Transactions on Signal Processing (IEEE Trans. Signal Process.), 2022
S. Shanmugam
Sheetal Kalyani
102
8
0
17 Dec 2022
A Deep-Unfolded Spatiotemporal RPCA Network For L+S Decomposition
Shoaib Imran
Muhammad Ahmad Tahir
Zubair Khalid
M. Uppal
140
0
0
06 Nov 2022
Theoretical Perspectives on Deep Learning Methods in Inverse Problems
IEEE Journal on Selected Areas in Information Theory (JSAIT), 2022
Jonathan Scarlett
Reinhard Heckel
M. Rodrigues
Paul Hand
Yonina C. Eldar
AI4CE
324
45
0
29 Jun 2022
Model-Based Deep Learning: On the Intersection of Deep Learning and Optimization
IEEE Access (IEEE Access), 2022
Stefano Rini
Yonina C. Eldar
Stephen P. Boyd
252
152
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
344
1
0
21 Apr 2022
Robust PCA Unrolling Network for Super-resolution Vessel Extraction in X-ray Coronary Angiography
IEEE Transactions on Medical Imaging (IEEE TMI), 2022
Binjie Qin
Haohao Mao
Yiming Liu
Jun Zhao
Yisong Lv
Y. Zhu
Song Ding
Xu Chen
137
30
0
16 Apr 2022
Ultrasound Signal Processing: From Models to Deep Learning
Ultrasound in Medicine and Biology (Ultrasound Med Biol), 2022
Ben Luijten
Nishith Chennakeshava
Yonina C. Eldar
M. Mischi
Ruud J. G. van Sloun
MedIm
OOD
147
25
0
09 Apr 2022
A Note on Machine Learning Approach for Computational Imaging
Bin Dong
194
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
92
7
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
148
1
0
06 Dec 2021
Learned Robust PCA: A Scalable Deep Unfolding Approach for High-Dimensional Outlier Detection
Neural Information Processing Systems (NeurIPS), 2021
HanQin Cai
Jialin Liu
W. Yin
273
56
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
214
20
0
28 Sep 2021
DA-MUSIC: Data-Driven DoA Estimation via Deep Augmented MUSIC Algorithm
IEEE Transactions on Vehicular Technology (IEEE Trans. Veh. Technol.), 2021
Julian P Merkofer
Guy Revach
Stefano Rini
T. Routtenberg
Ruud J. G. van Sloun
282
71
0
22 Sep 2021
Deep Algorithm Unrolling for Biomedical Imaging
Yuelong Li
Or Bar-Shira
V. Monga
Yonina C. Eldar
SyDa
106
14
0
15 Aug 2021
Unsupervised Deep Learning by Injecting Low-Rank and Sparse Priors
T. Sakai
SSL
106
0
0
21 Jun 2021
Deep Unfolding of Iteratively Reweighted ADMM for Wireless RF Sensing
Italian National Conference on Sensors (INS), 2021
U. M. Thanthrige
P. Jung
Aydin Sezgin
153
7
0
07 Jun 2021
Stable and Interpretable Unrolled Dictionary Learning
Bahareh Tolooshams
Demba E. Ba
524
22
0
31 May 2021
Deep learned SVT: Unrolling singular value thresholding to obtain better MSE
S. Shanmugam
Sheetal Kalyani
116
0
0
14 May 2021
Learning to Optimize: A Primer and A Benchmark
Journal of machine learning research (JMLR), 2021
Tianlong Chen
Xiaohan Chen
Wuyang Chen
Howard Heaton
Jialin Liu
Zinan Lin
W. Yin
581
301
0
23 Mar 2021
Improving Generalizability in Limited-Angle CT Reconstruction with Sinogram Extrapolation
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2021
Ce Wang
Haimiao Zhang
Qian Li
Kun Shang
Y. Lyu
Bin Dong
S. Kevin Zhou
303
16
0
09 Mar 2021
Can stable and accurate neural networks be computed? -- On the barriers of deep learning and Smale's 18th problem
Proceedings of the National Academy of Sciences of the United States of America (PNAS), 2021
Matthew J. Colbrook
Vegard Antun
A. Hansen
412
149
0
20 Jan 2021
A Sparse Model-inspired Deep Thresholding Network for Exponential Signal Reconstruction -- Application in Fast Biological Spectroscopy
IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2020
Zehao Wang
D. Guo
Zhangren Tu
Yihui Huang
Yirong Zhou
...
Donghai Lin
Yongfu You
Tatiana Agback
V. Orekhov
X. Qu
605
39
0
29 Dec 2020
Model-Based Deep Learning
Proceedings of the IEEE (Proc. IEEE), 2020
Stefano Rini
Jay Whang
Yonina C. Eldar
A. Dimakis
438
420
0
15 Dec 2020
Deep-RLS: A Model-Inspired Deep Learning Approach to Nonlinear PCA
Zahra Esmaeilbeig
Shahin Khobahi
M. Soltanalian
182
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
369
89
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
225
6
0
14 Oct 2020
A Deep-Unfolded Reference-Based RPCA Network For Video Foreground-Background Separation
European Signal Processing Conference (EUSIPCO), 2020
Huynh Van Luong
Boris Joukovsky
Yonina C. Eldar
Nikos Deligiannis
127
16
0
02 Oct 2020
Regularization by Denoising via Fixed-Point Projection (RED-PRO)
SIAM Journal of Imaging Sciences (SIIMS), 2020
Regev Cohen
Michael Elad
P. Milanfar
246
127
0
01 Aug 2020
Deep Learning Methods for Solving Linear Inverse Problems: Research Directions and Paradigms
Signal Processing (Signal Process.), 2020
Yanna Bai
Wei Chen
Jie Chen
Weisi Guo
233
77
0
27 Jul 2020
MetaInv-Net: Meta Inversion Network for Sparse View CT Image Reconstruction
IEEE Transactions on Medical Imaging (TMI), 2020
Haimiao Zhang
Baodong Liu
Hengyong Yu
Bin Dong
308
70
0
30 May 2020
Denise: Deep Robust Principal Component Analysis for Positive Semidefinite Matrices
Calypso Herrera
Florian Krach
Anastasis Kratsios
P. Ruyssen
Josef Teichmann
316
3
0
28 Apr 2020
Data-Driven Symbol Detection via Model-Based Machine Learning
Symposium on Software Performance (SP), 2020
Nariman Farsad
Stefano Rini
Andrea J. Goldsmith
Yonina C. Eldar
142
51
0
14 Feb 2020
DeepSIC: Deep Soft Interference Cancellation for Multiuser MIMO Detection
IEEE Transactions on Wireless Communications (TWC), 2020
Stefano Rini
Rong Fu
Yonina C. Eldar
178
119
0
08 Feb 2020
Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing
IEEE Signal Processing Magazine (IEEE SPM), 2019
V. Monga
Yuelong Li
Yonina C. Eldar
430
1,229
0
22 Dec 2019
Model-Aware Deep Architectures for One-Bit Compressive Variational Autoencoding
Shahin Khobahi
M. Soltanalian
173
13
0
27 Nov 2019
1
2
Next
