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Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing

22 December 2019

Papers citing "Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing"

50 / 340 papers shown

Title
Denoising Generalized Expectation-Consistent Approximation for MR Image Recovery S. K. Shastri Rizwan Ahmad Christopher A. Metzler Philip Schniter 76 7 0 09 Jun 2022
Online Deep Equilibrium Learning for Regularization by Denoising Jiaming Liu Xiaojian Xu Weijie Gan Shirin Shoushtari Ulugbek S. Kamilov 112 27 0 25 May 2022
$D$^\text{2}$UF: Deep Coded Aperture Design and Unrolling Algorithm for Compressive Spectral Image Fusion$ D $^\text{2}$ UF: Deep Coded Aperture Design and Unrolling Algorithm for Compressive Spectral Image Fusion Roman Jacome Jorge Bacca Henry Arguello 58 2 0 24 May 2022
DOGE-Train: Discrete Optimization on GPU with End-to-end Training Ahmed Abbas Paul Swoboda 87 6 0 23 May 2022
RCP: Recurrent Closest Point for Scene Flow Estimation on 3D Point Clouds Xiaodong Gu Chengzhou Tang Weihao Yuan Zuozhuo Dai Siyu Zhu Ping Tan 3DPC 68 10 0 23 May 2022
Learning Graph Structure from Convolutional Mixtures Max Wasserman Saurabh Sihag Gonzalo Mateos Alejandro Ribeiro GNN CML BDL 71 6 0 19 May 2022
DECONET: an Unfolding Network for Analysis-based Compressed Sensing with Generalization Error Bounds Vicky Kouni Yannis Panagakis 45 2 0 14 May 2022
Model-Based Deep Learning: On the Intersection of Deep Learning and Optimization Nir Shlezinger Yonina C. Eldar Stephen P. Boyd 89 131 0 05 May 2022
RU-Net: Regularized Unrolling Network for Scene Graph Generation Xin Lin Changxing Ding Jing Zhang Yibing Zhan Dacheng Tao 79 34 0 03 May 2022
Explainable AI via Learning to Optimize Howard Heaton Samy Wu Fung 77 16 0 29 Apr 2022
Acquiring a Dynamic Light Field through a Single-Shot Coded Image Ryoya Mizuno Keita Takahashi Michitaka Yoshida Chihiro Tsutake T. Fujii Hajime Nagahara 39 6 0 26 Apr 2022
Working memory inspired hierarchical video decomposition with transformative representations Binjie Qin Haohao Mao Ruipeng Zhang Y. Zhu Song Ding Xu Chen 76 1 0 21 Apr 2022
Accelerated MRI With Deep Linear Convolutional Transform Learning Hongyi Gu Burhaneddin Yaman S. Moeller Il Yong Chun Mehmet Akçakaya MedIm 38 0 0 17 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 51 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 44 17 0 09 Apr 2022
A Learnable Variational Model for Joint Multimodal MRI Reconstruction and Synthesis Wanyu Bian Qingchao Zhang X. Ye Yunmei Chen DRL 63 22 0 08 Apr 2022
Learning the Proximity Operator in Unfolded ADMM for Phase Retrieval Pierre-Hugo Vial P. Magron Thomas Oberlin Cédric Févotte 19 3 0 04 Apr 2022
Connections between Deep Equilibrium and Sparse Representation Models with Application to Hyperspectral Image Denoising A. Gkillas D. Ampeliotis K. Berberidis 50 15 0 29 Mar 2022
Sensing Theorems for Unsupervised Learning in Linear Inverse Problems Julián Tachella Dongdong Chen Mike Davies SSL 68 27 0 23 Mar 2022
Graph Neural Networks for Wireless Communications: From Theory to Practice Yifei Shen Jun Zhang Shenghui Song Khaled B. Letaief GNN AI4CE 110 118 0 21 Mar 2022
Bayesian Inversion for Nonlinear Imaging Models using Deep Generative Priors Pakshal Bohra Thanh-an Michel Pham Jonathan Dong M. Unser MedIm 92 11 0 18 Mar 2022
A Trainable Approach to Zero-delay Smoothing Spline Interpolation Emilio Ruiz-Moreno Luis Miguel Lopez Ramos B. Beferull-Lozano 41 4 0 07 Mar 2022
NESTANets: Stable, accurate and efficient neural networks for analysis-sparse inverse problems Maksym Neyra-Nesterenko Ben Adcock 75 9 0 02 Mar 2022
Limitations of Deep Learning for Inverse Problems on Digital Hardware Holger Boche Adalbert Fono Gitta Kutyniok 97 25 0 28 Feb 2022
A Note on Machine Learning Approach for Computational Imaging Bin Dong 54 0 0 24 Feb 2022
Computing Multiple Image Reconstructions with a Single Hypernetwork Alan Q. Wang Adrian Dalca M. Sabuncu 76 9 0 22 Feb 2022
Gradient-Based Learning of Discrete Structured Measurement Operators for Signal Recovery Jonathan Sauder Martin Genzel P. Jung 53 1 0 07 Feb 2022
Bregman Plug-and-Play Priors Abdullah H. Al-Shabili Xiaojian Xu I. Selesnick Ulugbek S. Kamilov 52 5 0 04 Feb 2022
Graph-based Neural Acceleration for Nonnegative Matrix Factorization Jens Sjölund Maria Bånkestad GNN 101 9 0 01 Feb 2022
Tutorial on amortized optimization Brandon Amos OffRL 166 48 0 01 Feb 2022
Unsupervised Learning From Incomplete Measurements for Inverse Problems Julián Tachella Dongdong Chen Mike Davies SSL 109 22 0 28 Jan 2022
Graph-based Algorithm Unfolding for Energy-aware Power Allocation in Wireless Networks Boning Li Gunjan Verma Santiago Segarra 63 18 0 27 Jan 2022
A Bayesian Based Deep Unrolling Algorithm for Single-Photon Lidar Systems JaKeoung Koo Abderrahim Halimi S. Mclaughlin BDL 3DV 70 18 0 26 Jan 2022
Transformers in Medical Imaging: A Survey Fahad Shamshad Salman Khan Syed Waqas Zamir Muhammad Haris Khan Munawar Hayat Fahad Shahbaz Khan Huazhu Fu ViT LM&MA MedIm 195 703 0 24 Jan 2022
Unsupervised Music Source Separation Using Differentiable Parametric Source Models Kilian Schulze-Forster G. Richard Liam Kelley Clement S. J. Doire Roland Badeau 80 19 0 24 Jan 2022
Sparse-view Cone Beam CT Reconstruction using Data-consistent Supervised and Adversarial Learning from Scarce Training Data Anish Lahiri M. Klasky Jeffrey A. Fessler S. Ravishankar 54 26 0 23 Jan 2022
Mixed X-Ray Image Separation for Artworks with Concealed Designs Wei Pu Jun-Jie Huang B. Sober Nathan Daly C. Higgitt Ingrid Daubechies Pier Luigi Dragotti Miguel Rodigues 15 8 0 23 Jan 2022
EM-driven unsupervised learning for efficient motion segmentation E. Meunier A. Badoual P. Bouthemy 102 40 0 06 Jan 2022
Ultrasound Speckle Suppression and Denoising using MRI-derived Normalizing Flow Priors Vincent van de Schaft Ruud J. G. van Sloun OOD MedIm 39 7 0 24 Dec 2021
Unrolling PALM for sparse semi-blind source separation Mohammad Fahes Christophe Kervazo J. Bobin F. Tupin 68 6 0 10 Dec 2021
Reverse image filtering using total derivative approximation and accelerated gradient descent Fernando J. Galetto G. Deng 38 6 0 08 Dec 2021
CDLNet: Noise-Adaptive Convolutional Dictionary Learning Network for Blind Denoising and Demosaicing Nikola Janjušević Amirhossein Khalilian-Gourtani Yao Wang 13 14 0 02 Dec 2021
Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications Khaled B. Letaief Yuanming Shi Jianmin Lu Jianhua Lu 99 432 0 24 Nov 2021
An Educated Warm Start For Deep Image Prior-Based Micro CT Reconstruction Riccardo Barbano Johannes Leuschner Maximilian Schmidt Alexander Denker A. Hauptmann Peter Maass Bangti Jin 91 21 0 23 Nov 2021
Hyperparameter Tuning is All You Need for LISTA Xiaohan Chen Jialin Liu Zhangyang Wang W. Yin ODL 74 25 0 29 Oct 2021
Iterative Teaching by Label Synthesis Weiyang Liu Zhen Liu Hanchen Wang Liam Paull Bernhard Schölkopf Adrian Weller 139 16 0 27 Oct 2021
Light-Field Microscopy for optical imaging of neuronal activity: when model-based methods meet data-driven approaches P. Song Herman Verinaz-Jadan Carmel L. Howe Amanda J. Foust Pier Luigi Dragotti AI4CE 36 8 0 24 Oct 2021
WARPd: A linearly convergent first-order method for inverse problems with approximate sharpness conditions Matthew J. Colbrook 56 2 0 24 Oct 2021
Conditional Variational Autoencoder for Learned Image Reconstruction Chen Zhang Riccardo Barbano Bangti Jin DRL 34 19 0 22 Oct 2021
Robust lEarned Shrinkage-Thresholding (REST): Robust unrolling for sparse recover Wei Pu Chao Zhou Yonina C. Eldar M. Rodrigues OOD 57 1 0 20 Oct 2021