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End-to-End Variational Networks for Accelerated MRI Reconstruction

14 April 2020

Papers citing "End-to-End Variational Networks for Accelerated MRI Reconstruction"

28 / 78 papers shown

Title
Undersampled MRI Reconstruction with Side Information-Guided Normalisation Xinwen Liu Jing Wang Cheng-Fang Peng Shekhar S. Chandra Feng Liu S. Kevin Zhou OOD 65 6 0 07 Mar 2022
Image-to-Image MLP-mixer for Image Reconstruction Youssef Mansour Kang Lin Reinhard Heckel SupR 80 15 0 04 Feb 2022
Differentiable Gaussianization Layers for Inverse Problems Regularized by Deep Generative Models Dongzhuo Li MedIm 91 2 0 07 Dec 2021
Assessment of Data Consistency through Cascades of Independently Recurrent Inference Machines for fast and robust accelerated MRI reconstruction D. Karkalousos S. Noteboom H. Hulst F. Vos M. Caan OOD AI4CE 67 11 0 30 Nov 2021
Recurrent Variational Network: A Deep Learning Inverse Problem Solver applied to the task of Accelerated MRI Reconstruction George Yiasemis Jan-Jakob Sonke C. Sánchez Jonas Teuwen 141 61 0 18 Nov 2021
Deep Bayesian inference for seismic imaging with tasks Ali Siahkoohi G. Rizzuti Felix J. Herrmann BDL UQCV 97 21 0 10 Oct 2021
Score-based diffusion models for accelerated MRI Hyungjin Chung Jong Chul Ye DiffM MedIm 148 428 0 08 Oct 2021
End-to-End AI-based MRI Reconstruction and Lesion Detection Pipeline for Evaluation of Deep Learning Image Reconstruction Ruiyang Zhao Yuxin Zhang Burhaneddin Yaman M. Lungren M. Hansen MedIm 55 10 0 23 Sep 2021
A review and experimental evaluation of deep learning methods for MRI reconstruction Arghya Pal Yogesh Rathi 3DV 111 47 0 17 Sep 2021
Robust Compressed Sensing MRI with Deep Generative Priors A. Jalal Marius Arvinte Giannis Daras Eric Price A. Dimakis Jonathan I. Tamir MedIm 104 339 0 03 Aug 2021
Data augmentation for deep learning based accelerated MRI reconstruction with limited data Zalan Fabian Reinhard Heckel Mahdi Soltanolkotabi OOD MedIm 64 51 0 28 Jun 2021
Over-and-Under Complete Convolutional RNN for MRI Reconstruction Pengfei Guo Jeya Maria Jose Valanarasu Puyang Wang Jinyuan Zhou Shanshan Jiang Vishal M. Patel MedIm 65 46 0 16 Jun 2021
SOUP-GAN: Super-Resolution MRI Using Generative Adversarial Networks Kuan Zhang Haoji Hu Kenneth A. Philbrick G. Conte Joseph D. Sobek Pouria Rouzrokh Bradley J. Erickson GAN MedIm 54 80 0 04 Jun 2021
Unsupervised MRI Reconstruction via Zero-Shot Learned Adversarial Transformers Yilmaz Korkmaz S. Dar Mahmut Yurt Muzaffer Özbey Tolga Çukur ViT MedIm 108 194 0 15 May 2021
End-to-End Sequential Sampling and Reconstruction for MRI Tianwei Yin Zihui Wu He Sun Adrian Dalca Yisong Yue Katherine Bouman 87 20 0 13 May 2021
Deep J-Sense: Accelerated MRI Reconstruction via Unrolled Alternating Optimization Marius Arvinte S. Vishwanath Ahmed H. Tewfik Jonathan I. Tamir 92 38 0 02 Mar 2021
Bayesian Uncertainty Estimation of Learned Variational MRI Reconstruction Dominik Narnhofer Alexander Effland Erich Kobler Kerstin Hammernik Florian Knoll Thomas Pock UQCV BDL 77 51 0 12 Feb 2021
Adaptivity without Compromise: A Momentumized, Adaptive, Dual Averaged Gradient Method for Stochastic Optimization Aaron Defazio Samy Jelassi ODL 69 70 0 26 Jan 2021
Results of the 2020 fastMRI Challenge for Machine Learning MR Image Reconstruction Matthew Muckley Bruno Riemenschneider A. Radmanesh Sunwoo Kim Geunu Jeong ... Anuroop Sriram Zhengnan Huang N. Yakubova Yvonne W. Lui Florian Knoll OOD 71 45 0 09 Dec 2020
Experimental design for MRI by greedy policy search Tim Bakker H. V. Hoof Max Welling 61 59 0 30 Oct 2020
Dual Averaging is Surprisingly Effective for Deep Learning Optimization Samy Jelassi Aaron Defazio 56 5 0 20 Oct 2020
XPDNet for MRI Reconstruction: an application to the 2020 fastMRI challenge Zaccharie Ramzi P. Ciuciu Jean-Luc Starck 83 23 0 15 Oct 2020
Unpaired Deep Learning for Accelerated MRI using Optimal Transport Driven CycleGAN Gyutaek Oh Byeongsu Sim Hyungjin Chung Leonard Sunwoo J. C. Ye OOD MedIm 78 71 0 29 Aug 2020
Two-Stage Deep Learning for Accelerated 3D Time-of-Flight MRA without Matched Training Data Hyungjin Chung Eunju Cha Leonard Sunwoo J. C. Ye MedIm 89 26 0 04 Aug 2020
Accelerated MRI with Un-trained Neural Networks Mohammad Zalbagi Darestani Reinhard Heckel 52 4 0 06 Jul 2020
MRI Image Reconstruction via Learning Optimization Using Neural ODEs Eric Z. Chen Terrence Chen Shanhui Sun 125 23 0 24 Jun 2020
Adaptive convolutional neural networks for k-space data interpolation in fast magnetic resonance imaging Tianming Du Honggang Zhang Yuemeng Li H. K. Song Yong-Xian Fan 51 2 0 02 Jun 2020
MRI Banding Removal via Adversarial Training Aaron Defazio Tullie Murrell M. Recht MedIm 65 16 0 23 Jan 2020