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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"

50 / 78 papers shown

Title
Towards Prospective Medical Image Reconstruction via Knowledge-Informed Dynamic Optimal Transport Taoran Zheng Xing Li Yan Yang Xiang Gu Zongben Xu Jian Sun MedIm 82 0 0 23 May 2025
UGoDIT: Unsupervised Group Deep Image Prior Via Transferable Weights Shijun Liang Ismail Alkhouri Siddhant Gautam Qing Qu S. Ravishankar DiffM MedIm 70 0 0 16 May 2025
Conformal Bounds on Full-Reference Image Quality for Imaging Inverse Problems Jeffrey Wen Rizwan Ahmad Philip Schniter 91 0 0 14 May 2025
Hybrid Learning: A Novel Combination of Self-Supervised and Supervised Learning for MRI Reconstruction without High-Quality Training Reference Haoyang Pei Ding Xia Xiang Xu William Moore Yao Wang Hersh Chandarana Li Feng 84 0 0 09 May 2025
Efficient Noise Calculation in Deep Learning-based MRI Reconstructions Onat Dalmaz Arjun D Desai Reinhard Heckel Tolga Çukur Akshay Chaudhari B. Hargreaves 65 0 0 04 May 2025
UPCMR: A Universal Prompt-guided Model for Random Sampling Cardiac MRI Reconstruction Donghang Lyu Chinmay Rao Marius Staring M. Osch M. Doneva Hildo J. Lamb Nicola Pezzotti 77 1 0 18 Feb 2025
JotlasNet: Joint Tensor Low-Rank and Attention-based Sparse Unrolling Network for Accelerating Dynamic MRI Yinghao Zhang Haiyan Gui Ningdi Yang Yue Hu 130 0 0 17 Feb 2025
A Trust-Guided Approach to MR Image Reconstruction with Side Information Arda Atalık S. Chopra D. Sodickson 117 0 0 06 Jan 2025
Deep End-to-end Adaptive k-Space Sampling, Reconstruction, and Registration for Dynamic MRI George Yiasemis Jan-Jakob Sonke Jonas Teuwen 149 0 0 27 Nov 2024
LDPM: Towards undersampled MRI reconstruction with MR-VAE and Latent Diffusion Prior Xingjian Tang Jingwei Guan Linge Li Ran Shi Youmei Zhang Mengye Lyu Li Yan MedIm DiffM 171 0 0 05 Nov 2024
Configurable Multilingual ASR with Speech Summary Representations Harrison Zhu Ivan Fung Yingke Zhu Lahiru Samarakoon 80 5 0 06 Oct 2024
Robust Simultaneous Multislice MRI Reconstruction Using Deep Generative Priors Shoujin Huang Guanxiong Luo Yuwan Wang Kexin Yang Lingyan Zhang ... Hua Guo Min Wang Mengye Lyu Lingyan Zhang Mengye Lyu MedIm 103 1 0 31 Jul 2024
Segmentation-guided MRI reconstruction for meaningfully diverse reconstructions Jan Nikolas Morshuis Matthias Hein Christian F. Baumgartner 57 0 0 25 Jul 2024
A study of why we need to reassess full reference image quality assessment with medical images Anna Breger A. Biguri Malena Sabaté Landman Ian Selby Nicole Amberg ... Lipeng Ning Sören Dittmer Michael Roberts AIX-COVNET Collaboration Carola-Bibiane Schönlieb 69 6 0 29 May 2024
ATOMMIC: An Advanced Toolbox for Multitask Medical Imaging Consistency to facilitate Artificial Intelligence applications from acquisition to analysis in Magnetic Resonance Imaging D. Karkalousos Ivana Išgum Henk A. Marquering M. Caan 70 0 0 30 Apr 2024
End-to-end Adaptive Dynamic Subsampling and Reconstruction for Cardiac MRI George Yiasemis Jan-Jakob Sonke Jonas Teuwen 96 2 0 15 Mar 2024
Dual-Domain Multi-Contrast MRI Reconstruction with Synthesis-based Fusion Network Junwei Yang Pietro Lio MedIm 54 1 0 01 Dec 2023
$k$ - $t$ CLAIR: Self-Consistency Guided Multi-Prior Learning for Dynamic Parallel MR Image Reconstruction Liping Zhang Weitian Chen 60 3 0 17 Oct 2023
Deep Cardiac MRI Reconstruction with ADMM George Yiasemis N. Moriakov Jan-Jakob Sonke Jonas Teuwen 61 7 0 10 Oct 2023
Deep Unfolding Convolutional Dictionary Model for Multi-Contrast MRI Super-resolution and Reconstruction Pengcheng Lei Faming Fang Guixu Zhang Ming Xu MedIm SupR 61 14 0 03 Sep 2023
On Sensitivity and Robustness of Normalization Schemes to Input Distribution Shifts in Automatic MR Image Diagnosis Divyam Madaan D. Sodickson K. Cho S. Chopra OOD MedIm 73 1 0 23 Jun 2023
Attention Hybrid Variational Net for Accelerated MRI Reconstruction Guoyao Shen Boran Hao Mengyu Li Chad W. Farris I. Paschalidis Stephan W. Anderson Xinyu Zhang 62 4 0 21 Jun 2023
CAMP-Net: Consistency-Aware Multi-Prior Network for Accelerated MRI Reconstruction Liping Zhang Xiaobo Li Weitian Chen 67 5 0 20 Jun 2023
Cross-Modal Vertical Federated Learning for MRI Reconstruction Yu-bao Yan Hong Wang Yawen Huang Nanjun He Lei Zhu Yuexiang Li Yong Xu Yefeng Zheng OOD FedML 107 22 0 05 Jun 2023
CL-MRI: Self-Supervised Contrastive Learning to Improve the Accuracy of Undersampled MRI Reconstruction Mevan Ekanayake Zhiwen Chen Mehrtash Harandi Gary Egan Zhaolin Chen 81 3 0 01 Jun 2023
Block Coordinate Plug-and-Play Methods for Blind Inverse Problems Weijie Gan Shirin Shoushtari Yuyang Hu Jiaming Liu Hongyu An Ulugbek S. Kamilov 89 12 0 22 May 2023
Spatial and Modal Optimal Transport for Fast Cross-Modal MRI Reconstruction Qi Wang Zhijie Wen Jun Shi Qian Wang Dinggang Shen Shihui Ying MedIm 73 3 0 04 May 2023
Learning Task-Specific Strategies for Accelerated MRI Zihui Wu Tianwei Yin Yu Sun R. Frost A. Kouwe Adrian Dalca Katherine Bouman 60 4 0 25 Apr 2023
Dual-Domain Self-Supervised Learning for Accelerated Non-Cartesian MRI Reconstruction Bo Zhou Jo Schlemper Neel Dey Seyed Sadegh Mohseni Salehi Kevin Sheth Chi Liu James S. Duncan M. Sofka OOD 76 18 0 18 Feb 2023
Complex Network for Complex Problems: A comparative study of CNN and Complex-valued CNN S. Chatterjee Pavan Tummala Oliver Speck A. Nürnberger 64 10 0 09 Feb 2023
Learning-Rate-Free Learning by D-Adaptation Aaron Defazio Konstantin Mishchenko 108 85 0 18 Jan 2023
Deep unfolding as iterative regularization for imaging inverse problems Zhuoxu Cui Qingyong Zhu Jing Cheng Dong Liang 79 5 0 24 Nov 2022
Stable Deep MRI Reconstruction using Generative Priors Martin Zach Florian Knoll Thomas Pock OOD MedIm DiffM 149 17 0 25 Oct 2022
A Faithful Deep Sensitivity Estimation for Accelerated Magnetic Resonance Imaging Zehao Wang H. Fang Chen Qian Boxuan Shi L. Bao ... Jianjun Zhou Wenping Wei Jianzhong Lin D. Guo X. Qu 91 10 0 23 Oct 2022
Scaling Laws For Deep Learning Based Image Reconstruction Tobit Klug Reinhard Heckel 116 13 0 27 Sep 2022
Imaging with Equivariant Deep Learning Dongdong Chen Mike Davies Matthias Joachim Ehrhardt Carola-Bibiane Schönlieb Ferdia Sherry Julián Tachella 115 32 0 05 Sep 2022
MA-RECON: Mask-aware deep-neural-network for robust fast MRI k-space interpolation Nitzan Avidan Moti Freiman OOD 51 4 0 31 Aug 2022
One-shot Generative Prior in Hankel-k-space for Parallel Imaging Reconstruction Hong Peng Chenbo Jiang Jing Cheng Minghui Zhang Shanshan Wang Dong Liang Qiegen Liu DiffM MedIm 99 17 0 15 Aug 2022
High-Frequency Space Diffusion Models for Accelerated MRI Chentao Cao Zhuoxu Cui Yue Wang Shaonan Liu Taijin Chen Hairong Zheng Dong Liang Yanjie Zhu DiffM MedIm 114 53 0 10 Aug 2022
Adversarial Robustness of MR Image Reconstruction under Realistic Perturbations Jan Nikolas Morshuis S. Gatidis Matthias Hein Christian F. Baumgartner AAML OOD 84 13 0 05 Aug 2022
Adaptive Diffusion Priors for Accelerated MRI Reconstruction Alper Gungor S. Dar cSaban Ozturk Yilmaz Korkmaz Gokberk Elmas Muzaffer Özbey Tolga cCukur DiffM MedIm 85 195 0 12 Jul 2022
A deep cascade of ensemble of dual domain networks with gradient-based T1 assistance and perceptual refinement for fast MRI reconstruction Balamurali Murugesan Sriprabha Ramanarayanan S. Vijayarangan Keerthi Ram N. Jagannathan M. Sivaprakasam 59 10 0 05 Jul 2022
Near-Exact Recovery for Tomographic Inverse Problems via Deep Learning Martin Genzel Ingo Gühring Jan Macdonald M. März 64 27 0 14 Jun 2022
A theoretical framework for self-supervised MR image reconstruction using sub-sampling via variable density Noisier2Noise Charles Millard M. Chiew 150 37 0 20 May 2022
A Learnable Variational Model for Joint Multimodal MRI Reconstruction and Synthesis Wanyu Bian Qingchao Zhang X. Ye Yunmei Chen DRL 77 22 0 08 Apr 2022
On learning adaptive acquisition policies for undersampled multi-coil MRI reconstruction Timothy C. Bakker Matthew Muckley Adriana Romero Soriano M. Drozdzal Luis Villaseñor-Pineda 76 18 0 30 Mar 2022
Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging Kerstin Hammernik Thomas Kustner Burhaneddin Yaman Zhengnan Huang Daniel Rueckert Florian Knoll Mehmet Akçakaya PINN MedIm AI4CE 94 75 0 23 Mar 2022
HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstruction Zalan Fabian Berk Tinaz Mahdi Soltanolkotabi 73 53 0 15 Mar 2022
SKM-TEA: A Dataset for Accelerated MRI Reconstruction with Dense Image Labels for Quantitative Clinical Evaluation Arjun D Desai Andrew M Schmidt E. Rubin Christopher M. Sandino Marianne S. Black ... R. Boutin Christopher Ré G. Gold B. Hargreaves Akshay S. Chaudhari 88 65 0 14 Mar 2022
Dual-Domain Reconstruction Networks with V-Net and K-Net for fast MRI Xiaohan Liu Yanwei Pang Ruiqi Jin Yu Liu Zhenchang Wang 47 31 0 11 Mar 2022