A Deep Cascade of Convolutional Neural Networks for MR Image Reconstruction

1 March 2017

Papers citing "A Deep Cascade of Convolutional Neural Networks for MR Image Reconstruction"

50 / 57 papers shown

Title
MambaRecon: MRI Reconstruction with Structured State Space Models Yilmaz Korkmaz V. Patel Mamba 48 2 0 19 Sep 2024
MOST: MR reconstruction Optimization for multiple downStream Tasks via continual learning Hwihun Jeong S. Chun Jongho Lee 38 2 0 16 Sep 2024
A Brief Overview of Optimization-Based Algorithms for MRI Reconstruction Using Deep Learning Wanyu Bian 42 5 0 03 Jun 2024
DuDoUniNeXt: Dual-domain unified hybrid model for single and multi-contrast undersampled MRI reconstruction Ziqi Gao Yue Zhang Xinwen Liu Kaiyan Li S. Kevin Zhou 52 1 0 08 Mar 2024
K-band: Self-supervised MRI Reconstruction via Stochastic Gradient Descent over K-space Subsets Frédéric Wang Han Qi A. D. Goyeneche Reinhard Heckel Michael Lustig Efrat Shimron 38 5 0 05 Aug 2023
CDiffMR: Can We Replace the Gaussian Noise with K-Space Undersampling for Fast MRI? Jiahao Huang Angelica Aviles-Rivero Carola-Bibiane Schönlieb Guang Yang DiffM MedIm 28 13 0 25 Jun 2023
CAMP-Net: Consistency-Aware Multi-Prior Network for Accelerated MRI Reconstruction Liping Zhang Xiaobo Li Weitian Chen 39 5 0 20 Jun 2023
CL-MRI: Self-Supervised Contrastive Learning to Improve the Accuracy of Undersampled MRI Reconstruction Mevan Ekanayake Zhehuai Chen Mehrtash Harandi Gary Egan Zhaolin Chen 38 3 0 01 Jun 2023
Uncertainty-Aware Null Space Networks for Data-Consistent Image Reconstruction Christoph Angermann Simon Göppel Markus Haltmeier 30 2 0 14 Apr 2023
Deep Learning-based Diffusion Tensor Cardiac Magnetic Resonance Reconstruction: A Comparison Study Jiahao Huang Pedro F. Ferreira Lichao Wang Yinzhe Wu Angelica I. Aviles-Rivero ... R. Rajakulasingam Ranil De Silva D. Pennell S. Nielles-Vallespin Guang Yang DiffM 23 8 0 31 Mar 2023
AliasNet: Alias Artefact Suppression Network for Accelerated Phase-Encode MRI M. B. Lorenzana Shekhar S. Chandra Feng Liu 28 1 0 17 Feb 2023
Spatiotemporal implicit neural representation for unsupervised dynamic MRI reconstruction Jie Feng Rui-jun Feng Qing Wu Zhiyong Zhang Yuyao Zhang Hongjiang Wei 30 22 0 31 Dec 2022
Neural Implicit k-Space for Binning-free Non-Cartesian Cardiac MR Imaging Wenqi Huang Hongwei Bran Li Jia Pan G. Cruz Daniel Rueckert Kerstin Hammernik 23 29 0 16 Dec 2022
Artificial Intelligence-Based Image Reconstruction in Cardiac Magnetic Resonance C. Qin Daniel Rueckert 32 3 0 21 Sep 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 47 17 0 15 Aug 2022
Multi-branch Cascaded Swin Transformers with Attention to k-space Sampling Pattern for Accelerated MRI Reconstruction Mevan Ekanayake Kamlesh Pawar Mehrtash Harandi Gary Egan Zhaolin Chen ViT MedIm 32 7 0 18 Jul 2022
Adaptive Diffusion Priors for Accelerated MRI Reconstruction Alper Gungor S. Dar cSaban Ozturk Yilmaz Korkmaz Gokberk Elmas Muzaffer Özbey Tolga cCukur DiffM MedIm 38 184 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 18 9 0 05 Jul 2022
K-space and Image Domain Collaborative Energy based Model for Parallel MRI Reconstruction Zongjiang Tu Chenbo Jiang Yu Guan Shanshan Wang Jijun Liu Qiegen Liu Dong Liang MedIm 32 16 0 21 Mar 2022
Federated Learning of Generative Image Priors for MRI Reconstruction Gokberk Elmas S. Dar Yilmaz Korkmaz Emir Ceyani Burak Susam Muzaffer Özbey Salman Avestimehr Tolga cCukur FedML MedIm AI4CE 26 89 0 08 Feb 2022
Universal Generative Modeling for Calibration-free Parallel Mr Imaging Wanqing Zhu Bing Guan Shanshan Wang Minghui Zhang Qiegen Liu MedIm 28 4 0 25 Jan 2022
MAC-ReconNet: A Multiple Acquisition Context based Convolutional Neural Network for MR Image Reconstruction using Dynamic Weight Prediction Sriprabha Ramanarayanan Balamurali Murugesan Keerthi Ram M. Sivaprakasam 37 8 0 09 Nov 2021
MRI Reconstruction Using Deep Energy-Based Model Yu Guan Zongjiang Tu Shanshan Wang Qiegen Liu Yuhao Wang Dong Liang DiffM MedIm 31 13 0 07 Sep 2021
Robust partial Fourier reconstruction for diffusion-weighted imaging using a recurrent convolutional neural network Fasil Gadjimuradov Thomas Benkert M. Nickel Andreas Maier OOD 25 11 0 19 May 2021
Unsupervised MRI Reconstruction via Zero-Shot Learned Adversarial Transformers Yilmaz Korkmaz S. Dar Mahmut Yurt Muzaffer Özbey Tolga Çukur ViT MedIm 29 191 0 15 May 2021
A Few-Shot Learning Approach for Accelerated MRI via Fusion of Data-Driven and Subject-Driven Priors S. Dar Mahmut Yurt Tolga Çukur 25 4 0 13 Mar 2021
Density Compensated Unrolled Networks for Non-Cartesian MRI Reconstruction Zaccharie Ramzi Jean-Luc Starck P. Ciuciu 42 18 0 05 Jan 2021
Denoising Score-Matching for Uncertainty Quantification in Inverse Problems Zaccharie Ramzi B. Remy F. Lanusse Jean-Luc Starck P. Ciuciu UQCV MedIm 36 14 0 16 Nov 2020
Experimental design for MRI by greedy policy search Tim Bakker H. V. Hoof Max Welling 27 56 0 30 Oct 2020
Enhanced MRI Reconstruction Network using Neural Architecture Search Qiaoying Huang Dong Yang Yikun Xian Pengxiang Wu Jingru Yi Hui Qu Dimitris N. Metaxas 26 9 0 19 Aug 2020
Homotopic Gradients of Generative Density Priors for MR Image Reconstruction Cong Quan Jinjie Zhou Yuanzheng Zhu Yang Chen Shanshan Wang Dong Liang Qiegen Liu DiffM MedIm 27 26 0 14 Aug 2020
Neural Network-based Reconstruction in Compressed Sensing MRI Without Fully-sampled Training Data Alan Q. Wang Adrian Dalca M. Sabuncu 31 26 0 29 Jul 2020
Regularization of Inverse Problems by Neural Networks Markus Haltmeier Linh V. Nguyen 33 18 0 06 Jun 2020
BlackBox: Generalizable Reconstruction of Extremal Values from Incomplete Spatio-Temporal Data T. Ivek Domagoj Vlah 48 4 0 30 Apr 2020
An Adaptive Intelligence Algorithm for Undersampled Knee MRI Reconstruction Nicola Pezzotti Sahar Yousefi M. Elmahdy J. V. Gemert C. Schulke ... Sergey Kastryulin B. Lelieveldt M. Osch E. Weerdt Marius Staring 27 97 0 15 Apr 2020
Improving Robustness of Deep-Learning-Based Image Reconstruction Ankit Raj Y. Bresler Bo-wen Li OOD AAML 29 50 0 26 Feb 2020
Deep Learning for Biomedical Image Reconstruction: A Survey Hanene Ben Yedder Ben Cardoen Ghassan Hamarneh MedIm 3DV 24 93 0 26 Feb 2020
DC-WCNN: A deep cascade of wavelet based convolutional neural networks for MR Image Reconstruction Sriprabha Ramanarayanan Balamurali Murugesan Keerthi Ram M. Sivaprakasam 27 42 0 08 Jan 2020
GrappaNet: Combining Parallel Imaging with Deep Learning for Multi-Coil MRI Reconstruction Anuroop Sriram Jure Zbontar Tullie Murrell C. L. Zitnick Aaron Defazio D. Sodickson 27 105 0 27 Oct 2019
Denoising Auto-encoding Priors in Undecimated Wavelet Domain for MR Image Reconstruction Siyuan Wang Junjie Lv Yuanyuan Hu Dong Liang Minghui Zhang Qiegen Liu MedIm 25 15 0 03 Sep 2019
Towards multi-sequence MR image recovery from undersampled k-space data Cheng-Fang Peng Wei-An Lin Rama Chellappa S. Kevin Zhou 24 8 0 15 Aug 2019
Multi-Scale Learned Iterative Reconstruction A. Hauptmann J. Adler Simon Arridge Ozan Oktem 36 37 0 01 Aug 2019
Deep-learning inversion: a next generation seismic velocity-model building method Fangshu Yang Jianwei Ma 39 389 0 17 Feb 2019
Scalable Learning-Based Sampling Optimization for Compressive Dynamic MRI Thomas Sanchez Baran Gözcü R. Heeswijk Armin Eftekhari E. Ilıcak Tolga Çukur V. Cevher 19 29 0 01 Feb 2019
Stochastic Deep Compressive Sensing for the Reconstruction of Diffusion Tensor Cardiac MRI Jo Schlemper Guang Yang Pedro F. Ferreira Andrew D. Scott L. McGill ... M. Roehl J. Keegan D. Pennell D. Firmin Daniel Rueckert MedIm DiffM 29 54 0 30 May 2018
Synergistic Reconstruction and Synthesis via Generative Adversarial Networks for Accelerated Multi-Contrast MRI S. Dar Mahmut Yurt M. Shahdloo M. E. Ildiz Tolga Çukur MedIm 17 25 0 27 May 2018
A Deep Information Sharing Network for Multi-contrast Compressed Sensing MRI Reconstruction Liyan Sun Zhiwen Fan Yue Huang Xinghao Ding John Paisley 26 106 0 10 Apr 2018
A Segmentation-aware Deep Fusion Network for Compressed Sensing MRI Zhiwen Fan Liyan Sun Xinghao Ding Yue Huang C. Cai John Paisley MedIm 30 27 0 04 Apr 2018
A Deep Error Correction Network for Compressed Sensing MRI Liyan Sun Zhiwen Fan Yue Huang Xinghao Ding John Paisley MedIm 39 12 0 23 Mar 2018
Real-time Cardiovascular MR with Spatio-temporal Artifact Suppression using Deep Learning - Proof of Concept in Congenital Heart Disease A. Hauptmann Simon Arridge F. Lucka V. Muthurangu J. Steeden 25 180 0 14 Mar 2018