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v1v2v3v4 (latest)

GrappaNet: Combining Parallel Imaging with Deep Learning for Multi-Coil MRI Reconstruction

Computer Vision and Pattern Recognition (CVPR), 2019

27 October 2019

Papers citing "GrappaNet: Combining Parallel Imaging with Deep Learning for Multi-Coil MRI Reconstruction"

43 / 43 papers shown

Title
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 212 1 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 229 0 0 04 May 2025
Continuous K-space Recovery Network with Image Guidance for Fast MRI Reconstruction Yucong Meng Zhiwei Yang Minghong Duan Yonghong Shi Zhijian Song 312 1 0 18 Nov 2024
NPB-REC: A Non-parametric Bayesian Deep-learning Approach for Undersampled MRI Reconstruction with Uncertainty Estimation Samah Khawaled Moti Freiman UQCV 130 5 0 06 Apr 2024
Investigating the use of publicly available natural videos to learn Dynamic MR image reconstruction O. Jaubert Michele Pascale Javier Montalt-Tordera Julius Akesson Ruta Virsinskaite Dan Knight Simon Arridge J. Steeden V. Muthurangu 177 1 0 23 Nov 2023
$k$ - $t$ CLAIR: Self-Consistency Guided Multi-Prior Learning for Dynamic Parallel MR Image Reconstruction Liping Zhang Weitian Chen 164 3 0 17 Oct 2023
HyperCoil-Recon: A Hypernetwork-based Adaptive Coil Configuration Task Switching Network for MRI Reconstruction Sriprabha Ramanarayanan Mohammad Al Fahim R. G. S. Amrit Kumar Jethi Keerthi Ram M. Sivaprakasam 156 2 0 09 Aug 2023
Self-Supervised MRI Reconstruction with Unrolled Diffusion ModelsInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023 Yilmaz Korkmaz Tolga Çukur V. Patel MedIm DiffM 165 73 0 29 Jun 2023
CAMP-Net: Consistency-Aware Multi-Prior Network for Accelerated MRI ReconstructionIEEE journal of biomedical and health informatics (IEEE JBHI), 2023 Liping Zhang Xiaobo Li Weitian Chen 213 7 0 20 Jun 2023
Image Reconstruction for Accelerated MR Scan with Faster Fourier Convolutional Neural Networks Xiaohan Liu Yanwei Pang Xuebin Sun Yiming Liu Yonghong Hou Zhenchang Wang Xuelong Li MedIm 78 4 0 05 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 189 20 0 05 Jun 2023
On Retrospective k-space Subsampling schemes For Deep MRI ReconstructionMagnetic Resonance Imaging (MRI), 2023 George Yiasemis Clara I. Sánchez Jan-Jakob Sonke Jonas Teuwen 288 23 0 20 Jan 2023
JoJoNet: Joint-contrast and Joint-sampling-and-reconstruction Network for Multi-contrast MRI Lin Zhao Xiao Chen Eric Z. Chen Yikang Liu Dinggang Shen Terrence Chen Shanhui Sun 141 6 0 22 Oct 2022
One-shot Generative Prior in Hankel-k-space for Parallel Imaging ReconstructionIEEE Transactions on Medical Imaging (IEEE TMI), 2022 Hong Peng Chenbo Jiang Jing Cheng Minghui Zhang Shanshan Wang Dong Liang Qiegen Liu DiffM MedIm 199 22 0 15 Aug 2022
Seeking Common Ground While Reserving Differences: Multiple Anatomy Collaborative Framework for Undersampled MRI ReconstructionIEEE journal of biomedical and health informatics (IEEE JBHI), 2022 Jiangpeng Yan Chen-Ping Yu Hanbo Chen Zhe Xu Junzhou Huang Xiu Li Jianhua Yao 124 0 0 15 Jun 2022
Invertible Sharpening Network for MRI Reconstruction EnhancementInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022 Siyuan Dong Eric Z. Chen Lin Zhao Xiao Chen Yikang Liu Terrence Chen Shanhui Sun 148 5 0 06 Jun 2022
Data and Physics Driven Learning Models for Fast MRI -- Fundamentals and Methodologies from CNN, GAN to Attention and Transformers Jiahao Huang D. C. Marshall Yang Nan Huanjun Wu Yinzhe Wu ... Zidong Wang Pietro Lio Daniel Rueckert Yonina C. Eldar Guang Yang OOD MedIm 127 7 0 01 Apr 2022
Physics-Driven Deep Learning for Computational Magnetic Resonance ImagingIEEE Signal Processing Magazine (IEEE Signal Process. Mag.), 2022 Kerstin Hammernik Thomas Kustner Burhaneddin Yaman Zhengnan Huang Daniel Rueckert Florian Knoll Mehmet Akçakaya PINN MedIm AI4CE 296 114 0 23 Mar 2022
Dual-Domain Reconstruction Networks with V-Net and K-Net for fast MRIMagnetic Resonance in Medicine (MRM), 2022 Xiaohan Liu Yanwei Pang Ruiqi Jin Yu Liu Zhenchang Wang 124 39 0 11 Mar 2022
Towards performant and reliable undersampled MR reconstruction via diffusion model samplingInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022 Cheng-Fang Peng Pengfei Guo S. Kevin Zhou Vishal M. Patel Ramalingam Chellappa MedIm DiffM 152 113 0 08 Mar 2022
Undersampled MRI Reconstruction with Side Information-Guided NormalisationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022 Xinwen Liu Jing Wang Cheng-Fang Peng Shekhar S. Chandra Yifan Zhang S. Kevin Zhou OOD 158 6 0 07 Mar 2022
PARCEL: Physics-based Unsupervised Contrastive Representation Learning for Multi-coil MR ImagingIEEE/ACM Transactions on Computational Biology & Bioinformatics (TCBB), 2022 Shanshan Wang Shanshan Wang Cheng Li J. Zou Ziyao Zhang Qiegen Liu Yan Xi Bingsheng Huang SSL 140 22 0 03 Feb 2022
Specificity-Preserving Federated Learning for MR Image Reconstruction Chun-Mei Feng Yu-bao Yan Shanshan Wang Yong Xu Ling Shao Huazhu Fu OOD 308 94 0 09 Dec 2021
One-dimensional Deep Low-rank and Sparse Network for Accelerated MRI Zi Wang Chao Qian D. Guo Hongwei Sun Rushuai Li Bo Zhao X. Qu 187 57 0 09 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 242 12 0 30 Nov 2021
Deep multi-modal aggregation network for MR image reconstruction with auxiliary modality Chun-Mei Feng Huazhu Fu Tianfei Zhou Yong Xu Ling Shao David Zhang 197 9 0 15 Oct 2021
An Optimal Control Framework for Joint-channel Parallel MRI Reconstruction without Coil Sensitivities Wanyu Bian Yunmei Chen X. Ye 188 16 0 20 Sep 2021
A review and experimental evaluation of deep learning methods for MRI reconstruction Arghya Pal Yogesh Rathi 3DV 265 54 0 17 Sep 2021
Deep MRI Reconstruction with Radial Subsampling George Yiasemis Chaoping Zhang C. Sánchez Jan-Jakob Sonke Jonas Teuwen 250 9 0 17 Aug 2021
Robust Compressed Sensing MRI with Deep Generative Priors A. Jalal Marius Arvinte Giannis Daras Eric Price A. Dimakis Jonathan I. Tamir MedIm 278 405 0 03 Aug 2021
Real-Time Mapping of Tissue Properties for Magnetic Resonance FingerprintingInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2021 Yilin Liu Yong Chen P. Yap 118 5 0 16 Jul 2021
Multi-Modal Transformer for Accelerated MR ImagingIEEE Transactions on Medical Imaging (IEEE TMI), 2021 Chun-Mei Feng Yu-bao Yan Geng Chen Yong Xu Ling Shao Huazhu Fu MedIm ViT 169 135 0 27 Jun 2021
Transfer Learning Enhanced Generative Adversarial Networks for Multi-Channel MRI Reconstruction Jun Lv Guangyuan Li Xiangrong Tong Weibo Chen Jiahao Huang Chengyan Wang Guang Yang GAN DiffM MedIm 77 63 0 17 May 2021
Dual-Octave Convolution for Accelerated Parallel MR Image ReconstructionAAAI Conference on Artificial Intelligence (AAAI), 2021 Chun-Mei Feng Zhanyuan Yang Geng Chen Yong Xu Ling Shao 125 31 0 12 Apr 2021
MR-Contrast-Aware Image-to-Image Translations with Generative Adversarial NetworksInternational Journal of Computer Assisted Radiology and Surgery (IJCARS), 2021 Jonas Denck J. Guehring Andreas Maier E. Rothgang GAN MedIm 99 30 0 03 Apr 2021
Fine-grained MRI Reconstruction using Attentive Selection Generative Adversarial NetworksIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021 Qingbin Liu Mehrdad Yaghoobi GAN MedIm 125 7 0 13 Mar 2021
Universal Undersampled MRI ReconstructionInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2021 Xinwen Liu Jing Wang Feng Liu S.Kevin Zhou OOD 137 28 0 09 Mar 2021
Deep J-Sense: Accelerated MRI Reconstruction via Unrolled Alternating OptimizationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2021 Marius Arvinte S. Vishwanath Ahmed H. Tewfik Jonathan I. Tamir 181 40 0 02 Mar 2021
Multi-Coil MRI Reconstruction Challenge -- Assessing Brain MRI Reconstruction Models and their Generalizability to Varying Coil Configurations Youssef Beauferris Jonas Teuwen D. Karkalousos N. Moriakov M. Caan ... Mike Lasby N. Nogovitsyn W. Loos Richard Frayne Roberto Souza OOD 197 44 0 10 Nov 2020
Accelerated MRI with Un-trained Neural Networks Mohammad Zalbagi Darestani Reinhard Heckel 193 4 0 06 Jul 2020
End-to-End Variational Networks for Accelerated MRI ReconstructionInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2020 Anuroop Sriram Jure Zbontar Tullie Murrell Aaron Defazio C. L. Zitnick N. Yakubova Florian Knoll Patricia M. Johnson DRL 228 361 0 14 Apr 2020
$Σ$ -net: Systematic Evaluation of Iterative Deep Neural Networks for Fast Parallel MR Image Reconstruction Kerstin Hammernik Jo Schlemper C. Qin Yanfu Zhang Ronald M. Summers Daniel Rueckert 108 24 0 18 Dec 2019
Pyramid Convolutional RNN for MRI Image ReconstructionIEEE Transactions on Medical Imaging (TMI), 2019 Eric Z. Chen Puyang Wang Xiao Chen Terrence Chen Shanhui Sun 308 53 0 02 Dec 2019

v1v2v3v4 (latest)

GrappaNet: Combining Parallel Imaging with Deep Learning for Multi-Coil MRI Reconstruction

Computer Vision and Pattern Recognition (CVPR), 2019

27 October 2019

Papers citing "GrappaNet: Combining Parallel Imaging with Deep Learning for Multi-Coil MRI Reconstruction"

43 / 43 papers shown

Title
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 212 1 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 229 0 0 04 May 2025
Continuous K-space Recovery Network with Image Guidance for Fast MRI Reconstruction Yucong Meng Zhiwei Yang Minghong Duan Yonghong Shi Zhijian Song 312 1 0 18 Nov 2024
NPB-REC: A Non-parametric Bayesian Deep-learning Approach for Undersampled MRI Reconstruction with Uncertainty Estimation Samah Khawaled Moti Freiman UQCV 130 5 0 06 Apr 2024
Investigating the use of publicly available natural videos to learn Dynamic MR image reconstruction O. Jaubert Michele Pascale Javier Montalt-Tordera Julius Akesson Ruta Virsinskaite Dan Knight Simon Arridge J. Steeden V. Muthurangu 177 1 0 23 Nov 2023
$k$ - $t$ CLAIR: Self-Consistency Guided Multi-Prior Learning for Dynamic Parallel MR Image Reconstruction Liping Zhang Weitian Chen 164 3 0 17 Oct 2023
HyperCoil-Recon: A Hypernetwork-based Adaptive Coil Configuration Task Switching Network for MRI Reconstruction Sriprabha Ramanarayanan Mohammad Al Fahim R. G. S. Amrit Kumar Jethi Keerthi Ram M. Sivaprakasam 156 2 0 09 Aug 2023
Self-Supervised MRI Reconstruction with Unrolled Diffusion ModelsInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023 Yilmaz Korkmaz Tolga Çukur V. Patel MedIm DiffM 165 73 0 29 Jun 2023
CAMP-Net: Consistency-Aware Multi-Prior Network for Accelerated MRI ReconstructionIEEE journal of biomedical and health informatics (IEEE JBHI), 2023 Liping Zhang Xiaobo Li Weitian Chen 213 7 0 20 Jun 2023
Image Reconstruction for Accelerated MR Scan with Faster Fourier Convolutional Neural Networks Xiaohan Liu Yanwei Pang Xuebin Sun Yiming Liu Yonghong Hou Zhenchang Wang Xuelong Li MedIm 78 4 0 05 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 189 20 0 05 Jun 2023
On Retrospective k-space Subsampling schemes For Deep MRI ReconstructionMagnetic Resonance Imaging (MRI), 2023 George Yiasemis Clara I. Sánchez Jan-Jakob Sonke Jonas Teuwen 288 23 0 20 Jan 2023
JoJoNet: Joint-contrast and Joint-sampling-and-reconstruction Network for Multi-contrast MRI Lin Zhao Xiao Chen Eric Z. Chen Yikang Liu Dinggang Shen Terrence Chen Shanhui Sun 141 6 0 22 Oct 2022
One-shot Generative Prior in Hankel-k-space for Parallel Imaging ReconstructionIEEE Transactions on Medical Imaging (IEEE TMI), 2022 Hong Peng Chenbo Jiang Jing Cheng Minghui Zhang Shanshan Wang Dong Liang Qiegen Liu DiffM MedIm 199 22 0 15 Aug 2022
Seeking Common Ground While Reserving Differences: Multiple Anatomy Collaborative Framework for Undersampled MRI ReconstructionIEEE journal of biomedical and health informatics (IEEE JBHI), 2022 Jiangpeng Yan Chen-Ping Yu Hanbo Chen Zhe Xu Junzhou Huang Xiu Li Jianhua Yao 124 0 0 15 Jun 2022
Invertible Sharpening Network for MRI Reconstruction EnhancementInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022 Siyuan Dong Eric Z. Chen Lin Zhao Xiao Chen Yikang Liu Terrence Chen Shanhui Sun 148 5 0 06 Jun 2022
Data and Physics Driven Learning Models for Fast MRI -- Fundamentals and Methodologies from CNN, GAN to Attention and Transformers Jiahao Huang D. C. Marshall Yang Nan Huanjun Wu Yinzhe Wu ... Zidong Wang Pietro Lio Daniel Rueckert Yonina C. Eldar Guang Yang OOD MedIm 127 7 0 01 Apr 2022
Physics-Driven Deep Learning for Computational Magnetic Resonance ImagingIEEE Signal Processing Magazine (IEEE Signal Process. Mag.), 2022 Kerstin Hammernik Thomas Kustner Burhaneddin Yaman Zhengnan Huang Daniel Rueckert Florian Knoll Mehmet Akçakaya PINN MedIm AI4CE 296 114 0 23 Mar 2022
Dual-Domain Reconstruction Networks with V-Net and K-Net for fast MRIMagnetic Resonance in Medicine (MRM), 2022 Xiaohan Liu Yanwei Pang Ruiqi Jin Yu Liu Zhenchang Wang 124 39 0 11 Mar 2022
Towards performant and reliable undersampled MR reconstruction via diffusion model samplingInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022 Cheng-Fang Peng Pengfei Guo S. Kevin Zhou Vishal M. Patel Ramalingam Chellappa MedIm DiffM 152 113 0 08 Mar 2022
Undersampled MRI Reconstruction with Side Information-Guided NormalisationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022 Xinwen Liu Jing Wang Cheng-Fang Peng Shekhar S. Chandra Yifan Zhang S. Kevin Zhou OOD 158 6 0 07 Mar 2022
PARCEL: Physics-based Unsupervised Contrastive Representation Learning for Multi-coil MR ImagingIEEE/ACM Transactions on Computational Biology & Bioinformatics (TCBB), 2022 Shanshan Wang Shanshan Wang Cheng Li J. Zou Ziyao Zhang Qiegen Liu Yan Xi Bingsheng Huang SSL 140 22 0 03 Feb 2022
Specificity-Preserving Federated Learning for MR Image Reconstruction Chun-Mei Feng Yu-bao Yan Shanshan Wang Yong Xu Ling Shao Huazhu Fu OOD 308 94 0 09 Dec 2021
One-dimensional Deep Low-rank and Sparse Network for Accelerated MRI Zi Wang Chao Qian D. Guo Hongwei Sun Rushuai Li Bo Zhao X. Qu 187 57 0 09 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 242 12 0 30 Nov 2021
Deep multi-modal aggregation network for MR image reconstruction with auxiliary modality Chun-Mei Feng Huazhu Fu Tianfei Zhou Yong Xu Ling Shao David Zhang 197 9 0 15 Oct 2021
An Optimal Control Framework for Joint-channel Parallel MRI Reconstruction without Coil Sensitivities Wanyu Bian Yunmei Chen X. Ye 188 16 0 20 Sep 2021
A review and experimental evaluation of deep learning methods for MRI reconstruction Arghya Pal Yogesh Rathi 3DV 265 54 0 17 Sep 2021
Deep MRI Reconstruction with Radial Subsampling George Yiasemis Chaoping Zhang C. Sánchez Jan-Jakob Sonke Jonas Teuwen 250 9 0 17 Aug 2021
Robust Compressed Sensing MRI with Deep Generative Priors A. Jalal Marius Arvinte Giannis Daras Eric Price A. Dimakis Jonathan I. Tamir MedIm 278 405 0 03 Aug 2021
Real-Time Mapping of Tissue Properties for Magnetic Resonance FingerprintingInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2021 Yilin Liu Yong Chen P. Yap 118 5 0 16 Jul 2021
Multi-Modal Transformer for Accelerated MR ImagingIEEE Transactions on Medical Imaging (IEEE TMI), 2021 Chun-Mei Feng Yu-bao Yan Geng Chen Yong Xu Ling Shao Huazhu Fu MedIm ViT 169 135 0 27 Jun 2021
Transfer Learning Enhanced Generative Adversarial Networks for Multi-Channel MRI Reconstruction Jun Lv Guangyuan Li Xiangrong Tong Weibo Chen Jiahao Huang Chengyan Wang Guang Yang GAN DiffM MedIm 77 63 0 17 May 2021
Dual-Octave Convolution for Accelerated Parallel MR Image ReconstructionAAAI Conference on Artificial Intelligence (AAAI), 2021 Chun-Mei Feng Zhanyuan Yang Geng Chen Yong Xu Ling Shao 125 31 0 12 Apr 2021
MR-Contrast-Aware Image-to-Image Translations with Generative Adversarial NetworksInternational Journal of Computer Assisted Radiology and Surgery (IJCARS), 2021 Jonas Denck J. Guehring Andreas Maier E. Rothgang GAN MedIm 99 30 0 03 Apr 2021
Fine-grained MRI Reconstruction using Attentive Selection Generative Adversarial NetworksIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021 Qingbin Liu Mehrdad Yaghoobi GAN MedIm 125 7 0 13 Mar 2021
Universal Undersampled MRI ReconstructionInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2021 Xinwen Liu Jing Wang Feng Liu S.Kevin Zhou OOD 137 28 0 09 Mar 2021
Deep J-Sense: Accelerated MRI Reconstruction via Unrolled Alternating OptimizationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2021 Marius Arvinte S. Vishwanath Ahmed H. Tewfik Jonathan I. Tamir 181 40 0 02 Mar 2021
Multi-Coil MRI Reconstruction Challenge -- Assessing Brain MRI Reconstruction Models and their Generalizability to Varying Coil Configurations Youssef Beauferris Jonas Teuwen D. Karkalousos N. Moriakov M. Caan ... Mike Lasby N. Nogovitsyn W. Loos Richard Frayne Roberto Souza OOD 197 44 0 10 Nov 2020
Accelerated MRI with Un-trained Neural Networks Mohammad Zalbagi Darestani Reinhard Heckel 193 4 0 06 Jul 2020
End-to-End Variational Networks for Accelerated MRI ReconstructionInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2020 Anuroop Sriram Jure Zbontar Tullie Murrell Aaron Defazio C. L. Zitnick N. Yakubova Florian Knoll Patricia M. Johnson DRL 228 361 0 14 Apr 2020
$Σ$ -net: Systematic Evaluation of Iterative Deep Neural Networks for Fast Parallel MR Image Reconstruction Kerstin Hammernik Jo Schlemper C. Qin Yanfu Zhang Ronald M. Summers Daniel Rueckert 108 24 0 18 Dec 2019
Pyramid Convolutional RNN for MRI Image ReconstructionIEEE Transactions on Medical Imaging (TMI), 2019 Eric Z. Chen Puyang Wang Xiao Chen Terrence Chen Shanhui Sun 308 53 0 02 Dec 2019