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Compressed Sensing MRI Reconstruction using a Generative Adversarial Network with a Cyclic Loss

3 September 2017

Papers citing "Compressed Sensing MRI Reconstruction using a Generative Adversarial Network with a Cyclic Loss"

50 / 149 papers shown

Title
Deep Unrolled Meta-Learning for Multi-Coil and Multi-Modality MRI with Adaptive Optimization Merham Fouladvand Peuroly Batra 250 0 0 08 May 2025
Exploring Siamese Networks in Self-Supervised Fast MRI Reconstruction Liyan Sun Shaocong Yu Chi Zhang Xinghao Ding SSL 187 0 0 18 Jan 2025
MRI Reconstruction with Regularized 3D Diffusion Model (R3DM)IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Arya Bangun Zhuo Cao Alessio Quercia Hanno Scharr Elisabeth Pfaehler MedIm 186 4 0 25 Dec 2024
Continuous K-space Recovery Network with Image Guidance for Fast MRI Reconstruction Yucong Meng Zhiwei Yang Minghong Duan Yonghong Shi Zhijian Song 304 1 0 18 Nov 2024
MS-Glance: Bio-Insipred Non-semantic Context Vectors and their Applications in Supervising Image ReconstructionIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Ziqi Gao Wendi Yang Yujia Li Lei Xing S. Kevin Zhou 221 0 0 31 Oct 2024
TC-KANRecon: High-Quality and Accelerated MRI Reconstruction via Adaptive KAN Mechanisms and Intelligent Feature Scaling Ruiquan Ge Xiao Yu Yifei Chen Fan Jia Shenghao Zhu ... Dong Zeng Dong Zeng Qiegen Liu S. Niu Shanzhou Niu MedIm 190 5 0 11 Aug 2024
A Brief Overview of Optimization-Based Algorithms for MRI Reconstruction Using Deep Learning Wanyu Bian 222 7 0 03 Jun 2024
Joint Edge Optimization Deep Unfolding Network for Accelerated MRI ReconstructionIEEE Transactions on Computational Imaging (TCI), 2024 Yue Cai Yu Luo Jie Ling Shun Yao 179 4 0 09 May 2024
Score-based Generative Priors Guided Model-driven Network for MRI ReconstructionBiomedical Signal Processing and Control (BSPC), 2024 Xiaoyu Qiao Weisheng Li Bin Xiao Yuping Huang Lijian Yang DiffM 224 3 0 05 May 2024
X-Diffusion: Generating Detailed 3D MRI Volumes From a Single Image Using Cross-Sectional Diffusion Models Emmanuelle Bourigault Abdullah Hamdi Amir Jamaludin MedIm 312 4 0 30 Apr 2024
NPB-REC: A Non-parametric Bayesian Deep-learning Approach for Undersampled MRI Reconstruction with Uncertainty Estimation Samah Khawaled Moti Freiman UQCV 126 5 0 06 Apr 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 182 1 0 08 Mar 2024
MRPD: Undersampled MRI reconstruction by prompting a large latent diffusion model Student Member Ieee Ziqi Gao F. I. S. Kevin Zhou MedIm 143 5 0 16 Feb 2024
A Unified Framework for Uniform Signal Recovery in Nonlinear Generative Compressed SensingNeural Information Processing Systems (NeurIPS), 2023 Junren Chen Jonathan Scarlett Michael K. Ng Zhaoqiang Liu FedML 262 9 0 25 Sep 2023
Federated Pseudo Modality Generation for Incomplete Multi-Modal MRI ReconstructionIEEE journal of biomedical and health informatics (IEEE JBHI), 2023 Yu-bao Yan Chun-Mei Feng Yuexiang Li Rick Siow Mong Goh Lei Zhu MedIm 189 6 0 20 Aug 2023
Cross Attention Transformers for Multi-modal Unsupervised Whole-Body PET Anomaly Detection Ashay Patel Petru-Daniel Tudosiu W. H. Pinaya G. Cook Vicky Goh Sebastien Ourselin M. Jorge Cardoso OOD ViT MedIm 144 13 0 14 Apr 2023
Rethinking Dual-Domain Undersampled MRI reconstruction: domain-specific design from the perspective of the receptive fieldIEEE International Symposium on Biomedical Imaging (ISBI), 2023 Ziqi Gao S. Kevin Zhou OOD 150 2 0 19 Mar 2023
Exploring the Power of Generative Deep Learning for Image-to-Image Translation and MRI Reconstruction: A Cross-Domain Review Yuda Bi MedIm 131 0 0 16 Mar 2023
Need for Objective Task-based Evaluation of Deep Learning-Based Denoising Methods: A Study in the Context of Myocardial Perfusion SPECT Zitong Yu Md Ashequr Rahman Richard Laforest T. Schindler R. Gropler R. Wahl Barry A. Siegel Abhinav K. Jha MedIm 250 28 0 03 Mar 2023
PixCUE: Joint Uncertainty Estimation and Image Reconstruction in MRI using Deep Pixel Classification Mevan Ekanayake Kamlesh Pawar Gary Egan Zhaolin Chen UQCV 106 0 0 28 Feb 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 131 22 0 18 Feb 2023
AliasNet: Alias Artefact Suppression Network for Accelerated Phase-Encode MRIMagnetic Resonance Imaging (MRI), 2023 M. B. Lorenzana Shekhar S. Chandra Yifan Zhang 240 1 0 17 Feb 2023
Hierarchical Perception Adversarial Learning Framework for Compressed Sensing MRIIEEE Transactions on Medical Imaging (TMI), 2023 Zhifan Gao Yifeng Guo Jiajing Zhang T. Zeng Guang Yang MedIm 199 28 0 27 Jan 2023
Universal Generative Modeling in Dual-domain for Dynamic MR Imaging Chuanming Yu Yu Guan Ziwen Ke Dong Liang Qiegen Liu DiffM MedIm 145 0 0 15 Dec 2022
L2SR: Learning to Sample and Reconstruct for Accelerated MRI via Reinforcement LearningInverse Problems (IP), 2022 Pu Yang Bin Dong OffRL AI4TS 159 0 0 05 Dec 2022
Compressed Sensing MRI Reconstruction Regularized by VAEs with Structured Image CovariancePhysics in Medicine and Biology (PMB), 2022 Margaret Duff Ivor J. A. Simpson Matthias Joachim Ehrhardt Neill D. F. Campbell DiffM MedIm 131 7 0 26 Oct 2022
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
Artificial Intelligence-Based Image Reconstruction in Cardiac Magnetic Resonance C. Qin Daniel Rueckert 176 3 0 21 Sep 2022
A Deep Learning Approach for Parallel Imaging and Compressed Sensing MRI Reconstruction Farhan Sadik Md. Kamrul Hasan MedIm 170 0 0 19 Sep 2022
MA-RECON: Mask-aware deep-neural-network for robust fast MRI k-space interpolation Nitzan Avidan Moti Freiman OOD 125 8 0 31 Aug 2022
Inflating 2D Convolution Weights for Efficient Generation of 3D Medical Images Yanbin Liu Girish Dwivedi F. Boussaïd Frank M. Sanfilippo Makoto Yamada Bennamoun DiffM MedIm 257 13 0 08 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 250 240 0 12 Jul 2022
Learning Apparent Diffusion Coefficient Maps from Accelerated Radial k-Space Diffusion-Weighted MRI in Mice using a Deep CNN-Transformer ModelMagnetic Resonance in Medicine (MRM), 2022 Yuemeng Li Miguel Romanello Joaquim S. Pickup H. K. Song Rongchao Zhou Yong-Xian Fan MedIm 130 4 0 06 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 111 13 0 05 Jul 2022
ERNAS: An Evolutionary Neural Architecture Search for Magnetic Resonance Image Reconstructions Samira Vafay Eslahi Jian Tao J. Ji 132 1 0 15 Jun 2022
A Projection-Based K-space Transformer Network for Undersampled Radial MRI Reconstruction with Limited Training SubjectsInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022 Chang Gao Shu-Fu Shih J. Finn X. Zhong MedIm 125 5 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
Adaptive Local Neighborhood-based Neural Networks for MR Image Reconstruction from Undersampled DataIEEE Transactions on Computational Imaging (TCI), 2022 Shijun Liang Anish Lahiri S. Ravishankar 172 3 0 01 Jun 2022
A theoretical framework for self-supervised MR image reconstruction using sub-sampling via variable density Noisier2NoiseIEEE Transactions on Computational Imaging (TCI), 2022 Charles Millard M. Chiew 429 45 0 20 May 2022
An Interpretable MRI Reconstruction Network with Two-grid-cycle Correction and Geometric Prior DistillationBiomedical Signal Processing and Control (BSPC), 2022 Xiaohong Fan Yin Yang Ke-long Chen Jianping Zhang Ke Dong MedIm 169 14 0 14 May 2022
Self-supervised Deep Unrolled Reconstruction Using Regularization by DenoisingIEEE Transactions on Medical Imaging (IEEE TMI), 2022 Peizhou Huang Chaoyi Zhang Xiaoliang Zhang Xiaojuan Li Liang Dong L. Ying 210 23 0 07 May 2022
PUERT: Probabilistic Under-sampling and Explicable Reconstruction Network for CS-MRIIEEE Journal on Selected Topics in Signal Processing (IEEE JSTSP), 2022 Jingfen Xie Jian Zhang Yongbing Zhang Xiangyang Ji 125 35 0 24 Apr 2022
Learning Optimal K-space Acquisition and Reconstruction using Physics-Informed Neural NetworksComputer Vision and Pattern Recognition (CVPR), 2022 Wei Peng Li Feng Guoying Zhao Fan Liu OOD 131 23 0 05 Apr 2022
Gan-Based Joint Activity Detection and Channel Estimation For Grant-free Random AccessIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Shuang Liang Yinan Zou Yong Zhou 109 1 0 04 Apr 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
Investigating the limited performance of a deep-learning-based SPECT denoising approach: An observer-study-based characterization Zitong Yu Md Ashequr Rahman Abhinav K. Jha 85 14 0 03 Mar 2022
Swin Transformer for Fast MRINeurocomputing (Neurocomputing), 2022 Jiahao Huang D. C. Marshall Yinzhe Wu Huanjun Wu Zhifan Gao Yang Li Javier Del Ser Jun Xia Guang Yang ViT OOD 173 174 0 10 Jan 2022
AI-based Reconstruction for Fast MRI -- A Systematic Review and Meta-analysisProceedings of the IEEE (Proc. IEEE), 2021 Yutong Chen Carola-Bibiane Schönlieb Pietro Lio T. Leiner Pier Luigi Dragotti Ge Wang Daniel Rueckert D. Firmin Guang Yang 393 109 0 23 Dec 2021
Edge-Enhanced Dual Discriminator Generative Adversarial Network for Fast MRI with Parallel Imaging Using Multi-view Information Jiahao Huang Weiping Ding Jun Lv Jingwen Yang Hao Dong Javier Del Ser Jun Xia Tiaojuan Ren Stephen Wong Guang Yang MedIm 127 23 0 10 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