Unpaired Deep Learning for Accelerated MRI using Optimal Transport Driven CycleGAN

29 August 2020

Papers citing "Unpaired Deep Learning for Accelerated MRI using Optimal Transport Driven CycleGAN"

29 / 29 papers shown

Title
Benchmarking Self-Supervised Learning Methods for Accelerated MRI Reconstruction Andrew Wang Steven McDonagh Mike Davies OOD SSL 109 0 0 19 Feb 2025
A Plug-and-Play Method for Guided Multi-contrast MRI Reconstruction based on Content/Style Modeling Chinmay Rao M. Osch Nicola Pezzotti J. de Bresser Laurens Beljaards J. Meineke E. Weerdt Huangling Lu M. Doneva Marius Staring 28 1 0 20 Sep 2024
Spatial and Modal Optimal Transport for Fast Cross-Modal MRI Reconstruction Qi Wang Zhijie Wen Jun Shi Qian Wang Dinggang Shen Shihui Ying MedIm 25 2 0 04 May 2023
Meta-Learning Enabled Score-Based Generative Model for 1.5T-Like Image Reconstruction from 0.5T MRI S. He Congcong Liu Chentao Cao Yuanyuan Liu Yaxiong Lei Qingyong Zhu Yanjie Zhu Haifeng Wang Dong Liang MedIm DiffM 11 2 0 04 May 2023
Deep unfolding as iterative regularization for imaging inverse problems Zhuoxu Cui Qingyong Zhu Jing Cheng Dong Liang 32 5 0 24 Nov 2022
Measurement-Consistent Networks via a Deep Implicit Layer for Solving Inverse Problems Rahul Mourya João F. C. Mota 22 2 0 06 Nov 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 30 50 0 10 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 24 184 0 12 Jul 2022
Self-supervised Deep Unrolled Reconstruction Using Regularization by Denoising Peizhou Huang C. Zhang Xiaoliang Zhang Xiaojuan Li Liang Dong L. Ying 33 14 0 07 May 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 24 69 0 23 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 11 87 0 08 Feb 2022
AI-based Reconstruction for Fast MRI -- A Systematic Review and Meta-analysis Yutong Chen Carola-Bibiane Schönlieb Pietro Lio' T. Leiner P. Dragotti Ge Wang Daniel Rueckert D. Firmin Guang Yang 20 85 0 23 Dec 2021
Tunable Image Quality Control of 3-D Ultrasound using Switchable CycleGAN Jaeyoung Huh Shujaat Khan S. Choi Dongkuk Shin Eunha Lee Jong Chul Ye MedIm 9 1 0 06 Dec 2021
Score-based diffusion models for accelerated MRI Hyungjin Chung Jong Chul Ye DiffM MedIm 31 398 0 08 Oct 2021
Optimal MRI Undersampling Patterns for Ultimate Benefit of Medical Vision Tasks A. Razumov Oleg Y. Rogov Dmitry V. Dylov 25 9 0 10 Aug 2021
Known Operator Learning and Hybrid Machine Learning in Medical Imaging -- A Review of the Past, the Present, and the Future Andreas K. Maier Harald Kostler M. Heisig P. Krauss S. Yang MedIm 10 29 0 10 Aug 2021
Regularising Inverse Problems with Generative Machine Learning Models Margaret Duff Neill D. F. Campbell Matthias Joachim Ehrhardt GAN MedIm 21 34 0 22 Jul 2021
Federated CycleGAN for Privacy-Preserving Image-to-Image Translation Joonyoung Song Jong Chul Ye FedML 16 10 0 17 Jun 2021
Unsupervised Deep Learning Methods for Biological Image Reconstruction and Enhancement Mehmet Akccakaya Burhaneddin Yaman Hyungjin Chung Jong Chul Ye MedIm 30 55 0 17 May 2021
Unsupervised MRI Reconstruction via Zero-Shot Learned Adversarial Transformers Yilmaz Korkmaz S. Dar Mahmut Yurt Muzaffer Özbey Tolga Çukur ViT MedIm 19 190 0 15 May 2021
Generative Adversarial Networks (GAN) Powered Fast Magnetic Resonance Imaging -- Mini Review, Comparison and Perspectives Guang Yang Jun Lv Yutong Chen Jiahao Huang Jin Zhu MedIm 24 9 0 04 May 2021
Simultaneous super-resolution and motion artifact removal in diffusion-weighted MRI using unsupervised deep learning Hyungjin Chung Jaehyun Kim J. Yoon J. Lee Jong Chul Ye DiffM MedIm 28 8 0 01 May 2021
Cycle-free CycleGAN using Invertible Generator for Unsupervised Low-Dose CT Denoising Taesung Kwon Jong Chul Ye MedIm 6 29 0 17 Apr 2021
CycleQSM: Unsupervised QSM Deep Learning using Physics-Informed CycleGAN Gyutaek Oh Hyokyoung Bae Hyun-Seo Ahn Sung-Hong Park J. C. Ye MedIm 17 4 0 07 Dec 2020
Overcoming Measurement Inconsistency in Deep Learning for Linear Inverse Problems: Applications in Medical Imaging Marija Vella João F. C. Mota 16 4 0 29 Nov 2020
Self-Supervised Physics-Guided Deep Learning Reconstruction For High-Resolution 3D LGE CMR Burhaneddin Yaman C. Shenoy Zilin Deng S. Moeller Hossam El-Rewaidy R. Nezafat Mehmet Akçakaya MedIm 12 18 0 18 Nov 2020
Unsupervised MR Motion Artifact Deep Learning using Outlier-Rejecting Bootstrap Aggregation Gyutaek Oh J. Lee J. C. Ye 16 11 0 12 Nov 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 21 26 0 04 Aug 2020
Deep Learning with Domain Adaptation for Accelerated Projection-Reconstruction MR Yoseob Han J. Yoo J. C. Ye MedIm OOD 98 231 0 03 Mar 2017