Deep Unrolled Meta-Learning for Multi-Coil and Multi-Modality MRI with Adaptive Optimization

8 May 2025

Papers citing "Deep Unrolled Meta-Learning for Multi-Coil and Multi-Modality MRI with Adaptive Optimization"

14 / 14 papers shown

Title
Multi-task Magnetic Resonance Imaging Reconstruction using Meta-learning Wanyu Bian Albert Jang Fang Liu 73 9 0 29 Mar 2024
Diffusion Modeling with Domain-conditioned Prior Guidance for Accelerated MRI and qMRI Reconstruction Wanyu Bian Albert Jang Fan Liu DiffM 68 18 0 02 Sep 2023
Optimization-Based Deep learning methods for Magnetic Resonance Imaging Reconstruction and Synthesis Wanyu Bian 80 6 0 02 Mar 2023
A Learnable Variational Model for Joint Multimodal MRI Reconstruction and Synthesis Wanyu Bian Qingchao Zhang X. Ye Yunmei Chen DRL 63 22 0 08 Apr 2022
An Optimization-Based Meta-Learning Model for MRI Reconstruction with Diverse Dataset Wanyu Bian Yunmei Chen X. Ye Qingchao Zhang 75 26 0 02 Oct 2021
An Optimal Control Framework for Joint-channel Parallel MRI Reconstruction without Coil Sensitivities Wanyu Bian Yunmei Chen X. Ye 62 16 0 20 Sep 2021
Self-supervised learning methods and applications in medical imaging analysis: A survey Saeed Shurrab R. Duwairi OOD 81 185 0 17 Sep 2021
Deep Parallel MRI Reconstruction Network Without Coil Sensitivities Wanyu Bian Yunmei Chen X. Ye 50 12 0 04 Aug 2020
Advancing machine learning for MR image reconstruction with an open competition: Overview of the 2019 fastMRI challenge Florian Knoll Tullie Murrell Anuroop Sriram N. Yakubova Jure Zbontar ... Aaron Defazio Matthew Muckley D. Sodickson C. L. Zitnick M. Recht 132 213 0 06 Jan 2020
Multi-Channel Deep Networks for Block-Based Image Compressive Sensing Siwang Zhou Yan He Yonghe Liu Chengqing Li Jianming Zhang 70 113 0 28 Aug 2019
Pix2Vox: Context-aware 3D Reconstruction from Single and Multi-view Images Haozhe Xie Huanjin Yao Xiaoshuai Sun Shangchen Zhou Shengping Zhang 62 317 0 31 Jan 2019
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs Ting-Chun Wang Ming-Yuan Liu Jun-Yan Zhu Andrew Tao Jan Kautz Bryan Catanzaro SSeg 174 3,943 0 30 Nov 2017
Compressed Sensing MRI Reconstruction using a Generative Adversarial Network with a Cyclic Loss Tran Minh Quan Thanh Nguyen-Duc W. Jeong GAN MedIm 95 541 0 03 Sep 2017
Learning a Variational Network for Reconstruction of Accelerated MRI Data Kerstin Hammernik Teresa Klatzer Erich Kobler M. Recht D. Sodickson Thomas Pock Florian Knoll 75 1,542 0 03 Apr 2017