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 151 10 0 29 Mar 2024
Diffusion Modeling with Domain-conditioned Prior Guidance for Accelerated MRI and qMRI ReconstructionIEEE Transactions on Medical Imaging (TMI), 2023 Wanyu Bian Albert Jang Fan Liu DiffM 143 26 0 02 Sep 2023
Optimization-Based Deep learning methods for Magnetic Resonance Imaging Reconstruction and Synthesis Wanyu Bian 137 8 0 02 Mar 2023
A Learnable Variational Model for Joint Multimodal MRI Reconstruction and SynthesisInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022 Wanyu Bian Qingchao Zhang X. Ye Yunmei Chen DRL 122 25 0 08 Apr 2022
An Optimization-Based Meta-Learning Model for MRI Reconstruction with Diverse Dataset Wanyu Bian Yunmei Chen X. Ye Qingchao Zhang 117 30 0 02 Oct 2021
An Optimal Control Framework for Joint-channel Parallel MRI Reconstruction without Coil Sensitivities Wanyu Bian Yunmei Chen X. Ye 156 16 0 20 Sep 2021
Self-supervised learning methods and applications in medical imaging analysis: A survey Saeed Shurrab R. Duwairi OOD 255 218 0 17 Sep 2021
Deep Parallel MRI Reconstruction Network Without Coil Sensitivities Wanyu Bian Yunmei Chen X. Ye 172 13 0 04 Aug 2020
Advancing machine learning for MR image reconstruction with an open competition: Overview of the 2019 fastMRI challengeMagnetic Resonance in Medicine (MRM), 2020 Florian Knoll Tullie Murrell Anuroop Sriram N. Yakubova Jure Zbontar ... Aaron Defazio Matthew Muckley D. Sodickson C. L. Zitnick M. Recht 226 224 0 06 Jan 2020
Multi-Channel Deep Networks for Block-Based Image Compressive SensingIEEE transactions on multimedia (IEEE TMM), 2019 Siwang Zhou Yan He Yonghe Liu Chengqing Li Jianming Zhang 180 125 0 28 Aug 2019
Pix2Vox: Context-aware 3D Reconstruction from Single and Multi-view ImagesIEEE International Conference on Computer Vision (ICCV), 2019 Haozhe Xie Huanjin Yao Xiaoshuai Sun Shangchen Zhou Shengping Zhang 202 347 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 488 4,179 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 130 565 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 270 1,626 0 03 Apr 2017