activity
20192025
most citedDeep Low-rank Prior in Dynamic MR Imaging

2 citations · 6 across the 14 of their papers we have counts for

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5 papers · 1 filter

cs.CV2025

MMRQA: Signal-Enhanced Multimodal Large Language Models for MRI Quality Assessment

Fankai Jia, Daisong Gan, Zhe Zhang +4

Magnetic resonance imaging (MRI) quality assessment is crucial for clinical decision-making, yet remains challenging due to data scarcity and protocol variability. Traditional appr…

cs.CV2024

RS-MOCO: A deep learning-based topology-preserving image registration method for cardiac T1 mapping

Chiyi Huang, Longwei Sun, Dong Liang +3

Cardiac T1 mapping can evaluate various clinical symptoms of myocardial tissue. However, there is currently a lack of effective, robust, and efficient methods for motion correction…

cs.CV2024

Joint PET-MRI Reconstruction with Diffusion Stochastic Differential Model

Taofeng Xie, Zhuoxu Cui, Congcong Liu +9

PET suffers from a low signal-to-noise ratio. Meanwhile, the k-space data acquisition process in MRI is time-consuming by PET-MRI systems. We aim to accelerate MRI and improve PET…

cs.CV20233 cited

Physics-Informed DeepMRI: Bridging the Gap from Heat Diffusion to k-Space Interpolation

Zhuo-Xu Cui, Congcong Liu, Xiaohong Fan +11

In the field of parallel imaging (PI), alongside image-domain regularization methods, substantial research has been dedicated to exploring -space interpolation. However, the int…

cs.CV2019

Model-based Deep Medical Imaging: the roadmap of generalizing iterative reconstruction model using deep learning

Jing Cheng, Haifeng Wang, Yanjie Zhu +10

Medical imaging is playing a more and more important role in clinics. However, there are several issues in different imaging modalities such as slow imaging speed in MRI, radiation…