Publications

publications by categories in reversed chronological order.

An up-to-date list is available on Google Scholar.

Preprints

2025

  1. arXiv
    Unsupervised Radar Point Cloud Enhancement via Arbitrary LiDAR Guided Diffusion Prior
    Yanlong Yang, Jianan Liu, Guanxiong Luo, Hao Li, Euijoon Ahn, and 2 more authors
    2025
  2. arxiv
    Robust Simultaneous Multislice MRI Reconstruction Using Deep Generative Priors
    Shoujin Huang, Guanxiong Luo, Yunlin Zhao, Yilong Liu, Yuwan Wang, and 6 more authors
    2025

Conference Proceedings

2025

  1. NeurIPS
    Self-diffusion for Solving Inverse Problems
    Guanxiong Luo, and Shoujin Huang
    In NeurIPS 2025: 38th Conference on Neural Information Processing Systems, Dec 2025

2024

  1. NeurIPS
    Autoregressive Image Diffusion: Generation of Image Sequence and Application in MRI
    Guanxiong Luo, Shoujin Huang, and Martin Uecker
    In NeurIPS 2024: 37th Conference on Neural Information Processing Systems, Dec 2024
  2. MICCAI
    Noise Level Adaptive Diffusion Model for Robust Reconstruction of Accelerated MRI
    Shoujin Huang, Guanxiong Luo, Xi Wang, Ziran Chen, Yuwan Wang, and 4 more authors
    In MICCAI 2024: 27th International conference, Marrakesh, Morocco, Oct 2024

2023

  1. AIME
    Talk
    Generalized deep learning-based proximal gradient descent for MR reconstruction
    Guanxiong Luo, Mengmeng Kuang, and Peng Cao
    In Artificial Intelligence in Medicine, Oct 2023

Journal Articles

2025

  1. Phil. Trans
    Generative priors for MRI reconstruction trained from magnitude-only images using phase augmentation
    Guanxiong Luo, Xiaoqing Wang, Moritz Blumenthal, Martin Schilling, Raviteja Kotikalapudi, and 3 more authors
    Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, Oct 2025

2024

  1. MRM
    Using a deep learning prior for accelerating hyperpolarized 13C MRSI on synthetic cancer datasets
    Zuojun Wang, Guanxiong Luo, Ye Li, and Peng Cao
    Magnetic Resonance in Medicine, Oct 2024

2023

  1. MRM
    Oral
    Bayesian MRI reconstruction with joint uncertainty estimation using diffusion models
    Guanxiong Luo, Moritz Blumenthal, Martin Heide, and Martin Uecker
    Magn. Reson. Med., Oct 2023

2022

  1. MRM
    Highlighted
    Deep, deep learning with BART
    Moritz Blumenthal, Guanxiong Luo, Martin Schilling, H. Christian M. Holme, and Martin Uecker
    Magn. Reson. Med., Oct 2022

2020

  1. MRM
    oral
    MRI reconstruction using deep Bayesian estimation
    Guanxiong Luo, Na Zhao, Wenhao Jiang, Edward S. Hui, and Peng Cao
    Magn. Reson. Med., Apr 2020

Thesis

2023

  1. Ph.D.
    Development of advanced generative priors for MRI reconstruction
    Guanxiong Luo
    Computer Science at University of Göttingen, Apr 2023

2019

  1. M.Phil.
    The application of generative networks in MR image reconstruction
    Guanxiong Luo
    Biomedical Engineering at University of Hong Kong, Apr 2019

2017

  1. B.Eng.
    基于压缩感知的快速磁共振成像
    Guanxiong Luo
    Biomedical Engineering at Xian Jiaotong University, Apr 2017

Conference Abstracts

2022

  1. ISMRM
    Poster
    All you need are DICOM images
    Guanxiong Luo, Moritz Blumenthal, Xiaoqing Wang, and Martin Uecker
    Apr 2022
  2. ISMRM
    Power Pitch
    Using data-driven Markov chains for MRI reconstruction with joint uncertainty estimation
    Guanxiong Luo, Martin Heide, and Martin Uecker
    Apr 2022
  3. ISMRM
    Oral
    NLINV-Net: self-supervised end-2-end learning for reconstructing undersampled radial cardiac real-time data
    Moritz Blumenthal, Guanxiong Luo, Martin Schilling, Markus Haltmeier, and Martin Uecker
    Apr 2022

2021

  1. ISMRM
    Oral
    Joint estimation of coil sensitivities and image content using a deep image prior
    Guanxiong Luo, Xiaoqing Wang, Volkert Roeloffs, Zhengguo Tan, and Martin Uecker
    Apr 2021
  2. ISMRM
    Poster
    Using data-driven image priors for image reconstruction with BART
    Guanxiong Luo, Moritz Blumenthal, and Martin Uecker
    Apr 2021

2020

  1. ISMRM
    Oral
    MRI reconstruction using deep Bayesian inference
    Guanxiong Luo, and Peng Cao
    Apr 2020