Xudong Ma

Postdoctoral Research Fellow · Nuffield Department of Population Health, University of Oxford

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Nuffield Department of Population Health

University of Oxford

Oxford, United Kingdom

I am a Postdoctoral Research Fellow at the University of Oxford, working with Prof. Bartek Papież and Prof. Manisha Nair (University of Oxford and University of Copenhagen) on AI for medical imaging. My current work focuses on echocardiography analysis, including image quality assessment, pathology detection and learning from multi-rater annotations, as well as large-scale imaging studies in the UK Biobank.

I received my PhD from the University of Bristol, supervised by Prof. Alin Achim and Prof. Nantheera Anantrasirichai. My PhD research covered prostate MR–ultrasound image translation and registration with diffusion models, 3D freehand ultrasound reconstruction, and unsupervised image fusion. Before that, I obtained a Master of Information Technology (with Distinction) from the University of Melbourne.

Research interests

  • Echocardiography and cardiac ultrasound analysis
  • Cross-modality image translation and registration (MR ↔ ultrasound)
  • 3D ultrasound reconstruction
  • Vision-language models for medical imaging
  • Medical imaging benchmarks and challenges

Service

news

Sep 2026 Co-chaired the BMVA One-Day Symposium on Human Behaviour Understanding at BCS, London.
Apr 2026 Our challenge paper WBCBench 2026 on robust white blood cell classification appears at IEEE ISBI 2026.
Jun 2025 Our paper on MR–ultrasound modality translation and registration with diffusion models appears at EUSIPCO 2025, and the extended version, MR2US-Pro, is on arXiv.
Jul 2024 Our paper PMT, partial-modality translation for prostate MR–ultrasound registration, appears at MIUA 2024.

selected publications

  1. WBCBench 2026: A Challenge for Robust White Blood Cell Classification under Class Imbalance
    Xin Tian, Xudong Ma, Tianqi Yang, Alin Achim, Bartłomiej W. Papież, Phandee Watanaboonyongcharoen, and Nantheera Anantrasirichai
    In 2026 IEEE 23rd International Symposium on Biomedical Imaging (ISBI), 2026
  2. Modality Translation and Registration of MR and Ultrasound Images Using Diffusion Models
    Xudong Ma, Nantheera Anantrasirichai, Stefanos Bolomytis, and Alin Achim
    In 2025 33rd European Signal Processing Conference (EUSIPCO), 2025
  3. arXiv
    MR2US-Pro: Prostate MR to Ultrasound Image Translation and Registration Based on Diffusion Models
    Xudong Ma, Nantheera Anantrasirichai, Stefanos Bolomytis, and Alin Achim
    arXiv preprint arXiv:2506.00591, 2025
  4. MIUA
    PMT: Partial-Modality Translation Based on Diffusion Models for Prostate Magnetic Resonance and Ultrasound Image Registration
    Xudong Ma, Nantheera Anantrasirichai, Stefanos Bolomytis, and Alin Achim
    In Annual Conference on Medical Image Understanding and Analysis (MIUA), 2024