About me | Xin You

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Let's goooooooooooo!

I am a Ph.D. student at the Institute of Medical Robotics (IMR), Shanghai Jiao Tong University, under the supervision of Prof. Yun Gu and Prof. Jie Yang. Previously, I have been a visiting scholar at the Chair for Computer Aided Medical Procedures & Augmented Reality (CAMP), Technical University of Munich, under the supervision of Prof. Nassir Navab. I also intern at OpenMMLab in Shanghai AI Lab, working closely with Prof. Junjun He.

My research focuses on AI for Medical Imaging and AI for Healthcare , with a particular focus on CT and MRI. I work on medical image computing and cad-assisted intervention. My interests include image/video synthesis, , universal medical image segmentation, vertebral shape modeling, temporal motion modeling for pulmonary CT/Cardiac MRI. Recently, I have focused on VFM/VLM/MLLM for medical scenarios.

Download my CV en/中文

Note: I’m always open to academic collaborations and discussions. Please feel free to reach out by email.

news

Jan 25, 2026 one paper accepted by MedIA. :sparkles:
Nov 01, 2025 one paper accepted by Computers in Biology and Medicine. :sparkles:
Oct 19, 2025 one paper accepted by ICCV. :sparkles:
Sep 04, 2025 Our arxiv paper Toposculpt is released. :sparkles:
Jul 08, 2025 The MICCAI 2024 TopCow Challenge paper is released. :sparkles:
Jun 26, 2025 one paper accepted by MICCAI 2025. :sparkles:
May 27, 2025 one paper accepted by IEEE JBHI. :sparkles:
May 24, 2025 one paper early accepted by MICCAI 2025. :sparkles:
Feb 07, 2025 The MICCAI 2024 Aortaseg Challenge paper is released. :sparkles:
Dec 23, 2024 one paper accepted by IEEE TMI. :sparkles:
Dec 10, 2024 one paper accepted by Frontiers of Medicine. :sparkles:
Oct 03, 2024 one paper accepted by MICCAI 2024. :sparkles:
Sep 27, 2024 one paper accepted by IEEE TMI. :sparkles:
Aug 19, 2024 The LNQ 2023 Challenge paper is released. :sparkles:
Oct 01, 2023 one paper accepted by MICCAI 2023. :sparkles:
May 24, 2023 one paper accepted by Medical Physics. :sparkles:
Sep 18, 2022 one paper accepted by MICCAI workshop - MLMI 2022. :sparkles:
Mar 28, 2022 one paper accepted by IEEE ISBI 2022. :sparkles:

selected publications

  1. MedIA
    Towards Boundary Confusion for Volumetric Medical Image Segmentation
    Xin You, Ming Ding, Minghui Zhang, Hanxiao Zhang, Junyang Wu, Jie Yang, Yi Yu, and Yun Gu
    Medical Image Analysis, 2026
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  2. NEJM on AI
    Benchmarking the cow with the topcow challenge: Topology-aware anatomical segmentation of the circle of willis for cta and mra
    Kaiyuan Yang, Fabio Musio, Yihui Ma, Norman Juchler, Johannes C Paetzold, Rami Al-Maskari, Luciano Höher, Hongwei Bran Li, Ibrahim Ethem Hamamci, Anjany Sekuboyina, and others
    NEJM on Artificial Intelligence, Under review, 2025
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  3. ICCV 2025
    FB-Diff: Fourier Basis-guided Diffusion for Temporal Interpolation of 4D Medical Imaging
    Xin You, Runze Yang, Chuyan Zhang, Zhongliang Jiang, Jie Yang, and Nassir Navab
    International Conference on Computer Vision, 2025
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  4. MICCAI 2025
    Temporal differential fields for 4d motion modeling via image-to-video synthesis
    Xin You, Minghui Zhang, Hanxiao Zhang, Jie Yang, and Nassir Navab
    International Conference on Medical Image Computing and Computer-Assisted Intervention, 2025
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  5. IEEE TMI
    Learning with explicit shape priors for medical image segmentation
    Xin You, Junjun He, Jie Yang, and Yun Gu
    IEEE Transactions on Medical Imaging, 2024
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  6. MICCAI
    Hasd: hierarchical adaption for pathology slide-level domain-shift
    Jingsong Liu, Han Li, Chen Yang, Michael Deutges, Ario Sadafi, Xin You, Katharina Breininger, Nassir Navab, and Peter J Schüffler
    International Conference on Medical Image Computing and Computer-Assisted Intervention, 2025
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  7. IEEE JBHI
    SLoRD: Structural Low-Rank Descriptors for Shape Consistency in Vertebrae Segmentation
    Xin You, Yixin Lou, Minghui Zhang, Jie Yang, and Yun Gu
    IEEE Journal of Biomedical and Health Informatics, 2025
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  8. Arxiv
    TopoSculpt: Betti-Steered Topological Sculpting of 3D Fine-grained Tubular Shapes
    Minghui Zhang, Yaoyu Liu, Junyang Wu, Xin You, Hanxiao Zhang, Junjun He, and Yun Gu
    TPAMI, Under review, 2025
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  9. TPAMI
    Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting
    Runze Yang, Longbing Cao, Xin You, Kun Fang, Jianxun Li, and Jie Yang
    Transactions on Pattern Analysis and Machine Intelligence, Under review, 2025
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  10. MedIA
    Multi-class segmentation of aortic branches and zones in computed tomography angiography: The aortaseg24 challenge
    Muhammad Imran, Jonathan R Krebs, Vishal Balaji Sivaraman, Teng Zhang, Amarjeet Kumar, Walker R Ueland, Michael J Fassler, Jinlong Huang, Xiao Sun, Lisheng Wang, and others
    Medical Image Analysis, Under review, 2025
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  11. IEEE TMI
    Pass: test-time prompting to adapt styles and semantic shapes in medical image segmentation
    Chuyan Zhang, Hao Zheng, Xin You, Yefeng Zheng, and Yun Gu
    IEEE Transactions on Medical Imaging, 2024
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  12. MICCAI
    Implicit Representation Embraces Challenging Attributes of Pulmonary Airway Tree Structures
    Minghui Zhang, Hanxiao Zhang, Xin You, Guang-Zhong Yang, and Yun Gu
    International Conference on Medical Image Computing and Computer-Assisted Intervention, 2024
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  13. MICCAI
    Semantic difference guidance for the uncertain boundary segmentation of CT left atrial appendage
    Xin You, Ming Ding, Minghui Zhang, Yangqian Wu, Yi Yu, Yun Gu, and Jie Yang
    International Conference on Medical Image Computing and Computer-Assisted Intervention, 2023
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  14. MedPhy
    VerteFormer: A single-staged Transformer network for vertebrae segmentation from CT images with arbitrary field of views
    Xin You, Yun Gu, Yingying Liu, Steve Lu, Xin Tang, and Jie Yang
    Medical Physics, 2023
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