publications

2026

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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2025

1. 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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2. 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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3. 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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4. 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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5. 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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6. 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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7. 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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8. 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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2024

1. 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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2. 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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3. 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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2023

1. 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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2. 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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1956

1. 

   Investigations on the Theory of the Brownian Movement

   Albert Einstein

   1956

   Bib

   @book{einstein1956investigations,
     title = {Investigations on the Theory of the Brownian Movement},
     author = {Einstein, Albert},
     year = {1956},
     publisher = {Courier Corporation},
   }

1950

1. AJP

   The meaning of relativity

   Albert Einstein and AH Taub

   American Journal of Physics, 1950

   Bib

   @article{einstein1950meaning,
     title = {The meaning of relativity},
     author = {Einstein, Albert and Taub, AH},
     journal = {American Journal of Physics},
     volume = {18},
     number = {6},
     pages = {403--404},
     year = {1950},
     publisher = {American Association of Physics Teachers}
   }

1935

1. PhysRev

   Can Quantum-Mechanical Description of Physical Reality Be Considered Complete?

   A. Einstein^*†, B. Podolsky^*, and N. Rosen^*

   Phys. Rev., New Jersey. More Information can be found here , May 1935

   Abs DOI HTML Video

   

   In a complete theory there is an element corresponding to each element of reality. A sufficient condition for the reality of a physical quantity is the possibility of predicting it with certainty, without disturbing the system. In quantum mechanics in the case of two physical quantities described by non-commuting operators, the knowledge of one precludes the knowledge of the other. Then either (1) the description of reality given by the wave function in quantum mechanics is not complete or (2) these two quantities cannot have simultaneous reality. Consideration of the problem of making predictions concerning a system on the basis of measurements made on another system that had previously interacted with it leads to the result that if (1) is false then (2) is also false. One is thus led to conclude that the description of reality as given by a wave function is not complete.

1920

1. Relativity: the Special and General Theory

   Albert Einstein

   1920

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