EG-Trans3DUNet: A Single-Staged Transformer-Based Model for Accurate Vertebrae Segmentation from Spinal Ct Images. - Xin You 002; Yun Gu; Yingying Liu; Steve Lu 002; Xin Tang; Jie Yang 002 (ISBI, 2022)

A More Design-Flexible Medical Transformer for Volumetric Image Segmentation. - Xin You 002; Yun Gu; Junjun He; Hui Sun; Jie Yang 002 (MLMI@MICCAI, 2022)

Semantic Difference Guidance for the Uncertain Boundary Segmentation of CT Left Atrial Appendage. - Xin You 002; Ming Ding; Minghui Zhang; Yangqian Wu; Yi Yu 001; Yun Gu; Jie Yang 002 (MICCAI (7), 2023)

SLoRD: Structural Low-Rank Descriptors for Shape Consistency in Vertebrae Segmentation. - Xin You 002; Yixin Lou; Minghui Zhang; Chuyan Zhang; Jie Yang 002; Yun Gu (CoRR, 2024)

PASS:Test-Time Prompting to Adapt Styles and Semantic Shapes in Medical Image Segmentation. - Chuyan Zhang; Hao Zheng 008; Xin You 002; Yefeng Zheng 001; Yun Gu (CoRR, 2024)

FB-Diff: Fourier Basis-Guided Diffusion for Temporal Interpolation of 4D Medical Imaging. - Xin You 002; Runze Yang; Chuyan Zhang; Zhongliang Jiang; Jie Yang 002; Nassir Navab (ICCV, 2025)

HASD: Hierarchical Adaption for Pathology Slide-Level Domain-Shift. - Jingsong Liu; Han Li; Chen Yang; Michael Deutges; Ario Sadafi; Xin You 002; Katharina Breininger; Nassir Navab; Peter J. Schüffler (MICCAI (6), 2025)

Temporal Differential Fields for 4D Motion Modeling via Image-to-Video Synthesis. - Xin You 002; Minghui Zhang; Hanxiao Zhang; Jie Yang 002; Nassir Navab (MICCAI (9), 2025)

From pixels to pathology: Restoration diffusion for diagnostic-consistent virtual IHC. - Jingsong Liu; Xiaofeng Deng; Han Li; Azar Kazemi; Christian Grashei; Gesa Wilkens; Xin You 002; Tanja Groll; Nassir Navab; Carolin Mogler; Peter J. Schüffler (Comput. Biol. Medicine, 2025)

Learning With Explicit Shape Priors for Medical Image Segmentation. - Xin You 002; Junjun He; Jie Yang 002; Yun Gu (IEEE Trans. Medical Imaging, 2025)

PASS: Test-Time Prompting to Adapt Styles and Semantic Shapes in Medical Image Segmentation. - Chuyan Zhang; Hao Zheng 008; Xin You 002; Yefeng Zheng 001; Yun Gu (IEEE Trans. Medical Imaging, 2025)

Fourier Basis Mapping: A Time-Frequency Learning Framework for Time Series Forecasting. - Runze Yang; Longbing Cao; Xin You 002; Kun Fang 004; Jianxun Li; Jie Yang 002 (CoRR, 2025)

SLoRD: Structural Low-Rank Descriptors for Shape Consistency in Vertebrae Segmentation. - Xin You 002; Yixin Lou; Minghui Zhang; Jie Yang 002; Yun Gu (IEEE J. Biomed. Health Informatics, 2025)

Towards boundary confusion for volumetric medical image segmentation. - Xin You 002; Ming Ding; Minghui Zhang; Hanxiao Zhang; Junyang Wu; Yi Yu 001; Jie Yang 002; Yun Gu (Medical Image Anal., 2026)

MMNavAgent: Multi-Magnification WSI Navigation Agent for Clinically Consistent Whole-Slide Analysis. - Zhengyang Xu; Han Li; Jingsong Liu; Linrui Xie; Xun Ma; Xin You 002; Shihui Zu; Ayako Ito; Xinyu Hao; Hongming Xu 002; Shaohua Kevin Zhou; Nassir Navab; et al. (CoRR, 2026)

MLOW: Interpretable Low-Rank Frequency Magnitude Decomposition of Multiple Effects for Time Series Forecasting. - Runze Yang; Longbing Cao; Xiao-Ming Wu 002; Xin You 002; Kun Fang 004; Jianxun Li; Jie Yang 002 (CoRR, 2026)