Representative Work


Journal

1. Cheng Wang, Yu Jiang, Zhihao Peng, Chenxin Li, Changbae Bang, Lin Zhao, Wanyi Fu, Jinglei Lv, Jorge Sepulcre, Carl Yang, Lifang He, Tianming Liu, Xue-jun Kong, Quanzheng Li, Daniel Barron, Anqi Qiu, Randy Hirschtick, Byung-Hoon Kim, Hongbin Han*, Xiang Li*, Yixuan Yuan*, Towards a general-purpose foundation model for fMRI analysis. Nature Biomedical Engineering, 2026. Code
2. Xinyu Liu, Kuo Feng Hung, Weihao Yu, Ray Anthony W T Ng, Wuyang Li, Tianye Niu, Hui Chen*, Yixuan Yuan*, Developing and Evaluating Multimodal Large Language Model for Orthopantomography Analysis to Support Clinical Dentistry. Cell Reports Medicine, 7(3):102652, 2026. Cell Reports Medicine 2025–2026 highlights
3. Boyun Zheng, Yu Jiang, Dejun Fan, Xinyu Liu, Xiaoqing Guo, Shengyuan Liu, Bin Chen, Mingjie Wang, Jinni Luo, Jin Tao*, Jiancong Hu*, Lichao Sun, Lei Xing, Yixuan Yuan*, An Explainable Generative AI System for Video-to-Report Generation in Capsule Endoscopy. npj Digital Medicine, 2026.
4. Xinyu Liu, Zhen Chen, Wuyang Li, Chenxin Li, Yixuan Yuan, Harnessing Lightweight Transformer with Contextual Synergic Enhancement for Efficient 3D Medical Image Segmentation. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 48(3):3852-3867, 2026.
5. Wuyang Li, Xinyu Liu, Yixuan Yuan, SIGMA++: Improved Semantic-complete Graph Matching for Domain Adaptive Object Detection. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 45(7):9022-9040, 2023.
6. Guo Xiaoqing, Jie Liu, Tongliang Liu, Yixuan Yuan, Handling Open-set Noise and Novel Target Recognition in Domain Adaptive Semantic Segmentation. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 45(8):9846-9861, 2023.

Conference

1. Chenxin Li, Xinyu Liu, Wuyang Li, Cheng Wang, Hengyu Liu, Yifan Liu, Zhen Chen, Yixuan Yuan, U-KAN Makes Strong Backbone for Medical Image Segmentation and Generation. International Conference on Computer Vision (AAAI 2025, Top 1 most influential papers in AAAI 2025), Philadelphia, Pennsylvania.
2. Wuyang Li, Wentao Pan, Xiaoyuan Liu, Zhendong Luo, Chenxin Li, Hengyu Liu, Din Ping Tsai, Mu Ku Chen, Yixuan Yuan, MetaScope: Optics-Driven Neural Network for Ultra-Micro Metalens Endoscopy. International Conference on Computer Vision (ICCV 2025, Full marks, Spotlight), Honolulu, Hawaii.
3. Wuyang Li, Xinyu Liu, Jiayi Ma, Yixuan Yuan, CLIFF: Continual Latent Diffusion for Open-Vocabulary Object Detection. The 18th European Conference on Computer Vision (ECCV-2024, ORAL), Milano, Italy.
4. Wuyang Li, Xiaoqing Guo, Yixuan Yuan, Novel Scenes & Classes: Towards Adaptive Open-set Object Detection. International Conference on Computer Vision 2023 (ICCV-23, ORAL), Paris, France.
5. Wuyang Li, Xinyu Liu, Yixuan Yuan, SIGMA: Semantic-complete Graph Matching for Domain Adaptative Object Detection. IEEE Conference on Computer Vision and Pattern Recognition (CVPR-22, ORAL, Best Paper Finalist, 33/8161), New Orleans, Louisiana.
6. Xinyu Liu, Wuyang Li, Yixuan Yuan, Intervention & Interaction Federated Abnormality Detection with Noisy Clients. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI-22, ORAL，Student Travel Award), Singapore. (Early Accept)
7. Xiaohan Xing, Zhen Chen, Meilu Zhu, Yuenan Hou, Zhifan Gao, Yixuan Yuan, Discrepancy and Gradient-guided Multi-modal Knowledge Distillation for Pathological Glioma Grading. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI-22, ORAL, Young Scientist Award), Singapore (Early Accept)
8. Wuyang Li, Xinyu Liu, Xiwen Yao, Yixuan Yuan, SCAN: Cross Domain Object Detection with Semantic Conditioned Adaptation. AAAI Conference on Artificial Intelligence (AAAI-22, ORAL), Virtual Conference.

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