SemDINO: Foundation Prior‑Guided Cross‑Temporal Semantic Alignment Network Xinyu Tong, Meihua Zhou, Jinxiao Sun, Zaiyan Zhang, Hongruixuan Chen, Lei Wang Arxiv 2026.
About
Hi! I am Xinyu Tong 💇, a second-year M.S. student at the University of Chinese Academy of Sciences (UCAS), advised by Prof. Lei Wang.
My research focuses on developing efficient CV/ML algorithms for multimodal AI across multidomain imaging applications, including medical imaging, remote‑sensing imagery and other multimodal data. Specifically, I work on integrating computer vision techniques to build lightweight, robust, general, secure foundational models and fusing them with Multimodal large language models/Agents.
I have focused on these topics recently 📖:
• Multimodal (Medical AI, LLM) • AI4S (Health, Earth, Cell)
Beyond research, I am passionate about basketball, running and music 🎵🏀🏃
Xinyu Tong
M.S. Student · University of Chinese Academy of Sciences
News
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Conference 🎉 Paper accepted to CVPR 2026. Congrats! 🎉
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Experience 🚀 Started my M.S. journey at UCAS!
CLoE: Expert Consistency Learning for Robust Missing Modality Segmentation Xinyu Tong, Meihua Zhou, Bowu Fan, Haitao Li Arxiv 2026.
M4Fuse: Lightweight State‑Space MoE with a Cross‑Scale Gating Bridge for Brain Tumor Segmentation Meihua Zhou*, Xinyu Tong*#, Li Yang IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026.
DCL‑SE: Dynamic Curriculum Learning for Spatiotemporal Encoding of Brain Imaging Meihua Zhou*, Xinyu Tong*#, Jiarui Zhao, Min Cheng, Li Yang, Lei Tian, Nan Wan Neural Network (NN), 2027.
Education
University of Chinese Academy of Sciences, M.S.(Sep.2025 – Now)
Specialization in Artificial Intelligence for Healthcare and Earth.
Academic Services
Reviewer
ECCV 2026, BIBM 2026. etc.
Talks
• M4Fuse: Lightweight State‑Space MoE with a Cross‑Scale Gating Bridge for Brain Tumor Segmentation.
[Beijing, Huairou, Yanqihu Campus @UCAS.]
• Research Sharing about AI for Health & Chromatography Analysis.
[Beijing, Chaoyang, Aoyuncun Campus @UCAS (Institute of Biophysics, CAS with 300 audiences.)]
Awards
| May 2026 | Merit Student | Yanqihu Campus @UCAS |
| May 2024 | First Scholarship | Top 4% |
| Sep. 2023 | National Scholarship | Top 0.4% (Highest honor for undergraduate in China) |
| Mar. 2023 | Challenge Cup Competition✖️2 | National Bronze Medal 🥉｜Provincial Second Prize |
| Dec. 2022 | IoT Design Competition | Provincial First Prize |
| Jul. 2022 | Kaggle Competition | Top 10% (Solo Bronze Medal 🥉) |
| Jul. 2022 | Outstanding Student | AI Training Camp from HUST |