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📫 email me at: zhang_tianyi@bii.a-star.edu.sg or zhangtianyi@buaa.edu.cn
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🔭 I’m currently working on Computational Pathology, with:
iMVR group at Electrical and Computer Engineering (ECE), National University of Singapore (NUS), Singapore
CVPD group at Bioinformatics Institute (BII), Agency for Science, Technology and Research (A*STAR), Singapore
School of Biological Science and Medical Engineering, Beihang University, China
- 🌱 To view videos I made about my research and the courses: https://space.bilibili.com/64952151?spm_id_from=333.1007.0.0
Tianyi Zhang, Yunlu Feng, Yu Zhao, Guangda Fan, Aiming Yang, Shangqing Lyu, Peng Zhang, Fan Song, Chenbin Ma, Yangyang Sun, Youdan Feng, and Guanglei Zhang, “MSHT: Multi-stage hybrid transformer for the ROSE image analysis of pancreatic cancer,” IEEE Journal of Biomedical and Health Informatics, 2023, 27(4), pp.1946 - 1957.
Tianyi Zhang, Youdan Feng, Yu Zhao, Yunlu Feng, Yanli Lei, Nan Ying, Fan Song, Zhiling Yan, Yufang He, Aiming Yang, and Guanglei Zhang, “SI-ViT: Shuffle instance-based Vision Transformer for pancreatic cancer ROSE image classification,” Computer Methods and Programs in Biomedicine, 244, p. 107969.
Tianyi Zhang, Zhiling Yan, Chunhui li, Nan Ying, Yanli Lei, Shangqing Lyu, Yunlu Feng, Yu Zhao, Guanglei Zhang, “CellMix: A general instance relationship based method for data augmentation towards pathology image analysis,” arXiv:2301.11513, 2023. (under-review)
Tianyi Zhang, Shangqing Lyu, Yanli Lei, Sicheng Chen, Nan Ying, Yufang He, Yu Zhao, Yunlu Feng, Guanglei Zhang, “PuzzleTuning: explicit bridge pathological and natural image with puzzles,” arXiv: 2311.06712, 2023. (under-review)
Zeyu Liu*, Tianyi Zhang*, Yufang He, Yunlu Feng, Yu Zhao, and Guanglei Zhang, “Generating Progressive Images from Pathological Transitions via Diffusion Model,” In International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), pp. 308-318, 2024.
Nan Ying*, Yanli Lei*, Tianyi Zhang*, Shangqing Lyu, Chunhui Li, Sicheng Chen, Zheyu Liu, and Guanglei Zhang, “CPIA Dataset: A Comprehensive Pathological Image Analysis Dataset for Self-supervised Learning Pre-training”, arxiv 2310.17902 (under-review)
Yufang He, Zeyu Liu, Mingxin Qi, Shengwei Ding, Peng Zhang, Fan Song, Chenbin Ma, Huijie Wu, Ruxin Cai, Youdan Feng, Haonan Zhang, Tianyi Zhang, Guanglei Zhang, “PST-Diff: Achieving High-consistency Stain Transfer by Diffusion Models with Pathological and Structural Constraints,” IEEE Transactions on Medical Imaging, 2024, 43(10), pp.3634-3647.