Hi! I am Tianyu Lin.👋 I am a master student at Department of Biomedical Engineering, Johns Hopkins University. I am also an research intern at CCVL research group, supervised by Dr. Zongwei Zhou and Prof. Alan Yuille. I graduated from School of Biomedical Engineering, Sun Yat-sen University with a bachelor’s degree in June, 2024.

My research interest mainly includes medical image analysis and computer vision. I am all into building reliable medical vision intelligence systems. I am also interested in foundational vision models, diffusion models, vision language models, etc.

If you are interested in working with me, please feel free to email me at tianyulin67@gmail.com :)

News

• 2025.01: Two papers have been accepted by ISBI 2025. One paper has been accepted in ESWA.
• 2024.06: 🥳🎉 One paper has been accepted by MICCAI 2024 (1st author)!

Publications & Preprints

^†Corresponding author, * Equal contribution

Are Pixel-Wise Metrics Reliable for Sparse-View Computed Tomography Reconstruction?

Tianyu Lin, Xinran Li, Chuntung Zhuang, Qi Chen, Yuanhao Cai, Kai Ding, Alan L. Yuille, Zongwei Zhou^†

Evaluating Large Language Models in Crisis Detection: A Real-World Benchmark from Psychological Support Hotlines

Guifeng Deng, Shuyin Rao, Tianyu Lin, Anlu Dai, Pan Wang, Junyi Xie, Haidong Song, Ke Zhao, Dongwu Xu, Zhengdong Cheng, Tao Li, Haiteng Jiang^†

Text-driven Tumor Synthesis

Xinran Li, Yi Shuai, Chen Liu, Qi Chen, Tianyu Lin, Pengfei Guo, Dong Yang, Can Zhao, Qilong Wu, Pedro R. A. S. Bassi, Daguang Xu, Kang Wang, Yang Yang, Alan Yuille, Zongwei Zhou^†

ScaleMAI: Accelerating the Development of Trusted Datasets and AI Models

Wenxuan Li, Pedro R. A. S. Bassi, Tianyu Lin, Yu-Cheng Chou, Xinze Zhou, Fabian Isensee, Kang Wang, Qi Chen, Xiaoxi Chen, Yannick Kirchhoff, Maximilian Rouven Rokuss, Saikat Roy, Constantin Ulrich, Klaus Maier-Hein, Yucheng Tang, Kai Ding, Yang Yang, Alan Yuille, Zongwei Zhou^†

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ESWA

A priority-guided contrastive network for delineating vascular layers in arterial ultrasound

Minhua Lu*, Tianyu Lin*, Weiyuan Lin^†, Zhaohui Li, Zhifan Gao

ISBI 2025

EMSSD: Two-Stage Model Enhancing Medical Image Segmentation Based on Stable Diffusion

Ruiyue Chen, Xin Zhang^†, Tianyu Lin, Sijin Yu

ISBI 2025

PGP-SAM: Prototype-Guided Prompt Learning for Efficient Few-Shot Medical Image Segmentation

Zhonghao Yan, Zijin Yin, Tianyu Lin, Xiangzhu Zeng, Kongming Liang^†, Zhanyu Ma

MICCAI 2024

Stable Diffusion Segmentation for Biomedical Images with Single-step Reverse process

Tianyu Lin, Zhiguang Chen, Zhonghao Yan, Weijiang Yu^†, Fudan Zheng^†

• Sensors An Attention-Based Co-Segmentation Semi-Supervised Method for Nasopharyngeal Carcinoma Segmentation. Chen Y^†, Han G^†, Lin T et al.

Educations

• 2024.09-2025.05, Master of Science in Engineering, Biomedical Engineering, Johns Hopkins University.
• 2020.09-2024.06, Bachelor of Engineering, Biomedical Engineering, Sun Yat-sen University.

Internships

• 2024.09-Now, Computational Cognition, Vision, and Learning Research Group, , Baltimore, USA.
• 2023.07-2023.09, Medical Imaging Center, , Shenzhen, China.
• 2022.07-2024.06, National Supercomputer Center in Guangzhou, , Guangzhou, China.
• 2021.01-2024.06, Health Informatics Computing Laboratory, , Shenzhen, China.

Honors and Awards

• 2024.06, Outstanding Undergraduate Thesis Award, School of Biomedical Engineering, Sun Yat-sen University.
• 2023.11, Third-class scholarship for outstanding students, Sun Yat-sen University.
• 2022.12, Second-class scholarship for outstanding students, Sun Yat-sen University.
• 2022.12, 3rd Prize, The Mathematical Modeling Competition of Guangdong-Hong Kong-Marco Greater Bay Area.
• 2022.08, 3rd Prize, National Biomedical Engineering Innovation Design Competition for College Students.
• 2021.11, Second-class scholarship for outstanding students, Sun Yat-sen University.