Publications
A collection of my research work.

Are Pixel-Wise Metrics Reliable for Computerized Tomography Reconstruction?
Tianyu Lin, Xinran Li, Chuntung Zhuang, Qi Chen, Yuanhao Cai, Kai Ding, Alan Yuille, Zongwei Zhou†
The Thirty-ninth Annual Conference on Neural Information Processing Systems (NeurIPS 2025), RSNA 2025 Oral 2025
It's time to evaluate anatomical completeness in CT reconstruction!

Expectation-Maximization as the Engine of Scalable Medical Intelligence
Wenxuan Li, Pedro R. A. S. Bassi, Tianyu Lin, Yu-Cheng Chou, Jakob Wasserthal, Xinze Zhou, Qi Chen, Fabian Isensee, Yannick Kirchhoff, Maximilian Rokuss, Saikat Roy, Constantin Ulrich, Klaus Maier-Hein, Szymon Płotka, Xiaoxi Chen, Kang Wang, Yang Yang, Daguang Xu, Kai Ding, Yucheng Tang, Alan L. Yuille, Zongwei Zhou†
arXiv preprint arXiv:2501.03410 2025
ScaleMAI: Accelerating the development of trusted datasets and ai models

A priority-guided contrastive network for delineating vascular layers in arterial ultrasound
Minhua Lu, Tianyu Lin, Weiyuan Lin†, Zhaohui Li, Zhifan Gao
Expert Systems with Applications 2025

EMSSD: Two-Stage Model Enhancing Medical Image Segmentation Based on Stable Diffusion
Ruiyue Chen, Xin Zhang†, Tianyu Lin, Sijin Yu
2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI 2025) 2025
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†
arXiv preprint arXiv:2506.01329 2025

PanTS: The Pancreatic Tumor Segmentation Dataset
Wenxuan Li, Xinze Zhou, Qi Chen, Tianyu Lin, Pedro R. A. S. Bassi, Xiaoxi Chen, Chen Ye, Zheren Zhu, Kai Ding, Heng Li, Kang Wang, Yang Yang, Yucheng Tang, Daguang Xu, Alan Yuille, Zongwei Zhou†
The Thirty-ninth Annual Conference on Neural Information Processing Systems (NeurIPS 2025) Datasets and Benchmarks Track 2025

EyePose: Pose-guided Saccadic Eye Movement Video Generation for Deep Learning-Based Neurologic Disease Phenotyping
Tianyu Lin, Jooyoung Ryu, Puvada Sreevar, Rahul Srinivasaraga, Riya Satavlekar, Susan Kim, Nidhi Soley, Yujie Yan, Ishan Vatsaraj, Carl Harris, Aimon Rahman, Vishal Patel, Joseph Greenstein, Casey Taylor, Kemar Green†
Under review at npj Digital Medicine 2025
Building a saccade screening tool without any private patient data

Learning Segmentation from Radiology Reports
Pedro R. A. S. Bassi, Wenxuan Li, Jieneng Chen, Zheren Zhu, Tianyu Lin, Sergio Decherchi, Andrea Cavalli, Kang Wang, Yang Yang, Alan L. Yuille, Zongwei Zhou†
Medical Image Computing and Computer Assisted Intervention (MICCAI 2025) 2025
🏆 Best Paper Award Runner-up (top 2 in 1,027 papers)

RadFabric: Agentic AI System with Reasoning Capability for Radiology
Wenting Chen, Yi Dong, Zhaojun Ding, Yucheng Shi, Yifan Zhou, Fang Zeng, Yijun Luo, Tianyu Lin, Yihang Su, Yichen Wu, Kai Zhang, Zhen Xiang, Tianming Liu, Ninghao Liu, Lichao Sun†, Yixuan Yuan†, Xiang Li†
arXiv preprint arXiv:2506.14142 2025

See More, Change Less: Anatomy-Aware Diffusion for Contrast Enhancement
Junqi Liu, Zejun Wu, Pedro R. A. S. Bassi, Xinze Zhou, Wenxuan Li, Ibrahim E. Hamamci, Sezgin Er, Tianyu Lin, Yi Luo, Szymon Płotka, Bjoern Menze, Daguang Xu, Kai Ding, Kang Wang, Yang Yang, Yucheng Tang, Alan L. Yuille, Zongwei Zhou†
arXiv preprint arXiv:2512.07251 2025

Stable diffusion segmentation for biomedical images with single-step reverse process
Tianyu Lin, Zhiguang Chen, Zhonghao Yan, Weijiang Yu†, Fudan Zheng†
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI 2024) 2024
A single-step latent space diffusion segmentation model
CAFS: An Attention-Based Co-Segmentation Semi-Supervised Method for Nasopharyngeal Carcinoma Segmentation
Yitong Chen, Guanghui Han, Tianyu Lin, Xiujian Liu†
Sensors 2022

