Me
Shengyuan Liu
PhD candidate @CUHK

About

Hi! I am a Year-2 PhD candidate at AIM group of The Chinese University of Hong Kong, advised by Prof. Yixuan Yuan. I received my M.S. degree from Institue of Automation, Chinese Academy of Sciences (CASIA), where I am grateful to be advised by Prof.Wenting Shang, Prof.Di Dong, and Prof.Jie Tian. Before that, I received my double Bachelor's degree in Information Engineering and Finance from Xi'an Jiaotong University (XJTU).

My research interest lies in Generative Modeling and AI for Healthcare, especially multi-modality joint representation learning for medical vision-language Models and Agents.

×

Experience

Ph.D. in Electronic Engineering
The Chinese University of Hong Kong (CUHK), 2024.08 - Now
Advisor: Prof. Yixuan Yuan
Research Intern
Kuaishou Technology, 2023.08 - 2024.04
Topics: Image and Video Generation
M.S. in Pattern Recognition and Intelligent Systems
The University of Chinese Academy of Sciences, 2021.08 - 2024.06
Advisor: Prof. Wenting Shang, Di Dong, Jie Tian
B.E. in Information Engineering & Finance
Xi'an Jiaotong University (XJTU), 2017.08 - 2021.07
GPA 3.89/4.3 (90.61/100, Top 5%)

Selected Publications

(*: equal contribution)

EndoBench: A Comprehensive Evaluation of Multi-Modal Large Language Models for Endoscopy Analysis
Shengyuan Liu*, Boyun Zheng*, Wenting Chen*, Zhihao Peng, Zhenfei Yin, Jing Shao, Jiancong Hu, Yixuan Yuan
Arxiv 2025
[Homepage] [Paper] [Code] [Benchmark]
Polyp-Gen: Realistic and Diverse Polyp Image Generation for Endoscopic Dataset Expansion
Shengyuan Liu*, Zhen Chen*, Qiushi Yang, Weihao Yu, Jiancong Hu, Di Dong, Yixuan Yuan
ICRA 2025
[Paper] [Code] [Model]
Training-Free Subject-Enhanced Attention Guidance for Compositional Text-to-image Generation
Shengyuan Liu, Bo Wang, Ye Ma, Te Yang, Quan Chen, Di Dong
Pattern Recognition (PR) 2025
[Paper]

Selected Honors

  • University of Chinese Academy of Sciences Merit Student, 2022, 2023
  • Top 10 Outstanding Undergraduates Award at Wenzhi College, XJTU, 2021
  • Xi'an Jiaotong University Outstanding Graduates, 2021
  • Xi'an Jiaotong University Excellent Student Cadre, 2020
  • Xi'an Jiaotong University Outstanding student, 2018,2019
  • Chinese National Scholarship, 2018

Academic Services

Reviewer: TMI, MICCAI, TETCI, AIIM

Miscellaneous

I am a sports enthusiast and a die-hard fan of Leo Messi😍🔥. I spent 4 amazing years with the XJTU football team⚽, and I'm also passionate about basketball🏀, jogging🏃‍♂️, skiing🏂, hiking⛰️, swimming🏊‍♂️, and tennis🎾.

Soccer 1 Soccer 2
  • 🥇 XJTU Football Freshmen Cup Champion, 2017
  • 🥇 XJTU Football Spring League Champion, 2021
  • 🥇 Zhongguancun Football League Champion, Beijing, 2024
Top