About Me

I am a first-year PhD student at The Chinese University of Hong Kong (CUHK) under the supervision of Prof. Qi Dou. Previously, I received my Bachelor degree from Wuhan University in 2022, advised by Prof. Zhenzhong Chen.

I am motivated by the open problems lying in machine learning and its application on computer vision and medical image analysis. My research interests spans algorithmic fairness, federated learning, generalizability, optimization, video understanding and enhancement, etc.

Publications

* indicates equal contribution.

Weakly-supervised Medical Image Segmentation with Gaze Annotations
Yuan Zhong, Chenhui Tang, Yumeng Yang, Ruoxi Qi, Kang Zhou, Yuqi Gong, Pheng Ann Heng, Janet H. Hsiao, Qi Dou
International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) 2024
[paper] [code]

FairMedFM: Fairness Benchmarking for Medical Imaging Foundation Models
Ruinan Jin*, Zikang Xu*, Yuan Zhong*, Qiongsong Yao, Qi Dou, S. Kevin Zhou, Xiaoxiao Li
Preprint 2024
[paper] [code]

On Fairness of Medical Image Classification with Multiple Sensitive Attributes via Learning Orthogonal Representations
Wenlong Deng*, Yuan Zhong*, Qi Dou, Xiaoxiao Li
International Conference on Information Processing in Medical Imaging (IPMI) 2023
[paper] [code]

Client-Level Differential Privacy via Adaptive Intermediary in Federated Medical Imaging
Meirui Jiang, Yuan Zhong, Anjie Le, Xiaoxiao Li, Qi Dou
International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) 2023
[paper] [code]

3DSAM-adapter: Holistic Adaptation of SAM from 2D to 3D for Promptable Medical Image Segmentation
Shizhan Gong, Yuan Zhong, Wenao Ma, Jinpeng Li, Zhao Wang, Jingyang Zhang, Pheng-Ann Heng, Qi Dou
Preprint 2023
[paper] [code]

Teaching

Serving as Teaching Assisstant

CSCI3230/ESTR 3108: Fundamentals of Artificial Intelligence, CUHK, 2023 Fall
CSCI1530: Computer Principles and Java Programming, CUHK, 2023 Spring
CSCI1130: Introduction to Computing Using Java, CUHK, 2022 Fall

Awards & Honors

Finalist, the 4th Luojia Model Student of the Year, Wuhan University, Dec 2020

Yu Gang - Song Xiao Scholarship (Top 0.1%), Wuhan University, Oct 2020