Zhihong Chen
The first name is pronounced as /tsi hung/. I'm more than happy to accept any approximation, so please feel free to use your favorite variants/surrogates!
Postdoc
Stanford University
Email : zhihongc AT stanford DOT edu .
Github , Google Scholar
About
Hi, I received my Ph.D. from The Chinese University of Hong Kong, Shenzhen, where I was supervised jointly by Xiang Wan, Tsung-Hui Chang, and Guanbin Li and also worked closely with Benyou Wang. Before that, I finished my B.Eng. degree from Sun Yat-sen University in 2019. My research lies at the intersection of vision+language and large language models . I am always open to collaboration. Feel free to drop me an e-mail. :-)
Projects
LLM Zoo: democratizing ChatGPT Project Leader[Website]
Publications
Survey
Large Language Models
HuatuoGPT, Towards Taming Language Model to Be a Doctor Hongbo Zhang, Junying Chen, Feng Jiang, Fei Yu, Zhihong Chen , Jianquan Li, Guiming Chen, Xiangbo Wu, Zhiyi Zhang, Qingying Xiao, Xiang Wan, Benyou Wang, Haizhou Li Findings of EMNLP 2023.
Vision-Language (Representation Learning / Foundation Models)
Towards Unifying Medical Vision-and-Language Pre-training via Soft Prompts Zhihong Chen *, Shizhe Diao*, Benyou Wang, Guanbin Li and Xiang Wan ICCV 2023.
Align, Reason and Learn: Enhancing Medical Vision-and-Language Pre-training with Knowledge Zhihong Chen , Guanbin Li and Xiang Wan ACMMM 2022.
Mapping medical image-text to a joint space via masked modeling Zhihong Chen , Yuhao Du, Jinpeng Hu, Yang Liu, Guanbin Li, Xiang Wan and Tsung-Hui Chang Medical Image Analysis 2023.
Multi-Modal Masked Autoencoders for Medical Vision-and-Language Pre-Training Zhihong Chen , Yuhao Du, Jinpeng Hu, Yang Liu, Guanbin Li, Xiang Wan and Tsung-Hui Chang MICCAI 2022.
Vision-Language (Task-specific Modeling)
Toward expanding the scope of radiology report summarization to multiple anatomies and modalities Zhihong Chen *, Maya Varma*, Xiang Wan, Curtis P. Langlotz and Jean-Benoit Delbrouck* ACL 2023.
Improving Radiology Summarization with Radiograph and Anatomy Prompts Jinpeng Hu, Zhihong Chen , Yang Liu, Xiang Wan, and Tsung-Hui Chang Findings of ACL 2023.
Cross-modal Memory Networks for Radiology Report Generation Zhihong Chen , Yaling Shen, Yan Song and Xiang Wan ACL 2021.
Generating Radiology Reports via Memory-driven Transformer Zhihong Chen , Yan Song, Tsung-Hui Chang and Xiang Wan EMNLP 2020.
Hierarchical Attention Network for Image Captioning Weixuan Wang, Zhihong Chen and Haifeng Hu AAAI 2019.
Vision-Language (Adaptation, Analysis, etc.)
Bridging Vision and Language Encoders: Parameter-Efficient Tuning for Referring Image Segmentation Zunnan Xu*, Zhihong Chen *, Yong Zhang, Yibing Song, Xiang Wan and Guanbin Li ICCV 2023.
On the Difference of BERT-style and CLIP-style Text Encoders Zhihong Chen *, Guiming Hardy Chen*, Shizhe Diao, Xiang Wan and Benyou Wang Findings of ACL 2023.
Advancing Visual Grounding with Scene Knowledge: Benchmark and Method Zhihong Chen *, Ruifei Zhang*, Yibin Song, Xiang Wan and Guanbin Li CVPR 2023.
Other Papers
EASAL: Entity-Aware Subsequence-based Active Learning for Named Entity Recognition Yang Liu, Jinpeng Hu, Zhihong Chen , Xiang Wan, and Tsung-Hui Chang AAAI 2023.
A Simple yet Effective Subsequence-Enhanced Approach for Cross-Domain NER Jinpeng Hu, Dandan Guo, Yang Liu, Zhuo Li, Zhihong Chen , Xiang Wan, and Tsung-Hui Chang AAAI 2023.
Graph Enhanced Contrastive Learning for Radiology Findings Summarization Jinpeng Hu, Zhuo Li, Zhihong Chen , Zhen Li, Xiang Wan and Tsung-Hui Chang ACL 2022.
Word Graph Guided Summarization for Radiology Findings Jinpeng Hu, Jianling Li, Zhihong Chen , Yaling Shen, Yan Song, Xiang Wan and Tsung-Hui Chang Findings of ACL 2021.
Teaching
Teaching Assistant, ERG2050 Introduction to Data Analytics, Spring 2021
Teaching Assistant, MAT1001 Calculus, Fall 2020 (Outstanding TA Award)
Teaching Assistant, STA2001 Probability and Statistics, Spring 2020
Teaching Assistant, MAT1001 Calculus, Fall 2019
Service
Reviewer: ACL (2021; 2022; 2023; 2024), EMNLP (2020; 2022; 2023), NAACL (2022; 2024), COLING (2020), ARR (2021; 2022; 2023), CVPR (2024), TMI (2023)
Awards
Presidential Fellowship, 2019-2024
MICCAI Student Travel Award, 2023
Outstanding Teaching Assistant (TA) Award, 2021
National Scholarship, 2018
Last update: 2024/01. Template credited to Tengyu Ma 's and Danqi Chen 's.