activity
20242026
most citedFoundation Model for Advancing Healthcare: Challenges, Opportunities, and Future Directions

5 citations · 5 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CV2026

Cross-Modal Clinical Knowledge Integration for Mammography Report Generation

Jiayi Zhu, Fuxiang Huang, Yu Xie +7

Breast cancer is a major global health concern, and mammography screening plays a central role in early detection. The large volume of screening examinations creates a substantial…

q-bio.QM2026

Free Lunch in Medical Image Foundation Model Pre-training via Randomized Synthesis and Disentanglement

Yuhan Wei, Yuting He, Linshan Wu +3

Medical image foundation models (MIFMs) have demonstrated remarkable potential for a wide range of clinical tasks, yet their development is constrained by the scarcity, heterogenei…

cs.CV2025

A Versatile Foundation Model for AI-enabled Mammogram Interpretation

Fuxiang Huang, Jiayi Zhu, Yunfang Yu +20

Breast cancer is the most commonly diagnosed cancer and the leading cause of cancer-related mortality in women globally. Mammography is essential for the early detection and diagno…

cs.CV2025

A Unified Low-level Foundation Model for Enhancing Pathology Image Quality

Ziyi Liu, Zhe Xu, Jiabo Ma +7

Foundation models have revolutionized computational pathology by achieving remarkable success in high-level diagnostic tasks, yet the critical challenge of low-level image enhancem…

cs.CV2025

Large-scale Self-supervised Video Foundation Model for Intelligent Surgery

Shu Yang, Fengtao Zhou, Leon Mayer +16

Computer-Assisted Intervention (CAI) has the potential to revolutionize modern surgery, with surgical scene understanding serving as a critical component in supporting decision-mak…

cs.CY20245 cited

Foundation Model for Advancing Healthcare: Challenges, Opportunities, and Future Directions

Yuting He, Fuxiang Huang, Xinrui Jiang +4

Foundation model, which is pre-trained on broad data and is able to adapt to a wide range of tasks, is advancing healthcare. It promotes the development of healthcare artificial in…