Knowledge fusion in deep learning-based medical vision-language models: A review

Dexuan Xu, Yanyuan Chen, Zhongyan Chai, Yifan Xiao, Yandong Yan, Weiping Ding, Hanpin Wang, Zhi Jin, Wenpin Jiao, Weihua Yue, Hang Li, Yu Huang

Abstract: Highlights•A systematic review of knowledge fusion in medical vision-language deep learning models.•Summarizing the classification and application scenarios of medical knowledge.•Introducing the algorithms and stages of medical knowledge fusion.•Summarizing knowledge fusion based on five medical vision-language tasks.•Provide suggestions for future directions in this field.

External IDs:dblp:journals/inffus/XuCCXYDWJJYLH26