A Comprehensive Survey of Evaluating Multimodal Foundation Models: Hierarchical Perspective and Extensive Applications

May 1, 2025·
Ye Yuan
,
Junyu Luo
,
Guancheng Wan
,
Jinsheng Huang
,
Chengwu Liu
,
Junwei Yang
,
Yifang Qin
,
Zhiping Xiao
,
Qingqing Long
,
Meng Xiao
Yiqiao Jin
Yiqiao Jin
,
Jianhong Tu
,
Yuqi Chen
,
Wei Ju
,
Zhongwei Wan
,
Yusheng Zhao
,
Xiao Luo
,
Yiwei Fu
,
Yizhou Sun
,
Wei Wang
,
Chenguang Wang
,
Ming Zhang
· 1 min read
Type
Publication
Preprint; under review at ACL ARR

A survey of multimodal foundation model evaluation from a hierarchical perspective, covering a broad range of applications.

View the Google Scholar record.

Multimodal Foundation Models Evaluation Survey
Yiqiao Jin
Authors
Yiqiao Jin
Final-year Ph.D. Candidate in Computer Science
My research sits at the intersection of multimodal foundation models, intelligent agents, and spatial/physical intelligence. I build general-purpose models that perceive, reason, learn, and act in interactive virtual and physical environments.