A Comprehensive Survey of Multimodal Foundation Model Evaluation: A 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
,
Chenguang Wang
,
Ming Zhang
· 1 min read
Type

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

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Multimodal Foundation Models Evaluation Survey
Yiqiao Jin
Authors
Yiqiao Jin
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.