Image generation evaluation: a comprehensive survey of human and automatic evaluations
Regular Papers|Updated:2025-07-28
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Image generation evaluation: a comprehensive survey of human and automatic evaluations
图像生成评估:人类评估与自动评估的全面综述
“In the field of image generation, this paper comprehensively surveys the research progress of image evaluation, including evaluation protocols and methods. It proposes a novel protocol covering human and automatic evaluation aspects for various image generation tasks and reviews automatic evaluation methods in the past five years. The paper lays a foundation for the construction of image generation evaluation systems.”
Frontiers of Information Technology & Electronic EngineeringVol. 26, Issue 7, Pages: 1027-1065(2025)
Affiliations:
1.School of Software Technology, Zhejiang University, Ningbo 315100, China
2.School of Computer Science and Engineering, Southeast University, Nanjing 211189, China
3.College of Computer Science and Technology, Zhejiang University, Hangzhou 310027, China
Qi LIU, Shuanglin YANG, Zejian LI, et al. Image generation evaluation: a comprehensive survey of human and automatic evaluations[J]. Frontiers of information technology & electronic engineering, 2025, 26(7): 1027-1065.
DOI:
Qi LIU, Shuanglin YANG, Zejian LI, et al. Image generation evaluation: a comprehensive survey of human and automatic evaluations[J]. Frontiers of information technology & electronic engineering, 2025, 26(7): 1027-1065. DOI: 10.1631/FITEE.2400904.
Image generation evaluation: a comprehensive survey of human and automatic evaluations