Comparison of human face matching behavior and computational image similarity measure

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	Comparison of human face matching behavior and computational image similarity measure
	Chen WenFeng1 ; Liu ChangHong 2; Lander Karen 3; Fu XiaoLan1 ; X. L. Fu
摘要	Computational similarity measures have been evaluated in a variety of ways, but few of the validated computational measures are based on a high-level, cognitive criterion of objective similarity. In this paper, we evaluate two popular objective similarity measures by comparing them with face matching performance in human observers. The results suggest that these measures are still limited in predicting human behavior, especially in rejection behavior, but objective measure taking advantage of global and local face characteristics may improve the prediction. It is also suggested that human may set different criterions for "hit" and "rejection" and this may provide implications for biologically-inspired computational systems.; Computational similarity measures have been evaluated in a variety of ways, but few of the validated computational measures are based on a high-level, cognitive criterion of objective similarity. In this paper, we evaluate two popular objective similarity measures by comparing them with face matching performance in human observers. The results suggest that these measures are still limited in predicting human behavior, especially in rejection behavior, but objective measure taking advantage of global and local face characteristics may improve the prediction. It is also suggested that human may set different criterions for "hit" and "rejection" and this may provide implications for biologically-inspired computational systems.
关键词	image similarity human behaviour face matching objective measure subjective measure
学科领域	认知心理学
	2009-02-01
语种	英语
发表期刊	SCIENCE IN CHINA SERIES F-INFORMATION SCIENCES
ISSN	1009-2757
卷号	52 期号:2 页码:316-321
期刊论文类型	Article
收录类别	SCI ; SSCI
WOS记录号	WOS:000262702300018
引用统计	被引频次：4[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.psych.ac.cn/handle/311026/5261
专题	中国科学院心理研究所回溯数据库(1956-2010)
通讯作者	X. L. Fu
作者单位	1.Chinese Acad Sci, Inst Psychol, State Key Lab Brain & Cognit Sci, Beijing 100101, Peoples R China 2.Univ Hull, Dept Psychol, Kingston Upon Hull HU6 7RX, N Humberside, England 3.Univ Manchester, Sch Psychol Sci, Manchester M13 9PL, Lancs, England
第一作者单位	脑与认知科学国家重点实验室
推荐引用方式 GB/T 7714	Chen WenFeng,Liu ChangHong,Lander Karen,et al. Comparison of human face matching behavior and computational image similarity measure[J]. SCIENCE IN CHINA SERIES F-INFORMATION SCIENCES,2009,52(2):316-321.
APA	Chen WenFeng,Liu ChangHong,Lander Karen,Fu XiaoLan,&X. L. Fu.(2009).Comparison of human face matching behavior and computational image similarity measure.SCIENCE IN CHINA SERIES F-INFORMATION SCIENCES,52(2),316-321.
MLA	Chen WenFeng,et al."Comparison of human face matching behavior and computational image similarity measure".SCIENCE IN CHINA SERIES F-INFORMATION SCIENCES 52.2(2009):316-321.

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