Comparison of human face matching behavior and computational image similarity measure
Chen WenFeng1; Liu ChangHong2; Lander Karen3; Fu XiaoLan1; X. L. Fu
2009-02-01
发表期刊SCIENCE IN CHINA SERIES F-INFORMATION SCIENCES
ISSN1009-2757
文章类型Article
卷号52期号:2页码:316-321
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
收录类别SCI ; SSCI
语种英语
WOS记录号WOS:000262702300018
引用统计
被引频次:3[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
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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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