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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
Source PublicationSCIENCE IN CHINA SERIES F-INFORMATION SCIENCES
ISSN1009-2757
SubtypeArticle
Volume52Issue:2Pages:316-321
AbstractComputational 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.
Keywordimage similarity human behaviour face matching objective measure subjective measure
Subject Area认知心理学
Indexed BySCI ; SSCI
Language英语
WOS IDWOS:000262702300018
Citation statistics
Document Type期刊论文
Identifierhttp://ir.psych.ac.cn/handle/311026/5261
Collection中国科学院心理研究所回溯数据库(1956-2010)
Corresponding AuthorX. L. Fu
Affiliation1.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
Recommended Citation
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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