Measuring perceived differences in surface texture due to changes in higher order statistics
We investigate the ability of humans to perceive changes in the appearance of images of surface texture caused by the variation of their higher order statistics. We incrementally randomize their phase spectra while holding their first and second order statistics constant in order to ensure that the...
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Veröffentlicht in: | Journal of the Optical Society of America. A, Optics, image science, and vision Optics, image science, and vision, 2010-05, Vol.27 (5), p.1232-1244 |
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container_title | Journal of the Optical Society of America. A, Optics, image science, and vision |
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creator | EMRITH, K CHANTLER, M. J GREEN, P. R MALONEY, L. T CLARKE, A. D. F |
description | We investigate the ability of humans to perceive changes in the appearance of images of surface texture caused by the variation of their higher order statistics. We incrementally randomize their phase spectra while holding their first and second order statistics constant in order to ensure that the change in the appearance is due solely to changes in third and other higher order statistics. Stimuli comprise both natural and synthetically generated naturalistic images, with the latter being used to prevent observers from making pixel-wise comparisons. A difference scaling method is used to derive the perceptual scales for each observer, which show a sigmoidal relationship with the degree of randomization. Observers were maximally sensitive to changes within the 20%-60% randomization range. In order to account for this behavior we propose a biologically plausible model that computes the variance of local measurements of phase congruency. |
doi_str_mv | 10.1364/josaa.27.001232 |
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A difference scaling method is used to derive the perceptual scales for each observer, which show a sigmoidal relationship with the degree of randomization. Observers were maximally sensitive to changes within the 20%-60% randomization range. In order to account for this behavior we propose a biologically plausible model that computes the variance of local measurements of phase congruency.</description><subject>Analysis of Variance</subject><subject>Biological and medical sciences</subject><subject>Eye and associated structures. Visual pathways and centers. Vision</subject><subject>Fundamental and applied biological sciences. Psychology</subject><subject>Humans</subject><subject>Models, Biological</subject><subject>Probability</subject><subject>Spectrum Analysis</subject><subject>Surface Properties</subject><subject>Vertebrates: nervous system and sense organs</subject><subject>Visual Perception</subject><issn>1084-7529</issn><issn>1520-8532</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2010</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNpFkEtPwzAQhC0EolA4c0O5IE4pfiW2jxXiKRAH4IYUOZt166pNip0g-PcYtcBld6T9ZlYaQk4YnTBRyotFF62dcDWhlHHBd8gBKzjNdSH4btJUy1wV3IzIYYwLSqkstdonI06l1MrwA_L2iDYOwbezbI0B0H9gkzXeOQzYAsbMt1m6OwuY9fjZDwGzZki6y2Bu29mGmPvZHEPWhSbN2Nvex95DPCJ7zi4jHm_3mLxeX71c3uYPTzd3l9OHHIThfV6jVdppYXUjnHFlaSgFqMuaOZb-KsPQKCEYq2tea5QcBFoNAJIXjYZSjMn5JncduvcBY1-tfARcLm2L3RCrZDZFoZhM5MWGhNDFGNBV6-BXNnxVjFY_jVb3T8_TacVVtWk0OU632UO9wuaP_60wAWdbwEawSxdsCz7-c4Lp0nApvgEH0oCr</recordid><startdate>20100501</startdate><enddate>20100501</enddate><creator>EMRITH, K</creator><creator>CHANTLER, M. 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Visual pathways and centers. Vision</topic><topic>Fundamental and applied biological sciences. Psychology</topic><topic>Humans</topic><topic>Models, Biological</topic><topic>Probability</topic><topic>Spectrum Analysis</topic><topic>Surface Properties</topic><topic>Vertebrates: nervous system and sense organs</topic><topic>Visual Perception</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>EMRITH, K</creatorcontrib><creatorcontrib>CHANTLER, M. J</creatorcontrib><creatorcontrib>GREEN, P. R</creatorcontrib><creatorcontrib>MALONEY, L. T</creatorcontrib><creatorcontrib>CLARKE, A. D. 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A, Optics, image science, and vision</jtitle><addtitle>J Opt Soc Am A Opt Image Sci Vis</addtitle><date>2010-05-01</date><risdate>2010</risdate><volume>27</volume><issue>5</issue><spage>1232</spage><epage>1244</epage><pages>1232-1244</pages><issn>1084-7529</issn><eissn>1520-8532</eissn><abstract>We investigate the ability of humans to perceive changes in the appearance of images of surface texture caused by the variation of their higher order statistics. We incrementally randomize their phase spectra while holding their first and second order statistics constant in order to ensure that the change in the appearance is due solely to changes in third and other higher order statistics. Stimuli comprise both natural and synthetically generated naturalistic images, with the latter being used to prevent observers from making pixel-wise comparisons. A difference scaling method is used to derive the perceptual scales for each observer, which show a sigmoidal relationship with the degree of randomization. Observers were maximally sensitive to changes within the 20%-60% randomization range. In order to account for this behavior we propose a biologically plausible model that computes the variance of local measurements of phase congruency.</abstract><cop>Washington, DC</cop><pub>Optical Society of America</pub><pmid>20448792</pmid><doi>10.1364/josaa.27.001232</doi><tpages>13</tpages></addata></record> |
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subjects | Analysis of Variance Biological and medical sciences Eye and associated structures. Visual pathways and centers. Vision Fundamental and applied biological sciences. Psychology Humans Models, Biological Probability Spectrum Analysis Surface Properties Vertebrates: nervous system and sense organs Visual Perception |
title | Measuring perceived differences in surface texture due to changes in higher order statistics |
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