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Perceptual insensitivity to higher-order statistical moments of coherent random dot motion.


ABSTRACT: When the visual system analyzes distributed patterns of sensory inputs, what features of those distributions does it use? It has been previously demonstrated that higher-order statistical moments of luminance distributions influence perception of static surfaces and textures. Here, we tested whether the brain also represents higher-order moments of dynamic stimuli. We constructed random dot kinematograms, where dots moved according to probability distributions that selectively differed in terms of their mean, variance, skewness, or kurtosis. When viewing these stimuli, human observers were sensitive to the mean direction of coherent motion and to the variance of dot displacement angles, but they were insensitive to skewness and kurtosis. Observer behavior accorded with a model of directional motion energy, suggesting that information about higher-order moments is discarded early in the visual processing hierarchy. These results demonstrate that use of higher-order moments is not a general property of visual perception.

SUBMITTER: Waskom ML 

PROVIDER: S-EPMC6894413 | biostudies-literature | 2018 Jun

REPOSITORIES: biostudies-literature

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Perceptual insensitivity to higher-order statistical moments of coherent random dot motion.

Waskom Michael L ML   Asfour Janeen J   Kiani Roozbeh R  

Journal of vision 20180601 6


When the visual system analyzes distributed patterns of sensory inputs, what features of those distributions does it use? It has been previously demonstrated that higher-order statistical moments of luminance distributions influence perception of static surfaces and textures. Here, we tested whether the brain also represents higher-order moments of dynamic stimuli. We constructed random dot kinematograms, where dots moved according to probability distributions that selectively differed in terms  ...[more]

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