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- W1987125655 abstract "The conventional approach in computational neuroscience in favor of the efficient coding hypothesis goes from image statistics to perception. It has been argued that the behavior of the early stages of biological visual processing (e.g., spatial frequency analyzers and their nonlinearities) may be obtained from image samples and the efficient coding hypothesis using no psychophysical or physiological information. In this work we address the same issue in the opposite direction: from perception to image statistics. We show that psychophysically fitted image representation in V1 has appealing statistical properties, for example, approximate PDF factorization and substantial mutual information reduction, even though no statistical information is used to fit the V1 model. These results are complementary evidence in favor of the efficient coding hypothesis." @default.
- W1987125655 created "2016-06-24" @default.
- W1987125655 creator A5065281659 @default.
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- W1987125655 date "2010-12-01" @default.
- W1987125655 modified "2023-10-18" @default.
- W1987125655 title "Psychophysically Tuned Divisive Normalization Approximately Factorizes the PDF of Natural Images" @default.
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- W1987125655 doi "https://doi.org/10.1162/neco_a_00046" @default.
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