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Natural Image Statistics
Aapo Hyv arinenJarmo HurriPatrik O. HoyerNatural Image StatisticsA probabilistic approach to earlycomputational visionFebruary 27, 2009 SpringerContents overview1 Introduction..1 Part I Background2 Linear filters and frequency analysis.. 253 Outline of the visual system.. 514 Multivariate probability and Statistics .. 69 Part II Statistics of linear features5 Principal components and whitening.. 976 Sparse coding and simple cells.. 1377 Independent component analysis.. 1598 Information-theoretic interpretations.. 185 Part III Nonlinear features & dependency of linear features9 Energy correlation of linear features & normalization.. 20910 Energy detectors and complex cells.. 22311 Energy correlations and topographic organization.. 24912 Dependencies of energy detectors: Beyond V1.
Aapo Hyv¨arinen Jarmo Hurri Patrik O. Hoyer Natural Image Statistics A probabilistic approach to early computational vision February 27, 2009 Springer
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