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In: Rosenblith WA, editor. Sensory Communication. Cambridge, MA: MIT Press. pp. 217\u2013234."},{"key":"ref2","doi-asserted-by":"crossref","first-page":"1193","DOI":"10.1146\/annurev.neuro.24.1.1193","article-title":"Natural Image Statistics and Neural Representation","volume":"24","author":"EP Simoncelli","year":"2003","journal-title":"Annual Review of Neuroscience"},{"key":"ref3","doi-asserted-by":"crossref","first-page":"3327","DOI":"10.1016\/S0042-6989(97)00121-1","article-title":"The \u201cindependent components\u201d of natural scenes are edge filters","volume":"37","author":"AJ Bell","year":"1997","journal-title":"Vision Research"},{"key":"ref4","doi-asserted-by":"crossref","first-page":"295","DOI":"10.1162\/neco.1989.1.3.295","article-title":"Unsupervised Learning","volume":"1","author":"HB Barlow","year":"1989","journal-title":"Neural Computation"},{"key":"ref5","doi-asserted-by":"crossref","first-page":"1587","DOI":"10.1364\/JOSAA.16.001587","article-title":"Probabilistic framework for the adaptation and comparison of image codes","volume":"16","author":"MS Lewicki","year":"1999","journal-title":"Journal of the Optical Society of America A"},{"key":"ref6","doi-asserted-by":"crossref","first-page":"1253","DOI":"10.1364\/JOSAA.23.001253","article-title":"Factorial coding of natural images: how effective are linear models in removing higher-order dependencies?","volume":"23","author":"M Bethge","year":"2006","journal-title":"Journal of the Optical Society of America A"},{"key":"ref7","doi-asserted-by":"crossref","first-page":"e1000336","DOI":"10.1371\/journal.pcbi.1000336","article-title":"Natural Image Coding in V1: How Much Use Is Orientation Selectivity?","volume":"5","author":"J Eichhorn","year":"2009","journal-title":"PLoS Comput Biol"},{"key":"ref8","doi-asserted-by":"crossref","first-page":"181","DOI":"10.1017\/S0952523800009640","article-title":"Normalization of cell responses in cat striate cortex","volume":"9","author":"DJ Heeger","year":"1992","journal-title":"Vis Neurosci"},{"key":"ref9","doi-asserted-by":"crossref","first-page":"819","DOI":"10.1038\/90526","article-title":"Natural signal statistics and sensory gain control","volume":"4","author":"O Schwartz","year":"2001","journal-title":"Nat Neurosci"},{"key":"ref10","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1038\/nrn3136","article-title":"Normalization as a canonical neural computation","volume":"13","author":"M Carandini","year":"2011","journal-title":"Nature reviews Neuroscience"},{"key":"ref11","unstructured":"Sinz F, Bethge M (2009) The Conjoint Effect of Divisive Normalization and Orientation Selectivity on Redundancy Reduction. In: Koller D, Schuurmans D, Bengio Y, Bottou L, editors. Advances in neural information processing systems 21: 22nd Annual Conference on Neural Information Processing Systems 2008. Red Hook, NY, USA: Curran Associates. pp. 1521\u20131528."},{"key":"ref12","doi-asserted-by":"crossref","first-page":"1485","DOI":"10.1162\/neco.2009.04-08-773","article-title":"Nonlinear extraction of independent components of natural images using radial gaussianization","volume":"21","author":"S Lyu","year":"2009","journal-title":"Neural Computation"},{"key":"ref13","doi-asserted-by":"crossref","first-page":"817","DOI":"10.1016\/j.jmva.2008.07.006","article-title":"Characterization of the p-generalized normal distribution","volume":"100","author":"F Sinz","year":"2009","journal-title":"Journal of Multivariate Analysis"},{"key":"ref14","doi-asserted-by":"crossref","first-page":"239","DOI":"10.1017\/S0952523800006258","article-title":"Temporal dynamics of contrast gain in single cells of the cat striate cortex","volume":"6","author":"AB Bonds","year":"1991","journal-title":"Vis Neurosci"},{"key":"ref15","doi-asserted-by":"crossref","first-page":"1705","DOI":"10.1162\/089976600300015312","article-title":"Emergence of Phase- and Shift-Invariant Features by Decomposition of Natural Images into Independent Feature Subspaces","volume":"12","author":"A Hyv\u00e4rinen","year":"2000","journal-title":"Neural Computation"},{"key":"ref16","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1080\/09548980701418942","article-title":"Complex cell pooling and the statistics of natural images","volume":"18","author":"A Hyv\u00e4rinen","year":"2007","journal-title":"Network: Computation in Neural Systems"},{"key":"ref17","doi-asserted-by":"crossref","first-page":"1409","DOI":"10.1126\/science.7233231","article-title":"Phase relationships between adjacent simple cells in the visual cortex","volume":"212","author":"D Pollen","year":"1981","journal-title":"Science"},{"key":"ref18","doi-asserted-by":"crossref","first-page":"284","DOI":"10.1364\/JOSAA.2.000284","article-title":"Spatiotemporal energy models for the perception of motion","volume":"2","author":"EH Adelson","year":"1985","journal-title":"Journal of the Optical Society of America A"},{"key":"ref19","unstructured":"Sinz F, Simoncelli EP, Bethge M (2009) Hierarchical Modeling of Local Image Features through Lp-Nested Symmetric Distributions. In: Bengio Y, Schuurmans D, Lafferty J, Williams C, Culotta A, editors. Advances in Neural Information Processing Systems 22: 23rd Annual Conference on Neural Information Processing Systems 2009. Red Hook, NY, USA: Curran Associates. pp. 1696\u20131704."},{"key":"ref20","doi-asserted-by":"crossref","first-page":"2942","DOI":"10.1162\/NECO_a_00197","article-title":"Dependency Reduction with Divisive Normalization: Justification and Effectiveness","volume":"23","author":"S Lyu","year":"2011","journal-title":"Neural Computation"},{"key":"ref21","first-page":"855","article-title":"Scale mixtures of Gaussians and the statistics of natural images","volume":"12","author":"MJ Wainwright","year":"2000","journal-title":"Neural Information Processing Systems"},{"key":"ref22","unstructured":"Wainwright MJ, Schwartz O, Simoncelli EP (2002) Natural image statistics and divisive normalization: modeling nonlinearities and adaptation in cortical neurons. In: Statistical theories of the brain. 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