Publications with the keyword "natural image statistics"


L. Theis, S. Gerwinn, F. Sinz, and M. Bethge
In All Likelihood, Deep Belief Is Not Enough
Journal of Machine Learning Research, 12, 3071-3096, 2011
#natural image statistics, #deep belief networks, #boltzmann machines
Code, URL, BibTex
F. Sinz and M. Bethge
Lp-nested symmetric distributions
Journal of Machine Learning Research, 3409-3451, 2010
#natural image statistics, #ica, #lp-spherically symmetric distributions, #nu-spherical symmetric distributions
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R. Hosseini, F. Sinz, and M. Bethge
New Estimate for the Redundancy of Natural Images
Frontiers in Computational Neuroscience, 2010
#natural image statistics, #multi-information rate
DOI, BibTex
L. Theis, S. Gerwinn, F. Sinz, and M. Bethge
Likelihood Estimation in Deep Belief Networks
Frontiers in Computational Neuroscience, 2010
#deep belief networks, #likelihood estimation, #natural image statistics
Code, URL, DOI, BibTex
R. Hosseini, F. Sinz, and M. Bethge
Lower bounds on the redundancy of natural images
Vision Research, 2213-2222, 2010
#natural image statistics
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J. Eichhorn, F. Sinz, and M. Bethge
Natural Image Coding in V1: How Much Use Is Orientation Selectivity?
PLoS Computational Biology, 5(4), 2009
#natural image models, #natural image statistics, #normative models
Code, PDF, BibTex
F. Sinz and M. Bethge
A new class of distributions for natural images generalizing independent subspace analysis
Frontiers in Computational Neuroscience, 2009
#natural image statistics, #lp-nested symmetric distributions, #independent subspace analysis
DOI, BibTex
F. H. Sinz, E. Simoncelli, and M. Bethge
Hierarchical Modeling of Local Image Features through Lp-Nested Symmetric Distributions
Advances in Neural Information Processing Systems 22, 2009
#natural image statistics, #ica, #lp-spherically symmetric distributions, #nu-spherical symmetric distributions
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F. Sinz and M. Bethge
Redundancy Reduction in Natural Images: Quantifying the Effect of Orientation Selectivity and Contrast Gain Control
Gordon Research Conference: Sensory Coding and The Natural Environment 2008, 2008
#natural image statistics, #lp-spherically symmetric distributions, #contrast gain control
BibTex
F. Sinz and M. Bethge
The Conjoint Effect of Divisive Normalization and Orientation Selectivity on Redundancy Reduction in Natural Images
Frontiers in Computational Neuroscience, 2008
#natural image statistics, #lp-spherically symmetric distributions, #contrast gaon control
DOI, BibTex
F. Sinz and M. Bethge
The Conjoint Effect of Divisive Normalization and Orientation Selectivity on Redundancy Reduction
Advances in Neural Information Processing Systems 21, 2008
#contrast gain control, #normative models, #natural image statistics, #lp-spherically symmetric distributions
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F. H. Sinz and M. Bethge
How much can orientation selectivity and contrast gain control reduce the redundancies in natural images
Max Planck Institute for Biological Cybernetics Technical Report 169, 2008
#natural image models, #natural image statistics, #normative models, #ica
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