Publications with the keyword "natural image statistics"
F. Sinz and
M. Bethge
Temporal adaptation enhances efficient contrast gain control on natural images
PLoS Computational Biology, 9(1), 2013
#natural image statistics, #divisive normalization, #contrast gain control, #lp-spherically symmetric distributions
Code, URL, PDF, BibTex
Temporal adaptation enhances efficient contrast gain control on natural images
PLoS Computational Biology, 9(1), 2013
#natural image statistics, #divisive normalization, #contrast gain control, #lp-spherically symmetric distributions
Code, URL, PDF, BibTex
H. E. Gerhard,
F. A. Wichmann, and
M. Bethge
How Sensitive Is the Human Visual System to the Local Statistics of Natural Images?
PLoS Computational Biology, 9(1), 2013
#natural image statistics, #psychophysics
URL, PDF, BibTex
How Sensitive Is the Human Visual System to the Local Statistics of Natural Images?
PLoS Computational Biology, 9(1), 2013
#natural image statistics, #psychophysics
URL, PDF, BibTex
L. Theis,
J. Sohl-Dickstein, and
M. Bethge
Training sparse natural image models with a fast Gibbs sampler of an extended state space
Advances in Neural Information Processing Systems 25, 2012
#natural image statistics, #ica, #overcompleteness
Code, PDF, Supplemental, Poster, BibTex
Training sparse natural image models with a fast Gibbs sampler of an extended state space
Advances in Neural Information Processing Systems 25, 2012
#natural image statistics, #ica, #overcompleteness
Code, PDF, Supplemental, Poster, BibTex
L. Theis,
R. Hosseini, and
M. Bethge
Mixtures of conditional Gaussian scale mixtures: the best model for natural images
Frontiers in Computational Neuroscience, 2012
#natural image statistics, #gaussian scale mixtures, #mixture models
URL, DOI, Poster, BibTex
Mixtures of conditional Gaussian scale mixtures: the best model for natural images
Frontiers in Computational Neuroscience, 2012
#natural image statistics, #gaussian scale mixtures, #mixture models
URL, DOI, Poster, BibTex
L. Theis,
R. Hosseini, and
M. Bethge
Mixtures of Conditional Gaussian Scale Mixtures Applied to Multiscale Image Representations
PLoS ONE, 7(7), 2012
#natural image statistics, #gaussian scale mixtures, #random fields
Code, DOI, PDF, BibTex
Mixtures of Conditional Gaussian Scale Mixtures Applied to Multiscale Image Representations
PLoS ONE, 7(7), 2012
#natural image statistics, #gaussian scale mixtures, #random fields
Code, DOI, PDF, BibTex
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, PDF, BibTex
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, PDF, BibTex
H. E. Gerhard,
T. Wiecki,
F. Wichmann, and
M. Bethge
Perceptual sensitivity to statistical regularities in natural images
The 9th Göttingen Meeting of the German Neuroscience Society, 2011
#natural image statistics, #psychophysics, #perception
URL, PDF, BibTex
Perceptual sensitivity to statistical regularities in natural images
The 9th Göttingen Meeting of the German Neuroscience Society, 2011
#natural image statistics, #psychophysics, #perception
URL, PDF, BibTex
F. Sinz and
M. Bethge
Lp-nested symmetric distributions
Journal of Machine Learning Research, 11, 3409-3451, 2010
#natural image statistics, #ica, #lp-spherically symmetric distributions, #nu-spherical symmetric distributions
PDF, BibTex
Lp-nested symmetric distributions
Journal of Machine Learning Research, 11, 3409-3451, 2010
#natural image statistics, #ica, #lp-spherically symmetric distributions, #nu-spherical symmetric distributions
PDF, BibTex
R. Hosseini,
F. Sinz, and
M. Bethge
Lower bounds on the redundancy of natural images
Vision Research, 50(22), 2213-2222, 2010
#natural image statistics
PDF, BibTex
Lower bounds on the redundancy of natural images
Vision Research, 50(22), 2213-2222, 2010
#natural image statistics
PDF, BibTex
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
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
Likelihood Estimation in Deep Belief Networks
Frontiers in Computational Neuroscience, 2010
#deep belief networks, #likelihood estimation, #natural image statistics
Code, URL, DOI, BibTex
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, DOI, PDF, BibTex
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, DOI, 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
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, 1696-1704, 2009
#natural image statistics, #ica, #lp-spherically symmetric distributions, #nu-spherical symmetric distributions
Code, PDF, BibTex
Hierarchical Modeling of Local Image Features through Lp-Nested Symmetric Distributions
Advances in Neural Information Processing Systems 22, 1696-1704, 2009
#natural image statistics, #ica, #lp-spherically symmetric distributions, #nu-spherical symmetric distributions
Code, PDF, BibTex
M. Bethge and
P. Berens
Near-Maximum Entropy Models for Binary Neural Representations of Natural Images
Advances in Neural Information Processing Systems 20, 2008
#population coding, #natural image statistics, #maximum entropy
Code, PDF, BibTex
Near-Maximum Entropy Models for Binary Neural Representations of Natural Images
Advances in Neural Information Processing Systems 20, 2008
#population coding, #natural image statistics, #maximum entropy
Code, PDF, BibTex
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
#natural image statistics, #lp-spherically symmetric distributions, #contrast gain control
BibTex
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
#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 gain control
DOI, BibTex
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 gain 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, 1521-1528, 2008
#contrast gain control, #normative models, #natural image statistics, #lp-spherically symmetric distributions
Code, PDF, BibTex
The Conjoint Effect of Divisive Normalization and Orientation Selectivity on Redundancy Reduction
Advances in Neural Information Processing Systems 21, 1521-1528, 2008
#contrast gain control, #normative models, #natural image statistics, #lp-spherically symmetric distributions
Code, PDF, BibTex
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, 2008
#natural image models, #natural image statistics, #normative models, #ica, #contrast gain control
PDF, BibTex
How much can orientation selectivity and contrast gain control reduce the redundancies in natural images
Max Planck Institute for Biological Cybernetics, 2008
#natural image models, #natural image statistics, #normative models, #ica, #contrast gain control
PDF, BibTex
M. Bethge,
T. V. Wiecki, and
F. A. Wichmann
The Independent Components of Natural Images are Perceptually Dependent
Proceedings of SPIE Human Vision and Electronic Imaging XII (EI105), 2007
#natural image statistics, #ica, #psychophysics, #perception
PDF, BibTex
The Independent Components of Natural Images are Perceptually Dependent
Proceedings of SPIE Human Vision and Electronic Imaging XII (EI105), 2007
#natural image statistics, #ica, #psychophysics, #perception
PDF, BibTex
