Publications with the keyword "ica"


H. E. Gerhard, L. Theis, and M. Bethge
Modeling Natural Image Statistics
Biologically-inspired Computer Vision—Fundamentals and Applications (to appear), Wiley VCH, 2015, ISBN 978-3527412648
#natural image statistics, #mcgsm, #ica, #psychophysics
URL, ISBN, 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
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
R. Hosseini and M. Bethge
Hierachical Models of Natural Images
Frontiers in Computational Neuroscience, 2009
#gaussianization, #multilayer, #ica
URL, PDF, 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
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
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
University of Tuebingen BCCN CIN MPI