Natural image statistics and neural representation

EP Simoncelli, BA Olshausen - Annual review of neuroscience, 2001 - annualreviews.org
▪ Abstract It has long been assumed that sensory neurons are adapted, through both
evolutionary and developmental processes, to the statistical properties of the signals to …

Natural image statistics and divisive normalization

MJ Wainwright, O Schwartz, EP Simoncelli - 2002 - direct.mit.edu
Understanding the functional role of neurons and neural systems is a primary goal of
systems neuroscience. A longstanding hypothesis states that sensory systems are matched …

How much information is associated with a particular stimulus?

DA Butts - Network: Computation in Neural Systems, 2003 - iopscience.iop.org
Although the Shannon mutual information can be used to reveal general features of the
neural code, it cannot directly address which symbols of the code are significant. Further …

Relations between the statistics of natural images and the response properties of cortical cells

DJ Field - Josa a, 1987 - opg.optica.org
The relative efficiency of any particular image-coding scheme should be defined only in
relation to the class of images that the code is likely to encounter. To understand the …

[HTML][HTML] Stimulus-dependent maximum entropy models of neural population codes

E Granot-Atedgi, G Tkačik, R Segev… - PLoS computational …, 2013 - journals.plos.org
Neural populations encode information about their stimulus in a collective fashion, by joint
activity patterns of spiking and silence. A full account of this mapping from stimulus to neural …

[图书][B] Principles of neural coding

RQ Quiroga, S Panzeri - 2013 - books.google.com
Understanding how populations of neurons encode information is the challenge faced by
researchers in the field of neural coding. Focusing on the many mysteries and marvels of the …

Emerging principles of population coding: in search for the neural code

M Shamir - Current opinion in neurobiology, 2014 - Elsevier
Highlights•Correlations re-distribute the noise in the neural population-
response.•Information is limited when signal and correlated noise overlap.•Heterogeneity …

Statistical models for neural encoding, decoding, and optimal stimulus design

L Paninski, J Pillow, J Lewi - Progress in brain research, 2007 - Elsevier
There are two basic problems in the statistical analysis of neural data. The “encoding”
problem concerns how information is encoded in neural spike trains: can we predict the …

What the statistics of natural images tell us about visual coding

DJ Field - Human Vision, Visual Processing, and Digital …, 1989 - spiedigitallibrary.org
Why does the mammalian visual system represent information as it does? If we assume that
visual systems have evolved to cope with the natural environment then we might expect the …

The 'ideal homunculus': statistical inference from neural population responses

P Földiák - Computation and neural systems, 1993 - Springer
What does the response of a neuron, or of a group of neurons mean? What does it say about
the stimulus? How distributed and efficient is the encoding of information in population …