Rat sensitivity to multipoint statistics is predicted by efficient coding of natural scenes

R Caramellino, E Piasini, A Buccellato, A Carboncino… - Elife, 2021 - elifesciences.org
Efficient processing of sensory data requires adapting the neuronal encoding strategy to the
statistics of natural stimuli. Previously, in Hermundstad et al., 2014, we showed that local …

How sensitive is the human visual system to the local statistics of natural images?

HE Gerhard, FA Wichmann… - PLoS computational …, 2013 - journals.plos.org
A key hypothesis in sensory system neuroscience is that sensory representations are
adapted to the statistical regularities in sensory signals and thereby incorporate knowledge …

Cortical sensitivity to visual features in natural scenes

G Felsen, J Touryan, F Han, Y Dan - PLoS biology, 2005 - journals.plos.org
A central hypothesis concerning sensory processing is that the neuronal circuits are
specifically adapted to represent natural stimuli efficiently. Here we show a novel effect in …

[PDF][PDF] Is the human visual system optimised for encoding the statistical information of natural scenes?

CA Párraga - 2003 - cic.uab.es
Since all properties (anatomy, physiology and sensory processing mechanisms) of the
human visual system are the product of evolution and postnatal development, it is …

Low-level image statistics in natural scenes influence perceptual decision-making

N Seijdel, S Jahfari, IIA Groen, HS Scholte - Scientific reports, 2020 - nature.com
A fundamental component of interacting with our environment is gathering and interpretation
of sensory information. When investigating how perceptual information influences decision …

Spatial correlations in natural scenes modulate response reliability in mouse visual cortex

RV Rikhye, M Sur - Journal of Neuroscience, 2015 - Soc Neuroscience
Intrinsic neuronal variability significantly limits information encoding in the primary visual
cortex (V1). Certain stimuli can suppress this intertrial variability to increase the reliability of …

Natural image statistics and visual processing. Are they matched

CA Parraga, DJ Tolhurst, T Troscianko - Perception, 1998 - cat.uab.cat
It has been suggested that the overall organisation of the visual system, including the
response properties of individual neurons, might be optimised for encoding the statistical …

A general decoding strategy explains the relationship between behavior and correlated variability

AM Ni, C Huang, B Doiron, MR Cohen - Elife, 2022 - elifesciences.org
Improvements in perception are frequently accompanied by decreases in correlated
variability in sensory cortex. This relationship is puzzling because overall changes in …

Visual processing of informative multipoint correlations arises primarily in V2

Y Yu, AM Schmid, JD Victor - Elife, 2015 - elifesciences.org
Using the visual system as a model, we recently showed that the efficient coding principle
accounted for the allocation of computational resources in central sensory processing: when …

Model neuron response statistics to natural images

A Iyer, J Burge - BioRxiv, 2018 - biorxiv.org
To model the responses of neurons in the early visual system, at least three basic
components are required: a receptive field, a normalization term, and a specification of …