• Home
  • Search
  • Scene variability and perception constancy in the visual system: a model of pre-processing before data analysis and learning
  • Cite Icon4
  • https://doi.org/10.1109/mlsp.2009.5306254Copy DOI Icon

Scene variability and perception constancy in the visual system: a model of pre-processing before data analysis and learning

  • Sep 1, 2009
  • J Herault +2 more
Show More
  • Abstract
  • Literature Map
  • References
  • Citations
  • Similar Papers
Abstract

Hell in data analysis is paved (at least) with variability and noise. Is there some lost garden of Eden? Is there some way to approach it? In this paper, we deal with the human visual perception and we show how our visual system manages to process visual information in such a highly efficient way that it is able to categorize images or scenes within ranges of 100-150 ms independently of variability and noise. In fact, before high-level recognition task, the visual system unfolds a series of pre-processing stages to reduce all the variability that disturbed an image : (1) In the retina: a first adaptative process to global and local illuminant intensity and color, and a second to local contrasts preprocess the visual signal to bring equal quantity of information on the whole image. The retina spatio-temporal filter whitens the image spectra so that all the spatial frequencies are equally represented. (2) In the primary visual cortex: a bank of cortical like filters decomposes the power frequency spectrum of the visual signal; this is equivalent to estimate the local power frequency spectrum, which is relatively insensitive to image translations. Moreover such decomposition offers a log polar representation of the power spectrum, which can be useful to resolve zoom and rotation variability and also to estimate local perspective. (3) In the cortical area V4, a further Fourier Transform of the log-polar spectrum provides insensitivity to zooms and rotations, as well as to perspective transformations. In this research, an image is represented by means of a high-dimensional vector: first this image is preprocessed by the retina, then, the power spectrum of the preprocessed image is decomposed by a bank of filters and the energy output of each filter is considered. Taking advantages of all the processing stages, data variability can be expected to be optimally reduced for comparison purposes and or for categorization tasks. In the last part of this paper, we give an example of image categorization by means of CCA, a self-organizing neural network, which, after noise reduction, reduces dimension and unfolds the manifold where the data are embedded. It is also shown that the network, taught by human subjects performing the categorization task, improves its results by providing a better separation of the semantical categories.

Similar Papers
  • Research Article
  • Citations2

Some Neural Connections Subserving Binocular Vision in Ungulates; pp. 80–93

  • Jan 01, 1984
  • Brain, Behavior and Evolution
  • J.D Pettigrew +2
  • Research Article
  • Citations30

Cortical Visual Impairment

  • Nov 01, 2009
  • Pediatrics in Review
  • L H Ospina
  • PDF
  • Research Article
  • Citations7

The representation of visual depth perception based on the plenoptic function in the retina and its neural computation in visual cortex V1

  • Apr 23, 2014
  • BMC Neuroscience
  • Zhao Songnian +5
  • Research Article
  • Citations219

Visual areas I and II of cerebral cortex of rabbit.

  • Jul 01, 1950
  • Journal of Neurophysiology
  • J M Thompson +2
  • Research Article

Diversity in pathway recruitment for memory processing

  • May 08, 2018
  • SHILAP Revista de lepidopterología
  • Helen Barbas
  • Supplementary Content
  • Citations1

Independent component filter based adaptive texture features applied to content-based image retrieval

  • Feb 23, 2017
  • Figshare
  • Nabeel Mohammed
  • Research Article

The functional MRI study of the visual cortical function's rebuilding in children ametropic amblyopia

  • Dec 25, 2014
  • Chinese Journal of Optometry & Ophthalmology
  • Bo Lin +3
  • Research Article

Effects of groupImetabotropic glutamate receptor on the synaptic transmission efficiency of the neurons in primary visual cortex of monocular form deprivated rats

  • Apr 10, 2016
  • Chinese Journal of Experimental Ophthalmology
  • Rui Zhang +6
  • Research Article

Effect of protein tyrosine phosphatase σ on the reactivation of ocular dominance plasticity in the visual cortex of adult rats

  • Jan 10, 2013
  • Chinese Journal of Experimental Ophthalmology
  • Hui Liu +4
  • Research Article

The Effect of Caloric Restriction on the Synaptic Plasticity of the Primary Visual Cortex in Adult Amblyopic Mice

  • Jan 25, 2019
  • Xiaoying Wu +3
  • Research Article

符號學與認知心理學基礎理論於視覺設計之運用研究-以“標誌設計”為例

  • Jun 01, 2007
  • 蘇文清 +2
  • Book Chapter
  • Citations1

Foveated Vision for Biologically Inspired Continuous Face Authentication

  • Jan 01, 2019
  • Souad Khellat-Kihel +2
  • Dissertation

Keep your eyes on the prize

  • Sep 21, 2023
  • Hendrina Van Beest
  • Research Article
  • Citations4

Chapter 7 - The striate cortex and hemianopia

  • Jan 01, 2021
  • Handbook of Clinical Neurology
  • Semir Zeki +1
  • Research Article

A Study on the Analysis of Driver's Visual Behavior Characteristics according to the Type of Curve Radius

  • Jan 01, 2012
  • Journal of the Korean Society of Safety
  • Byung-Kun Song +3
Cactus Communications logo

Copyright 2026 Cactus Communications. All rights reserved.