Normative theory of visual receptive fields
2021 (English)In: Heliyon, E-ISSN 2405-8440, Vol. 7, no 1, p. e05897-1-e05897-20Article in journal (Refereed) Published
Abstract [en]
This article gives an overview of a normative theory of visual receptive fields. We describe how idealized functional models of early spatial, spatio-chromatic and spatio-temporal receptive fields can be derived in a principled way, based on a set of axioms that reflect structural properties of the environment in combination with assumptions about the internal structure of a vision system to guarantee consistent handling of image representations over multiple spatial and temporal scales. Interestingly, this theory leads to predictions about visual receptive field shapes with qualitatively very good similarities to biological receptive fields measured in the retina, the LGN and the primary visual cortex (V1) of mammals.
Place, publisher, year, edition, pages
Elsevier, 2021. Vol. 7, no 1, p. e05897-1-e05897-20
Keywords [en]
Receptive field, Functional model, Gaussian derivative, Scale covariance, Affine covariance, Galilean covariance, Temporal causality, Illumination invariance, Retina, LGN, Primary visual cortex, Simple cell, Double-opponent cell, Vision.
National Category
Biological Sciences Bioinformatics (Computational Biology) Computer graphics and computer vision
Research subject
Computer Science; Mathematics; Biological Physics
Identifiers
URN: urn:nbn:se:kth:diva-287776DOI: 10.1016/j.heliyon.2021.e05897ISI: 000618043700017PubMedID: 33521348Scopus ID: 2-s2.0-85100083924OAI: oai:DiVA.org:kth-287776DiVA, id: diva2:1511320
Projects
Scale-space theory for covariant and invariant visual perception
Funder
Swedish Research Council, 2014-4083, 2018-03586
Note
Not duplicate with DiVA 1068061
QC 20210122
2020-12-182020-12-182025-02-01Bibliographically approved