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Normative theory of visual receptive fields
KTH, Skolan för datavetenskap och kommunikation (CSC), Beräkningsvetenskap och beräkningsteknik (CST). (Computational Brain Science Lab)ORCID-id: 0000-0002-9081-2170
2017 (engelsk)Rapport (Annet vitenskapelig)
Abstract [en]

This article gives an overview of a normative computational theory of visual receptive fields, by which idealized shapes of early spatial, spatio-chromatic and spatio-temporal receptive fields can be derived in an axiomatic way based on 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 similarity to biological receptive fields measured in the retina, the LGN and the primary visual cortex (V1) of mammals.

sted, utgiver, år, opplag, sider
2017. , s. 6
HSV kategori
Identifikatorer
URN: urn:nbn:se:kth:diva-200317OAI: oai:DiVA.org:kth-200317DiVA, id: diva2:1068061
Prosjekter
Scale-space theory for invariant and covariant visual receptive fields
Forskningsfinansiär
Swedish Research Council, 2014-4083
Merknad

QC 20170124

Tilgjengelig fra: 2017-01-24 Laget: 2017-01-24 Sist oppdatert: 2018-03-14bibliografisk kontrollert

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arXiv preprint 1701.06333

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