A model of head direction and landmark coding in complex environments.

Environmental information is required to stabilize estimates of head direction (HD) based on angular path integration. However, it is unclear how this happens in real-world (visually complex) environments. We present a computational model of how visual feedback can stabilize HD information in enviro...

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Autores principales: Yijia Yan, Neil Burgess, Andrej Bicanski
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Lenguaje:EN
Publicado: Public Library of Science (PLoS) 2021
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Acceso en línea:https://doaj.org/article/da308f3449d047a49da874e8e8a6e51a
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spelling oai:doaj.org-article:da308f3449d047a49da874e8e8a6e51a2021-12-02T19:58:14ZA model of head direction and landmark coding in complex environments.1553-734X1553-735810.1371/journal.pcbi.1009434https://doaj.org/article/da308f3449d047a49da874e8e8a6e51a2021-09-01T00:00:00Zhttps://doi.org/10.1371/journal.pcbi.1009434https://doaj.org/toc/1553-734Xhttps://doaj.org/toc/1553-7358Environmental information is required to stabilize estimates of head direction (HD) based on angular path integration. However, it is unclear how this happens in real-world (visually complex) environments. We present a computational model of how visual feedback can stabilize HD information in environments that contain multiple cues of varying stability and directional specificity. We show how combinations of feature-specific visual inputs can generate a stable unimodal landmark bearing signal, even in the presence of multiple cues and ambiguous directional specificity. This signal is associated with the retrosplenial HD signal (inherited from thalamic HD cells) and conveys feedback to the subcortical HD circuitry. The model predicts neurons with a unimodal encoding of the egocentric orientation of the array of landmarks, rather than any one particular landmark. The relationship between these abstract landmark bearing neurons and head direction cells is reminiscent of the relationship between place cells and grid cells. Their unimodal encoding is formed from visual inputs via a modified version of Oja's Subspace Algorithm. The rule allows the landmark bearing signal to disconnect from directionally unstable or ephemeral cues, incorporate newly added stable cues, support orientation across many different environments (high memory capacity), and is consistent with recent empirical findings on bidirectional HD firing reported in the retrosplenial cortex. Our account of visual feedback for HD stabilization provides a novel perspective on neural mechanisms of spatial navigation within richer sensory environments, and makes experimentally testable predictions.Yijia YanNeil BurgessAndrej BicanskiPublic Library of Science (PLoS)articleBiology (General)QH301-705.5ENPLoS Computational Biology, Vol 17, Iss 9, p e1009434 (2021)
institution DOAJ
collection DOAJ
language EN
topic Biology (General)
QH301-705.5
spellingShingle Biology (General)
QH301-705.5
Yijia Yan
Neil Burgess
Andrej Bicanski
A model of head direction and landmark coding in complex environments.
description Environmental information is required to stabilize estimates of head direction (HD) based on angular path integration. However, it is unclear how this happens in real-world (visually complex) environments. We present a computational model of how visual feedback can stabilize HD information in environments that contain multiple cues of varying stability and directional specificity. We show how combinations of feature-specific visual inputs can generate a stable unimodal landmark bearing signal, even in the presence of multiple cues and ambiguous directional specificity. This signal is associated with the retrosplenial HD signal (inherited from thalamic HD cells) and conveys feedback to the subcortical HD circuitry. The model predicts neurons with a unimodal encoding of the egocentric orientation of the array of landmarks, rather than any one particular landmark. The relationship between these abstract landmark bearing neurons and head direction cells is reminiscent of the relationship between place cells and grid cells. Their unimodal encoding is formed from visual inputs via a modified version of Oja's Subspace Algorithm. The rule allows the landmark bearing signal to disconnect from directionally unstable or ephemeral cues, incorporate newly added stable cues, support orientation across many different environments (high memory capacity), and is consistent with recent empirical findings on bidirectional HD firing reported in the retrosplenial cortex. Our account of visual feedback for HD stabilization provides a novel perspective on neural mechanisms of spatial navigation within richer sensory environments, and makes experimentally testable predictions.
format article
author Yijia Yan
Neil Burgess
Andrej Bicanski
author_facet Yijia Yan
Neil Burgess
Andrej Bicanski
author_sort Yijia Yan
title A model of head direction and landmark coding in complex environments.
title_short A model of head direction and landmark coding in complex environments.
title_full A model of head direction and landmark coding in complex environments.
title_fullStr A model of head direction and landmark coding in complex environments.
title_full_unstemmed A model of head direction and landmark coding in complex environments.
title_sort model of head direction and landmark coding in complex environments.
publisher Public Library of Science (PLoS)
publishDate 2021
url https://doaj.org/article/da308f3449d047a49da874e8e8a6e51a
work_keys_str_mv AT yijiayan amodelofheaddirectionandlandmarkcodingincomplexenvironments
AT neilburgess amodelofheaddirectionandlandmarkcodingincomplexenvironments
AT andrejbicanski amodelofheaddirectionandlandmarkcodingincomplexenvironments
AT yijiayan modelofheaddirectionandlandmarkcodingincomplexenvironments
AT neilburgess modelofheaddirectionandlandmarkcodingincomplexenvironments
AT andrejbicanski modelofheaddirectionandlandmarkcodingincomplexenvironments
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