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Meaning Guides Attention during Real-World Scene Description
Intelligent analysis of a visual scene requires that important regions be prioritized and attentionally selected for preferential processing. What is the basis for this selection? Here we compared the influence of meaning and image salience on attentional guidance in real-world scenes during two fre...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6131246/ https://www.ncbi.nlm.nih.gov/pubmed/30202075 http://dx.doi.org/10.1038/s41598-018-31894-5 |
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author | Henderson, John M. Hayes, Taylor R. Rehrig, Gwendolyn Ferreira, Fernanda |
author_facet | Henderson, John M. Hayes, Taylor R. Rehrig, Gwendolyn Ferreira, Fernanda |
author_sort | Henderson, John M. |
collection | PubMed |
description | Intelligent analysis of a visual scene requires that important regions be prioritized and attentionally selected for preferential processing. What is the basis for this selection? Here we compared the influence of meaning and image salience on attentional guidance in real-world scenes during two free-viewing scene description tasks. Meaning was represented by meaning maps capturing the spatial distribution of semantic features. Image salience was represented by saliency maps capturing the spatial distribution of image features. Both types of maps were coded in a format that could be directly compared to maps of the spatial distribution of attention derived from viewers’ eye fixations in the scene description tasks. The results showed that both meaning and salience predicted the spatial distribution of attention in these tasks, but that when the correlation between meaning and salience was statistically controlled, only meaning accounted for unique variance in attention. The results support theories in which cognitive relevance plays the dominant functional role in controlling human attentional guidance in scenes. The results also have practical implications for current artificial intelligence approaches to labeling real-world images. |
format | Online Article Text |
id | pubmed-6131246 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-61312462018-09-13 Meaning Guides Attention during Real-World Scene Description Henderson, John M. Hayes, Taylor R. Rehrig, Gwendolyn Ferreira, Fernanda Sci Rep Article Intelligent analysis of a visual scene requires that important regions be prioritized and attentionally selected for preferential processing. What is the basis for this selection? Here we compared the influence of meaning and image salience on attentional guidance in real-world scenes during two free-viewing scene description tasks. Meaning was represented by meaning maps capturing the spatial distribution of semantic features. Image salience was represented by saliency maps capturing the spatial distribution of image features. Both types of maps were coded in a format that could be directly compared to maps of the spatial distribution of attention derived from viewers’ eye fixations in the scene description tasks. The results showed that both meaning and salience predicted the spatial distribution of attention in these tasks, but that when the correlation between meaning and salience was statistically controlled, only meaning accounted for unique variance in attention. The results support theories in which cognitive relevance plays the dominant functional role in controlling human attentional guidance in scenes. The results also have practical implications for current artificial intelligence approaches to labeling real-world images. Nature Publishing Group UK 2018-09-10 /pmc/articles/PMC6131246/ /pubmed/30202075 http://dx.doi.org/10.1038/s41598-018-31894-5 Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Henderson, John M. Hayes, Taylor R. Rehrig, Gwendolyn Ferreira, Fernanda Meaning Guides Attention during Real-World Scene Description |
title | Meaning Guides Attention during Real-World Scene Description |
title_full | Meaning Guides Attention during Real-World Scene Description |
title_fullStr | Meaning Guides Attention during Real-World Scene Description |
title_full_unstemmed | Meaning Guides Attention during Real-World Scene Description |
title_short | Meaning Guides Attention during Real-World Scene Description |
title_sort | meaning guides attention during real-world scene description |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6131246/ https://www.ncbi.nlm.nih.gov/pubmed/30202075 http://dx.doi.org/10.1038/s41598-018-31894-5 |
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