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Feed-forward visual processing suffices for coarse localization but fine-grained localization in an attention-demanding context needs feedback processing

It is well known that simple visual tasks, such as object detection or categorization, can be performed within a short period of time, suggesting the sufficiency of feed-forward visual processing. However, more complex visual tasks, such as fine-grained localization may require high-resolution infor...

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Detalles Bibliográficos
Autores principales: Yoo, Sang-Ah, Tsotsos, John K., Fallah, Mazyar
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6762163/
https://www.ncbi.nlm.nih.gov/pubmed/31557228
http://dx.doi.org/10.1371/journal.pone.0223166
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author Yoo, Sang-Ah
Tsotsos, John K.
Fallah, Mazyar
author_facet Yoo, Sang-Ah
Tsotsos, John K.
Fallah, Mazyar
author_sort Yoo, Sang-Ah
collection PubMed
description It is well known that simple visual tasks, such as object detection or categorization, can be performed within a short period of time, suggesting the sufficiency of feed-forward visual processing. However, more complex visual tasks, such as fine-grained localization may require high-resolution information available at the early processing levels in the visual hierarchy. To access this information using a top-down approach, feedback processing would need to traverse several stages in the visual hierarchy and each step in this traversal takes processing time. In the present study, we compared the processing time required to complete object categorization and localization by varying presentation duration and complexity of natural scene stimuli. We hypothesized that performance would be asymptotic at shorter presentation durations when feed-forward processing suffices for visual tasks, whereas performance would gradually improve as images are presented longer if the tasks rely on feedback processing. In Experiment 1, where simple images were presented, both object categorization and localization performance sharply improved until 100 ms of presentation then it leveled off. These results are a replication of previously reported rapid categorization effects but they do not support the role of feedback processing in localization tasks, indicating that feed-forward processing enables coarse localization in relatively simple visual scenes. In Experiment 2, the same tasks were performed but more attention-demanding and ecologically valid images were used as stimuli. Unlike in Experiment 1, both object categorization performance and localization precision gradually improved as stimulus presentation duration became longer. This finding suggests that complex visual tasks that require visual scrutiny call for top-down feedback processing.
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spelling pubmed-67621632019-10-13 Feed-forward visual processing suffices for coarse localization but fine-grained localization in an attention-demanding context needs feedback processing Yoo, Sang-Ah Tsotsos, John K. Fallah, Mazyar PLoS One Research Article It is well known that simple visual tasks, such as object detection or categorization, can be performed within a short period of time, suggesting the sufficiency of feed-forward visual processing. However, more complex visual tasks, such as fine-grained localization may require high-resolution information available at the early processing levels in the visual hierarchy. To access this information using a top-down approach, feedback processing would need to traverse several stages in the visual hierarchy and each step in this traversal takes processing time. In the present study, we compared the processing time required to complete object categorization and localization by varying presentation duration and complexity of natural scene stimuli. We hypothesized that performance would be asymptotic at shorter presentation durations when feed-forward processing suffices for visual tasks, whereas performance would gradually improve as images are presented longer if the tasks rely on feedback processing. In Experiment 1, where simple images were presented, both object categorization and localization performance sharply improved until 100 ms of presentation then it leveled off. These results are a replication of previously reported rapid categorization effects but they do not support the role of feedback processing in localization tasks, indicating that feed-forward processing enables coarse localization in relatively simple visual scenes. In Experiment 2, the same tasks were performed but more attention-demanding and ecologically valid images were used as stimuli. Unlike in Experiment 1, both object categorization performance and localization precision gradually improved as stimulus presentation duration became longer. This finding suggests that complex visual tasks that require visual scrutiny call for top-down feedback processing. Public Library of Science 2019-09-26 /pmc/articles/PMC6762163/ /pubmed/31557228 http://dx.doi.org/10.1371/journal.pone.0223166 Text en © 2019 Yoo et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Yoo, Sang-Ah
Tsotsos, John K.
Fallah, Mazyar
Feed-forward visual processing suffices for coarse localization but fine-grained localization in an attention-demanding context needs feedback processing
title Feed-forward visual processing suffices for coarse localization but fine-grained localization in an attention-demanding context needs feedback processing
title_full Feed-forward visual processing suffices for coarse localization but fine-grained localization in an attention-demanding context needs feedback processing
title_fullStr Feed-forward visual processing suffices for coarse localization but fine-grained localization in an attention-demanding context needs feedback processing
title_full_unstemmed Feed-forward visual processing suffices for coarse localization but fine-grained localization in an attention-demanding context needs feedback processing
title_short Feed-forward visual processing suffices for coarse localization but fine-grained localization in an attention-demanding context needs feedback processing
title_sort feed-forward visual processing suffices for coarse localization but fine-grained localization in an attention-demanding context needs feedback processing
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6762163/
https://www.ncbi.nlm.nih.gov/pubmed/31557228
http://dx.doi.org/10.1371/journal.pone.0223166
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