Exploration and Exploitation in Natural Viewing Behavior

Abstract Many eye-tracking studies investigate visual behavior with a focus on image features and the semantic content of a scene. A wealth of results on these aspects is available, and our understanding of the decision process where to look has reached a mature stage. However, the temporal aspect,...

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Main Authors: Ricardo Ramos Gameiro, Kai Kaspar, Sabine U. König, Sontje Nordholt, Peter König
Format: Article
Language:English
Published: Nature Publishing Group 2017-05-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-017-02526-1
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spelling doaj-e444b451a6ef4f38bcb72acd692de0242020-12-08T03:07:46ZengNature Publishing GroupScientific Reports2045-23222017-05-017112310.1038/s41598-017-02526-1Exploration and Exploitation in Natural Viewing BehaviorRicardo Ramos Gameiro0Kai Kaspar1Sabine U. König2Sontje Nordholt3Peter König4Institute of Cognitive Science, University of OsnabrückInstitute of Cognitive Science, University of OsnabrückInstitute of Cognitive Science, University of OsnabrückInstitute of Cognitive Science, University of OsnabrückInstitute of Cognitive Science, University of OsnabrückAbstract Many eye-tracking studies investigate visual behavior with a focus on image features and the semantic content of a scene. A wealth of results on these aspects is available, and our understanding of the decision process where to look has reached a mature stage. However, the temporal aspect, whether to stay and further scrutinize a region (exploitation) or to move on and explore image regions that were yet not in the focus of attention (exploration) is less well understood. Here, we investigate the trade-off between these two processes across stimuli with varying properties and sizes. In a free viewing task, we examined gaze parameters in humans, involving the central tendency, entropy, saccadic amplitudes, number of fixations and duration of fixations. The results revealed that the central tendency and entropy scaled with stimulus size. The mean saccadic amplitudes showed a linear increase that originated from an interaction between the distribution of saccades and the spatial bias. Further, larger images led to spatially more extensive sampling as indicated by a higher number of fixations at the expense of reduced fixation durations. These results demonstrate a profound shift from exploitation to exploration as an adaptation of main gaze parameters with increasing image size.https://doi.org/10.1038/s41598-017-02526-1
collection DOAJ
language English
format Article
sources DOAJ
author Ricardo Ramos Gameiro
Kai Kaspar
Sabine U. König
Sontje Nordholt
Peter König
spellingShingle Ricardo Ramos Gameiro
Kai Kaspar
Sabine U. König
Sontje Nordholt
Peter König
Exploration and Exploitation in Natural Viewing Behavior
Scientific Reports
author_facet Ricardo Ramos Gameiro
Kai Kaspar
Sabine U. König
Sontje Nordholt
Peter König
author_sort Ricardo Ramos Gameiro
title Exploration and Exploitation in Natural Viewing Behavior
title_short Exploration and Exploitation in Natural Viewing Behavior
title_full Exploration and Exploitation in Natural Viewing Behavior
title_fullStr Exploration and Exploitation in Natural Viewing Behavior
title_full_unstemmed Exploration and Exploitation in Natural Viewing Behavior
title_sort exploration and exploitation in natural viewing behavior
publisher Nature Publishing Group
series Scientific Reports
issn 2045-2322
publishDate 2017-05-01
description Abstract Many eye-tracking studies investigate visual behavior with a focus on image features and the semantic content of a scene. A wealth of results on these aspects is available, and our understanding of the decision process where to look has reached a mature stage. However, the temporal aspect, whether to stay and further scrutinize a region (exploitation) or to move on and explore image regions that were yet not in the focus of attention (exploration) is less well understood. Here, we investigate the trade-off between these two processes across stimuli with varying properties and sizes. In a free viewing task, we examined gaze parameters in humans, involving the central tendency, entropy, saccadic amplitudes, number of fixations and duration of fixations. The results revealed that the central tendency and entropy scaled with stimulus size. The mean saccadic amplitudes showed a linear increase that originated from an interaction between the distribution of saccades and the spatial bias. Further, larger images led to spatially more extensive sampling as indicated by a higher number of fixations at the expense of reduced fixation durations. These results demonstrate a profound shift from exploitation to exploration as an adaptation of main gaze parameters with increasing image size.
url https://doi.org/10.1038/s41598-017-02526-1
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