Saliency prediction in 360° architectural scenes: Performance and impact of daylight variations

Saliency models are image-based prediction models that estimate human visual attention. Such models, when applied to architectural spaces, could pave the way for design decisions where visual attention is taken into account. In this study, we tested the performance of eleven commonly used saliency m...

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Published inJournal of environmental psychology Vol. 92; p. 102110
Main Authors Karmann, Caroline, Aydemir, Bahar, Chamilothori, Kynthia, Kim, Seungryong, Süsstrunk, Sabine, Andersen, Marilyne
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 01.12.2023
Subjects
Online AccessGet full text
ISSN0272-4944
1522-9610
DOI10.1016/j.jenvp.2023.102110

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Abstract Saliency models are image-based prediction models that estimate human visual attention. Such models, when applied to architectural spaces, could pave the way for design decisions where visual attention is taken into account. In this study, we tested the performance of eleven commonly used saliency models that combine traditional and deep learning methods on 126 rendered interior scenes with associated head tracking data. The data was extracted from three experiments conducted in virtual reality between 2016 and 2018. Two of these datasets pertain to the perceptual effects of daylight and include variations of daylighting conditions for a limited set of interior spaces, thereby allowing to test the influence of light conditions on human head movement. Ground truth maps were extracted from the collected head tracking logs, and the prediction accuracy of the models was tested via the correlation coefficient between ground truth and prediction maps. To address the possible inflation of results due to the equator bias, we conducted complementary analyses by restricting the area of investigation to the equatorial image regions. Although limited to immersive virtual environments, the promising performance of some traditional models such as GBVS360eq and BMS360eq for colored and textured architectural rendered spaces offers us the prospect of their possible integration into design tools. We also observed a strong correlation in head movements for the same space lit by different types of sky, a finding whose generalization requires further investigations based on datasets more specifically developed to address this question. •We tested the performance of 11 saliency models on 126 interior scenes with associated head tracking data.•The data was extracted from three experiments conducted in virtual reality.•GBVS360eq and BMS360eq showed a promising performance for colored and textured architectural spaces.•We observed a strong correlation in head movements for the same space rendered for different daylight conditions.
AbstractList Saliency models are image-based prediction models that estimate human visual attention. Such models, when applied to architectural spaces, could pave the way for design decisions where visual attention is taken into account. In this study, we tested the performance of eleven commonly used saliency models that combine traditional and deep learning methods on 126 rendered interior scenes with associated head tracking data. The data was extracted from three experiments conducted in virtual reality between 2016 and 2018. Two of these datasets pertain to the perceptual effects of daylight and include variations of daylighting conditions for a limited set of interior spaces, thereby allowing to test the influence of light conditions on human head movement. Ground truth maps were extracted from the collected head tracking logs, and the prediction accuracy of the models was tested via the correlation coefficient between ground truth and prediction maps. To address the possible inflation of results due to the equator bias, we conducted complementary analyses by restricting the area of investigation to the equatorial image regions. Although limited to immersive virtual environments, the promising performance of some traditional models such as GBVS360eq and BMS360eq for colored and textured architectural rendered spaces offers us the prospect of their possible integration into design tools. We also observed a strong correlation in head movements for the same space lit by different types of sky, a finding whose generalization requires further investigations based on datasets more specifically developed to address this question. •We tested the performance of 11 saliency models on 126 interior scenes with associated head tracking data.•The data was extracted from three experiments conducted in virtual reality.•GBVS360eq and BMS360eq showed a promising performance for colored and textured architectural spaces.•We observed a strong correlation in head movements for the same space rendered for different daylight conditions.
Saliency models are image-based prediction models that estimate human visual attention. Such models, when applied to architectural spaces, could pave the way for design decisions where visual attention is taken into account. In this study, we tested the performance of eleven commonly used saliency models that combine traditional and deep learning methods on 126 rendered interior scenes with associated head tracking data. The data was extracted from three experiments conducted in virtual reality between 2016 and 2018. Two of these datasets pertain to the perceptual effects of daylight and include variations of daylighting conditions for a limited set of interior spaces, thereby allowing to test the influence of light conditions on human head movement. Ground truth maps were extracted from the collected head tracking logs, and the prediction accuracy of the models was tested via the correlation coefficient between ground truth and prediction maps. To address the possible inflation of results due to the equator bias, we conducted complementary analyses by restricting the area of investigation to the equatorial image regions. Although limited to immersive virtual environments, the promising performance of some traditional models such as GBVS360eq and BMS360eq for colored and textured architectural rendered spaces offers us the prospect of their possible integration into design tools. We also observed a strong correlation in head movements for the same space lit by different types of sky, a finding whose generalization requires further investigations based on datasets more specifically developed to address this question.
ArticleNumber 102110
Author Kim, Seungryong
Süsstrunk, Sabine
Aydemir, Bahar
Andersen, Marilyne
Karmann, Caroline
Chamilothori, Kynthia
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Keywords Head tracking
Daylight
Indoor spaces
Visual attention
Saliency prediction modelling
Language English
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Snippet Saliency models are image-based prediction models that estimate human visual attention. Such models, when applied to architectural spaces, could pave the way...
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SubjectTerms computer simulation
data collection
Daylight
head
Head tracking
humans
Indoor spaces
inflation
prediction
psychology
Saliency prediction modelling
solar radiation
Visual attention
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Title Saliency prediction in 360° architectural scenes: Performance and impact of daylight variations
URI https://dx.doi.org/10.1016/j.jenvp.2023.102110
https://www.proquest.com/docview/3154176475
https://research.tue.nl/en/publications/798210f7-c8e0-4b35-b860-fa4deee4925c
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