Spatial frequency preferences of representations of indoor and natural scene categories in scene-selective regions under different conditions of contrast

IntroductionScene-selective regions were shown to be significantly affected by spatial frequencies (SF) and have different sensitivities to low spatial frequencies (LSF) and high spatial frequencies (HSF). However, previous studies mainly focused on the neural activations or the neural patterns in a...

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Main Authors: Yuanyuan Zhang, Qiaomu Miao, Baolin Liu
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-02-01
Series:Frontiers in Neuroscience
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Online Access:https://www.frontiersin.org/articles/10.3389/fnins.2025.1534588/full
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author Yuanyuan Zhang
Qiaomu Miao
Baolin Liu
author_facet Yuanyuan Zhang
Qiaomu Miao
Baolin Liu
author_sort Yuanyuan Zhang
collection DOAJ
description IntroductionScene-selective regions were shown to be significantly affected by spatial frequencies (SF) and have different sensitivities to low spatial frequencies (LSF) and high spatial frequencies (HSF). However, previous studies mainly focused on the neural activations or the neural patterns in a single SF band.MethodsTo investigate the extent to which the information of a single SF is used in scene category representations, we not only decoded the scene categories in each SF, but also used the neural patterns to LSF or HSF to decode the patterns to non-filtered (NF) scenes based on fMRI data using multivoxel pattern analysis (MVPA). As luminance contrast was shown to follow statistical regularities along with SF, we performed the decoding analyses separately in two conditions of contrast where the contrast of LSF and HSF was unmodified or equalized.ResultsThe results showed distinct SF preferences in the two contrast conditions, showing that luminance contrast has a significant role in SF processing. In addition, we also performed the above analyses only within natural and indoor scenes, respectively. The results showed the scene-selective regions were more efficient in distinguishing natural scene categories in LSF, and the LSF was preferentially used along with high luminance contrast in recognition of natural scenes. On the other hand, humans preferentially used HSF information in distinguishing indoor scenes.DiscussionThis distinct SF preferences maybe caused by the different aspects of information conveyed by LSF and HSF, as well as the different strategies of spatial perception in natural and indoor scenes recognition.
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spelling doaj-art-2117b15af1a1414cb916eb158eca51702025-02-07T06:49:47ZengFrontiers Media S.A.Frontiers in Neuroscience1662-453X2025-02-011910.3389/fnins.2025.15345881534588Spatial frequency preferences of representations of indoor and natural scene categories in scene-selective regions under different conditions of contrastYuanyuan Zhang0Qiaomu Miao1Baolin Liu2School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing, ChinaCollege of Intelligence and Computing, Tianjin University, Tianjin, ChinaSchool of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing, ChinaIntroductionScene-selective regions were shown to be significantly affected by spatial frequencies (SF) and have different sensitivities to low spatial frequencies (LSF) and high spatial frequencies (HSF). However, previous studies mainly focused on the neural activations or the neural patterns in a single SF band.MethodsTo investigate the extent to which the information of a single SF is used in scene category representations, we not only decoded the scene categories in each SF, but also used the neural patterns to LSF or HSF to decode the patterns to non-filtered (NF) scenes based on fMRI data using multivoxel pattern analysis (MVPA). As luminance contrast was shown to follow statistical regularities along with SF, we performed the decoding analyses separately in two conditions of contrast where the contrast of LSF and HSF was unmodified or equalized.ResultsThe results showed distinct SF preferences in the two contrast conditions, showing that luminance contrast has a significant role in SF processing. In addition, we also performed the above analyses only within natural and indoor scenes, respectively. The results showed the scene-selective regions were more efficient in distinguishing natural scene categories in LSF, and the LSF was preferentially used along with high luminance contrast in recognition of natural scenes. On the other hand, humans preferentially used HSF information in distinguishing indoor scenes.DiscussionThis distinct SF preferences maybe caused by the different aspects of information conveyed by LSF and HSF, as well as the different strategies of spatial perception in natural and indoor scenes recognition.https://www.frontiersin.org/articles/10.3389/fnins.2025.1534588/fullspatial frequencymultivoxel pattern analysisluminance contrastscene-selective regionnatural sceneindoor scene
spellingShingle Yuanyuan Zhang
Qiaomu Miao
Baolin Liu
Spatial frequency preferences of representations of indoor and natural scene categories in scene-selective regions under different conditions of contrast
Frontiers in Neuroscience
spatial frequency
multivoxel pattern analysis
luminance contrast
scene-selective region
natural scene
indoor scene
title Spatial frequency preferences of representations of indoor and natural scene categories in scene-selective regions under different conditions of contrast
title_full Spatial frequency preferences of representations of indoor and natural scene categories in scene-selective regions under different conditions of contrast
title_fullStr Spatial frequency preferences of representations of indoor and natural scene categories in scene-selective regions under different conditions of contrast
title_full_unstemmed Spatial frequency preferences of representations of indoor and natural scene categories in scene-selective regions under different conditions of contrast
title_short Spatial frequency preferences of representations of indoor and natural scene categories in scene-selective regions under different conditions of contrast
title_sort spatial frequency preferences of representations of indoor and natural scene categories in scene selective regions under different conditions of contrast
topic spatial frequency
multivoxel pattern analysis
luminance contrast
scene-selective region
natural scene
indoor scene
url https://www.frontiersin.org/articles/10.3389/fnins.2025.1534588/full
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AT qiaomumiao spatialfrequencypreferencesofrepresentationsofindoorandnaturalscenecategoriesinsceneselectiveregionsunderdifferentconditionsofcontrast
AT baolinliu spatialfrequencypreferencesofrepresentationsofindoorandnaturalscenecategoriesinsceneselectiveregionsunderdifferentconditionsofcontrast