Brain Functional Representation of Highly Occluded Object Recognition
Recognizing highly occluded objects is believed to arise from the interaction between the brain’s vision and cognition-controlling areas, although supporting neuroimaging data are currently limited. To explore the neural mechanism during this activity, we conducted an occlusion object recognition ex...
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MDPI AG
2023-09-01
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Series: | Brain Sciences |
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Online Access: | https://www.mdpi.com/2076-3425/13/10/1387 |
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author | Bao Li Chi Zhang Long Cao Panpan Chen Tianyuan Liu Hui Gao Linyuan Wang Bin Yan Li Tong |
author_facet | Bao Li Chi Zhang Long Cao Panpan Chen Tianyuan Liu Hui Gao Linyuan Wang Bin Yan Li Tong |
author_sort | Bao Li |
collection | DOAJ |
description | Recognizing highly occluded objects is believed to arise from the interaction between the brain’s vision and cognition-controlling areas, although supporting neuroimaging data are currently limited. To explore the neural mechanism during this activity, we conducted an occlusion object recognition experiment using functional magnetic resonance imaging (fMRI). During magnet resonance examinations, 66 subjects engaged in object recognition tasks with three different occlusion degrees. Generalized linear model (GLM) analysis showed that the activation degree of the occipital lobe (inferior occipital gyrus, middle occipital gyrus, and occipital fusiform gyrus) and dorsal anterior cingulate cortex (dACC) was related to the occlusion degree of the objects. Multivariate pattern analysis (MVPA) further unearthed a considerable surge in classification precision when dACC activation was incorporated as a feature. This suggested the combined role of dACC and the occipital lobe in occluded object recognition tasks. Moreover, psychophysiological interaction (PPI) analysis disclosed that functional connectivity (FC) between the dACC and the occipital lobe was enhanced with increased occlusion, highlighting the necessity of FC between these two brain regions in effectively identifying exceedingly occluded objects. In conclusion, these findings contribute to understanding the neural mechanisms of highly occluded object recognition, augmenting our appreciation of how the brain manages incomplete visual data. |
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id | doaj.art-0723882e5d0c4c3d9d61002a9a29e832 |
institution | Directory Open Access Journal |
issn | 2076-3425 |
language | English |
last_indexed | 2024-03-10T21:23:10Z |
publishDate | 2023-09-01 |
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spelling | doaj.art-0723882e5d0c4c3d9d61002a9a29e8322023-11-19T15:52:13ZengMDPI AGBrain Sciences2076-34252023-09-011310138710.3390/brainsci13101387Brain Functional Representation of Highly Occluded Object RecognitionBao Li0Chi Zhang1Long Cao2Panpan Chen3Tianyuan Liu4Hui Gao5Linyuan Wang6Bin Yan7Li Tong8Henan Key Laboratory of Imaging and Intelligent Processing, PLA Strategic Support Force Information Engineering University, Zhengzhou 450001, ChinaHenan Key Laboratory of Imaging and Intelligent Processing, PLA Strategic Support Force Information Engineering University, Zhengzhou 450001, ChinaHenan Key Laboratory of Imaging and Intelligent Processing, PLA Strategic Support Force Information Engineering University, Zhengzhou 450001, ChinaHenan Key Laboratory of Imaging and Intelligent Processing, PLA Strategic Support Force Information Engineering University, Zhengzhou 450001, ChinaHenan Key Laboratory of Imaging and Intelligent Processing, PLA Strategic Support Force Information Engineering University, Zhengzhou 450001, ChinaHenan Key Laboratory of Imaging and Intelligent Processing, PLA Strategic Support Force Information Engineering University, Zhengzhou 450001, ChinaHenan Key Laboratory of Imaging and Intelligent Processing, PLA Strategic Support Force Information Engineering University, Zhengzhou 450001, ChinaHenan Key Laboratory of Imaging and Intelligent Processing, PLA Strategic Support Force Information Engineering University, Zhengzhou 450001, ChinaHenan Key Laboratory of Imaging and Intelligent Processing, PLA Strategic Support Force Information Engineering University, Zhengzhou 450001, ChinaRecognizing highly occluded objects is believed to arise from the interaction between the brain’s vision and cognition-controlling areas, although supporting neuroimaging data are currently limited. To explore the neural mechanism during this activity, we conducted an occlusion object recognition experiment using functional magnetic resonance imaging (fMRI). During magnet resonance examinations, 66 subjects engaged in object recognition tasks with three different occlusion degrees. Generalized linear model (GLM) analysis showed that the activation degree of the occipital lobe (inferior occipital gyrus, middle occipital gyrus, and occipital fusiform gyrus) and dorsal anterior cingulate cortex (dACC) was related to the occlusion degree of the objects. Multivariate pattern analysis (MVPA) further unearthed a considerable surge in classification precision when dACC activation was incorporated as a feature. This suggested the combined role of dACC and the occipital lobe in occluded object recognition tasks. Moreover, psychophysiological interaction (PPI) analysis disclosed that functional connectivity (FC) between the dACC and the occipital lobe was enhanced with increased occlusion, highlighting the necessity of FC between these two brain regions in effectively identifying exceedingly occluded objects. In conclusion, these findings contribute to understanding the neural mechanisms of highly occluded object recognition, augmenting our appreciation of how the brain manages incomplete visual data.https://www.mdpi.com/2076-3425/13/10/1387fMRIMVPAPPIdACCoccipital lobeoccluded object recognition |
spellingShingle | Bao Li Chi Zhang Long Cao Panpan Chen Tianyuan Liu Hui Gao Linyuan Wang Bin Yan Li Tong Brain Functional Representation of Highly Occluded Object Recognition Brain Sciences fMRI MVPA PPI dACC occipital lobe occluded object recognition |
title | Brain Functional Representation of Highly Occluded Object Recognition |
title_full | Brain Functional Representation of Highly Occluded Object Recognition |
title_fullStr | Brain Functional Representation of Highly Occluded Object Recognition |
title_full_unstemmed | Brain Functional Representation of Highly Occluded Object Recognition |
title_short | Brain Functional Representation of Highly Occluded Object Recognition |
title_sort | brain functional representation of highly occluded object recognition |
topic | fMRI MVPA PPI dACC occipital lobe occluded object recognition |
url | https://www.mdpi.com/2076-3425/13/10/1387 |
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