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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Main Authors: Bao Li, Chi Zhang, Long Cao, Panpan Chen, Tianyuan Liu, Hui Gao, Linyuan Wang, Bin Yan, Li Tong
Format: Article
Language:English
Published: MDPI AG 2023-09-01
Series:Brain Sciences
Subjects:
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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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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