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视觉场景从粗略到精细分类的神经网络中的有效连接性。一项动态因果模型研究。

Effective connectivity in the neural network underlying coarse-to-fine categorization of visual scenes. A dynamic causal modeling study.

作者信息

Kauffmann Louise, Chauvin Alan, Pichat Cédric, Peyrin Carole

机构信息

Univ. Grenoble Alpes, LPNC, F-38040 Grenoble, France; CNRS, LPNC UMR 5105, F-38040 Grenoble, France.

Univ. Grenoble Alpes, LPNC, F-38040 Grenoble, France; CNRS, LPNC UMR 5105, F-38040 Grenoble, France.

出版信息

Brain Cogn. 2015 Oct;99:46-56. doi: 10.1016/j.bandc.2015.07.004. Epub 2015 Jul 29.

Abstract

According to current models of visual perception scenes are processed in terms of spatial frequencies following a predominantly coarse-to-fine processing sequence. Low spatial frequencies (LSF) reach high-order areas rapidly in order to activate plausible interpretations of the visual input. This triggers top-down facilitation that guides subsequent processing of high spatial frequencies (HSF) in lower-level areas such as the inferotemporal and occipital cortices. However, dynamic interactions underlying top-down influences on the occipital cortex have never been systematically investigated. The present fMRI study aimed to further explore the neural bases and effective connectivity underlying coarse-to-fine processing of scenes, particularly the role of the occipital cortex. We used sequences of six filtered scenes as stimuli depicting coarse-to-fine or fine-to-coarse processing of scenes. Participants performed a categorization task on these stimuli (indoor vs. outdoor). Firstly, we showed that coarse-to-fine (compared to fine-to-coarse) sequences elicited stronger activation in the inferior frontal gyrus (in the orbitofrontal cortex), the inferotemporal cortex (in the fusiform and parahippocampal gyri), and the occipital cortex (in the cuneus). Dynamic causal modeling (DCM) was then used to infer effective connectivity between these regions. DCM results revealed that coarse-to-fine processing resulted in increased connectivity from the occipital cortex to the inferior frontal gyrus and from the inferior frontal gyrus to the inferotemporal cortex. Critically, we also observed an increase in connectivity strength from the inferior frontal gyrus to the occipital cortex, suggesting that top-down influences from frontal areas may guide processing of incoming signals. The present results support current models of visual perception and refine them by emphasizing the role of the occipital cortex as a cortical site for feedback projections in the neural network underlying coarse-to-fine processing of scenes.

摘要

根据当前的视觉感知模型,场景是按照空间频率进行处理的,遵循从粗到细的主要处理顺序。低空间频率(LSF)迅速到达高阶区域,以激活对视觉输入的合理解释。这引发了自上而下的促进作用,引导在诸如颞下和枕叶皮质等较低层次区域对高空间频率(HSF)进行后续处理。然而,自上而下对枕叶皮质影响的动态交互作用从未得到系统研究。本功能磁共振成像(fMRI)研究旨在进一步探索场景从粗到细处理的神经基础和有效连接性,特别是枕叶皮质的作用。我们使用六个经过滤波的场景序列作为刺激,描绘场景的从粗到细或从细到粗处理。参与者对这些刺激执行分类任务(室内与室外)。首先,我们发现从粗到细(与从细到粗相比)的序列在额下回(眶额皮质)、颞下皮质(梭状回和海马旁回)和枕叶皮质(楔叶)引发更强的激活。然后使用动态因果模型(DCM)来推断这些区域之间的有效连接性。DCM结果显示,从粗到细的处理导致从枕叶皮质到额下回以及从额下回到颞下皮质的连接性增加。关键的是,我们还观察到从额下回到枕叶皮质的连接强度增加,这表明额叶区域自上而下的影响可能引导对传入信号的处理。目前的结果支持当前的视觉感知模型,并通过强调枕叶皮质作为场景从粗到细处理神经网络中反馈投射的皮质位点的作用对其进行了完善。

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