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人类腹侧视觉通路上的视觉特征的地形。

Topography of Visual Features in the Human Ventral Visual Pathway.

机构信息

State Key Laboratory of Cognitive Neuroscience and Learning, and IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing, 100875, China.

Beijing Key Laboratory of Brain Imaging and Connectomics, Beijing Normal University, Beijing, 100875, China.

出版信息

Neurosci Bull. 2021 Oct;37(10):1454-1468. doi: 10.1007/s12264-021-00734-4. Epub 2021 Jul 2.

Abstract

Visual object recognition in humans and nonhuman primates is achieved by the ventral visual pathway (ventral occipital-temporal cortex, VOTC), which shows a well-documented object domain structure. An on-going question is what type of information is processed in the higher-order VOTC that underlies such observations, with recent evidence suggesting effects of certain visual features. Combining computational vision models, fMRI experiment using a parametric-modulation approach, and natural image statistics of common objects, we depicted the neural distribution of a comprehensive set of visual features in the VOTC, identifying voxel sensitivities with specific feature sets across geometry/shape, Fourier power, and color. The visual feature combination pattern in the VOTC is significantly explained by their relationships to different types of response-action computation (fight-or-flight, navigation, and manipulation), as derived from behavioral ratings and natural image statistics. These results offer a comprehensive visual feature map in the VOTC and a plausible theoretical explanation as a mapping onto different types of downstream response-action systems.

摘要

人类和非人类灵长类动物的视觉物体识别是通过腹侧视觉通路(腹侧枕颞叶皮层,VOTC)实现的,该通路显示出了一个有充分记录的物体域结构。一个持续存在的问题是,在更高阶的 VOTC 中处理的是哪种类型的信息,最近的证据表明某些视觉特征会产生影响。我们结合计算视觉模型、使用参数调制方法的 fMRI 实验以及常见物体的自然图像统计,描绘了 VOTC 中一套全面的视觉特征的神经分布,确定了具有特定特征集的体素对几何/形状、傅里叶功率和颜色的敏感性。VOTC 中的视觉特征组合模式可以通过与不同类型的反应-动作计算(战斗或逃跑、导航和操作)的关系来显著解释,这些关系是从行为评分和自然图像统计中得出的。这些结果提供了 VOTC 中全面的视觉特征图,并提供了一个合理的理论解释,即映射到不同类型的下游反应-动作系统。

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