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读心之眼:在心理意象期间解码类别信息。

Reading the mind's eye: decoding category information during mental imagery.

机构信息

Université de Toulouse, UPS, Centre de Recherche Cerveau et Cognition,Faculte de Medecine, Toulouse, France.

出版信息

Neuroimage. 2010 Apr 1;50(2):818-25. doi: 10.1016/j.neuroimage.2009.11.084. Epub 2009 Dec 11.

Abstract

Category information for visually presented objects can be read out from multi-voxel patterns of fMRI activity in ventral-temporal cortex. What is the nature and reliability of these patterns in the absence of any bottom-up visual input, for example, during visual imagery? Here, we first ask how well category information can be decoded for imagined objects and then compare the representations evoked during imagery and actual viewing. In an fMRI study, four object categories (food, tools, faces, buildings) were either visually presented to subjects, or imagined by them. Using pattern classification techniques, we could reliably decode category information (including for non-special categories, i.e., food and tools) from ventral-temporal cortex in both conditions, but only during actual viewing from retinotopic areas. Interestingly, in temporal cortex when the classifier was trained on the viewed condition and tested on the imagery condition, or vice versa, classification performance was comparable to within the imagery condition. The above results held even when we did not use information in the specialized category-selective areas. Thus, the patterns of representation during imagery and actual viewing are in fact surprisingly similar to each other. Consistent with this observation, the maps of "diagnostic voxels" (i.e., the classifier weights) for the perception and imagery classifiers were more similar in ventral-temporal cortex than in retinotopic cortex. These results suggest that in the absence of any bottom-up input, cortical back projections can selectively re-activate specific patterns of neural activity.

摘要

基于腹侧颞叶皮层 fMRI 活动的多体素模式,可以读取视觉呈现物体的类别信息。在没有任何自上而下的视觉输入的情况下(例如在视觉想象期间),这些模式的性质和可靠性如何?在这里,我们首先询问在想象的物体中可以多好地解码类别信息,然后比较在想象和实际观看期间引起的表示。在 fMRI 研究中,四个物体类别(食物、工具、面部、建筑物)要么被视觉呈现给受试者,要么由他们想象。使用模式分类技术,我们可以从两种条件下的腹侧颞叶皮层中可靠地解码类别信息(包括非特殊类别,即食物和工具),但仅在实际观看时从视网膜区域中进行。有趣的是,当分类器在观看条件下进行训练并在想象条件下进行测试,或者反之亦然时,在颞叶皮层中的分类性能与想象条件下相当。即使我们不使用专门的类别选择性区域中的信息,上述结果也成立。因此,想象和实际观看期间的表示模式实际上彼此非常相似。与该观察结果一致的是,在腹侧颞叶皮层中,用于感知和想象分类器的“诊断体素”(即分类器权重)的映射比在视网膜区域中更相似。这些结果表明,在没有任何自上而下的输入的情况下,皮质后向投射可以选择性地重新激活特定的神经活动模式。

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