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解析人类在空间和时间中的物体识别

Resolving human object recognition in space and time.

机构信息

Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA.

McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA.

出版信息

Nat Neurosci. 2014 Mar;17(3):455-62. doi: 10.1038/nn.3635. Epub 2014 Jan 26.

Abstract

A comprehensive picture of object processing in the human brain requires combining both spatial and temporal information about brain activity. Here we acquired human magnetoencephalography (MEG) and functional magnetic resonance imaging (fMRI) responses to 92 object images. Multivariate pattern classification applied to MEG revealed the time course of object processing: whereas individual images were discriminated by visual representations early, ordinate and superordinate category levels emerged relatively late. Using representational similarity analysis, we combined human fMRI and MEG to show content-specific correspondence between early MEG responses and primary visual cortex (V1), and later MEG responses and inferior temporal (IT) cortex. We identified transient and persistent neural activities during object processing with sources in V1 and IT. Finally, we correlated human MEG signals to single-unit responses in monkey IT. Together, our findings provide an integrated space- and time-resolved view of human object categorization during the first few hundred milliseconds of vision.

摘要

要全面了解人类大脑对物体的处理过程,需要结合大脑活动的空间和时间信息。在这里,我们获取了 92 个物体图像的人类脑磁图(MEG)和功能磁共振成像(fMRI)反应。多元模式分类应用于 MEG 揭示了物体处理的时间过程:虽然单个图像可以通过早期的视觉表示来区分,但坐标和上级类别水平相对较晚出现。使用表示相似性分析,我们将人类 fMRI 和 MEG 结合起来,显示了早期 MEG 反应与初级视觉皮层(V1)之间的内容特异性对应关系,以及后来的 MEG 反应与颞下回(IT)皮层之间的对应关系。我们确定了在 V1 和 IT 中以源的形式存在的物体处理过程中的瞬时和持久神经活动。最后,我们将人类 MEG 信号与猴子 IT 中的单个单元反应进行了相关分析。总之,我们的研究结果提供了人类在视觉的最初几百毫秒内进行物体分类的空间和时间分辨率的综合视图。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6296/4261693/dae2d88de6ed/nihms-645980-f0001.jpg

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