Resolving human object recognition in space and time

被引:481
作者
Cichy, Radoslaw Martin [1 ]
Pantazis, Dimitrios [2 ]
Oliva, Aude [1 ]
机构
[1] MIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02139 USA
[2] MIT, McGovern Inst Brain Res, Cambridge, MA 02139 USA
基金
美国国家科学基金会;
关键词
INFERIOR TEMPORAL CORTEX; HUMAN EXTRASTRIATE CORTEX; HUMAN VISUAL-CORTEX; FUSIFORM FACE AREA; BRAIN ACTIVITY; HUMAN-BODY; PERCEPTION; FMRI; MEG; CATEGORY;
D O I
10.1038/nn.3635
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
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.
引用
收藏
页码:455 / 462
页数:8
相关论文
共 54 条
  • [51] Decoding Patterns of Human Brain Activity
    Tong, Frank
    Pratte, Michael S.
    [J]. ANNUAL REVIEW OF PSYCHOLOGY, VOL 63, 2012, 63 : 483 - 509
  • [52] A cortical region consisting entirely of face-selective cells
    Tsao, DY
    Freiwald, WA
    Tootell, RBH
    Livingstone, MS
    [J]. SCIENCE, 2006, 311 (5761) : 670 - 674
  • [53] Ungerleider L. G., 1982, Analysis of visual behavior, P549
  • [54] The time course of visual processing: From early perception to decision-making
    VanRullen, R
    Thorpe, SJ
    [J]. JOURNAL OF COGNITIVE NEUROSCIENCE, 2001, 13 (04) : 454 - 461