Fast readout of object identity from macaque inferior temporal cortex

被引:556
作者
Hung, CP
Kreiman, G
Poggio, T
DiCarlo, JJ
机构
[1] MIT, McGovern Inst Brain Res, Cambridge, MA 02139 USA
[2] MIT, Ctr Biol & Computat Learning, Cambridge, MA 02139 USA
[3] MIT, CSBI, Cambridge, MA 02139 USA
[4] MIT, Dept Brain & Cognit Sci, Cambridge, MA 02139 USA
关键词
D O I
10.1126/science.1117593
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Understanding the brain computations leading to object recognition requires quantitative characterization of the information represented in inferior temporal (IT) cortex. We used a biologically plausible, classifier-based readout technique to investigate the neural coding of selectivity and invariance at the IT population level. The activity of small neuronal populations (similar to 100 randomly selected cells) over very short time intervals (as small as 12.5 milliseconds) contained unexpectedly accurate and robust information about both object "identity" and "category." This information generalized over a range of object positions and scales, even for novel objects. Coarse information about position and scale could also be read out from the same population.
引用
收藏
页码:863 / 866
页数:4
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