GSTDTAP  > 地球科学
DOI10.1126/science.aav9436
NEUROSCIENCE Neural population control via deep image synthesis
Bashivan, Pouya; Kar, Kohitij; DiCarlo, James J.1
2019-05-03
发表期刊SCIENCE
ISSN0036-8075
EISSN1095-9203
出版年2019
卷号364期号:6439页码:453-+
文章类型Article
语种英语
国家USA
英文摘要

Particular deep artificial neural networks (ANNs) are today's most accurate models of the primate brain's ventral visual stream. Using an ANN-driven image synthesis method, we found that luminous power patterns (i.e., images) can be applied to primate retinae to predictably push the spiking activity of targeted V4 neural sites beyond naturally occurring levels. This method, although not yet perfect, achieves unprecedented independent control of the activity state of entire populations of V4 neural sites, even those with overlapping receptive fields. These results show how the knowledge embedded in today's ANN models might be used to noninvasively set desired internal brain states at neuron-level resolution, and suggest that more accurate ANN models would produce even more accurate control.


领域地球科学 ; 气候变化 ; 资源环境
收录类别SCI-E
WOS记录号WOS:000466809600025
WOS关键词FUNCTIONAL ARCHITECTURE ; RECEPTIVE-FIELDS ; AREA ; SELECTIVITY ; RESPONSES ; FEATURES ; SHAPE ; V4
WOS类目Multidisciplinary Sciences
WOS研究方向Science & Technology - Other Topics
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/201349
专题地球科学
资源环境科学
气候变化
作者单位1.MIT, McGovern Inst Brain Res, Dept Brain & Cognit Sci, 77 Massachusetts Ave, Cambridge, MA 02139 USA;
2.MIT, Ctr Brains Minds & Machines, 77 Massachusetts Ave, Cambridge, MA 02139 USA
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GB/T 7714
Bashivan, Pouya,Kar, Kohitij,DiCarlo, James J.. NEUROSCIENCE Neural population control via deep image synthesis[J]. SCIENCE,2019,364(6439):453-+.
APA Bashivan, Pouya,Kar, Kohitij,&DiCarlo, James J..(2019).NEUROSCIENCE Neural population control via deep image synthesis.SCIENCE,364(6439),453-+.
MLA Bashivan, Pouya,et al."NEUROSCIENCE Neural population control via deep image synthesis".SCIENCE 364.6439(2019):453-+.
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