A neural network model for visual selection and shifting

doi:10.1142/S0219635216500205

	A neural network model for visual selection and shifting
	Qiao, Yuanhua 1; Liu, Xiaojie 1; Miao, Jun 2; Duan, Lijuan 3
	2016-09-01
发表期刊	JOURNAL OF INTEGRATIVE NEUROSCIENCE
ISSN	0219-6352
卷号	15 期号:3 页码:321-335
摘要	In this paper, a two-layer network is built to simulate the mechanism of visual selection and shifting based on the mapping dynamic model for instantaneous frequency. Unlike the differential equation model using limit cycle to simulate neuron oscillation, we build an instantaneous frequency mapping dynamic model to describe the change of the neuron frequency to avoid the difficulty of generating limit cycle. The activity of the neuron is rebuilt based on the instantaneous frequency and in this work, we use the first layer of neurons to implement image segmentation and the second layer of neurons to act as visual selector. The frequency of the second neuron (central neuron) is always changing, while central neuron resonates with the neurons corresponding to an object, the object is selected, then with the central neuron frequency changing, the selected object loses attention, the process goes on.
关键词	Visual selection and shifting neural network periodic activity synchronization mapping dynamic system
DOI	10.1142/S0219635216500205
收录类别	SCI
语种	英语
资助项目	Natural Science Foundation of China[61572004] ; Natural Science Foundation of China[61175115] ; Natural Science Foundation of China[60702030] ; Natural Science Foundation of China[61370113] ; Natural Science Foundation of China[60970087] ; Natural Science Foundation of China[61070149] ; Natural Science Foundation of China[61272320] ; Beijing Natural Science Foundation[4152005] ; Jing-Hua Talents Project of Beijing University of Technology[2014-JH-L06] ; International Communication Ability Development Plan for Young Teachers of Beijing University of Technology[2014-16]
WOS研究方向	Neurosciences & Neurology
WOS类目	Neurosciences
WOS记录号	WOS:000388756700004
出版者	IMPERIAL COLLEGE PRESS
引用统计	被引频次：4[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/7883
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Qiao, Yuanhua
作者单位	1.Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China 3.Beijing Univ Technol, Coll Comp Sci, Beijing 100124, Peoples R China
推荐引用方式 GB/T 7714	Qiao, Yuanhua,Liu, Xiaojie,Miao, Jun,et al. A neural network model for visual selection and shifting[J]. JOURNAL OF INTEGRATIVE NEUROSCIENCE,2016,15(3):321-335.
APA	Qiao, Yuanhua,Liu, Xiaojie,Miao, Jun,&Duan, Lijuan.(2016).A neural network model for visual selection and shifting.JOURNAL OF INTEGRATIVE NEUROSCIENCE,15(3),321-335.
MLA	Qiao, Yuanhua,et al."A neural network model for visual selection and shifting".JOURNAL OF INTEGRATIVE NEUROSCIENCE 15.3(2016):321-335.