A neural network model for visual selection and shifting | |
Qiao, Yuanhua1; Liu, Xiaojie1; Miao, Jun2; Duan, Lijuan3 | |
刊名 | JOURNAL OF INTEGRATIVE NEUROSCIENCE |
2016-09-01 | |
卷号 | 15期号:3页码:321-335 |
关键词 | Visual selection and shifting neural network periodic activity synchronization mapping dynamic system |
ISSN号 | 0219-6352 |
DOI | 10.1142/S0219635216500205 |
英文摘要 | 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. |
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 |
语种 | 英语 |
出版者 | IMPERIAL COLLEGE PRESS |
WOS记录号 | WOS:000388756700004 |
内容类型 | 期刊论文 |
源URL | [http://119.78.100.204/handle/2XEOYT63/7882] |
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. |
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