Institutional Repository, Institute of Psychology, Chinese Academy of Sciences
Spiking Neural Network Analysis of Mt-Mst Pathways in Biological Motion Processing | |
Zhang,Yun1; Liu,Ying1; Feng,TingTing2,3; Zhang,Tao2,3; Qu,Hong1; Yi,Zhang4 | |
第一作者 | Zhang,Yun |
通讯作者邮箱 | qu, hong |
心理所单位排序 | 2 |
摘要 | Understanding the neural mechanisms underlying biological motion perception remains a significant challenge in neuroscience. To further explore this mechanism, we construct the BioMotion-SNN model using real bioneural data from the MT to MST regions in macaques. To characterize neuron activity within specific time windows, we propose the windows learning strategy, which employs windowed learning to extract crucial information related to specific events or stimuli. By analyzing the connectivity structure of the BioMotion-SNN model, we identify regular projection patterns from MT to MST, reflected in the varying response characteristics of MT neurons based on their projection strength to different MST neuron populations. This work not only verifies some biological properties of MST neurons, but also underscores the potential of neurodevelopmental SNN models, driven byreal electrophysiological data, in improving our understanding of neural processing. |
2024 | |
语种 | 英语 |
发表期刊 | SSRN |
ISSN | 1556-5068 |
期刊论文类型 | 综述 |
收录类别 | EI |
文献类型 | 期刊论文 |
条目标识符 | http://ir.psych.ac.cn/handle/311026/48508 |
专题 | 脑与认知科学国家重点实验室 |
作者单位 | 1.School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu; 610054, China 2.State Key Laboratory of Brain and Cognitive Science, Institute of Psychology, Chinese Academy of Sciences, Beijing; 100101, China 3.Department of Psychology, University of Chinese Academy of Sciences, Beijing; 100049, China 4.College of Computer Science, Sichuan University, Chengdu; 610065, China |
推荐引用方式 GB/T 7714 | Zhang,Yun,Liu,Ying,Feng,TingTing,et al. Spiking Neural Network Analysis of Mt-Mst Pathways in Biological Motion Processing[J]. SSRN,2024. |
APA | Zhang,Yun,Liu,Ying,Feng,TingTing,Zhang,Tao,Qu,Hong,&Yi,Zhang.(2024).Spiking Neural Network Analysis of Mt-Mst Pathways in Biological Motion Processing.SSRN. |
MLA | Zhang,Yun,et al."Spiking Neural Network Analysis of Mt-Mst Pathways in Biological Motion Processing".SSRN (2024). |
条目包含的文件 | 条目无相关文件。 |
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