CASIA OpenIR  > 类脑智能研究中心  > 类脑认知计算
Multisensory Concept Learning Framework Based on Spiking Neural Networks
Wang, Yuwei1,2; Zeng, Yi1,2,3,4
发表期刊FRONTIERS IN SYSTEMS NEUROSCIENCE
2022-05-12
卷号16页码:12
通讯作者Zeng, Yi(yi.zeng@ia.ac.cn)
摘要Concept learning highly depends on multisensory integration. In this study, we propose a multisensory concept learning framework based on brain-inspired spiking neural networks to create integrated vectors relying on the concept's perceptual strength of auditory, gustatory, haptic, olfactory, and visual. With different assumptions, two paradigms: Independent Merge (IM) and Associate Merge (AM) are designed in the framework. For testing, we employed eight distinct neural models and three multisensory representation datasets. The experiments show that integrated vectors are closer to human beings than the non-integrated ones. Furthermore, we systematically analyze the similarities and differences between IM and AM paradigms and validate the generality of our framework.
关键词concept learning multisensory spiking neural networks brain-inspired Independent Merge Associate Merge
DOI10.3389/fnsys.2022.845177
关键词[WOS]MODALITY EXCLUSIVITY NORMS ; SIMPLE-MODEL ; INTEGRATION ; BRAIN ; SET
收录类别SCI
语种英语
WOS研究方向Neurosciences & Neurology
WOS类目Neurosciences
WOS记录号WOS:000800107100001
出版者FRONTIERS MEDIA SA
引用统计
被引频次:1[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/49546
专题类脑智能研究中心_类脑认知计算
通讯作者Zeng, Yi
作者单位1.Chinese Acad Sci, Inst Automation, Res Ctr Brain inspired Intelligence, Beijing, Peoples R China
2.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing, Peoples R China
3.Chinese Acad Sci, Ctr Excellence BrainScience & Intelligence Technol, Shanghai, Peoples R China
4.Chinese Acad Sci, Inst Automat, Natl Lab PatternRecognit, Beijing, Peoples R China
第一作者单位中国科学院自动化研究所
通讯作者单位中国科学院自动化研究所
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Wang, Yuwei,Zeng, Yi. Multisensory Concept Learning Framework Based on Spiking Neural Networks[J]. FRONTIERS IN SYSTEMS NEUROSCIENCE,2022,16:12.
APA Wang, Yuwei,&Zeng, Yi.(2022).Multisensory Concept Learning Framework Based on Spiking Neural Networks.FRONTIERS IN SYSTEMS NEUROSCIENCE,16,12.
MLA Wang, Yuwei,et al."Multisensory Concept Learning Framework Based on Spiking Neural Networks".FRONTIERS IN SYSTEMS NEUROSCIENCE 16(2022):12.
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