A Self-Organizing Multi-Layer Agent Computing System for Behavioral Clustering Recognition
2023-06-01
发表期刊SENSORS (IF:3.4[JCR-2023],3.7[5-Year])
ISSN1424-8220
EISSN1424-8220
卷号23期号:12
发表状态已发表
DOI10.3390/s23125435
摘要

Video behavior recognition often needs to focus on object motion processes. In this work, a self-organizing computational system oriented toward behavioral clustering recognition is proposed, which achieves the extraction of motion change patterns through binary encoding and completes motion pattern summarization using a similarity comparison algorithm. Furthermore, in the face of unknown behavioral video data, a self-organizing structure with layer-by-layer accuracy progression is used to achieve motion law summarization using a multi-layer agent design approach. Finally, the real-time feasibility is verified in the prototype system using real scenes to provide a new feasible solution for unsupervised behavior recognition and space-time scenes.

关键词field programmable gate array (FPGA) hardware implementation real-time system action clustering
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收录类别SCI ; EI
语种英语
资助项目Strategic Priority Research Program of the Chinese Academy of Sciences[XDB44010200]
WOS研究方向Chemistry ; Engineering ; Instruments & Instrumentation
WOS类目Chemistry, Analytical ; Engineering, Electrical & Electronic ; Instruments & Instrumentation
WOS记录号WOS:001015674500001
出版者MDPI
EI入藏号20232714364370
EI主题词Real time systems
EI分类号461.4 Ergonomics and Human Factors Engineering ; 721.2 Logic Elements ; 722.4 Digital Computers and Systems ; 971 Social Sciences
原始文献类型Journal article (JA)
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文献类型期刊论文
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/316443
专题物质科学与技术学院
物质科学与技术学院_硕士生
通讯作者Chen, Xiaogang
作者单位
1.Chinese Acad Sci, Shanghai Inst Microsyst & Informat Technol, Shanghai 200050, Peoples R China
2.Shanghaitech Univ, Sch Phys Sci & Technol, Shanghai 201210, Peoples R China
3.NeuHelium Co Ltd, Shanghai 200050, Peoples R China
推荐引用方式
GB/T 7714
Qian, Xingyu,Yuemaier, Aximu,Yang, Wenchi,et al. A Self-Organizing Multi-Layer Agent Computing System for Behavioral Clustering Recognition[J]. SENSORS,2023,23(12).
APA Qian, Xingyu.,Yuemaier, Aximu.,Yang, Wenchi.,Chen, Xiaogang.,Liang, Longfei.,...&Song, Zhitang.(2023).A Self-Organizing Multi-Layer Agent Computing System for Behavioral Clustering Recognition.SENSORS,23(12).
MLA Qian, Xingyu,et al."A Self-Organizing Multi-Layer Agent Computing System for Behavioral Clustering Recognition".SENSORS 23.12(2023).
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