ShanghaiTech University Knowledge Management System
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]) |
ISSN | 1424-8220 |
EISSN | 1424-8220 |
卷号 | 23期号:12 |
发表状态 | 已发表 |
DOI | 10.3390/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 |
URL | 查看原文 |
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) |
引用统计 | 正在获取...
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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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