Human action recognition system for elderly and children care using three stream ConvNet

Chang Di Huang, Chien Yao Wang, Jia Ching Wang

研究成果: 書貢獻/報告類型會議論文篇章同行評審

17 引文 斯高帕斯(Scopus)

摘要

Because of the change of family structure and population ageing, elderly and children care is become a very important issue in modern society. When adults are busy working, they have no time to care elderly and children who standalone in the home. This paper proposes an elderly and children care system to solve this important problem. The proposed intelligent surveillance system is based on action recognition technique of image processing. In this paper, a three stream convolution neural network is proposed for recognize human actions such as fall floor and baby craw. If the system detect abnormal activities are occurred, it will raise alarm and notice family members. In the experiment, there are totally 21 categories activities are collected from HMDB-51 dataset, UCF-101 dataset and Internet. The proposed system achieves 93.42% recognition rate of selected actions.

原文???core.languages.en_GB???
主出版物標題Proceedings of 2015 International Conference on Orange Technologies, ICOT 2015
發行者Institute of Electrical and Electronics Engineers Inc.
頁面5-9
頁數5
ISBN(電子)9781467382373
DOIs
出版狀態已出版 - 22 6月 2016
事件3rd International Conference on Orange Technologies, ICOT 2015 - Hong Kong, Hong Kong
持續時間: 19 12月 201522 12月 2015

出版系列

名字Proceedings of 2015 International Conference on Orange Technologies, ICOT 2015

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???event.eventtypes.event.conference???3rd International Conference on Orange Technologies, ICOT 2015
國家/地區Hong Kong
城市Hong Kong
期間19/12/1522/12/15

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