Cooperative Fall Detection with Multiple Cameras

Jian Chiuan Hou; Wei Ming Xu; Yu Cheng Chu; Chih Lin Hu; Ying Hong Chen; Shi Chen; Lin Hui

doi:10.1109/ICCE-Taiwan55306.2022.9869279

Cooperative Fall Detection with Multiple Cameras

Jian Chiuan Hou, Wei Ming Xu, Yu Cheng Chu, Chih Lin Hu, Ying Hong Chen, Shi Chen, Lin Hui

通訊工程學系

研究成果: 書貢獻/報告類型 › 會議論文篇章 › 同行評審

6 引文斯高帕斯（Scopus）

摘要

We propose a fall detection mechanism based on multi-camera cooperation in home space. Cameras capture image-based falling events, and self-organize a group using deep reinforcement learning. Neighbor cameras exchange sensing data and statuses in local network proximity. With information sharing in a group, cameras can improve the accuracy of decision making on falling events and cope with the limited fields of view against physical deployment of cameras in residential areas.

原文	???core.languages.en_GB???
主出版物標題	Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022
發行者	Institute of Electrical and Electronics Engineers Inc.
頁面	543-544
頁數	2
ISBN（電子）	9781665470506
DOIs	https://doi.org/10.1109/ICCE-Taiwan55306.2022.9869279
出版狀態	已出版 - 2022
事件	2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022 - Taipei, Taiwan 持續時間: 6 7月 2022 → 8 7月 2022

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名字	Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022

???event.eventtypes.event.conference???

???event.eventtypes.event.conference???	2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022
國家/地區	Taiwan
城市	Taipei
期間	6/07/22 → 8/07/22

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10.1109/ICCE-Taiwan55306.2022.9869279

引用此

Hou, J. C., Xu, W. M., Chu, Y. C., Hu, C. L., Chen, Y. H., Chen, S., & Hui, L. (2022). Cooperative Fall Detection with Multiple Cameras. 於 Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022 (頁 543-544). (Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICCE-Taiwan55306.2022.9869279

Hou, Jian Chiuan ; Xu, Wei Ming ; Chu, Yu Cheng 等. / Cooperative Fall Detection with Multiple Cameras. Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022. Institute of Electrical and Electronics Engineers Inc., 2022. 頁 543-544 (Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022).

@inproceedings{1297043653464bf2abf12b2e7f9f8fe9,

title = "Cooperative Fall Detection with Multiple Cameras",

abstract = "We propose a fall detection mechanism based on multi-camera cooperation in home space. Cameras capture image-based falling events, and self-organize a group using deep reinforcement learning. Neighbor cameras exchange sensing data and statuses in local network proximity. With information sharing in a group, cameras can improve the accuracy of decision making on falling events and cope with the limited fields of view against physical deployment of cameras in residential areas.",

keywords = "cooperative computing, Fall detection, health care, image recognition, smart home",

author = "Hou, {Jian Chiuan} and Xu, {Wei Ming} and Chu, {Yu Cheng} and Hu, {Chih Lin} and Chen, {Ying Hong} and Shi Chen and Lin Hui",

note = "Publisher Copyright: {\textcopyright} 2022 IEEE.; 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022 ; Conference date: 06-07-2022 Through 08-07-2022",

year = "2022",

doi = "10.1109/ICCE-Taiwan55306.2022.9869279",

language = "???core.languages.en_GB???",

series = "Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "543--544",

booktitle = "Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022",

}

Hou, JC, Xu, WM, Chu, YC, Hu, CL, Chen, YH, Chen, S & Hui, L 2022, Cooperative Fall Detection with Multiple Cameras. 於 Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022. Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022, Institute of Electrical and Electronics Engineers Inc., 頁 543-544, 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022, Taipei, Taiwan, 6/07/22. https://doi.org/10.1109/ICCE-Taiwan55306.2022.9869279

Cooperative Fall Detection with Multiple Cameras. / Hou, Jian Chiuan; Xu, Wei Ming; Chu, Yu Cheng 等.
Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022. Institute of Electrical and Electronics Engineers Inc., 2022. p. 543-544 (Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022).

研究成果: 書貢獻/報告類型 › 會議論文篇章 › 同行評審

TY - GEN

T1 - Cooperative Fall Detection with Multiple Cameras

AU - Hou, Jian Chiuan

AU - Xu, Wei Ming

AU - Chu, Yu Cheng

AU - Hu, Chih Lin

AU - Chen, Ying Hong

AU - Chen, Shi

AU - Hui, Lin

PY - 2022

Y1 - 2022

N2 - We propose a fall detection mechanism based on multi-camera cooperation in home space. Cameras capture image-based falling events, and self-organize a group using deep reinforcement learning. Neighbor cameras exchange sensing data and statuses in local network proximity. With information sharing in a group, cameras can improve the accuracy of decision making on falling events and cope with the limited fields of view against physical deployment of cameras in residential areas.

AB - We propose a fall detection mechanism based on multi-camera cooperation in home space. Cameras capture image-based falling events, and self-organize a group using deep reinforcement learning. Neighbor cameras exchange sensing data and statuses in local network proximity. With information sharing in a group, cameras can improve the accuracy of decision making on falling events and cope with the limited fields of view against physical deployment of cameras in residential areas.

KW - cooperative computing

KW - Fall detection

KW - health care

KW - image recognition

KW - smart home

UR - http://www.scopus.com/inward/record.url?scp=85138748012&partnerID=8YFLogxK

U2 - 10.1109/ICCE-Taiwan55306.2022.9869279

DO - 10.1109/ICCE-Taiwan55306.2022.9869279

M3 - 會議論文篇章

AN - SCOPUS:85138748012

T3 - Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022

SP - 543

EP - 544

BT - Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022

Y2 - 6 July 2022 through 8 July 2022

ER -

Hou JC, Xu WM, Chu YC, Hu CL, Chen YH, Chen S 等. Cooperative Fall Detection with Multiple Cameras. 於 Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022. Institute of Electrical and Electronics Engineers Inc. 2022. p. 543-544. (Proceedings - 2022 IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2022). doi: 10.1109/ICCE-Taiwan55306.2022.9869279

Cooperative Fall Detection with Multiple Cameras

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