Elder Action Recognition Based on Convolutional Neural Network and Long Short-Term Memory

Hsiao Ting Tseng; Chen Chiung Hsieh; Ti Yun Hsu

doi:10.1109/ICCE-TW52618.2021.9603253

Elder Action Recognition Based on Convolutional Neural Network and Long Short-Term Memory

Hsiao Ting Tseng, Chen Chiung Hsieh, Ti Yun Hsu

Department of Information Management

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

Abstract

To assist in the identification of possible dangerous situations in the elderly care situation, such as a fall. This study utilizes action recognition to detect and record elder daily movement. If there is any abnormality, the detection system will send out a warning for help. The accuracy is 87.5% for the elder action recognition that developed with CNN and LSTM.

Original language	English
Title of host publication	2021 IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781665433280
DOIs	https://doi.org/10.1109/ICCE-TW52618.2021.9603253
State	Published - 2021
Event	8th IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021 - Penghu, Taiwan Duration: 15 Sep 2021 → 17 Sep 2021

Publication series

Name	2021 IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021

Conference

Conference	8th IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021
Country/Territory	Taiwan
City	Penghu
Period	15/09/21 → 17/09/21

Access to Document

10.1109/ICCE-TW52618.2021.9603253

以長者人權、需求層次理論與活躍老化觀點為核心打造之整合性AI社區長者整體照護模式(3/5)
Tseng, H.
1/02/21 → 31/01/22
Project: Research

Cite this

Tseng, H. T., Hsieh, C. C., & Hsu, T. Y. (2021). Elder Action Recognition Based on Convolutional Neural Network and Long Short-Term Memory. In 2021 IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021 (2021 IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICCE-TW52618.2021.9603253

Tseng, Hsiao Ting ; Hsieh, Chen Chiung ; Hsu, Ti Yun. / Elder Action Recognition Based on Convolutional Neural Network and Long Short-Term Memory. 2021 IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021. Institute of Electrical and Electronics Engineers Inc., 2021. (2021 IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021).

@inproceedings{afcbc8275b1d428ab2741b94b0f8df35,

title = "Elder Action Recognition Based on Convolutional Neural Network and Long Short-Term Memory",

abstract = "To assist in the identification of possible dangerous situations in the elderly care situation, such as a fall. This study utilizes action recognition to detect and record elder daily movement. If there is any abnormality, the detection system will send out a warning for help. The accuracy is 87.5% for the elder action recognition that developed with CNN and LSTM. ",

author = "Tseng, {Hsiao Ting} and Hsieh, {Chen Chiung} and Hsu, {Ti Yun}",

note = "Publisher Copyright: {\textcopyright} 2021 IEEE.; 8th IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021 ; Conference date: 15-09-2021 Through 17-09-2021",

year = "2021",

doi = "10.1109/ICCE-TW52618.2021.9603253",

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series = "2021 IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021",

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

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Tseng, HT, Hsieh, CC & Hsu, TY 2021, Elder Action Recognition Based on Convolutional Neural Network and Long Short-Term Memory. in 2021 IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021. 2021 IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021, Institute of Electrical and Electronics Engineers Inc., 8th IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021, Penghu, Taiwan, 15/09/21. https://doi.org/10.1109/ICCE-TW52618.2021.9603253

Elder Action Recognition Based on Convolutional Neural Network and Long Short-Term Memory. / Tseng, Hsiao Ting; Hsieh, Chen Chiung; Hsu, Ti Yun.
2021 IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021. Institute of Electrical and Electronics Engineers Inc., 2021. (2021 IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Elder Action Recognition Based on Convolutional Neural Network and Long Short-Term Memory

AU - Tseng, Hsiao Ting

AU - Hsieh, Chen Chiung

AU - Hsu, Ti Yun

PY - 2021

Y1 - 2021

N2 - To assist in the identification of possible dangerous situations in the elderly care situation, such as a fall. This study utilizes action recognition to detect and record elder daily movement. If there is any abnormality, the detection system will send out a warning for help. The accuracy is 87.5% for the elder action recognition that developed with CNN and LSTM.

AB - To assist in the identification of possible dangerous situations in the elderly care situation, such as a fall. This study utilizes action recognition to detect and record elder daily movement. If there is any abnormality, the detection system will send out a warning for help. The accuracy is 87.5% for the elder action recognition that developed with CNN and LSTM.

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U2 - 10.1109/ICCE-TW52618.2021.9603253

DO - 10.1109/ICCE-TW52618.2021.9603253

M3 - 會議論文篇章

AN - SCOPUS:85123053333

T3 - 2021 IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021

BT - 2021 IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 8th IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021

Y2 - 15 September 2021 through 17 September 2021

ER -

Tseng HT, Hsieh CC, Hsu TY. Elder Action Recognition Based on Convolutional Neural Network and Long Short-Term Memory. In 2021 IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021. Institute of Electrical and Electronics Engineers Inc. 2021. (2021 IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021). doi: 10.1109/ICCE-TW52618.2021.9603253

Elder Action Recognition Based on Convolutional Neural Network and Long Short-Term Memory

Abstract

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Conference

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Projects

以長者人權、需求層次理論與活躍老化觀點為核心打造之整合性AI社區長者整體照護模式(3/5)

Cite this