An Approach to Real-Time Fall Detection based on OpenPose and LSTM

Author:

Chen Po-Chih1,Chang Chih-Hung2,Chan Yu-Wei3,Tasi Yin-Te2,Chu William C.4

Affiliation:

1. Providence University,Dept. of Computer Science and Information Engineering,Taichung,Taiwan

2. Providence University,Dept. of Computer Science and Communication Engineering,Taichung,Taiwan

3. Providence University,Dept. of Computer Science,Taichung,Taiwan

4. Tunghai University,Dept. of Computer Science,Taichung,Taiwan

Funder

Ministry of Science and Technology, Taiwan

Publisher

IEEE

Reference11 articles.

1. OpenPose: Realtime Multi-Person 2D Pose Estimation Using Part Affinity Fields

2. Long Short-Term Memory

3. Toward safe separation distance monitoring from rgb-d sensors in human-robot interaction;svarny;International PhD Conference on Safe and Social Robotics (SSR2018),2018

4. Very deep convolutional networks for large-scale image recognition;simonyan;CoRR abs/1409 I556,2014

5. Human fall detection on embedded platform using depth maps and wireless accelerometer

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3. Medi-Watch: An Automated Patient Behavior Detection System;2024 14th International Conference on Electrical Engineering (ICEENG);2024-05-21

4. Fall detection model based on AlphaPose combined with LSTM and Lightgbm;MIPPR 2023: Pattern Recognition and Computer Vision;2024-03-07

5. Integrating FMCW Radar and RGBD Sensor for Vital Sign Detection;2023 IEEE 5th Eurasia Conference on Biomedical Engineering, Healthcare and Sustainability (ECBIOS);2023-06-02

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