An OpenPose-Based Exercise and Performance Learning Assistant Design for Self-Practice Yoga

Cheng Hsien Lin; Shih Wei Shen; Irin Tri Anggraini; Nobuo Funabiki; Chih Peng Fan

doi:10.1109/GCCE53005.2021.9621907

An OpenPose-Based Exercise and Performance Learning Assistant Design for Self-Practice Yoga

Cheng Hsien Lin, Shih Wei Shen, Irin Tri Anggraini, Nobuo Funabiki, Chih Peng Fan

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

4 Citations (Scopus)

Abstract

In this paper, a performance learning assistant design based on OpenPose is studied for self-practice Yoga. Firstly, the skeleton information of the human body is extracted through OpenPose. Secondly, to calculate the angle values of the selected keypoints, the vectors of the user and the instructor are obtained based on the center points. Next, by using the angle values, the angle differences between the user and the instructor are calculated. Finally, the scoring system is developed to calculate the total scores for evaluation of the user's Yoga posture. The experimental results show that the proposed design effectively detects the posture differences between the user and the instructor. Moreover, the proposed design performs up to 5.5 frames per second (FPS) on the GPU-based embedded platform.

Original language	English
Title of host publication	2021 IEEE 10th Global Conference on Consumer Electronics, GCCE 2021
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	456-457
Number of pages	2
ISBN (Electronic)	9781665436762
DOIs	https://doi.org/10.1109/GCCE53005.2021.9621907
Publication status	Published - 2021
Event	10th IEEE Global Conference on Consumer Electronics, GCCE 2021 - Kyoto, Japan Duration: Oct 12 2021 → Oct 15 2021

Publication series

Name	2021 IEEE 10th Global Conference on Consumer Electronics, GCCE 2021

Conference

Conference	10th IEEE Global Conference on Consumer Electronics, GCCE 2021
Country/Territory	Japan
City	Kyoto
Period	10/12/21 → 10/15/21

Keywords

angle difference
OpenPose
scoring system
Yoga

ASJC Scopus subject areas

Computer Science Applications
Signal Processing
Biomedical Engineering
Electrical and Electronic Engineering
Media Technology
Instrumentation

Access to Document

10.1109/GCCE53005.2021.9621907

Cite this

Lin, C. H., Shen, S. W., Anggraini, I. T., Funabiki, N., & Fan, C. P. (2021). An OpenPose-Based Exercise and Performance Learning Assistant Design for Self-Practice Yoga. In 2021 IEEE 10th Global Conference on Consumer Electronics, GCCE 2021 (pp. 456-457). (2021 IEEE 10th Global Conference on Consumer Electronics, GCCE 2021). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/GCCE53005.2021.9621907

An OpenPose-Based Exercise and Performance Learning Assistant Design for Self-Practice Yoga. / Lin, Cheng Hsien; Shen, Shih Wei; Anggraini, Irin Tri et al.
2021 IEEE 10th Global Conference on Consumer Electronics, GCCE 2021. Institute of Electrical and Electronics Engineers Inc., 2021. p. 456-457 (2021 IEEE 10th Global Conference on Consumer Electronics, GCCE 2021).

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

Lin, CH, Shen, SW, Anggraini, IT, Funabiki, N & Fan, CP 2021, An OpenPose-Based Exercise and Performance Learning Assistant Design for Self-Practice Yoga. in 2021 IEEE 10th Global Conference on Consumer Electronics, GCCE 2021. 2021 IEEE 10th Global Conference on Consumer Electronics, GCCE 2021, Institute of Electrical and Electronics Engineers Inc., pp. 456-457, 10th IEEE Global Conference on Consumer Electronics, GCCE 2021, Kyoto, Japan, 10/12/21. https://doi.org/10.1109/GCCE53005.2021.9621907

Lin CH, Shen SW, Anggraini IT, Funabiki N, Fan CP. An OpenPose-Based Exercise and Performance Learning Assistant Design for Self-Practice Yoga. In 2021 IEEE 10th Global Conference on Consumer Electronics, GCCE 2021. Institute of Electrical and Electronics Engineers Inc. 2021. p. 456-457. (2021 IEEE 10th Global Conference on Consumer Electronics, GCCE 2021). doi: 10.1109/GCCE53005.2021.9621907

Lin, Cheng Hsien ; Shen, Shih Wei ; Anggraini, Irin Tri et al. / An OpenPose-Based Exercise and Performance Learning Assistant Design for Self-Practice Yoga. 2021 IEEE 10th Global Conference on Consumer Electronics, GCCE 2021. Institute of Electrical and Electronics Engineers Inc., 2021. pp. 456-457 (2021 IEEE 10th Global Conference on Consumer Electronics, GCCE 2021).

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abstract = "In this paper, a performance learning assistant design based on OpenPose is studied for self-practice Yoga. Firstly, the skeleton information of the human body is extracted through OpenPose. Secondly, to calculate the angle values of the selected keypoints, the vectors of the user and the instructor are obtained based on the center points. Next, by using the angle values, the angle differences between the user and the instructor are calculated. Finally, the scoring system is developed to calculate the total scores for evaluation of the user's Yoga posture. The experimental results show that the proposed design effectively detects the posture differences between the user and the instructor. Moreover, the proposed design performs up to 5.5 frames per second (FPS) on the GPU-based embedded platform.",

keywords = "angle difference, OpenPose, scoring system, Yoga",

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An OpenPose-Based Exercise and Performance Learning Assistant Design for Self-Practice Yoga

Abstract

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Keywords

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