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Assessing Performance of Aerobic Routines using Background Subtraction and Intersected Image Region

It is recommended for a novice person to engage trained personnel before starting an unfamiliar aerobic or weight routine to gain real-time expert feedbacks. This greatly reduces the risk of injury and maximise physical gains. We present a simple image similarity measure based on intersected image r...

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Main Authors: John, Faustine, Irwandi Hipni, Mohamad Hipiny, Hamimah, Ujir
Format: Proceeding
Language:English
Published: 2020
Subjects:
QA75 Electronic computers. Computer science
Online Access:http://ir.unimas.my/id/eprint/29378/1/John.pdf
http://ir.unimas.my/id/eprint/29378/
https://ieeexplore.ieee.org/document/9034912
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id my.unimas.ir.29378
record_format eprints
spelling my.unimas.ir.293782021-12-04T03:03:40Z http://ir.unimas.my/id/eprint/29378/ Assessing Performance of Aerobic Routines using Background Subtraction and Intersected Image Region John, Faustine Irwandi Hipni, Mohamad Hipiny Hamimah, Ujir QA75 Electronic computers. Computer science It is recommended for a novice person to engage trained personnel before starting an unfamiliar aerobic or weight routine to gain real-time expert feedbacks. This greatly reduces the risk of injury and maximise physical gains. We present a simple image similarity measure based on intersected image region to assess a subject's performance of an aerobic routine. The method was implemented inside an Augmented Reality (AR) desktop app that employed a single RGB camera to capture still images of the subject as he or she progressed through the routine. The background-subtracted body pose image was compared against the exemplar image (i.e., AR template) at specific intervals. Based on a limited dataset, our pose matching function managed an accuracy of 93.67. 2020-03-16 Proceeding PeerReviewed text en http://ir.unimas.my/id/eprint/29378/1/John.pdf John, Faustine and Irwandi Hipni, Mohamad Hipiny and Hamimah, Ujir (2020) Assessing Performance of Aerobic Routines using Background Subtraction and Intersected Image Region. In: 2019 International Conference on Computer and Drone Applications (IConDA), 19-21 Dec 2019, Kota Samarahan. https://ieeexplore.ieee.org/document/9034912
institution Universiti Malaysia Sarawak
building Centre for Academic Information Services (CAIS)
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Sarawak
content_source UNIMAS Institutional Repository
url_provider http://ir.unimas.my/
language English
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
John, Faustine
Irwandi Hipni, Mohamad Hipiny
Hamimah, Ujir
Assessing Performance of Aerobic Routines using Background Subtraction and Intersected Image Region
description It is recommended for a novice person to engage trained personnel before starting an unfamiliar aerobic or weight routine to gain real-time expert feedbacks. This greatly reduces the risk of injury and maximise physical gains. We present a simple image similarity measure based on intersected image region to assess a subject's performance of an aerobic routine. The method was implemented inside an Augmented Reality (AR) desktop app that employed a single RGB camera to capture still images of the subject as he or she progressed through the routine. The background-subtracted body pose image was compared against the exemplar image (i.e., AR template) at specific intervals. Based on a limited dataset, our pose matching function managed an accuracy of 93.67.
format Proceeding
author John, Faustine
Irwandi Hipni, Mohamad Hipiny
Hamimah, Ujir
author_facet John, Faustine
Irwandi Hipni, Mohamad Hipiny
Hamimah, Ujir
author_sort John, Faustine
title Assessing Performance of Aerobic Routines using Background Subtraction and Intersected Image Region
title_short Assessing Performance of Aerobic Routines using Background Subtraction and Intersected Image Region
title_full Assessing Performance of Aerobic Routines using Background Subtraction and Intersected Image Region
title_fullStr Assessing Performance of Aerobic Routines using Background Subtraction and Intersected Image Region
title_full_unstemmed Assessing Performance of Aerobic Routines using Background Subtraction and Intersected Image Region
title_sort assessing performance of aerobic routines using background subtraction and intersected image region
publishDate 2020
url http://ir.unimas.my/id/eprint/29378/1/John.pdf
http://ir.unimas.my/id/eprint/29378/
https://ieeexplore.ieee.org/document/9034912
_version_ 1718930104579522560
score 13.211869

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