Information video analytics system for the prevention of physical inactivity in students
The project “SportTrainer” is presented -an information system of video analytics and personal recommendations for the prevention of hypo-dynamics and increasing the effectiveness of personal training of students who want to achieve a certain sports result and improve their figure. The developed sys...
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EDP Sciences
2021-01-01
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doaj-44939817e3a54e8f90bf2afb939183d52021-07-07T11:30:51ZengEDP SciencesE3S Web of Conferences2267-12422021-01-012731211610.1051/e3sconf/202127312116e3sconf_interagromash2021_12116Information video analytics system for the prevention of physical inactivity in studentsEgorochkina I.O.0Tsygankova E.S.1Shlyakhova E.A.2Serebryanaya I.A.3Serebryanaya D.S.4Don State Technical UniversityDon State Technical UniversityDon State Technical UniversityDon State Technical UniversitySouth Russian Institute of Management branch of the Russian Academy National Economy and Public Administration under the President of the Russian FederationThe project “SportTrainer” is presented -an information system of video analytics and personal recommendations for the prevention of hypo-dynamics and increasing the effectiveness of personal training of students who want to achieve a certain sports result and improve their figure. The developed system “SportTrainer” realizes consulting on training programs, nutrition, provides control over the implementation of the selected programs and the achievement of goals. A digital trainer can suggest how effective the selected program is for a particular individual, selects the necessary exercises, make adjustments to the training program and diet, simulate and visualize progress. In the research work, modern technologies of video analytics, computer vision, machine learning and video streaming were used, which allow real-time processing of a video stream, analysis and pattern recognition, and fully automate the process of personal training at home. The implementation of the developed activities of the “SportTrainer” project was carried out in three control groups, represented by bachelors, masters and teachers. Statistical processing of basic indicators and results achieved in the process of testing the “SportTrainer” system has been carried out. The presented statistical data confirm the effectiveness of the program within the control training groups. The developed system is applicable to a wide range of the population, effective in conditions of social distancing due to a pandemic situation, since it improves conditions for home, including professional sports. In the future, a sharp increase in their share is expected in comparison with traditional training techniques.https://www.e3s-conferences.org/articles/e3sconf/pdf/2021/49/e3sconf_interagromash2021_12116.pdf |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Egorochkina I.O. Tsygankova E.S. Shlyakhova E.A. Serebryanaya I.A. Serebryanaya D.S. |
spellingShingle |
Egorochkina I.O. Tsygankova E.S. Shlyakhova E.A. Serebryanaya I.A. Serebryanaya D.S. Information video analytics system for the prevention of physical inactivity in students E3S Web of Conferences |
author_facet |
Egorochkina I.O. Tsygankova E.S. Shlyakhova E.A. Serebryanaya I.A. Serebryanaya D.S. |
author_sort |
Egorochkina I.O. |
title |
Information video analytics system for the prevention of physical inactivity in students |
title_short |
Information video analytics system for the prevention of physical inactivity in students |
title_full |
Information video analytics system for the prevention of physical inactivity in students |
title_fullStr |
Information video analytics system for the prevention of physical inactivity in students |
title_full_unstemmed |
Information video analytics system for the prevention of physical inactivity in students |
title_sort |
information video analytics system for the prevention of physical inactivity in students |
publisher |
EDP Sciences |
series |
E3S Web of Conferences |
issn |
2267-1242 |
publishDate |
2021-01-01 |
description |
The project “SportTrainer” is presented -an information system of video analytics and personal recommendations for the prevention of hypo-dynamics and increasing the effectiveness of personal training of students who want to achieve a certain sports result and improve their figure. The developed system “SportTrainer” realizes consulting on training programs, nutrition, provides control over the implementation of the selected programs and the achievement of goals. A digital trainer can suggest how effective the selected program is for a particular individual, selects the necessary exercises, make adjustments to the training program and diet, simulate and visualize progress. In the research work, modern technologies of video analytics, computer vision, machine learning and video streaming were used, which allow real-time processing of a video stream, analysis and pattern recognition, and fully automate the process of personal training at home. The implementation of the developed activities of the “SportTrainer” project was carried out in three control groups, represented by bachelors, masters and teachers. Statistical processing of basic indicators and results achieved in the process of testing the “SportTrainer” system has been carried out. The presented statistical data confirm the effectiveness of the program within the control training groups. The developed system is applicable to a wide range of the population, effective in conditions of social distancing due to a pandemic situation, since it improves conditions for home, including professional sports. In the future, a sharp increase in their share is expected in comparison with traditional training techniques. |
url |
https://www.e3s-conferences.org/articles/e3sconf/pdf/2021/49/e3sconf_interagromash2021_12116.pdf |
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