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...

Full description

Bibliographic Details
Main Authors: Egorochkina I.O., Tsygankova E.S., Shlyakhova E.A., Serebryanaya I.A., Serebryanaya D.S.
Format: Article
Language:English
Published: EDP Sciences 2021-01-01
Series:E3S Web of Conferences
Online Access:https://www.e3s-conferences.org/articles/e3sconf/pdf/2021/49/e3sconf_interagromash2021_12116.pdf
id doaj-44939817e3a54e8f90bf2afb939183d5
record_format Article
spelling 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
work_keys_str_mv AT egorochkinaio informationvideoanalyticssystemforthepreventionofphysicalinactivityinstudents
AT tsygankovaes informationvideoanalyticssystemforthepreventionofphysicalinactivityinstudents
AT shlyakhovaea informationvideoanalyticssystemforthepreventionofphysicalinactivityinstudents
AT serebryanayaia informationvideoanalyticssystemforthepreventionofphysicalinactivityinstudents
AT serebryanayads informationvideoanalyticssystemforthepreventionofphysicalinactivityinstudents
_version_ 1721316289491763200