<abstract xmlns="http://www.w3.org/1999/xhtml">

<p>Employing the OpenPose model, this research advances the prediction and analysis of human skeletal points in videos, paving the way for refined action differentiation and posture analysis. By isolating unique posture features and developing a DTW-based algorithm for posture matching, we identify deviations in movements for corrective action in sports training. This methodology promotes the digitization of physical education, enabling personalized coaching and a detailed understanding of student performance. Our findings reveal a marked improvement in the experimental group’s movement evaluation scores, surpassing the control group by 82.86 points, with a P value of 0.000, and demonstrating significant skill test advancements (t=3.129, P&lt;0.01). These results validate the approach’s potential to revolutionize physical education management and sports training with data-driven insights.</p>
</abstract>

Employing the OpenPose model, this research advances the prediction and analysis of human skeletal points in videos, paving the way for refined action differentiation and posture analysis. By isolating unique posture features and developing a DTW-based algorithm for posture matching, we identify deviations in movements for corrective action in sports training. This methodology promotes the digitization of physical education, enabling personalized coaching and a detailed understanding of student performance. Our findings reveal a marked improvement in the experimental group’s movement evaluation scores, surpassing the control group by 82.86 points, with a P value of 0.000, and demonstrating significant skill test advancements (t=3.129, P<0.01). These results validate the approach’s potential to revolutionize physical education management and sports training with data-driven insights.

A study on the guiding role of educational management informatization in integrated physical education teaching and sports training

Applied Mathematics and Nonlinear Sciences

This work is licensed under the Creative Commons Attribution 4.0 International License.

Employing the OpenPose model, this research advances the prediction and analysis of human skeletal points in videos, paving the way for refined action...

A study on the guiding role of educational management informatization in integrated physical education teaching and sports training

Data publikacji: 03 maj 2024

Zakres stron: -

Otrzymano: 13 kwi 2024

Przyjęty: 23 kwi 2024

DOI: https://doi.org/10.2478/amns-2024-0941

Słowa kluczowe
OpenPose model, Posture feature extraction, DTW, Posture matching, Sports training

© 2024 Yanhong Zhou, published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

A study on the guiding role of educational management informatization in integrated physical education teaching and sports training

Data publikacji: 03 maj 2024

Zakres stron: -

Otrzymano: 13 kwi 2024

Przyjęty: 23 kwi 2024

DOI: https://doi.org/10.2478/amns-2024-0941

Słowa kluczoweOpenPose model, Posture feature extraction, DTW, Posture matching, Sports training

© 2024 Yanhong Zhou, published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Słowa kluczowe
OpenPose model, Posture feature extraction, DTW, Posture matching, Sports training