Analysis and Research on Human Movement in Sports Scene.

Comput Intell Neurosci

School of Physical Education and Health, East China Normal University, Shanghai 200241, China.

Published: January 2022

As a whole-body sport, skipping rope plays an increasingly important role in daily life. In rope-skipping education, due to the lack of professional teachers, the training efficiency of students is low. The rope-skipping monitoring device is heavy and expensive, and the cost of labor statistics and energy consumption are high. In order to quickly analyze the movement process of students and provide correct guidance, this article implements the movement analysis method of the human body movement process. The problem of limb posture analysis in rope skipping is transformed into a multilabel classification problem, a real-time human motion analysis method based on mobile vision is proposed, and the algorithm model is verified in the rope-skipping scene. The experimental results prove that this paper proposes the improved algorithm, which achieved the expected effect. In the analysis of rope-skipping action, the choice of hyperparameters during the experiment is introduced, and it is verified that the proposed ALSTM-LSTM can solve the problem of multilabel classification in the rope-skipping process. The accuracy rate reaches 95.1%, and it can provide the best in all indicators and good performance. It is of great significance for movement analysis and movement quality evaluation during exercise.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8718325PMC
http://dx.doi.org/10.1155/2021/2376601DOI Listing

Publication Analysis

Top Keywords

movement process
8
movement analysis
8
analysis method
8
multilabel classification
8
analysis
6
movement
6
rope-skipping
5
analysis human
4
human movement
4
movement sports
4

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!