Improved convolutional neural network for precise exercise posture recognition and intelligent health indicator prediction

Improved convolutional neural network for precise exercise posture recognition and intelligent health indicator prediction

Abstract This paper presents a novel framework for accurate exercise posture recognition and health indicator prediction based on improved convolutional neural networks. We propose a multi-scale feature fusion architecture incorporating spatiotemporal attention mechanisms to enhance key point detect...

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Bibliographic Details
Main Authors: He Chen, Rongchang Fan
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Convolutional neural networks
Posture recognition
Health indicator prediction
Spatiotemporal attention
Feature fusion
Exercise monitoring
Online Access:https://doi.org/10.1038/s41598-025-01854-x
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https://doi.org/10.1038/s41598-025-01854-x

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