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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Prif Awduron:	He Chen, Rongchang Fan
Fformat:	Artigo
Iaith:	Inglês
Cyhoeddwyd:	Nature Portfolio 2025-07-01
Cyfres:	Scientific Reports
Pynciau:	Convolutional neural networks Posture recognition Health indicator prediction Spatiotemporal attention Feature fusion Exercise monitoring
Mynediad Ar-lein:	https://doi.org/10.1038/s41598-025-01854-x
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