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Fine-Grained Motion Recognition in At-Home Fitness Monitoring with Smartwatch: A Comparative Analysis of Explainable Deep Neural Networks

The squat is a multi-joint exercise widely used for everyday at-home fitness. Focusing on the fine-grained classification of squat motions, we propose a smartwatch-based wearable system that can recognize subtle motion differences. For data collection, 52 participants were asked to perform one corre...

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Detalles Bibliográficos
Autores principales: Yun, Seok-Ho, Kim, Hyeon-Joo, Ryu, Jeh-Kwang, Kim, Seung-Chan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10094383/
https://www.ncbi.nlm.nih.gov/pubmed/37046868
http://dx.doi.org/10.3390/healthcare11070940