A comparative analysis of pose estimation models as enablers for a smart-mirror physical rehabilitation system

Smart mirrors are gaining attention as a smart device that could integrate a set of functionalities intended to assist older adults in their day-to-day life. These devices are seamlessly integrated in the environment, providing a user-friendly interface and naturally fitting into the daily-care rout...

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Detalhes bibliográficos
Autores: Bolaños Peño, Cristina, Fernández-Bermejo Ruiz, Jesús, Dorado Chaparro, Javier, Agustín, Henry, Villanueva Molina, Félix Jesús, Santofimia, Maria J.
Formato: artículo
Fecha de publicación:2022
País:España
Recursos:Universidad de Castilla-La Mancha
Repositorio:RUIdeRA. Repositorio Institucional de la UCLM
OAI Identifier:oai:ruidera.uclm.es:10578/30552
Acesso em linha:https://hdl.handle.net/10578/30552
Access Level:acceso abierto
Palavra-chave:Pose estimation
Smart mirror
Evaluation
Rehabilitation support
Estimación de la postura
Espejo inteligente
Evaluación
Apoyo a la rehabilitación
Descrição
Resumo:Smart mirrors are gaining attention as a smart device that could integrate a set of functionalities intended to assist older adults in their day-to-day life. These devices are seamlessly integrated in the environment, providing a user-friendly interface and naturally fitting into the daily-care routines. People face a mirror several times a day, thus ensuring that any application running on a smart mirror will have several guaranteed interactions per day. It is therefore essential to detect when the user is in front of the mirror and also to interpret what he or she is doing. Very powerful and accurate libraries are currently available, but the limited computational resources and the need to work in real time limit the valid options for smart mirror devices. This paper therefore analyses and evaluates several body pose estimation models in order to determine which one can be deployed in a smart mirror-like device dedicated to supporting older adults in their physical rehabilitation routines.