Recognizing activities of daily living from UWB radars and deep learning

Julien Maitre,Kévin Bouchard,Camille Bertuglia,Sébastien Gaboury

Expert Systems with Applications（2021）

引用 29|浏览19

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摘要

•Creation of a unique dataset containing 15 ADLs acquired from three UWB radars.•Experiments conducted in a real apartment by 10 participants.•Data augmentation to degrade the activity location influences.•A voting system based on trained deep learning models.•Results of ADL recognition reach 90% in some cases.

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关键词

Everyday activities,Classification,Recognition,UWB radar,Deep learning

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