Human Activity Recognition at the Edge: A Systematic Review of Machine Learning Models, Deployment Constraints, and Latency Energy Accuracy Trade offs

Jose Antonio Rojas Guillén; Wini Ebelin Quispe Bautista; Arturo Gamarra Moreno

doi:10.3844/jcssp.2026.2590.2616

ISSN 1549-3636 (print)eISSN 1552-6607 (online) Open access

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Review Article · Open access · Published 7 September 2026

Human Activity Recognition at the Edge: A Systematic Review of Machine Learning Models, Deployment Constraints, and Latency Energy Accuracy Trade offs

Jose Antonio Rojas Guillén, Wini Ebelin Quispe Bautista, Arturo Gamarra Moreno

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