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Enhanced elderly activity recognition in smart home environments using ConvLSTM2D with localization | Synapse
March 3, 2026
Enhanced elderly activity recognition in smart home environments using ConvLSTM2D with localization
JM
Jeevan Babu Maddala
Acharya Nagarjuna University
SA
Shaheda Akthar
Puntos clave
Activity recognition accuracy improved significantly, enhancing monitoring of elderly individuals in smart homes.
Key evidence shows a recognition accuracy increase of 25% using ConvLSTM2D for elderly activity.
Approach involved utilizing convlstm2d combined with localization within smart home environments.
Highlights the potential for better elderly care solutions through advanced machine learning techniques.
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Cite This Study
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Maddala et al. (Tue,) studied this question.
synapsesocial.com/papers/69a761bdc6e9836116a2fcac
https://doi.org/https://doi.org/10.1007/s13198-026-03167-2