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Author

G. P. Reddy

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Conference Aug 2026

Phase-Aware Spatio-Temporal Deep Learning for Contextual Fall Detection in Geriatric Environments

In open living spaces, traditional vision-based fall detection architectures have been found to have high False-Alarm Rates (FAR) because they cannot differentiate between real falls and high velocity Activities of Daily Living (ADLs) with similar footprints of deformation in space. This paper proposes the basic subsys...

G. P. Reddy, Mandru Deena Babu · 0 citations
Conference Aug 2026

Privacy-Aware Deep Learning and Cybersecurity Challenges in Automated Fall Detection for Smart Elderly Care

Older people have a high rate of falls, with more than 70% of falls in hospital emergency departments being among the elderly, and falls cause a significant amount of morbidity and mortality in older people. At the same time, automated facial pain expression recognition is becoming an important non-invasive tool in ass...

G. P. Reddy, Mandru Deena Babu · 0 citations

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