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Author

Jong-Min Lim

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Open access Aug 2026

A Lightweight CNN–TCN–Attention Framework for Low-Latency Pre-Fall Transition and Fall Recognition on Resource-Constrained Edge Devices

Falls are a major cause of severe injury and mortality among older adults, requiring rapid state recognition and alerts in healthcare and caregiving environments. However, many existing fall-recognition approaches primarily focus on post-fall detection or assume access to cloud/GPU computing, leaving limited evidence f...

Woojin Cho, Seok-Oh Bang, Hyun-Seok Choi et al. · 0 citations

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