Open access
2026
CNN-FIFO-LSTM: An Energy-Efficient Hybrid Architecture for Real-Time Fall Detection on Edge Devices
This paper introduces CNN-FIFO-LSTM, a compact TinyML architecture that decouples spatial and temporal processing for real-time fall detection and achieves a practical trade-off among detection performance, response time, and battery life in evaluations.
Duan Luong Cong, Cuong Chu Van, Anh Pham Hoang et al.
· IEEE Access · 0 citations