arxivq-bio.NCcs.AIcs.CV2026-07-14
Real-time fall detection based on vision for low-power edge platforms
Wenjun Xia, Zhicheng Peng, Haopeng Li, Zhengdi Zhang
Falling detection is vital for elderly care and intelligent surveillance; however, prevailing vision-based approaches predominantly frame it as static pose classification or discrete temporal pattern matching, fundamentally overlooking the instability dynamics of the human suppor…