SmartFire Vision: An Attention-Pruned Hybrid Vision Transformer and Detection Transformer Framework for Accurate, Efficient, and Real-Time Fire and Smoke Detection in Smart City Video Surveillance
The SmartFire Vision framework provides a highly capable and computationally efficient means of fire detection, is particularly beneficial for CCTV-based smart city surveillance, and shows promising computational efficiency on desktop-class GPUs, though dedicated edge-hardware validation remains a direction for future...