Open access
Sep 2026
YOLO-FSD: A Deployment-Validation-Oriented Lightweight Fire Smoke Detection Network for Resource-Constrained ZYNQ7020 FPGA Edge Platforms
Early-stage flame and smoke in forest fire scenes are often small, weakly textured, and easily confused with complex backgrounds, while many accurate YOLO-based detectors are difficult to deploy on resource-constrained FPGA devices. This study proposes YOLO-FSD, a lightweight detector derived from YOLOv4-tiny for FPGA-...
Chao-Yun Mai, Pan-Rong Chen, Hai-Peng He et al.
· Fire · 0 citations