Research Article

Fire-PPYOLOE: An Efficient Forest Fire Detector for Real-Time Wild Forest Fire Monitoring

Table 1

The comparison results of different models on labeled dataset in terms of Params, GFlops, infer time, FPS, and mAP.

MethodParamsGFlopsmAP (%)Infer timeFPS

PP-YOLOE50 M55.5G37.827.7 ms37
Faster R-CNN165 M199G38.672.34 ms19
Fire-PPYOLOE37 M28.5G43.630.80 ms32