A Statistical Image Feature-Based Deep Belief Network for Fire Detection

Table 9

Precision, recall, and F1-score of the comparison study for fire detection.

Pattern	AlexNet (%)			VGG16 (%)			VGG19 (%)
	Precision	Recall	F1-score	Precision	Recall	F1-score	Precision	Recall	F1-score
Fire	92.06	82.86	87.22	88.94	91.90	90.40	91.35	90.48	90.91
Nonfire	84.42	92.86	88.44	91.63	88.57	90.07	90.57	91.43	91.00
Average	88.24	87.86	87.83	90.28	90.24	90.24	90.96	90.95	90.95