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

Table 7

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

Pattern	AlexNet (%)			VGG16 (%)			VGG19 (%)
	Precision	Recall	F1-score	Precision	Recall	F1-score	Precision	Recall	F1-score
Smoke	93.94	93.00	93.47	96.97	96.00	96.48	98.94	93.00	95.88
Nonsmoke	93.07	94.00	93.53	96.04	97.00	96.52	93.40	99.00	96.12
Average	93.50	93.50	93.50	96.50	96.50	96.50	96.17	96.00	96.00