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

Table 6

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

Pattern	Proposed (%)			CDBN (%)			SVM (%)
	Precision	Recall	F1-score	Precision	Recall	F1-score	Precision	Recall	F1-score
Smoke	100	94.87	97.37	89.39	95.68	92.43	71.29	71.64	71.46
Nonsmoke	95.35	100	97.62	96.04	90.23	93.05	71.21	70.85	71.03
Average	97.68	97.44	97.50	92.72	92.96	92.74	71.25	71.25	71.25