Research Article

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

Table 8

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

PatternProposed (%)CDBN (%)SVM (%)
PrecisionRecallF1-scorePrecisionRecallF1-scorePrecisionRecallF1-score

Fire94.3390.7692.5184.3486.2785.2975.5375.3575.44
Nonfire90.9794.4792.6984.6582.5483.5974.5874.7674.67
Average92.6592.6292.6084.5084.4184.4475.0675.0675.06