Random Forest Feature Selection and Back Propagation Neural Network to Detect Fire Using Video

Table 4

Evaluation of recognition effect.

Method	Accuracy	Precision	Recall	-score
SVM [11]	0.713	0.762	0.887	0.820
BP [13]	0.757	0.927	0.728	0.815
Dir-BP (ours)	0.942	0.969	0.952	0.961
RF-BP (ours)	0.962	0.978	0.970	0.970