DeepFire: A Novel Dataset and Deep Transfer Learning Benchmark for Forest Fire Detection

Table 5

Comparative evaluation of machine learning algorithms.

Model	TP	TN	FP	FN	Prediction Accuracy	Precision	Recall	ER	F1
KNN	175	152	38	15	0.8605	0.8215	0.9210	0.1394	0.8684
NB	149	153	37	41	0.7947	0.8010	0.7842	0.2052	0.7924
RF	166	170	20	24	0.8842	0.8924	0.8736	0.1157	0.8829
LR	170	173	17	20	0.9026	0.9090	0.8947	0.0973	0.9017
SVM	176	171	19	14	0.9131	0.9025	0.9263	0.0868	0.9158