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

Table 1

Comparison of forest fire classification works.

Metrics	Foggia et al. [34]	Muhammad et al. [35]	Sousa et al. [36]	Govil et al. [37]	Tang et al. [38]	Sun et al. [39]
Accuracy	0.9355	0.9439	0.9360	0.9120	0.9200	0.9410
TPR	1.0000	0.9787	0.9313	0.8600	—	0.9063
TNR	0.8842	0.9093	0.9407	0.9467	—	0.9718
FPR	0.1158	0.0907	0.0593	0.0533	—	0.0282
FNR	0	0.0213	0.0687	0.1400	—	0.0937