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Table 9 Performance of proposed models on BoWFire and Original Forest Fire Dataset using LwF

From: Forest fire and smoke detection using deep learning-based learning without forgetting

Models

Accuracy (%)

BoWFire

Original Forest Fire

VGG16

FE

76.32

92.71

FT

78.47

94.46

InceptionV3

FE

87.12

93.82

FT

89.26

95.64

Xception

FE

89.41

94.66

FT

91.41

96.89