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Table 8 Performance of proposed models on BoWFire and Original Forest Fire Dataset without LwF

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

Models

Accuracy (%)

BoWFire

Original Forest Fire

VGG16

FE

51.81

94.38

FT

55.37

95.46

InceptionV3

FE

72.04

92.04

FT

75.31

97.01

Xception

FE

77.14

97.77

FT

79.23

98.72