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Table 7 Performance of Xception

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

Types of images

Accuracy (%)

Precision (%)

Recall (%)

F1 score (%)

FE

FT

FE

FT

FE

FT

FE

FT

Fire

97.88

98.5

96.45

97.47

95

96.5

95.72

96.98

Smoke

98.63

98.75

96.55

96.57

98

98.5

97.27

97.52

Smoke Fire

98

98.75

96

97.5

96

97.5

96

97.5

No Fire

97.5

98.5

95

97.47

95

96.5

95

96.98