Table 5 The overall quantitative results on UNSW-NB15 (multiple-classification task).

From: A novel multi-scale network intrusion detection model with transformer

 

Accuracy

Precision

Recall

F1-score

CNN

91.0

88.5

90.1

89.1

RNN

94.2

91.2

92.0

91.6

LSTM

95.0

94.1

92.0

93.0

ViT

95.9

97.5

96.2

96.8

DNN 58

65.1

59.7

65.1

58.5

Hooshmand et al. 55

76.3

90.4

76.1

78.2

Potluri et al. 56

–

–

94.9

–

DRaNN 57

99.5

–

99.4

–

OURS

99.7

98.5

99.8

99.1

  1. The values are expressed in %, and the best one is in bold.
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