Table 3 Quantitative results of multiple-classification on CIC-DDoS 2019.

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

Method

Accuracy

Precision

Recall

F1-score

CNN

93.27

90.73

94.21

92.44

RNN

97.64

97.45

96.39

96.92

LSTM

96.98

95.77

96.21

95.99

ViT

96.71

98.44

98.32

98.38

RTIDS 11

98.58

98.82

98.66

98.48

Cil et al. 53

94.57

80.49

95.15

87.21

Ours

99.07

99.81

99.42

99.61

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