Table 4 Quantitative results of our method specific to attack types.

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

 

Accuracy

Precision

Recall

F1-score

RTIDS

Ours

RTIDS

Ours

RTIDS

Ours

RTIDS

Ours

Benign

99.47

99.05

98.79

98.86

99.74

99.40

99.60

99.13

DNS

97.36

98.43

97.00

98.25

97.04

97.98

97.18

98.12

LDAP

98.03

99.31

97.62

99.27

97.32

98.50

97.82

98.88

MSSQL

96.69

99.47

90.23

98.90

93.42

97.02

93.35

97.95

NetBIOS

94.03

98.18

99.60

97.64

96.79

97.35

96.73

97.49

NTP

99.65

98.38

99.51

97.65

99.58

99.35

99.58

98.49

SNMP

98.05

98.74

93.82

99.06

95.92

97.90

95.89

98.47

SSDP

91.41

99.51

92.00

98.79

85.11

98.60

90.03

98.69

TFTP

97.71

98.04

99.65

97.65

97.51

98.39

98.67

98.02

UDP

97.29

98.55

75.71

97.98

86.05

98.04

85.16

98.01

UDPLag

96.27

98.83

95.91

99.45

86.05

99.26

96.09

99.35

WebDDos

89.77

99.42

88.89

98.91

84.46

99.39

86.95

99.15

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