Table 4 Quantitative results of our method specific to attack types.
From: A novel multi-scale network intrusion detection model with transformer
| Â | 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 |