Table 7. Accuracy of each attack with a CNN model.
Sub-datasets | Type of attack | Accuracy |
SD-1 | Benign | 1 |
DoS attacks-Hulk | 1 |
DoS attacks-SlowHTTPTest | 1 |
SD-2 | Benign | 0.93 |
FTP-BruteForce | 0.98 |
SSH-Bruteforce | 0.96 |
SD-3 | Benign | 0.99 |
DoS attacks-GoldenEye | 0.47 |
DoS attacks-Slowloris | 0.66 |
SD-4 | Benign | 1 |
DDoS attacks-LOIC-HTTP | 1 |
SD-5 | Benign | 1 |
DDOS attack-HOIC | 1 |
DDOS attack-LOIC-UDP | 1 |
SD-6 | Benign | 1 |
Brute Force -Web | 0.3 |
Brute Force -XSS | 0.65 |
SQL Injection | 0.08 |
SD-7 | Benign | 1 |
Brute Force -Web | 0 |
Brute Force -XSS | 0 |
SQL Injection | 0 |
SD-8 | Benign | 0.94 |
Infilteration | 0 |
SD-9 | Benign | 0.85 |
Infilteration | 0.35 |
SD-10 | Benign | 1 |
Bot | 1 |