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