Open Access
Table 6
Detection performance of Edge-IIoTset in each attack category (unit:%)
| Attack category | TMG-GAN | Proposed model | ||||
|---|---|---|---|---|---|---|
| Precision | Recall | F1-score | Precision | Recall | F1-score | |
| Average | 97.80 | 97.65 | 97.67 | 98.41 | 98.38 | 98.39 |
| Normal | 99.99 | 100 | 100 | 96.03 | 97.98 | 96.99 |
| DDoS_UDP | 92.86 | 100 | 96.30 | 98.98 | 99.37 | 99.17 |
| DDoS_ICMP | 100 | 92.54 | 96.13 | 99.02 | 97.11 | 98.05 |
| SQL_injection | 96.36 | 97.56 | 96.96 | 99.84 | 99.97 | 99.91 |
| Vulnerability_scanner | 99.71 | 99.07 | 99.39 | 98.11 | 98.23 | 98.17 |
| DDoS_TCP | 100 | 100 | 100 | 99.54 | 97.80 | 98.66 |
| Password | 94.35 | 96.91 | 95.62 | 99.96 | 98.31 | 99.13 |
| DDoS_HTTP | 100 | 94.85 | 97.36 | 96.65 | 98.06 | 97.35 |
| Uploading | 97.26 | 98.60 | 97.92 | 99.84 | 97.16 | 98.48 |
| Backdoor | 98.68 | 98.80 | 98.74 | 96.08 | 99.79 | 97.90 |
Note： The best performance in each metric is highlighted in bold.
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