Table 5 Zero-day attack detection performance of ET-SSL.
From: Anomaly detection in encrypted network traffic using self-supervised learning
Metric | CIC-Darknet2020 | ISCX VPN-nonVPN | UNSW-NB15 |
|---|---|---|---|
True positive rate (%) | 92.7 | 91.5 | 93.3 |
False positive rate (%) | 1.8 | 2.3 | 2.0 |
F1-score (%) | 92.4 | 91.2 | 93.0 |
Detection latency (ms) | 15 | 17 | 16 |