Network Intrusion Detection on CICIDS 2017
98.2F1 ScorePARD-SSM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PARD-SSMLatency (ms)=<1.2, GPU required=No2026.04 | 98.2 | — | 8 | 86.1 | |
| RFLatency=∼200 µs, HW=x86, Block=No, Notes=Batch, not embedded2026.04 | 94.3 | — | — | — | |
| BiLSTMLatency (ms)=8.4, GPU required=Yes2026.04 | 74.4 | — | — | — | |
| Isolation ForestLatency (ms)=1.1, GPU required=No2026.04 | 70.1 | — | — | — | |
| KF-AnomalyLatency (ms)=0.8, GPU required=No2026.04 | 68 | — | — | — | |
| Snort 3.0Latency (ms)=< 0.1, GPU required=No2026.04 | 61.3 | — | — | — |