Network Anomaly Detection on CIC-Darknet 2020
98.24AccuracyAdaptiveNAD
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| AdaptiveNAD2024.10 | 98.24 | 75.51 | 92.12 | 76.74 | 1.33 | 12.21 | 93 | |
| AdaptiveNADLat.(µs)=260.332024.10 | 98.24 | 75.51 | 92.12 | 76.74 | 1.33 | 12.21 | 93 | |
| OCSVMLat.(µs)=7196.602024.10 | 98.19 | 50.46 | 51.38 | 50.64 | 0.29 | 96.95 | 51.38 | |
| DeepAID2024.10 | 97.37 | 72.48 | 91.44 | 72.35 | 2.28 | 12.62 | 90.33 | |
| HSTLat.(µs)=159.032024.10 | 96.45 | 67.42 | 81.02 | 63.93 | 2.72 | 35.24 | 81.02 | |
| DAGMM2024.10 | 93.79 | 54.32 | 79.38 | 55.43 | 5.62 | 35.63 | 79.38 | |
| GDN2024.10 | 86.63 | 54.45 | 70 | 52.59 | 13.18 | 3.52 | 51.17 | |
| AE-LOF2024.10 | 84.13 | 51.19 | 46.45 | 47.37 | 14.89 | 92.22 | 46.45 | |
| SOMLat.(µs)=34.192024.10 | 76.96 | 54.25 | 87.88 | 49.31 | 23.09 | 1.15 | 87.88 | |
| AOC-IDS2024.10 | 64.83 | 52.5 | 77.81 | 42.71 | 35.2 | 9.17 | 77.81 | |
| KMeansLat.(µs)=1470.902024.10 | 25.16 | 50.99 | 61.71 | 20.84 | 75.99 | 0.59 | 61.71 |