UNSW-NB15
Benchmarks
TaskDatasetSOTA resultTrendResults
UNSW-NB15 (Inductive)
3.645MR (Mean Rank)
12
UNSW-NB15
99.96AUC-ROC
12
UNSW-NB15 single seed (test)
0.899AUC-PR
10
UNSW-NB15 zero-day withheld classes cross-domain (evaluation)
71.64Accuracy
10
UNSW-NB15 (test)
82.4Detection Rate (DR)
9
NF-UNSW-NB15
91.11Accuracy
8
UNSW-NB15 (test)
93.9F1-Score
8
UNSW-NB15 (test)
0.972AUROC
7
UNSW-NB15 (with drift)
0.996Accuracy
5
UNSW-NB15
97.3AUPRC
4
UNSW-NB15 0% Contamination
97.69Accuracy
4
UNSW-NB15 (test)
96.89F1-score
4
UNSW-NB15 PGD Adversarial (test)
32.45Precision
3
UNSW-NB15 adversarial FGSM (test)
31.02Precision
3
UNSW-NB15 Clean (test)
95.03Precision
3
UNSW-NB15
95.01Accuracy (Clean)
3
UNSW-NB15 (LOAO)
93.46AUROC
3
UNSW-NB15 2015
21.1F1-macro
2
UNSW-NB15
127Processing Time (sec)
1