CICIDS
Benchmarks
TaskDatasetSOTA resultTrendResults
CICIDS 2017
98.6Accuracy
39
CICIDS 2017
99.2Binary Accuracy
30
CICIDS 2017 (test)
96.09F1-Score
25
CICIDS2017
85.99After-Attack Accuracy
24
CICIDS i.i.d. settings 2017
99.97Accuracy
18
CICIDS
79.5A-R
16
CICIDS
0.3Precision
16
CICIDS
0.003AP (AUC-PR)
16
CICIDS
78.7Affinity F1
16
CICIDS
66.7Affinity Precision
16
CICIDS
0.986R-R
16
CICIDS 2017
43.96PD
16
CICIDS
82.76AUC-R
13
CICIDS 2017
99.97Accuracy
12
CICIDS 2017
99.8AUC-ROC
12
CICIDS18 (test)
20.23Backward Transfer
12
CICIDS17 (test)
7.84Backward Transfer
12
CICIDS 17
86.99Attack F1
10
CICIDS attack behavior shifts unseen domains 2017 (test)
98.63Average Accuracy
9
CICIDS 2017
1Precision
9
CICIDS17 (clean)
99.87Macro-F1
7
CICIDS 2017 (stratified 5-fold cross-validation)
93.88Accuracy
6
CICIDS 2017 (5-fold CV)
74.81Macro-F1
6
CICIDS 2017 (test)
99.6Accuracy
6
CICIDS 2017 (chronological)
0.975ROC AUC
6