CIC-IDS
Benchmarks
TaskDatasetSOTA resultTrendResults
CIC-IDS 2018
98Accuracy
48
CIC-IDS non-IID 2018
95Accuracy
48
CIC-IDS IID 2018
97Accuracy
48
CIC-IDS 2017
99.91Accuracy
20
CIC-IDS 2018 (non-IID, 40% Adversaries)
92Detection Performance
16
CIC-IDS non-IID 20% Adversaries 2018
93Detection Accuracy
16
CIC-IDS non-IID 10% Adversaries 2018
95Detection Accuracy
16
CIC-IDS 2017
65G-measure
15
CIC-IDS 2017
96.79F1 Score (DoS Hulk)
12
CIC-IDS 2017
99.69Accuracy
9
CIC-IDS 2017 (test)
100Accuracy (%)
9
CIC-IDS 2017 (test)
89.9F1-Score
8
CIC-IDS 2017
0.06Inference Time (s)
8
CIC-IDS 2017 (Clean)
99.58Accuracy
7
CIC-IDS Generalization 2017
98.18F1-score
6
CIC-IDS 2017 (random)
99.89Accuracy
6
CIC-IDS 2017
100AUC
5
CIC-IDS 2017 (group-by-5-tuple)
99.79Accuracy
5
CIC-IDS 2017
99.92Accuracy
5
CIC-IDS 2018 (with drift)
99.93Accuracy
5
CIC-IDS without drift 2018
99.7Accuracy
5
CIC-IDS 2017
79.17AUPRC
4
CIC-IDS 2017
32.5Latency (µs)
4
CIC-IDS 15% 2017 (test)
0.942PR AUC
4
CIC-IDS 2017 (val)
1NDCG@10
4