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SOTA Network Intrusion Detection benchmarks and papers with code | Wizwand
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Network Intrusion Detection
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
CAP Generalization
KIT
F1 Score
99.97
42
1mo ago
CIC-IoT-23 Generalization
KNOWML
F1 Score
100
33
1mo ago
IoT NIDS Adversarial Traffic (test)
XGBoost
Detection Rate
82
16
4mo ago
MQTT enterprise network traffic FPA attack scenario
CNN-LSTM-GRU
ASR
100
15
4mo ago
NSL-KDD
Deep NN
Accuracy
99.1
14
25d ago
UNSW-NB15 (test)
Supervised (Classical)
AUROC
0.9717
7
3mo ago
UNSW15 Fuzzers
LR
O Score
2.2
6
25d ago
UNSW15 Generic
DNN
Metric O
6.4
6
25d ago
CIC Brute Force 17
DNN
Overall Metric
5.8
6
25d ago
NSLKDD Probe
CNN-LSTM
O Metric
16.4
6
25d ago
CIC17 slow DoS
DNN
O Metric
5.1
6
25d ago
CIC-IDS Generalization 2017
KNOWML
F1-score
98.18
6
1mo ago
Con Generalization
KNOWML
F1-score
99.98
6
1mo ago
CICIDS 2017
PARD-SSM
F1 Score
98.2
6
3mo ago
NF-ToN-IoT (test)
SVM
Accuracy
93.79
5
3mo ago
NF-BoT-IoT (test)
MA-IDS
Accuracy
90
5
3mo ago
UNSW-NB15
PARD-SSM
F1 Score
97.1
5
1mo ago
KIT sub-sampled (test)
KNOWML
F1-score (Low rate TCP, SIM)
0.9247
4
1mo ago
CIC-IDS 15% 2017 (test)
PLM-CLS
PR AUC
0.942
4
1mo ago
CSE-CIC-IDS2018 (test)
RSST-NIDS
AUROC
88.9
4
3mo ago
IoT NIDS adversarial traffic
XGBoost
Detection Rate (KNN Attacker)
79
4
4mo ago
IoTID20 (5-fold cross-validation)
A-THENA
Validation Loss
5.48
3
3mo ago
MQTT-IoT-IDS 2020 (5-fold cross-validation)
A-THENA
Validation Loss
1.03
3
3mo ago
CICIoT23 WEB (5-fold cross-validation)
A-THENA
Validation Loss
2.24
3
3mo ago
UNSW-NB15 (unmodified)
multilayer defense mechanism
Accuracy
77.71
3
4mo ago
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