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Table 1 A brief summary of intrusion detection methods

From: MFVT: an anomaly traffic detection method merging feature fusion network and vision transformer architecture

Author

Method

DataSets

References

Yin C L

Machine learning

SVM

NSL-KDD

[25]

Reddy R.R

KDD99

[27]

Li W

KNN

Flooding Attack

[28]

Farnaaz N

RF

NSL-KDD Dataset

[29]

Zhang J

KDD99

[30]

Yan Q

Deep learning

CNN

KDDCUP’99

[34]

Zhang Y

CNN_LSTM

CICIDS2017

[13]

Lin P

Attention+LSTM

CSE-CIC-IDS2018

[35]

Zhang Y

PCCN

CICIDS2017

[36]

Zhong Y

HELAD

KDDCUP99 +CICIDS2017

[37]