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Table 5 Performance of MFVT(CPR) in the IDS 2017 dataset

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

Class

Precision

Recall

F1-socre

botnet

0.9928

1

0.9964

DDoS

0.9999

0.9999

0.9999

goldeneye

0.9995

0.9998

0.9996

hulk

0.9999

1

0.9999

slowhttp

0.9993

0.9971

0.9982

slowloris

1

0.999

0.9995

ftppatator

1

0.9992

0.9996

heartbleed

1

0.9995

0.9997

infiltration

1

0.9981

0.9991

portscan

1

1

1

sshpatator

0.9996

1

0.9998

webattack

0.9991

0.9991

0.9991