Adversarial Detection on CICIDS 2017
99.8AUC-ROCACG
Evaluation results
| Method | Links | |
|---|---|---|
| ACGDetector=Artifact, Target model=MLP-1L2026.03 | 99.8 | |
| PGDDetector=Artifact, Target model=MLP-1L2026.03 | 99.45 | |
| FGSMDetector=Artifact, Target model=MLP-1L2026.03 | 99.02 | |
| ACGDetector=MANDA, Target model=MLP-1L2026.03 | 93.93 | |
| PGDDetector=MANDA, Target model=MLP-1L2026.03 | 89.91 | |
| FGSMDetector=MANDA, Target model=MLP-1L2026.03 | 88.98 | |
| ND-ACGDetector=MANDA, Target model=MLP-1L2026.03 | 88.66 | |
| ND-FGSMDetector=MANDA, Target model=MLP-1L2026.03 | 85.79 | |
| ND-PGDDetector=MANDA, Target model=MLP-1L2026.03 | 85.56 | |
| ND-PGDDetector=Artifact, Target model=MLP-1L2026.03 | 53.73 | |
| ND-ACGDetector=Artifact, Target model=MLP-1L2026.03 | 52.59 | |
| ND-FGSMDetector=Artifact, Target model=MLP-1L2026.03 | 52.54 |