Adversarial Detection on UNSW-NB15
99.96AUC-ROCPGD
Evaluation results
| Method | Links | |
|---|---|---|
| PGDDetector=Artifact, Target model=MLP-1L2026.03 | 99.96 | |
| FGSMDetector=Artifact, Target model=MLP-1L2026.03 | 99.85 | |
| ACGDetector=Artifact, Target model=MLP-1L2026.03 | 95.53 | |
| FGSMDetector=MANDA, Target model=MLP-1L2026.03 | 91.81 | |
| PGDDetector=MANDA, Target model=MLP-1L2026.03 | 91.65 | |
| ACGDetector=MANDA, Target model=MLP-1L2026.03 | 90.4 | |
| ND-FGSMDetector=MANDA, Target model=MLP-1L2026.03 | 75.79 | |
| ND-PGDDetector=MANDA, Target model=MLP-1L2026.03 | 75.78 | |
| ND-ACGDetector=MANDA, Target model=MLP-1L2026.03 | 72.03 | |
| ND-FGSMDetector=Artifact, Target model=MLP-1L2026.03 | 50.21 | |
| ND-PGDDetector=Artifact, Target model=MLP-1L2026.03 | 47.7 | |
| ND-ACGDetector=Artifact, Target model=MLP-1L2026.03 | 46.56 |