Adversarial Detection on CICDDoS 2019
99.28AUC-ROCFGSM
Evaluation results
| Method | Links | |
|---|---|---|
| FGSMDetector=MANDA, Target model=MLP-1L2026.03 | 99.28 | |
| PGDDetector=MANDA, Target model=MLP-1L2026.03 | 99.13 | |
| ACGDetector=MANDA, Target model=MLP-1L2026.03 | 99.12 | |
| ND-ACGDetector=MANDA, Target model=MLP-1L2026.03 | 97.17 | |
| ACGDetector=Artifact, Target model=MLP-1L2026.03 | 96.66 | |
| FGSMDetector=Artifact, Target model=MLP-1L2026.03 | 94.1 | |
| ND-PGDDetector=MANDA, Target model=MLP-1L2026.03 | 93.47 | |
| ND-FGSMDetector=MANDA, Target model=MLP-1L2026.03 | 92.21 | |
| PGDDetector=Artifact, Target model=MLP-1L2026.03 | 91.55 | |
| ND-PGDDetector=Artifact, Target model=MLP-1L2026.03 | 66.62 | |
| ND-ACGDetector=Artifact, Target model=MLP-1L2026.03 | 65.2 | |
| ND-FGSMDetector=Artifact, Target model=MLP-1L2026.03 | 63.24 |