Classification Robustness Verification on MNIST first 50 images (test)
50Robust Count (50 samples)NNV 2.0
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NNV 2.0Network=CNODEM, n=1690, Perturbation (epsilon)=0.5/2552026.06 | 50 | 166.4 | 8,321.9 | |
| NNV 2.0Network=CNODES, n=676, Perturbation (epsilon)=0.5/2552026.06 | 49 | 10.83 | 541.6 | |
| TNODEVNetwork=CNODEM, n=1690, Bound-extraction mode=LP-tight, Perturbation (epsilon)=0.5/2552026.06 | 30 | 35.87 | 1,793.5 | |
| TNODEVNetwork=CNODEM, n=1690, Bound-extraction mode=fast, Perturbation (epsilon)=0.5/2552026.06 | 30 | 0.83 | 41.4 | |
| TNODEVNetwork=CNODES, n=676, Bound-extraction mode=LP-tight, Perturbation (epsilon)=0.5/2552026.06 | 29 | 22.97 | 1,148.6 | |
| TNODEVNetwork=CNODES, n=676, Bound-extraction mode=fast, Perturbation (epsilon)=0.5/2552026.06 | 29 | 2.2 | 109.9 |