Adversarial Attack on CIFAR-100 (MIM, PGD, SAGA Metrics)
68.5Robust Accuracy (MIM)Max MIM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Max MIMModel1=TIC-R19, Model2=HIRE-V112022.09 | 68.5 | — | — | — | — | |
| Max MIMModel1=TIC-R19, Model2=HIRE-V112022.09 | 68.5 | — | — | — | — | |
| Max MIMModel1=FAT-R18, Model2=HIRE-V112022.09 | 28.3 | — | — | — | — | |
| Max MIMModel1=FAT-R18, Model2=HIRE-V112022.09 | 28.3 | — | — | — | — | |
| Max MIMModel1=DM-R18, Model2=FAT-R182022.09 | 27.9 | — | — | — | — | |
| Max MIMModel1=DM-R18, Model2=FAT-R182022.09 | 27.9 | — | — | — | — | |
| Max MIMModel1=FAT-R18, Model2=TIC-R192022.09 | 25.2 | — | — | — | — | |
| Max MIMModel1=FAT-R18, Model2=TIC-R192022.09 | 25.2 | — | — | — | — | |
| Max MIMModel1=DM-R18, Model2=HIRE-V112022.09 | 14.8 | — | — | — | — | |
| Max MIMModel1=DM-R18, Model2=HIRE-V112022.09 | 14.8 | — | — | — | — | |
| Max MIMModel1=DM-R18, Model2=TIC-R192022.09 | 12.1 | — | — | — | — | |
| Max MIMModel1=DM-R18, Model2=TIC-R192022.09 | 12.1 | — | — | — | — | |
| Max AutoModel1=TIC-R19, Model2=HIRE-V112022.09 | — | — | 66.1 | — | — | |
| Max AutoModel1=FAT-R18, Model2=HIRE-V112022.09 | — | — | 28.5 | — | — | |
| Max AutoModel1=FAT-R18, Model2=TIC-R192022.09 | — | — | 27.1 | — | — | |
| Max AutoModel1=DM-R18, Model2=FAT-R182022.09 | — | — | 29.5 | — | — | |
| Max AutoModel1=DM-R18, Model2=HIRE-V112022.09 | — | — | 17.7 | — | — | |
| Max AutoModel1=DM-R18, Model2=TIC-R192022.09 | — | — | 11.5 | — | — | |
| Max AutoModel1=TIC-R19, Model2=HIRE-V112022.09 | — | — | 66.1 | — | — | |
| Max AutoModel1=FAT-R18, Model2=HIRE-V112022.09 | — | — | 28.5 | — | — | |
| Max AutoModel1=FAT-R18, Model2=TIC-R192022.09 | — | — | 27.1 | — | — | |
| Max AutoModel1=DM-R18, Model2=FAT-R182022.09 | — | — | 29.5 | — | — | |
| Max AutoModel1=DM-R18, Model2=HIRE-V112022.09 | — | — | 17.7 | — | — | |
| Max AutoModel1=DM-R18, Model2=TIC-R192022.09 | — | — | 11.5 | — | — | |
| Max PGDModel1=TIC-R19, Model2=HIRE-V112022.09 | — | 69 | — | — | — | |
| Max PGDModel1=FAT-R18, Model2=HIRE-V112022.09 | — | 29.6 | — | — | — | |
| Max PGDModel1=FAT-R18, Model2=TIC-R192022.09 | — | 25.5 | — | — | — | |
| Max PGDModel1=DM-R18, Model2=FAT-R182022.09 | — | 27.7 | — | — | — | |
| Max PGDModel1=DM-R18, Model2=HIRE-V112022.09 | — | 16 | — | — | — | |
| Max PGDModel1=DM-R18, Model2=TIC-R192022.09 | — | 11.2 | — | — | — | |
| Max PGDModel1=TIC-R19, Model2=HIRE-V112022.09 | — | 69 | — | — | — | |
| Max PGDModel1=FAT-R18, Model2=HIRE-V112022.09 | — | 29.6 | — | — | — | |
| Max PGDModel1=FAT-R18, Model2=TIC-R192022.09 | — | 25.5 | — | — | — | |
| Max PGDModel1=DM-R18, Model2=FAT-R182022.09 | — | 27.7 | — | — | — | |
| Max PGDModel1=DM-R18, Model2=HIRE-V112022.09 | — | 16 | — | — | — | |
| Max PGDModel1=DM-R18, Model2=TIC-R192022.09 | — | 11.2 | — | — | — | |
| MDSEModel1=TIC-R19, Model2=HIRE-V112022.09 | — | — | — | — | 79.3 | |
| MDSEModel1=FAT-R18, Model2=HIRE-V112022.09 | — | — | — | — | 54.5 | |
| MDSEModel1=FAT-R18, Model2=TIC-R192022.09 | — | — | — | — | 47.7 | |
| MDSEModel1=DM-R18, Model2=FAT-R182022.09 | — | — | — | — | 41 | |
| MDSEModel1=DM-R18, Model2=HIRE-V112022.09 | — | — | — | — | 39 | |
| MDSEModel1=DM-R18, Model2=TIC-R192022.09 | — | — | — | — | 38.5 | |
| MDSEModel1=TIC-R19, Model2=HIRE-V112022.09 | — | — | — | — | 79.3 | |
| MDSEModel1=FAT-R18, Model2=HIRE-V112022.09 | — | — | — | — | 54.5 | |
| MDSEModel1=FAT-R18, Model2=TIC-R192022.09 | — | — | — | — | 47.7 | |
| MDSEModel1=DM-R18, Model2=FAT-R182022.09 | — | — | — | — | 41 | |
| MDSEModel1=DM-R18, Model2=HIRE-V112022.09 | — | — | — | — | 39 | |
| MDSEModel1=DM-R18, Model2=TIC-R192022.09 | — | — | — | — | 38.5 | |
| SAGAModel1=TIC-R19, Model2=HIRE-V112022.09 | — | — | — | 41 | — | |
| SAGAModel1=FAT-R18, Model2=HIRE-V112022.09 | — | — | — | 21.7 | — | |
| SAGAModel1=FAT-R18, Model2=TIC-R192022.09 | — | — | — | 24.2 | — | |
| SAGAModel1=DM-R18, Model2=FAT-R182022.09 | — | — | — | 31.3 | — | |
| SAGAModel1=DM-R18, Model2=HIRE-V112022.09 | — | — | — | 14.6 | — | |
| SAGAModel1=DM-R18, Model2=TIC-R192022.09 | — | — | — | 12.9 | — | |
| SAGAModel1=TIC-R19, Model2=HIRE-V112022.09 | — | — | — | 41 | — | |
| SAGAModel1=FAT-R18, Model2=HIRE-V112022.09 | — | — | — | 21.7 | — | |
| SAGAModel1=FAT-R18, Model2=TIC-R192022.09 | — | — | — | 24.2 | — | |
| SAGAModel1=DM-R18, Model2=FAT-R182022.09 | — | — | — | 31.3 | — | |
| SAGAModel1=DM-R18, Model2=HIRE-V112022.09 | — | — | — | 14.6 | — | |
| SAGAModel1=DM-R18, Model2=TIC-R192022.09 | — | — | — | 12.9 | — |