Adversarial Robust Image Classification on CIFAR-10 DM-AT (test)
90.82Clean AccuracyTRADES(S)+SLORE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TRADES(S)+SLOREBackbone=WRN-28-10 (Swish), Training Time (T/E)=798s2024.03 | 90.82 | 63.09 | 56.86 | |
| TRADES+LOREBackbone=WRN-28-10 (Swish), Training Time (T/E)=757s2024.03 | 90.67 | 63.57 | 58.74 | |
| TRADES+SLOREBackbone=WRN-28-10 (Swish), Training Time (T/E)=756s2024.03 | 90.36 | 62.95 | 58.12 | |
| MART+LOREBackbone=WRN-28-10 (Swish), Training Time (T/E)=758s2024.03 | 90.18 | 66.03 | 58.07 | |
| MART+SLOREBackbone=WRN-28-10 (Swish), Training Time (T/E)=757s2024.03 | 89.82 | 65.78 | 57.44 | |
| TRADES(S)+LOREBackbone=WRN-28-10 (Swish), Training Time (T/E)=798s2024.03 | 89.45 | 64.17 | 59.54 | |
| TRADES(S)+SLOREBackbone=PreResNet18 (Swish), Training Time (T/E)=745s2024.03 | 88.94 | 58.87 | 52.41 | |
| TRADESBackbone=WRN-28-10 (Swish), Training Time (T/E)=754s2024.03 | 88.87 | 63.16 | 59.44 | |
| MARTBackbone=WRN-28-10 (Swish), Training Time (T/E)=755s2024.03 | 88.83 | 62.91 | 57.08 | |
| TRADES(S)Backbone=WRN-28-10 (Swish), Training Time (T/E)=784s2024.03 | 88.66 | 63.78 | 58.85 | |
| TRADES+LOREBackbone=PreResNet18 (Swish), Training Time (T/E)=750s2024.03 | 88.46 | 59 | 53.87 | |
| TRADES+SLOREBackbone=PreResNet18 (Swish), Training Time (T/E)=749s2024.03 | 88.35 | 59 | 53.76 | |
| MART+LOREBackbone=PreResNet18 (Swish), Training Time (T/E)=747s2024.03 | 87.05 | 61.67 | 51.92 | |
| TRADES(S)+LOREBackbone=PreResNet18 (Swish), Training Time (T/E)=745s2024.03 | 86.85 | 60.08 | 55.06 | |
| TRADES(S)Backbone=PreResNet18 (Swish), Training Time (T/E)=743s2024.03 | 86.52 | 59.74 | 54.61 | |
| MART+SLOREBackbone=PreResNet18 (Swish), Training Time (T/E)=747s2024.03 | 86.29 | 62.11 | 51.96 | |
| TRADESBackbone=PreResNet18 (Swish), Training Time (T/E)=744s2024.03 | 86.17 | 58.47 | 54.65 | |
| MARTBackbone=PreResNet18 (Swish), Training Time (T/E)=745s2024.03 | 84.86 | 58.51 | 51.7 |