Image Classification on CIFAR-10 DM-AT (train)
96.58Clean AccuracyTRADES+LORE
Evaluation Results
| Method | Links | |
|---|---|---|
| TRADES+LOREBackbone=WRN-28-10 (Swish), Training Time (T/E)=757s2024.03 | 96.58 | |
| TRADES(S)+SLOREBackbone=WRN-28-10 (Swish), Training Time (T/E)=798s2024.03 | 96.4 | |
| TRADES+SLOREBackbone=WRN-28-10 (Swish), Training Time (T/E)=756s2024.03 | 96.39 | |
| TRADES(S)+LOREBackbone=WRN-28-10 (Swish), Training Time (T/E)=798s2024.03 | 95.3 | |
| TRADES(S)+SLOREBackbone=PreResNet18 (Swish), Training Time (T/E)=745s2024.03 | 94.91 | |
| TRADESBackbone=WRN-28-10 (Swish), Training Time (T/E)=754s2024.03 | 94.8 | |
| TRADES(S)Backbone=WRN-28-10 (Swish), Training Time (T/E)=784s2024.03 | 94.76 | |
| TRADES+LOREBackbone=PreResNet18 (Swish), Training Time (T/E)=750s2024.03 | 94.69 | |
| TRADES+SLOREBackbone=PreResNet18 (Swish), Training Time (T/E)=749s2024.03 | 94.48 | |
| TRADES(S)+LOREBackbone=PreResNet18 (Swish), Training Time (T/E)=745s2024.03 | 93.3 | |
| TRADES(S)Backbone=PreResNet18 (Swish), Training Time (T/E)=743s2024.03 | 92.64 | |
| TRADESBackbone=PreResNet18 (Swish), Training Time (T/E)=744s2024.03 | 92.54 | |
| MART+SLOREBackbone=WRN-28-10 (Swish), Training Time (T/E)=757s2024.03 | 90.5 | |
| MART+LOREBackbone=WRN-28-10 (Swish), Training Time (T/E)=758s2024.03 | 89.75 | |
| MART+SLOREBackbone=PreResNet18 (Swish), Training Time (T/E)=747s2024.03 | 89.25 | |
| MART+LOREBackbone=PreResNet18 (Swish), Training Time (T/E)=747s2024.03 | 87.75 | |
| MARTBackbone=WRN-28-10 (Swish), Training Time (T/E)=755s2024.03 | 87.22 | |
| MARTBackbone=PreResNet18 (Swish), Training Time (T/E)=745s2024.03 | 85.52 |