Image Classification on CIFAR-100 1x10^6 EDM-generated images-augmented (test)
66.62Cleante AccuracyTRADES + LORE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TRADES + LOREBackbone=WRN-28-10 (Swish)2024.03 | 66.62 | 38.1 | 37.96 | 32.61 | |
| TRADESBackbone=WRN-28-10 (Swish)2024.03 | 65.41 | 37.88 | 37.93 | 33.02 | |
| MART + LOREBackbone=WRN-28-10 (Swish)2024.03 | 65.11 | 39.06 | 39 | 33.76 | |
| MARTBackbone=WRN-28-10 (Swish)2024.03 | 65.05 | 38.56 | 38.51 | 33.91 | |
| TRADES + SLOREBackbone=WRN-28-10 (Swish)2024.03 | 64.95 | 38.07 | 38.04 | 33.29 | |
| MART + SLOREBackbone=WRN-28-10 (Swish)2024.03 | 64.46 | 38.88 | 38.81 | 34.26 | |
| TRADES(S) + SLOREBackbone=WRN-28-10 (Swish)2024.03 | 63.18 | 36.5 | 36.54 | 31.97 | |
| TRADES(S)Backbone=WRN-28-10 (Swish)2024.03 | 63.12 | 36.62 | 36.57 | 31.6 | |
| TRADES(S) + LOREBackbone=WRN-28-10 (Swish)2024.03 | 62.91 | 36.78 | 36.65 | 31.56 | |
| TRADES + LOREBackbone=PreResNet18 (Swish)2024.03 | 62.79 | 34.63 | 34.55 | 29.21 | |
| TRADESBackbone=PreResNet18 (Swish)2024.03 | 62.33 | 34.62 | 34.59 | 29.66 | |
| TRADES + SLOREBackbone=PreResNet18 (Swish)2024.03 | 61.63 | 34.41 | 34.47 | 29.4 | |
| TRADES(S) + SLOREBackbone=PreResNet18 (Swish)2024.03 | 60.22 | 33.66 | 33.73 | 28.88 | |
| MART + LOREBackbone=PreResNet18 (Swish)2024.03 | 60.18 | 35.2 | 35.22 | 29.47 | |
| TRADES(S)Backbone=PreResNet18 (Swish)2024.03 | 60.15 | 33.82 | 33.76 | 28.76 | |
| MARTBackbone=PreResNet18 (Swish)2024.03 | 59.91 | 34.86 | 34.83 | 29.18 | |
| TRADES(S) + LOREBackbone=PreResNet18 (Swish)2024.03 | 59.86 | 34.02 | 34 | 28.7 | |
| MART + SLOREBackbone=PreResNet18 (Swish)2024.03 | 59.86 | 34.72 | 34.7 | 29.6 |