Image Classification on CIFAR-10 (Clean Accuracy and PGD-20 Robust Accuracy)
0.9391Clean AccuracyMART
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MARTBackbone=WRNet-34, Severity level=02026.04 | 0.9391 | 0.2508 | |
| TgRABackbone=WRNet-34, Severity level=02026.04 | 0.8822 | 0.4639 | |
| PGDBackbone=WRNet-34, Severity level=02026.04 | 0.8683 | 0.4376 | |
| MARTBackbone=WRNet-34, Severity level=12026.04 | 0.8227 | 0 | |
| TRADESBackbone=WRNet-34, Severity level=02026.04 | 0.7922 | 0.4568 | |
| TRADES-UBackbone=WRNet-34, Severity level=02026.04 | 0.7906 | 0.4548 | |
| TgRABackbone=WRNet-34, Severity level=12026.04 | 0.7697 | 0.3946 | |
| DKLBackbone=WRNet-34, Severity level=02026.04 | 0.7673 | 0.4069 | |
| PGDBackbone=WRNet-34, Severity level=12026.04 | 0.737 | 0.3592 | |
| TRADES-UBackbone=WRNet-34, Severity level=12026.04 | 0.7038 | 0.3582 | |
| PGDBackbone=WRNet-34, Severity level=22026.04 | 0.6651 | 0.3223 | |
| DKLBackbone=WRNet-34, Severity level=12026.04 | 0.6532 | 0.3265 | |
| TgRABackbone=WRNet-34, Severity level=22026.04 | 0.621 | 0.3145 | |
| DKLBackbone=WRNet-34, Severity level=22026.04 | 0.6004 | 0.2919 | |
| TRADESBackbone=WRNet-34, Severity level=12026.04 | 0.5893 | 0.313 | |
| TRADES-UBackbone=WRNet-34, Severity level=22026.04 | 0.5405 | 0.2513 | |
| TRADESBackbone=WRNet-34, Severity level=22026.04 | 0.4843 | 0.2592 | |
| MARTBackbone=WRNet-34, Severity level=22026.04 | 0.3069 | 0.1651 |