Image Classification on CIFAR-10 (Adversarial Robustness PGD/APGD)
91.21Clean AccuracyBase
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BaseModel=ResNet-182026.03 | 91.21 | 0.62 | 0.54 | 0.14 | |
| ConjMask (Exp. 3)Model=ResNet-18, Timing (Sec. × 200)=202026.03 | 89.5 | 83.96 | 83.35 | 0.07 | |
| BaseModel=EfficientNet-B02026.03 | 88.86 | 3.76 | 3.09 | 0.03 | |
| ConjMask (Exp. 3)Model=EfficientNet-B0, Timing (Sec. × 200)=702026.03 | 86.67 | 73.7 | 72.83 | 0.27 | |
| ConjMask+LogitReg (Exp. 4)Model=EfficientNet-B0, Timing (Sec. × 200)=552026.03 | 84.91 | 44.29 | 11.33 | 11.61 | |
| ConjMask+LogitReg (Exp. 4)Model=ResNet-18, Timing (Sec. × 200)=302026.03 | 83.62 | 67.69 | 55.77 | 41.81 | |
| BaseModel=ViT2026.03 | 83.37 | 0 | 0.01 | 0 | |
| ConjMask (Exp. 3)Model=ViT, Timing (Sec. × 200)=502026.03 | 83.01 | 18.56 | 10.14 | 0 | |
| ConjMask+LogitReg (Exp. 4)Model=ViT, Timing (Sec. × 200)=702026.03 | 77.86 | 58.12 | 27.64 | 22.86 | |
| TRADES-PGDModel=ResNet-18, Timing (Sec. × 200)=1002026.03 | 74.57 | 44.14 | 43.92 | 42.27 | |
| TRADES-PGDModel=ViT, Timing (Sec. × 200)=1202026.03 | 71.95 | 32.95 | 32.46 | 35.51 | |
| TRADES-PGDModel=EfficientNet-B0, Timing (Sec. × 200)=2602026.03 | 56.88 | 30.65 | 30.48 | 28.05 |