Image Classification on CIFAR10 (Clean Accuracy and Robust Accuracy)
82.63Robust AccuracyZePAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ZePADEncoder Pair=RESSL / DINO, Scenario=White-box2026.02 | 82.63 | — | |
| ZePADEncoder Pair=W-MSE / VibCreg (Config 2), Scenario=White-box2026.02 | 81.52 | — | |
| ZePADEncoder Pair=W-MSE / VibCreg, Scenario=White-box2026.02 | 81.27 | — | |
| ZePADEncoder Pair=SupCon / RESSL, Scenario=White-box2026.02 | 81.03 | — | |
| ZePADEncoder Pair=BYOL / NNCLR (Config 2), Scenario=White-box2026.02 | 80.35 | — | |
| ZePADEncoder Pair=DINO / SwAV, Scenario=White-box2026.02 | 80.05 | — | |
| ZePADEncoder Pair=AVG, Scenario=White-box2026.02 | 80.05 | — | |
| ZePADEncoder Pair=SwAV / MoCo2+, Scenario=White-box2026.02 | 79.9 | — | |
| ZePADEncoder Pair=BYOL / NNCLR, Scenario=White-box2026.02 | 79.73 | — | |
| ZePADEncoder Pair=MoCo3 / SupCon, Scenario=White-box2026.02 | 77.25 | — | |
| ZePADEncoder Pair=MoCo2+ / MoCo3, Scenario=White-box2026.02 | 76.72 | — | |
| BaselineEncoder Pair=MoCo3 / SupCon, Scenario=White-box2026.02 | 26.97 | — | |
| BaselineEncoder Pair=W-MSE / VibCreg (Config 2), Scenario=White-box2026.02 | 18.17 | — | |
| BaselineEncoder Pair=W-MSE / VibCreg, Scenario=White-box2026.02 | 14.67 | — | |
| BaselineEncoder Pair=AVG, Scenario=White-box2026.02 | 14.18 | — | |
| BaselineEncoder Pair=MoCo2+ / MoCo3, Scenario=White-box2026.02 | 13.32 | — | |
| BaselineEncoder Pair=SupCon / RESSL, Scenario=White-box2026.02 | 12.93 | — | |
| BaselineEncoder Pair=DINO / SwAV, Scenario=White-box2026.02 | 12.74 | — | |
| BaselineEncoder Pair=SwAV / MoCo2+, Scenario=White-box2026.02 | 11.6 | — | |
| BaselineEncoder Pair=BYOL / NNCLR, Scenario=White-box2026.02 | 10.77 | — | |
| BaselineEncoder Pair=RESSL / DINO, Scenario=White-box2026.02 | 10.58 | — | |
| BaselineEncoder Pair=BYOL / NNCLR (Config 2), Scenario=White-box2026.02 | 10.08 | — |