Image Classification on Contrastive Learning Pre-training CorruptEncoder Attack (test)
62.1BAContrastiveCrop
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ContrastiveCropCropping Strategy=Semantic-aware localization mechanism2022.11 | 62.1 | 90.8 | |
| No Defense (MoCo-v2)Data Augmentation Settings=Default MoCo-v2 operations2022.11 | 61.2 | 89.9 | |
| CompRess DistillationCompression Ratio=20%, Extra clean pre-training dataset=true2022.11 | 58.7 | 1 | |
| Localized CroppingCropping Strategy=Localized (delta = 0.2)2022.11 | 56.3 | 0.9 | |
| CompRess DistillationCompression Ratio=5%, Extra clean pre-training dataset=true2022.11 | 49.4 | 1.1 | |
| No Other Data AugsData Augmentation Settings=Only random cropping used2022.11 | 44.7 | 69.3 | |
| No Random CroppingCropping Strategy=None2022.11 | 31.1 | 2 |