Image Classification on ImageNet natural distribution shift v2 (test)
63.8AccuracySwAV
Evaluation results
| Method | Links | |
|---|---|---|
| SwAVPre-Train Duration=Full, Background Augmentation=BG_RM2021.03 | 63.8 | |
| Standard Supervised BaselineArchitecture=ResNet-50, Training=Supervised2021.03 | 63.8 | |
| BYOLPre-Train Duration=Full, Background Augmentation=BG_RM2021.03 | 63.4 | |
| SwAVPre-Train Duration=Full, Background Augmentation=BG_Random2021.03 | 63.4 | |
| BYOLPre-Train Duration=Full, Background Augmentation=BG_Random2021.03 | 62.8 | |
| BYOLPre-Train Duration=Med., Background Augmentation=BG_Random2021.03 | 62.1 | |
| BYOLPre-Train Duration=Full, Background Augmentation=None (baseline)2021.03 | 61.9 | |
| BYOLPre-Train Duration=Med., Background Augmentation=BG_RM2021.03 | 61.7 | |
| SwAVPre-Train Duration=Full, Background Augmentation=None (baseline)2021.03 | 61.7 | |
| SwAVPre-Train Duration=Med., Background Augmentation=BG_RM2021.03 | 61.2 | |
| BYOLPre-Train Duration=Med., Background Augmentation=None (baseline)2021.03 | 60.7 | |
| SwAVPre-Train Duration=Med., Background Augmentation=BG_Random2021.03 | 60.7 | |
| MoCo-v2Pre-Train Duration=Full, Background Augmentation=BG_Swaps2021.03 | 60.3 | |
| MoCo-v2Pre-Train Duration=Full, Background Augmentation=BG_RM2021.03 | 59.6 | |
| SwAVPre-Train Duration=Med., Background Augmentation=None (baseline)2021.03 | 59.3 | |
| MoCo-v2Pre-Train Duration=Full, Background Augmentation=None (baseline)2021.03 | 58.9 | |
| MoCo-v2Pre-Train Duration=Med., Background Augmentation=BG_Swaps2021.03 | 57.2 | |
| MoCo-v2Pre-Train Duration=Med., Background Augmentation=BG_RM2021.03 | 56.7 | |
| MoCo-v2Pre-Train Duration=Med., Background Augmentation=None (baseline)2021.03 | 54.7 |