Image Classification on ImageNet 1% labels 1.0 (train val)
83.3Top-5 AccBYOL + BG_Random
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BYOL + BG_RandomEvaluation Protocol=Linear2021.03 | 83.3 | 60.9 | |
| BYOL + BG_RandomEvaluation Protocol=Finetune2021.03 | 82.8 | 60.7 | |
| BYOL + BG_RMEvaluation Protocol=Linear2021.03 | 82.7 | 60.1 | |
| MoCo-v2 + BG_SwapsEvaluation Protocol=Finetune2021.03 | 82.4 | 57.3 | |
| BYOL + BG_RMEvaluation Protocol=Finetune2021.03 | 82.4 | 59.9 | |
| SwAV + BG_RMEvaluation Protocol=Linear2021.03 | 81.3 | 57 | |
| MoCo-v2 (repro.)Evaluation Protocol=Finetune2021.03 | 81.3 | 54.1 | |
| MoCo-v2 + BG_RMEvaluation Protocol=Finetune2021.03 | 81.3 | 55.2 | |
| SwAV + BG_RandomEvaluation Protocol=Linear2021.03 | 81.1 | 56.4 | |
| BYOL (repro.)Evaluation Protocol=Linear2021.03 | 80.8 | 57.5 | |
| BYOL (repro.)Evaluation Protocol=Finetune2021.03 | 80.5 | 57.3 | |
| MoCo-v2 + BG_SwapsEvaluation Protocol=Linear2021.03 | 79.5 | 56 | |
| SwAV + BG_RMEvaluation Protocol=Finetune2021.03 | 79.4 | 55.2 | |
| SwAV + BG_RandomEvaluation Protocol=Finetune2021.03 | 79.4 | 55.9 | |
| Barlow TwinsEvaluation Protocol=Published Baseline2021.03 | 79.2 | 55 | |
| MoCo-v2 + BG_RMEvaluation Protocol=Linear2021.03 | 78.6 | 54.1 | |
| SwAV (repro.)Evaluation Protocol=Finetune2021.03 | 78.5 | 54 | |
| SwAVEvaluation Protocol=Published Baseline2021.03 | 78.5 | 53.9 | |
| SwAV (repro.)Evaluation Protocol=Linear2021.03 | 78.4 | 52.8 | |
| BYOLEvaluation Protocol=Published Baseline2021.03 | 78.4 | 53.2 | |
| MoCo-v2 (repro.)Evaluation Protocol=Linear2021.03 | 77.7 | 52 | |
| SimCLREvaluation Protocol=Published Baseline2021.03 | 75.5 | 48.3 | |
| PIRLEvaluation Protocol=Published Baseline2021.03 | 57.2 | — | |
| SupervisedEvaluation Protocol=Supervised2021.03 | 48.4 | 25.4 |