Image Classification on ImageNet (val) (Specific Accuracy Sampling)
55Top-1 Acc (1%)Barlow Twins
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Barlow TwinsProtocol=Fine-tuning2021.06 | 55 | 69.7 | — | 79.2 | 89.3 | — | |
| SwAVProtocol=Fine-tuning2021.06 | 53.9 | 70.2 | — | 78.5 | 89.9 | — | |
| BYOLProtocol=Fine-tuning2021.06 | 53.2 | 68.8 | 77.7 | 78.4 | 89 | 93.9 | |
| SSL-HSIC (w/ target)Protocol=Fine-tuning, target network=true2021.06 | 52.1 | 67.9 | 77.2 | 77.7 | 88.6 | 93.6 | |
| SimCLRProtocol=Fine-tuning2021.06 | 48.3 | 65.6 | 76 | 75.5 | 87.8 | 93.1 | |
| SSL-HSIC (w/o target)Protocol=Fine-tuning, target network=false2021.06 | 45.3 | 65.5 | 76.4 | 72.7 | 87.5 | 93.2 | |
| SupervisedProtocol=Fine-tuning2021.06 | 25.4 | 56.4 | 75.9 | 48.4 | 80.4 | 92.8 |