Semi-supervised Image Classification on ImageNet ILSVRC 2012 (1% labels)
55Top-1 AccBT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BTEpochs=1000, Backbone=ResNet-502024.10 | 55 | 79.2 | |
| SwAVEpochs=800, Backbone=ResNet-502024.10 | 53.9 | 78.5 | |
| BYOLEpochs=1000, Backbone=ResNet-502024.10 | 53.2 | 78.4 | |
| SynCoEpochs=800, Backbone=ResNet-502024.10 | 50.8 | 77.5 | |
| MOCHI (repr.)Epochs=800, Backbone=ResNet-502024.10 | 50.4 | 76.2 | |
| SimCLREpochs=1000, Backbone=ResNet-502024.10 | 48.3 | 75.5 | |
| MoCo-v2 (repr.)Epochs=800, Backbone=ResNet-502024.10 | 48.2 | 75.8 | |
| PIRLEpochs=800, Backbone=ResNet-502024.10 | 30.7 | 57.2 | |
| SupervisedBackbone=ResNet-502024.10 | 25.4 | 48.4 |