Image Classification on ImageNet 10% labels (test)
30.8Top-1 ErrorFixMatch + CMW-Net
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FixMatch + CMW-Net2022.02 | 30.8 | 11.3 | — | — | |
| FixMatch (RA) + CMW-NetPercentage of labels=10%2022.02 | 30.8 | 11.3 | — | — | |
| FixMatch2022.02 | 32.9 | 13.3 | — | — | |
| FixMatch (RA)Percentage of labels=10%2022.02 | 32.9 | 13.3 | — | — | |
| Dual StudentBackbone=ResNeXt-502019.09 | 36.48 | 16.42 | — | — | |
| MTBackbone=ResNeXt-502019.09 | 37.83 | 16.65 | — | — | |
| MarginMatchLabeled ratio=10%, Backbone=ResNet-502023.08 | 41.05 | 18.28 | — | — | |
| FlexMatchLabeled ratio=10%, Backbone=ResNet-502023.08 | 42.02 | 19.49 | — | — | |
| SupervisedBackbone=ResNeXt-502019.09 | 42.15 | 19.76 | — | — | |
| FixMatchLabeled ratio=10%, Backbone=ResNet-502023.08 | 43.66 | 21.8 | — | — | |
| SupervisedLabeled ratio=10%, Backbone=ResNet-502023.08 | 48.39 | 25.49 | — | — | |
| FixMatchnumber of labels=10%, backbone=ResNet-502022.01 | — | — | 72.18 | 89.98 | |
| FixMatch+CRnumber of labels=10%, backbone=ResNet-502022.01 | — | — | 72.77 | 90.15 |