Image Classification on CIFAR-10 250 labels (test)
4.73Test ErrorFixMatch + CMW-Net
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FixMatch + CMW-Net2022.02 | 4.73 | — | — | — | — | — | — | — | |
| FixMatch2022.02 | 5.07 | — | — | — | — | — | — | — | |
| FixMatch + IAM-Dlabeled samples=2502026.05 | 5.3 | — | — | — | — | — | — | — | |
| FixMatchlabeled samples=2502026.05 | 6.26 | — | — | — | — | — | — | — | |
| UDA2022.02 | 8.82 | — | — | — | — | — | — | — | |
| MixMatch2022.02 | 11.05 | — | — | — | — | — | — | — | |
| Mean Teacher2022.02 | 32.32 | — | — | — | — | — | — | — | |
| Pseudo-Labeling2022.02 | 49.78 | — | — | — | — | — | — | — | |
| Π-Model2022.02 | 54.26 | — | — | — | — | — | — | — | |
| IAM-Dlabeled samples=2502026.05 | 61.77 | — | — | — | — | — | — | — | |
| SGDlabeled samples=2502026.05 | 63.82 | — | — | — | — | — | — | — | |
| SAMlabeled samples=2502026.05 | 63.91 | — | — | — | — | — | — | — | |
| AdaMatchBackbone=ViT, Pre-trained=true2023.10 | — | — | — | — | — | — | — | 97.92 | |
| DashBackbone=ViT, Pre-trained=true2023.10 | — | — | — | — | — | — | — | 97.9 | |
| FixMatchBackbone=ViT, Pre-trained=true2023.10 | — | — | — | — | — | — | — | 97.95 | |
| FlexMatchBackbone=ViT, Pre-trained=true2023.10 | — | — | — | — | — | — | — | 97.88 | |
| InstanTBackbone=ViT, Pre-trained=true2023.10 | — | — | — | — | — | — | — | 98.08 | |
| MixMatchBackbone=ViT, Pre-trained=true2023.10 | — | — | — | — | — | — | — | 97.95 | |
| MTBackbone=ViT, Pre-trained=true2023.10 | — | — | — | — | — | — | — | 95.25 | |
| PLBackbone=ViT, Pre-trained=true2023.10 | — | — | — | — | — | — | — | 95.42 | |
| ShrinkMatchBackbone=Wide ResNet-28-2, Number of labels=2502023.08 | — | 95.39 | 95.44 | 95.36 | 94.76 | 95.35 | 95.26 | — | |
| SimMatchBackbone=Wide ResNet-28-2, Number of labels=2502023.08 | — | 95.58 | 95.5 | 95.34 | 94.06 | 95.26 | 95.15 | — | |
| UDABackbone=ViT, Pre-trained=true2023.10 | — | — | — | — | — | — | — | 97.96 | |
| VATBackbone=ViT, Pre-trained=true2023.10 | — | — | — | — | — | — | — | 97.67 |