Image Classification on CIFAR-10 250 labeled samples
5.07Error RateFixMatch
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FixMatchlabeled samples=250, augmentation=RandAugment2020.12 | 5.07 | — | |
| FixMatchlabeled samples=250, augmentation=CTA2020.12 | 5.07 | — | |
| ReMixMatchlabeled samples=2502020.12 | 5.44 | — | |
| Boosted SSLlabeled samples=2502020.12 | 5.51 | — | |
| UDAlabeled samples=2502020.12 | 8.82 | — | |
| MixMatchlabeled samples=2502020.12 | 11.05 | — | |
| Mean Teacherlabeled samples=2502020.12 | 32.32 | — | |
| Pseudo-Labelinglabeled samples=2502020.12 | 49.78 | — | |
| PI-Modellabeled samples=2502020.12 | 54.26 | — | |
| AdaMatchBackbone=WRN-28-22023.10 | — | 94.76 | |
| DashBackbone=WRN-28-22023.10 | — | 94.78 | |
| FixMatchBackbone=WRN-28-22023.10 | — | 94.87 | |
| FlexMatchBackbone=WRN-28-22023.10 | — | 94.85 | |
| InstanTBackbone=WRN-28-22023.10 | — | 94.72 | |
| UDABackbone=WRN-28-22023.10 | — | 94.44 |