Image Classification on CIFAR-10 (Label Count Error Analysis)
4.16Error Rate (4000 Labels)FreeMatch
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FreeMatch2023.10 | 4.16 | 4.9 | 4.88 | |
| CoMatch + EPASS2023.10 | 4.23 | 5.55 | 5.31 | |
| FlexMatch2023.10 | 4.24 | 5.29 | 4.97 | |
| FixMatch2023.10 | 4.26 | 12.66 | 4.95 | |
| UDA2023.10 | 4.27 | 10.2 | 5.4 | |
| CoMatch2023.10 | 4.27 | 6.51 | 5.35 | |
| SoftMatch2023.10 | 4.27 | 5.11 | 4.96 | |
| Dash2023.10 | 4.36 | 9.29 | 5.16 | |
| AdaMatch2023.10 | 4.36 | 5.09 | 5.13 | |
| SimMatch + EPASS2023.10 | 4.37 | 5.31 | 5.08 | |
| SimMatch2023.10 | 4.41 | 5.38 | 5.36 | |
| Fully-Supervised2023.10 | 4.62 | — | — | |
| ReMixMatch2023.10 | 4.65 | 8.13 | 6.34 | |
| MixMatch2023.10 | 10.25 | 38.84 | 20.96 |