Image Classification on CIFAR-100, 400 Labels
Metric: Percentage error (lower is better)
Metric: Percentage error (lower is better)
| # | Model↕ | Percentage error▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SemiReward | 15.62 | No | SemiReward: A General Reward Model for Semi-supe... | 2023-10-04 | Code |
| 2 | ReMixMatch | 16.8 | No | USB: A Unified Semi-supervised Learning Benchmar... | 2022-08-12 | Code |
| 3 | SemiOccam | 26.59 | No | ViTSGMM: A Robust Semi-Supervised Image Recognit... | 2025-06-04 | Code |
| 4 | ShrinkMatch | 35.36 | No | Shrinking Class Space for Enhanced Certainty in ... | 2023-08-13 | Code |
| 5 | SimMatch | 37.81 | No | SimMatch: Semi-supervised Learning with Similari... | 2022-03-14 | Code |
| 6 | FreeMatch | 37.98 | No | FreeMatch: Self-adaptive Thresholding for Semi-s... | 2022-05-15 | Code |
| 7 | NP-Match | 38.67 | No | NP-Match: When Neural Processes meet Semi-Superv... | 2022-07-03 | Code |
| 8 | CCSSL(FixMatch) | 38.81 | No | Class-Aware Contrastive Semi-Supervised Learning | 2022-03-04 | Code |
| 9 | FixMatch+CR | 49.23 | No | Contrastive Regularization for Semi-Supervised L... | 2022-01-17 | - |