Semi-Supervised Image Classification on CIFAR-100, 2500 Labels
Metric: Percentage error (lower is better)
Metric: Percentage error (lower is better)
| # | Model↕ | Percentage error▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SemiOccam | 22.19 | No | ViTSGMM: A Robust Semi-Supervised Image Recognit... | 2025-06-04 | Code |
| 2 | CCSSL(FixMatch) | 24.3 | No | Class-Aware Contrastive Semi-Supervised Learning | 2022-03-04 | Code |
| 3 | SimMatch | 25.07 | No | SimMatch: Semi-supervised Learning with Similari... | 2022-03-14 | Code |
| 4 | ShrinkMatch | 25.17 | No | Shrinking Class Space for Enhanced Certainty in ... | 2023-08-13 | Code |
| 5 | NP-Match | 26.03 | No | NP-Match: When Neural Processes meet Semi-Superv... | 2022-07-03 | Code |
| 6 | FreeMatch | 26.47 | No | FreeMatch: Self-adaptive Thresholding for Semi-s... | 2022-05-15 | Code |
| 7 | LiDAM | 26.5 | No | LiDAM: Semi-Supervised Learning with Localized D... | 2020-10-13 | - |
| 8 | FixMatch+CR | 27.58 | No | Contrastive Regularization for Semi-Supervised L... | 2022-01-17 | - |