Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | NP-Match | 94.53 | No | NP-Match: When Neural Processes meet Semi-Superv... | 2022-07-03 | Code |
| 2 | ReMixMatch | 93.82 | No | ReMixMatch: Semi-Supervised Learning with Distri... | 2019-11-21 | Code |
| 3 | EnAET | 91.96 | No | EnAET: A Self-Trained framework for Semi-Supervi... | 2019-11-21 | Code |
| 4 | MixMatch | 89.82 | No | MixMatch: A Holistic Approach to Semi-Supervised... | 2019-05-06 | Code |
| 5 | CC-GAN² | 77.8 | No | Semi-Supervised Learning with Context-Conditiona... | 2016-11-19 | Code |
| 6 | SimCLR (CoMatch) | 77.46 | No | CoMatch: Semi-supervised Learning with Contrasti... | 2020-11-23 | Code |
| 7 | SWWAE | 74.3 | No | Stacked What-Where Auto-encoders | 2015-06-08 | Code |