Metric: Novel accuracy (50% Labeled) (higher is better)
| # | Model↕ | Novel accuracy (50% Labeled)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SimGCD (ViT-B-16) | 79.1 | No | Parametric Classification for Generalized Catego... | 2022-11-21 | Code |
| 2 | ORCA (ResNet-50) | 72.1 | No | Open-World Semi-Supervised Learning | 2021-02-06 | Code |
| 3 | OpenLDN (ResNet-50) | 68.6 | No | OpenLDN: Learning to Discover Novel Classes for ... | 2022-07-05 | Code |
| 4 | GCD (ViT-B-16) | 66.3 | No | Generalized Category Discovery | 2022-01-07 | Code |