| Paper | Code | All accuracy (10% Labeled) | All accuracy (50% Labeled) | Novel accuracy (10% Labeled) | Novel accuracy (50% Labeled) | Seen accuracy (10% Labeled) | Seen accuracy (50% Labeled) | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|---|---|---|
| OpenLDN: Learning to Discover Novel Classes for Open-World Semi-Supervised Learning | ✓ Link | 92.8 | 95.4 | 93.2 | 95.1 | 92.4 | 95.7 | OpenLDN (ResNet-18) | 2022-07-05 |
| Towards Realistic Semi-Supervised Learning | ✓ Link | 92.2 | 89.6 | 94.9 | TRSSL (ResNet-18) | 2022-07-05 | |||
| Open-World Semi-Supervised Learning | ✓ Link | 84.1 | 89.7 | 85.5 | 90.4 | 82.8 | 88.2 | ORCA (ResNet-18) | 2021-02-06 |
| Parametric Classification for Generalized Category Discovery: A Baseline Study | ✓ Link | 97.0 | 98.5 | 93.9 | SimGCD (ViT-B-16) | 2022-11-21 | |||
| Generalized Category Discovery | ✓ Link | 91.5 | 88.2 | 97.9 | GCD (ViT-B-16) | 2022-01-07 |