Generalized Category Discovery on CS
72.3HR ScoreGCD-FGL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GCD-FGLFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 72.3 | 82.38 | 64.41 | 71.03 | |
| SWIRLFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 63.94 | 82.19 | 52.32 | 56.45 | |
| ORCAFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 59.34 | 79.87 | 47.21 | 51.74 | |
| AutoNovelFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 57.77 | 62.06 | 54.04 | 55.15 | |
| GCDFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 56.01 | 67.74 | 47.75 | 50.52 | |
| SimGCDFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 54.53 | 56.37 | 52.8 | 53.3 | |
| FedGCDFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 53.63 | 41.31 | 76.41 | 66.55 |