Generalized Category Discovery on Computers
54.62HRScoreGCD-FGL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GCD-FGLFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 54.62 | 58.39 | 51.3 | 53.03 | |
| SimGCDFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 48.26 | 51.7 | 45.25 | 51.5 | |
| GCDFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 46.21 | 45.61 | 46.83 | 46.2 | |
| FedGCDFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 46.07 | 45.02 | 47.17 | 46.05 | |
| AutoNovelFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 42.17 | 56.1 | 33.78 | 45.36 | |
| SWIRLFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 40.87 | 35.02 | 49.08 | 41.79 | |
| ORCAFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 33.77 | 52.75 | 24.83 | 39.31 |