Generalized Category Discovery on Photo
51.66HRScoreGCD-FGL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GCD-FGLFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 51.66 | 62.29 | 44.13 | 50.19 | |
| SWIRLFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 48.61 | 62.27 | 39.87 | 46.49 | |
| AutoNovelFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 48.49 | 45.78 | 51.53 | 49.83 | |
| GCDFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 47.66 | 43.3 | 53 | 50.13 | |
| FedGCDFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 45.79 | 42.22 | 50.01 | 47.71 | |
| ORCAFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 42.54 | 38.35 | 47.75 | 44.97 | |
| SimGCDFederated setting protocol=standard, Hungarian matching for prototype alignment=True2026.05 | 37.68 | 33.78 | 42.61 | 40 |