Generalized Category Discovery on FUSAR
58.13Accuracy (All)MCPT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MCPTBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 58.13 | 61.62 | 49.59 | |
| ProtoGCD (w/ CM-PT)Backbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 53.35 | 60.27 | 36.36 | |
| ProtoGCDBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 52.87 | 58.92 | 38.02 | |
| MCPTBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 51.91 | 56.23 | 41.32 | |
| InfoSieveBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 51.44 | 59.93 | 30.58 | |
| BKD-CLBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 51.44 | 58.25 | 34.71 | |
| SimGCDBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 50.72 | 53.54 | 43.8 | |
| SimGCDBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 50.24 | 53.87 | 41.32 | |
| CMSBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 50.24 | 63.97 | 16.53 | |
| ProtoGCDBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 50 | 61.62 | 21.49 | |
| CMSBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 49.28 | 61.95 | 18.18 | |
| BKD-CLBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 48.33 | 56.23 | 28.93 | |
| GCDBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 45.45 | 49.83 | 34.71 | |
| InfoSieveBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 44.98 | 53.87 | 23.14 | |
| GCDBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 42.82 | 43.1 | 42.15 |