Generalized Category Discovery on OpenSARShip
48.05Accuracy (All)MCPT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MCPTBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 48.05 | 54.75 | 39.02 | |
| ProtoGCD (w/ CM-PT)Backbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 45.45 | 54.3 | 33.54 | |
| MCPTBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 45.19 | 52.94 | 34.76 | |
| ProtoGCDBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 44.68 | 51.13 | 35.98 | |
| ProtoGCDBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 43.9 | 47.06 | 39.63 | |
| BKD-CLBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 43.9 | 48.42 | 37.8 | |
| BKD-CLBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 42.86 | 46.15 | 38.41 | |
| CMSBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 42.6 | 46.15 | 37.8 | |
| CMSBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 42.08 | 46.61 | 35.98 | |
| GCDBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 41.82 | 43.89 | 39.02 | |
| SimGCDBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 41.82 | 50.23 | 30.49 | |
| InfoSieveBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 41.56 | 43.44 | 39.02 | |
| SimGCDBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 40.78 | 52.04 | 25.61 | |
| GCDBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 40.52 | 37.56 | 44.51 | |
| InfoSieveBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 40.26 | 43.44 | 35.98 |