Generalized Category Discovery on OpenSARShip (Inductive)
46.56Accuracy (All)MCPT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MCPTBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 46.56 | 50.79 | 35.21 | |
| ProtoGCD (w/ CM-PT)Backbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 44.66 | 53.93 | 19.72 | |
| CMSBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 44.27 | 49.74 | 29.58 | |
| GCDBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 43.89 | 45.55 | 39.44 | |
| ProtoGCDBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 43.89 | 48.17 | 32.39 | |
| MCPTBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 43.51 | 51.31 | 22.54 | |
| SimGCDBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 43.51 | 48.69 | 29.58 | |
| BKD-CLBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 43.51 | 54.97 | 12.68 | |
| BKD-CLBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 43.13 | 48.69 | 28.17 | |
| ProtoGCDBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 42.37 | 47.64 | 28.17 | |
| CMSBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 41.6 | 51.31 | 15.49 | |
| SimGCDBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 41.22 | 47.64 | 23.94 | |
| InfoSieveBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 40.84 | 37.7 | 49.3 | |
| InfoSieveBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 40.84 | 47.12 | 23.94 | |
| GCDBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 40.46 | 40.31 | 40.85 |