Generalized Category Discovery on MSTAR
98.19Accuracy (All)MCPT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MCPTBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 98.19 | 99.03 | 97.61 | |
| MCPTBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 90.77 | 90.98 | 90.62 | |
| ProtoGCD (w/ CM-PT)Backbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 90.77 | 91.35 | 90.35 | |
| ProtoGCDBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 90.3 | 90.61 | 90.09 | |
| InfoSieveBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 88.81 | 95.3 | 84.16 | |
| BKD-CLBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 87.93 | 92.09 | 84.96 | |
| SimGCDBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 87.73 | 90.48 | 85.75 | |
| CMSBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 86.33 | 97.16 | 78.58 | |
| GCDBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 85.1 | 90.98 | 80.88 | |
| ProtoGCDBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 82.52 | 79.73 | 84.51 | |
| CMSBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 81.85 | 82.82 | 81.15 | |
| BKD-CLBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 80.06 | 93.45 | 71.42 | |
| SimGCDBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 77.77 | 76.89 | 78.41 | |
| InfoSieveBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 77.41 | 71.69 | 81.5 | |
| GCDBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 77.26 | 89.74 | 68.32 |