Generalized Category Discovery on SAMPLE
98.77Accuracy (All)MCPT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MCPTBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 98.77 | 99.83 | 97.96 | |
| ProtoGCD (w/ CM-PT)Backbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 92.47 | 94.76 | 90.68 | |
| ProtoGCDBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 92.17 | 98.25 | 87.4 | |
| BKD-CLBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 89.25 | 97.55 | 82.74 | |
| CMSBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 88.48 | 95.1 | 83.29 | |
| MCPTBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 86.94 | 98.95 | 77.53 | |
| InfoSieveBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 84.18 | 84.27 | 84.11 | |
| GCDBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 82.49 | 91.96 | 75.07 | |
| SimGCDBackbone=DINOv2, Evaluation Protocol=Transductive2026.04 | 82.03 | 94.06 | 72.6 | |
| CMSBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 81.72 | 97.55 | 69.32 | |
| ProtoGCDBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 81.41 | 99.65 | 67.12 | |
| BKD-CLBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 81.26 | 98.25 | 67.95 | |
| SimGCDBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 80.8 | 95.8 | 69.04 | |
| InfoSieveBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 73.73 | 85.66 | 64.38 | |
| GCDBackbone=DINOv1, Evaluation Protocol=Transductive2026.04 | 71.43 | 95.1 | 52.88 |