Generalized Category Discovery on SAMPLE (Inductive)
97.8Accuracy (All)MCPT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MCPTBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 97.8 | 98.43 | 96.8 | |
| ProtoGCDBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 92.67 | 97.6 | 84.91 | |
| ProtoGCD (w/ CM-PT)Backbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 91.2 | 93.6 | 87.42 | |
| MCPTBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 89.73 | 97.2 | 77.99 | |
| BKD-CLBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 89 | 94.4 | 80.5 | |
| BKD-CLBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 86.06 | 97.2 | 68.55 | |
| ProtoGCDBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 85.09 | 98 | 64.78 | |
| SimGCDBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 84.6 | 94.8 | 68.55 | |
| SimGCDBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 84.11 | 92.4 | 71.07 | |
| CMSBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 83.62 | 93.6 | 67.92 | |
| GCDBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 83.37 | 91.6 | 70.44 | |
| CMSBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 83.13 | 91.2 | 70.44 | |
| InfoSieveBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 82.4 | 78.4 | 88.68 | |
| InfoSieveBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 74.33 | 81.2 | 63.52 | |
| GCDBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 68.22 | 77.2 | 54.09 |