Generalized Category Discovery on MSTAR Inductive
97.98Accuracy (All)MCPT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MCPTBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 97.98 | 98.56 | 97.16 | |
| MCPTBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 93.36 | 94.32 | 92.04 | |
| ProtoGCD (w/ CM-PT)Backbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 91.38 | 91.83 | 90.76 | |
| ProtoGCDBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 90.14 | 90.91 | 89.09 | |
| SimGCDBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 89.44 | 91.76 | 86.23 | |
| BKD-CLBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 87.3 | 92.61 | 79.94 | |
| InfoSieveBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 85.9 | 93.96 | 74.73 | |
| CMSBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 85.57 | 96.38 | 70.6 | |
| ProtoGCDBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 84.95 | 91.26 | 76.2 | |
| GCDBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 84.54 | 89.35 | 77.88 | |
| BKD-CLBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 84.04 | 95.67 | 67.94 | |
| CMSBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 81.15 | 97.44 | 58.6 | |
| SimGCDBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 79.71 | 90.13 | 65.3 | |
| GCDBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 75.46 | 83.52 | 64.31 | |
| InfoSieveBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 75.05 | 83.81 | 62.93 |