Generalized Category Discovery on FUSAR (Inductive)
55.63Overall Performance (All Categories)MCPT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MCPTBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 55.63 | 57.98 | 44.44 | |
| ProtoGCD (w/ CM-PT)Backbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 53.05 | 58.75 | 25.93 | |
| ProtoGCDBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 52.73 | 57.2 | 31.48 | |
| MCPTBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 52.41 | 54.47 | 42.59 | |
| SimGCDBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 52.41 | 55.64 | 37.04 | |
| CMSBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 51.77 | 55.64 | 33.33 | |
| ProtoGCDBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 51.13 | 58.37 | 16.67 | |
| BKD-CLBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 51.13 | 56.03 | 27.78 | |
| SimGCDBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 50.8 | 53.7 | 37.04 | |
| BKD-CLBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 50.16 | 54.09 | 31.48 | |
| InfoSieveBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 50.16 | 53.31 | 35.19 | |
| CMSBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 49.2 | 55.64 | 18.52 | |
| InfoSieveBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 46.95 | 52.14 | 22.22 | |
| GCDBackbone=DINOv2, Evaluation Protocol=Inductive2026.04 | 43.73 | 46.3 | 31.48 | |
| GCDBackbone=DINOv1, Evaluation Protocol=Inductive2026.04 | 41.48 | 39.69 | 50 |