Generalized Category Discovery on CUB-200
79.4Accuracy (All)SDBA + GET
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SDBA + GETBackbone=CLIP2026.06 | 79.4 | 81.6 | 78.3 | — | — | |
| SDBA + TextGCDBackbone=CLIP2026.06 | 77.6 | 78 | 77.4 | — | — | |
| GETBackbone=CLIP2026.06 | 77 | 78.1 | 76.4 | — | — | |
| TextGCDBackbone=CLIP2026.06 | 76.6 | 80.6 | 74.7 | — | — | |
| CMS-CLIP + AL-GCDBackbone=CLIP, K (Ground-truth number of categories)=Not given2026.03 | 73.7 | 79.1 | 71 | — | — | |
| SimGCD-CLIPBackbone=CLIP2026.06 | 71.7 | 76.5 | 69.4 | — | — | |
| SADABackbone=DINO2026.06 | 69 | 69.1 | 68.9 | — | — | |
| AdaptGCDBackbone=DINO2026.06 | 68.8 | 74.5 | 65.9 | — | — | |
| PartGCDBackbone=DINO2026.06 | 68.6 | 68.9 | 68.4 | — | — | |
| µGCDBackbone=DINO2026.06 | 65.7 | 68 | 64.6 | — | — | |
| CMS-CLIP (CVPR 24)Backbone=CLIP, K (Ground-truth number of categories)=Not given2026.03 | 65.6 | 74 | 61.3 | — | — | |
| CMS (CVPR 24)Backbone=DINO, K (Ground-truth number of categories)=Not given2026.03 | 64.4 | 68.2 | 62.2 | — | — | |
| LegoGCDBackbone=DINO2026.06 | 63.8 | 71.9 | 59.8 | — | — | |
| DCCLBackbone=DINO2026.06 | 63.5 | 60.8 | 64.9 | — | — | |
| PromptCALBackbone=DINO2026.06 | 62.9 | 64.4 | 62.1 | — | — | |
| ClipGCDBackbone=CLIP2026.06 | 62.8 | 77.1 | 55.7 | — | — | |
| SimGCDBackbone=DINO2026.06 | 60.3 | 65.6 | 57.7 | — | — | |
| GCD-CLIPBackbone=CLIP2026.06 | 57.6 | 65.2 | 53.8 | — | — | |
| GPC (ICCV 23)Backbone=DINO, K (Ground-truth number of categories)=Not given2026.03 | 52 | 55.5 | 47.5 | — | — | |
| GCDBackbone=DINO2026.06 | 51.3 | 56.6 | 48.7 | — | — | |
| GCD (CVPR 22)Backbone=DINO, K (Ground-truth number of categories)=Not given2026.03 | 51.1 | 56.4 | 48.4 | — | — | |
| ORCABackbone=DINO2026.06 | 35.3 | 45.6 | 30.2 | — | — | |
| UNO+Backbone=DINO2026.06 | 35.1 | 49 | 28.1 | — | — | |
| k-meansBackbone=DINO2026.06 | 34.3 | 38.9 | 32.1 | — | — | |
| RS+Backbone=DINO2026.06 | 33.3 | 51.6 | 24.2 | — | — | |
| CMS2026.07 | — | — | — | 164 | 18 | |
| CMS + CPF-GCD2026.07 | — | — | — | 177 | 11.5 | |
| DCCL2026.07 | — | — | — | 172 | 14 | |
| GCD2026.07 | — | — | — | 231 | 15.5 |