Generalized Category Discovery on Aircraft
67.1Clustering Accuracy (All)SDBA + GET
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SDBA + GETBackbone=CLIP2026.06 | 67.1 | 71.2 | 65.1 | |
| PartGCDBackbone=DINO2026.06 | 59.4 | 63.5 | 57.4 | |
| GETBackbone=CLIP2026.06 | 58.9 | 59.6 | 58.5 | |
| AdaptGCDBackbone=DINO2026.06 | 57.9 | 65.2 | 54.3 | |
| SADABackbone=DINO2026.06 | 55.6 | 59.2 | 53.8 | |
| LegoGCDBackbone=DINO2026.06 | 55 | 61.5 | 51.7 | |
| SimGCD-CLIPBackbone=CLIP2026.06 | 54.3 | 58.4 | 52.2 | |
| SimGCDBackbone=DINO2026.06 | 54.2 | 59.1 | 51.8 | |
| µGCDBackbone=DINO2026.06 | 53.8 | 55.4 | 53 | |
| PromptCALBackbone=DINO2026.06 | 52.2 | 52.2 | 52.3 | |
| ClipGCDBackbone=CLIP2026.06 | 50 | 56.6 | 46.5 | |
| GCD-CLIPBackbone=CLIP2026.06 | 45.3 | 44.4 | 45.8 | |
| GCDBackbone=DINO2026.06 | 45 | 41.1 | 46.9 | |
| UNO+Backbone=DINO2026.06 | 40.3 | 56.4 | 32.2 | |
| RS+Backbone=DINO2026.06 | 26.9 | 36.4 | 22.2 | |
| ORCABackbone=DINO2026.06 | 22 | 31.8 | 17.1 | |
| k-meansBackbone=DINO2026.06 | 16 | 14.4 | 16.8 |