Category Discovery on Stanford Cars Old classes
91AccuracyµGCD
Evaluation Results
| Method | Links | |
|---|---|---|
| µGCDPre-training=DINOv22023.11 | 91 | |
| SimGCDPre-training=DINOv22023.11 | 81.9 | |
| ConGCD2026.07 | 79 | |
| SelEx + CPF-GCDextension=CPF-GCD2026.07 | 79 | |
| OpenConPre-training=DINO2023.11 | 78.6 | |
| CMS + CPF-GCDextension=CPF-GCD2026.07 | 78.2 | |
| APL2026.07 | 77.6 | |
| SelExextension=None2026.07 | 77.6 | |
| InfoSieve2026.07 | 74.8 | |
| ProtoGCD2026.07 | 73.7 | |
| SimGCD + CPF-GCDextension=CPF-GCD2026.07 | 73.7 | |
| LegoGCD + CPF-GCDextension=CPF-GCD2026.07 | 73.6 | |
| CMSextension=None2026.07 | 73.5 | |
| AMEND2026.07 | 73.3 | |
| SimGCDextension=None2026.07 | 72.8 | |
| LegoGCDextension=None2026.07 | 72.2 | |
| SimGCDPre-training=DINO2023.11 | 71.9 | |
| UNO+Pre-training=DINO2023.11 | 70.5 | |
| PromptCALPre-training=DINO2023.11 | 70.1 | |
| PromptCAL2026.07 | 70.1 | |
| µGCDPre-training=DINO2023.11 | 68.1 | |
| µGCD2026.07 | 68.1 | |
| GCDPre-training=DINOv22023.11 | 67.8 | |
| MIBPre-training=DINO2023.11 | 66.9 | |
| RankStats+Pre-training=DINO2023.11 | 61.8 | |
| XConPre-training=DINO2023.11 | 58.8 | |
| GCDPre-training=DINO2023.11 | 57.6 | |
| GCD2026.07 | 57.6 | |
| ORCAPre-training=DINO2023.11 | 50.1 | |
| k-meansPre-training=DINOv22023.11 | 24.5 | |
| k-meansPre-training=DINO2023.11 | 10.6 |