Category Discovery on Stanford Cars All classes
76.1AccuracyµGCD
Evaluation Results
| Method | Links | |
|---|---|---|
| µGCDPre-training=DINOv22023.11 | 76.1 | |
| SimGCDPre-training=DINOv22023.11 | 71.5 | |
| GCDPre-training=DINOv22023.11 | 65.7 | |
| µGCDPre-training=DINO2023.11 | 56.5 | |
| SimGCDPre-training=DINO2023.11 | 53.8 | |
| PromptCALPre-training=DINO2023.11 | 50.2 | |
| OpenConPre-training=DINO2023.11 | 49.1 | |
| MIBPre-training=DINO2023.11 | 43.1 | |
| XConPre-training=DINO2023.11 | 40.5 | |
| GCDPre-training=DINO2023.11 | 39 | |
| UNO+Pre-training=DINO2023.11 | 35.5 | |
| k-meansPre-training=DINOv22023.11 | 29.4 | |
| RankStats+Pre-training=DINO2023.11 | 28.3 | |
| ORCAPre-training=DINO2023.11 | 23.5 | |
| k-meansPre-training=DINO2023.11 | 12.8 |