Generalized Category Discovery on Aircraft (test)
71.1Accuracy (All)FlipClass
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FlipClassBackbone=DINOv22024.09 | 71.1 | 75.1 | 69.1 | |
| μGCDBackbone=DINOv22024.09 | 66.3 | 68.7 | 65.1 | |
| SPTNetBackbone=DINO2024.09 | 59.3 | 61.8 | 58.1 | |
| FlipClassBackbone=DINO2024.09 | 59.3 | 66.9 | 55.4 | |
| InfoSieveBackbone=DINO2024.09 | 56.3 | 63.7 | 52.5 | |
| CMSBackbone=DINO2024.09 | 56 | 63.4 | 52.3 | |
| GCDBackbone=DINOv22024.09 | 55.4 | 47.9 | 59.2 | |
| LegoGCD2025.01 | 55 | 61.5 | 51.7 | |
| TIDABackbone=DINO2024.09 | 54.6 | 61.3 | — | |
| SimGCD*variant=re-implemented2025.01 | 54.6 | 61.4 | 51.1 | |
| SimGCDBackbone=ViT-B/16, Pre-trained=DINO2022.11 | 54.2 | 59.1 | 51.8 | |
| SimGCDBackbone=DINO2024.09 | 54.2 | 59.1 | 51.8 | |
| SimGCD2025.01 | 54.2 | 59.1 | 51.8 | |
| μGCDBackbone=DINO2024.09 | 53.8 | 55.4 | 53 | |
| AdaptGCDBackbone=DINO2024.09 | 53.7 | 51.1 | 56 | |
| AMENDBackbone=DINO2024.09 | 52.8 | 61.8 | 48.3 | |
| PromptCALStage=2nd2022.12 | 52.2 | 52.2 | 52.3 | |
| PCALBackbone=DINO2024.09 | 52.2 | 52.2 | 52.3 | |
| GCABackbone=DINO2024.09 | 52 | 57.1 | 49.5 | |
| SimGCDBackbone=DINOv22024.09 | 49.9 | 60.9 | 60 | |
| XConBackbone=DINO2024.09 | 47.7 | 44.4 | 49.4 | |
| GCD2022.12 | 45 | 41.1 | 46.9 | |
| GCDBackbone=ViT-B/16, Pre-trained=DINO2022.11 | 45 | 41.1 | 46.9 | |
| GCDBackbone=DINO2024.09 | 45 | 41.1 | 46.9 | |
| GCD2025.01 | 45 | 41.1 | 46.9 | |
| PromptCALStage=1st2022.12 | 44.5 | 62.8 | 32.9 | |
| UNO+Backbone=ViT-B/16, Pre-trained=DINO2022.11 | 40.3 | 56.4 | 32.2 | |
| UNO+2025.01 | 40.3 | 56.4 | 32.2 | |
| ORCAadapted=true2022.12 | 31.6 | 32 | 31.4 | |
| UNOadapted=true2022.12 | 28.3 | 53.7 | 14.7 | |
| RankStatsadapted=true2022.12 | 27.9 | 55.8 | 12.8 | |
| RS+Backbone=ViT-B/16, Pre-trained=DINO2022.11 | 26.9 | 36.4 | 22.2 | |
| RS+2025.01 | 26.9 | 36.4 | 22.2 | |
| ORCABackbone=ViT-B/16, Pre-trained=DINO2022.11 | 22 | 31.8 | 17.1 | |
| ORCA2025.01 | 22 | 31.8 | 17.1 | |
| k-meansBackbone=ViT-B/16, Pre-trained=DINO2022.11 | 16 | 14.4 | 16.8 | |
| k-means2025.01 | 16 | 14.4 | 16.8 | |
| KMeans2022.12 | 12.9 | 12.8 | 12.9 |