Generalized Category Discovery on FGVC-Aircraft (test)
59.6Accuracy (All)LAGCD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LAGCDBackbone=DINO-pretrained ViT-B/162026.05 | 59.6 | 67.4 | 55.7 | |
| SIEFormerbaseline=SPTNet2026.02 | 59.4 | 62.5 | 57.8 | |
| SPTNet2026.02 | 59.3 | 61.8 | 58.1 | |
| SPTNetBackbone=DINO-pretrained ViT-B/162026.05 | 59.3 | 61.8 | 58.1 | |
| AdaptGCDBackbone=DINO-pretrained ViT-B/162026.05 | 57.9 | 65.2 | 54.3 | |
| ProtoGCD2026.02 | 56.8 | 62.5 | 53.9 | |
| ProtoGCDBackbone=DINO-pretrained ViT-B/162026.05 | 56.8 | 62.5 | 53.9 | |
| CMS2026.02 | 56 | 63.4 | 52.3 | |
| CMSBackbone=DINO-pretrained ViT-B/162026.05 | 56 | 63.4 | 52.3 | |
| LegoGCDBackbone=DINO-pretrained ViT-B/162026.05 | 55 | 61.5 | 51.7 | |
| HypGCD2026.02 | 54.8 | 63.5 | 50.6 | |
| SimGCD2026.02 | 54.2 | 59.1 | 51.8 | |
| SimGCDBackbone=DINO-pretrained ViT-B/162026.05 | 54.2 | 59.1 | 51.8 | |
| µGCD2026.02 | 53.8 | 55.4 | 53 | |
| µGCDBackbone=DINO-pretrained ViT-B/162026.05 | 53.8 | 55.4 | 53 | |
| SIEFormerbaseline=SimGCD2026.02 | 53.3 | 60.2 | 49.8 | |
| AMENDBackbone=DINO-pretrained ViT-B/162026.05 | 52.8 | 61.8 | 48.3 | |
| PromptCAL2026.02 | 52.2 | 52.2 | 52.3 | |
| PromptCALBackbone=DINO-pretrained ViT-B/162026.05 | 52.2 | 52.2 | 52.3 | |
| XConBackbone=DINO-pretrained ViT-B/162026.05 | 47.7 | 44.4 | 49.4 | |
| SIEFormerbaseline=GCD2026.02 | 47.4 | 47.6 | 47.4 | |
| GPCBackbone=DINO-pretrained ViT-B/162026.05 | 46.3 | 42.5 | 47.9 | |
| GCD2026.02 | 45 | 41.1 | 46.9 | |
| GCDBackbone=DINO-pretrained ViT-B/162026.05 | 45 | 41.1 | 46.9 | |
| UNO+2026.02 | 40.3 | 56.4 | 32.2 | |
| UNO+Backbone=DINO-pretrained ViT-B/162026.05 | 40.3 | 56.4 | 32.2 | |
| RankStats+2026.02 | 26.9 | 36.4 | 22.2 | |
| RankStats+Backbone=DINO-pretrained ViT-B/162026.05 | 26.9 | 36.4 | 22.2 | |
| ORCABackbone=DINO-pretrained ViT-B/162026.05 | 22 | 31.8 | 17.1 | |
| ORCA2026.02 | 20.9 | 30.9 | 11.5 | |
| k-meansBackbone=DINO-pretrained ViT-B/162026.05 | 16 | 14.4 | 16.8 |