Generalized Category Discovery on Stanford Cars (test)
63.6Accuracy (All Classes)LAGCD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LAGCDBackbone=DINO-pretrained ViT-B/162026.05 | 63.6 | 79.6 | 55.9 | |
| AdaptGCDBackbone=DINO-pretrained ViT-B/162026.05 | 62.7 | 80.6 | 54 | |
| SIEFormerbaseline=SPTNet2026.02 | 60.1 | 77.8 | 51.5 | |
| SIEFormerbaseline=SimGCD2026.02 | 59.2 | 74 | 52.1 | |
| SPTNet2026.02 | 59 | 79.2 | 49.3 | |
| SPTNetBackbone=DINO-pretrained ViT-B/162026.05 | 59 | 79.2 | 49.3 | |
| HypGCD2026.02 | 57.6 | 74.9 | 49.2 | |
| LegoGCDBackbone=DINO-pretrained ViT-B/162026.05 | 57.3 | 75.7 | 48.4 | |
| CMS2026.02 | 56.9 | 76.1 | 47.6 | |
| CMSBackbone=DINO-pretrained ViT-B/162026.05 | 56.9 | 76.1 | 47.6 | |
| µGCD2026.02 | 56.5 | 68.1 | 50.9 | |
| µGCDBackbone=DINO-pretrained ViT-B/162026.05 | 56.5 | 68.1 | 50.9 | |
| AMENDBackbone=DINO-pretrained ViT-B/162026.05 | 56.4 | 73.3 | 48.2 | |
| SimGCD2026.02 | 53.8 | 71.9 | 45 | |
| ProtoGCD2026.02 | 53.8 | 73.7 | 44.2 | |
| SimGCDBackbone=DINO-pretrained ViT-B/162026.05 | 53.8 | 71.9 | 45 | |
| ProtoGCDBackbone=DINO-pretrained ViT-B/162026.05 | 53.8 | 73.7 | 44.2 | |
| PromptCAL2026.02 | 50.2 | 70.1 | 40.6 | |
| PromptCALBackbone=DINO-pretrained ViT-B/162026.05 | 50.2 | 70.1 | 40.6 | |
| SIEFormerbaseline=GCD2026.02 | 44.3 | 62.4 | 35.6 | |
| DCCL2026.02 | 43.1 | 55.7 | 36.2 | |
| DCCLBackbone=DINO-pretrained ViT-B/162026.05 | 43.1 | 55.7 | 36.2 | |
| GPCBackbone=DINO-pretrained ViT-B/162026.05 | 42.8 | 59.2 | 32.8 | |
| XConBackbone=DINO-pretrained ViT-B/162026.05 | 40.5 | 58.8 | 31.7 | |
| GCD2026.02 | 39 | 57.6 | 29.9 | |
| GCDBackbone=DINO-pretrained ViT-B/162026.05 | 39 | 57.6 | 29.9 | |
| UNO+2026.02 | 35.5 | 70.5 | 18.6 | |
| UNO+Backbone=DINO-pretrained ViT-B/162026.05 | 35.5 | 70.5 | 18.6 | |
| RankStats+2026.02 | 28.3 | 61.8 | 12.1 | |
| RankStats+Backbone=DINO-pretrained ViT-B/162026.05 | 28.3 | 61.8 | 12.1 | |
| ORCA2026.02 | 23.5 | 50.1 | 10.7 | |
| ORCABackbone=DINO-pretrained ViT-B/162026.05 | 23.5 | 50.1 | 10.7 | |
| k-meansBackbone=DINO-pretrained ViT-B/162026.05 | 12.8 | 10.6 | 13.8 |