Generalized Category Discovery on Herbarium19 (test)
49.3Score (All Categories)LAGCD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LAGCDBackbone=DINO-pretrained ViT-B/162026.05 | 49.3 | 67.2 | 39.6 | |
| FlipClassPretraining=DINO2024.09 | 46.3 | 60.2 | 40.7 | |
| μGCDPretraining=DINO2024.09 | 45.8 | 61.9 | 37.2 | |
| µGCD2025.04 | 45.8 | 61.9 | 37.2 | |
| µGCD2026.02 | 45.8 | 61.9 | 37.2 | |
| µGCDBackbone=DINO-pretrained ViT-B/162026.05 | 45.8 | 61.9 | 37.2 | |
| AdaptGCDBackbone=DINO-pretrained ViT-B/162026.05 | 45.7 | 60.6 | 37.7 | |
| Hyp-SimGCD2025.04 | 45.1 | 60.1 | 36.9 | |
| LegoGCDBackbone=DINO-pretrained ViT-B/162026.05 | 45.1 | 57.4 | 38.4 | |
| SIEFormerbaseline=SPTNet2026.02 | 44.7 | 57.7 | 37.7 | |
| ProtoGCD2026.02 | 44.5 | 59.4 | 36.5 | |
| SIEFormerbaseline=SimGCD2026.02 | 44.5 | 57.2 | 37.6 | |
| ProtoGCDBackbone=DINO-pretrained ViT-B/162026.05 | 44.5 | 59.4 | 36.5 | |
| AMENDPretraining=DINO2024.09 | 44.2 | 60.5 | 35.4 | |
| AMENDBackbone=DINO-pretrained ViT-B/162026.05 | 44.2 | 60.5 | 35.4 | |
| SimGCDPretraining=DINO2024.09 | 44 | 58 | 36.4 | |
| SimGCD2025.04 | 44 | 58 | 36.4 | |
| SimGCDBackbone=DINO-pretrained ViT-B/162026.05 | 44 | 58 | 36.4 | |
| SPTNet2026.02 | 43.4 | 58.7 | 35.2 | |
| SPTNetBackbone=DINO-pretrained ViT-B/162026.05 | 43.4 | 58.7 | 35.2 | |
| SimGCD2026.02 | 43 | 58 | 35.1 | |
| MIBPretraining=DINO2024.09 | 42.3 | 56.1 | 34.8 | |
| InfoSievePretraining=DINO2024.09 | 41 | 55.4 | 33.2 | |
| Hyp-SelEx2025.04 | 40.5 | 49 | 36 | |
| InfoSieve2025.04 | 40.3 | 59 | 30.2 | |
| SelEx2025.04 | 39.6 | 54.9 | 31.3 | |
| OpenConPretraining=DINO2024.09 | 39.3 | 58.9 | 28.6 | |
| OpenCon2025.04 | 39.3 | 58.9 | 28.6 | |
| Hyp-GCD2025.04 | 38.6 | 43.1 | 36.2 | |
| PCALPretraining=DINO2024.09 | 37 | 52 | 28.9 | |
| PromptCAL2026.02 | 37 | 52 | 28.9 | |
| PromptCALBackbone=DINO-pretrained ViT-B/162026.05 | 37 | 52 | 28.9 | |
| SIEFormerbaseline=GCD2026.02 | 36.5 | 54.5 | 26.8 | |
| CMSPretraining=DINO2024.09 | 36.4 | 54.9 | 26.4 | |
| CMS2026.02 | 36.4 | 54.9 | 26.4 | |
| CMSBackbone=DINO-pretrained ViT-B/162026.05 | 36.4 | 54.9 | 26.4 | |
| GCDPretraining=DINO2024.09 | 35.4 | 51 | 27 | |
| GCD2025.04 | 35.4 | 51 | 27 | |
| GCD2026.02 | 35.4 | 51 | 27 | |
| ORCABackbone=DINO-pretrained ViT-B/162026.05 | 35.4 | 51 | 27 | |
| UNO+Pretraining=DINO2024.09 | 28.3 | 53.7 | 12.8 | |
| UNO+2026.02 | 28.3 | 53.7 | 14.7 | |
| UNO+Backbone=DINO-pretrained ViT-B/162026.05 | 28.3 | 53.7 | 14.7 | |
| RS+Pretraining=DINO2024.09 | 27.9 | 55.8 | 12.8 | |
| RankStats+2026.02 | 27.9 | 55.8 | 12.8 | |
| RankStats+Backbone=DINO-pretrained ViT-B/162026.05 | 27.9 | 55.8 | 12.8 | |
| ORCA2025.04 | 24.6 | 26.5 | 23.7 | |
| ORCA2026.02 | 22 | 31.8 | 17.1 | |
| ORCAPretraining=DINO2024.09 | 20.9 | 30.9 | 15.5 | |
| GCDBackbone=DINO-pretrained ViT-B/162026.05 | 20.9 | 30.9 | 15.5 | |
| k-meansPretraining=DINO2024.09 | 13 | 12.2 | 13.4 | |
| k-meansBackbone=DINO-pretrained ViT-B/162026.05 | 13 | 12.2 | 13.4 |