Generalized Category Discovery on CUB-200 (test)
79.3Overall AccuracyFlipClass
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FlipClassBackbone=DINOv22024.09 | 79.3 | 80.7 | 78.5 | — | — | |
| μGCDBackbone=DINOv22024.09 | 74 | 75.9 | 73.1 | — | — | |
| GCDBackbone=DINOv22024.09 | 71.9 | 71.2 | 72.3 | — | — | |
| SimGCDBackbone=DINOv22024.09 | 71.5 | 78.1 | 68.3 | — | — | |
| FlipClassBackbone=DINO2024.09 | 71.3 | 71.3 | 71.3 | — | — | |
| InfoSieveBackbone=DINO2024.09 | 69.4 | 77.9 | 65.1 | — | — | |
| SIEFormerbaseline=SPTNet2026.02 | 69.1 | 75.1 | 66.2 | — | — | |
| LAGCDBackbone=DINO-pretrained ViT-B/162026.05 | 69.1 | 75.2 | 66.1 | — | — | |
| GCABackbone=DINO2024.09 | 68.8 | 73.4 | 66.6 | — | — | |
| AdaptGCDBackbone=DINO-pretrained ViT-B/162026.05 | 68.8 | 74.5 | 65.9 | — | — | |
| CMSBackbone=DINO2024.09 | 68.2 | 76.5 | 64 | — | — | |
| CMS2026.02 | 68.2 | 76.5 | 64 | — | — | |
| CMSBackbone=DINO-pretrained ViT-B/162026.05 | 68.2 | 76.5 | 64 | — | — | |
| AdaptGCDBackbone=DINO2024.09 | 66.6 | 66.5 | 66.7 | — | — | |
| SIEFormerbaseline=SimGCD2026.02 | 66 | 71.6 | 63.2 | — | — | |
| SPTNetBackbone=DINO2024.09 | 65.8 | 68.8 | 65.1 | — | — | |
| SPTNet2026.02 | 65.8 | 68.8 | 65.1 | — | — | |
| HypGCD2026.02 | 65.8 | 75.1 | 61.1 | — | — | |
| SPTNetBackbone=DINO-pretrained ViT-B/162026.05 | 65.8 | 68.8 | 65.1 | — | — | |
| μGCDBackbone=DINO2024.09 | 65.7 | 68 | 64.6 | — | — | |
| µGCD2026.02 | 65.7 | 68 | 64.6 | — | — | |
| µGCDBackbone=DINO-pretrained ViT-B/162026.05 | 65.7 | 68 | 64.6 | — | — | |
| PIM + L-RegCategory=InfoMax based2024.10 | 65.3 | 76 | 60 | — | — | |
| AMENDBackbone=DINO2024.09 | 64.9 | 75.6 | 59.6 | — | — | |
| AMENDBackbone=DINO-pretrained ViT-B/162026.05 | 64.9 | 75.6 | 59.6 | — | — | |
| LegoGCDBackbone=DINO-pretrained ViT-B/162026.05 | 63.8 | 71.9 | 59.8 | — | — | |
| DCCL2026.02 | 63.5 | 60.8 | 64.9 | — | — | |
| DCCLBackbone=DINO-pretrained ViT-B/162026.05 | 63.5 | 60.8 | 64.9 | — | — | |
| ProtoGCD2026.02 | 63.2 | 68.5 | 60.5 | — | — | |
| ProtoGCDBackbone=DINO-pretrained ViT-B/162026.05 | 63.2 | 68.5 | 60.5 | — | — | |
| PromptCALStage=2nd2022.12 | 62.9 | 64.4 | 62.1 | — | — | |
| PCALBackbone=DINO2024.09 | 62.9 | 64.4 | 62.1 | — | — | |
| PromptCAL2026.02 | 62.9 | 64.4 | 62.1 | — | — | |
| PromptCALBackbone=DINO-pretrained ViT-B/162026.05 | 62.9 | 64.4 | 62.1 | — | — | |
| PIMCategory=InfoMax based2024.10 | 62.7 | 75.7 | 56.2 | — | — | |
| PromptCALsetting=Inductive GCD, backbone=ViT2022.12 | 62.4 | 68.1 | 56.8 | 70.1 | 60.1 | |
| SimGCDBackbone=ViT-B/16, Pre-trained=DINO2022.11 | 60.3 | 65.6 | 57.7 | — | — | |
| SimGCDBackbone=DINO2024.09 | 60.3 | 65.6 | 57.7 | — | — | |
| SimGCD2026.02 | 60.3 | 65.6 | 57.7 | — | — | |
| SimGCDBackbone=DINO-pretrained ViT-B/162026.05 | 60.3 | 65.6 | 57.7 | — | — | |
| GCDsetting=Inductive GCD, backbone=ViT2022.12 | 57.5 | 64.5 | 50.6 | 69.2 | 57.6 | |
| CiPRBackbone=DINO2024.09 | 57.1 | 58.7 | 55.6 | — | — | |
| GPCBackbone=DINO-pretrained ViT-B/162026.05 | 55.4 | 58.2 | 53.1 | — | — | |
| SIEFormerbaseline=GCD2026.02 | 54.6 | 57.9 | 53 | — | — | |
| TIMCategory=InfoMax based2024.10 | 53.4 | 51.8 | 54.2 | — | — | |
| RIMCategory=InfoMax based2024.10 | 52.3 | 51.8 | 52.5 | — | — | |
| XConBackbone=DINO2024.09 | 52.1 | 54.3 | 51 | — | — | |
| XConBackbone=DINO-pretrained ViT-B/162026.05 | 52.1 | 54.3 | 51 | — | — | |
| GCD2022.12 | 51.3 | 56.6 | 48.7 | — | — | |
| GCDBackbone=ViT-B/16, Pre-trained=DINO2022.11 | 51.3 | 56.6 | 48.7 | — | — | |
| GCDBackbone=DINO2024.09 | 51.3 | 56.6 | 48.7 | — | — | |
| GCD2024.10 | 51.3 | 56.6 | 48.7 | — | — | |
| GCD2026.02 | 51.3 | 56.6 | 48.7 | — | — | |
| GCDBackbone=DINO-pretrained ViT-B/162026.05 | 51.3 | 56.6 | 48.7 | — | — | |
| PromptCALStage=1st2022.12 | 51.1 | 55.4 | 48.9 | — | — | |
| ORCA (DINO)setting=Inductive GCD, backbone=ViT2022.12 | 40.7 | 61.2 | 20.2 | 76.3 | 38.3 | |
| ORCABackbone=ViT-B/162024.10 | 38 | 45.6 | 31.8 | — | — | |
| PHE2024.10 | 36.4 | 55.8 | 27 | — | — | |
| ORCAadapted=true2022.12 | 36.3 | 43.8 | 32.6 | — | — | |
| ORCABackbone=ViT-B/16, Pre-trained=DINO2022.11 | 35.3 | 45.6 | 30.2 | — | — | |
| ORCA2026.02 | 35.3 | 45.6 | 30.2 | — | — | |
| ORCABackbone=DINO-pretrained ViT-B/162026.05 | 35.3 | 45.6 | 30.2 | — | — | |
| UNOadapted=true2022.12 | 35.1 | 49 | 28.1 | — | — | |
| UNO+Backbone=ViT-B/16, Pre-trained=DINO2022.11 | 35.1 | 49 | 28.1 | — | — | |
| UNO+2024.10 | 35.1 | 49 | 28.1 | — | — | |
| UNO+2026.02 | 35.1 | 49 | 28.1 | — | — | |
| UNO+Backbone=DINO-pretrained ViT-B/162026.05 | 35.1 | 49 | 28.1 | — | — | |
| KMeans2022.12 | 34.3 | 38.9 | 32.1 | — | — | |
| k-meansBackbone=ViT-B/16, Pre-trained=DINO2022.11 | 34.3 | 38.9 | 32.1 | — | — | |
| K-means2024.10 | 34.3 | 38.9 | 32.1 | — | — | |
| k-meansBackbone=DINO-pretrained ViT-B/162026.05 | 34.3 | 38.9 | 32.1 | — | — | |
| RankStatsadapted=true2022.12 | 33.3 | 51.6 | 24.2 | — | — | |
| RS+Backbone=ViT-B/16, Pre-trained=DINO2022.11 | 33.3 | 51.6 | 24.2 | — | — | |
| RankStats+2024.10 | 33.3 | 51.6 | 24.2 | — | — | |
| RankStats+2026.02 | 33.3 | 51.6 | 24.2 | — | — | |
| RankStats+Backbone=DINO-pretrained ViT-B/162026.05 | 33.3 | 51.6 | 24.2 | — | — | |
| SMILE2024.10 | 32.2 | 50.9 | 22.9 | — | — | |
| SLC2024.10 | 31.3 | 48.5 | 22.7 | — | — | |
| RankStat2024.10 | 27.6 | 46.2 | 18.3 | — | — | |
| ORCAVariant=Original2024.10 | 27.5 | 20.1 | 31.1 | — | — | |
| WTA2024.10 | 26.5 | 45 | 17.3 | — | — |