Generalized Category Discovery on CIFAR-10 (Clustering Accuracy)
98.5Clustering Accuracy (All)SDBA + TextGCD
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SDBA + TextGCDBackbone=CLIP2026.06 | 98.5 | 98.3 | 98.6 | — | — | |
| SDBA + GETBackbone=CLIP2026.06 | 98.3 | 97.5 | 98.7 | — | — | |
| TextGCDBackbone=CLIP2026.06 | 98.2 | 98 | 98.6 | — | — | |
| PromptCALBackbone=DINO2026.06 | 97.9 | 96.6 | 98.5 | — | — | |
| AdaptGCDBackbone=DINO2026.06 | 97.9 | 95.5 | 99 | — | — | |
| PromptCAL2026.07 | 97.9 | 96.6 | 98.5 | — | — | |
| LegoGCD + CPF-GCDEnhancement=CPF-GCD2026.07 | 97.5 | 95.8 | 98.3 | — | — | |
| ConGCD2026.07 | 97.4 | 95.2 | 98.5 | — | — | |
| SimGCD + CPF-GCDEnhancement=CPF-GCD2026.07 | 97.4 | 95.5 | 98.3 | — | — | |
| PartGCDBackbone=DINO2026.06 | 97.3 | 95.7 | 98.1 | — | — | |
| ProtoGCD2026.07 | 97.3 | 95.3 | 98.2 | — | — | |
| GETBackbone=CLIP2026.06 | 97.2 | 94.6 | 98.5 | — | — | |
| SimGCDBackbone=DINO2026.06 | 97.1 | 95.1 | 98.1 | — | — | |
| LegoGCDBackbone=DINO2026.06 | 97.1 | 94.3 | 98.5 | — | — | |
| APL2026.07 | 97.1 | 94.9 | 98.2 | — | — | |
| SimGCD-CLIPBackbone=CLIP2026.06 | 97 | 94.2 | 98.4 | — | — | |
| LegoGCD2026.07 | 96.8 | 96.1 | 97.2 | — | — | |
| SelEx + CPF-GCDEnhancement=CPF-GCD2026.07 | 96.8 | 97.7 | 96.3 | — | — | |
| ClipGCDBackbone=CLIP2026.06 | 96.6 | 97.2 | 96.4 | — | — | |
| SimGCD2026.07 | 96.5 | 96.1 | 96.7 | — | — | |
| DCCLBackbone=DINO2026.06 | 96.3 | 96.5 | 96.9 | — | — | |
| DCCL2026.07 | 96.3 | 96.5 | 96.9 | — | — | |
| CMS + CPF-GCDEnhancement=CPF-GCD2026.07 | 96.2 | 97 | 95.7 | — | — | |
| SelEx2026.07 | 95.5 | 97.1 | 94.6 | — | — | |
| CMS2026.07 | 95.2 | 96.9 | 94.4 | — | — | |
| InfoSieve2026.07 | 94.8 | 97.7 | 93.4 | — | — | |
| PIM2026.07 | 94.7 | 97.4 | 93.3 | — | — | |
| SNCDEvaluation Protocol=Task-agnostic, Interpretable=false2026.07 | 94.3 | — | — | 95.8 | 92.7 | |
| GCD-CLIPBackbone=CLIP2026.06 | 94 | 97.3 | 92.3 | — | — | |
| UNOEvaluation Protocol=Task-agnostic, Interpretable=false2026.07 | 93.4 | — | — | 93.5 | 93.3 | |
| xNCDEvaluation Protocol=Task-agnostic, Interpretable=true2026.07 | 92.63 | — | — | 94.36 | 90.9 | |
| GCDBackbone=DINO2026.06 | 91.5 | 97.9 | 88.2 | — | — | |
| GCD2026.07 | 91.5 | 97.9 | 88.2 | — | — | |
| GCDEvaluation Protocol=Task-agnostic, Interpretable=false2026.07 | 91.5 | — | — | 97.9 | 88.5 | |
| RS+Evaluation Protocol=Task-agnostic, Interpretable=false2026.07 | 89.7 | — | — | 90.6 | 88.8 | |
| k-meansBackbone=DINO2026.06 | 83.6 | 85.7 | 82.5 | — | — | |
| ORCABackbone=DINO2026.06 | 81.8 | 86.2 | 79.6 | — | — | |
| MCLEvaluation Protocol=Task-agnostic, Interpretable=false2026.07 | 73.1 | — | — | 81.4 | 64.8 | |
| KCLEvaluation Protocol=Task-agnostic, Interpretable=false2026.07 | 69.8 | — | — | 79.4 | 60.1 | |
| DTCEvaluation Protocol=Task-agnostic, Interpretable=false2026.07 | 68.7 | — | — | 58.7 | 78.6 | |
| UNO+Backbone=DINO2026.06 | 68.6 | 98.3 | 53.8 | — | — | |
| RS+Backbone=DINO2026.06 | 46.8 | 19.2 | 60.5 | — | — |