Generalized Category Discovery on CIFAR10, CIFAR100, ImageNet-100
94.6Accuracy (All)PartCo-SelEx
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PartCo-SelExVenue=Ours, Backbone=DINOv22025.09 | 94.6 | 96.7 | 92 | |
| DebGCDVenue=ICLR’25, Backbone=DINOv22025.09 | 94.1 | 95.1 | 93.1 | |
| RLCDVenue=ICML’25, Backbone=DINOv22025.09 | 94.1 | 95.4 | 93.4 | |
| Hyp-SimGCDVenue=CVPR’25, Backbone=DINOv22025.09 | 94.1 | 94.6 | 94.6 | |
| PartCo-SelExVenue=Ours, Backbone=DINOv32025.09 | 94.1 | 95.8 | 92.4 | |
| FlipClassVenue=NeurIPS’24, Backbone=DINOv22025.09 | 93.9 | 95 | 94 | |
| SEALVenue=NeurIPS’25, Backbone=DINOv22025.09 | 93.3 | 93.9 | 93 | |
| Hyp-SelExVenue=CVPR’25, Backbone=DINOv22025.09 | 93.2 | 95.3 | 90.6 | |
| SelExVenue=ECCV’24, Backbone=DINOv32025.09 | 93.1 | 94.9 | 91.6 | |
| SPTNetVenue=ICLR’24, Backbone=DINOv22025.09 | 92.7 | 95.6 | 88.4 | |
| PartCo-SimGCDVenue=Ours, Backbone=DINOv22025.09 | 92.7 | 94.2 | 90.4 | |
| CiPRVenue=TMLR, Backbone=DINOv22025.09 | 92.5 | 91.8 | 93.6 | |
| PartCo-SimGCDVenue=Ours, Backbone=DINOv32025.09 | 92.5 | 94.5 | 89.6 | |
| SimGCDVenue=ICCV’23, Backbone=DINOv22025.09 | 92.4 | 93.8 | 91.3 | |
| SelExVenue=ECCV’24, Backbone=DINOv22025.09 | 92.4 | 95.3 | 89.4 | |
| SimGCDVenue=ICCV’23, Backbone=DINOv32025.09 | 91.6 | 94.8 | 87.5 | |
| AMENDVenue=WACV’24, Backbone=DINOv22025.09 | 89.5 | 91.6 | 88.7 | |
| GCDVenue=CVPR’22, Backbone=DINOv22025.09 | 85.3 | 91 | 80 | |
| k-meansVenue=-, Backbone=DINOv22025.09 | 81.4 | 82.2 | 81.4 | |
| k-meansVenue=-, Backbone=DINOv32025.09 | 79.3 | 79.9 | 78.5 |