Generalized Category Discovery on All Datasets Avg
75.1Overall AccuracySelEx + AL-GCD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SelEx + AL-GCDBackbone=CLIP ViT-B/16, Category Count Knowledge=Known2026.03 | 75.1 | 79.6 | 71.5 | |
| SimGCD + AL-GCDBackbone=CLIP ViT-B/16, Category Count Knowledge=Known2026.03 | 73.2 | 78.5 | 70.5 | |
| GETBackbone=CLIP ViT-B/16, Category Count Knowledge=Known2026.03 | 73 | 78.4 | 69.4 | |
| CMS + AL-GCDBackbone=CLIP ViT-B/16, Category Count Knowledge=Known2026.03 | 70 | 77.7 | 65.8 | |
| CMS + AL-GCDBackbone=CLIP ViT-B/16, Category Count Knowledge=Unknown2026.03 | 69.8 | 78.2 | 65.2 | |
| CMS + AL-GCDBackbone=CLIP ViT-B/16, Clustering Protocol=without the GT number of categories K2026.03 | 69.8 | 78.2 | 65.2 | |
| CPTBackbone=CLIP ViT-B/16, Category Count Knowledge=Known2026.03 | 68.9 | 75.3 | 65.6 | |
| SelExBackbone=CLIP ViT-B/16, Category Count Knowledge=Known2026.03 | 68.8 | 70.6 | 67.8 | |
| SimGCDBackbone=CLIP ViT-B/16, Category Count Knowledge=Known2026.03 | 68.6 | 76.1 | 64 | |
| CMSBackbone=CLIP ViT-B/16, Category Count Knowledge=Known2026.03 | 66.1 | 76.5 | 59.6 | |
| CMSBackbone=CLIP ViT-B/16, Category Count Knowledge=Unknown2026.03 | 65.8 | 74.5 | 60.6 | |
| CMSBackbone=CLIP ViT-B/16, Clustering Protocol=without the GT number of categories K2026.03 | 65.8 | 74.5 | 60.6 |