Generalized Category Discovery on Classification Avg
88.7Overall AccuracySimGCD + AL-GCD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SimGCD + AL-GCDBackbone=CLIP ViT-B/16, Category Count Knowledge=Known2026.03 | 88.7 | 89.9 | 88.1 | |
| GETBackbone=CLIP ViT-B/16, Category Count Knowledge=Known2026.03 | 86.9 | 90.6 | 82.6 | |
| SelEx + AL-GCDBackbone=CLIP ViT-B/16, Category Count Knowledge=Known2026.03 | 86.6 | 90.9 | 80.5 | |
| CMS + AL-GCDBackbone=CLIP ViT-B/16, Category Count Knowledge=Known2026.03 | 85.8 | 90.4 | 83 | |
| SimGCDBackbone=CLIP ViT-B/16, Category Count Knowledge=Known2026.03 | 85.5 | 89.2 | 81.4 | |
| CPTBackbone=CLIP ViT-B/16, Category Count Knowledge=Known2026.03 | 85.3 | 88.3 | 83.7 | |
| CMS + AL-GCDBackbone=CLIP ViT-B/16, Category Count Knowledge=Unknown2026.03 | 84.5 | 90.7 | 80.2 | |
| SelExBackbone=CLIP ViT-B/16, Category Count Knowledge=Known2026.03 | 84.2 | 85.3 | 83.8 | |
| CMSBackbone=CLIP ViT-B/16, Category Count Knowledge=Known2026.03 | 83.1 | 89.5 | 76.3 | |
| CMSBackbone=CLIP ViT-B/16, Category Count Knowledge=Unknown2026.03 | 81.4 | 87.5 | 75.9 |