Generalized Category Discovery on ImageNet 1k
66.7Accuracy (All)SSR2-GCD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SSR2-GCDBackbone=CLIP2026.02 | 66.7 | 77.3 | 61.1 | |
| SSR2-GCDBackbone=CLIP2026.02 | 66.7 | 77.3 | 61.1 | |
| TextGCDBackbone=CLIP2026.02 | 64.8 | 77.8 | 58.3 | |
| TextGCDBackbone=CLIP2026.02 | 64.8 | 77.8 | 58.3 | |
| InfoSculpt2026.01 | 63 | 79.7 | 54.1 | |
| LegoGCDVenue=CVPR’242026.01 | 62.4 | 79.5 | 53.8 | |
| GETBackbone=CLIP2026.02 | 62.4 | 74 | 56.6 | |
| GETBackbone=CLIP2026.02 | 62.4 | 74 | 56.6 | |
| SIEFormerbaseline=SimGCD2026.02 | 58.1 | 78 | 48.2 | |
| SIEFormerbaseline=SPTNet2026.02 | 57.9 | 78.5 | 47.5 | |
| SimGCDVenue=ICCV’232026.01 | 57.1 | 77.3 | 46.9 | |
| SimGCD2026.02 | 57.1 | 77.3 | 46.9 | |
| SimGCDBackbone=DINOv12026.02 | 57.1 | 77.3 | 46.9 | |
| SPTNetre-implemented=true2026.02 | 56.9 | 76.1 | 47.1 | |
| HypGCD2026.02 | 55 | 75.7 | 44.6 | |
| GCDVenue=CVPR’222026.01 | 52.5 | 72.5 | 42.2 | |
| GCD2026.02 | 52.5 | 72.5 | 42.2 | |
| GCDBackbone=DINOv12026.02 | 52.5 | 72.5 | 42.2 | |
| SimGCDBackbone=CLIP2026.02 | 48.2 | 72.7 | 36 |