Generalized Category Discovery on CUB-200 full-shot
69.4Accuracy (Old Categories)CLIP-ZS
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CLIP-ZSBackbone=CLIP ViT-B/162025.12 | 69.4 | — | — | |
| GCDBackbone=CLIP ViT-B/162025.12 | 60.4 | 60.8 | 60.7 | |
| OAKBackbone=CLIP ViT-B/162025.12 | 59.6 | 62.4 | 61.5 | |
| CLIP-ZS + GT vocabBackbone=CLIP ViT-B/162025.12 | 55.6 | 56.1 | 55.9 | |
| CLIP-ZS + LLM vocabBackbone=CLIP ViT-B/162025.12 | 46.4 | 44 | 44.8 | |
| SS-KMeansBackbone=CLIP ViT-B/162025.12 | 46.2 | 46.6 | 46.5 |