Generalized Category Discovery on Clevr 4 (Novel)
47.8Texture AccuracyOAK
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OAKMode=Proposed method2025.12 | 47.8 | 100 | 99.8 | 43.7 | 16.5 | |
| GCDMode=Fine-tuned with GCD loss2025.12 | 43.6 | 94.9 | 99.2 | 42.3 | 15.7 | |
| CLIP-ZS + GT vocabVocabulary=Ground-truth novel class names2025.12 | 26.5 | 62.7 | 64.8 | 24.4 | 2.4 | |
| CLIP-ZS + LLM vocabVocabulary=LLM-generated potential names2025.12 | 20.7 | 44.1 | 49.5 | 24.4 | 0.6 | |
| SS-KMeansMode=Semi-supervised K-means2025.12 | 13.7 | 13 | 82.8 | 15.5 | 0.2 |