Generalized Category Discovery on Clevr-4
82.3Texture AccOAK
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OAKMode=Proposed method2025.12 | 82.3 | 100 | 99.9 | 45 | 40.5 | |
| GCDMode=Fine-tuned with GCD loss2025.12 | 73.4 | 98.3 | 99 | 41.9 | 35.5 | |
| OAKMode=Proposed method2025.12 | 64.6 | 100 | 99.8 | 44.4 | 28.5 | |
| GCDMode=Fine-tuned with GCD loss2025.12 | 58.2 | 96.6 | 99.1 | 42.1 | 22.6 | |
| CLIP-ZSVocabulary=Known class names2025.12 | 40.8 | 94.4 | 79.7 | 46.9 | 14.6 | |
| CLIP-ZS + LLM vocabVocabulary=LLM-generated potential names2025.12 | 29.4 | 81.9 | 56.5 | 21.7 | 3.3 | |
| CLIP-ZS + LLM vocabVocabulary=LLM-generated potential names2025.12 | 25 | 62.8 | 53.3 | 23.1 | 1.7 | |
| CLIP-ZS + GT vocabVocabulary=Ground-truth novel class names2025.12 | 20 | 71.2 | 62.3 | 23.1 | 2 | |
| SS-KMeansMode=Semi-supervised K-means2025.12 | 13.4 | 11.7 | 77.6 | 19.8 | 0.1 | |
| CLIP-ZS + GT vocabVocabulary=Ground-truth novel class names2025.12 | 13.3 | 79.8 | 60.1 | 21.7 | 3.1 | |
| SS-KMeansMode=Semi-supervised K-means2025.12 | 12.9 | 10.4 | 73.2 | 24.2 | 0.5 |