Base-to-novel generalization on Average (K-400, HMDB-51, UCF-101, SSv2)
66.4Top-1 Acc (Base)FROSTER
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FROSTERText Augmentation=LLM-based2024.04 | 66.4 | 53.6 | 59.3 | |
| TC-CLIPText Augmentation=Original2024.04 | 66.3 | 52.3 | 58.5 | |
| TC-CLIPText Augmentation=LLM-based2024.04 | 66.3 | 54.9 | 60.1 | |
| ViFi-CLIPText Augmentation=Original2024.04 | 64.8 | 48.6 | 55.5 | |
| Open-VCLIPText Augmentation=Original2024.04 | 64.4 | 50.4 | 56.5 | |
| X-CLIPText Augmentation=Original2024.04 | 60.5 | 41.9 | 49.5 | |
| ActionCLIPText Augmentation=Original2024.04 | 58.5 | 37.9 | 46 | |
| A5Text Augmentation=Original2024.04 | 53.7 | 24.8 | 33.9 | |
| Vanilla CLIPText Augmentation=Original2024.04 | 49.8 | 42.3 | 45.7 |