Base-to-novel generalization on SS v2
18.3Top-1 Acc (Base)FROSTER
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FROSTERText Augmentation=LLM-based2024.04 | 18.3 | 12.2 | 14.6 | |
| TC-CLIPText Augmentation=Original2024.04 | 17.5 | 13.4 | 15.2 | |
| TC-CLIPText Augmentation=LLM-based2024.04 | 17.5 | 13.4 | 15.2 | |
| ViFi-CLIPText Augmentation=Original2024.04 | 16.2 | 12.1 | 13.9 | |
| Open-VCLIPText Augmentation=Original2024.04 | 16 | 11 | 13 | |
| ActionCLIPText Augmentation=Original2024.04 | 13.3 | 10.1 | 11.5 | |
| X-CLIPText Augmentation=Original2024.04 | 8.5 | 6.6 | 7.4 | |
| A5Text Augmentation=Original2024.04 | 8.3 | 5.3 | 6.4 | |
| Vanilla CLIPText Augmentation=Original2024.04 | 4.9 | 5.3 | 5.1 |