Text-to-video retrieval on UltraVideo
58.5R@1MoVA
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MoVA2026.07 | 58.5 | 87.8 | 94.4 | 1 | 3.4 | |
| ProST2026.07 | 51.8 | 83.5 | 90.3 | 1 | 5.7 | |
| CLIP4Clip2026.07 | 43.3 | 74.6 | 84.9 | 2 | 9.2 | |
| VideoCLIP-XL2026.07 | 42.6 | 71.8 | 82.2 | 2 | 8.4 | |
| X-CLIP2026.07 | 41.9 | 73.5 | 84.3 | 2 | 7.7 | |
| DRL2026.07 | 35.9 | 65.9 | 76.5 | 3 | 16.6 | |
| InternVideo2026.07 | 35.4 | 65.9 | 76.3 | 3 | 14 |