Natural Language Query on Ego4D QnF
33.1Recall@1 (IoU=0.3)ReFocus(GroundNLQ)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ReFocus(GroundNLQ)Category=Task-Expert2026.04 | 33.1 | 59.7 | 23.7 | 46.1 | |
| ReFocus(OSGNet)Category=Task-Expert2026.04 | 32.5 | 58.3 | 22.4 | 45.3 | |
| OSGNetCategory=Task-Expert2026.04 | 29.6 | 56.3 | 20.5 | 43.3 | |
| GroundNLQCategory=Task-Expert2026.04 | 29.6 | 56 | 21.4 | 43 | |
| UniTimeCategory=LVLM, Protocol=Fine-tuned2026.04 | 21.7 | — | 13.3 | — | |
| UniTimeCategory=LVLM, Protocol=Zero-shot2026.04 | 19.9 | — | 12.3 | — | |
| TimeChatCategory=LVLM, Protocol=Zero-shot2026.04 | 1.6 | — | 0.7 | — |