Natural Language Query on HD-EPIC QnF
15.3R@1 (IoU=0.3)ReFocus(OSGNet)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ReFocus(OSGNet)Category=Task-Expert2026.04 | 15.3 | 38.3 | 10.1 | 25.8 | |
| ReFocus(GroundNLQ)Category=Task-Expert2026.04 | 15.1 | 39.6 | 9.1 | 25.7 | |
| OSGNetCategory=Task-Expert2026.04 | 14.7 | 37.7 | 9.6 | 25.2 | |
| GroundNLQCategory=Task-Expert2026.04 | 11.3 | 33.8 | 6.5 | 21.1 | |
| UniTimeCategory=LVLM, Protocol=Zero-shot2026.04 | 3.6 | — | 1.3 | — | |
| UniTimeCategory=LVLM, Protocol=Fine-tuned2026.04 | 2.5 | — | 1 | — | |
| TimeChatCategory=LVLM, Protocol=Zero-shot2026.04 | 0.2 | — | 0 | — |