Temporal Grounding on Ego4D-NLQ
29.06R@1 (IoU=0.3)UniversalVTG
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| UniversalVTGShared Weights=true2026.04 | 29.06 | 20.56 | 24.81 | — | — | — | |
| UniTime-7BShared Weights=true2026.04 | 27.09 | 18.41 | 22.75 | — | — | — | |
| HieraMambaShared Weights=false2026.04 | 18.81 | 13.04 | 15.93 | — | — | — | |
| DeCafNetShared Weights=false2026.04 | 18.1 | 12.55 | 15.33 | — | — | — | |
| MSTGFeatures=EgoVLP2026.01 | 16.37 | 11.27 | 13.96 | 39.97 | 28.7 | 34.43 | |
| SnAG#Token=all2024.12 | 15.72 | 10.78 | 13.25 | 38.39 | 27.44 | 32.92 | |
| SnAGFeatures=EgoVLP2026.01 | 15.72 | 10.78 | 13.25 | 38.39 | 27.44 | 32.92 | |
| SnAGShared Weights=false2026.04 | 15.72 | 10.78 | 13.25 | — | — | — | |
| CONEFeatures=EgoVLP2026.01 | 14.15 | 8.18 | 11.17 | 30.33 | 18.02 | 24.18 | |
| CONEShared Weights=false2026.04 | 14.15 | 8.18 | 11.17 | — | — | — | |
| SEAL#Token=4502024.12 | 13.78 | 9.26 | 11.52 | 34.79 | 23.1 | 28.95 | |
| SnAG#Token=4502024.12 | 13.44 | 9.23 | 11.34 | 34.02 | 23.04 | 28.53 | |
| UniVTGShared Weights=true2026.04 | 11.74 | 7.54 | 9.64 | — | — | — | |
| VSL-NetFeatures=EgoVLP2026.01 | 10.84 | 6.81 | 8.83 | 18.84 | 13.45 | 16.15 | |
| SEAL#Token=2002024.12 | 10.83 | 7.06 | 8.95 | 27.39 | 17.41 | 22.4 | |
| MSTGFeatures=SF+BERT2026.01 | 10.8 | 7.22 | 9.49 | 28.54 | 20.38 | 25.06 | |
| UniTime-2BShared Weights=true2026.04 | 10.5 | 5.8 | 8.15 | — | — | — | |
| CONEFeatures=SF+BERT2026.01 | 10.4 | 5.03 | 7.72 | 22.74 | 11.87 | 17.31 | |
| SnAG#Token=2002024.12 | 10.03 | 6.35 | 8.19 | 26.56 | 16.9 | 21.73 | |
| SnAGFeatures=SF+BERT2026.01 | 9.83 | 6.83 | 8.33 | 27.93 | 19.27 | 23.6 | |
| M-DETRShared Weights=false2026.04 | 8.23 | 5.01 | 6.62 | — | — | — | |
| SOONetFeatures=SF+BERT2026.01 | 8 | 3.76 | 5.88 | 22.4 | 11.09 | 16.75 | |
| VSL-NetFeatures=SF+BERT2026.01 | 5.45 | 3.12 | 4.29 | 10.74 | 6.63 | 8.69 | |
| 2D-TANShared Weights=false2026.04 | 5.04 | 2.05 | 3.55 | — | — | — | |
| Qwen2.5-VL-7BShared Weights=true2026.04 | 1.11 | 0.48 | 0.8 | — | — | — |