Video Temporal Grounding on TACoS (R@1 Focus)
55.14Recall@1 (IoU=0.5)UniTime-7B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UniTime-7BShared Weights=true2026.04 | 55.14 | 66.91 | 61.03 | |
| UniversalVTGShared Weights=true2026.04 | 53.11 | 64.71 | 58.91 | |
| HieraMambaShared Weights=false2026.04 | 48.99 | 59.59 | 54.29 | |
| DeCafNetShared Weights=false2026.04 | 46.79 | 57.36 | 52.08 | |
| SnAGShared Weights=false2026.04 | 44.86 | 56.44 | 50.65 | |
| UniVTGShared Weights=true2026.04 | 43.44 | 56.11 | 49.78 | |
| BAM-DETRShared Weights=false2026.04 | 41.54 | 56.69 | 49.12 | |
| 2D-TANShared Weights=false2026.04 | 35.77 | 45.61 | 40.69 | |
| ED-VTG-7BShared Weights=true2026.04 | 31.5 | 46 | 38.75 | |
| Ours+2D-TANRun-Time=0.63s, Model Size=103M2026.05 | 26.76 | — | — | |
| M-DETRShared Weights=false2026.04 | 24.67 | 37.97 | 31.32 | |
| MomentDiffRun-Time=1.85s, Model Size=248M2026.05 | 21.4 | — | — | |
| 2D-TANRun-Time=0.71s, Model Size=232M2026.05 | 19.96 | — | — | |
| TGNRun-Time=0.89s, Model Size=166M2026.05 | 15.82 | — | — | |
| TimeChat-7BShared Weights=true2026.04 | 15.1 | 27.7 | 21.4 | |
| ACRNRun-Time=5.96s, Model Size=128M2026.05 | 13.27 | — | — | |
| CTRLRun-Time=3.58s, Model Size=22M2026.05 | 12.13 | — | — | |
| Qwen2.5-VL-7BShared Weights=true2026.04 | 3.35 | 7.66 | 5.51 |