Video Temporal Grounding on SVHighlights (test)
23.14mAPTRACE
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| TRACEInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Vid-LLMs2026.06 | 23.14 | 23.12 | 9.38 | 7.63 | |
| TF-SELECTORInput=V+A, Scoring=Segment, Protocol=Zero-shot, Category=Training-free Approach2026.06 | 12.81 | 26.56 | 16.9 | 10.58 | |
| TimeChatInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Vid-LLMs2026.06 | 12.4 | 14.69 | 9.42 | 7.63 | |
| TR-DETRInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs2026.06 | 12.29 | 23.44 | 12.84 | 7.05 | |
| CG-DETRInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs with pre-training2026.06 | 11.67 | 21.25 | 8.27 | 4.73 | |
| VTG-LLMInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Vid-LLMs2026.06 | 11.64 | 23.44 | 9.4 | 7.63 | |
| UMTInput=V+A, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs2026.06 | 10.97 | 13.44 | 11.76 | 6.39 | |
| QD-DETRInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs2026.06 | 10.87 | 7.5 | 10.7 | 6 | |
| CG-DETRInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs2026.06 | 10.43 | 9.38 | 9.95 | 5.52 | |
| UMTInput=V+A, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs with pre-training2026.06 | 9.82 | 8.44 | 8.27 | 4.45 | |
| UniVTGInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs with pre-training2026.06 | 9.38 | 7.81 | 8.27 | 4.4 | |
| Moment-DETRInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs with pre-training2026.06 | 9.34 | 4.06 | 7.86 | 4.2 | |
| Moment-DETRInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs2026.06 | 9.16 | 6.25 | 7.61 | 4.05 | |
| SL-ModuleInput=V, Scoring=Segment, Protocol=Zero-shot, Category=Segment-based Non-LLM2026.06 | 8.82 | 5.62 | 5.99 | 3.14 | |
| UniVTGInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs2026.06 | 8.76 | 2.19 | 5.68 | 2.97 | |
| MH-DETRInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs2026.06 | 8.49 | 3.44 | 4.52 | 2.42 |