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ResearchFormerly WizWand

Video Temporal Grounding on SVHighlights (test)

23.14mAPTRACE
7.90411.859515.81519.7705Jun 5, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TRACEInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Vid-LLMs2026.0623.1423.129.387.63
TF-SELECTORInput=V+A, Scoring=Segment, Protocol=Zero-shot, Category=Training-free Approach2026.0612.8126.5616.910.58
TimeChatInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Vid-LLMs2026.0612.414.699.427.63
TR-DETRInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs2026.0612.2923.4412.847.05
CG-DETRInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs with pre-training2026.0611.6721.258.274.73
VTG-LLMInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Vid-LLMs2026.0611.6423.449.47.63
UMTInput=V+A, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs2026.0610.9713.4411.766.39
QD-DETRInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs2026.0610.877.510.76
CG-DETRInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs2026.0610.439.389.955.52
UMTInput=V+A, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs with pre-training2026.069.828.448.274.45
UniVTGInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs with pre-training2026.069.387.818.274.4
Moment-DETRInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs with pre-training2026.069.344.067.864.2
Moment-DETRInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs2026.069.166.257.614.05
SL-ModuleInput=V, Scoring=Segment, Protocol=Zero-shot, Category=Segment-based Non-LLM2026.068.825.625.993.14
UniVTGInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs2026.068.762.195.682.97
MH-DETRInput=V, Scoring=Clip, Protocol=Zero-shot, Category=VTG-tuned Non-LLMs2026.068.493.444.522.42