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Models/UniVTG

UniVTG

Reported on 13 benchmarks across 4 tasks · 1 paper · 3 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision11 results

  • VideoonTACoS
    R@1,IoU=0.3· 2023-07-31
    51.44
    best: 58.1 (SG-DETR (w/ PT))
    SOTA
    UniVTG: Towards Unified Video-Language Temporal GroundingarXiv:2307.16715
  • VideoonTACoS
    R@1,IoU=0.7· 2023-07-31
    21.07
    best: 33.9 (SG-DETR (w/ PT))
    SOTA
    UniVTG: Towards Unified Video-Language Temporal GroundingarXiv:2307.16715
  • VideoonTACoS
    mIoU· 2023-07-31
    35.76
    best: 42.4 (SG-DETR (w/ PT))
    SOTA
    UniVTG: Towards Unified Video-Language Temporal GroundingarXiv:2307.16715
  • VideoonTACoS
    R@1,IoU=0.5· 2023-07-31
    34.97
    best: 46.79 (DeCafNet)
    UniVTG: Towards Unified Video-Language Temporal GroundingarXiv:2307.16715
  • Moment RetrievalonQVHighlights
    R@1 IoU=0.5· 2023-07-31
    58.86
    best: 76.59 (LLaVA-MR)
    UniVTG: Towards Unified Video-Language Temporal GroundingarXiv:2307.16715
  • Moment RetrievalonQVHighlights
    R@1 IoU=0.7· 2023-07-31
    40.86
    best: 61.48 (LLaVA-MR)
    UniVTG: Towards Unified Video-Language Temporal GroundingarXiv:2307.16715
  • Moment RetrievalonQVHighlights
    mAP· 2023-07-31
    35.47
    best: 58.8 (SG-DETR (w/ PT))
    UniVTG: Towards Unified Video-Language Temporal GroundingarXiv:2307.16715
  • Moment RetrievalonQVHighlights
    mAP@0.5· 2023-07-31
    57.6
    best: 76.2 (SG-DETR (w/ PT))
    UniVTG: Towards Unified Video-Language Temporal GroundingarXiv:2307.16715
  • Moment RetrievalonQVHighlights
    mAP@0.75· 2023-07-31
    35.59
    best: 60.8 (SG-DETR (w/ PT))
    UniVTG: Towards Unified Video-Language Temporal GroundingarXiv:2307.16715
  • Highlight DetectiononQVHighlights
    Hit@1· 2023-07-31
    60.96
    best: 71.01 (FlashVTG)
    UniVTG: Towards Unified Video-Language Temporal GroundingarXiv:2307.16715
  • Highlight DetectiononQVHighlights
    mAP· 2023-07-31
    38.2
    best: 44.7 (SG-DETR (w/ PT))
    UniVTG: Towards Unified Video-Language Temporal GroundingarXiv:2307.16715

Methodology2 results

  • 16konQVHighlights
    Hit@1· 2023-07-31
    60.96
    best: 71.01 (FlashVTG)
    UniVTG: Towards Unified Video-Language Temporal GroundingarXiv:2307.16715
  • 16konQVHighlights
    mAP· 2023-07-31
    38.2
    best: 44.7 (SG-DETR (w/ PT))
    UniVTG: Towards Unified Video-Language Temporal GroundingarXiv:2307.16715