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Models/LD-DETR

LD-DETR

Reported on 13 benchmarks across 2 tasks · 1 paper · 2 SOTA

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

Computer Vision13 results

  • Moment RetrievalonCharades-STA
    R@1 IoU=0.3· 2025-01-18
    73.92
    SOTA
    LD-DETR: Loop Decoder DEtection TRansformer for Video Moment Retrieval and Highlight DetectionarXiv:2501.10787
  • Moment RetrievalonCharades-STA
    mIoU· 2025-01-18
    53.44
    SOTA
    LD-DETR: Loop Decoder DEtection TRansformer for Video Moment Retrieval and Highlight DetectionarXiv:2501.10787
  • VideoonTACoS
    R@1,IoU=0.3· 2025-01-18
    57.61
    best: 58.1 (SG-DETR (w/ PT))
    LD-DETR: Loop Decoder DEtection TRansformer for Video Moment Retrieval and Highlight DetectionarXiv:2501.10787
  • VideoonTACoS
    R@1,IoU=0.5· 2025-01-18
    44.31
    best: 46.79 (DeCafNet)
    LD-DETR: Loop Decoder DEtection TRansformer for Video Moment Retrieval and Highlight DetectionarXiv:2501.10787
  • VideoonTACoS
    R@1,IoU=0.7· 2025-01-18
    26.24
    best: 33.9 (SG-DETR (w/ PT))
    LD-DETR: Loop Decoder DEtection TRansformer for Video Moment Retrieval and Highlight DetectionarXiv:2501.10787
  • VideoonTACoS
    mIoU· 2025-01-18
    40.3
    best: 42.4 (SG-DETR (w/ PT))
    LD-DETR: Loop Decoder DEtection TRansformer for Video Moment Retrieval and Highlight DetectionarXiv:2501.10787
  • Moment RetrievalonCharades-STA
    R@1 IoU=0.5· 2025-01-18
    62.58
    best: 71.1 (SG-DETR (w/ PT))
    LD-DETR: Loop Decoder DEtection TRansformer for Video Moment Retrieval and Highlight DetectionarXiv:2501.10787
  • Moment RetrievalonCharades-STA
    R@1 IoU=0.7· 2025-01-18
    41.56
    best: 52.8 (SG-DETR (w/ PT))
    LD-DETR: Loop Decoder DEtection TRansformer for Video Moment Retrieval and Highlight DetectionarXiv:2501.10787
  • Moment RetrievalonQVHighlights
    R@1 IoU=0.5· 2025-01-18
    66.8
    best: 76.59 (LLaVA-MR)
    LD-DETR: Loop Decoder DEtection TRansformer for Video Moment Retrieval and Highlight DetectionarXiv:2501.10787
  • Moment RetrievalonQVHighlights
    R@1 IoU=0.7· 2025-01-18
    51.04
    best: 61.48 (LLaVA-MR)
    LD-DETR: Loop Decoder DEtection TRansformer for Video Moment Retrieval and Highlight DetectionarXiv:2501.10787
  • Moment RetrievalonQVHighlights
    mAP· 2025-01-18
    46.41
    best: 58.8 (SG-DETR (w/ PT))
    LD-DETR: Loop Decoder DEtection TRansformer for Video Moment Retrieval and Highlight DetectionarXiv:2501.10787
  • Moment RetrievalonQVHighlights
    mAP@0.5· 2025-01-18
    67.61
    best: 76.2 (SG-DETR (w/ PT))
    LD-DETR: Loop Decoder DEtection TRansformer for Video Moment Retrieval and Highlight DetectionarXiv:2501.10787
  • Moment RetrievalonQVHighlights
    mAP@0.75· 2025-01-18
    46.99
    best: 60.8 (SG-DETR (w/ PT))
    LD-DETR: Loop Decoder DEtection TRansformer for Video Moment Retrieval and Highlight DetectionarXiv:2501.10787