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Models/DRL

DRL

Reported on 38 benchmarks across 2 tasks · 1 paper · 22 SOTA

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

Computer Vision38 results

  • VideoonMSR-VTT-1kA
    text-to-video R@1· uses extra data· 2022-03-14
    53.3
    best: 62.9 (HunYuan_tvr (huge))
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • VideoonMSR-VTT-1kA
    text-to-video R@10· uses extra data· 2022-03-14
    87.6
    best: 90.8 (HunYuan_tvr (huge))
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • VideoonMSR-VTT-1kA
    text-to-video R@5· uses extra data· 2022-03-14
    80.3
    best: 84.5 (HunYuan_tvr (huge))
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • VideoonMSR-VTT-1kA
    video-to-text R@1· uses extra data· 2022-03-14
    56.2
    best: 64.8 (HunYuan_tvr (huge))
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • VideoonMSR-VTT-1kA
    video-to-text R@10· uses extra data· 2022-03-14
    87.4
    best: 91.1 (HunYuan_tvr (huge))
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • VideoonMSR-VTT-1kA
    video-to-text R@5· uses extra data· 2022-03-14
    79.9
    best: 783 (PIDRo)
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • VideoonDiDeMo
    text-to-video R@1· uses extra data· 2022-03-14
    49
    best: 74.2 (InternVideo2-6B)
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • VideoonDiDeMo
    text-to-video R@10· uses extra data· 2022-03-14
    84.5
    best: 94.2 (vid-TLDR (UMT-L))
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • VideoonDiDeMo
    text-to-video R@5· uses extra data· 2022-03-14
    76.5
    best: 91.2 (vid-TLDR (UMT-L))
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • VideoonDiDeMo
    video-to-text R@1· uses extra data· 2022-03-14
    49.9
    best: 71.9 (InternVideo2-6B)
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • VideoonDiDeMo
    video-to-text R@10· uses extra data· 2022-03-14
    83.3
    best: 93.8 (vid-TLDR (UMT-L))
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • Video RetrievalonMSR-VTT-1kA
    text-to-video R@1· uses extra data· 2022-03-14
    53.3
    best: 62.9 (HunYuan_tvr (huge))
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • Video RetrievalonMSR-VTT-1kA
    text-to-video R@10· uses extra data· 2022-03-14
    87.6
    best: 90.8 (HunYuan_tvr (huge))
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • Video RetrievalonMSR-VTT-1kA
    text-to-video R@5· uses extra data· 2022-03-14
    80.3
    best: 84.5 (HunYuan_tvr (huge))
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • Video RetrievalonMSR-VTT-1kA
    video-to-text R@1· uses extra data· 2022-03-14
    56.2
    best: 64.8 (HunYuan_tvr (huge))
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • Video RetrievalonMSR-VTT-1kA
    video-to-text R@10· uses extra data· 2022-03-14
    87.4
    best: 91.1 (HunYuan_tvr (huge))
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • Video RetrievalonMSR-VTT-1kA
    video-to-text R@5· uses extra data· 2022-03-14
    79.9
    best: 783 (PIDRo)
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • Video RetrievalonDiDeMo
    text-to-video R@1· uses extra data· 2022-03-14
    49
    best: 74.2 (InternVideo2-6B)
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • Video RetrievalonDiDeMo
    text-to-video R@10· uses extra data· 2022-03-14
    84.5
    best: 94.2 (vid-TLDR (UMT-L))
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • Video RetrievalonDiDeMo
    text-to-video R@5· uses extra data· 2022-03-14
    76.5
    best: 91.2 (vid-TLDR (UMT-L))
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • Video RetrievalonDiDeMo
    video-to-text R@1· uses extra data· 2022-03-14
    49.9
    best: 71.9 (InternVideo2-6B)
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • Video RetrievalonDiDeMo
    video-to-text R@10· uses extra data· 2022-03-14
    83.3
    best: 93.8 (vid-TLDR (UMT-L))
    SOTA
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • VideoonMSR-VTT-1kA
    text-to-video Mean Rank· uses extra data· 2022-03-14
    11.4
    best: 28.2 (Collaborative Experts)
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • VideoonMSR-VTT-1kA
    text-to-video Median Rank· uses extra data· 2022-03-14
    1
    best: 13 (JSFusion)
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • VideoonMSR-VTT-1kA
    video-to-text Mean Rank· uses extra data· 2022-03-14
    7.6
    best: 10.2 (CenterCLIP (ViT-B/16))
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • VideoonMSR-VTT-1kA
    video-to-text Median Rank· uses extra data· 2022-03-14
    1
    best: 5 (CLIP)
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • VideoonDiDeMo
    text-to-video Mean Rank· uses extra data· 2022-03-14
    11.5
    best: 43.7 (Collaborative Experts)
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • VideoonDiDeMo
    text-to-video Median Rank· uses extra data· 2022-03-14
    2
    best: 8.3 (Collaborative Experts)
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • VideoonDiDeMo
    video-to-text Mean Rank· uses extra data· 2022-03-14
    7.9
    best: 39.6 (PO Loss)
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • VideoonDiDeMo
    video-to-text Median Rank· uses extra data· 2022-03-14
    2
    best: 8 (PO Loss)
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • Video RetrievalonMSR-VTT-1kA
    text-to-video Mean Rank· uses extra data· 2022-03-14
    11.4
    best: 28.2 (Collaborative Experts)
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • Video RetrievalonMSR-VTT-1kA
    text-to-video Median Rank· uses extra data· 2022-03-14
    1
    best: 13 (JSFusion)
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • Video RetrievalonMSR-VTT-1kA
    video-to-text Mean Rank· uses extra data· 2022-03-14
    7.6
    best: 10.2 (CenterCLIP (ViT-B/16))
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • Video RetrievalonMSR-VTT-1kA
    video-to-text Median Rank· uses extra data· 2022-03-14
    1
    best: 5 (CLIP)
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • Video RetrievalonDiDeMo
    text-to-video Mean Rank· uses extra data· 2022-03-14
    11.5
    best: 43.7 (Collaborative Experts)
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • Video RetrievalonDiDeMo
    text-to-video Median Rank· uses extra data· 2022-03-14
    2
    best: 8.3 (Collaborative Experts)
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • Video RetrievalonDiDeMo
    video-to-text Mean Rank· uses extra data· 2022-03-14
    7.9
    best: 39.6 (PO Loss)
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111
  • Video RetrievalonDiDeMo
    video-to-text Median Rank· uses extra data· 2022-03-14
    2
    best: 8 (PO Loss)
    Disentangled Representation Learning for Text-Video RetrievalarXiv:2203.07111