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Models/PO Loss

PO Loss

Reported on 54 benchmarks across 2 tasks · 1 paper · 50 SOTA

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

Computer Vision54 results

  • VideoonRUDDER
    text-to-video Mean Rank· 2021-03-09
    66
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonRUDDER
    text-to-video Median Rank· 2021-03-09
    153.14
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonRUDDER
    text-to-video R@1· 2021-03-09
    4.48
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonRUDDER
    text-to-video R@10· 2021-03-09
    20.02
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonRUDDER
    text-to-video R@5· 2021-03-09
    13.47
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonRUDDER
    text-to-video R@50· 2021-03-09
    42.49
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonRUDDER
    video-to-text Mean Rank· 2021-03-09
    73
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonRUDDER
    video-to-text Median Rank· 2021-03-09
    151.63
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonRUDDER
    video-to-text R@1· 2021-03-09
    3.87
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonRUDDER
    video-to-text R@10· 2021-03-09
    19.09
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonRUDDER
    video-to-text R@5· 2021-03-09
    12.13
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonDiDeMo
    text-to-video R@1· 2021-03-09
    16.3
    best: 74.2 (InternVideo2-6B)
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonDiDeMo
    text-to-video R@10· 2021-03-09
    56.5
    best: 94.2 (vid-TLDR (UMT-L))
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonDiDeMo
    video-to-text Mean Rank· 2021-03-09
    39.6
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonDiDeMo
    video-to-text Median Rank· 2021-03-09
    8
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonDiDeMo
    video-to-text R@1· 2021-03-09
    15
    best: 71.9 (InternVideo2-6B)
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonDiDeMo
    video-to-text R@10· 2021-03-09
    54.9
    best: 93.8 (vid-TLDR (UMT-L))
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonCharades-STA
    text-to-video Mean Rank· 2021-03-09
    162.3
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonCharades-STA
    text-to-video Median Rank· 2021-03-09
    77
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonCharades-STA
    text-to-video R@1· 2021-03-09
    3.6
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonCharades-STA
    text-to-video R@10· 2021-03-09
    15.9
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonCharades-STA
    video-to-text Mean Rank· 2021-03-09
    164.6
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonCharades-STA
    video-to-text Median Rank· 2021-03-09
    83
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonCharades-STA
    video-to-text R@1· 2021-03-09
    3.2
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonCharades-STA
    video-to-text R@10· 2021-03-09
    14.9
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonRUDDER
    text-to-video Mean Rank· 2021-03-09
    66
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonRUDDER
    text-to-video Median Rank· 2021-03-09
    153.14
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonRUDDER
    text-to-video R@1· 2021-03-09
    4.48
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonRUDDER
    text-to-video R@10· 2021-03-09
    20.02
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonRUDDER
    text-to-video R@5· 2021-03-09
    13.47
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonRUDDER
    text-to-video R@50· 2021-03-09
    42.49
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonRUDDER
    video-to-text Mean Rank· 2021-03-09
    73
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonRUDDER
    video-to-text Median Rank· 2021-03-09
    151.63
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonRUDDER
    video-to-text R@1· 2021-03-09
    3.87
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonRUDDER
    video-to-text R@10· 2021-03-09
    19.09
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonRUDDER
    video-to-text R@5· 2021-03-09
    12.13
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonDiDeMo
    text-to-video R@1· 2021-03-09
    16.3
    best: 74.2 (InternVideo2-6B)
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonDiDeMo
    text-to-video R@10· 2021-03-09
    56.5
    best: 94.2 (vid-TLDR (UMT-L))
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonDiDeMo
    video-to-text Mean Rank· 2021-03-09
    39.6
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonDiDeMo
    video-to-text Median Rank· 2021-03-09
    8
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonDiDeMo
    video-to-text R@1· 2021-03-09
    15
    best: 71.9 (InternVideo2-6B)
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonDiDeMo
    video-to-text R@10· 2021-03-09
    54.9
    best: 93.8 (vid-TLDR (UMT-L))
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonCharades-STA
    text-to-video Mean Rank· 2021-03-09
    162.3
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonCharades-STA
    text-to-video Median Rank· 2021-03-09
    77
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonCharades-STA
    text-to-video R@1· 2021-03-09
    3.6
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonCharades-STA
    text-to-video R@10· 2021-03-09
    15.9
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonCharades-STA
    video-to-text Mean Rank· 2021-03-09
    164.6
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonCharades-STA
    video-to-text Median Rank· 2021-03-09
    83
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonCharades-STA
    video-to-text R@1· 2021-03-09
    3.2
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonCharades-STA
    video-to-text R@10· 2021-03-09
    14.9
    SOTA
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonDiDeMo
    text-to-video Mean Rank· 2021-03-09
    40.2
    best: 43.7 (Collaborative Experts)
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • VideoonDiDeMo
    text-to-video Median Rank· 2021-03-09
    8
    best: 8.3 (Collaborative Experts)
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonDiDeMo
    text-to-video Mean Rank· 2021-03-09
    40.2
    best: 43.7 (Collaborative Experts)
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457
  • Video RetrievalonDiDeMo
    text-to-video Median Rank· 2021-03-09
    8
    best: 8.3 (Collaborative Experts)
    Rudder: A Cross Lingual Video and Text Retrieval DatasetarXiv:2103.05457