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Models/PGNet

PGNet

Reported on 76 benchmarks across 8 tasks · 3 papers · 13 SOTA

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

Methodology48 results

  • 3DonUHRSD
    MAE· 2022-04-11
    0.037
    best: 0.016 (BiRefNet (DUTS, HRSOD, UHRSD))
    SOTA
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 3DonHRSOD
    MAE· 2022-04-11
    0.021
    best: 0.011 (BiRefNet (DUTS, HRSOD))
    SOTA
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D ClassificationonUHRSD
    MAE· 2022-04-11
    0.037
    best: 0.016 (BiRefNet (DUTS, HRSOD, UHRSD))
    SOTA
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D ClassificationonHRSOD
    MAE· 2022-04-11
    0.021
    best: 0.011 (BiRefNet (DUTS, HRSOD))
    SOTA
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D Object DetectiononUHRSD
    MAE· 2022-04-11
    0.037
    best: 0.016 (BiRefNet (DUTS, HRSOD, UHRSD))
    SOTA
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D Object DetectiononHRSOD
    MAE· 2022-04-11
    0.021
    best: 0.011 (BiRefNet (DUTS, HRSOD))
    SOTA
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 16konUHRSD
    MAE· 2022-04-11
    0.037
    best: 0.016 (BiRefNet (DUTS, HRSOD, UHRSD))
    SOTA
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 16konHRSOD
    MAE· 2022-04-11
    0.021
    best: 0.011 (BiRefNet (DUTS, HRSOD))
    SOTA
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 3DonDAVIS-S
    F-measure· 2022-04-11
    0.931
    best: 0.98 (BiRefNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 3DonDAVIS-S
    MAE· 2022-04-11
    0.015
    best: 0.006 (BiRefNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 3DonDAVIS-S
    S-measure· 2022-04-11
    0.935
    best: 0.976 (BiRefNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 3DonDAVIS-S
    mBA· 2022-04-11
    0.707
    best: 0.77 (InSPyReNet (DUTS, HRSOD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 3DonUHRSD
    S-Measure· 2022-04-11
    0.912
    best: 0.957 (BiRefNet (DUTS, HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 3DonUHRSD
    mBA· 2022-04-11
    0.715
    best: 0.812 (InSPyReNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 3DonUHRSD
    max F-Measure· 2022-04-11
    0.914
    best: 0.963 (BiRefNet (DUTS, HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 3DonHRSOD
    S-Measure· 2022-04-11
    0.93
    best: 0.963 (PDFNet (HRSOD,UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 3DonHRSOD
    mBA· 2022-04-11
    0.693
    best: 0.771 (InSPyReNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 3DonHRSOD
    max F-Measure· 2022-04-11
    0.922
    best: 0.965 (PDFNet (HRSOD,UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D ClassificationonDAVIS-S
    F-measure· 2022-04-11
    0.931
    best: 0.98 (BiRefNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D ClassificationonDAVIS-S
    MAE· 2022-04-11
    0.015
    best: 0.006 (BiRefNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D ClassificationonDAVIS-S
    S-measure· 2022-04-11
    0.935
    best: 0.976 (BiRefNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D ClassificationonDAVIS-S
    mBA· 2022-04-11
    0.707
    best: 0.77 (InSPyReNet (DUTS, HRSOD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D ClassificationonUHRSD
    S-Measure· 2022-04-11
    0.912
    best: 0.957 (BiRefNet (DUTS, HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D ClassificationonUHRSD
    mBA· 2022-04-11
    0.715
    best: 0.812 (InSPyReNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D ClassificationonUHRSD
    max F-Measure· 2022-04-11
    0.914
    best: 0.963 (BiRefNet (DUTS, HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D ClassificationonHRSOD
    S-Measure· 2022-04-11
    0.93
    best: 0.963 (PDFNet (HRSOD,UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D ClassificationonHRSOD
    mBA· 2022-04-11
    0.693
    best: 0.771 (InSPyReNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D ClassificationonHRSOD
    max F-Measure· 2022-04-11
    0.922
    best: 0.965 (PDFNet (HRSOD,UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D Object DetectiononDAVIS-S
    F-measure· 2022-04-11
    0.931
    best: 0.98 (BiRefNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D Object DetectiononDAVIS-S
    MAE· 2022-04-11
    0.015
    best: 0.006 (BiRefNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D Object DetectiononDAVIS-S
    S-measure· 2022-04-11
    0.935
    best: 0.976 (BiRefNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D Object DetectiononDAVIS-S
    mBA· 2022-04-11
    0.707
    best: 0.77 (InSPyReNet (DUTS, HRSOD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D Object DetectiononUHRSD
    S-Measure· 2022-04-11
    0.912
    best: 0.957 (BiRefNet (DUTS, HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D Object DetectiononUHRSD
    mBA· 2022-04-11
    0.715
    best: 0.812 (InSPyReNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D Object DetectiononUHRSD
    max F-Measure· 2022-04-11
    0.914
    best: 0.963 (BiRefNet (DUTS, HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D Object DetectiononHRSOD
    S-Measure· 2022-04-11
    0.93
    best: 0.963 (PDFNet (HRSOD,UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D Object DetectiononHRSOD
    mBA· 2022-04-11
    0.693
    best: 0.771 (InSPyReNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 2D Object DetectiononHRSOD
    max F-Measure· 2022-04-11
    0.922
    best: 0.965 (PDFNet (HRSOD,UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 16konDAVIS-S
    F-measure· 2022-04-11
    0.931
    best: 0.98 (BiRefNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 16konDAVIS-S
    MAE· 2022-04-11
    0.015
    best: 0.006 (BiRefNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 16konDAVIS-S
    S-measure· 2022-04-11
    0.935
    best: 0.976 (BiRefNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 16konDAVIS-S
    mBA· 2022-04-11
    0.707
    best: 0.77 (InSPyReNet (DUTS, HRSOD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 16konUHRSD
    S-Measure· 2022-04-11
    0.912
    best: 0.957 (BiRefNet (DUTS, HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 16konUHRSD
    mBA· 2022-04-11
    0.715
    best: 0.812 (InSPyReNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 16konUHRSD
    max F-Measure· 2022-04-11
    0.914
    best: 0.963 (BiRefNet (DUTS, HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 16konHRSOD
    S-Measure· 2022-04-11
    0.93
    best: 0.963 (PDFNet (HRSOD,UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 16konHRSOD
    mBA· 2022-04-11
    0.693
    best: 0.771 (InSPyReNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • 16konHRSOD
    max F-Measure· 2022-04-11
    0.922
    best: 0.965 (PDFNet (HRSOD,UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041

Computer Vision27 results

  • Object DetectiononUHRSD
    MAE· 2022-04-11
    0.037
    best: 0.016 (BiRefNet (DUTS, HRSOD, UHRSD))
    SOTA
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • Object DetectiononHRSOD
    MAE· 2022-04-11
    0.021
    best: 0.011 (BiRefNet (DUTS, HRSOD))
    SOTA
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • RGB Salient Object DetectiononUHRSD
    MAE· 2022-04-11
    0.037
    best: 0.016 (BiRefNet (DUTS, HRSOD, UHRSD))
    SOTA
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • RGB Salient Object DetectiononHRSOD
    MAE· 2022-04-11
    0.021
    best: 0.011 (BiRefNet (DUTS, HRSOD))
    SOTA
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • Object DetectiononDAVIS-S
    F-measure· 2022-04-11
    0.931
    best: 0.98 (BiRefNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • Object DetectiononDAVIS-S
    MAE· 2022-04-11
    0.015
    best: 0.006 (BiRefNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • Object DetectiononDAVIS-S
    S-measure· 2022-04-11
    0.935
    best: 0.976 (BiRefNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • Object DetectiononDAVIS-S
    mBA· 2022-04-11
    0.707
    best: 0.77 (InSPyReNet (DUTS, HRSOD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • Object DetectiononUHRSD
    S-Measure· 2022-04-11
    0.912
    best: 0.957 (BiRefNet (DUTS, HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • Object DetectiononUHRSD
    mBA· 2022-04-11
    0.715
    best: 0.812 (InSPyReNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • Object DetectiononUHRSD
    max F-Measure· 2022-04-11
    0.914
    best: 0.963 (BiRefNet (DUTS, HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • Object DetectiononHRSOD
    S-Measure· 2022-04-11
    0.93
    best: 0.963 (PDFNet (HRSOD,UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • Object DetectiononHRSOD
    mBA· 2022-04-11
    0.693
    best: 0.771 (InSPyReNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • Object DetectiononHRSOD
    max F-Measure· 2022-04-11
    0.922
    best: 0.965 (PDFNet (HRSOD,UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • RGB Salient Object DetectiononDAVIS-S
    F-measure· 2022-04-11
    0.931
    best: 0.98 (BiRefNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • RGB Salient Object DetectiononDAVIS-S
    MAE· 2022-04-11
    0.015
    best: 0.006 (BiRefNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • RGB Salient Object DetectiononDAVIS-S
    S-measure· 2022-04-11
    0.935
    best: 0.976 (BiRefNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • RGB Salient Object DetectiononDAVIS-S
    mBA· 2022-04-11
    0.707
    best: 0.77 (InSPyReNet (DUTS, HRSOD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • RGB Salient Object DetectiononUHRSD
    S-Measure· 2022-04-11
    0.912
    best: 0.957 (BiRefNet (DUTS, HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • RGB Salient Object DetectiononUHRSD
    mBA· 2022-04-11
    0.715
    best: 0.812 (InSPyReNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • RGB Salient Object DetectiononUHRSD
    max F-Measure· 2022-04-11
    0.914
    best: 0.963 (BiRefNet (DUTS, HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • RGB Salient Object DetectiononHRSOD
    S-Measure· 2022-04-11
    0.93
    best: 0.963 (PDFNet (HRSOD,UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • RGB Salient Object DetectiononHRSOD
    mBA· 2022-04-11
    0.693
    best: 0.771 (InSPyReNet (HRSOD, UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • RGB Salient Object DetectiononHRSOD
    max F-Measure· 2022-04-11
    0.922
    best: 0.965 (PDFNet (HRSOD,UHRSD))
    Pyramid Grafting Network for One-Stage High Resolution Saliency DetectionarXiv:2204.05041
  • Text SpottingonICDAR 2015
    F-measure (%) - Generic Lexicon· 2021-04-12
    63.5
    best: 80.3 (UNITS)
    PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering NetworkarXiv:2104.05458
  • Text SpottingonICDAR 2015
    F-measure (%) - Strong Lexicon· 2021-04-12
    83.3
    best: 89 (UNITS)
    PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering NetworkarXiv:2104.05458
  • Text SpottingonICDAR 2015
    F-measure (%) - Weak Lexicon· 2021-04-12
    78.3
    best: 84.1 (UNITS)
    PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering NetworkarXiv:2104.05458

Natural Language Processing1 result

  • Question AnsweringonCoQA
    F1-Score· 2018-08-21
    45.4
    best: 84.5 (ERNIE-GEN)
    SOTA
    CoQA: A Conversational Question Answering ChallengearXiv:1808.07042