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Models/BiRefNet (DUTS, HRSOD)

BiRefNet (DUTS, HRSOD)

Reported on 126 benchmarks across 6 tasks · 1 paper · 24 SOTA

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

Methodology84 results

  • 3DonDUT-OMRON
    MAE· uses extra data· 2024-01-07
    0.04
    best: 0.036 (BiRefNet (DUTS, UHRSD))
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 3DonHRSOD
    MAE· uses extra data· 2024-01-07
    0.011
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 3DonHRSOD
    S-Measure· uses extra data· 2024-01-07
    0.962
    best: 0.963 (PDFNet (HRSOD,UHRSD))
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 3DonHRSOD
    max F-Measure· uses extra data· 2024-01-07
    0.963
    best: 0.965 (PDFNet (HRSOD,UHRSD))
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D ClassificationonDUT-OMRON
    MAE· uses extra data· 2024-01-07
    0.04
    best: 0.036 (BiRefNet (DUTS, UHRSD))
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D ClassificationonHRSOD
    MAE· uses extra data· 2024-01-07
    0.011
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D ClassificationonHRSOD
    S-Measure· uses extra data· 2024-01-07
    0.962
    best: 0.963 (PDFNet (HRSOD,UHRSD))
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D ClassificationonHRSOD
    max F-Measure· uses extra data· 2024-01-07
    0.963
    best: 0.965 (PDFNet (HRSOD,UHRSD))
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D Object DetectiononDUT-OMRON
    MAE· uses extra data· 2024-01-07
    0.04
    best: 0.036 (BiRefNet (DUTS, UHRSD))
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D Object DetectiononHRSOD
    MAE· uses extra data· 2024-01-07
    0.011
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D Object DetectiononHRSOD
    S-Measure· uses extra data· 2024-01-07
    0.962
    best: 0.963 (PDFNet (HRSOD,UHRSD))
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D Object DetectiononHRSOD
    max F-Measure· uses extra data· 2024-01-07
    0.963
    best: 0.965 (PDFNet (HRSOD,UHRSD))
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 16konDUT-OMRON
    MAE· uses extra data· 2024-01-07
    0.04
    best: 0.036 (BiRefNet (DUTS, UHRSD))
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 16konHRSOD
    MAE· uses extra data· 2024-01-07
    0.011
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 16konHRSOD
    S-Measure· uses extra data· 2024-01-07
    0.962
    best: 0.963 (PDFNet (HRSOD,UHRSD))
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 16konHRSOD
    max F-Measure· uses extra data· 2024-01-07
    0.963
    best: 0.965 (PDFNet (HRSOD,UHRSD))
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 3DonDAVIS-S
    F-measure· uses extra data· 2024-01-07
    0.976
    best: 0.98 (BiRefNet (HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 3DonDAVIS-S
    MAE· uses extra data· 2024-01-07
    0.006
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 3DonDAVIS-S
    S-measure· uses extra data· 2024-01-07
    0.973
    best: 0.976 (BiRefNet (HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 3DonUHRSD
    MAE· uses extra data· 2024-01-07
    0.024
    best: 0.016 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 3DonUHRSD
    S-Measure· uses extra data· 2024-01-07
    0.937
    best: 0.957 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 3DonUHRSD
    max F-Measure· uses extra data· 2024-01-07
    0.942
    best: 0.963 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 3DonDUTS-TE
    MAE· uses extra data· 2024-01-07
    0.018
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 3DonDUTS-TE
    S-Measure· uses extra data· 2024-01-07
    0.938
    best: 0.944 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 3DonDUTS-TE
    Weighted F-Measure· uses extra data· 2024-01-07
    0.918
    best: 0.92 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 3DonDUTS-TE
    max F-measure· uses extra data· 2024-01-07
    0.935
    best: 0.943 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 3DonDUTS-TE
    mean E-Measure· uses extra data· 2024-01-07
    0.96
    best: 0.962 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 3DonDUTS-TE
    mean F-Measure· uses extra data· 2024-01-07
    0.923
    best: 0.925 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 3DonDUT-OMRON
    F-measure· uses extra data· 2024-01-07
    0.818
    best: 0.849 (TRACER-TE7)
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 3DonDUT-OMRON
    S-Measure· uses extra data· 2024-01-07
    0.868
    best: 0.882 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 3DonDUT-OMRON
    Weighted F-Measure· uses extra data· 2024-01-07
    0.8
    best: 0.815 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 3DonDUT-OMRON
    mean E-Measure· uses extra data· 2024-01-07
    0.882
    best: 0.896 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 3DonDUT-OMRON
    mean F-Measure· uses extra data· 2024-01-07
    0.809
    best: 0.825 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D ClassificationonDAVIS-S
    F-measure· uses extra data· 2024-01-07
    0.976
    best: 0.98 (BiRefNet (HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D ClassificationonDAVIS-S
    MAE· uses extra data· 2024-01-07
    0.006
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D ClassificationonDAVIS-S
    S-measure· uses extra data· 2024-01-07
    0.973
    best: 0.976 (BiRefNet (HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D ClassificationonUHRSD
    MAE· uses extra data· 2024-01-07
    0.024
    best: 0.016 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D ClassificationonUHRSD
    S-Measure· uses extra data· 2024-01-07
    0.937
    best: 0.957 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D ClassificationonUHRSD
    max F-Measure· uses extra data· 2024-01-07
    0.942
    best: 0.963 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D ClassificationonDUTS-TE
    MAE· uses extra data· 2024-01-07
    0.018
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D ClassificationonDUTS-TE
    S-Measure· uses extra data· 2024-01-07
    0.938
    best: 0.944 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D ClassificationonDUTS-TE
    Weighted F-Measure· uses extra data· 2024-01-07
    0.918
    best: 0.92 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D ClassificationonDUTS-TE
    max F-measure· uses extra data· 2024-01-07
    0.935
    best: 0.943 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D ClassificationonDUTS-TE
    mean E-Measure· uses extra data· 2024-01-07
    0.96
    best: 0.962 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D ClassificationonDUTS-TE
    mean F-Measure· uses extra data· 2024-01-07
    0.923
    best: 0.925 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D ClassificationonDUT-OMRON
    F-measure· uses extra data· 2024-01-07
    0.818
    best: 0.849 (TRACER-TE7)
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D ClassificationonDUT-OMRON
    S-Measure· uses extra data· 2024-01-07
    0.868
    best: 0.882 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D ClassificationonDUT-OMRON
    Weighted F-Measure· uses extra data· 2024-01-07
    0.8
    best: 0.815 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D ClassificationonDUT-OMRON
    mean E-Measure· uses extra data· 2024-01-07
    0.882
    best: 0.896 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D ClassificationonDUT-OMRON
    mean F-Measure· uses extra data· 2024-01-07
    0.809
    best: 0.825 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D Object DetectiononDAVIS-S
    F-measure· uses extra data· 2024-01-07
    0.976
    best: 0.98 (BiRefNet (HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D Object DetectiononDAVIS-S
    MAE· uses extra data· 2024-01-07
    0.006
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D Object DetectiononDAVIS-S
    S-measure· uses extra data· 2024-01-07
    0.973
    best: 0.976 (BiRefNet (HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D Object DetectiononUHRSD
    MAE· uses extra data· 2024-01-07
    0.024
    best: 0.016 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D Object DetectiononUHRSD
    S-Measure· uses extra data· 2024-01-07
    0.937
    best: 0.957 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D Object DetectiononUHRSD
    max F-Measure· uses extra data· 2024-01-07
    0.942
    best: 0.963 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D Object DetectiononDUTS-TE
    MAE· uses extra data· 2024-01-07
    0.018
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D Object DetectiononDUTS-TE
    S-Measure· uses extra data· 2024-01-07
    0.938
    best: 0.944 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D Object DetectiononDUTS-TE
    Weighted F-Measure· uses extra data· 2024-01-07
    0.918
    best: 0.92 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D Object DetectiononDUTS-TE
    max F-measure· uses extra data· 2024-01-07
    0.935
    best: 0.943 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D Object DetectiononDUTS-TE
    mean E-Measure· uses extra data· 2024-01-07
    0.96
    best: 0.962 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D Object DetectiononDUTS-TE
    mean F-Measure· uses extra data· 2024-01-07
    0.923
    best: 0.925 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D Object DetectiononDUT-OMRON
    F-measure· uses extra data· 2024-01-07
    0.818
    best: 0.849 (TRACER-TE7)
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D Object DetectiononDUT-OMRON
    S-Measure· uses extra data· 2024-01-07
    0.868
    best: 0.882 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D Object DetectiononDUT-OMRON
    Weighted F-Measure· uses extra data· 2024-01-07
    0.8
    best: 0.815 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D Object DetectiononDUT-OMRON
    mean E-Measure· uses extra data· 2024-01-07
    0.882
    best: 0.896 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 2D Object DetectiononDUT-OMRON
    mean F-Measure· uses extra data· 2024-01-07
    0.809
    best: 0.825 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 16konDAVIS-S
    F-measure· uses extra data· 2024-01-07
    0.976
    best: 0.98 (BiRefNet (HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 16konDAVIS-S
    MAE· uses extra data· 2024-01-07
    0.006
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 16konDAVIS-S
    S-measure· uses extra data· 2024-01-07
    0.973
    best: 0.976 (BiRefNet (HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 16konUHRSD
    MAE· uses extra data· 2024-01-07
    0.024
    best: 0.016 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 16konUHRSD
    S-Measure· uses extra data· 2024-01-07
    0.937
    best: 0.957 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 16konUHRSD
    max F-Measure· uses extra data· 2024-01-07
    0.942
    best: 0.963 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 16konDUTS-TE
    MAE· uses extra data· 2024-01-07
    0.018
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 16konDUTS-TE
    S-Measure· uses extra data· 2024-01-07
    0.938
    best: 0.944 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 16konDUTS-TE
    Weighted F-Measure· uses extra data· 2024-01-07
    0.918
    best: 0.92 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 16konDUTS-TE
    max F-measure· uses extra data· 2024-01-07
    0.935
    best: 0.943 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 16konDUTS-TE
    mean E-Measure· uses extra data· 2024-01-07
    0.96
    best: 0.962 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 16konDUTS-TE
    mean F-Measure· uses extra data· 2024-01-07
    0.923
    best: 0.925 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 16konDUT-OMRON
    F-measure· uses extra data· 2024-01-07
    0.818
    best: 0.849 (TRACER-TE7)
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 16konDUT-OMRON
    S-Measure· uses extra data· 2024-01-07
    0.868
    best: 0.882 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 16konDUT-OMRON
    Weighted F-Measure· uses extra data· 2024-01-07
    0.8
    best: 0.815 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 16konDUT-OMRON
    mean E-Measure· uses extra data· 2024-01-07
    0.882
    best: 0.896 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • 16konDUT-OMRON
    mean F-Measure· uses extra data· 2024-01-07
    0.809
    best: 0.825 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407

Computer Vision42 results

  • Object DetectiononDUT-OMRON
    MAE· uses extra data· 2024-01-07
    0.04
    best: 0.036 (BiRefNet (DUTS, UHRSD))
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • Object DetectiononHRSOD
    MAE· uses extra data· 2024-01-07
    0.011
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • Object DetectiononHRSOD
    S-Measure· uses extra data· 2024-01-07
    0.962
    best: 0.963 (PDFNet (HRSOD,UHRSD))
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • Object DetectiononHRSOD
    max F-Measure· uses extra data· 2024-01-07
    0.963
    best: 0.965 (PDFNet (HRSOD,UHRSD))
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • RGB Salient Object DetectiononDUT-OMRON
    MAE· uses extra data· 2024-01-07
    0.04
    best: 0.036 (BiRefNet (DUTS, UHRSD))
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • RGB Salient Object DetectiononHRSOD
    MAE· uses extra data· 2024-01-07
    0.011
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • RGB Salient Object DetectiononHRSOD
    S-Measure· uses extra data· 2024-01-07
    0.962
    best: 0.963 (PDFNet (HRSOD,UHRSD))
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • RGB Salient Object DetectiononHRSOD
    max F-Measure· uses extra data· 2024-01-07
    0.963
    best: 0.965 (PDFNet (HRSOD,UHRSD))
    SOTA
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • Object DetectiononDAVIS-S
    F-measure· uses extra data· 2024-01-07
    0.976
    best: 0.98 (BiRefNet (HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • Object DetectiononDAVIS-S
    MAE· uses extra data· 2024-01-07
    0.006
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • Object DetectiononDAVIS-S
    S-measure· uses extra data· 2024-01-07
    0.973
    best: 0.976 (BiRefNet (HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • Object DetectiononUHRSD
    MAE· uses extra data· 2024-01-07
    0.024
    best: 0.016 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • Object DetectiononUHRSD
    S-Measure· uses extra data· 2024-01-07
    0.937
    best: 0.957 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • Object DetectiononUHRSD
    max F-Measure· uses extra data· 2024-01-07
    0.942
    best: 0.963 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • Object DetectiononDUTS-TE
    MAE· uses extra data· 2024-01-07
    0.018
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • Object DetectiononDUTS-TE
    S-Measure· uses extra data· 2024-01-07
    0.938
    best: 0.944 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • Object DetectiononDUTS-TE
    Weighted F-Measure· uses extra data· 2024-01-07
    0.918
    best: 0.92 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • Object DetectiononDUTS-TE
    max F-measure· uses extra data· 2024-01-07
    0.935
    best: 0.943 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • Object DetectiononDUTS-TE
    mean E-Measure· uses extra data· 2024-01-07
    0.96
    best: 0.962 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • Object DetectiononDUTS-TE
    mean F-Measure· uses extra data· 2024-01-07
    0.923
    best: 0.925 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • Object DetectiononDUT-OMRON
    F-measure· uses extra data· 2024-01-07
    0.818
    best: 0.849 (TRACER-TE7)
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • Object DetectiononDUT-OMRON
    S-Measure· uses extra data· 2024-01-07
    0.868
    best: 0.882 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • Object DetectiononDUT-OMRON
    Weighted F-Measure· uses extra data· 2024-01-07
    0.8
    best: 0.815 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • Object DetectiononDUT-OMRON
    mean E-Measure· uses extra data· 2024-01-07
    0.882
    best: 0.896 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • Object DetectiononDUT-OMRON
    mean F-Measure· uses extra data· 2024-01-07
    0.809
    best: 0.825 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • RGB Salient Object DetectiononDAVIS-S
    F-measure· uses extra data· 2024-01-07
    0.976
    best: 0.98 (BiRefNet (HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • RGB Salient Object DetectiononDAVIS-S
    MAE· uses extra data· 2024-01-07
    0.006
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • RGB Salient Object DetectiononDAVIS-S
    S-measure· uses extra data· 2024-01-07
    0.973
    best: 0.976 (BiRefNet (HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • RGB Salient Object DetectiononUHRSD
    MAE· uses extra data· 2024-01-07
    0.024
    best: 0.016 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • RGB Salient Object DetectiononUHRSD
    S-Measure· uses extra data· 2024-01-07
    0.937
    best: 0.957 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • RGB Salient Object DetectiononUHRSD
    max F-Measure· uses extra data· 2024-01-07
    0.942
    best: 0.963 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • RGB Salient Object DetectiononDUTS-TE
    MAE· uses extra data· 2024-01-07
    0.018
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • RGB Salient Object DetectiononDUTS-TE
    S-Measure· uses extra data· 2024-01-07
    0.938
    best: 0.944 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • RGB Salient Object DetectiononDUTS-TE
    Weighted F-Measure· uses extra data· 2024-01-07
    0.918
    best: 0.92 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • RGB Salient Object DetectiononDUTS-TE
    max F-measure· uses extra data· 2024-01-07
    0.935
    best: 0.943 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • RGB Salient Object DetectiononDUTS-TE
    mean E-Measure· uses extra data· 2024-01-07
    0.96
    best: 0.962 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • RGB Salient Object DetectiononDUTS-TE
    mean F-Measure· uses extra data· 2024-01-07
    0.923
    best: 0.925 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • RGB Salient Object DetectiononDUT-OMRON
    F-measure· uses extra data· 2024-01-07
    0.818
    best: 0.849 (TRACER-TE7)
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • RGB Salient Object DetectiononDUT-OMRON
    S-Measure· uses extra data· 2024-01-07
    0.868
    best: 0.882 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • RGB Salient Object DetectiononDUT-OMRON
    Weighted F-Measure· uses extra data· 2024-01-07
    0.8
    best: 0.815 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • RGB Salient Object DetectiononDUT-OMRON
    mean E-Measure· uses extra data· 2024-01-07
    0.882
    best: 0.896 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407
  • RGB Salient Object DetectiononDUT-OMRON
    mean F-Measure· uses extra data· 2024-01-07
    0.809
    best: 0.825 (BiRefNet (DUTS, HRSOD, UHRSD))
    Bilateral Reference for High-Resolution Dichotomous Image SegmentationarXiv:2401.03407