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Models/ERRNet

ERRNet

Reported on 23 benchmarks across 9 tasks · 2 papers · 16 SOTA

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

Computer Vision11 results

  • Reflection RemovalonSIR^2(Wild)
    PSNR· 2019-04-01
    24.25
    best: 27.7 (RDNet)
    SOTA
    Single Image Reflection Removal Exploiting Misaligned Training Data and Network EnhancementsarXiv:1904.00637
  • Reflection RemovalonSIR^2(Wild)
    SSIM· 2019-04-01
    0.853
    best: 0.915 (RDNet)
    SOTA
    Single Image Reflection Removal Exploiting Misaligned Training Data and Network EnhancementsarXiv:1904.00637
  • Reflection RemovalonSIR^2(Postcard)
    PSNR· 2019-04-01
    22.04
    best: 26.33 (RDNet)
    SOTA
    Single Image Reflection Removal Exploiting Misaligned Training Data and Network EnhancementsarXiv:1904.00637
  • Reflection RemovalonSIR^2(Postcard)
    SSIM· 2019-04-01
    0.876
    best: 0.922 (RDNet)
    SOTA
    Single Image Reflection Removal Exploiting Misaligned Training Data and Network EnhancementsarXiv:1904.00637
  • Reflection RemovalonSIR^2(Objects)
    PSNR· 2019-04-01
    24.87
    best: 26.78 (RDNet)
    SOTA
    Single Image Reflection Removal Exploiting Misaligned Training Data and Network EnhancementsarXiv:1904.00637
  • Reflection RemovalonSIR^2(Objects)
    SSIM· 2019-04-01
    0.896
    best: 0.931 (Zhu et al.)
    SOTA
    Single Image Reflection Removal Exploiting Misaligned Training Data and Network EnhancementsarXiv:1904.00637
  • Reflection RemovalonReal20
    PSNR· 2019-04-01
    22.89
    best: 25.58 (RDNet)
    SOTA
    Single Image Reflection Removal Exploiting Misaligned Training Data and Network EnhancementsarXiv:1904.00637
  • Reflection RemovalonReal20
    SSIM· 2019-04-01
    0.803
    best: 0.846 (RDNet)
    SOTA
    Single Image Reflection Removal Exploiting Misaligned Training Data and Network EnhancementsarXiv:1904.00637
  • Object DetectiononPCOD_1200
    S-Measure· 2021-11-05
    0.833
    best: 0.922 (CMX)
    Fast Camouflaged Object Detection via Edge-based Reversible Re-calibration NetworkarXiv:2111.03216
  • Camouflaged Object SegmentationonPCOD_1200
    S-Measure· 2021-11-05
    0.833
    best: 0.922 (CMX)
    Fast Camouflaged Object Detection via Edge-based Reversible Re-calibration NetworkarXiv:2111.03216
  • Object SegmentationonPCOD_1200
    S-Measure· 2021-11-05
    0.833
    best: 0.922 (CMX)
    Fast Camouflaged Object Detection via Edge-based Reversible Re-calibration NetworkarXiv:2111.03216

Audio8 results

  • 2D Semantic SegmentationonSIR^2(Wild)
    PSNR· 2019-04-01
    24.25
    best: 27.7 (RDNet)
    SOTA
    Single Image Reflection Removal Exploiting Misaligned Training Data and Network EnhancementsarXiv:1904.00637
  • 2D Semantic SegmentationonSIR^2(Wild)
    SSIM· 2019-04-01
    0.853
    best: 0.915 (RDNet)
    SOTA
    Single Image Reflection Removal Exploiting Misaligned Training Data and Network EnhancementsarXiv:1904.00637
  • 2D Semantic SegmentationonSIR^2(Postcard)
    PSNR· 2019-04-01
    22.04
    best: 26.33 (RDNet)
    SOTA
    Single Image Reflection Removal Exploiting Misaligned Training Data and Network EnhancementsarXiv:1904.00637
  • 2D Semantic SegmentationonSIR^2(Postcard)
    SSIM· 2019-04-01
    0.876
    best: 0.922 (RDNet)
    SOTA
    Single Image Reflection Removal Exploiting Misaligned Training Data and Network EnhancementsarXiv:1904.00637
  • 2D Semantic SegmentationonSIR^2(Objects)
    PSNR· 2019-04-01
    24.87
    best: 26.78 (RDNet)
    SOTA
    Single Image Reflection Removal Exploiting Misaligned Training Data and Network EnhancementsarXiv:1904.00637
  • 2D Semantic SegmentationonSIR^2(Objects)
    SSIM· 2019-04-01
    0.896
    best: 0.931 (Zhu et al.)
    SOTA
    Single Image Reflection Removal Exploiting Misaligned Training Data and Network EnhancementsarXiv:1904.00637
  • 2D Semantic SegmentationonReal20
    PSNR· 2019-04-01
    22.89
    best: 25.58 (RDNet)
    SOTA
    Single Image Reflection Removal Exploiting Misaligned Training Data and Network EnhancementsarXiv:1904.00637
  • 2D Semantic SegmentationonReal20
    SSIM· 2019-04-01
    0.803
    best: 0.846 (RDNet)
    SOTA
    Single Image Reflection Removal Exploiting Misaligned Training Data and Network EnhancementsarXiv:1904.00637

Methodology4 results

  • 3DonPCOD_1200
    S-Measure· 2021-11-05
    0.833
    best: 0.922 (CMX)
    Fast Camouflaged Object Detection via Edge-based Reversible Re-calibration NetworkarXiv:2111.03216
  • 2D ClassificationonPCOD_1200
    S-Measure· 2021-11-05
    0.833
    best: 0.922 (CMX)
    Fast Camouflaged Object Detection via Edge-based Reversible Re-calibration NetworkarXiv:2111.03216
  • 2D Object DetectiononPCOD_1200
    S-Measure· 2021-11-05
    0.833
    best: 0.922 (CMX)
    Fast Camouflaged Object Detection via Edge-based Reversible Re-calibration NetworkarXiv:2111.03216
  • 16konPCOD_1200
    S-Measure· 2021-11-05
    0.833
    best: 0.922 (CMX)
    Fast Camouflaged Object Detection via Edge-based Reversible Re-calibration NetworkarXiv:2111.03216