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Models/PMRN+

PMRN+

Reported on 64 benchmarks across 4 tasks · 1 paper

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

Computer Vision32 results

  • Image Super-ResolutiononSet14 - 3x upscaling
    PSNR· 2020-07-19
    29.24
    best: 31.55 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Image Super-ResolutiononSet14 - 3x upscaling
    SSIM· 2020-07-19
    0.8087
    best: 0.8616 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Image Super-ResolutiononSet14 - 4x upscaling
    PSNR· 2020-07-19
    27.72
    best: 29.54 (DRCT-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Image Super-ResolutiononSet14 - 4x upscaling
    SSIM· 2020-07-19
    0.7405
    best: 0.894 (Edge-informed SR)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Image Super-ResolutiononSet5 - 3x upscaling
    PSNR· 2020-07-19
    34.65
    best: 35.35 (HMA†)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Image Super-ResolutiononSet5 - 3x upscaling
    SSIM· 2020-07-19
    0.9289
    best: 0.938 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Image Super-ResolutiononManga109 - 4x upscaling
    PSNR· 2020-07-19
    31.07
    best: 33.19 (HMA†)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Image Super-ResolutiononManga109 - 4x upscaling
    SSIM· 2020-07-19
    0.9144
    best: 0.9366 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Image Super-ResolutiononUrban100 - 2x upscaling
    PSNR· 2020-07-19
    32.78
    best: 35.24 (HMA†)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Image Super-ResolutiononUrban100 - 2x upscaling
    SSIM· 2020-07-19
    0.9342
    best: 0.9516 (DRCT-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Image Super-ResolutiononManga109 - 3x upscaling
    PSNR· 2020-07-19
    34.1
    best: 36.12 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Image Super-ResolutiononManga109 - 3x upscaling
    SSIM· 2020-07-19
    0.948
    best: 0.9588 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Image Super-ResolutiononSet5 - 2x upscaling
    PSNR· 2020-07-19
    38.22
    best: 39.14 (DRCT-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Image Super-ResolutiononSet5 - 2x upscaling
    SSIM· 2020-07-19
    0.9612
    best: 0.9663 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Image Super-ResolutiononManga109 - 2x upscaling
    PSNR· 2020-07-19
    39.15
    best: 41.22 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Image Super-ResolutiononManga109 - 2x upscaling
    SSIM· 2020-07-19
    0.9781
    best: 0.9846 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 3D Object Super-ResolutiononSet14 - 3x upscaling
    PSNR· 2020-07-19
    29.24
    best: 31.55 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 3D Object Super-ResolutiononSet14 - 3x upscaling
    SSIM· 2020-07-19
    0.8087
    best: 0.8616 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 3D Object Super-ResolutiononSet14 - 4x upscaling
    PSNR· 2020-07-19
    27.72
    best: 29.54 (DRCT-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 3D Object Super-ResolutiononSet14 - 4x upscaling
    SSIM· 2020-07-19
    0.7405
    best: 0.894 (Edge-informed SR)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 3D Object Super-ResolutiononSet5 - 3x upscaling
    PSNR· 2020-07-19
    34.65
    best: 35.35 (HMA†)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 3D Object Super-ResolutiononSet5 - 3x upscaling
    SSIM· 2020-07-19
    0.9289
    best: 0.938 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 3D Object Super-ResolutiononManga109 - 4x upscaling
    PSNR· 2020-07-19
    31.07
    best: 33.19 (HMA†)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 3D Object Super-ResolutiononManga109 - 4x upscaling
    SSIM· 2020-07-19
    0.9144
    best: 0.9366 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 3D Object Super-ResolutiononUrban100 - 2x upscaling
    PSNR· 2020-07-19
    32.78
    best: 35.24 (HMA†)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 3D Object Super-ResolutiononUrban100 - 2x upscaling
    SSIM· 2020-07-19
    0.9342
    best: 0.9516 (DRCT-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 3D Object Super-ResolutiononManga109 - 3x upscaling
    PSNR· 2020-07-19
    34.1
    best: 36.12 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 3D Object Super-ResolutiononManga109 - 3x upscaling
    SSIM· 2020-07-19
    0.948
    best: 0.9588 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 3D Object Super-ResolutiononSet5 - 2x upscaling
    PSNR· 2020-07-19
    38.22
    best: 39.14 (DRCT-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 3D Object Super-ResolutiononSet5 - 2x upscaling
    SSIM· 2020-07-19
    0.9612
    best: 0.9663 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 3D Object Super-ResolutiononManga109 - 2x upscaling
    PSNR· 2020-07-19
    39.15
    best: 41.22 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 3D Object Super-ResolutiononManga109 - 2x upscaling
    SSIM· 2020-07-19
    0.9781
    best: 0.9846 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552

Graphs16 results

  • Super-ResolutiononSet14 - 3x upscaling
    PSNR· 2020-07-19
    29.24
    best: 31.55 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Super-ResolutiononSet14 - 3x upscaling
    SSIM· 2020-07-19
    0.8087
    best: 0.8616 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Super-ResolutiononSet14 - 4x upscaling
    PSNR· 2020-07-19
    27.72
    best: 29.54 (DRCT-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Super-ResolutiononSet14 - 4x upscaling
    SSIM· 2020-07-19
    0.7405
    best: 0.894 (Edge-informed SR)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Super-ResolutiononSet5 - 3x upscaling
    PSNR· 2020-07-19
    34.65
    best: 35.35 (HMA†)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Super-ResolutiononSet5 - 3x upscaling
    SSIM· 2020-07-19
    0.9289
    best: 0.938 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Super-ResolutiononManga109 - 4x upscaling
    PSNR· 2020-07-19
    31.07
    best: 33.19 (HMA†)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Super-ResolutiononManga109 - 4x upscaling
    SSIM· 2020-07-19
    0.9144
    best: 0.9366 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Super-ResolutiononUrban100 - 2x upscaling
    PSNR· 2020-07-19
    32.78
    best: 35.24 (HMA†)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Super-ResolutiononUrban100 - 2x upscaling
    SSIM· 2020-07-19
    0.9342
    best: 0.9516 (DRCT-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Super-ResolutiononManga109 - 3x upscaling
    PSNR· 2020-07-19
    34.1
    best: 36.12 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Super-ResolutiononManga109 - 3x upscaling
    SSIM· 2020-07-19
    0.948
    best: 0.9588 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Super-ResolutiononSet5 - 2x upscaling
    PSNR· 2020-07-19
    38.22
    best: 39.14 (DRCT-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Super-ResolutiononSet5 - 2x upscaling
    SSIM· 2020-07-19
    0.9612
    best: 0.9663 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Super-ResolutiononManga109 - 2x upscaling
    PSNR· 2020-07-19
    39.15
    best: 41.22 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • Super-ResolutiononManga109 - 2x upscaling
    SSIM· 2020-07-19
    0.9781
    best: 0.9846 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552

Methodology16 results

  • 16konSet14 - 3x upscaling
    PSNR· 2020-07-19
    29.24
    best: 31.55 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 16konSet14 - 3x upscaling
    SSIM· 2020-07-19
    0.8087
    best: 0.8616 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 16konSet14 - 4x upscaling
    PSNR· 2020-07-19
    27.72
    best: 29.54 (DRCT-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 16konSet14 - 4x upscaling
    SSIM· 2020-07-19
    0.7405
    best: 0.894 (Edge-informed SR)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 16konSet5 - 3x upscaling
    PSNR· 2020-07-19
    34.65
    best: 35.35 (HMA†)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 16konSet5 - 3x upscaling
    SSIM· 2020-07-19
    0.9289
    best: 0.938 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 16konManga109 - 4x upscaling
    PSNR· 2020-07-19
    31.07
    best: 33.19 (HMA†)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 16konManga109 - 4x upscaling
    SSIM· 2020-07-19
    0.9144
    best: 0.9366 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 16konUrban100 - 2x upscaling
    PSNR· 2020-07-19
    32.78
    best: 35.24 (HMA†)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 16konUrban100 - 2x upscaling
    SSIM· 2020-07-19
    0.9342
    best: 0.9516 (DRCT-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 16konManga109 - 3x upscaling
    PSNR· 2020-07-19
    34.1
    best: 36.12 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 16konManga109 - 3x upscaling
    SSIM· 2020-07-19
    0.948
    best: 0.9588 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 16konSet5 - 2x upscaling
    PSNR· 2020-07-19
    38.22
    best: 39.14 (DRCT-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 16konSet5 - 2x upscaling
    SSIM· 2020-07-19
    0.9612
    best: 0.9663 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 16konManga109 - 2x upscaling
    PSNR· 2020-07-19
    39.15
    best: 41.22 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552
  • 16konManga109 - 2x upscaling
    SSIM· 2020-07-19
    0.9781
    best: 0.9846 (Hi-IR-L)
    Sequential Hierarchical Learning with Distribution Transformation for Image Super-ResolutionarXiv:2007.09552