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Models/NLRN

NLRN

Reported on 44 benchmarks across 6 tasks · 1 paper · 10 SOTA

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

Computer Vision22 results

  • DenoisingonUrban100 sigma25
    PSNR· 2018-06-07
    30.94
    best: 33.34 (Hi-IR)
    SOTA
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • DenoisingonUrban100 sigma15
    PSNR· 2018-06-07
    33.45
    best: 33.79 (Restormer)
    SOTA
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • DenoisingonUrban100 sigma50
    PSNR· 2018-06-07
    27.49
    best: 30.59 (Hi-IR)
    SOTA
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • DenoisingonSet12 sigma15
    PSNR· 2018-06-07
    33.16
    best: 33.48 (Hi-IR)
    SOTA
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • DenoisingonSet12 sigma30
    PSNR· 2018-06-07
    30.8
    SOTA
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • DenoisingonDarmstadt Noise Dataset
    PSNR· 2018-06-07
    30.8
    best: 81 (SINDy)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • DenoisingonSet12 sigma50
    PSNR· 2018-06-07
    27.64
    best: 28.15 (Hi-IR)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • DenoisingonBSD68 sigma15
    PSNR· 2018-06-07
    31.88
    best: 34.01 (RIDNet)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • DenoisingonBSD68 sigma25
    PSNR· 2018-06-07
    29.41
    best: 31.37 (RIDNet)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • DenoisingonBSD68 sigma50
    PSNR· 2018-06-07
    26.47
    best: 30.08 (MaIR+)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • Image Super-ResolutiononSet14 - 4x upscaling
    PSNR· 2018-06-07
    28.36
    best: 29.54 (DRCT-L)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • Image Super-ResolutiononSet14 - 4x upscaling
    SSIM· 2018-06-07
    0.7745
    best: 0.894 (Edge-informed SR)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • Image Super-ResolutiononUrban100 - 4x upscaling
    PSNR· 2018-06-07
    25.79
    best: 28.72 (Hi-IR-L)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • Image Super-ResolutiononUrban100 - 4x upscaling
    SSIM· 2018-06-07
    0.7729
    best: 0.9481 (SPSR)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • Image Super-ResolutiononBSD100 - 4x upscaling
    PSNR· 2018-06-07
    27.48
    best: 28.16 (DRCT-L)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • Image Super-ResolutiononBSD100 - 4x upscaling
    SSIM· 2018-06-07
    0.7306
    best: 0.851 (Edge-informed SR)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • 3D Object Super-ResolutiononSet14 - 4x upscaling
    PSNR· 2018-06-07
    28.36
    best: 29.54 (DRCT-L)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • 3D Object Super-ResolutiononSet14 - 4x upscaling
    SSIM· 2018-06-07
    0.7745
    best: 0.894 (Edge-informed SR)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • 3D Object Super-ResolutiononUrban100 - 4x upscaling
    PSNR· 2018-06-07
    25.79
    best: 28.72 (Hi-IR-L)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • 3D Object Super-ResolutiononUrban100 - 4x upscaling
    SSIM· 2018-06-07
    0.7729
    best: 0.9481 (SPSR)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • 3D Object Super-ResolutiononBSD100 - 4x upscaling
    PSNR· 2018-06-07
    27.48
    best: 28.16 (DRCT-L)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • 3D Object Super-ResolutiononBSD100 - 4x upscaling
    SSIM· 2018-06-07
    0.7306
    best: 0.851 (Edge-informed SR)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919

Adversarial10 results

  • 3D ArchitectureonUrban100 sigma25
    PSNR· 2018-06-07
    30.94
    best: 33.34 (Hi-IR)
    SOTA
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • 3D ArchitectureonUrban100 sigma15
    PSNR· 2018-06-07
    33.45
    best: 33.79 (Restormer)
    SOTA
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • 3D ArchitectureonUrban100 sigma50
    PSNR· 2018-06-07
    27.49
    best: 30.59 (Hi-IR)
    SOTA
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • 3D ArchitectureonSet12 sigma15
    PSNR· 2018-06-07
    33.16
    best: 33.48 (Hi-IR)
    SOTA
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • 3D ArchitectureonSet12 sigma30
    PSNR· 2018-06-07
    30.8
    SOTA
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • 3D ArchitectureonDarmstadt Noise Dataset
    PSNR· 2018-06-07
    30.8
    best: 81 (SINDy)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • 3D ArchitectureonSet12 sigma50
    PSNR· 2018-06-07
    27.64
    best: 28.15 (Hi-IR)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • 3D ArchitectureonBSD68 sigma15
    PSNR· 2018-06-07
    31.88
    best: 34.01 (RIDNet)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • 3D ArchitectureonBSD68 sigma25
    PSNR· 2018-06-07
    29.41
    best: 31.37 (RIDNet)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • 3D ArchitectureonBSD68 sigma50
    PSNR· 2018-06-07
    26.47
    best: 30.08 (MaIR+)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919

Graphs6 results

  • Super-ResolutiononSet14 - 4x upscaling
    PSNR· 2018-06-07
    28.36
    best: 29.54 (DRCT-L)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • Super-ResolutiononSet14 - 4x upscaling
    SSIM· 2018-06-07
    0.7745
    best: 0.894 (Edge-informed SR)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • Super-ResolutiononUrban100 - 4x upscaling
    PSNR· 2018-06-07
    25.79
    best: 28.72 (Hi-IR-L)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • Super-ResolutiononUrban100 - 4x upscaling
    SSIM· 2018-06-07
    0.7729
    best: 0.9481 (SPSR)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • Super-ResolutiononBSD100 - 4x upscaling
    PSNR· 2018-06-07
    27.48
    best: 28.16 (DRCT-L)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • Super-ResolutiononBSD100 - 4x upscaling
    SSIM· 2018-06-07
    0.7306
    best: 0.851 (Edge-informed SR)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919

Methodology6 results

  • 16konSet14 - 4x upscaling
    PSNR· 2018-06-07
    28.36
    best: 29.54 (DRCT-L)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • 16konSet14 - 4x upscaling
    SSIM· 2018-06-07
    0.7745
    best: 0.894 (Edge-informed SR)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • 16konUrban100 - 4x upscaling
    PSNR· 2018-06-07
    25.79
    best: 28.72 (Hi-IR-L)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • 16konUrban100 - 4x upscaling
    SSIM· 2018-06-07
    0.7729
    best: 0.9481 (SPSR)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • 16konBSD100 - 4x upscaling
    PSNR· 2018-06-07
    27.48
    best: 28.16 (DRCT-L)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919
  • 16konBSD100 - 4x upscaling
    SSIM· 2018-06-07
    0.7306
    best: 0.851 (Edge-informed SR)
    Non-Local Recurrent Network for Image RestorationarXiv:1806.02919