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Models/HyperRes

HyperRes

Reported on 88 benchmarks across 8 tasks · 1 paper · 56 SOTA

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

Computer Vision44 results

  • Image RestorationonLive1 (Quality 50 Grayscale)
    PSNR· 2022-06-13
    34.39
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Image RestorationonLive1 (Quality 50 Grayscale)
    SSIM· 2022-06-13
    0.94
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Image RestorationonLive1 (Quality 70 Grayscale)
    PSNR· 2022-06-13
    36.38
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Image RestorationonLive1 (Quality 70 Grayscale)
    SSIM· 2022-06-13
    0.96
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Image RestorationonLive1 (Quality 80 Grayscale)
    PSNR· 2022-06-13
    38.09
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Image RestorationonLive1 (Quality 80 Grayscale)
    SSIM· 2022-06-13
    0.97
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • DenoisingonCBSD68 sigma5
    SSIM· 2022-06-13
    0.98
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • DenoisingonCBSD68 sigma15
    SSIM· 2022-06-13
    0.95
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • DenoisingonCBSD68 sigma45
    PSNR· 2022-06-13
    28.64
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • DenoisingonCBSD68 sigma45
    SSIM· 2022-06-13
    0.81
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • DenoisingonCBSD68 sigma65
    PSNR· 2022-06-13
    27.06
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • DenoisingonCBSD68 sigma65
    SSIM· 2022-06-13
    0.76
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • DenoisingonCBSD68 sigma25
    SSIM· 2022-06-13
    0.89
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • DenoisingonCBSD68 sigma35
    SSIM· 2022-06-13
    0.85
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • DenoisingonCBSD68 sigma55
    PSNR· 2022-06-13
    27.78
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • DenoisingonCBSD68 sigma55
    SSIM· 2022-06-13
    0.78
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • DenoisingonCBSD68 sigma75
    PSNR· 2022-06-13
    26.46
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • DenoisingonCBSD68 sigma75
    SSIM· 2022-06-13
    0.73
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • DenoisingonCBSD68 sigma85
    PSNR· 2022-06-13
    25.95
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • DenoisingonCBSD68 sigma85
    SSIM· 2022-06-13
    0.71
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Image Super-ResolutiononSet5 - 6x upscaling
    PSNR· 2022-06-13
    24.92
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Image Super-ResolutiononSet5 - 6x upscaling
    SSIM· 2022-06-13
    0.71
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Image Super-ResolutiononSet5 - 5x upscaling
    PSNR· 2022-06-13
    25.63
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Image Super-ResolutiononSet5 - 5x upscaling
    SSIM· 2022-06-13
    0.74
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D Object Super-ResolutiononSet5 - 6x upscaling
    PSNR· 2022-06-13
    24.92
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D Object Super-ResolutiononSet5 - 6x upscaling
    SSIM· 2022-06-13
    0.71
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D Object Super-ResolutiononSet5 - 5x upscaling
    PSNR· 2022-06-13
    25.63
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D Object Super-ResolutiononSet5 - 5x upscaling
    SSIM· 2022-06-13
    0.74
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Image RestorationonLive1 (Quality 10 Grayscale)
    PSNR· 2022-06-13
    28.81
    best: 29.94 (Hi-IR)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Image RestorationonLive1 (Quality 10 Grayscale)
    SSIM· 2022-06-13
    0.82
    best: 0.84 (QGAC)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Image RestorationonLIVE1 (Quality 30 Grayscale)
    PSNR· 2022-06-13
    32.56
    best: 33.73 (Hi-IR)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Image RestorationonLIVE1 (Quality 30 Grayscale)
    SSIM· 2022-06-13
    0.91
    best: 0.925 (QGAC)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • DenoisingonCBSD68 sigma5
    PSNR· 2022-06-13
    39.96
    best: 40.05 (CBUIFD75)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • DenoisingonCBSD68 sigma15
    PSNR· 2022-06-13
    34.02
    best: 34.64 (AKDT)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • DenoisingonCBSD68 sigma25
    PSNR· 2022-06-13
    31.41
    best: 31.94 (AKDT)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • DenoisingonCBSD68 sigma35
    PSNR· 2022-06-13
    29.8
    best: 30.24 (ADL)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Image Super-ResolutiononSet5 - 3x upscaling
    PSNR· 2022-06-13
    29.77
    best: 35.35 (HMA†)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Image Super-ResolutiononSet5 - 3x upscaling
    SSIM· 2022-06-13
    0.84
    best: 0.938 (Hi-IR-L)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Image Super-ResolutiononSet5 - 2x upscaling
    PSNR· 2022-06-13
    36.69
    best: 39.14 (DRCT-L)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Image Super-ResolutiononSet5 - 2x upscaling
    SSIM· 2022-06-13
    0.94
    best: 0.9663 (Hi-IR-L)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D Object Super-ResolutiononSet5 - 3x upscaling
    PSNR· 2022-06-13
    29.77
    best: 35.35 (HMA†)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D Object Super-ResolutiononSet5 - 3x upscaling
    SSIM· 2022-06-13
    0.84
    best: 0.938 (Hi-IR-L)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D Object Super-ResolutiononSet5 - 2x upscaling
    PSNR· 2022-06-13
    36.69
    best: 39.14 (DRCT-L)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D Object Super-ResolutiononSet5 - 2x upscaling
    SSIM· 2022-06-13
    0.94
    best: 0.9663 (Hi-IR-L)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970

Adversarial18 results

  • 3D ArchitectureonCBSD68 sigma5
    SSIM· 2022-06-13
    0.98
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D ArchitectureonCBSD68 sigma15
    SSIM· 2022-06-13
    0.95
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D ArchitectureonCBSD68 sigma45
    PSNR· 2022-06-13
    28.64
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D ArchitectureonCBSD68 sigma45
    SSIM· 2022-06-13
    0.81
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D ArchitectureonCBSD68 sigma65
    PSNR· 2022-06-13
    27.06
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D ArchitectureonCBSD68 sigma65
    SSIM· 2022-06-13
    0.76
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D ArchitectureonCBSD68 sigma25
    SSIM· 2022-06-13
    0.89
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D ArchitectureonCBSD68 sigma35
    SSIM· 2022-06-13
    0.85
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D ArchitectureonCBSD68 sigma55
    PSNR· 2022-06-13
    27.78
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D ArchitectureonCBSD68 sigma55
    SSIM· 2022-06-13
    0.78
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D ArchitectureonCBSD68 sigma75
    PSNR· 2022-06-13
    26.46
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D ArchitectureonCBSD68 sigma75
    SSIM· 2022-06-13
    0.73
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D ArchitectureonCBSD68 sigma85
    PSNR· 2022-06-13
    25.95
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D ArchitectureonCBSD68 sigma85
    SSIM· 2022-06-13
    0.71
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D ArchitectureonCBSD68 sigma5
    PSNR· 2022-06-13
    39.96
    best: 40.05 (CBUIFD75)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D ArchitectureonCBSD68 sigma15
    PSNR· 2022-06-13
    34.02
    best: 34.64 (AKDT)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D ArchitectureonCBSD68 sigma25
    PSNR· 2022-06-13
    31.41
    best: 31.94 (AKDT)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 3D ArchitectureonCBSD68 sigma35
    PSNR· 2022-06-13
    29.8
    best: 30.24 (ADL)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970

Audio10 results

  • 10-shot image generationonLive1 (Quality 50 Grayscale)
    PSNR· 2022-06-13
    34.39
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 10-shot image generationonLive1 (Quality 50 Grayscale)
    SSIM· 2022-06-13
    0.94
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 10-shot image generationonLive1 (Quality 70 Grayscale)
    PSNR· 2022-06-13
    36.38
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 10-shot image generationonLive1 (Quality 70 Grayscale)
    SSIM· 2022-06-13
    0.96
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 10-shot image generationonLive1 (Quality 80 Grayscale)
    PSNR· 2022-06-13
    38.09
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 10-shot image generationonLive1 (Quality 80 Grayscale)
    SSIM· 2022-06-13
    0.97
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 10-shot image generationonLive1 (Quality 10 Grayscale)
    PSNR· 2022-06-13
    28.81
    best: 29.94 (Hi-IR)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 10-shot image generationonLive1 (Quality 10 Grayscale)
    SSIM· 2022-06-13
    0.82
    best: 0.84 (QGAC)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 10-shot image generationonLIVE1 (Quality 30 Grayscale)
    PSNR· 2022-06-13
    32.56
    best: 33.73 (Hi-IR)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 10-shot image generationonLIVE1 (Quality 30 Grayscale)
    SSIM· 2022-06-13
    0.91
    best: 0.925 (QGAC)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970

Graphs8 results

  • Super-ResolutiononSet5 - 6x upscaling
    PSNR· 2022-06-13
    24.92
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Super-ResolutiononSet5 - 6x upscaling
    SSIM· 2022-06-13
    0.71
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Super-ResolutiononSet5 - 5x upscaling
    PSNR· 2022-06-13
    25.63
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Super-ResolutiononSet5 - 5x upscaling
    SSIM· 2022-06-13
    0.74
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Super-ResolutiononSet5 - 3x upscaling
    PSNR· 2022-06-13
    29.77
    best: 35.35 (HMA†)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Super-ResolutiononSet5 - 3x upscaling
    SSIM· 2022-06-13
    0.84
    best: 0.938 (Hi-IR-L)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Super-ResolutiononSet5 - 2x upscaling
    PSNR· 2022-06-13
    36.69
    best: 39.14 (DRCT-L)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • Super-ResolutiononSet5 - 2x upscaling
    SSIM· 2022-06-13
    0.94
    best: 0.9663 (Hi-IR-L)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970

Methodology8 results

  • 16konSet5 - 6x upscaling
    PSNR· 2022-06-13
    24.92
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 16konSet5 - 6x upscaling
    SSIM· 2022-06-13
    0.71
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 16konSet5 - 5x upscaling
    PSNR· 2022-06-13
    25.63
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 16konSet5 - 5x upscaling
    SSIM· 2022-06-13
    0.74
    SOTA
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 16konSet5 - 3x upscaling
    PSNR· 2022-06-13
    29.77
    best: 35.35 (HMA†)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 16konSet5 - 3x upscaling
    SSIM· 2022-06-13
    0.84
    best: 0.938 (Hi-IR-L)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 16konSet5 - 2x upscaling
    PSNR· 2022-06-13
    36.69
    best: 39.14 (DRCT-L)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970
  • 16konSet5 - 2x upscaling
    SSIM· 2022-06-13
    0.94
    best: 0.9663 (Hi-IR-L)
    Hypernetwork-Based Adaptive Image RestorationarXiv:2206.05970