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Models/NAFNet

NAFNet

Reported on 20 benchmarks across 8 tasks · 1 paper · 3 SOTA

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

Computer Vision7 results

  • DenoisingonSIDD
    PSNR (sRGB)· 2022-04-10
    40.3
    best: 40.39 (CGNet)
    SOTA
    Simple Baselines for Image RestorationarXiv:2204.04676
  • DeblurringonGoPro
    PSNR· 2022-04-10
    33.69
    best: 35.98 (BSSTNet)
    Simple Baselines for Image RestorationarXiv:2204.04676
  • DeblurringonGoPro
    SSIM· 2022-04-10
    0.967
    best: 0.9792 (BSSTNet)
    Simple Baselines for Image RestorationarXiv:2204.04676
  • Image RestorationonCDD-11
    Average PSNR (dB)· 2022-04-10
    24.13
    best: 28.72 (OneRestore)
    Simple Baselines for Image RestorationarXiv:2204.04676
  • Image RestorationonCDD-11
    SSIM· 2022-04-10
    0.7964
    best: 0.8828 (OneRestore)
    Simple Baselines for Image RestorationarXiv:2204.04676
  • Image RestorationonCSD
    Average PSNR (dB)· 2022-04-10
    35.13
    best: 40.12 (Instruct-IPT)
    Simple Baselines for Image RestorationarXiv:2204.04676
  • DenoisingonSIDD
    SSIM (sRGB)· 2022-04-10
    0.961
    best: 0.973 (NBNet)
    Simple Baselines for Image RestorationarXiv:2204.04676

Audio5 results

  • 10-shot image generationonCDD-11
    Average PSNR (dB)· 2022-04-10
    24.13
    best: 28.72 (OneRestore)
    Simple Baselines for Image RestorationarXiv:2204.04676
  • 10-shot image generationonCDD-11
    SSIM· 2022-04-10
    0.7964
    best: 0.8828 (OneRestore)
    Simple Baselines for Image RestorationarXiv:2204.04676
  • 10-shot image generationonCSD
    Average PSNR (dB)· 2022-04-10
    35.13
    best: 40.12 (Instruct-IPT)
    Simple Baselines for Image RestorationarXiv:2204.04676
  • 10-shot image generationonGoPro
    PSNR· 2022-04-10
    33.69
    best: 35.98 (BSSTNet)
    Simple Baselines for Image RestorationarXiv:2204.04676
  • 10-shot image generationonGoPro
    SSIM· 2022-04-10
    0.967
    best: 0.9792 (BSSTNet)
    Simple Baselines for Image RestorationarXiv:2204.04676

Medical2 results

  • Image DenoisingonSIDD
    PSNR (sRGB)· 2022-04-10
    40.3
    best: 40.39 (CGNet)
    SOTA
    Simple Baselines for Image RestorationarXiv:2204.04676
  • Image DenoisingonSIDD
    SSIM (sRGB)· 2022-04-10
    0.961
    best: 0.973 (NBNet)
    Simple Baselines for Image RestorationarXiv:2204.04676

Adversarial2 results

  • 3D ArchitectureonSIDD
    PSNR (sRGB)· 2022-04-10
    40.3
    best: 40.39 (CGNet)
    SOTA
    Simple Baselines for Image RestorationarXiv:2204.04676
  • 3D ArchitectureonSIDD
    SSIM (sRGB)· 2022-04-10
    0.961
    best: 0.973 (NBNet)
    Simple Baselines for Image RestorationarXiv:2204.04676

Methodology2 results

  • 2D ClassificationonGoPro
    PSNR· 2022-04-10
    33.69
    best: 35.98 (BSSTNet)
    Simple Baselines for Image RestorationarXiv:2204.04676
  • 2D ClassificationonGoPro
    SSIM· 2022-04-10
    0.967
    best: 0.9792 (BSSTNet)
    Simple Baselines for Image RestorationarXiv:2204.04676

Computer Code2 results

  • Blind Image DeblurringonGoPro
    PSNR· 2022-04-10
    33.69
    best: 35.98 (BSSTNet)
    Simple Baselines for Image RestorationarXiv:2204.04676
  • Blind Image DeblurringonGoPro
    SSIM· 2022-04-10
    0.967
    best: 0.9792 (BSSTNet)
    Simple Baselines for Image RestorationarXiv:2204.04676