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Models/MIRNet

MIRNet

Reported on 22 benchmarks across 5 tasks · 1 paper · 20 SOTA

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

Computer Vision9 results

  • Image RestorationonCDD-11
    Average PSNR (dB)· 2020-03-15
    25.97
    best: 28.72 (OneRestore)
    SOTA
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792
  • Image RestorationonCDD-11
    SSIM· 2020-03-15
    0.8474
    best: 0.8828 (OneRestore)
    SOTA
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792
  • Image RestorationonARAD-1K
    PSNR· 2020-03-15
    33.29
    best: 34.32 (MST++)
    SOTA
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792
  • Image RestorationonARAD-1K
    RMSE· 2020-03-15
    0.0274
    best: 0.0248 (MST++)
    SOTA
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792
  • DenoisingonSIDD
    PSNR (sRGB)· 2020-03-15
    39.72
    best: 40.39 (CGNet)
    SOTA
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792
  • DenoisingonSIDD
    SSIM (sRGB)· 2020-03-15
    0.959
    best: 0.973 (NBNet)
    SOTA
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792
  • DenoisingonDND
    PSNR (sRGB)· 2020-03-15
    39.88
    best: 40.594 (DualDn)
    SOTA
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792
  • DenoisingonDND
    SSIM (sRGB)· 2020-03-15
    0.956
    best: 0.966 (DualDn)
    SOTA
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792
  • Image RestorationonARAD-1K
    MRAE· 2020-03-15
    0.189
    best: 0.3814 (HSCNN+)
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792

Audio5 results

  • 10-shot image generationonCDD-11
    Average PSNR (dB)· 2020-03-15
    25.97
    best: 28.72 (OneRestore)
    SOTA
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792
  • 10-shot image generationonCDD-11
    SSIM· 2020-03-15
    0.8474
    best: 0.8828 (OneRestore)
    SOTA
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792
  • 10-shot image generationonARAD-1K
    PSNR· 2020-03-15
    33.29
    best: 34.32 (MST++)
    SOTA
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792
  • 10-shot image generationonARAD-1K
    RMSE· 2020-03-15
    0.0274
    best: 0.0248 (MST++)
    SOTA
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792
  • 10-shot image generationonARAD-1K
    MRAE· 2020-03-15
    0.189
    best: 0.3814 (HSCNN+)
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792

Medical4 results

  • Image DenoisingonSIDD
    PSNR (sRGB)· 2020-03-15
    39.72
    best: 40.39 (CGNet)
    SOTA
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792
  • Image DenoisingonSIDD
    SSIM (sRGB)· 2020-03-15
    0.959
    best: 0.973 (NBNet)
    SOTA
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792
  • Image DenoisingonDND
    PSNR (sRGB)· 2020-03-15
    39.88
    best: 40.594 (DualDn)
    SOTA
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792
  • Image DenoisingonDND
    SSIM (sRGB)· 2020-03-15
    0.956
    best: 0.966 (DualDn)
    SOTA
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792

Adversarial4 results

  • 3D ArchitectureonSIDD
    PSNR (sRGB)· 2020-03-15
    39.72
    best: 40.39 (CGNet)
    SOTA
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792
  • 3D ArchitectureonSIDD
    SSIM (sRGB)· 2020-03-15
    0.959
    best: 0.973 (NBNet)
    SOTA
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792
  • 3D ArchitectureonDND
    PSNR (sRGB)· 2020-03-15
    39.88
    best: 40.594 (DualDn)
    SOTA
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792
  • 3D ArchitectureonDND
    SSIM (sRGB)· 2020-03-15
    0.956
    best: 0.966 (DualDn)
    SOTA
    Learning Enriched Features for Real Image Restoration and EnhancementarXiv:2003.06792