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Models/AKDT

AKDT

Reported on 28 benchmarks across 3 tasks

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

Computer Vision14 results

  • DenoisingonSIDD
    PSNR (sRGB)
    39.7
    best: 40.39 (CGNet)
  • DenoisingonSIDD
    SSIM (sRGB)
    0.961
    best: 0.973 (NBNet)
  • Denoisingonurban100 sigma15
    Average PSNR
    35.64
  • DenoisingonUrban100 sigma50
    PSNR
    29.82
    best: 30.59 (Hi-IR)
  • DenoisingonCBSD68 sigma15
    PSNR
    34.64
  • DenoisingonMcMaster sigma25
    PSNR
    34.21
  • DenoisingonUrban100 sigma25
    PSNR
    33.14
    best: 33.34 (Hi-IR)
  • DenoisingonMcMaster sigma15
    PSNR
    36.71
  • DenoisingonCBSD68 sigma25
    PSNR
    31.94
  • Denoisingonurban100 sigma15
    Average PSNR
    35.63
    best: 35.64
  • Denoisingonurban100 sigma15
    PSNR
    35.63
  • DenoisingonUrban100 sigma50
    PSNR
    29.82
    best: 30.59 (Hi-IR)
  • DenoisingonMcMaster sigma50
    PSNR
    30.95
  • DenoisingonCBSD68 sigma50
    PSNR
    28.68
    best: 29.39 (IPT)

Adversarial14 results

  • 3D ArchitectureonSIDD
    PSNR (sRGB)
    39.7
    best: 40.39 (CGNet)
  • 3D ArchitectureonSIDD
    SSIM (sRGB)
    0.961
    best: 0.973 (NBNet)
  • 3D Architectureonurban100 sigma15
    Average PSNR
    35.64
  • 3D ArchitectureonUrban100 sigma50
    PSNR
    29.82
    best: 30.59 (Hi-IR)
  • 3D ArchitectureonCBSD68 sigma15
    PSNR
    34.64
  • 3D ArchitectureonMcMaster sigma25
    PSNR
    34.21
  • 3D ArchitectureonUrban100 sigma25
    PSNR
    33.14
    best: 33.34 (Hi-IR)
  • 3D ArchitectureonMcMaster sigma15
    PSNR
    36.71
  • 3D ArchitectureonCBSD68 sigma25
    PSNR
    31.94
  • 3D Architectureonurban100 sigma15
    Average PSNR
    35.63
    best: 35.64
  • 3D Architectureonurban100 sigma15
    PSNR
    35.63
  • 3D ArchitectureonUrban100 sigma50
    PSNR
    29.82
    best: 30.59 (Hi-IR)
  • 3D ArchitectureonMcMaster sigma50
    PSNR
    30.95
  • 3D ArchitectureonCBSD68 sigma50
    PSNR
    28.68
    best: 29.39 (IPT)

Medical4 results

  • Image DenoisingonSIDD
    PSNR (sRGB)
    39.7
    best: 40.39 (CGNet)
  • Image DenoisingonSIDD
    SSIM (sRGB)
    0.961
    best: 0.973 (NBNet)
  • Image Denoisingonurban100 sigma15
    Average PSNR
    35.64
  • Image DenoisingonUrban100 sigma50
    PSNR
    29.82
    best: 30.41 (MaIR+)