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Models/GCDN

GCDN

Reported on 18 benchmarks across 2 tasks · 1 paper · 4 SOTA

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

Computer Vision9 results

  • DenoisingonUrban100 sigma25
    PSNR· 2019-07-19
    30.95
    best: 33.34 (Hi-IR)
    SOTA
    Deep Graph-Convolutional Image DenoisingarXiv:1907.08448
  • DenoisingonUrban100 sigma15
    PSNR· 2019-07-19
    33.47
    best: 33.79 (Restormer)
    SOTA
    Deep Graph-Convolutional Image DenoisingarXiv:1907.08448
  • DenoisingonSet12 sigma50
    PSNR· 2019-07-19
    27.6
    best: 28.15 (Hi-IR)
    Deep Graph-Convolutional Image DenoisingarXiv:1907.08448
  • DenoisingonUrban100 sigma50
    PSNR· 2019-07-19
    27.41
    best: 30.59 (Hi-IR)
    Deep Graph-Convolutional Image DenoisingarXiv:1907.08448
  • DenoisingonSet12 sigma15
    PSNR· 2019-07-19
    33.14
    best: 33.48 (Hi-IR)
    Deep Graph-Convolutional Image DenoisingarXiv:1907.08448
  • DenoisingonBSD68 sigma15
    PSNR· 2019-07-19
    31.83
    best: 34.01 (RIDNet)
    Deep Graph-Convolutional Image DenoisingarXiv:1907.08448
  • DenoisingonBSD68 sigma25
    PSNR· 2019-07-19
    29.35
    best: 31.37 (RIDNet)
    Deep Graph-Convolutional Image DenoisingarXiv:1907.08448
  • DenoisingonSet12 sigma25
    PSNR· 2019-07-19
    30.78
    best: 31.19 (Hi-IR)
    Deep Graph-Convolutional Image DenoisingarXiv:1907.08448
  • DenoisingonBSD68 sigma50
    PSNR· 2019-07-19
    26.38
    best: 30.08 (MaIR+)
    Deep Graph-Convolutional Image DenoisingarXiv:1907.08448

Adversarial9 results

  • 3D ArchitectureonUrban100 sigma25
    PSNR· 2019-07-19
    30.95
    best: 33.34 (Hi-IR)
    SOTA
    Deep Graph-Convolutional Image DenoisingarXiv:1907.08448
  • 3D ArchitectureonUrban100 sigma15
    PSNR· 2019-07-19
    33.47
    best: 33.79 (Restormer)
    SOTA
    Deep Graph-Convolutional Image DenoisingarXiv:1907.08448
  • 3D ArchitectureonSet12 sigma50
    PSNR· 2019-07-19
    27.6
    best: 28.15 (Hi-IR)
    Deep Graph-Convolutional Image DenoisingarXiv:1907.08448
  • 3D ArchitectureonUrban100 sigma50
    PSNR· 2019-07-19
    27.41
    best: 30.59 (Hi-IR)
    Deep Graph-Convolutional Image DenoisingarXiv:1907.08448
  • 3D ArchitectureonSet12 sigma15
    PSNR· 2019-07-19
    33.14
    best: 33.48 (Hi-IR)
    Deep Graph-Convolutional Image DenoisingarXiv:1907.08448
  • 3D ArchitectureonBSD68 sigma15
    PSNR· 2019-07-19
    31.83
    best: 34.01 (RIDNet)
    Deep Graph-Convolutional Image DenoisingarXiv:1907.08448
  • 3D ArchitectureonBSD68 sigma25
    PSNR· 2019-07-19
    29.35
    best: 31.37 (RIDNet)
    Deep Graph-Convolutional Image DenoisingarXiv:1907.08448
  • 3D ArchitectureonSet12 sigma25
    PSNR· 2019-07-19
    30.78
    best: 31.19 (Hi-IR)
    Deep Graph-Convolutional Image DenoisingarXiv:1907.08448
  • 3D ArchitectureonBSD68 sigma50
    PSNR· 2019-07-19
    26.38
    best: 30.08 (MaIR+)
    Deep Graph-Convolutional Image DenoisingarXiv:1907.08448