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SRGAN

Implementation of SRGAN and SRResNet as defined in Ledig et. al

SRResNet Results

Dataset PSNR (Ours) SSIM (Ours) PSNR (Reported) SSIM (Reported)
Set5 30.598 .889 32.05 .902
Set14 27.228 .780 28.49 .818
BSD100 26.191 .735 27.58 .762
Urban100 24.683 .780 N/A N/A

SRGAN Results

Dataset PSNR (Ours) SSIM (Ours) PSNR (Reported) SSIM (Reported)
Set5 28.650 .800 29.40 .847
Set14 25.719 .681 26.02 .740
BSD100 24.722 .620 25.15 .669
Urban100 23.259 .668 N/A N/A

Requirements

  • Pytorch
  • Torchvision
  • Recommended: CUDA 8
  • Optional: Datasets (small ones included, e.g., BSD100 and Set14, ImageNet not provided)

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