Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising

Benchmark Model Rank Results
color-image-denoising-on-cbsd68-sigma35DnCNN-B*#6PSNR: 28.74
color-image-denoising-on-urban100-sigma15-1DnCNN#7Average PSNR: 32.98
denoising-on-darmstadt-noise-datasetCDnCNN-B#6PSNR: 32.43
grayscale-image-denoising-on-bsd68-sigma25DnCNN#10PSNR: 29.23
grayscale-image-denoising-on-urban100-sigma15DnCNN#6PSNR: 32.67
grayscale-image-denoising-on-urban100-sigma25DnCNN#9PSNR: 29.97
image-super-resolution-on-bsd100-2x-upscalingDnCNN-3#24PSNR: 31.9
image-super-resolution-on-bsd100-3x-upscalingDnCNN-3#17PSNR: 28.85
image-super-resolution-on-bsd100-4x-upscalingDnCNN-3#43PSNR: 27.29SSIM: 0.7253
image-super-resolution-on-set14-2x-upscalingDnCNN-3#28PSNR: 33.03
image-super-resolution-on-set14-3x-upscalingDnCNN-3#18PSNR: 29.81
image-super-resolution-on-set14-4x-upscalingDnCNN-3#70PSNR: 28.04SSIM: 0.7672
image-super-resolution-on-set5-2x-upscalingDnCNN-3#29PSNR: 37.58
image-super-resolution-on-set5-3x-upscalingDnCNN-3#24PSNR: 33.75
image-super-resolution-on-urban100-2xDnCNN-3#24PSNR: 30.74
image-super-resolution-on-urban100-3xDnCNN-3#18PSNR: 27.15
image-super-resolution-on-urban100-4xDnCNN-3#51PSNR: 25.2SSIM: 0.7521
jpeg-artifact-correction-on-classic5-qualityDnCNN-3#6PSNR: 29.4
jpeg-artifact-correction-on-classic5-quality-1DnCNN-3#5PSNR: 31.63
jpeg-artifact-correction-on-classic5-quality-2DnCNN-3#5PSNR: 32.91
jpeg-artifact-correction-on-classic5-quality-3DnCNN-3#4PSNR: 33.77
jpeg-artifact-correction-on-live1-quality-10-1DnCNN-3#7PSNR: 29.19
jpeg-artifact-correction-on-live1-quality-20-1DnCNN-3#7PSNR: 31.59
jpeg-artifact-correction-on-live1-quality-30-1DnCNN-3#5PSNR: 32.98
jpeg-artifact-correction-on-live1-quality-40DnCNN-3#4PSNR: 33.96