Restormer: Efficient Transformer for High-Resolution Image Restoration

Open paper
Benchmark Model Rank Results
color-image-denoising-on-kodak24-sigma50Restormer#3PSNR: 30.01
color-image-denoising-on-urban100-sigma15-1Restormer#5Average PSNR: 35.13
color-image-denoising-on-urban100-sigma50Restormer#4PSNR: 30.02
deblurring-on-basedRestormer local#10Subjective: 0.1231SSIM: 0.94217PSNR: 31.12341VMAF: 65.25911…
deblurring-on-basedRestormer#11Subjective: 0.1175SSIM: 0.94632PSNR: 31.76111VMAF: 66.3964…
deblurring-on-goproRestormer#26PSNR: 32.92SSIM: 0.961
deblurring-on-hide-trained-on-goproRestormer#13PSNR (sRGB): 31.22SSIM (sRGB): 0.942Params (M): 26.13
deblurring-on-realblur-j-trained-on-goproRestormer#6PSNR (sRGB): 28.96SSIM (sRGB): 0.879
deblurring-on-realblur-r-trained-on-goproRestormer#4PSNR (sRGB): 36.19SSIM (sRGB): 0.957
deblurring-on-rsblurRestormer#7Average PSNR: 33.69
grayscale-image-denoising-on-bsd68-sigma15Restormer#4PSNR: 31.96
grayscale-image-denoising-on-urban100-sigma15Restormer#1PSNR: 33.79
grayscale-image-denoising-on-urban100-sigma25Restormer#2PSNR: 31.46
grayscale-image-denoising-on-urban100-sigma50Restormer#3PSNR: 28.29
image-deblurring-on-goproRestormer#27PSNR: 32.92SSIM: 0.961Params (M): 26.13
image-denoising-on-dndRestormer#4PSNR (sRGB): 40.03SSIM (sRGB): 0.956
image-denoising-on-siddRestormer#6PSNR (sRGB): 40.02SSIM (sRGB): 0.960
image-restoration-on-cdd-11Restormer#3Average PSNR (dB): 26.99SSIM: 0.8646
single-image-deraining-on-rain100hRestormer#6PSNR: 31.46SSIM: 0.904
single-image-deraining-on-rain100lRestormer#7PSNR: 38.99SSIM: 0.978
single-image-deraining-on-test100Restormer#1PSNR: 32.00SSIM: 0.923
single-image-deraining-on-test1200Restormer#5PSNR: 33.19SSIM: 0.926
single-image-deraining-on-test2800Restormer#2PSNR: 34.18SSIM: 0.944
single-image-desnowing-on-csdRestormer#3Average PSNR (dB): 35.43
spectral-reconstruction-on-arad-1kRestormer#4PSNR: 33.40MRAE: 0.1833RMSE: 0.0274
video-deraining-on-vrdsRestormer#3SSIM: 0.9206PSNR: 29.59

Rank counts only results with a code link.