A Comparative Study of Image Restoration Networks for General Backbone Network Design

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Benchmark Model Rank Results
color-image-denoising-on-cbsd68-color-gaussian-denoising-50X-Restormer (Gaussian denoising, σ=50)#3PSNR: 28.63SSIM: 0.8138
deblurring-on-realblur-r-trained-on-goproX-Restormer (trained on GoPro)#3PSNR (sRGB): 36.27SSIM (sRGB): 0.958
image-dehazing-on-sots-indoorX-Restormer (trained on RESIDE-ITS)#4PSNR: 42.90SSIM: 0.995
single-image-deraining-on-rain100lX-Restormer (trained on Rain13K) (extra data)#8PSNR: 39.10SSIM: 0.978
deblurring-on-hide-trained-on-goproX-Restormer (trained on GoPro)#9PSNR (sRGB): 31.76SSIM (sRGB): 0.930
deblurring-on-realblur-j-trained-on-goproX-Restormer (trained on GoPro)#9PSNR (sRGB): 28.87SSIM (sRGB): 0.878
image-deblurring-on-goproX-Restormer (trained on GoPro)#25PSNR: 33.44SSIM: 0.946

Rank counts only results with a code link.