Improving Image Restoration by Revisiting Global Information Aggregation

Benchmark Model Rank Results
color-image-denoising-on-urban100-sigma50Restormer-Local#2PSNR: 30.17
deblurring-on-basedMPR local#8Subjective: 0.4407SSIM: 0.94542PSNR: 31.65037VMAF: 67.01788
deblurring-on-goproRNN-MBP-Local#10PSNR: 33.8SSIM: 0.966
deblurring-on-goproRestormer-Local#14PSNR: 33.57SSIM: 0.966
deblurring-on-goproMPRNet-local#19PSNR: 33.31SSIM: 0.964
deblurring-on-goproHINet-local#21PSNR: 33.08SSIM: 0.962
deblurring-on-hide-trained-on-goproRestormer-TLC#11PSNR (sRGB): 31.49SSIM (sRGB): 0.945Params (M): 26.13
deblurring-on-hide-trained-on-goproMPRNet-TLC#14PSNR (sRGB): 31.19SSIM (sRGB): 0.942Params (M): 20.1
grayscale-image-denoising-on-urban100-sigma15-1Restormer-Local#1PSNR: 33.85
grayscale-image-denoising-on-urban100-sigma25Restormer-Local#1PSNR: 31.55
grayscale-image-denoising-on-urban100-sigma50Restormer-Local#1PSNR: 28.41
image-deblurring-on-goproRestormer-TLC#16PSNR: 33.57SSIM: 0.966Params (M): 26.13
image-deblurring-on-goproMPRNet-TLC#18PSNR: 33.31SSIM: 0.964Params (M): 20.1
image-deblurring-on-goproHINet-TLC#24PSNR: 33.08SSIM: 0.962