Uformer: A General U-Shaped Transformer for Image Restoration

Benchmark Model Rank Results
deblurring-on-goproUformer-B#25PSNR: 32.97SSIM: 0.967
deblurring-on-hide-trained-on-goproUformer-B#17PSNR (sRGB): 30.83SSIM (sRGB): 0.952Params (M): 50.88
deblurring-on-realblur-j-trained-on-goproUformer-B#4PSNR (sRGB): 29.06SSIM (sRGB): 0.884
deblurring-on-realblur-r-trained-on-goproUformer-B#3PSNR (sRGB): 36.22SSIM (sRGB): 0.957
deblurring-on-rsblurUformer-B#6Average PSNR: 33.98
image-deblurring-on-goproUformer-B#26PSNR: 32.97SSIM: 0.967Params (M): 50.88
image-dehazing-on-sots-indoorUformer#24PSNR: 31.91SSIM: 0.971
image-dehazing-on-sots-outdoorUformer#24PSNR: 26.52SSIM: 0.945
image-denoising-on-dndUformer-B#5PSNR (sRGB): 39.98SSIM (sRGB): 0.955
image-denoising-on-siddUformer-B#9PSNR (sRGB): 39.89SSIM (sRGB): 0.960
image-enhancement-on-tip-2018Uformer-B#4PSNR: 29.28SSIM: 0.917
single-image-desnowing-on-csdUFormer#5Average PSNR (dB): 33.80