Universal Image Restoration Pre-training via Masked Degradation Classification

Open paper
Benchmark Model Rank Results
single-image-deraining-on-rain100l-rgbMaskDCPT-NAFNet (5D joint) (extra data)#1PSNR: 39.92SSIM: 0.986
color-image-denoising-on-cbsd68-color-gaussian-denoising-25MaskDCPT-NAFNet (5D joint, Gaussian denoising σ=25) (extra data)#9PSNR: 31.41SSIM: 0.894
color-image-denoising-on-cbsd68-color-gaussian-denoising-50MaskDCPT-NAFNet (5D joint, Gaussian denoising σ=50) (extra data)#9PSNR: 28.21
color-image-denoising-on-cbsd68-color-gaussian-denoising-15MaskDCPT-NAFNet (5D joint, Gaussian denoising σ=15) (extra data)#10PSNR: 34.03
deblurring-on-hide-trained-on-goproMaskDCPT-Restormer (trained on GoPro) (extra data)#18PSNR (sRGB): 31.55SSIM (sRGB): 0.946
image-deblurring-on-goproMaskDCPT-Restormer (single-task fine-tuned) (extra data)#30PSNR: 33.29SSIM: 0.964

Rank counts only results with a code link.