Stimulating Diffusion Model for Image Denoising via Adaptive Embedding and Ensembling

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Benchmark Model Rank Results
color-image-denoising-on-cbsd68-sigma15DMID-d#3PSNR: 34.45
color-image-denoising-on-cbsd68-sigma25DMID-d#2PSNR: 31.86
color-image-denoising-on-cbsd68-sigma50DMID-d (MMSE)#3PSNR: 28.69LPIPS: 0.162SSIM: 0.9029
color-image-denoising-on-cbsd68-sigma50DMID-d#4PSNR: 28.69
color-image-denoising-on-cbsd68-sigma50DMID-p#16PSNR: 26.63LPIPS: 0.122SSIM: 0.8605
color-image-denoising-on-kodak24-sigma25DMID-d#1PSNR: 33.12
color-image-denoising-on-kodak24-sigma50DMID-d(MMSE)#1PSNR: 30.13LPIPS: 0.172SSIM: 0.9174
color-image-denoising-on-kodak24-sigma50DMID-p#6PSNR: 27.9LPIPS: 0.131SSIM: 0.8770
color-image-denoising-on-mcmaster-sigma15DMID-d#2PSNR: 35.72
color-image-denoising-on-mcmaster-sigma25DMID-d#2PSNR: 33.49
color-image-denoising-on-mcmaster-sigma50DMID-d#2PSNR: 30.51
color-image-denoising-on-mcmaster-sigma50DMID-p#5PSNR: 28.34LPIPS: 0.092SSIM: 0.9112
color-image-denoising-on-mcmaster-sigma50DMID-d(MMSE)#6LPIPS: 0.124SSIM: 0.9396
color-image-denoising-on-urban100-sigma15-1DMID-d#2Average PSNR: 35.26PSNR: 35.26
color-image-denoising-on-urban100-sigma25DMID-d#2PSNR: 33.11
color-image-denoising-on-urban100-sigma50DMID-d#1PSNR: 30.28

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