Hierarchical Information Flow for Generalized Efficient Image Restoration

Benchmark Model Rank Results
color-image-denoising-on-kodak24-sigma25Hi-IRPSNR: 33.01
color-image-denoising-on-kodak24-sigma50Hi-IRPSNR: 29.98
color-image-denoising-on-mcmaster-sigma15Hi-IRPSNR: 35.69
color-image-denoising-on-mcmaster-sigma25Hi-IRPSNR: 33.44
color-image-denoising-on-mcmaster-sigma50Hi-IRPSNR: 30.42
color-image-denoising-on-urban100-sigma15-1Hi-IRPSNR: 35.46
color-image-denoising-on-urban100-sigma25Hi-IRPSNR: 33.34
color-image-denoising-on-urban100-sigma50Hi-IRPSNR: 30.59
grayscale-image-denoising-on-set12-sigma15Hi-IRPSNR: 33.48
grayscale-image-denoising-on-set12-sigma25Hi-IRPSNR: 31.19
grayscale-image-denoising-on-set12-sigma50Hi-IRPSNR: 28.15
grayscale-image-denoising-on-urban100-sigma15-1Hi-IRPSNR: 34.11
grayscale-image-denoising-on-urban100-sigma25Hi-IRPSNR: 31.92
grayscale-image-denoising-on-urban100-sigma50Hi-IRPSNR: 28.91
image-deblurring-on-goproHi-IR-LPSNR: 33.99
image-deblurring-on-hide-trained-on-goproHi-IR-LPSNR: 31.64
image-super-resolution-on-bsd100-2x-upscalingHi-IR-LPSNR: 32.77SSIM: 0.9092
image-super-resolution-on-bsd100-3x-upscalingHi-IR-LPSNR: 29.67SSIM: 0.8256
image-super-resolution-on-bsd100-4x-upscalingHi-IR-LPSNR: 28.13SSIM: 0.7622
image-super-resolution-on-manga109-2xHi-IR-LPSNR: 41.22SSIM: 0.9846
image-super-resolution-on-manga109-3xHi-IR-LPSNR: 36.12SSIM: 0.9588
image-super-resolution-on-manga109-4xHi-IR-LSSIM: 0.9366PSNR: 33.13
image-super-resolution-on-set14-2x-upscalingHi-IR-LPSNR: 35.27SSIM: 0.9311
image-super-resolution-on-set14-3x-upscalingHi-IR-LPSNR: 31.55SSIM: 0.8616
image-super-resolution-on-set14-4x-upscalingHi-IR-LPSNR: 29.49SSIM: 0.8041
image-super-resolution-on-set5-2x-upscalingHi-IR-LPSNR: 38.87SSIM: 0.9663
image-super-resolution-on-set5-3x-upscalingHi-IR-LPSNR: 35.2SSIM: 0.938
image-super-resolution-on-set5-4x-upscalingHi-IR-LPSNR: 33.22SSIM: 0.9103
image-super-resolution-on-urban100-2xHi-IR-LPSNR: 35.16SSIM: 0.9505
image-super-resolution-on-urban100-3xHi-IR-LPSNR: 31.07SSIM: 0.902
image-super-resolution-on-urban100-4xHi-IR-LPSNR: 28.72SSIM: 0.8514
jpeg-artifact-correction-on-classic5-qualityHi-IRPSNR: 30.38SSIM: 0.8266
jpeg-artifact-correction-on-classic5-quality-1Hi-IRPSNR: 32.62SSIM: 0.8751
jpeg-artifact-correction-on-classic5-quality-2Hi-IRPSNR: 33.8SSIM: 0.8962
jpeg-artifact-correction-on-classic5-quality-3Hi-IRPSNR: 34.61SSIM: 0.9082
jpeg-artifact-correction-on-live1-quality-10Hi-IRPSNR: 28.36SSIM: 0.818
jpeg-artifact-correction-on-live1-quality-10-1Hi-IRPSNR: 29.94SSIM: 0.8359
jpeg-artifact-correction-on-live1-quality-20Hi-IRPSNR: 30.66SSIM: 0.8797
jpeg-artifact-correction-on-live1-quality-20-1Hi-IRPSNR: 32.31SSIM: 0.8938
jpeg-artifact-correction-on-live1-quality-30Hi-IRPSNR: 32.02SSIM: 0.9063
jpeg-artifact-correction-on-live1-quality-30-1Hi-IRPSNR: 33.73SSIM: 0.9223
jpeg-artifact-correction-on-live1-quality-40Hi-IRPSNR: 34.71SSIM: 0.9347