SwinIR: Image Restoration Using Swin Transformer

Benchmark Model Rank Results
grayscale-image-denoising-on-urban100-sigma15SwinIR#2PSNR: 33.70
video-super-resolution-on-msu-super-resolution-for-video-compressionSwinIR + x264#2BSQ-rate over Subjective Score: 0.304BSQ-rate over ERQA: 0.76…
video-super-resolution-on-msu-super-resolution-for-video-compressionSwinIR + x265#4BSQ-rate over Subjective Score: 0.346BSQ-rate over ERQA: 1.575…
video-super-resolution-on-msu-super-resolution-for-video-compressionSwinIR + uavs3e#8BSQ-rate over Subjective Score: 0.639BSQ-rate over ERQA: 6.803…
video-super-resolution-on-msu-super-resolution-for-video-compressionSwinIR + aomenc#12BSQ-rate over Subjective Score: 0.835BSQ-rate over ERQA: 10.854…
video-super-resolution-on-msu-super-resolution-for-video-compressionSwinIR + vvenc#17BSQ-rate over Subjective Score: 1.35BSQ-rate over ERQA: 6.624…
grayscale-image-denoising-on-bsd68-sigma15SwinIR#3PSNR: 31.97
video-super-resolution-on-msu-video-upscalers-quality-enhancementSwinIR-Real-B#3LPIPS: 0.183SSIM: 0.830PSNR: 28.86
video-super-resolution-on-msu-video-upscalers-quality-enhancementSwinIR-Real-S#5LPIPS: 0.189SSIM: 0.845PSNR: 28.55
color-image-denoising-on-cbsd68-color-gaussian-denoising-25SwinIR (color Gaussian denoising, σ=25)#4PSNR: 31.78
color-image-denoising-on-cbsd68-color-gaussian-denoising-50SwinIR (color Gaussian denoising, σ=50)#4PSNR: 28.56
color-image-denoising-on-kodak24-sigma50SwinIR#4PSNR: 29.79
color-image-denoising-on-urban100-sigma15SwinIR#4Average PSNR: 35.13
color-image-denoising-on-urban100-sigma25SwinIR#4PSNR: 32.9
grayscale-image-denoising-on-urban100-sigma25SwinIR#4PSNR: 31.3
grayscale-image-denoising-on-urban100-sigma50SwinIR#4PSNR: 27.98
color-image-denoising-on-cbsd68-color-gaussian-denoising-15SwinIR (color Gaussian denoising, σ=15)#5PSNR: 34.42
color-image-denoising-on-urban100-sigma50SwinIR#5PSNR: 29.82
image-super-resolution-on-bsd100-3x-upscalingSwinIR#11PSNR: 29.46SSIM: 0.8145
image-super-resolution-on-manga109-3x-upscalingSwinIR#11PSNR: 35.12SSIM: 0.9537
image-super-resolution-on-set14-3x-upscalingSwinIR#11PSNR: 30.93SSIM: 0.8534
image-super-resolution-on-urban100-3x-upscalingSwinIR#11PSNR: 29.75SSIM: 0.8826
image-super-resolution-on-set5-3x-upscalingSwinIR#12PSNR: 34.97SSIM: 0.9318
image-super-resolution-on-set5-4x-upscalingSwinIR#13PSNR: 32.92SSIM: 0.9044
image-super-resolution-on-bsd100-4x-upscalingSwinIR#14PSNR: 27.92SSIM: 0.7489
image-super-resolution-on-manga109-2x-upscalingSwinIR#14PSNR: 39.92SSIM: 0.9797
image-super-resolution-on-urban100-2x-upscalingSwinIR#15PSNR: 33.81SSIM: 0.9427
image-super-resolution-on-set14-2x-upscalingSwinIR#16PSNR: 34.46SSIM: 0.9250
image-super-resolution-on-bsd100-2x-upscalingSwinIR#17PSNR: 32.53SSIM: 0.9041
image-super-resolution-on-manga109-4x-upscalingSwinIR#17SSIM: 0.9273PSNR: 32.22
image-super-resolution-on-set5-2x-upscalingSwinIR#17PSNR: 38.42SSIM: 0.9623
image-super-resolution-on-urban100-4x-upscalingSwinIR#17PSNR: 27.45SSIM: 0.8254
image-super-resolution-on-set14-4x-upscalingSwinIR#21PSNR: 29.15SSIM: 0.7958
video-super-resolution-on-msu-vsr-benchmarkSwinIR#23Subjective score: 4.799ERQAv1.0: 0.6181 - LPIPS: 0.895SSIM: 0.782…