Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution

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Benchmark Model Rank Results
image-super-resolution-on-bsd100-2x-upscalingCPAT–PSNR: 32.64SSIM: 0.9056
image-super-resolution-on-bsd100-2x-upscalingCPAT+–PSNR: 32.66SSIM: 0.9058
image-super-resolution-on-bsd100-3x-upscalingCPAT–PSNR: 29.56SSIM: 0.8174
image-super-resolution-on-bsd100-3x-upscalingCPAT+–PSNR: 29.59SSIM: 0.8177
image-super-resolution-on-bsd100-4x-upscalingCPAT–PSNR: 28.04SSIM: 0.7527
image-super-resolution-on-bsd100-4x-upscalingCPAT+–PSNR: 28.06SSIM: 0.7532
image-super-resolution-on-manga109-2xCPAT–PSNR: 40.48SSIM: 0.9814
image-super-resolution-on-manga109-2xCPAT+–PSNR: 40.59SSIM: 0.9816
image-super-resolution-on-manga109-3xCPAT–PSNR: 35.66SSIM: 0.9559
image-super-resolution-on-manga109-3xCPAT+–PSNR: 35.77SSIM: 0.9563
image-super-resolution-on-manga109-4xCPAT+–SSIM: 0.9318PSNR: 32.85
image-super-resolution-on-set14-2x-upscalingCPAT–PSNR: 34.91SSIM: 0.9277
image-super-resolution-on-set14-2x-upscalingCPAT+–PSNR: 34.97SSIM: 0.9280
image-super-resolution-on-set14-3x-upscalingCPAT–PSNR: 31.15SSIM: 0.8557
image-super-resolution-on-set14-3x-upscalingCPAT+–PSNR: 31.19SSIM: 0.8559
image-super-resolution-on-set14-4x-upscalingCPAT–PSNR: 29.34SSIM: 0.7991
image-super-resolution-on-set14-4x-upscalingCPAT+–PSNR: 29.36SSIM: 0.7996
image-super-resolution-on-set5-2x-upscalingCPAT–PSNR: 38.68SSIM: 0.9633
image-super-resolution-on-set5-2x-upscalingCPAT+–PSNR: 38.72SSIM: 0.9635
image-super-resolution-on-set5-3x-upscalingCPAT–PSNR: 35.16SSIM: 0.9334
image-super-resolution-on-set5-3x-upscalingCPAT+–PSNR: 35.19SSIM: 0.9335
image-super-resolution-on-set5-4x-upscalingCPAT–PSNR: 33.19SSIM: 0.9069
image-super-resolution-on-set5-4x-upscalingCPAT+–PSNR: 33.24SSIM: 0.9071
image-super-resolution-on-urban100-2xCPAT–PSNR: 34.76SSIM: 0.9481
image-super-resolution-on-urban100-2xCPAT+–PSNR: 34.89SSIM: 0.9487
image-super-resolution-on-urban100-3xCPAT–PSNR: 30.52SSIM: 0.8923
image-super-resolution-on-urban100-3xCPAT+–PSNR: 30.63SSIM: 0.8934
image-super-resolution-on-urban100-4xCPAT–PSNR: 28.22SSIM: 0.8408
image-super-resolution-on-urban100-4xCPAT+–PSNR: 28.33SSIM: 0.8425

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