SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution

Benchmark Model Rank Results
stereo-image-super-resolution-on-flickr1024-4x-upscalingSwinFIRSSR#1PSNR: 24.29
stereo-image-super-resolution-on-kitti2012-2x-upscaling-2SwinFIRSSR#1PSNR: 31.79
stereo-image-super-resolution-on-kitti2012-4x-upscalingSwinFIRSSR#1PSNR: 27.16
stereo-image-super-resolution-on-middlebury-4x-upscalingSwinFIRSSR#1PSNR: 30.44
stereo-image-super-resolution-on-flickr1024-2x-upscalingSwinFIRSSR#2PSNR: 30.14
stereo-image-super-resolution-on-kitti2012-2x-upscalingSwinFIRSSR#2PSNR: 31.79
stereo-image-super-resolution-on-kitti2015-4x-upscalingSwinFIRSSR#3PSNR: 26.89
image-super-resolution-on-manga109-3x-upscalingHAT_FIR#4PSNR: 35.92
image-super-resolution-on-manga109-3x-upscalingSwinFIR#7PSNR: 35.77SSIM: 0.9563
image-super-resolution-on-set14-3x-upscalingHAT_FIR#4PSNR: 31.37
image-super-resolution-on-set14-3x-upscalingSwinFIR#7PSNR: 31.24SSIM: 0.8566
image-super-resolution-on-set14-4x-upscalingHAT_FIR#4PSNR: 29.44
image-super-resolution-on-set14-4x-upscalingSwinFIR#7PSNR: 29.36SSIM: 0.7993
image-super-resolution-on-set5-4x-upscalingHAT FIR† (extra data)#4PSNR: 33.26
image-super-resolution-on-urban100-3x-upscalingHAT_FIR#4PSNR: 30.77
image-super-resolution-on-urban100-3x-upscalingSwinFIR#7PSNR: 30.43SSIM: 0.8913
image-super-resolution-on-urban100-4x-upscalingHAT_FIR#4PSNR: 28.43
image-super-resolution-on-urban100-4x-upscalingSwinFIR#11PSNR: 28.12SSIM: 0.8393
image-super-resolution-on-bsd100-3x-upscalingHAT_FIR#5PSNR: 29.6
image-super-resolution-on-bsd100-3x-upscalingSwinFIR#9PSNR: 29.55SSIM: 0.8169
image-super-resolution-on-manga109-2x-upscalingHAT_FIR#5PSNR: 40.77
image-super-resolution-on-manga109-2x-upscalingSwinFIR#7PSNR: 40.61SSIM: 0.9816
image-super-resolution-on-set14-2x-upscalingHAT_FIR#5PSNR: 35.17
image-super-resolution-on-set14-2x-upscalingSwinFIR#9PSNR: 34.93SSIM: 0.9276
image-super-resolution-on-set5-2x-upscalingHAT_FIR#5PSNR: 38.74
image-super-resolution-on-set5-2x-upscalingSwinFIR#8PSNR: 38.65SSIM: 0.9633
image-super-resolution-on-set5-3x-upscalingHAT_FIR#5PSNR: 35.21
image-super-resolution-on-set5-3x-upscalingSwinFIR#10PSNR: 35.15SSIM: 0.9330
image-super-resolution-on-urban100-2x-upscalingHAT_FIR#5PSNR: 34.94
image-super-resolution-on-urban100-2x-upscalingSwinFIR#9PSNR: 34.57SSIM: 0.9473
image-super-resolution-on-bsd100-4x-upscalingHAT_FIR#6PSNR: 28.07
image-super-resolution-on-bsd100-4x-upscalingSwinFIR#10PSNR: 28.03SSIM: 0.7520
image-super-resolution-on-manga109-4x-upscalingSwinFIR#6SSIM: 0.9314PSNR: 32.83
image-super-resolution-on-manga109-4x-upscalingHAT_FIR#48PSNR: 33.03
image-super-resolution-on-bsd100-2x-upscalingHAT_FIR#8PSNR: 32.71
image-super-resolution-on-bsd100-2x-upscalingSwinFIR#11PSNR: 32.64SSIM: 0.9054