Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network

Benchmark Model Rank Results
image-super-resolution-on-bsd100-4x-upscalingSRResNet#28PSNR: 27.58SSIM: 0.762MOS: 2.29
image-super-resolution-on-bsd100-4x-upscalingbicubic#54PSNR: 25.94SSIM: 0.6935MOS: 1.47
image-super-resolution-on-bsd100-4x-upscalingSRGAN#58PSNR: 25.16SSIM: 0.6688MOS: 3.56
image-super-resolution-on-bsd100-4x-upscalingnearest neighbors#59PSNR: 25.02SSIM: 0.6606MOS: 1.11
image-super-resolution-on-ffhq-1024-x-1024-4xSRGAN#8FID: 60.67MS-SSIM: 0.807PSNR: 21.49SSIM: 0.515
image-super-resolution-on-ffhq-256-x-256-4xSRGAN#8FID: 156.07MS-SSIM: 0.757PSNR: 17.57SSIM: 0.415
image-super-resolution-on-ffhq-512-x-512-4xSRGAN#4PSNR: 27.494SSIM: 0.735MS-SSIM: 0.935LLE: 2.269FED: 0.1097
image-super-resolution-on-set14-4x-upscalingSRResNet#55PSNR: 28.49SSIM: 0.8184MOS: 2.98
image-super-resolution-on-set14-4x-upscalingSRGAN#87PSNR: 25.99SSIM: 0.7397MOS: 3.72
image-super-resolution-on-set14-4x-upscalingnearest neighbors#89PSNR: 24.64SSIM: 0.71MOS: 1.2
image-super-resolution-on-set14-4x-upscalingbicubic#91SSIM: 0.7486MOS: 1.8
image-super-resolution-on-set5-4x-upscalingSRGAN#9PSNR: 29.4SSIM: 0.8472MOS: 3.58
image-super-resolution-on-vggface2-8xSRGAN#3PSNR: 23.01
image-super-resolution-on-webface-8xSRGAN#3PSNR: 24.49