Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data

Benchmark Model Rank Results
video-super-resolution-on-msu-super-resolution-for-video-compressionReal-ESRGAN + x264#3BSQ-rate over Subjective Score: 0.335BSQ-rate over ERQA: 5.58…
video-super-resolution-on-msu-super-resolution-for-video-compressionReal-ESRGAN + x265#9BSQ-rate over Subjective Score: 0.64BSQ-rate over ERQA: 6.328…
video-super-resolution-on-msu-super-resolution-for-video-compressionReal-ESRGAN + aomenc#18BSQ-rate over Subjective Score: 1.398BSQ-rate over ERQA: 11.584…
video-super-resolution-on-msu-super-resolution-for-video-compressionReal-ESRGAN + uavs3e#19BSQ-rate over Subjective Score: 1.417BSQ-rate over ERQA: 7.225…
video-super-resolution-on-msu-super-resolution-for-video-compressionReal-ESRGAN + vvenc#47BSQ-rate over ERQA: 6.712BSQ-rate over VMAF: 3.8…
video-super-resolution-on-msu-video-upscalers-quality-enhancementRealEsrgan#2LPIPS: 0.181SSIM: 0.855PSNR: 29.14
video-super-resolution-on-msu-video-upscalers-quality-enhancementRealEsrgan-F#4LPIPS: 0.185SSIM: 0.850PSNR: 28.82
video-super-resolution-on-msu-video-upscalers-quality-enhancementRealEsrgan-A#8LPIPS: 0.244SSIM: 0.830PSNR: 28.71
video-super-resolution-on-msu-video-upscalers-quality-enhancementRealEsrnet-F#9LPIPS: 0.280SSIM: 0.868PSNR: 30.01
video-super-resolution-on-msu-video-upscalers-quality-enhancementRealEsrnet#11LPIPS: 0.296SSIM: 0.878PSNR: 30.52
video-super-resolution-on-msu-video-upscalers-quality-enhancementRealEsrgan-V#13LPIPS: 0.333SSIM: 0.795PSNR: 25.52
video-super-resolution-on-msu-vsr-benchmarkReal-ESRGAN#13Subjective score: 5.392ERQAv1.0: 0.6631 - LPIPS: 0.895SSIM: 0.774…
video-super-resolution-on-msu-vsr-benchmarkReal-ESRnet#26Subjective score: 3.697ERQAv1.0: 0.5981 - LPIPS: 0.871SSIM: 0.824…