VRT: A Video Restoration Transformer

Benchmark Model Rank Results
deblurring-on-basedVRT (GoPro)#1PSNR: 31.42945VMAF: 66.72253
deblurring-on-basedVRT (REDS)#3PSNR: 30.97878VMAF: 66.81782ERQAv2.0: 0.74874LPIPS: 0.08248…
deblurring-on-redsVRT#1Average PSNR: 36.79
space-time-video-super-resolution-on-vimeo90k-fastVRT#1PSNR: 36.98SSIM: 0.9439
space-time-video-super-resolution-on-vimeo90k-mediumVRT#1PSNR: 36.01SSIM: 0.9434
video-denoising-on-davis-sigma10VRT#1PSNR: 40.82
video-denoising-on-davis-sigma20VRT#1PSNR: 38.15
video-denoising-on-set8-sigma10VRT#1PSNR: 37.88
video-denoising-on-set8-sigma20VRT#1PSNR: 35.02
video-denoising-on-set8-sigma30VRT#1PSNR: 33.35
video-frame-interpolation-on-vid4-4x-upscalingVRT#1PSNR: 27.46Parameters: 4450000SSIM: 0.8392
video-super-resolution-on-msu-vsr-benchmarkVRT#1Subjective score: 7.628ERQAv1.0: 0.7581 - LPIPS: 0.929SSIM: 0.902…
video-super-resolution-on-vimeo-90k-t-4x-upscaling-bd-degradationVRT#1PSNR: 38.72SSIM: 0.9584
deblurring-on-msu-basedVRT (GoPro)#2Subjective: 2.3854SSIM: 0.94503PSNR: 31.42945VMAF: 66.72253…
deblurring-on-msu-basedVRT (REDS)#3Subjective: 1.5660SSIM: 0.94601PSNR: 30.97878VMAF: 66.81782…
video-denoising-on-davis-sigma30VRT#2PSNR: 36.52
video-denoising-on-davis-sigma40VRT#2PSNR: 35.32
video-denoising-on-davis-sigma50VRT#2PSNR: 34.36
video-denoising-on-set8-sigma40VRT#2PSNR: 32.15
video-denoising-on-set8-sigma50VRT#2PSNR: 31.22
video-super-resolution-on-udm10-4x-upscalingVRT#2PSNR: 41.05SSIM: 0.9737
video-super-resolution-on-vimeo-90k-t-4x-upscaling-biVRT#2PSNR: 38.20SSIM: 0.9530
video-super-resolution-on-vid4-4x-upscaling-bd-degradationVRT#3PSNR: 29.42SSIM: 0.8795
deblurring-on-dvd-1VRT#4PSNR: 34.27
deblurring-on-goproVRT#5PSNR: 34.81SSIM: 0.9724
video-super-resolution-on-reds4-4x-upscaling-bi-degradationVRT#6PSNR: 32.19SSIM: 0.9006
video-super-resolution-on-vid4-4x-upscalingVRT#9SSIM: 0.8425PSNR: 27.93
video-super-resolution-on-msu-super-resolution-for-video-compressionVRT + x264#15BSQ-rate over Subjective Score: 1.245BSQ-rate over ERQA: 1.578…
video-super-resolution-on-msu-super-resolution-for-video-compressionVRT + x265#23BSQ-rate over Subjective Score: 2.023BSQ-rate over ERQA: 8.92…
video-super-resolution-on-msu-super-resolution-for-video-compressionVRT + vvenc#24BSQ-rate over Subjective Score: 2.235BSQ-rate over ERQA: 18.333…
video-super-resolution-on-msu-super-resolution-for-video-compressionVRT + uavs3e#28BSQ-rate over Subjective Score: 2.511BSQ-rate over ERQA: 6.619…
video-super-resolution-on-msu-super-resolution-for-video-compressionVRT + aomenc#29BSQ-rate over Subjective Score: 2.631BSQ-rate over ERQA: 12.289…
video-super-resolution-on-msu-video-upscalers-quality-enhancementVRT-Reds-L#15LPIPS: 0.343SSIM: 0.869PSNR: 31.01