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Models/ESRGAN

ESRGAN

Reported on 201 benchmarks across 17 tasks · 2 papers · 45 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision94 results

  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2018-09-01
    0.735
    best: 0.758 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2018-09-01
    5.353
    best: 7.628 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2018-09-01
    0.735
    best: 0.758 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2018-09-01
    5.353
    best: 7.628 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2018-09-01
    0.735
    best: 0.758 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2018-09-01
    5.353
    best: 7.628 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Face ReconstructiononFFHQ 512 x 512 - 16x upscaling
    FID· 2018-09-01
    50.901
    best: 11.389 (HiFaceGAN)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Face ReconstructiononFFHQ 512 x 512 - 16x upscaling
    LPIPS· 2018-09-01
    0.3928
    best: 0.2449 (HiFaceGAN)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Face ReconstructiononFFHQ 512 x 512 - 16x upscaling
    NIQE· 2018-09-01
    15.383
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    FID· 2018-09-01
    3.503
    best: 1.898 (HiFaceGAN)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    LPIPS· 2018-09-01
    0.1221
    best: 0.0723 (HiFaceGAN)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Face ReconstructiononFFHQ 512 x 512 - 16x upscaling
    FID· 2018-09-01
    50.901
    best: 11.389 (HiFaceGAN)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Face ReconstructiononFFHQ 512 x 512 - 16x upscaling
    LPIPS· 2018-09-01
    0.3928
    best: 0.2449 (HiFaceGAN)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Face ReconstructiononFFHQ 512 x 512 - 16x upscaling
    NIQE· 2018-09-01
    15.383
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2018-09-01
    0.735
    best: 0.758 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2018-09-01
    5.353
    best: 7.628 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    FID· 2018-09-01
    3.503
    best: 1.898 (HiFaceGAN)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    LPIPS· 2018-09-01
    0.1221
    best: 0.0723 (HiFaceGAN)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2018-09-01
    0.735
    best: 0.758 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2018-09-01
    5.353
    best: 7.628 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Image Super-ResolutiononDIV2K val - 4x upscaling
    PSNR· uses extra data· 2023-03-29
    26.22
    best: 29.25 (EDSR)
    Implicit Diffusion Models for Continuous Super-ResolutionarXiv:2303.16491
  • Image Super-ResolutiononDIV2K val - 4x upscaling
    SSIM· uses extra data· 2023-03-29
    0.75
    best: 0.9017 (EDSR)
    Implicit Diffusion Models for Continuous Super-ResolutionarXiv:2303.16491
  • 3D Object Super-ResolutiononDIV2K val - 4x upscaling
    PSNR· uses extra data· 2023-03-29
    26.22
    best: 29.25 (EDSR)
    Implicit Diffusion Models for Continuous Super-ResolutionarXiv:2303.16491
  • 3D Object Super-ResolutiononDIV2K val - 4x upscaling
    SSIM· uses extra data· 2023-03-29
    0.75
    best: 0.9017 (EDSR)
    Implicit Diffusion Models for Continuous Super-ResolutionarXiv:2303.16491
  • 3D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    PSNR· 2018-09-01
    27.29
    best: 31.28 (VEAI-AHQ-12)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    SSIM· 2018-09-01
    0.936
    best: 0.939 (iSeeBetter)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    VMAF· 2018-09-01
    56.69
    best: 61.2 (TecoGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2018-09-01
    0.948
    best: 0.623 (DFDnet)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2018-09-01
    1.004
    best: 5.882 (SRMD)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2018-09-01
    27.33
    best: 31.669 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2018-09-01
    0.808
    best: 0.902 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • VideoonMSU Video Upscalers: Quality Enhancement
    PSNR· 2018-09-01
    27.29
    best: 31.28 (VEAI-AHQ-12)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • VideoonMSU Video Upscalers: Quality Enhancement
    SSIM· 2018-09-01
    0.936
    best: 0.939 (iSeeBetter)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • VideoonMSU Video Upscalers: Quality Enhancement
    VMAF· 2018-09-01
    56.69
    best: 61.2 (TecoGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2018-09-01
    0.948
    best: 0.623 (DFDnet)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2018-09-01
    1.004
    best: 5.882 (SRMD)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2018-09-01
    27.33
    best: 31.669 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2018-09-01
    0.808
    best: 0.902 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Pose EstimationonMSU Video Upscalers: Quality Enhancement
    PSNR· 2018-09-01
    27.29
    best: 31.28 (VEAI-AHQ-12)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Pose EstimationonMSU Video Upscalers: Quality Enhancement
    SSIM· 2018-09-01
    0.936
    best: 0.939 (iSeeBetter)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Pose EstimationonMSU Video Upscalers: Quality Enhancement
    VMAF· 2018-09-01
    56.69
    best: 61.2 (TecoGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2018-09-01
    0.948
    best: 0.623 (DFDnet)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2018-09-01
    1.004
    best: 5.882 (SRMD)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2018-09-01
    27.33
    best: 31.669 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2018-09-01
    0.808
    best: 0.902 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Image Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
    FID· 2018-09-01
    166.36
    best: 5.36 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Image Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
    MS-SSIM· 2018-09-01
    0.747
    best: 0.971 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Image Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
    PSNR· 2018-09-01
    15.43
    best: 28.65 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Image Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
    SSIM· 2018-09-01
    0.267
    best: 0.816 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    FED· 2018-09-01
    0.1107
    best: 0.1416 (Super-FAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    LLE· 2018-09-01
    2.261
    best: 2.702 (WaveletCNN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    MS-SSIM· 2018-09-01
    0.935
    best: 0.976 (UNET++)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    NIQE· 2018-09-01
    6.984
    best: 13.901 (SRFBN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    PSNR· 2018-09-01
    27.134
    best: 30.824 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Image Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    SSIM· 2018-09-01
    0.741
    best: 0.859 (UNET++)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Image Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
    FID· 2018-09-01
    72.73
    best: 1.978 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Image Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
    MS-SSIM· 2018-09-01
    0.782
    best: 0.975 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Image Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
    PSNR· 2018-09-01
    19.84
    best: 34.1 (CAGFace)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Image Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
    SSIM· 2018-09-01
    0.353
    best: 0.906 (CAGFace)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Image Super-ResolutiononPIRM-test
    NIQE· 2018-09-01
    2.55
    best: 2.71 (SRGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Video Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    PSNR· 2018-09-01
    27.29
    best: 31.28 (VEAI-AHQ-12)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Video Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    SSIM· 2018-09-01
    0.936
    best: 0.939 (iSeeBetter)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Video Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    VMAF· 2018-09-01
    56.69
    best: 61.2 (TecoGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2018-09-01
    0.948
    best: 0.623 (DFDnet)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2018-09-01
    1.004
    best: 5.882 (SRMD)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2018-09-01
    27.33
    best: 31.669 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2018-09-01
    0.808
    best: 0.902 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
    FID· 2018-09-01
    166.36
    best: 5.36 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
    MS-SSIM· 2018-09-01
    0.747
    best: 0.971 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
    PSNR· 2018-09-01
    15.43
    best: 28.65 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
    SSIM· 2018-09-01
    0.267
    best: 0.816 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    FED· 2018-09-01
    0.1107
    best: 0.1416 (Super-FAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    LLE· 2018-09-01
    2.261
    best: 2.702 (WaveletCNN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    MS-SSIM· 2018-09-01
    0.935
    best: 0.976 (UNET++)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    NIQE· 2018-09-01
    6.984
    best: 13.901 (SRFBN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    PSNR· 2018-09-01
    27.134
    best: 30.824 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    SSIM· 2018-09-01
    0.741
    best: 0.859 (UNET++)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
    FID· 2018-09-01
    72.73
    best: 1.978 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
    MS-SSIM· 2018-09-01
    0.782
    best: 0.975 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
    PSNR· 2018-09-01
    19.84
    best: 34.1 (CAGFace)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
    SSIM· 2018-09-01
    0.353
    best: 0.906 (CAGFace)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononPIRM-test
    NIQE· 2018-09-01
    2.55
    best: 2.71 (SRGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    PSNR· 2018-09-01
    27.29
    best: 31.28 (VEAI-AHQ-12)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    SSIM· 2018-09-01
    0.936
    best: 0.939 (iSeeBetter)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    VMAF· 2018-09-01
    56.69
    best: 61.2 (TecoGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2018-09-01
    0.948
    best: 0.623 (DFDnet)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2018-09-01
    1.004
    best: 5.882 (SRMD)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2018-09-01
    27.33
    best: 31.669 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2018-09-01
    0.808
    best: 0.902 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)

Methodology32 results

  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2018-09-01
    0.735
    best: 0.758 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2018-09-01
    5.353
    best: 7.628 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3DonFFHQ 512 x 512 - 16x upscaling
    FID· 2018-09-01
    50.901
    best: 11.389 (HiFaceGAN)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3DonFFHQ 512 x 512 - 16x upscaling
    LPIPS· 2018-09-01
    0.3928
    best: 0.2449 (HiFaceGAN)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3DonFFHQ 512 x 512 - 16x upscaling
    NIQE· 2018-09-01
    15.383
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 16konFFHQ 512 x 512 - 4x upscaling
    FID· 2018-09-01
    3.503
    best: 1.898 (HiFaceGAN)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 16konFFHQ 512 x 512 - 4x upscaling
    LPIPS· 2018-09-01
    0.1221
    best: 0.0723 (HiFaceGAN)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 16konDIV2K val - 4x upscaling
    PSNR· uses extra data· 2023-03-29
    26.22
    best: 29.25 (EDSR)
    Implicit Diffusion Models for Continuous Super-ResolutionarXiv:2303.16491
  • 16konDIV2K val - 4x upscaling
    SSIM· uses extra data· 2023-03-29
    0.75
    best: 0.9017 (EDSR)
    Implicit Diffusion Models for Continuous Super-ResolutionarXiv:2303.16491
  • 3DonMSU Video Upscalers: Quality Enhancement
    PSNR· 2018-09-01
    27.29
    best: 31.28 (VEAI-AHQ-12)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3DonMSU Video Upscalers: Quality Enhancement
    SSIM· 2018-09-01
    0.936
    best: 0.939 (iSeeBetter)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3DonMSU Video Upscalers: Quality Enhancement
    VMAF· 2018-09-01
    56.69
    best: 61.2 (TecoGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2018-09-01
    0.948
    best: 0.623 (DFDnet)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2018-09-01
    1.004
    best: 5.882 (SRMD)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2018-09-01
    27.33
    best: 31.669 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2018-09-01
    0.808
    best: 0.902 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 16konFFHQ 256 x 256 - 4x upscaling
    FID· 2018-09-01
    166.36
    best: 5.36 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 16konFFHQ 256 x 256 - 4x upscaling
    MS-SSIM· 2018-09-01
    0.747
    best: 0.971 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 16konFFHQ 256 x 256 - 4x upscaling
    PSNR· 2018-09-01
    15.43
    best: 28.65 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 16konFFHQ 256 x 256 - 4x upscaling
    SSIM· 2018-09-01
    0.267
    best: 0.816 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 16konFFHQ 512 x 512 - 4x upscaling
    FED· 2018-09-01
    0.1107
    best: 0.1416 (Super-FAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 16konFFHQ 512 x 512 - 4x upscaling
    LLE· 2018-09-01
    2.261
    best: 2.702 (WaveletCNN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 16konFFHQ 512 x 512 - 4x upscaling
    MS-SSIM· 2018-09-01
    0.935
    best: 0.976 (UNET++)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 16konFFHQ 512 x 512 - 4x upscaling
    NIQE· 2018-09-01
    6.984
    best: 13.901 (SRFBN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 16konFFHQ 512 x 512 - 4x upscaling
    PSNR· 2018-09-01
    27.134
    best: 30.824 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 16konFFHQ 512 x 512 - 4x upscaling
    SSIM· 2018-09-01
    0.741
    best: 0.859 (UNET++)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 16konFFHQ 1024 x 1024 - 4x upscaling
    FID· 2018-09-01
    72.73
    best: 1.978 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 16konFFHQ 1024 x 1024 - 4x upscaling
    MS-SSIM· 2018-09-01
    0.782
    best: 0.975 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 16konFFHQ 1024 x 1024 - 4x upscaling
    PSNR· 2018-09-01
    19.84
    best: 34.1 (CAGFace)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 16konFFHQ 1024 x 1024 - 4x upscaling
    SSIM· 2018-09-01
    0.353
    best: 0.906 (CAGFace)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 16konPIRM-test
    NIQE· 2018-09-01
    2.55
    best: 2.71 (SRGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)

Graphs29 results

  • Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    FID· 2018-09-01
    3.503
    best: 1.898 (HiFaceGAN)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    LPIPS· 2018-09-01
    0.1221
    best: 0.0723 (HiFaceGAN)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2018-09-01
    0.735
    best: 0.758 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2018-09-01
    5.353
    best: 7.628 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononDIV2K val - 4x upscaling
    PSNR· uses extra data· 2023-03-29
    26.22
    best: 29.25 (EDSR)
    Implicit Diffusion Models for Continuous Super-ResolutionarXiv:2303.16491
  • Super-ResolutiononDIV2K val - 4x upscaling
    SSIM· uses extra data· 2023-03-29
    0.75
    best: 0.9017 (EDSR)
    Implicit Diffusion Models for Continuous Super-ResolutionarXiv:2303.16491
  • Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
    FID· 2018-09-01
    166.36
    best: 5.36 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
    MS-SSIM· 2018-09-01
    0.747
    best: 0.971 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
    PSNR· 2018-09-01
    15.43
    best: 28.65 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononFFHQ 256 x 256 - 4x upscaling
    SSIM· 2018-09-01
    0.267
    best: 0.816 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    FED· 2018-09-01
    0.1107
    best: 0.1416 (Super-FAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    LLE· 2018-09-01
    2.261
    best: 2.702 (WaveletCNN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    MS-SSIM· 2018-09-01
    0.935
    best: 0.976 (UNET++)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    NIQE· 2018-09-01
    6.984
    best: 13.901 (SRFBN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    PSNR· 2018-09-01
    27.134
    best: 30.824 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononFFHQ 512 x 512 - 4x upscaling
    SSIM· 2018-09-01
    0.741
    best: 0.859 (UNET++)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
    FID· 2018-09-01
    72.73
    best: 1.978 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
    MS-SSIM· 2018-09-01
    0.782
    best: 0.975 (HiFaceGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
    PSNR· 2018-09-01
    19.84
    best: 34.1 (CAGFace)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononFFHQ 1024 x 1024 - 4x upscaling
    SSIM· 2018-09-01
    0.353
    best: 0.906 (CAGFace)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononPIRM-test
    NIQE· 2018-09-01
    2.55
    best: 2.71 (SRGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    PSNR· 2018-09-01
    27.29
    best: 31.28 (VEAI-AHQ-12)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    SSIM· 2018-09-01
    0.936
    best: 0.939 (iSeeBetter)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    VMAF· 2018-09-01
    56.69
    best: 61.2 (TecoGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2018-09-01
    0.948
    best: 0.623 (DFDnet)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2018-09-01
    1.004
    best: 5.882 (SRMD)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2018-09-01
    27.33
    best: 31.669 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2018-09-01
    0.808
    best: 0.902 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)

Knowledge Base20 results

  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2018-09-01
    0.735
    best: 0.758 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2018-09-01
    5.353
    best: 7.628 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2018-09-01
    0.735
    best: 0.758 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2018-09-01
    5.353
    best: 7.628 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 2D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    PSNR· 2018-09-01
    27.29
    best: 31.28 (VEAI-AHQ-12)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 2D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    SSIM· 2018-09-01
    0.936
    best: 0.939 (iSeeBetter)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 2D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    VMAF· 2018-09-01
    56.69
    best: 61.2 (TecoGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2018-09-01
    0.948
    best: 0.623 (DFDnet)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2018-09-01
    1.004
    best: 5.882 (SRMD)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2018-09-01
    27.33
    best: 31.669 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2018-09-01
    0.808
    best: 0.902 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Absolute Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    PSNR· 2018-09-01
    27.29
    best: 31.28 (VEAI-AHQ-12)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Absolute Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    SSIM· 2018-09-01
    0.936
    best: 0.939 (iSeeBetter)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Absolute Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    VMAF· 2018-09-01
    56.69
    best: 61.2 (TecoGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2018-09-01
    0.948
    best: 0.623 (DFDnet)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2018-09-01
    1.004
    best: 5.882 (SRMD)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2018-09-01
    27.33
    best: 31.669 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2018-09-01
    0.808
    best: 0.902 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)

Playing Games10 results

  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2018-09-01
    0.735
    best: 0.758 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2018-09-01
    5.353
    best: 7.628 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Face AnimationonMSU Video Upscalers: Quality Enhancement
    PSNR· 2018-09-01
    27.29
    best: 31.28 (VEAI-AHQ-12)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Face AnimationonMSU Video Upscalers: Quality Enhancement
    SSIM· 2018-09-01
    0.936
    best: 0.939 (iSeeBetter)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Face AnimationonMSU Video Upscalers: Quality Enhancement
    VMAF· 2018-09-01
    56.69
    best: 61.2 (TecoGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2018-09-01
    0.948
    best: 0.623 (DFDnet)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2018-09-01
    1.004
    best: 5.882 (SRMD)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2018-09-01
    27.33
    best: 31.669 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2018-09-01
    0.808
    best: 0.902 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)

Audio10 results

  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2018-09-01
    0.735
    best: 0.758 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2018-09-01
    5.353
    best: 7.628 (VRT)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 1 Image, 2*2 StitchionMSU Video Upscalers: Quality Enhancement
    PSNR· 2018-09-01
    27.29
    best: 31.28 (VEAI-AHQ-12)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 1 Image, 2*2 StitchionMSU Video Upscalers: Quality Enhancement
    SSIM· 2018-09-01
    0.936
    best: 0.939 (iSeeBetter)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 1 Image, 2*2 StitchionMSU Video Upscalers: Quality Enhancement
    VMAF· 2018-09-01
    56.69
    best: 61.2 (TecoGAN)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2018-09-01
    0.948
    best: 0.623 (DFDnet)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2018-09-01
    1.004
    best: 5.882 (SRMD)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2018-09-01
    27.33
    best: 31.669 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2018-09-01
    0.808
    best: 0.902 (VRT)
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)

Music3 results

  • Facial Recognition and ModellingonFFHQ 512 x 512 - 16x upscaling
    FID· 2018-09-01
    50.901
    best: 11.389 (HiFaceGAN)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Facial Recognition and ModellingonFFHQ 512 x 512 - 16x upscaling
    LPIPS· 2018-09-01
    0.3928
    best: 0.2449 (HiFaceGAN)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • Facial Recognition and ModellingonFFHQ 512 x 512 - 16x upscaling
    NIQE· 2018-09-01
    15.383
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219

Medical3 results

  • 3D Face ModellingonFFHQ 512 x 512 - 16x upscaling
    FID· 2018-09-01
    50.901
    best: 11.389 (HiFaceGAN)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Face ModellingonFFHQ 512 x 512 - 16x upscaling
    LPIPS· 2018-09-01
    0.3928
    best: 0.2449 (HiFaceGAN)
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219
  • 3D Face ModellingonFFHQ 512 x 512 - 16x upscaling
    NIQE· 2018-09-01
    15.383
    SOTA
    ESRGAN: Enhanced Super-Resolution Generative Adversarial NetworksarXiv:1809.00219