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Models/Real-ESRGAN

Real-ESRGAN

Reported on 77 benchmarks across 11 tasks · 1 paper

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

Computer Vision35 results

  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2021-07-22
    0.895
    best: 0.623 (DFDnet)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-07-22
    0.663
    best: 0.758 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-07-22
    1.01
    best: 5.882 (SRMD)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-07-22
    24.441
    best: 31.669 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-07-22
    0.774
    best: 0.902 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-07-22
    5.392
    best: 7.628 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2021-07-22
    0.895
    best: 0.623 (DFDnet)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-07-22
    0.663
    best: 0.758 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-07-22
    1.01
    best: 5.882 (SRMD)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-07-22
    24.441
    best: 31.669 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-07-22
    0.774
    best: 0.902 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-07-22
    5.392
    best: 7.628 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2021-07-22
    0.895
    best: 0.623 (DFDnet)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-07-22
    0.663
    best: 0.758 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-07-22
    1.01
    best: 5.882 (SRMD)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-07-22
    24.441
    best: 31.669 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-07-22
    0.774
    best: 0.902 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-07-22
    5.392
    best: 7.628 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2021-07-22
    0.895
    best: 0.623 (DFDnet)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-07-22
    0.663
    best: 0.758 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-07-22
    1.01
    best: 5.882 (SRMD)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-07-22
    24.441
    best: 31.669 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-07-22
    0.774
    best: 0.902 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-07-22
    5.392
    best: 7.628 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2021-07-22
    0.895
    best: 0.623 (DFDnet)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-07-22
    0.663
    best: 0.758 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-07-22
    1.01
    best: 5.882 (SRMD)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-07-22
    24.441
    best: 31.669 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-07-22
    0.774
    best: 0.902 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-07-22
    5.392
    best: 7.628 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 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)

Knowledge Base14 results

  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2021-07-22
    0.895
    best: 0.623 (DFDnet)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-07-22
    0.663
    best: 0.758 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-07-22
    1.01
    best: 5.882 (SRMD)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-07-22
    24.441
    best: 31.669 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-07-22
    0.774
    best: 0.902 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-07-22
    5.392
    best: 7.628 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2021-07-22
    0.895
    best: 0.623 (DFDnet)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-07-22
    0.663
    best: 0.758 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-07-22
    1.01
    best: 5.882 (SRMD)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-07-22
    24.441
    best: 31.669 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-07-22
    0.774
    best: 0.902 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-07-22
    5.392
    best: 7.628 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 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)

Graphs7 results

  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2021-07-22
    0.895
    best: 0.623 (DFDnet)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-07-22
    0.663
    best: 0.758 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-07-22
    1.01
    best: 5.882 (SRMD)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-07-22
    24.441
    best: 31.669 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-07-22
    0.774
    best: 0.902 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-07-22
    5.392
    best: 7.628 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)

Methodology7 results

  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2021-07-22
    0.895
    best: 0.623 (DFDnet)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-07-22
    0.663
    best: 0.758 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-07-22
    1.01
    best: 5.882 (SRMD)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-07-22
    24.441
    best: 31.669 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-07-22
    0.774
    best: 0.902 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-07-22
    5.392
    best: 7.628 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)

Playing Games7 results

  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2021-07-22
    0.895
    best: 0.623 (DFDnet)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-07-22
    0.663
    best: 0.758 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-07-22
    1.01
    best: 5.882 (SRMD)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-07-22
    24.441
    best: 31.669 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-07-22
    0.774
    best: 0.902 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-07-22
    5.392
    best: 7.628 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)

Audio7 results

  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2021-07-22
    0.895
    best: 0.623 (DFDnet)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-07-22
    0.663
    best: 0.758 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-07-22
    1.01
    best: 5.882 (SRMD)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-07-22
    24.441
    best: 31.669 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-07-22
    0.774
    best: 0.902 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-07-22
    5.392
    best: 7.628 (VRT)
    Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic DataarXiv:2107.10833
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)