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Models/GFPGAN

GFPGAN

Reported on 82 benchmarks across 12 tasks · 2 papers

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

Computer Vision40 results

  • Blind Face RestorationonCelebA-Test
    FID· 2022-12-13
    46.99
    best: 37.46 (PMRF)
    DifFace: Blind Face Restoration with Diffused Error ContractionarXiv:2212.06512
  • Blind Face RestorationonCelebA-Test
    IDS· 2022-12-13
    66.76
    best: 86.21 (DFDNet)
    DifFace: Blind Face Restoration with Diffused Error ContractionarXiv:2212.06512
  • Blind Face RestorationonCelebA-Test
    LPIPS· 2022-12-13
    49.5
    best: 29.9 (CodeFormer)
    DifFace: Blind Face Restoration with Diffused Error ContractionarXiv:2212.06512
  • Blind Face RestorationonCelebA-Test
    PSNR· 2022-12-13
    22.18
    best: 26.37 (PMRF)
    DifFace: Blind Face Restoration with Diffused Error ContractionarXiv:2212.06512
  • Blind Face RestorationonCelebA-Test
    SSIM· 2022-12-13
    0.631
    best: 0.7073 (PMRF)
    DifFace: Blind Face Restoration with Diffused Error ContractionarXiv:2212.06512
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2021-01-11
    0.793
    best: 0.623 (DFDnet)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-01-11
    0.538
    best: 0.758 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-01-11
    1.562
    best: 5.882 (SRMD)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-01-11
    24.195
    best: 31.669 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-01-11
    0.745
    best: 0.902 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-01-11
    2.686
    best: 7.628 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2021-01-11
    0.793
    best: 0.623 (DFDnet)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-01-11
    0.538
    best: 0.758 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-01-11
    1.562
    best: 5.882 (SRMD)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-01-11
    24.195
    best: 31.669 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-01-11
    0.745
    best: 0.902 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-01-11
    2.686
    best: 7.628 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2021-01-11
    0.793
    best: 0.623 (DFDnet)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-01-11
    0.538
    best: 0.758 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-01-11
    1.562
    best: 5.882 (SRMD)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-01-11
    24.195
    best: 31.669 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-01-11
    0.745
    best: 0.902 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-01-11
    2.686
    best: 7.628 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2021-01-11
    0.793
    best: 0.623 (DFDnet)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-01-11
    0.538
    best: 0.758 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-01-11
    1.562
    best: 5.882 (SRMD)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-01-11
    24.195
    best: 31.669 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-01-11
    0.745
    best: 0.902 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-01-11
    2.686
    best: 7.628 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2021-01-11
    0.793
    best: 0.623 (DFDnet)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-01-11
    0.538
    best: 0.758 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-01-11
    1.562
    best: 5.882 (SRMD)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-01-11
    24.195
    best: 31.669 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-01-11
    0.745
    best: 0.902 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-01-11
    2.686
    best: 7.628 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 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· 2021-01-11
    0.793
    best: 0.623 (DFDnet)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-01-11
    0.538
    best: 0.758 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-01-11
    1.562
    best: 5.882 (SRMD)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-01-11
    24.195
    best: 31.669 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-01-11
    0.745
    best: 0.902 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-01-11
    2.686
    best: 7.628 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2021-01-11
    0.793
    best: 0.623 (DFDnet)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-01-11
    0.538
    best: 0.758 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-01-11
    1.562
    best: 5.882 (SRMD)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-01-11
    24.195
    best: 31.669 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-01-11
    0.745
    best: 0.902 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-01-11
    2.686
    best: 7.628 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 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· 2021-01-11
    0.793
    best: 0.623 (DFDnet)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-01-11
    0.538
    best: 0.758 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-01-11
    1.562
    best: 5.882 (SRMD)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-01-11
    24.195
    best: 31.669 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-01-11
    0.745
    best: 0.902 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-01-11
    2.686
    best: 7.628 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 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· 2021-01-11
    0.793
    best: 0.623 (DFDnet)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-01-11
    0.538
    best: 0.758 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-01-11
    1.562
    best: 5.882 (SRMD)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-01-11
    24.195
    best: 31.669 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-01-11
    0.745
    best: 0.902 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-01-11
    2.686
    best: 7.628 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 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· 2021-01-11
    0.793
    best: 0.623 (DFDnet)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-01-11
    0.538
    best: 0.758 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-01-11
    1.562
    best: 5.882 (SRMD)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-01-11
    24.195
    best: 31.669 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-01-11
    0.745
    best: 0.902 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-01-11
    2.686
    best: 7.628 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 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· 2021-01-11
    0.793
    best: 0.623 (DFDnet)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2021-01-11
    0.538
    best: 0.758 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2021-01-11
    1.562
    best: 5.882 (SRMD)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2021-01-11
    24.195
    best: 31.669 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2021-01-11
    0.745
    best: 0.902 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2021-01-11
    2.686
    best: 7.628 (VRT)
    Towards Real-World Blind Face Restoration with Generative Facial PriorarXiv:2101.04061
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)