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Models/VRT

VRT

Reported on 177 benchmarks across 17 tasks · 1 paper · 149 SOTA

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

Computer Vision89 results

  • DeblurringonDVD
    PSNR· 2022-01-28
    34.27
    best: 34.95 (BSSTNet)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • DeblurringonGoPro
    SSIM· uses extra data· 2022-01-28
    0.9724
    best: 0.9792 (BSSTNet)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • DeblurringonREDS
    Average PSNR· 2022-01-28
    36.79
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Human Pose EstimationonVid4 - 4x upscaling
    PSNR· 2022-01-28
    27.93
    best: 31.36 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Human Pose EstimationonVid4 - 4x upscaling
    SSIM· 2022-01-28
    0.8425
    best: 0.933 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    PSNR· 2022-01-28
    29.42
    best: 29.54 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    SSIM· 2022-01-28
    0.8795
    best: 0.881 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2022-01-28
    0.758
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2022-01-28
    31.669
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2022-01-28
    0.722
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2022-01-28
    0.902
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2022-01-28
    7.628
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Human Pose EstimationonUDM10 - 4x upscaling
    PSNR· 2022-01-28
    41.05
    best: 42.03 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Human Pose EstimationonUDM10 - 4x upscaling
    SSIM· 2022-01-28
    0.9737
    best: 0.9814 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonVid4 - 4x upscaling
    PSNR· 2022-01-28
    27.93
    best: 31.36 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonVid4 - 4x upscaling
    SSIM· 2022-01-28
    0.8425
    best: 0.933 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonVid4 - 4x upscaling - BD degradation
    PSNR· 2022-01-28
    29.42
    best: 29.54 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonVid4 - 4x upscaling - BD degradation
    SSIM· 2022-01-28
    0.8795
    best: 0.881 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2022-01-28
    0.758
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2022-01-28
    31.669
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2022-01-28
    0.722
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2022-01-28
    0.902
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2022-01-28
    7.628
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonUDM10 - 4x upscaling
    PSNR· 2022-01-28
    41.05
    best: 42.03 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonUDM10 - 4x upscaling
    SSIM· 2022-01-28
    0.9737
    best: 0.9814 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonDAVIS sigma20
    PSNR· 2022-01-28
    38.15
    best: 38.5 (ReViD)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonSet8 sigma50
    PSNR· 2022-01-28
    31.22
    best: 31.77 (ReViD)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonDAVIS sigma30
    PSNR· 2022-01-28
    36.52
    best: 36.97 (ReViD)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonSet8 sigma30
    PSNR· 2022-01-28
    33.35
    best: 33.78 (ReViD)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonSet8 sigma10
    PSNR· 2022-01-28
    37.88
    best: 38.07 (ReViD)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonDAVIS sigma40
    PSNR· 2022-01-28
    35.32
    best: 35.83 (ReViD)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonSet8 sigma40
    PSNR· 2022-01-28
    32.15
    best: 32.66 (ReViD)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonSet8 sigma20
    PSNR· 2022-01-28
    35.02
    best: 35.35 (ReViD)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonDAVIS sigma10
    PSNR· 2022-01-28
    40.82
    best: 41.03 (ReViD)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonDAVIS sigma50
    PSNR· 2022-01-28
    34.36
    best: 34.9 (ReViD)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Pose EstimationonVid4 - 4x upscaling
    PSNR· 2022-01-28
    27.93
    best: 31.36 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Pose EstimationonVid4 - 4x upscaling
    SSIM· 2022-01-28
    0.8425
    best: 0.933 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Pose EstimationonVid4 - 4x upscaling - BD degradation
    PSNR· 2022-01-28
    29.42
    best: 29.54 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Pose EstimationonVid4 - 4x upscaling - BD degradation
    SSIM· 2022-01-28
    0.8795
    best: 0.881 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2022-01-28
    0.758
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2022-01-28
    31.669
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2022-01-28
    0.722
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2022-01-28
    0.902
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2022-01-28
    7.628
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Pose EstimationonUDM10 - 4x upscaling
    PSNR· 2022-01-28
    41.05
    best: 42.03 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Pose EstimationonUDM10 - 4x upscaling
    SSIM· 2022-01-28
    0.9737
    best: 0.9814 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Space-time Video Super-resolutiononVimeo90K-Medium
    PSNR· 2022-01-28
    36.01
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Space-time Video Super-resolutiononVimeo90K-Medium
    SSIM· 2022-01-28
    0.9434
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Space-time Video Super-resolutiononVimeo90K-Fast
    PSNR· 2022-01-28
    36.98
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Space-time Video Super-resolutiononVimeo90K-Fast
    SSIM· 2022-01-28
    0.9439
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Video Frame InterpolationonVid4 - 4x upscaling
    PSNR· 2022-01-28
    27.46
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Video Frame InterpolationonVid4 - 4x upscaling
    SSIM· 2022-01-28
    0.8392
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Video Super-ResolutiononVid4 - 4x upscaling
    PSNR· 2022-01-28
    27.93
    best: 31.36 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Video Super-ResolutiononVid4 - 4x upscaling
    SSIM· 2022-01-28
    0.8425
    best: 0.933 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Video Super-ResolutiononVid4 - 4x upscaling - BD degradation
    PSNR· 2022-01-28
    29.42
    best: 29.54 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Video Super-ResolutiononVid4 - 4x upscaling - BD degradation
    SSIM· 2022-01-28
    0.8795
    best: 0.881 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2022-01-28
    0.758
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2022-01-28
    31.669
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2022-01-28
    0.722
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2022-01-28
    0.902
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2022-01-28
    7.628
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Video Super-ResolutiononUDM10 - 4x upscaling
    PSNR· 2022-01-28
    41.05
    best: 42.03 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Video Super-ResolutiononUDM10 - 4x upscaling
    SSIM· 2022-01-28
    0.9737
    best: 0.9814 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Object Super-ResolutiononVid4 - 4x upscaling
    PSNR· 2022-01-28
    27.93
    best: 31.36 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Object Super-ResolutiononVid4 - 4x upscaling
    SSIM· 2022-01-28
    0.8425
    best: 0.933 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Object Super-ResolutiononVid4 - 4x upscaling - BD degradation
    PSNR· 2022-01-28
    29.42
    best: 29.54 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Object Super-ResolutiononVid4 - 4x upscaling - BD degradation
    SSIM· 2022-01-28
    0.8795
    best: 0.881 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2022-01-28
    0.758
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2022-01-28
    31.669
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2022-01-28
    0.722
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2022-01-28
    0.902
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2022-01-28
    7.628
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Object Super-ResolutiononUDM10 - 4x upscaling
    PSNR· 2022-01-28
    41.05
    best: 42.03 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Object Super-ResolutiononUDM10 - 4x upscaling
    SSIM· 2022-01-28
    0.9737
    best: 0.9814 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • DeblurringonGoPro
    PSNR· uses extra data· 2022-01-28
    34.81
    best: 35.98 (BSSTNet)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2022-01-28
    0.929
    best: 0.623 (DFDnet)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2022-01-28
    2.778
    best: 5.882 (SRMD)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2022-01-28
    0.929
    best: 0.623 (DFDnet)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2022-01-28
    2.778
    best: 5.882 (SRMD)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonVid4 - 4x upscaling
    PSNR· 2022-01-28
    27.46
    best: 31.36 (NeuriCam-net)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonVid4 - 4x upscaling
    Parameters· 2022-01-28
    4450000
    best: 11100000 (Zooming Slow-Mo)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • VideoonVid4 - 4x upscaling
    SSIM· 2022-01-28
    0.8392
    best: 0.933 (NeuriCam-net)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2022-01-28
    0.929
    best: 0.623 (DFDnet)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2022-01-28
    2.778
    best: 5.882 (SRMD)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Video Frame InterpolationonVid4 - 4x upscaling
    Parameters· 2022-01-28
    4450000
    best: 11100000 (Zooming Slow-Mo)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2022-01-28
    0.929
    best: 0.623 (DFDnet)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2022-01-28
    2.778
    best: 5.882 (SRMD)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2022-01-28
    0.929
    best: 0.623 (DFDnet)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2022-01-28
    2.778
    best: 5.882 (SRMD)
    VRT: A Video Restoration TransformerarXiv:2201.12288

Knowledge Base26 results

  • 2D Human Pose EstimationonVid4 - 4x upscaling
    PSNR· 2022-01-28
    27.93
    best: 31.36 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D Human Pose EstimationonVid4 - 4x upscaling
    SSIM· 2022-01-28
    0.8425
    best: 0.933 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    PSNR· 2022-01-28
    29.42
    best: 29.54 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    SSIM· 2022-01-28
    0.8795
    best: 0.881 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2022-01-28
    0.758
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2022-01-28
    31.669
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2022-01-28
    0.722
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2022-01-28
    0.902
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2022-01-28
    7.628
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D Human Pose EstimationonUDM10 - 4x upscaling
    PSNR· 2022-01-28
    41.05
    best: 42.03 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D Human Pose EstimationonUDM10 - 4x upscaling
    SSIM· 2022-01-28
    0.9737
    best: 0.9814 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Absolute Human Pose EstimationonVid4 - 4x upscaling
    PSNR· 2022-01-28
    27.93
    best: 31.36 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Absolute Human Pose EstimationonVid4 - 4x upscaling
    SSIM· 2022-01-28
    0.8425
    best: 0.933 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Absolute Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    PSNR· 2022-01-28
    29.42
    best: 29.54 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Absolute Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    SSIM· 2022-01-28
    0.8795
    best: 0.881 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2022-01-28
    0.758
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2022-01-28
    31.669
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2022-01-28
    0.722
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2022-01-28
    0.902
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2022-01-28
    7.628
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Absolute Human Pose EstimationonUDM10 - 4x upscaling
    PSNR· 2022-01-28
    41.05
    best: 42.03 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Absolute Human Pose EstimationonUDM10 - 4x upscaling
    SSIM· 2022-01-28
    0.9737
    best: 0.9814 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2022-01-28
    0.929
    best: 0.623 (DFDnet)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2022-01-28
    2.778
    best: 5.882 (SRMD)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2022-01-28
    0.929
    best: 0.623 (DFDnet)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2022-01-28
    2.778
    best: 5.882 (SRMD)
    VRT: A Video Restoration TransformerarXiv:2201.12288

Methodology17 results

  • 3DonVid4 - 4x upscaling
    PSNR· 2022-01-28
    27.93
    best: 31.36 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3DonVid4 - 4x upscaling
    SSIM· 2022-01-28
    0.8425
    best: 0.933 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3DonVid4 - 4x upscaling - BD degradation
    PSNR· 2022-01-28
    29.42
    best: 29.54 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3DonVid4 - 4x upscaling - BD degradation
    SSIM· 2022-01-28
    0.8795
    best: 0.881 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2022-01-28
    0.758
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2022-01-28
    31.669
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2022-01-28
    0.722
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2022-01-28
    0.902
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2022-01-28
    7.628
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3DonUDM10 - 4x upscaling
    PSNR· 2022-01-28
    41.05
    best: 42.03 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3DonUDM10 - 4x upscaling
    SSIM· 2022-01-28
    0.9737
    best: 0.9814 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D ClassificationonDVD
    PSNR· 2022-01-28
    34.27
    best: 34.95 (BSSTNet)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D ClassificationonGoPro
    SSIM· uses extra data· 2022-01-28
    0.9724
    best: 0.9792 (BSSTNet)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D ClassificationonREDS
    Average PSNR· 2022-01-28
    36.79
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2022-01-28
    0.929
    best: 0.623 (DFDnet)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2022-01-28
    2.778
    best: 5.882 (SRMD)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D ClassificationonGoPro
    PSNR· uses extra data· 2022-01-28
    34.81
    best: 35.98 (BSSTNet)
    VRT: A Video Restoration TransformerarXiv:2201.12288

Audio17 results

  • 10-shot image generationonDVD
    PSNR· 2022-01-28
    34.27
    best: 34.95 (BSSTNet)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 10-shot image generationonGoPro
    SSIM· uses extra data· 2022-01-28
    0.9724
    best: 0.9792 (BSSTNet)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 10-shot image generationonREDS
    Average PSNR· 2022-01-28
    36.79
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 1 Image, 2*2 StitchionVid4 - 4x upscaling
    PSNR· 2022-01-28
    27.93
    best: 31.36 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 1 Image, 2*2 StitchionVid4 - 4x upscaling
    SSIM· 2022-01-28
    0.8425
    best: 0.933 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 1 Image, 2*2 StitchionVid4 - 4x upscaling - BD degradation
    PSNR· 2022-01-28
    29.42
    best: 29.54 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 1 Image, 2*2 StitchionVid4 - 4x upscaling - BD degradation
    SSIM· 2022-01-28
    0.8795
    best: 0.881 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2022-01-28
    0.758
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2022-01-28
    31.669
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2022-01-28
    0.722
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2022-01-28
    0.902
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2022-01-28
    7.628
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 1 Image, 2*2 StitchionUDM10 - 4x upscaling
    PSNR· 2022-01-28
    41.05
    best: 42.03 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 1 Image, 2*2 StitchionUDM10 - 4x upscaling
    SSIM· 2022-01-28
    0.9737
    best: 0.9814 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 10-shot image generationonGoPro
    PSNR· uses extra data· 2022-01-28
    34.81
    best: 35.98 (BSSTNet)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2022-01-28
    0.929
    best: 0.623 (DFDnet)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2022-01-28
    2.778
    best: 5.882 (SRMD)
    VRT: A Video Restoration TransformerarXiv:2201.12288

Graphs13 results

  • Super-ResolutiononVid4 - 4x upscaling
    PSNR· 2022-01-28
    27.93
    best: 31.36 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Super-ResolutiononVid4 - 4x upscaling
    SSIM· 2022-01-28
    0.8425
    best: 0.933 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Super-ResolutiononVid4 - 4x upscaling - BD degradation
    PSNR· 2022-01-28
    29.42
    best: 29.54 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Super-ResolutiononVid4 - 4x upscaling - BD degradation
    SSIM· 2022-01-28
    0.8795
    best: 0.881 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2022-01-28
    0.758
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2022-01-28
    31.669
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2022-01-28
    0.722
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2022-01-28
    0.902
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2022-01-28
    7.628
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Super-ResolutiononUDM10 - 4x upscaling
    PSNR· 2022-01-28
    41.05
    best: 42.03 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Super-ResolutiononUDM10 - 4x upscaling
    SSIM· 2022-01-28
    0.9737
    best: 0.9814 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2022-01-28
    0.929
    best: 0.623 (DFDnet)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2022-01-28
    2.778
    best: 5.882 (SRMD)
    VRT: A Video Restoration TransformerarXiv:2201.12288

Playing Games13 results

  • 3D Face AnimationonVid4 - 4x upscaling
    PSNR· 2022-01-28
    27.93
    best: 31.36 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Face AnimationonVid4 - 4x upscaling
    SSIM· 2022-01-28
    0.8425
    best: 0.933 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Face AnimationonVid4 - 4x upscaling - BD degradation
    PSNR· 2022-01-28
    29.42
    best: 29.54 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Face AnimationonVid4 - 4x upscaling - BD degradation
    SSIM· 2022-01-28
    0.8795
    best: 0.881 (RVRT)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2022-01-28
    0.758
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2022-01-28
    31.669
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2022-01-28
    0.722
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2022-01-28
    0.902
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2022-01-28
    7.628
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Face AnimationonUDM10 - 4x upscaling
    PSNR· 2022-01-28
    41.05
    best: 42.03 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Face AnimationonUDM10 - 4x upscaling
    SSIM· 2022-01-28
    0.9737
    best: 0.9814 (NeuriCam-net)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2022-01-28
    0.929
    best: 0.623 (DFDnet)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2022-01-28
    2.778
    best: 5.882 (SRMD)
    VRT: A Video Restoration TransformerarXiv:2201.12288

Computer Code4 results

  • Blind Image DeblurringonDVD
    PSNR· 2022-01-28
    34.27
    best: 34.95 (BSSTNet)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Blind Image DeblurringonGoPro
    SSIM· uses extra data· 2022-01-28
    0.9724
    best: 0.9792 (BSSTNet)
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Blind Image DeblurringonREDS
    Average PSNR· 2022-01-28
    36.79
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Blind Image DeblurringonGoPro
    PSNR· uses extra data· 2022-01-28
    34.81
    best: 35.98 (BSSTNet)
    VRT: A Video Restoration TransformerarXiv:2201.12288