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Models/TGA

TGA

Reported on 99 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 Vision45 results

  • 3D Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    PSNR· 2020-07-21
    27.63
    best: 29.54 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    SSIM· 2020-07-21
    0.8423
    best: 0.881 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2020-07-21
    0.859
    best: 0.623 (DFDnet)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2020-07-21
    0.669
    best: 0.758 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2020-07-21
    0.706
    best: 5.882 (SRMD)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2020-07-21
    25.786
    best: 31.669 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2020-07-21
    0.549
    best: 0.722 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2020-07-21
    0.831
    best: 0.902 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2020-07-21
    5.529
    best: 7.628 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • VideoonVid4 - 4x upscaling - BD degradation
    PSNR· 2020-07-21
    27.63
    best: 29.54 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • VideoonVid4 - 4x upscaling - BD degradation
    SSIM· 2020-07-21
    0.8423
    best: 0.881 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2020-07-21
    0.859
    best: 0.623 (DFDnet)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2020-07-21
    0.669
    best: 0.758 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2020-07-21
    0.706
    best: 5.882 (SRMD)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2020-07-21
    25.786
    best: 31.669 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2020-07-21
    0.549
    best: 0.722 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2020-07-21
    0.831
    best: 0.902 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2020-07-21
    5.529
    best: 7.628 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Pose EstimationonVid4 - 4x upscaling - BD degradation
    PSNR· 2020-07-21
    27.63
    best: 29.54 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Pose EstimationonVid4 - 4x upscaling - BD degradation
    SSIM· 2020-07-21
    0.8423
    best: 0.881 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2020-07-21
    0.859
    best: 0.623 (DFDnet)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2020-07-21
    0.669
    best: 0.758 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2020-07-21
    0.706
    best: 5.882 (SRMD)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2020-07-21
    25.786
    best: 31.669 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2020-07-21
    0.549
    best: 0.722 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2020-07-21
    0.831
    best: 0.902 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2020-07-21
    5.529
    best: 7.628 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Video Super-ResolutiononVid4 - 4x upscaling - BD degradation
    PSNR· 2020-07-21
    27.63
    best: 29.54 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Video Super-ResolutiononVid4 - 4x upscaling - BD degradation
    SSIM· 2020-07-21
    0.8423
    best: 0.881 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2020-07-21
    0.859
    best: 0.623 (DFDnet)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2020-07-21
    0.669
    best: 0.758 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2020-07-21
    0.706
    best: 5.882 (SRMD)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2020-07-21
    25.786
    best: 31.669 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2020-07-21
    0.549
    best: 0.722 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2020-07-21
    0.831
    best: 0.902 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2020-07-21
    5.529
    best: 7.628 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Object Super-ResolutiononVid4 - 4x upscaling - BD degradation
    PSNR· 2020-07-21
    27.63
    best: 29.54 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Object Super-ResolutiononVid4 - 4x upscaling - BD degradation
    SSIM· 2020-07-21
    0.8423
    best: 0.881 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2020-07-21
    0.859
    best: 0.623 (DFDnet)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2020-07-21
    0.669
    best: 0.758 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2020-07-21
    0.706
    best: 5.882 (SRMD)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2020-07-21
    25.786
    best: 31.669 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2020-07-21
    0.549
    best: 0.722 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2020-07-21
    0.831
    best: 0.902 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2020-07-21
    5.529
    best: 7.628 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595

Knowledge Base18 results

  • 2D Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    PSNR· 2020-07-21
    27.63
    best: 29.54 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 2D Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    SSIM· 2020-07-21
    0.8423
    best: 0.881 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2020-07-21
    0.859
    best: 0.623 (DFDnet)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2020-07-21
    0.669
    best: 0.758 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2020-07-21
    0.706
    best: 5.882 (SRMD)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2020-07-21
    25.786
    best: 31.669 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2020-07-21
    0.549
    best: 0.722 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2020-07-21
    0.831
    best: 0.902 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2020-07-21
    5.529
    best: 7.628 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Absolute Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    PSNR· 2020-07-21
    27.63
    best: 29.54 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Absolute Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    SSIM· 2020-07-21
    0.8423
    best: 0.881 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2020-07-21
    0.859
    best: 0.623 (DFDnet)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2020-07-21
    0.669
    best: 0.758 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2020-07-21
    0.706
    best: 5.882 (SRMD)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2020-07-21
    25.786
    best: 31.669 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2020-07-21
    0.549
    best: 0.722 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2020-07-21
    0.831
    best: 0.902 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2020-07-21
    5.529
    best: 7.628 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595

Graphs9 results

  • Super-ResolutiononVid4 - 4x upscaling - BD degradation
    PSNR· 2020-07-21
    27.63
    best: 29.54 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Super-ResolutiononVid4 - 4x upscaling - BD degradation
    SSIM· 2020-07-21
    0.8423
    best: 0.881 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2020-07-21
    0.859
    best: 0.623 (DFDnet)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2020-07-21
    0.669
    best: 0.758 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2020-07-21
    0.706
    best: 5.882 (SRMD)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2020-07-21
    25.786
    best: 31.669 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2020-07-21
    0.549
    best: 0.722 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2020-07-21
    0.831
    best: 0.902 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2020-07-21
    5.529
    best: 7.628 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595

Methodology9 results

  • 3DonVid4 - 4x upscaling - BD degradation
    PSNR· 2020-07-21
    27.63
    best: 29.54 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3DonVid4 - 4x upscaling - BD degradation
    SSIM· 2020-07-21
    0.8423
    best: 0.881 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2020-07-21
    0.859
    best: 0.623 (DFDnet)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2020-07-21
    0.669
    best: 0.758 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2020-07-21
    0.706
    best: 5.882 (SRMD)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2020-07-21
    25.786
    best: 31.669 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2020-07-21
    0.549
    best: 0.722 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2020-07-21
    0.831
    best: 0.902 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2020-07-21
    5.529
    best: 7.628 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595

Playing Games9 results

  • 3D Face AnimationonVid4 - 4x upscaling - BD degradation
    PSNR· 2020-07-21
    27.63
    best: 29.54 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Face AnimationonVid4 - 4x upscaling - BD degradation
    SSIM· 2020-07-21
    0.8423
    best: 0.881 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2020-07-21
    0.859
    best: 0.623 (DFDnet)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2020-07-21
    0.669
    best: 0.758 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2020-07-21
    0.706
    best: 5.882 (SRMD)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2020-07-21
    25.786
    best: 31.669 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2020-07-21
    0.549
    best: 0.722 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2020-07-21
    0.831
    best: 0.902 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2020-07-21
    5.529
    best: 7.628 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595

Audio9 results

  • 1 Image, 2*2 StitchionVid4 - 4x upscaling - BD degradation
    PSNR· 2020-07-21
    27.63
    best: 29.54 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 1 Image, 2*2 StitchionVid4 - 4x upscaling - BD degradation
    SSIM· 2020-07-21
    0.8423
    best: 0.881 (RVRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS· 2020-07-21
    0.859
    best: 0.623 (DFDnet)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0· 2020-07-21
    0.669
    best: 0.758 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    FPS· 2020-07-21
    0.706
    best: 5.882 (SRMD)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR· 2020-07-21
    25.786
    best: 31.669 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0· 2020-07-21
    0.549
    best: 0.722 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM· 2020-07-21
    0.831
    best: 0.902 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score· 2020-07-21
    5.529
    best: 7.628 (VRT)
    Video Super-resolution with Temporal Group AttentionarXiv:2007.10595