TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/RealSR

RealSR

Reported on 110 benchmarks across 11 tasks

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

Computer Vision50 results

  • 3D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    LPIPS
    0.22
    best: 0.177 (BSRGAN)
  • 3D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    PSNR
    30.64
    best: 31.28 (VEAI-AHQ-12)
  • 3D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    SSIM
    0.9
    best: 0.939 (iSeeBetter)
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS
    0.911
    best: 0.623 (DFDnet)
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0
    0.69
    best: 0.758 (VRT)
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS
    0.352
    best: 5.882 (SRMD)
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR
    25.989
    best: 31.669 (VRT)
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM
    0.767
    best: 0.902 (VRT)
  • 3D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score
    5.286
    best: 7.628 (VRT)
  • VideoonMSU Video Upscalers: Quality Enhancement
    LPIPS
    0.22
    best: 0.177 (BSRGAN)
  • VideoonMSU Video Upscalers: Quality Enhancement
    PSNR
    30.64
    best: 31.28 (VEAI-AHQ-12)
  • VideoonMSU Video Upscalers: Quality Enhancement
    SSIM
    0.9
    best: 0.939 (iSeeBetter)
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS
    0.911
    best: 0.623 (DFDnet)
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0
    0.69
    best: 0.758 (VRT)
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS
    0.352
    best: 5.882 (SRMD)
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR
    25.989
    best: 31.669 (VRT)
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM
    0.767
    best: 0.902 (VRT)
  • VideoonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score
    5.286
    best: 7.628 (VRT)
  • Pose EstimationonMSU Video Upscalers: Quality Enhancement
    LPIPS
    0.22
    best: 0.177 (BSRGAN)
  • Pose EstimationonMSU Video Upscalers: Quality Enhancement
    PSNR
    30.64
    best: 31.28 (VEAI-AHQ-12)
  • Pose EstimationonMSU Video Upscalers: Quality Enhancement
    SSIM
    0.9
    best: 0.939 (iSeeBetter)
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS
    0.911
    best: 0.623 (DFDnet)
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0
    0.69
    best: 0.758 (VRT)
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS
    0.352
    best: 5.882 (SRMD)
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR
    25.989
    best: 31.669 (VRT)
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM
    0.767
    best: 0.902 (VRT)
  • Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score
    5.286
    best: 7.628 (VRT)
  • Video Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    LPIPS
    0.22
    best: 0.177 (BSRGAN)
  • Video Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    PSNR
    30.64
    best: 31.28 (VEAI-AHQ-12)
  • Video Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    SSIM
    0.9
    best: 0.939 (iSeeBetter)
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS
    0.911
    best: 0.623 (DFDnet)
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0
    0.69
    best: 0.758 (VRT)
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    FPS
    0.352
    best: 5.882 (SRMD)
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR
    25.989
    best: 31.669 (VRT)
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM
    0.767
    best: 0.902 (VRT)
  • Video Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score
    5.286
    best: 7.628 (VRT)
  • 3D Object Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    LPIPS
    0.22
    best: 0.177 (BSRGAN)
  • 3D Object Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    PSNR
    30.64
    best: 31.28 (VEAI-AHQ-12)
  • 3D Object Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    SSIM
    0.9
    best: 0.939 (iSeeBetter)
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS
    0.911
    best: 0.623 (DFDnet)
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0
    0.69
    best: 0.758 (VRT)
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    FPS
    0.352
    best: 5.882 (SRMD)
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR
    25.989
    best: 31.669 (VRT)
  • 3D Object 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
    SSIM
    0.767
    best: 0.902 (VRT)
  • 3D Object Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score
    5.286
    best: 7.628 (VRT)

Knowledge Base20 results

  • 2D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    LPIPS
    0.22
    best: 0.177 (BSRGAN)
  • 2D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    PSNR
    30.64
    best: 31.28 (VEAI-AHQ-12)
  • 2D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    SSIM
    0.9
    best: 0.939 (iSeeBetter)
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS
    0.911
    best: 0.623 (DFDnet)
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0
    0.69
    best: 0.758 (VRT)
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS
    0.352
    best: 5.882 (SRMD)
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR
    25.989
    best: 31.669 (VRT)
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM
    0.767
    best: 0.902 (VRT)
  • 2D Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score
    5.286
    best: 7.628 (VRT)
  • 3D Absolute Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    LPIPS
    0.22
    best: 0.177 (BSRGAN)
  • 3D Absolute Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    PSNR
    30.64
    best: 31.28 (VEAI-AHQ-12)
  • 3D Absolute Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    SSIM
    0.9
    best: 0.939 (iSeeBetter)
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS
    0.911
    best: 0.623 (DFDnet)
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0
    0.69
    best: 0.758 (VRT)
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS
    0.352
    best: 5.882 (SRMD)
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR
    25.989
    best: 31.669 (VRT)
  • 3D Absolute 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
    SSIM
    0.767
    best: 0.902 (VRT)
  • 3D Absolute Human Pose EstimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score
    5.286
    best: 7.628 (VRT)

Graphs10 results

  • Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    LPIPS
    0.22
    best: 0.177 (BSRGAN)
  • Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    PSNR
    30.64
    best: 31.28 (VEAI-AHQ-12)
  • Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    SSIM
    0.9
    best: 0.939 (iSeeBetter)
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS
    0.911
    best: 0.623 (DFDnet)
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0
    0.69
    best: 0.758 (VRT)
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    FPS
    0.352
    best: 5.882 (SRMD)
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR
    25.989
    best: 31.669 (VRT)
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM
    0.767
    best: 0.902 (VRT)
  • Super-ResolutiononMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score
    5.286
    best: 7.628 (VRT)

Methodology10 results

  • 3DonMSU Video Upscalers: Quality Enhancement
    LPIPS
    0.22
    best: 0.177 (BSRGAN)
  • 3DonMSU Video Upscalers: Quality Enhancement
    PSNR
    30.64
    best: 31.28 (VEAI-AHQ-12)
  • 3DonMSU Video Upscalers: Quality Enhancement
    SSIM
    0.9
    best: 0.939 (iSeeBetter)
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS
    0.911
    best: 0.623 (DFDnet)
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0
    0.69
    best: 0.758 (VRT)
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS
    0.352
    best: 5.882 (SRMD)
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR
    25.989
    best: 31.669 (VRT)
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM
    0.767
    best: 0.902 (VRT)
  • 3DonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score
    5.286
    best: 7.628 (VRT)

Playing Games10 results

  • 3D Face AnimationonMSU Video Upscalers: Quality Enhancement
    LPIPS
    0.22
    best: 0.177 (BSRGAN)
  • 3D Face AnimationonMSU Video Upscalers: Quality Enhancement
    PSNR
    30.64
    best: 31.28 (VEAI-AHQ-12)
  • 3D Face AnimationonMSU Video Upscalers: Quality Enhancement
    SSIM
    0.9
    best: 0.939 (iSeeBetter)
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS
    0.911
    best: 0.623 (DFDnet)
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0
    0.69
    best: 0.758 (VRT)
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    FPS
    0.352
    best: 5.882 (SRMD)
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR
    25.989
    best: 31.669 (VRT)
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM
    0.767
    best: 0.902 (VRT)
  • 3D Face AnimationonMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score
    5.286
    best: 7.628 (VRT)

Audio10 results

  • 1 Image, 2*2 StitchionMSU Video Upscalers: Quality Enhancement
    LPIPS
    0.22
    best: 0.177 (BSRGAN)
  • 1 Image, 2*2 StitchionMSU Video Upscalers: Quality Enhancement
    PSNR
    30.64
    best: 31.28 (VEAI-AHQ-12)
  • 1 Image, 2*2 StitchionMSU Video Upscalers: Quality Enhancement
    SSIM
    0.9
    best: 0.939 (iSeeBetter)
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    1 - LPIPS
    0.911
    best: 0.623 (DFDnet)
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    ERQAv1.0
    0.69
    best: 0.758 (VRT)
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    FPS
    0.352
    best: 5.882 (SRMD)
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    PSNR
    25.989
    best: 31.669 (VRT)
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    QRCRv1.0
    0
    best: 0.722 (VRT)
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    SSIM
    0.767
    best: 0.902 (VRT)
  • 1 Image, 2*2 StitchionMSU Video Super Resolution Benchmark: Detail Restoration
    Subjective score
    5.286
    best: 7.628 (VRT)