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/DUF

DUF

Reported on 27 benchmarks across 11 tasks

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

Computer Vision15 results

  • 3D Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    PSNR
    27.38
    best: 29.54 (RVRT)
  • 3D Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    SSIM
    0.8329
    best: 0.881 (RVRT)
  • VideoonVid4 - 4x upscaling - BD degradation
    PSNR
    27.38
    best: 29.54 (RVRT)
  • VideoonVid4 - 4x upscaling - BD degradation
    SSIM
    0.8329
    best: 0.881 (RVRT)
  • VideoonMSU Deinterlacer Benchmark
    FPS on CPU
    0.7
    best: 52.8 (Bob)
  • VideoonMSU Deinterlacer Benchmark
    PSNR
    39.845
    best: 43.884 (MFDIN (L))
  • VideoonMSU Deinterlacer Benchmark
    SSIM
    0.96
    best: 0.979 (MFDIN (L))
  • VideoonMSU Deinterlacer Benchmark
    Subjective
    0.368
    best: 1.054 (MFDIN (L))
  • VideoonMSU Deinterlacer Benchmark
    VMAF
    93.2
    best: 97.3 (MFDIN (L))
  • Pose EstimationonVid4 - 4x upscaling - BD degradation
    PSNR
    27.38
    best: 29.54 (RVRT)
  • Pose EstimationonVid4 - 4x upscaling - BD degradation
    SSIM
    0.8329
    best: 0.881 (RVRT)
  • Video Super-ResolutiononVid4 - 4x upscaling - BD degradation
    PSNR
    27.38
    best: 29.54 (RVRT)
  • Video Super-ResolutiononVid4 - 4x upscaling - BD degradation
    SSIM
    0.8329
    best: 0.881 (RVRT)
  • 3D Object Super-ResolutiononVid4 - 4x upscaling - BD degradation
    PSNR
    27.38
    best: 29.54 (RVRT)
  • 3D Object Super-ResolutiononVid4 - 4x upscaling - BD degradation
    SSIM
    0.8329
    best: 0.881 (RVRT)

Knowledge Base4 results

  • 2D Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    PSNR
    27.38
    best: 29.54 (RVRT)
  • 2D Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    SSIM
    0.8329
    best: 0.881 (RVRT)
  • 3D Absolute Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    PSNR
    27.38
    best: 29.54 (RVRT)
  • 3D Absolute Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    SSIM
    0.8329
    best: 0.881 (RVRT)

Graphs2 results

  • Super-ResolutiononVid4 - 4x upscaling - BD degradation
    PSNR
    27.38
    best: 29.54 (RVRT)
  • Super-ResolutiononVid4 - 4x upscaling - BD degradation
    SSIM
    0.8329
    best: 0.881 (RVRT)

Methodology2 results

  • 3DonVid4 - 4x upscaling - BD degradation
    PSNR
    27.38
    best: 29.54 (RVRT)
  • 3DonVid4 - 4x upscaling - BD degradation
    SSIM
    0.8329
    best: 0.881 (RVRT)

Playing Games2 results

  • 3D Face AnimationonVid4 - 4x upscaling - BD degradation
    PSNR
    27.38
    best: 29.54 (RVRT)
  • 3D Face AnimationonVid4 - 4x upscaling - BD degradation
    SSIM
    0.8329
    best: 0.881 (RVRT)

Audio2 results

  • 1 Image, 2*2 StitchionVid4 - 4x upscaling - BD degradation
    PSNR
    27.38
    best: 29.54 (RVRT)
  • 1 Image, 2*2 StitchionVid4 - 4x upscaling - BD degradation
    SSIM
    0.8329
    best: 0.881 (RVRT)