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Models/BasicVSR++

BasicVSR++

Reported on 75 benchmarks across 14 tasks · 1 paper · 74 SOTA

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

Computer Vision39 results

  • 3D Human Pose EstimationonVid4 - 4x upscaling
    PSNR· 2021-04-27
    27.79
    best: 31.36 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Human Pose EstimationonVid4 - 4x upscaling
    SSIM· 2021-04-27
    0.84
    best: 0.933 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    PSNR· 2021-04-27
    29.04
    best: 29.54 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    SSIM· 2021-04-27
    0.8753
    best: 0.881 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Human Pose EstimationonUDM10 - 4x upscaling
    PSNR· 2021-04-27
    40.72
    best: 42.03 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Human Pose EstimationonUDM10 - 4x upscaling
    SSIM· 2021-04-27
    0.9722
    best: 0.9814 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • VideoonVid4 - 4x upscaling
    PSNR· 2021-04-27
    27.79
    best: 31.36 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • VideoonVid4 - 4x upscaling
    SSIM· 2021-04-27
    0.84
    best: 0.933 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • VideoonVid4 - 4x upscaling - BD degradation
    PSNR· 2021-04-27
    29.04
    best: 29.54 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • VideoonVid4 - 4x upscaling - BD degradation
    SSIM· 2021-04-27
    0.8753
    best: 0.881 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • VideoonUDM10 - 4x upscaling
    PSNR· 2021-04-27
    40.72
    best: 42.03 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • VideoonUDM10 - 4x upscaling
    SSIM· 2021-04-27
    0.9722
    best: 0.9814 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Pose EstimationonVid4 - 4x upscaling
    PSNR· 2021-04-27
    27.79
    best: 31.36 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Pose EstimationonVid4 - 4x upscaling
    SSIM· 2021-04-27
    0.84
    best: 0.933 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Pose EstimationonVid4 - 4x upscaling - BD degradation
    PSNR· 2021-04-27
    29.04
    best: 29.54 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Pose EstimationonVid4 - 4x upscaling - BD degradation
    SSIM· 2021-04-27
    0.8753
    best: 0.881 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Pose EstimationonUDM10 - 4x upscaling
    PSNR· 2021-04-27
    40.72
    best: 42.03 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Pose EstimationonUDM10 - 4x upscaling
    SSIM· 2021-04-27
    0.9722
    best: 0.9814 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Video EnhancementonMFQE v2
    Incremental PSNR· 2021-04-27
    1.1
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Video RestorationonTAPE
    LPIPS· 2021-04-27
    0.098
    best: 0.052 (TAPE)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Video RestorationonTAPE
    PSNR· 2021-04-27
    31.66
    best: 35.53 (TAPE)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Video RestorationonTAPE
    SSIM· 2021-04-27
    0.916
    best: 0.946 (TAPE)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Video RestorationonTAPE
    VMAF· 2021-04-27
    78.91
    best: 83.61 (TAPE)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Video Super-ResolutiononVid4 - 4x upscaling
    PSNR· 2021-04-27
    27.79
    best: 31.36 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Video Super-ResolutiononVid4 - 4x upscaling
    SSIM· 2021-04-27
    0.84
    best: 0.933 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Video Super-ResolutiononVid4 - 4x upscaling - BD degradation
    PSNR· 2021-04-27
    29.04
    best: 29.54 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Video Super-ResolutiononVid4 - 4x upscaling - BD degradation
    SSIM· 2021-04-27
    0.8753
    best: 0.881 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Video Super-ResolutiononUDM10 - 4x upscaling
    PSNR· 2021-04-27
    40.72
    best: 42.03 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Video Super-ResolutiononUDM10 - 4x upscaling
    SSIM· 2021-04-27
    0.9722
    best: 0.9814 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Object Super-ResolutiononVid4 - 4x upscaling
    PSNR· 2021-04-27
    27.79
    best: 31.36 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Object Super-ResolutiononVid4 - 4x upscaling
    SSIM· 2021-04-27
    0.84
    best: 0.933 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Object Super-ResolutiononVid4 - 4x upscaling - BD degradation
    PSNR· 2021-04-27
    29.04
    best: 29.54 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Object Super-ResolutiononVid4 - 4x upscaling - BD degradation
    SSIM· 2021-04-27
    0.8753
    best: 0.881 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Object Super-ResolutiononUDM10 - 4x upscaling
    PSNR· 2021-04-27
    40.72
    best: 42.03 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Object Super-ResolutiononUDM10 - 4x upscaling
    SSIM· 2021-04-27
    0.9722
    best: 0.9814 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Video derainingonVRDS
    PSNR· 2021-04-27
    29.75
    best: 32.04 (RainMamba)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Video derainingonVideo Waterdrop Removal Dataset
    PSNR· 2021-04-27
    32.37
    best: 37.21 (RainMamba)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Video derainingonVideo Waterdrop Removal Dataset
    SSIM· 2021-04-27
    0.9792
    best: 0.9816 (RainMamba)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Video derainingonVRDS
    SSIM· 2021-04-27
    0.9171
    best: 0.959 (Turtle)
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371

Knowledge Base12 results

  • 2D Human Pose EstimationonVid4 - 4x upscaling
    PSNR· 2021-04-27
    27.79
    best: 31.36 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 2D Human Pose EstimationonVid4 - 4x upscaling
    SSIM· 2021-04-27
    0.84
    best: 0.933 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 2D Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    PSNR· 2021-04-27
    29.04
    best: 29.54 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 2D Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    SSIM· 2021-04-27
    0.8753
    best: 0.881 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 2D Human Pose EstimationonUDM10 - 4x upscaling
    PSNR· 2021-04-27
    40.72
    best: 42.03 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 2D Human Pose EstimationonUDM10 - 4x upscaling
    SSIM· 2021-04-27
    0.9722
    best: 0.9814 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Absolute Human Pose EstimationonVid4 - 4x upscaling
    PSNR· 2021-04-27
    27.79
    best: 31.36 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Absolute Human Pose EstimationonVid4 - 4x upscaling
    SSIM· 2021-04-27
    0.84
    best: 0.933 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Absolute Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    PSNR· 2021-04-27
    29.04
    best: 29.54 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Absolute Human Pose EstimationonVid4 - 4x upscaling - BD degradation
    SSIM· 2021-04-27
    0.8753
    best: 0.881 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Absolute Human Pose EstimationonUDM10 - 4x upscaling
    PSNR· 2021-04-27
    40.72
    best: 42.03 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Absolute Human Pose EstimationonUDM10 - 4x upscaling
    SSIM· 2021-04-27
    0.9722
    best: 0.9814 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371

Graphs6 results

  • Super-ResolutiononVid4 - 4x upscaling
    PSNR· 2021-04-27
    27.79
    best: 31.36 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Super-ResolutiononVid4 - 4x upscaling
    SSIM· 2021-04-27
    0.84
    best: 0.933 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Super-ResolutiononVid4 - 4x upscaling - BD degradation
    PSNR· 2021-04-27
    29.04
    best: 29.54 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Super-ResolutiononVid4 - 4x upscaling - BD degradation
    SSIM· 2021-04-27
    0.8753
    best: 0.881 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Super-ResolutiononUDM10 - 4x upscaling
    PSNR· 2021-04-27
    40.72
    best: 42.03 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • Super-ResolutiononUDM10 - 4x upscaling
    SSIM· 2021-04-27
    0.9722
    best: 0.9814 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371

Methodology6 results

  • 3DonVid4 - 4x upscaling
    PSNR· 2021-04-27
    27.79
    best: 31.36 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3DonVid4 - 4x upscaling
    SSIM· 2021-04-27
    0.84
    best: 0.933 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3DonVid4 - 4x upscaling - BD degradation
    PSNR· 2021-04-27
    29.04
    best: 29.54 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3DonVid4 - 4x upscaling - BD degradation
    SSIM· 2021-04-27
    0.8753
    best: 0.881 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3DonUDM10 - 4x upscaling
    PSNR· 2021-04-27
    40.72
    best: 42.03 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3DonUDM10 - 4x upscaling
    SSIM· 2021-04-27
    0.9722
    best: 0.9814 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371

Playing Games6 results

  • 3D Face AnimationonVid4 - 4x upscaling
    PSNR· 2021-04-27
    27.79
    best: 31.36 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Face AnimationonVid4 - 4x upscaling
    SSIM· 2021-04-27
    0.84
    best: 0.933 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Face AnimationonVid4 - 4x upscaling - BD degradation
    PSNR· 2021-04-27
    29.04
    best: 29.54 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Face AnimationonVid4 - 4x upscaling - BD degradation
    SSIM· 2021-04-27
    0.8753
    best: 0.881 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Face AnimationonUDM10 - 4x upscaling
    PSNR· 2021-04-27
    40.72
    best: 42.03 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 3D Face AnimationonUDM10 - 4x upscaling
    SSIM· 2021-04-27
    0.9722
    best: 0.9814 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371

Audio6 results

  • 1 Image, 2*2 StitchionVid4 - 4x upscaling
    PSNR· 2021-04-27
    27.79
    best: 31.36 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 1 Image, 2*2 StitchionVid4 - 4x upscaling
    SSIM· 2021-04-27
    0.84
    best: 0.933 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 1 Image, 2*2 StitchionVid4 - 4x upscaling - BD degradation
    PSNR· 2021-04-27
    29.04
    best: 29.54 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 1 Image, 2*2 StitchionVid4 - 4x upscaling - BD degradation
    SSIM· 2021-04-27
    0.8753
    best: 0.881 (RVRT)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 1 Image, 2*2 StitchionUDM10 - 4x upscaling
    PSNR· 2021-04-27
    40.72
    best: 42.03 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371
  • 1 Image, 2*2 StitchionUDM10 - 4x upscaling
    SSIM· 2021-04-27
    0.9722
    best: 0.9814 (NeuriCam-net)
    SOTA
    BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and AlignmentarXiv:2104.13371