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Models/VESPCN

VESPCN

Reported on 66 benchmarks across 11 tasks · 1 paper · 55 SOTA

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

Computer Vision30 results

  • 3D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    PSNR· 2016-11-16
    26.92
    best: 31.28 (VEAI-AHQ-12)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    SSIM· 2016-11-16
    0.932
    best: 0.939 (iSeeBetter)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    VMAF· 2016-11-16
    53.96
    best: 61.2 (TecoGAN)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Human Pose EstimationonVid4 - 4x upscaling
    PSNR· 2016-11-16
    25.35
    best: 31.36 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Human Pose EstimationonVid4 - 4x upscaling
    SSIM· 2016-11-16
    0.7557
    best: 0.933 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • VideoonMSU Video Upscalers: Quality Enhancement
    PSNR· 2016-11-16
    26.92
    best: 31.28 (VEAI-AHQ-12)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • VideoonMSU Video Upscalers: Quality Enhancement
    SSIM· 2016-11-16
    0.932
    best: 0.939 (iSeeBetter)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • VideoonMSU Video Upscalers: Quality Enhancement
    VMAF· 2016-11-16
    53.96
    best: 61.2 (TecoGAN)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • VideoonVid4 - 4x upscaling
    PSNR· 2016-11-16
    25.35
    best: 31.36 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • VideoonVid4 - 4x upscaling
    SSIM· 2016-11-16
    0.7557
    best: 0.933 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • Pose EstimationonMSU Video Upscalers: Quality Enhancement
    PSNR· 2016-11-16
    26.92
    best: 31.28 (VEAI-AHQ-12)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • Pose EstimationonMSU Video Upscalers: Quality Enhancement
    SSIM· 2016-11-16
    0.932
    best: 0.939 (iSeeBetter)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • Pose EstimationonMSU Video Upscalers: Quality Enhancement
    VMAF· 2016-11-16
    53.96
    best: 61.2 (TecoGAN)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • Pose EstimationonVid4 - 4x upscaling
    PSNR· 2016-11-16
    25.35
    best: 31.36 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • Pose EstimationonVid4 - 4x upscaling
    SSIM· 2016-11-16
    0.7557
    best: 0.933 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • Video Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    PSNR· 2016-11-16
    26.92
    best: 31.28 (VEAI-AHQ-12)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • Video Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    SSIM· 2016-11-16
    0.932
    best: 0.939 (iSeeBetter)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • Video Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    VMAF· 2016-11-16
    53.96
    best: 61.2 (TecoGAN)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • Video Super-ResolutiononVid4 - 4x upscaling
    PSNR· 2016-11-16
    25.35
    best: 31.36 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • Video Super-ResolutiononVid4 - 4x upscaling
    SSIM· 2016-11-16
    0.7557
    best: 0.933 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Object Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    PSNR· 2016-11-16
    26.92
    best: 31.28 (VEAI-AHQ-12)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Object Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    SSIM· 2016-11-16
    0.932
    best: 0.939 (iSeeBetter)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Object Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    VMAF· 2016-11-16
    53.96
    best: 61.2 (TecoGAN)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Object Super-ResolutiononVid4 - 4x upscaling
    PSNR· 2016-11-16
    25.35
    best: 31.36 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Object Super-ResolutiononVid4 - 4x upscaling
    SSIM· 2016-11-16
    0.7557
    best: 0.933 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Human Pose EstimationonVid4 - 4x upscaling
    MOVIE· 2016-11-16
    5.82
    best: 9.31 (bicubic)
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • VideoonVid4 - 4x upscaling
    MOVIE· 2016-11-16
    5.82
    best: 9.31 (bicubic)
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • Pose EstimationonVid4 - 4x upscaling
    MOVIE· 2016-11-16
    5.82
    best: 9.31 (bicubic)
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • Video Super-ResolutiononVid4 - 4x upscaling
    MOVIE· 2016-11-16
    5.82
    best: 9.31 (bicubic)
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Object Super-ResolutiononVid4 - 4x upscaling
    MOVIE· 2016-11-16
    5.82
    best: 9.31 (bicubic)
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250

Knowledge Base12 results

  • 2D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    PSNR· 2016-11-16
    26.92
    best: 31.28 (VEAI-AHQ-12)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 2D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    SSIM· 2016-11-16
    0.932
    best: 0.939 (iSeeBetter)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 2D Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    VMAF· 2016-11-16
    53.96
    best: 61.2 (TecoGAN)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 2D Human Pose EstimationonVid4 - 4x upscaling
    PSNR· 2016-11-16
    25.35
    best: 31.36 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 2D Human Pose EstimationonVid4 - 4x upscaling
    SSIM· 2016-11-16
    0.7557
    best: 0.933 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Absolute Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    PSNR· 2016-11-16
    26.92
    best: 31.28 (VEAI-AHQ-12)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Absolute Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    SSIM· 2016-11-16
    0.932
    best: 0.939 (iSeeBetter)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Absolute Human Pose EstimationonMSU Video Upscalers: Quality Enhancement
    VMAF· 2016-11-16
    53.96
    best: 61.2 (TecoGAN)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Absolute Human Pose EstimationonVid4 - 4x upscaling
    PSNR· 2016-11-16
    25.35
    best: 31.36 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Absolute Human Pose EstimationonVid4 - 4x upscaling
    SSIM· 2016-11-16
    0.7557
    best: 0.933 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 2D Human Pose EstimationonVid4 - 4x upscaling
    MOVIE· 2016-11-16
    5.82
    best: 9.31 (bicubic)
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Absolute Human Pose EstimationonVid4 - 4x upscaling
    MOVIE· 2016-11-16
    5.82
    best: 9.31 (bicubic)
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250

Graphs6 results

  • Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    PSNR· 2016-11-16
    26.92
    best: 31.28 (VEAI-AHQ-12)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    SSIM· 2016-11-16
    0.932
    best: 0.939 (iSeeBetter)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • Super-ResolutiononMSU Video Upscalers: Quality Enhancement
    VMAF· 2016-11-16
    53.96
    best: 61.2 (TecoGAN)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • Super-ResolutiononVid4 - 4x upscaling
    PSNR· 2016-11-16
    25.35
    best: 31.36 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • Super-ResolutiononVid4 - 4x upscaling
    SSIM· 2016-11-16
    0.7557
    best: 0.933 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • Super-ResolutiononVid4 - 4x upscaling
    MOVIE· 2016-11-16
    5.82
    best: 9.31 (bicubic)
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250

Methodology6 results

  • 3DonMSU Video Upscalers: Quality Enhancement
    PSNR· 2016-11-16
    26.92
    best: 31.28 (VEAI-AHQ-12)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3DonMSU Video Upscalers: Quality Enhancement
    SSIM· 2016-11-16
    0.932
    best: 0.939 (iSeeBetter)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3DonMSU Video Upscalers: Quality Enhancement
    VMAF· 2016-11-16
    53.96
    best: 61.2 (TecoGAN)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3DonVid4 - 4x upscaling
    PSNR· 2016-11-16
    25.35
    best: 31.36 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3DonVid4 - 4x upscaling
    SSIM· 2016-11-16
    0.7557
    best: 0.933 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3DonVid4 - 4x upscaling
    MOVIE· 2016-11-16
    5.82
    best: 9.31 (bicubic)
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250

Playing Games6 results

  • 3D Face AnimationonMSU Video Upscalers: Quality Enhancement
    PSNR· 2016-11-16
    26.92
    best: 31.28 (VEAI-AHQ-12)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Face AnimationonMSU Video Upscalers: Quality Enhancement
    SSIM· 2016-11-16
    0.932
    best: 0.939 (iSeeBetter)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Face AnimationonMSU Video Upscalers: Quality Enhancement
    VMAF· 2016-11-16
    53.96
    best: 61.2 (TecoGAN)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Face AnimationonVid4 - 4x upscaling
    PSNR· 2016-11-16
    25.35
    best: 31.36 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Face AnimationonVid4 - 4x upscaling
    SSIM· 2016-11-16
    0.7557
    best: 0.933 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 3D Face AnimationonVid4 - 4x upscaling
    MOVIE· 2016-11-16
    5.82
    best: 9.31 (bicubic)
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250

Audio6 results

  • 1 Image, 2*2 StitchionMSU Video Upscalers: Quality Enhancement
    PSNR· 2016-11-16
    26.92
    best: 31.28 (VEAI-AHQ-12)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 1 Image, 2*2 StitchionMSU Video Upscalers: Quality Enhancement
    SSIM· 2016-11-16
    0.932
    best: 0.939 (iSeeBetter)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 1 Image, 2*2 StitchionMSU Video Upscalers: Quality Enhancement
    VMAF· 2016-11-16
    53.96
    best: 61.2 (TecoGAN)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 1 Image, 2*2 StitchionVid4 - 4x upscaling
    PSNR· 2016-11-16
    25.35
    best: 31.36 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 1 Image, 2*2 StitchionVid4 - 4x upscaling
    SSIM· 2016-11-16
    0.7557
    best: 0.933 (NeuriCam-net)
    SOTA
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250
  • 1 Image, 2*2 StitchionVid4 - 4x upscaling
    MOVIE· 2016-11-16
    5.82
    best: 9.31 (bicubic)
    Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion CompensationarXiv:1611.05250