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Models/STTN

STTN

Reported on 25 benchmarks across 3 tasks · 1 paper · 21 SOTA

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

Computer Vision13 results

  • Video InpaintingonDAVIS
    PSNR· 2020-07-20
    30.67
    best: 33.82 (DMT)
    SOTA
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • Video InpaintingonDAVIS
    SSIM· 2020-07-20
    0.956
    best: 0.976 (DMT)
    SOTA
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • Video InpaintingonDAVIS
    VFID· 2020-07-20
    0.149
    best: 0.104 (DMT)
    SOTA
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • Video InpaintingonYouTube-VOS 2018
    PSNR· 2020-07-20
    32.34
    best: 34.43 (ProPainter)
    SOTA
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • Video InpaintingonYouTube-VOS 2018
    SSIM· 2020-07-20
    0.9655
    best: 0.9735 (ProPainter)
    SOTA
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • Video InpaintingonYouTube-VOS 2018
    VFID· 2020-07-20
    0.053
    best: 0.042 (ProPainter)
    SOTA
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • Video InpaintingonHQVI (240p)
    LPIPS· 2020-07-20
    0.0528
    best: 0.0335 (RGVI)
    SOTA
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • Video InpaintingonHQVI (240p)
    PSNR· 2020-07-20
    29.64
    best: 31.6 (RGVI w/o Ref.)
    SOTA
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • Video InpaintingonHQVI (240p)
    SSIM· 2020-07-20
    0.9339
    best: 0.9559 (RGVI w/o Ref.)
    SOTA
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • Video InpaintingonHQVI (240p)
    VFID· 2020-07-20
    0.2594
    best: 0.1825 (RGVI)
    SOTA
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • Seeing Beyond the VisibleonKITTI360-EX
    Average PSNR· 2020-07-20
    18.73
    best: 20.5 (FlowLens)
    SOTA
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • Video InpaintingonDAVIS
    Ewarp· 2020-07-20
    0.1449
    best: 0.1785 (VINet)
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • Video InpaintingonYouTube-VOS 2018
    Ewarp· 2020-07-20
    0.0907
    best: 0.1859 (LGTSM)
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247

Methodology12 results

  • 3DonDAVIS
    PSNR· 2020-07-20
    30.67
    best: 33.82 (DMT)
    SOTA
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • 3DonDAVIS
    SSIM· 2020-07-20
    0.956
    best: 0.976 (DMT)
    SOTA
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • 3DonDAVIS
    VFID· 2020-07-20
    0.149
    best: 0.104 (DMT)
    SOTA
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • 3DonYouTube-VOS 2018
    PSNR· 2020-07-20
    32.34
    best: 34.43 (ProPainter)
    SOTA
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • 3DonYouTube-VOS 2018
    SSIM· 2020-07-20
    0.9655
    best: 0.9735 (ProPainter)
    SOTA
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • 3DonYouTube-VOS 2018
    VFID· 2020-07-20
    0.053
    best: 0.042 (ProPainter)
    SOTA
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • 3DonHQVI (240p)
    LPIPS· 2020-07-20
    0.0528
    best: 0.0335 (RGVI)
    SOTA
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • 3DonHQVI (240p)
    PSNR· 2020-07-20
    29.64
    best: 31.6 (RGVI w/o Ref.)
    SOTA
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • 3DonHQVI (240p)
    SSIM· 2020-07-20
    0.9339
    best: 0.9559 (RGVI w/o Ref.)
    SOTA
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • 3DonHQVI (240p)
    VFID· 2020-07-20
    0.2594
    best: 0.1825 (RGVI)
    SOTA
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • 3DonDAVIS
    Ewarp· 2020-07-20
    0.1449
    best: 0.1785 (VINet)
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247
  • 3DonYouTube-VOS 2018
    Ewarp· 2020-07-20
    0.0907
    best: 0.1859 (LGTSM)
    Learning Joint Spatial-Temporal Transformations for Video InpaintingarXiv:2007.10247