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Models/FuseFormer

FuseFormer

Reported on 25 benchmarks across 3 tasks · 1 paper · 13 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· 2021-09-07
    32.54
    best: 33.82 (DMT)
    SOTA
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • Video InpaintingonDAVIS
    SSIM· 2021-09-07
    0.97
    best: 0.976 (DMT)
    SOTA
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • Video InpaintingonDAVIS
    VFID· 2021-09-07
    0.138
    best: 0.104 (DMT)
    SOTA
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • Video InpaintingonYouTube-VOS 2018
    PSNR· 2021-09-07
    33.29
    best: 34.43 (ProPainter)
    SOTA
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • Video InpaintingonYouTube-VOS 2018
    SSIM· 2021-09-07
    0.9681
    best: 0.9735 (ProPainter)
    SOTA
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • Video InpaintingonHQVI (240p)
    PSNR· 2021-09-07
    29.92
    best: 31.6 (RGVI w/o Ref.)
    SOTA
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • Seeing Beyond the VisibleonKITTI360-EX
    Average PSNR· 2021-09-07
    18.91
    best: 20.5 (FlowLens)
    SOTA
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • Video InpaintingonDAVIS
    Ewarp· 2021-09-07
    0.1362
    best: 0.1785 (VINet)
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • Video InpaintingonYouTube-VOS 2018
    Ewarp· 2021-09-07
    0.09
    best: 0.1859 (LGTSM)
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • Video InpaintingonYouTube-VOS 2018
    VFID· 2021-09-07
    0.053
    best: 0.042 (ProPainter)
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • Video InpaintingonHQVI (240p)
    LPIPS· 2021-09-07
    0.0498
    best: 0.0335 (RGVI)
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • Video InpaintingonHQVI (240p)
    SSIM· 2021-09-07
    0.9365
    best: 0.9559 (RGVI w/o Ref.)
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • Video InpaintingonHQVI (240p)
    VFID· 2021-09-07
    0.2727
    best: 0.1825 (RGVI)
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974

Methodology12 results

  • 3DonDAVIS
    PSNR· 2021-09-07
    32.54
    best: 33.82 (DMT)
    SOTA
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • 3DonDAVIS
    SSIM· 2021-09-07
    0.97
    best: 0.976 (DMT)
    SOTA
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • 3DonDAVIS
    VFID· 2021-09-07
    0.138
    best: 0.104 (DMT)
    SOTA
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • 3DonYouTube-VOS 2018
    PSNR· 2021-09-07
    33.29
    best: 34.43 (ProPainter)
    SOTA
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • 3DonYouTube-VOS 2018
    SSIM· 2021-09-07
    0.9681
    best: 0.9735 (ProPainter)
    SOTA
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • 3DonHQVI (240p)
    PSNR· 2021-09-07
    29.92
    best: 31.6 (RGVI w/o Ref.)
    SOTA
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • 3DonDAVIS
    Ewarp· 2021-09-07
    0.1362
    best: 0.1785 (VINet)
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • 3DonYouTube-VOS 2018
    Ewarp· 2021-09-07
    0.09
    best: 0.1859 (LGTSM)
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • 3DonYouTube-VOS 2018
    VFID· 2021-09-07
    0.053
    best: 0.042 (ProPainter)
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • 3DonHQVI (240p)
    LPIPS· 2021-09-07
    0.0498
    best: 0.0335 (RGVI)
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • 3DonHQVI (240p)
    SSIM· 2021-09-07
    0.9365
    best: 0.9559 (RGVI w/o Ref.)
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974
  • 3DonHQVI (240p)
    VFID· 2021-09-07
    0.2727
    best: 0.1825 (RGVI)
    FuseFormer: Fusing Fine-Grained Information in Transformers for Video InpaintingarXiv:2109.02974