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Models/Struct-VRNN (from Grid-keypoints)

Struct-VRNN (from Grid-keypoints)

Reported on 16 benchmarks across 2 tasks · 1 paper · 2 SOTA

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

Computer Vision8 results

  • VideoonKTH
    FVD· 2019-06-19
    395
    SOTA
    Unsupervised Learning of Object Structure and Dynamics from VideosarXiv:1906.07889
  • VideoonKTH
    Cond· 2019-06-19
    10
    Unsupervised Learning of Object Structure and Dynamics from VideosarXiv:1906.07889
  • VideoonKTH
    LPIPS· 2019-06-19
    0.124
    best: 0.029 (MSPred)
    Unsupervised Learning of Object Structure and Dynamics from VideosarXiv:1906.07889
  • VideoonKTH
    PSNR· 2019-06-19
    24.29
    best: 29.85 (WAM)
    Unsupervised Learning of Object Structure and Dynamics from VideosarXiv:1906.07889
  • VideoonKTH
    Params (M)· 2019-06-19
    2.3
    best: 22.8 (SVG-LP (from Grid-keypoints))
    Unsupervised Learning of Object Structure and Dynamics from VideosarXiv:1906.07889
  • VideoonKTH
    Pred· 2019-06-19
    40
    Unsupervised Learning of Object Structure and Dynamics from VideosarXiv:1906.07889
  • VideoonKTH
    SSIM· 2019-06-19
    0.766
    best: 0.951 (MSPred)
    Unsupervised Learning of Object Structure and Dynamics from VideosarXiv:1906.07889
  • VideoonKTH
    Train· 2019-06-19
    10
    Unsupervised Learning of Object Structure and Dynamics from VideosarXiv:1906.07889

Time Series8 results

  • Video PredictiononKTH
    FVD· 2019-06-19
    395
    SOTA
    Unsupervised Learning of Object Structure and Dynamics from VideosarXiv:1906.07889
  • Video PredictiononKTH
    Cond· 2019-06-19
    10
    Unsupervised Learning of Object Structure and Dynamics from VideosarXiv:1906.07889
  • Video PredictiononKTH
    LPIPS· 2019-06-19
    0.124
    best: 0.029 (MSPred)
    Unsupervised Learning of Object Structure and Dynamics from VideosarXiv:1906.07889
  • Video PredictiononKTH
    PSNR· 2019-06-19
    24.29
    best: 29.85 (WAM)
    Unsupervised Learning of Object Structure and Dynamics from VideosarXiv:1906.07889
  • Video PredictiononKTH
    Params (M)· 2019-06-19
    2.3
    best: 22.8 (SVG-LP (from Grid-keypoints))
    Unsupervised Learning of Object Structure and Dynamics from VideosarXiv:1906.07889
  • Video PredictiononKTH
    Pred· 2019-06-19
    40
    Unsupervised Learning of Object Structure and Dynamics from VideosarXiv:1906.07889
  • Video PredictiononKTH
    SSIM· 2019-06-19
    0.766
    best: 0.951 (MSPred)
    Unsupervised Learning of Object Structure and Dynamics from VideosarXiv:1906.07889
  • Video PredictiononKTH
    Train· 2019-06-19
    10
    Unsupervised Learning of Object Structure and Dynamics from VideosarXiv:1906.07889