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Models/Grid-keypoints

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
    LPIPS· 2021-07-28
    0.092
    best: 0.029 (MSPred)
    SOTA
    Accurate Grid Keypoint Learning for Efficient Video PredictionarXiv:2107.13170
  • VideoonKTH
    Cond· 2021-07-28
    10
    Accurate Grid Keypoint Learning for Efficient Video PredictionarXiv:2107.13170
  • VideoonKTH
    FVD· 2021-07-28
    144.2
    best: 395 (Struct-VRNN (from Grid-keypoints))
    Accurate Grid Keypoint Learning for Efficient Video PredictionarXiv:2107.13170
  • VideoonKTH
    PSNR· 2021-07-28
    27.11
    best: 29.85 (WAM)
    Accurate Grid Keypoint Learning for Efficient Video PredictionarXiv:2107.13170
  • VideoonKTH
    Params (M)· 2021-07-28
    2
    best: 22.8 (SVG-LP (from Grid-keypoints))
    Accurate Grid Keypoint Learning for Efficient Video PredictionarXiv:2107.13170
  • VideoonKTH
    Pred· 2021-07-28
    40
    Accurate Grid Keypoint Learning for Efficient Video PredictionarXiv:2107.13170
  • VideoonKTH
    SSIM· 2021-07-28
    0.837
    best: 0.951 (MSPred)
    Accurate Grid Keypoint Learning for Efficient Video PredictionarXiv:2107.13170
  • VideoonKTH
    Train· 2021-07-28
    10
    Accurate Grid Keypoint Learning for Efficient Video PredictionarXiv:2107.13170

Time Series8 results

  • Video PredictiononKTH
    LPIPS· 2021-07-28
    0.092
    best: 0.029 (MSPred)
    SOTA
    Accurate Grid Keypoint Learning for Efficient Video PredictionarXiv:2107.13170
  • Video PredictiononKTH
    Cond· 2021-07-28
    10
    Accurate Grid Keypoint Learning for Efficient Video PredictionarXiv:2107.13170
  • Video PredictiononKTH
    FVD· 2021-07-28
    144.2
    best: 395 (Struct-VRNN (from Grid-keypoints))
    Accurate Grid Keypoint Learning for Efficient Video PredictionarXiv:2107.13170
  • Video PredictiononKTH
    PSNR· 2021-07-28
    27.11
    best: 29.85 (WAM)
    Accurate Grid Keypoint Learning for Efficient Video PredictionarXiv:2107.13170
  • Video PredictiononKTH
    Params (M)· 2021-07-28
    2
    best: 22.8 (SVG-LP (from Grid-keypoints))
    Accurate Grid Keypoint Learning for Efficient Video PredictionarXiv:2107.13170
  • Video PredictiononKTH
    Pred· 2021-07-28
    40
    Accurate Grid Keypoint Learning for Efficient Video PredictionarXiv:2107.13170
  • Video PredictiononKTH
    SSIM· 2021-07-28
    0.837
    best: 0.951 (MSPred)
    Accurate Grid Keypoint Learning for Efficient Video PredictionarXiv:2107.13170
  • Video PredictiononKTH
    Train· 2021-07-28
    10
    Accurate Grid Keypoint Learning for Efficient Video PredictionarXiv:2107.13170