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Models/PhyDNet

PhyDNet

Reported on 22 benchmarks across 3 tasks · 1 paper · 14 SOTA

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

Computer Vision10 results

  • VideoonMoving MNIST
    MAE· 2020-03-03
    70.3
    best: 41.96 (PredFormer)
    SOTA
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460
  • VideoonMoving MNIST
    MSE· 2020-03-03
    24.4
    best: 11.62 (PredFormer)
    SOTA
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460
  • VideoonMoving MNIST
    SSIM· 2020-03-03
    0.947
    best: 0.975 (MSPred)
    SOTA
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460
  • VideoonHuman3.6M
    MAE· 2020-03-03
    1620
    best: 1120 (IAM4VP)
    SOTA
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460
  • VideoonHuman3.6M
    MSE· 2020-03-03
    369
    best: 126 (IAM4VP)
    SOTA
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460
  • VideoonHuman3.6M
    SSIM· 2020-03-03
    0.901
    best: 0.942 (IAM4VP)
    SOTA
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460
  • VideoonSynpickVP
    LPIPS· 2020-03-03
    0.053
    best: 0.033 (MSPred)
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460
  • VideoonSynpickVP
    MSE· 2020-03-03
    57.31
    best: 51.73 (PredRNN++)
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460
  • VideoonSynpickVP
    PSNR· 2020-03-03
    26.84
    best: 27.89 (MSPred)
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460
  • VideoonSynpickVP
    SSIM· 2020-03-03
    0.877
    best: 0.894 (PredRNN++)
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460

Time Series10 results

  • Video PredictiononMoving MNIST
    MAE· 2020-03-03
    70.3
    best: 41.96 (PredFormer)
    SOTA
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460
  • Video PredictiononMoving MNIST
    MSE· 2020-03-03
    24.4
    best: 11.62 (PredFormer)
    SOTA
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460
  • Video PredictiononMoving MNIST
    SSIM· 2020-03-03
    0.947
    best: 0.975 (MSPred)
    SOTA
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460
  • Video PredictiononHuman3.6M
    MAE· 2020-03-03
    1620
    best: 1120 (IAM4VP)
    SOTA
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460
  • Video PredictiononHuman3.6M
    MSE· 2020-03-03
    369
    best: 126 (IAM4VP)
    SOTA
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460
  • Video PredictiononHuman3.6M
    SSIM· 2020-03-03
    0.901
    best: 0.942 (IAM4VP)
    SOTA
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460
  • Video PredictiononSynpickVP
    LPIPS· 2020-03-03
    0.053
    best: 0.033 (MSPred)
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460
  • Video PredictiononSynpickVP
    MSE· 2020-03-03
    57.31
    best: 51.73 (PredRNN++)
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460
  • Video PredictiononSynpickVP
    PSNR· 2020-03-03
    26.84
    best: 27.89 (MSPred)
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460
  • Video PredictiononSynpickVP
    SSIM· 2020-03-03
    0.877
    best: 0.894 (PredRNN++)
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460

Miscellaneous2 results

  • Weather ForecastingonSEVIR
    MSE· 2020-03-03
    4.8165
    best: 2.9371 (IAM4VP)
    SOTA
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460
  • Weather ForecastingonSEVIR
    mCSI· 2020-03-03
    0.394
    best: 0.4607 (IAM4VP)
    SOTA
    Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionarXiv:2003.01460