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Models/E3D-LSTM

E3D-LSTM

Reported on 14 benchmarks across 3 tasks

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

Computer Vision6 results

  • VideoonMoving MNIST
    MAE
    86.4
    best: 41.96 (PredFormer)
  • VideoonMoving MNIST
    MSE
    41.3
    best: 11.62 (PredFormer)
  • VideoonMoving MNIST
    SSIM
    0.91
    best: 0.975 (MSPred)
  • VideoonHuman3.6M
    MAE
    1660
    best: 1120 (IAM4VP)
  • VideoonHuman3.6M
    MSE
    464
    best: 126 (IAM4VP)
  • VideoonHuman3.6M
    SSIM
    0.869
    best: 0.942 (IAM4VP)

Time Series6 results

  • Video PredictiononMoving MNIST
    MAE
    86.4
    best: 41.96 (PredFormer)
  • Video PredictiononMoving MNIST
    MSE
    41.3
    best: 11.62 (PredFormer)
  • Video PredictiononMoving MNIST
    SSIM
    0.91
    best: 0.975 (MSPred)
  • Video PredictiononHuman3.6M
    MAE
    1660
    best: 1120 (IAM4VP)
  • Video PredictiononHuman3.6M
    MSE
    464
    best: 126 (IAM4VP)
  • Video PredictiononHuman3.6M
    SSIM
    0.869
    best: 0.942 (IAM4VP)

Miscellaneous2 results

  • Weather ForecastingonSEVIR
    MSE
    4.1702
    best: 2.9371 (IAM4VP)
  • Weather ForecastingonSEVIR
    mCSI
    0.4038
    best: 0.4607 (IAM4VP)