TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/PredRNN

PredRNN

Reported on 14 benchmarks across 3 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 Vision6 results

  • VideoonMoving MNIST
    MAE
    126.1
    best: 41.96 (PredFormer)
  • VideoonMoving MNIST
    MSE
    56.8
    best: 11.62 (PredFormer)
  • VideoonMoving MNIST
    SSIM
    0.867
    best: 0.975 (MSPred)
  • VideoonHuman3.6M
    MAE
    1895.2
    best: 1120 (IAM4VP)
  • VideoonHuman3.6M
    MSE
    484.1
    best: 126 (IAM4VP)
  • VideoonHuman3.6M
    SSIM
    0.781
    best: 0.942 (IAM4VP)

Time Series6 results

  • Video PredictiononMoving MNIST
    MAE
    126.1
    best: 41.96 (PredFormer)
  • Video PredictiononMoving MNIST
    MSE
    56.8
    best: 11.62 (PredFormer)
  • Video PredictiononMoving MNIST
    SSIM
    0.867
    best: 0.975 (MSPred)
  • Video PredictiononHuman3.6M
    MAE
    1895.2
    best: 1120 (IAM4VP)
  • Video PredictiononHuman3.6M
    MSE
    484.1
    best: 126 (IAM4VP)
  • Video PredictiononHuman3.6M
    SSIM
    0.781
    best: 0.942 (IAM4VP)

Miscellaneous2 results

  • Weather ForecastingonSEVIR
    MSE· 2021-03-17
    3.9014
    best: 2.9371 (IAM4VP)
    SOTA
    PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive LearningarXiv:2103.09504
  • Weather ForecastingonSEVIR
    mCSI· 2021-03-17
    0.408
    best: 0.4607 (IAM4VP)
    SOTA
    PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive LearningarXiv:2103.09504