ML Research Wiki / Benchmarks / Weather Forecasting / SEVIR

SEVIR

Weather Forecasting Benchmark

Performance Over Time

📊 Showing 5 results | 📏 Metric: MSE

Top Performing Models

Rank Model Paper MSE Date Code
1 IAM4VP Implicit Stacked Autoregressive Model for Video Prediction 2.94 2023-03-14 📦 seominseok0429/Implicit-Stacked-Autoregressive-Model-for-Video-Prediction
2 Earthformer Earthformer: Exploring Space-Time Transformers for Earth System Forecasting 3.70 2022-07-12 📦 amazon-science/earth-forecasting-transformer 📦 PaddlePaddle/PaddleScience
3 ConvLSTM Earthformer: Exploring Space-Time Transformers for Earth System Forecasting 3.75 2022-07-12 📦 amazon-science/earth-forecasting-transformer 📦 PaddlePaddle/PaddleScience
4 PredRNN PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning 3.90 2021-03-17 📦 chengtan9907/simvpv2 📦 thuml/predrnn-pytorch 📦 ksm26/spatiotemporal-predictions
5 PhyDNet Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction 4.82 2020-03-03 📦 chengtan9907/simvpv2 📦 vincent-leguen/PhyDNet 📦 cognitivemodeling/finn

All Papers (5)

seominseok0429/Implicit-Stacked-Autoregressive-Model-for-Video-Prediction
amazon-science/earth-forecasting-transformer PaddlePaddle/PaddleScience
amazon-science/earth-forecasting-transformer PaddlePaddle/PaddleScience
chengtan9907/simvpv2 thuml/predrnn-pytorch ksm26/spatiotemporal-predictions
chengtan9907/simvpv2 vincent-leguen/PhyDNet cognitivemodeling/finn