SOTAVerified

Weather Forecasting

Weather Forecasting is the prediction of future weather conditions such as precipitation, temperature, pressure and wind.

Source: MetNet: A Neural Weather Model for Precipitation Forecasting

Papers

Showing 201210 of 420 papers

TitleStatusHype
Spatio-temporal Causal Learning for Streamflow Forecasting0
Spatio-temporal Stacked LSTM for Temperature Prediction in Weather Forecasting0
Statistical and machine learning ensemble modelling to forecast sea surface temperature0
Statistical post-processing of wind speed forecasts using convolutional neural networks0
Stecformer: Spatio-temporal Encoding Cascaded Transformer for Multivariate Long-term Time Series Forecasting0
Storm Detection by Visual Learning Using Satellite Images0
Super Resolution for Renewable Energy Resource Data With Wind From Reanalysis Data (Sup3rWind) and Application to Ukraine0
Super Resolution On Global Weather Forecasts0
SwinRDM: Integrate SwinRNN with Diffusion Model towards High-Resolution and High-Quality Weather Forecasting0
SwinVRNN: A Data-Driven Ensemble Forecasting Model via Learned Distribution Perturbation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PhyDNetMSE4.82Unverified
2E3D-LSTMMSE4.17Unverified
3UNetMSE4.11Unverified
4RainformerMSE4.03Unverified
5PredRNNMSE3.9Unverified
6ConvLSTMMSE3.75Unverified
7EarthformerMSE3.7Unverified
8IAM4VPMSE2.94Unverified
#ModelMetricClaimedVerifiedStatus
1CatBoost with RMSEWithUncertaintyR-AUC MSE1.34Unverified
2SNN Ens U MT Np SpecFER-AUC MSE1.14Unverified