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 321330 of 420 papers

TitleStatusHype
Maximising Weather Forecasting Accuracy through the Utilisation of Graph Neural Networks and Dynamic GNNs0
Interpretable and Scalable Graphical Models for Complex Spatio-temporal Processes0
Loss-Controlling Calibration for Predictive Models0
Conformal Loss-Controlling Prediction0
Generative Modeling of High-resolution Global Precipitation Forecasts0
DL-Corrector-Remapper: A grid-free bias-correction deep learning methodology for data-driven high-resolution global weather forecasting0
Inference from Real-World Sparse Measurements0
EarthNets: Empowering AI in Earth Observation0
A case study of spatiotemporal forecasting techniques for weather forecastingCode0
Deep Convolutional Architectures for Extrapolative Forecast in Time-dependent Flow Problems0
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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