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 361370 of 420 papers

TitleStatusHype
FMint: Bridging Human Designed and Data Pretrained Models for Differential Equation Foundation ModelCode0
On the Relationship Between Ground- and Satellite- Based Global Horizontal IrradianceCode0
Towards Coupling Full-disk and Active Region-based Flare Prediction for Operational Space Weather ForecastingCode0
Towards Interpretable Solar Flare Prediction with Attention-based Deep Neural NetworksCode0
Evidential Deep Learning for Probabilistic Modelling of Extreme Storm EventsCode0
Ensemble score filter with image inpainting for data assimilation in tracking surface quasi-geostrophic dynamics with partial observationsCode0
Ensemble methods for neural network-based weather forecastsCode0
Parity CalibrationCode0
Adaptive learning of effective dynamics: Adaptive real-time, online modeling for complex systemsCode0
Eidetic 3D LSTM: A Model for Video Prediction and BeyondCode0
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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