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 221230 of 420 papers

TitleStatusHype
Utilizing Strategic Pre-training to Reduce Overfitting: Baguan -- A Pre-trained Weather Forecasting Model0
UTOPIA: Universally Trainable Optimal Prediction Intervals Aggregation0
Valid Error Bars for Neural Weather Models using Conformal Prediction0
VarteX: Enhancing Weather Forecast through Distributed Variable Representation0
SIAM: A Simple Alternating Mixer for Video Prediction0
Virtual-to-Real-World Transfer Learning for Robots on Wilderness Trails0
VN-Net: Vision-Numerical Fusion Graph Convolutional Network for Sparse Spatio-Temporal Meteorological Forecasting0
Weather-Driven Priority Charging for Battery Storage Systems in Hybrid Renewable Energy Grids0
Weather Forecasting Error in Solar Energy Forecasting0
WeatherFormer: Empowering Global Numerical Weather Forecasting with Space-Time Transformer0
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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