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 6170 of 420 papers

TitleStatusHype
GA-SmaAt-GNet: Generative Adversarial Small Attention GNet for Extreme Precipitation NowcastingCode1
Inducing Point Operator Transformer: A Flexible and Scalable Architecture for Solving PDEsCode1
ArchesWeather: An efficient AI weather forecasting model at 1.5° resolutionCode1
Deep Learning for Koopman Operator Estimation in Idealized Atmospheric DynamicsCode1
Deep Learning for Post-Processing Ensemble Weather ForecastsCode1
Deep coastal sea elements forecasting using U-Net based modelsCode1
Deep Switching Auto-Regressive Factorization:Application to Time Series ForecastingCode1
FuXi: A cascade machine learning forecasting system for 15-day global weather forecastCode1
Graph Dual-stream Convolutional Attention Fusion for Precipitation NowcastingCode1
Convolutional LSTM Network: A Machine Learning Approach for Precipitation NowcastingCode1
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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