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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 241–250 of 420 papers

TitleStatusHype
Accurate and Clear Precipitation Nowcasting with Consecutive Attention and Rain-map Discrimination—0
Inference from Real-World Sparse Measurements—0
Accurate Prediction of Temperature Indicators in Eastern China Using a Multi-Scale CNN-LSTM-Attention model—0
ACE Metric: Advection and Convection Evaluation for Accurate Weather Forecasting—0
A Differential Attention Fusion Model Based on Transformer for Time Series Forecasting—0
Adjoint-Matching Neural Network Surrogates for Fast 4D-Var Data Assimilation—0
Advancing Data-driven Weather Forecasting: Time-Sliding Data Augmentation of ERA5—0
Advancing Meteorological Forecasting: AI-based Approach to Synoptic Weather Map Analysis—0
A framework for IoT-Enabled Smart Agriculture—0
A Generative Deep Learning Approach to Stochastic Downscaling of Precipitation Forecasts—0
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Benchmark Results

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