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 401–410 of 420 papers

TitleStatusHype
Deep Uncertainty Quantification: A Machine Learning Approach for Weather ForecastingCode0
The Error is the Feature: how to Forecast Lightning using a Model Prediction Error—0
A Low Rank Weighted Graph Convolutional Approach to Weather Prediction—0
Spatio-temporal Stacked LSTM for Temperature Prediction in Weather Forecasting—0
Precipitation Nowcasting: Leveraging bidirectional LSTM and 1D CNN—0
Graph networks as learnable physics engines for inference and controlCode0
Automatic Data Registration of Geostationary Payloads for Meteorological Applications at ISRO—0
A Multi-Scheme Ensemble Using Coopetitive Soft-Gating With Application to Power Forecasting for Renewable Energy Generation—0
Hybrid Forecasting of Chaotic Processes: Using Machine Learning in Conjunction with a Knowledge-Based Model—0
Detecting Comma-shaped Clouds for Severe Weather Forecasting using Shape and Motion—0
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All datasetsSEVIRShifts

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