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 171180 of 420 papers

TitleStatusHype
Implicit Assimilation of Sparse In Situ Data for Dense & Global Storm Surge ForecastingCode1
Aardvark weather: end-to-end data-driven weather forecasting0
Global Vegetation Modeling with Pre-Trained Weather Transformers0
Explainable Graph Neural Networks for Observation Impact Analysis in Atmospheric State Estimation0
An ensemble of data-driven weather prediction models for operational sub-seasonal forecasting0
Deep learning-based method for weather forecasting: A case study in Itoshima0
Application of Tensorized Neural Networks for Cloud Classification0
Uncertainty quantification for data-driven weather modelsCode1
KARINA: An Efficient Deep Learning Model for Global Weather ForecastCode1
STC-ViT: Spatio Temporal Continuous Vision Transformer for Weather Forecasting0
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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