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 251260 of 420 papers

TitleStatusHype
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
STC-ViT: Spatio Temporal Continuous Vision Transformer for Weather Forecasting0
CloudNine: Analyzing Meteorological Observation Impact on Weather Prediction Using Explainable Graph Neural Networks0
HEAL-ViT: Vision Transformers on a spherical mesh for medium-range weather forecasting0
Advancing Data-driven Weather Forecasting: Time-Sliding Data Augmentation of ERA50
Denoising Diffusion Probabilistic Models in Six Simple Steps0
Show:102550
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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