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 311320 of 420 papers

TitleStatusHype
Over-the-Air Federated Learning in Satellite systems0
Graph Neural Network for spatiotemporal data: methods and applications0
Parity CalibrationCode0
Stecformer: Spatio-temporal Encoding Cascaded Transformer for Multivariate Long-term Time Series Forecasting0
Challenges of learning multi-scale dynamics with AI weather models: Implications for stability and one solutionCode0
β-Variational autoencoders and transformers for reduced-order modelling of fluid flows0
Adaptive learning of effective dynamics: Adaptive real-time, online modeling for complex systemsCode0
A Joint Model and Data Driven Method for Distributed Estimation0
Intermediate and Future Frame Prediction of Geostationary Satellite Imagery With Warp and Refine Network0
Quantum algorithms applied to satellite mission planning for Earth observation0
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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