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
UTOPIA: Universally Trainable Optimal Prediction Intervals Aggregation0
A generic self-supervised learning (SSL) framework for representation learning from spectra-spatial feature of unlabeled remote sensing imagery0
SEEDS: Emulation of Weather Forecast Ensembles with Diffusion Models0
FuXi: A cascade machine learning forecasting system for 15-day global weather forecastCode1
OpenSTL: A Comprehensive Benchmark of Spatio-Temporal Predictive Learning0
Towards Stability of Autoregressive Neural OperatorsCode1
Scaling Spherical CNNsCode1
SwinRDM: Integrate SwinRNN with Diffusion Model towards High-Resolution and High-Quality Weather Forecasting0
Over-the-Air Federated Learning in Satellite systems0
Graph Neural Network for spatiotemporal data: methods and applications0
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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