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 341350 of 420 papers

TitleStatusHype
Towards Instance-Wise Calibration: Local Amortized Diagnostics and Reshaping of Conditional Densities (LADaR)Code0
SwinVRNN: A Data-Driven Ensemble Forecasting Model via Learned Distribution Perturbation0
Computing the ensemble spread from deterministic weather predictions using conditional generative adversarial networksCode0
Long-term stability and generalization of observationally-constrained stochastic data-driven models for geophysical turbulenceCode0
WeatherBench Probability: A benchmark dataset for probabilistic medium-range weather forecasting along with deep learning baseline modelsCode0
A Generative Deep Learning Approach to Stochastic Downscaling of Precipitation Forecasts0
Knowledge distillation with error-correcting transfer learning for wind power prediction0
Physics Informed Shallow Machine Learning for Wind Speed Prediction0
Rainformer: Features Extraction Balanced Network for Radar-Based Precipitation Nowcasting0
Less is more: a new machine-learning methodology for spatiotemporal systems0
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