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 91100 of 420 papers

TitleStatusHype
Evaluating and Improving Automatic Speech Recognition Systems for Korean Meteorological Experts0
Modulated Adaptive Fourier Neural Operators for Temporal Interpolation of Weather Forecasts0
Deep Learning for Weather Forecasting: A CNN-LSTM Hybrid Model for Predicting Historical Temperature Data0
Data-driven rainfall prediction at a regional scale: a case study with GhanaCode0
Local Off-Grid Weather Forecasting with Multi-Modal Earth Observation DataCode2
Regional Ocean Forecasting with Hierarchical Graph Neural Networks0
Unsupervised Learning of Spatio-Temporal Patterns in Spiking Neuronal NetworksCode0
Exploring the design space of deep-learning-based weather forecasting systems0
Gridded Transformer Neural Processes for Large Unstructured Spatio-Temporal Data0
Mitigating Time Discretization Challenges with WeatherODE: A Sandwich Physics-Driven Neural ODE for Weather ForecastingCode1
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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