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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 401–420 of 420 papers

TitleStatusHype
Pets: General Pattern Assisted Architecture For Time Series Analysis—0
Physics-Based Trajectory Design for Cellular-Connected UAV in Rainy Environments Based on Deep Reinforcement Learning—0
Physics-Enhanced TinyML for Real-Time Detection of Ground Magnetic Anomalies—0
Physics Informed Shallow Machine Learning for Wind Speed Prediction—0
Precipitation Nowcasting: Leveraging bidirectional LSTM and 1D CNN—0
Predicting Electricity Infrastructure Induced Wildfire Risk in California—0
Predicting Weather Uncertainty with Deep Convnets—0
Prévisions météorologiques basées sur l'intelligence artificielle : une révolution peut en cacher une autre—0
Prolongation of SMAP to Spatio-temporally Seamless Coverage of Continental US Using a Deep Learning Neural Network—0
PuYun: Medium-Range Global Weather Forecasting Using Large Kernel Attention Convolutional Networks—0
QGAPHEnsemble : Combining Hybrid QLSTM Network Ensemble via Adaptive Weighting for Short Term Weather Forecasting—0
Quality Assessment of Pixel-Level ImageFusion Using Fuzzy Logic—0
Quantum algorithms applied to satellite mission planning for Earth observation—0
Quantum-Assisted Machine Learning Models for Enhanced Weather Prediction—0
Quantum-Assisted Support Vector Regression—0
RainBench: Towards Global Precipitation Forecasting from Satellite Imagery—0
Rainformer: Features Extraction Balanced Network for Radar-Based Precipitation Nowcasting—0
Rain regime segmentation of Sentinel-1 observation learning from NEXRAD collocations with Convolution Neural Networks—0
Recommendations for Comprehensive and Independent Evaluation of Machine Learning-Based Earth System Models—0
Regional data-driven weather modeling with a global stretched-grid—0
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All datasetsSEVIRShifts

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PhyDNetMSE4.82—Unverified
2E3D-LSTMMSE4.17—Unverified
3UNetMSE4.11—Unverified
4RainformerMSE4.03—Unverified
5PredRNNMSE3.9—Unverified
6ConvLSTMMSE3.75—Unverified
7EarthformerMSE3.7—Unverified
8IAM4VPMSE2.94—Unverified
#ModelMetricClaimedVerifiedStatus
1CatBoost with RMSEWithUncertaintyR-AUC MSE1.34—Unverified
2SNN Ens U MT Np SpecFER-AUC MSE1.14—Unverified