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 351–400 of 420 papers

TitleStatusHype
RainBench: Towards Global Precipitation Forecasting from Satellite Imagery—0
Improving solar wind forecasting using Data AssimilationCode0
SEVIR : A Storm Event Imagery Dataset for Deep Learning Applications in Radar and Satellite MeteorologyCode1
Comparison between ARIMA and Deep Learning Models for Temperature Forecasting—0
Deep coastal sea elements forecasting using U-Net based modelsCode1
Deep multi-stations weather forecasting: explainable recurrent convolutional neural networksCode1
Analyzing Koopman approaches to physics-informed machine learning for long-term sea-surface temperature forecastingCode1
Deep Switching Auto-Regressive Factorization:Application to Time Series ForecastingCode1
Modeling the Impact of 5G Leakage on Weather Prediction—0
Smart Weather Forecasting Using Machine Learning:A Case Study in Tennessee—0
CloudCast: A Satellite-Based Dataset and Baseline for Forecasting CloudsCode0
SmaAt-UNet: Precipitation Nowcasting using a Small Attention-UNet ArchitectureCode1
Statistical post-processing of wind speed forecasts using convolutional neural networks—0
Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingCode1
Multiscale Simulations of Complex Systems by Learning their Effective DynamicsCode1
Machine Learning in Heliophysics and Space Weather Forecasting: A White Paper of Findings and Recommendations—0
Climbing down Charney's ladder: Machine Learning and the post-Dennard era of computational climate science—0
Stochastic Super-Resolution for Downscaling Time-Evolving Atmospheric Fields with a Generative Adversarial NetworkCode1
Automating Turbulence Modeling by Multi-Agent Reinforcement Learning—0
Deep Learning for Post-Processing Ensemble Weather ForecastsCode1
Fitting Laplacian Regularized Stratified Gaussian ModelsCode1
An Open-source Tool for Hyperspectral Image Augmentation in TensorflowCode1
MetNet: A Neural Weather Model for Precipitation ForecastingCode1
Improving data-driven global weather prediction using deep convolutional neural networks on a cubed sphereCode1
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video PredictionCode1
Ensemble methods for neural network-based weather forecastsCode0
Combining Machine Learning with Knowledge-Based Modeling for Scalable Forecasting and Subgrid-Scale Closure of Large, Complex, Spatiotemporal Systems—0
WeatherBench: A benchmark dataset for data-driven weather forecastingCode1
Model Extraction Attacks against Recurrent Neural Networks—0
Real-time Linear Operator Construction and State Estimation with the Kalman FilterCode0
Make Thunderbolts Less Frightening -- Predicting Extreme Weather Using Deep Learning—0
Seeing the Wind: Visual Wind Speed Prediction with a Coupled Convolutional and Recurrent Neural Network—0
STConvS2S: Spatiotemporal Convolutional Sequence to Sequence Network for Weather ForecastingCode0
Predicting Weather Uncertainty with Deep Convnets—0
NGBoost: Natural Gradient Boosting for Probabilistic PredictionCode2
Overview of Fault Tolerant Techniques in Underwater Sensor Networks—0
MASS-UMAP: Fast and accurate analog ensemble search in weather radar archive—0
Deep recurrent Gaussian process with variational Sparse Spectrum approximationCode0
Verified Uncertainty CalibrationCode0
Statistical and machine learning ensemble modelling to forecast sea surface temperature—0
Neural Dynamics on Complex NetworksCode0
Classi-Fly: Inferring Aircraft Categories from Open Data using Machine Learning—0
Seeing the Wind: Visual Wind Speed Prediction with a Coupled Convolutional and Recurrent Neural NetworkCode0
Identification of synoptic weather types over Taiwan area with multiple classifiers—0
Eidetic 3D LSTM: A Model for Video Prediction and BeyondCode0
Early warning in egg production curves from commercial hens: A SVM approach—0
A mixture of experts model for predicting persistent weather patterns—0
Differentiable Physics-informed Graph NetworksCode0
Virtual-to-Real-World Transfer Learning for Robots on Wilderness Trails—0
Deep Uncertainty Quantification: A Machine Learning Approach for Weather ForecastingCode0
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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