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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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 111–120 of 420 papers

Title	Date	Tasks	Status	Hype
Deep Switching Auto-Regressive Factorization:Application to Time Series Forecasting	Sep 10, 2020	Time SeriesTime Series Analysis	CodeCode Available	1
SmaAt-UNet: Precipitation Nowcasting using a Small Attention-UNet Architecture	Jul 8, 2020	PredictionWeather Forecasting	CodeCode Available	1
Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting	Jul 6, 2020	Graph GenerationGraph Neural Network	CodeCode Available	1
Multiscale Simulations of Complex Systems by Learning their Effective Dynamics	Jun 24, 2020	Drug DesignWeather Forecasting	CodeCode Available	1
Stochastic Super-Resolution for Downscaling Time-Evolving Atmospheric Fields with a Generative Adversarial Network	May 20, 2020	Generative Adversarial NetworkSuper-Resolution	CodeCode Available	1
Deep Learning for Post-Processing Ensemble Weather Forecasts	May 18, 2020	Deep LearningPrediction	CodeCode Available	1
Fitting Laplacian Regularized Stratified Gaussian Models	May 4, 2020	Weather Forecasting	CodeCode Available	1
An Open-source Tool for Hyperspectral Image Augmentation in Tensorflow	Mar 30, 2020	Data AugmentationDeep Learning	CodeCode Available	1
MetNet: A Neural Weather Model for Precipitation Forecasting	Mar 24, 2020	modelPrecipitation Forecasting	CodeCode Available	1
Improving data-driven global weather prediction using deep convolutional neural networks on a cubed sphere	Mar 15, 2020	Weather Forecasting	CodeCode Available	1

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All datasets SEVIR Shifts

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PhyDNet	MSE	4.82	—	Unverified
2	E3D-LSTM	MSE	4.17	—	Unverified
3	UNet	MSE	4.11	—	Unverified
4	Rainformer	MSE	4.03	—	Unverified
5	PredRNN	MSE	3.9	—	Unverified
6	ConvLSTM	MSE	3.75	—	Unverified
7	Earthformer	MSE	3.7	—	Unverified
8	IAM4VP	MSE	2.94	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CatBoost with RMSEWithUncertainty	R-AUC MSE	1.34	—	Unverified
2	SNN Ens U MT Np SpecFE	R-AUC MSE	1.14	—	Unverified