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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 351–360 of 420 papers

Title	Date	Tasks	Status	Hype
RainBench: Towards Global Precipitation Forecasting from Satellite Imagery	Dec 17, 2020	Precipitation ForecastingWeather Forecasting	—Unverified	0
Improving solar wind forecasting using Data Assimilation	Dec 11, 2020	Weather Forecasting	CodeCode Available	0
SEVIR : A Storm Event Imagery Dataset for Deep Learning Applications in Radar and Satellite Meteorology	Dec 1, 2020	DescriptiveWeather Forecasting	CodeCode Available	1
Comparison between ARIMA and Deep Learning Models for Temperature Forecasting	Nov 9, 2020	Deep LearningWeather Forecasting	—Unverified	0
Deep coastal sea elements forecasting using U-Net based models	Nov 6, 2020	Weather Forecasting	CodeCode Available	1
Deep multi-stations weather forecasting: explainable recurrent convolutional neural networks	Sep 23, 2020	Deep AttentionDeep Learning	CodeCode Available	1
Analyzing Koopman approaches to physics-informed machine learning for long-term sea-surface temperature forecasting	Sep 15, 2020	BIG-bench Machine LearningPhysics-informed machine learning	CodeCode Available	1
Deep Switching Auto-Regressive Factorization:Application to Time Series Forecasting	Sep 10, 2020	Time SeriesTime Series Analysis	CodeCode Available	1
Modeling the Impact of 5G Leakage on Weather Prediction	Aug 31, 2020	PredictionWeather Forecasting	—Unverified	0
Smart Weather Forecasting Using Machine Learning:A Case Study in Tennessee	Aug 25, 2020	Weather Forecasting	—Unverified	0

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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