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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 391–400 of 420 papers

Title	Date	Tasks	Status	Hype
Statistical and machine learning ensemble modelling to forecast sea surface temperature	Sep 18, 2019	Automated Feature EngineeringBIG-bench Machine Learning	—Unverified	0
Neural Dynamics on Complex Networks	Aug 18, 2019	Weather Forecasting	CodeCode Available	0
Classi-Fly: Inferring Aircraft Categories from Open Data using Machine Learning	Jul 30, 2019	BIG-bench Machine LearningStock Market Prediction	—Unverified	0
Seeing the Wind: Visual Wind Speed Prediction with a Coupled Convolutional and Recurrent Neural Network	May 30, 2019	Weather Forecasting	CodeCode Available	0
Identification of synoptic weather types over Taiwan area with multiple classifiers	May 21, 2019	BIG-bench Machine LearningWeather Forecasting	—Unverified	0
Eidetic 3D LSTM: A Model for Video Prediction and Beyond	May 1, 2019	Activity RecognitionVideo Prediction	CodeCode Available	0
Early warning in egg production curves from commercial hens: A SVM approach	Apr 8, 2019	Handwritten Text RecognitionManagement	—Unverified	0
A mixture of experts model for predicting persistent weather patterns	Mar 24, 2019	Mixture-of-ExpertsWeather Forecasting	—Unverified	0
Differentiable Physics-informed Graph Networks	Feb 8, 2019	Inductive LearningWeather Forecasting	CodeCode Available	0
Virtual-to-Real-World Transfer Learning for Robots on Wilderness Trails	Jan 17, 2019	Autonomous NavigationDeep Learning	—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