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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 381–390 of 420 papers

Title	Date	Tasks	Status	Hype
Make Thunderbolts Less Frightening -- Predicting Extreme Weather Using Deep Learning	Dec 3, 2019	Binary ClassificationDeep Learning	—Unverified	0
Seeing the Wind: Visual Wind Speed Prediction with a Coupled Convolutional and Recurrent Neural Network	Dec 1, 2019	Weather Forecasting	—Unverified	0
STConvS2S: Spatiotemporal Convolutional Sequence to Sequence Network for Weather Forecasting	Nov 30, 2019	Weather Forecasting	CodeCode Available	0
Predicting Weather Uncertainty with Deep Convnets	Nov 2, 2019	Uncertainty QuantificationWeather Forecasting	—Unverified	0
NGBoost: Natural Gradient Boosting for Probabilistic Prediction	Oct 8, 2019	Predictionregression	CodeCode Available	2
Overview of Fault Tolerant Techniques in Underwater Sensor Networks	Oct 2, 2019	Weather Forecasting	—Unverified	0
MASS-UMAP: Fast and accurate analog ensemble search in weather radar archive	Oct 1, 2019	Dimensionality ReductionRetrieval	—Unverified	0
Deep recurrent Gaussian process with variational Sparse Spectrum approximation	Sep 27, 2019	Autonomous DrivingWeather Forecasting	CodeCode Available	0
Verified Uncertainty Calibration	Sep 23, 2019	Weather Forecasting	CodeCode Available	0
Statistical and machine learning ensemble modelling to forecast sea surface temperature	Sep 18, 2019	Automated Feature EngineeringBIG-bench Machine 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