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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 101–110 of 420 papers

Title	Date	Tasks	Status	Hype
Online Learning with Optimism and Delay	Jun 13, 2021	BenchmarkingWeather Forecasting	CodeCode Available	1
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning	Mar 17, 2021	Video PredictionWeather Forecasting	CodeCode Available	1
Variational Data Assimilation with a Learned Inverse Observation Operator	Feb 22, 2021	Weather Forecasting	CodeCode Available	1
Chickenpox Cases in Hungary: a Benchmark Dataset for Spatiotemporal Signal Processing with Graph Neural Networks	Feb 16, 2021	BIG-bench Machine LearningGraph Neural Network	CodeCode Available	1
Numerical Weather Forecasting using Convolutional-LSTM with Attention and Context Matcher Mechanisms	Feb 1, 2021	DecoderDeep Learning	CodeCode Available	1
Conditional Local Convolution for Spatio-temporal Meteorological Forecasting	Jan 4, 2021	Spatio-Temporal ForecastingWeather Forecasting	CodeCode Available	1
SEVIR : A Storm Event Imagery Dataset for Deep Learning Applications in Radar and Satellite Meteorology	Dec 1, 2020	DescriptiveWeather Forecasting	CodeCode Available	1
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

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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