SOTAVerified

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

Showing 2130 of 420 papers

TitleStatusHype
Appa: Bending Weather Dynamics with Latent Diffusion Models for Global Data Assimilation0
Democracy of AI Numerical Weather Models: An Example of Global Forecasting with FourCastNetv2 Made by a University Research Lab Using GPU0
Adversarial Observations in Weather ForecastingCode0
Pets: General Pattern Assisted Architecture For Time Series Analysis0
Segregation and Context Aggregation Network for Real-time Cloud Segmentation0
Dynamical errors in machine learning forecastsCode0
Building Machine Learning Limited Area Models: Kilometer-Scale Weather Forecasting in Realistic SettingsCode0
ClimateBench-M: A Multi-Modal Climate Data Benchmark with a Simple Generative MethodCode1
Joint Retrieval of Cloud properties using Attention-based Deep Learning Models0
Attention Mamba: Time Series Modeling with Adaptive Pooling Acceleration and Receptive Field Enhancements0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PhyDNetMSE4.82Unverified
2E3D-LSTMMSE4.17Unverified
3UNetMSE4.11Unverified
4RainformerMSE4.03Unverified
5PredRNNMSE3.9Unverified
6ConvLSTMMSE3.75Unverified
7EarthformerMSE3.7Unverified
8IAM4VPMSE2.94Unverified
#ModelMetricClaimedVerifiedStatus
1CatBoost with RMSEWithUncertaintyR-AUC MSE1.34Unverified
2SNN Ens U MT Np SpecFER-AUC MSE1.14Unverified