TQRTQ / DGMRLinks
Skilful precipitation nowcasting using deep generative models of radar
☆37Updated 3 years ago
Alternatives and similar repositories for DGMR
Users that are interested in DGMR are comparing it to the libraries listed below
Sorting:
- This includes the code and data used in the paper "Investigating transformer-based models for downscaling near-surface temperature and wi…☆23Updated 2 years ago
- Repository for article "Fusion of rain radar images and wind forecasts in a deep learning model applied to rain nowcasting"☆53Updated 3 years ago
- Pytorch implementation of paper "REMNet: Recurrent Evolution Memory-aware Network for Accurate Long-term Weather Radar Echo Extrapolation…☆12Updated last year
- 从Convlstm2D的基础上改编: https://github.com/ndrplz/ConvLSTM_pytorch 可用于雷达回波等短临预报领域,采用模仿Dr.SXJ的Seq2seq结构.☆35Updated 5 years ago
- a GAN for precipitation downscaling☆42Updated 3 years ago
- An implementation of Deep Generative Model of Radars from DeepMind in PyTorch☆45Updated 2 years ago
- Implement code of paper "DeepPhysiNet: Bridging Deep Learning and Atmospheric Physics for Accurate and Continuous Weather Modeling"☆43Updated last year
- Code for working with the SEVIR weather dataset☆37Updated 3 years ago
- ☆19Updated 3 years ago
- AI Challenges based on the SEVIR weather dataset☆45Updated 4 months ago
- Code for paper "Thunderstorm nowcasting with deep learning: a multi-hazard data fusion model"☆35Updated 2 years ago
- A DEMO of weather radar nowcasting using deep learning model (SmaAt-Unet)☆56Updated 3 years ago
- ☆18Updated last year
- The Radar Echo Extrapolation Model☆36Updated 4 years ago
- Spatio-temporal Numerical Weather Forecasting Pipeline. It has the code for the introduced weather model architecture☆53Updated last year
- GD-CAF: Graph Dual-stream Convolutional Attention Fusion for Precipitation Nowcasting☆18Updated 10 months ago
- Code and model benchmarks for "SEVIR : A Storm Event Imagery Dataset for Deep Learning Applications in Radar and Satellite Meteorology"☆87Updated 5 years ago
- PyTorch Code of "Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics"☆15Updated 4 years ago
- ☆10Updated last year
- Repository for Extreme Precipitation Nowcasting using Transformer-based Generative Models paper (Oral ICLR2024 Climate Change Workshop)☆22Updated 10 months ago
- Code for the Paper "GA-SmaAt-GNet: Generative Adversarial Small Attention GNet for Extreme Precipitation Nowcasting"☆13Updated 10 months ago
- Uses machine learning to predict convective initiation and decay from satellite data.☆25Updated 2 years ago
- [ECCV 2024] Probabilistic Weather Forecasting with Deterministic Guidance-based Diffusion Model☆34Updated 11 months ago
- Code relative to the publication "Precipitation nowcasting with generative diffusion models"☆32Updated last year
- Code for TRUNET model☆17Updated 2 years ago
- Precipitation Nowcasting using DL - CS230 Deep Learning course group project☆22Updated 5 years ago
- ☆24Updated 3 years ago
- Spatial-temperal Prediction Model based on history observation and WRF numerical prediction☆36Updated 6 years ago
- A list of Precipitation Nowcasting papers and related resources.☆174Updated 10 months ago
- Rad-cGAN v1.0: Radar-based precipitation nowcasting model with conditional Generative Adversarial Networks for multiple dam domains☆11Updated 3 years ago