HansBambel / SmaAt-UNet
PyTorch-Code for the Paper "SmaAt-UNet: Precipitation Nowcasting using a Small, Attentive UNet-Architecture"
☆236Updated 6 months ago
Related projects ⓘ
Alternatives and complementary repositories for SmaAt-UNet
- The repository for paper AA-TransUNet: Attention Augmented TransUNet For Nowcasting Tasks.☆46Updated last year
- ☆89Updated 3 months ago
- The Radar Echo Extrapolation Model☆30Updated 3 years ago
- Skilful precipitation nowcasting using deep generative models of radar☆34Updated 3 years ago
- ☆19Updated 2 years ago
- TianChi AIEarth Contest Solution☆81Updated 3 years ago
- Repository for article "Fusion of rain radar images and wind forecasts in a deep learning model applied to rain nowcasting"☆45Updated 2 years ago
- This is a Pytorch implementation of PFST-LSTM, a recurrent model for precipitation nowcasting (radar echo extrapolation) as described in …☆25Updated 3 years ago
- A DEMO of weather radar nowcasting using deep learning model (SmaAt-Unet)☆48Updated 3 years ago
- 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.☆32Updated 4 years ago
- A model for short-term precipitation forecasting based on radar data☆55Updated 4 months ago
- Code and model benchmarks for "SEVIR : A Storm Event Imagery Dataset for Deep Learning Applications in Radar and Satellite Meteorology"☆81Updated 4 years ago
- A list of Precipitation Nowcasting papers and related resources.☆129Updated last month
- Official implementation for NIPS'17 paper: PredRNN: Recurrent Neural Networks for Predictive Learning Using Spatiotemporal LSTMs.☆450Updated last year
- ☆12Updated last year
- This is a Pytorch implementation of PredRNN++☆37Updated 4 years ago
- Implementation of DeepMind's Deep Generative Model of Radar (DGMR) https://arxiv.org/abs/2104.00954☆221Updated this week
- Latent diffusion for generative precipitation nowcasting☆111Updated last year
- pytorch implemention of trajGRU.☆561Updated 5 years ago
- ConvLSTM/ConvGRU (Encoder-Decoder) with PyTorch on Moving-MNIST☆391Updated 2 years ago
- About Code release for "MotionRNN: A Flexible Model for Video Prediction with Spacetime-Varying Motions" (CVPR 2021) https://arxiv.org/ab…☆51Updated last year
- Official implementation of Earthformer☆370Updated last year
- AI Challenges based on the SEVIR weather dataset☆38Updated 3 years ago
- Spatial-temperal Prediction Model based on history observation and WRF numerical prediction☆35Updated 5 years ago
- Spatio-temporal Numerical Weather Forecasting Pipeline. It has the code for the introduced weather model architecture☆47Updated 10 months ago
- RainNet: a convolutional neural network for radar-based precipitation nowcasting☆123Updated 3 years ago
- Pytorch implementations of ConvLSTM and ConvGRU modules with examples☆72Updated 3 years ago
- Python library for radar-based precipitation nowcasting based on optical flow techniques☆185Updated 5 years ago
- 时空预测模型PyTorch复现☆51Updated 2 years ago
- Implement code of paper "DeepPhysiNet: Bridging Deep Learning and Atmospheric Physics for Accurate and Continuous Weather Modeling"☆35Updated 6 months ago