Code for our CVPR 2020 paper "Disentangling Physical Dynamics from Unknown Factors for UnsupervisedVideo Prediction"
☆207Mar 1, 2022Updated 4 years ago
Alternatives and similar repositories for PhyDNet
Users that are interested in PhyDNet are comparing it to the libraries listed below
Sorting:
- ☆28Mar 12, 2021Updated 4 years ago
- Official implementation for NIPS'17 paper: PredRNN: Recurrent Neural Networks for Predictive Learning Using Spatiotemporal LSTMs.☆522Nov 4, 2023Updated 2 years ago
- Code release for "Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics" …☆154Nov 8, 2019Updated 6 years ago
- Official implementation of the paper *PDE-Driven Spatiotemporal Disentanglement*☆29Mar 15, 2021Updated 4 years ago
- The official implementation of the CVPR'22 paper SimVP: Simpler Yet Better Video Prediction.☆288Feb 21, 2023Updated 3 years ago
- ☆13Jan 9, 2018Updated 8 years ago
- ☆37Oct 30, 2020Updated 5 years ago
- ☆44Feb 3, 2021Updated 5 years ago
- OpenSTL: A Comprehensive Benchmark of Spatio-Temporal Predictive Learning☆1,070Updated this week
- PyTorch-Code for the Paper "SmaAt-UNet: Precipitation Nowcasting using a Small, Attentive UNet-Architecture"☆285Mar 13, 2025Updated 11 months ago
- Integrating Large Weather Models with Data Assimilation☆22Jun 2, 2024Updated last year
- Code release for "PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning" (ICML 2018)☆271Oct 9, 2019Updated 6 years ago
- Learning to Decompose and Disentangle Representations for Video Prediction, NIPS 2018☆134Apr 22, 2021Updated 4 years ago
- Implementation of our ICLR paper: https://openreview.net/pdf?id=By4HsfWAZ☆59Apr 25, 2019Updated 6 years ago
- Implementation of DeepMind's Deep Generative Model of Radar (DGMR) https://arxiv.org/abs/2104.00954☆277Updated this week
- [ECCV 2024] Probabilistic Weather Forecasting with Deterministic Guidance-based Diffusion Model☆35Nov 6, 2024Updated last year
- [CVPR 2024] Official implementation of "DiffCast: A Unified Framework via Residual Diffusion for Precipitation Nowcasting"☆119Sep 18, 2025Updated 5 months ago
- This includes the code and data used in the paper "Investigating transformer-based models for downscaling near-surface temperature and wi…☆24May 12, 2023Updated 2 years ago
- ailiyun tianchi IEEE ICDM 2018 全球气象AI挑战赛 比赛代码☆21Jul 5, 2018Updated 7 years ago
- Official implementation of Earthformer☆439Jul 16, 2023Updated 2 years ago
- [NeurIPS 2023] Official implementation of "PreDiff: Precipitation Nowcasting with Latent Diffusion Models"☆151Oct 17, 2025Updated 4 months ago
- ☆41Oct 21, 2021Updated 4 years ago
- A list of Precipitation Nowcasting papers and related resources.☆178Dec 16, 2024Updated last year
- [NeurIPS 2023] A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting☆226Oct 27, 2025Updated 4 months ago
- Source code of paper "[NIPS2017] Deep Learning for Precipitation Nowcasting: A Benchmark and A New Model"☆422Sep 12, 2022Updated 3 years ago
- Unofficial PyTorch implementation of E3D-LSTM☆127Jul 25, 2019Updated 6 years ago
- pytorch implemention of trajGRU.☆593Jun 22, 2019Updated 6 years ago
- Compositional Video Prediction (ICCV19)☆62May 10, 2020Updated 5 years ago
- The official code for "Mitigating Time Discretization Challenges with WeatherODE: A Sandwich Physics-Driven Neural ODE for Weather Foreca…☆16Oct 23, 2024Updated last year
- ClimODE: Climate and Weather Forecasting With Physics-informed Neural ODEs☆118Mar 18, 2025Updated 11 months ago
- ☆188Apr 5, 2023Updated 2 years ago
- Common Video Prediction Architectures☆16Apr 25, 2018Updated 7 years ago
- RainNet: a convolutional neural network for radar-based precipitation nowcasting☆145Jun 1, 2021Updated 4 years ago
- Code relative to the publication "Precipitation nowcasting with generative diffusion models"☆34Apr 10, 2024Updated last year
- Video Predicting using ConvLSTM and pytorch☆118Mar 30, 2021Updated 4 years ago
- Python framework for short-term ensemble prediction systems.☆548Feb 27, 2026Updated last week
- ☆17Feb 14, 2024Updated 2 years ago
- WeatherFusionNet - our solution to the NeurIPS 2022 Weather4cast competition☆33Nov 30, 2023Updated 2 years ago
- About code release of "Interpretable Weather Forecasting for Worldwide Stations with a Unified Deep Model", Nature Machine Intelligence, …☆190Jan 3, 2025Updated last year