konstantinklemmer / spate-gan
SPATE-GAN: Improved Generative Modeling of Dynamic Spatio-Temporal Patterns with an Autoregressive Embedding Loss
☆23Updated 2 years ago
Related projects ⓘ
Alternatives and complementary repositories for spate-gan
- Implementation of convolutional conditional neural processes for statistical downscaling☆29Updated 3 years ago
- A benchmark dataset for Machine Learning emulation of atmospheric radiative transfer in weather and climate models (NeurIPS 2021 Datasets…☆40Updated last year
- ☆88Updated 6 months ago
- Code accompanying our IARAI Weather4cast Challenge☆45Updated 2 years ago
- A Python package for tackling diverse environmental prediction tasks with NPs.☆90Updated 2 weeks ago
- ML Datasets Catalog☆55Updated last year
- A project on how to incorporate physics constraints into deep learning architectures for downscaling or other super--resolution tasks.☆69Updated last year
- Official PyTorch implementation of "Self-Attentive Ensemble Transformer: Representing Ensemble Interactions in Neural Networks for Earth …☆13Updated 2 years ago
- Satellite Optical Flow with machine learning models☆61Updated 11 months ago
- climetlab plugin to access subseasonal to seasonal (S2S) forecasts for the s2s-ai-challenge☆35Updated last year
- Climate Analytics using Deep Neural Networks in Python.☆59Updated last year
- Code for neural network parameterization project☆16Updated last year
- ☆31Updated 4 months ago
- Data access package for the SubseasonalClimateUSA dataset☆25Updated this week
- A collection aiming to bring all the amazing work of Deep Learning for Climate Super-res together.☆86Updated 9 months ago
- ☆14Updated 5 months ago
- Ai2 Climate Emulator☆43Updated 3 weeks ago
- How to predict extreme events in climate using rare event algorithms and modern tools of machine learning☆20Updated 2 months ago
- ☆40Updated 3 years ago
- A plugin for climetlab to retrieve the Eumetnet postprocessing benchmark dataset.☆31Updated 3 weeks ago
- ☆38Updated 3 years ago
- Clean, easier to use version of the downscaling cGAN☆22Updated 8 months ago
- ☆41Updated 6 months ago
- SLAMS: Score-based Latent Assimilation in Multimodal Setting☆31Updated 5 months ago
- Code associated with the paper 'Seasonal Arctic sea ice forecasting with probabilistic deep learning'☆90Updated last year
- Diffusion for climate downscaling☆36Updated 4 months ago
- A MetNet implementation in Pytorch and fastai☆31Updated 3 years ago
- Starter Kit for the NeurIPS 2022 Weather4cast competition☆54Updated last year
- Code for our WRR paper "Toward Improved Predictions in Ungauged Basins: Exploiting the Power of Machine Learning"☆41Updated 3 years ago
- PyTorch implementation of the paper "Positional Encoder Graph Neural Networks for Geographic Data"☆48Updated 9 months ago