Earth Surface Forecasting
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Benchmarks
EarthNet2021 IID Track
EarthNet2021 OOD Track
EarthNet2021 Extreme Track
EarthNet2021 Seasonal Track
Most implemented
Earthformer: Exploring Space-Time Transformers for Earth System Forecasting
EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task
Explainable Earth Surface Forecasting under Extreme Events
Deep learning for satellite image forecasting of vegetation greenness
Papers
Explainable Earth Surface Forecasting under Extreme Events
With climate change-related extreme events on the rise, high dimensional Earth observation data presents a unique opportunity for forecasting and understanding impacts on ecosystems. This is, however, impeded by the comp…
counterfactualEarth ObservationEarth Surface ForecastingExplainable artificial intelligenceCluster-Segregate-Perturb (CSP): A Model-agnostic Explainability Pipeline for Spatiotemporal Land Surface Forecasting Models
Satellite images have become increasingly valuable for modelling regional climate change effects. Earth surface forecasting represents one such task that integrates satellite images with meteorological data to capture th…
Earth Surface ForecastingSensitivityDeep learning for satellite image forecasting of vegetation greenness
The advent of abundant Earth observation data enables the development of novel predictive methods for forecasting climate impacts on the state and health of terrestrial ecosystems. Here, we target the spatial and tempora…
Deep LearningEarth ObservationEarth Surface ForecastingVideo PredictionEarthformer: Exploring Space-Time Transformers for Earth System Forecasting
Conventionally, Earth system (e.g., weather and climate) forecasting relies on numerical simulation with complex physical models and are hence both expensive in computation and demanding on domain expertise. With the exp…
Earth ObservationEarth Surface ForecastingWeather ForecastingUnderstanding the Role of Weather Data for Earth Surface Forecasting using a ConvLSTM-based Model
Climate change is perhaps the biggest single threat to humankind and the environment, as it severely impacts our terrestrial surface, home to most of the living species. Inspired by video prediction and exploiting the av…
Earth Surface ForecastingTime SeriesTime Series AnalysisVideo PredictionEarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task
Satellite images are snapshots of the Earth surface. We propose to forecast them. We frame Earth surface forecasting as the task of predicting satellite imagery conditioned on future weather. EarthNet2021 is a large data…
Crop Yield PredictionEarth Surface ForecastingTime Series ForecastingVideo Forensics+1