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03/28/2023
Forecasting localized weather impacts on vegetation as seen from space with meteo-guided video prediction
We present a novel approach for modeling vegetation response to weather ...
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10/24/2022
Learning to forecast vegetation greenness at fine resolution over Africa with ConvLSTMs
Forecasting the state of vegetation in response to climate and weather e...
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11/30/2021
On the Generalization of Agricultural Drought Classification from Climate Data
Climate change is expected to increase the likelihood of drought events,...
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04/16/2021
EarthNet2021: 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 forec...
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12/11/2020
A Methodology to Derive Global Maps of Leaf Traits Using Remote Sensing and Climate Data
This paper introduces a modular processing chain to derive global high-r...
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12/11/2020
EarthNet2021: A novel large-scale dataset and challenge for forecasting localized climate impacts
Climate change is global, yet its concrete impacts can strongly vary bet...
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07/02/2020
A Perspective on Gaussian Processes for Earth Observation
Earth observation (EO) by airborne and satellite remote sensing and in-s...
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09/23/2019
Predicting Landscapes from Environmental Conditions Using Generative Networks
Landscapes are meaningful ecological units that strongly depend on the e...
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12/11/2018
The FLUXCOM ensemble of global land-atmosphere energy fluxes
Although a key driver of Earth's climate system, global land-atmosphere ...
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10/21/2016