558 citations · 1.5k across the 18 of their papers we have counts for
4 papers · 1 filter
Synergistic Integration of Optical and Microwave Satellite Data for Crop Yield Estimation
Anna Mateo-Sanchis, Maria Piles, Jordi Muñoz-Marí +3
Developing accurate models of crop stress, phenology and productivity is of paramount importance, given the increasing need of food. Earth observation remote sensing data provides…
Physics-Aware Gaussian Processes in Remote Sensing
Gustau Camps-Valls, Luca Martino, Daniel H. Svendsen +5
Earth observation from satellite sensory data poses challenging problems, where machine learning is currently a key player. In recent years, Gaussian Process (GP) regression has ex…
Statistical Learning for End-to-End Simulations
J. Vicent, J. Verrelst, J. P. Rivera-Caicedo +4
End-to-end mission performance simulators (E2ES) are suitable tools to accelerate satellite mission development from concet to deployment. One core element of these E2ES is the gen…
Active Learning Methods for Efficient Hybrid Biophysical Variable Retrieval
ochem Verrelst, Sara Dethier, Juan Pablo Rivera +3
Kernel-based machine learning regression algorithms (MLRAs) are potentially powerful methods for being implemented into operational biophysical variable retrieval schemes. However,…