Physics-aware Gaussian processes in remote sensing G Camps-Valls, L Martino, DH Svendsen, M Campos-Taberner, ... Applied Soft Computing 68, 69-82, 2018 | 87 | 2018 |
Joint Gaussian processes for biophysical parameter retrieval DH Svendsen, L Martino, M Campos-Taberner, FJ García-Haro, ... IEEE Transactions on Geoscience and Remote Sensing 56 (3), 1718-1727, 2017 | 60 | 2017 |
Active emulation of computer codes with Gaussian processes–Application to remote sensing DH Svendsen, L Martino, G Camps-Valls Pattern Recognition 100, 107103, 2020 | 52 | 2020 |
Deep Gaussian processes for biogeophysical parameter retrieval and model inversion DH Svendsen, P Morales-Álvarez, AB Ruescas, R Molina, G Camps-Valls ISPRS Journal of Photogrammetry and Remote Sensing 166, 68-81, 2020 | 35 | 2020 |
Integrating Domain Knowledge in Data-Driven Earth Observation With Process Convolutions DH Svendsen, M Piles, J Muñoz-Marí, D Luengo, L Martino, ... IEEE Transactions on Geoscience and Remote Sensing, 2021 | 14 | 2021 |
Physics-aware machine learning for geosciences and remote sensing G Camps-Valls, DH Svendsen, J Cortés-Andrés, Á Mareno-Martínez, ... 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS, 2086 …, 2021 | 11 | 2021 |
Deep gaussian processes for geophysical parameter retrieval DH Svendsen, P Morales-Alvarez, R Molina, G Camps-Valls IGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium …, 2018 | 6 | 2018 |
Adaptive sequential interpolator using active learning for efficient emulation of complex systems L Martino, DH Svendsen, J Vicent, G Camps-Valls ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and …, 2020 | 4 | 2020 |
Physics-aware Gaussian processes for earth observation G Camps-Valls, DH Svendsen, L Martino, J Muñoz-Marí, V Laparra, ... Scandinavian Conference on Image Analysis, 205-217, 2017 | 4 | 2017 |
Inference over radiative transfer models using variational and expectation maximization methods DH Svendsen, D Hernandez-Lobato, L Martino, V Laparra, ... Machine Learning 112 (3), 921-937, 2023 | 3 | 2023 |
Living in the physics and machine learning interplay for earth observation G Camps-Valls, DH Svendsen, J Cortés-Andrés, Á Moreno-Martínez, ... arXiv preprint arXiv:2010.09031, 2020 | 3 | 2020 |
Statistical biophysical parameter retrieval and emulation with Gaussian processes G Camps-Valls, L Gómez-Chova, V Laparra, L Martino, G Mateo-García, ... Data handling in science and technology 32, 333-368, 2019 | 2 | 2019 |
Joint Gaussian processes for inverse modeling DH Svendsen, L Martino, M Campos-Taberner, G Camps-Valls 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS …, 2017 | 2 | 2017 |
Multioutput automatic emulator for radiative transfer models DH Svendsen, L Martino, J Vicent, G Camps-Valls IGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium …, 2018 | 1 | 2018 |
Advances in Gaussian Processes for Earth Sciences: Physics-aware, interpretability and consistency G Camps-Valls, D Svendsen, L Martino, A Pérez-Suay, M Piles, ... EGU General Assembly Conference Abstracts, 14677, 2020 | | 2020 |
Integrating physics modelling with machine learning for remote sensing DH Svendsen Universitat de València, 2020 | | 2020 |