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2007.01238
Cited By
A Perspective on Gaussian Processes for Earth Observation
2 July 2020
Gustau Camps-Valls
Dino Sejdinovic
Jakob Runge
Markus Reichstein
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Papers citing
"A Perspective on Gaussian Processes for Earth Observation"
13 / 13 papers shown
ATM-Net: Anatomy-Aware Text-Guided Multi-Modal Fusion for Fine-Grained Lumbar Spine Segmentation
Sheng Lian
Dengfeng Pan
Jianlong Cai
Guang-Yong Chen
Zhun Zhong
Shaozi Li
Shen Zhao
Shuo Li
345
4
0
04 Apr 2025
On the Generalization of Representation Uncertainty in Earth Observation
Spyros Kondylatos
Nikolaos Ioannis Bountos
Dimitrios Michail
Xiao Xiang Zhu
Gustau Camps-Valls
Ioannis Papoutsis
587
4
0
10 Mar 2025
Artificial intelligence to advance Earth observation: a perspective
IEEE Geoscience and Remote Sensing Magazine (GRSM), 2023
D. Tuia
Konrad Schindler
Begüm Demir
Gustau Camps-Valls
Xiao Xiang Zhu
...
Mihai Datcu
Jorge-Arnulfo Quiané-Ruiz
Volker Markl
Bertrand Le Saux
Rochelle Schneider
382
33
0
15 May 2023
Analysis, Characterization, Prediction and Attribution of Extreme Atmospheric Events with Machine Learning: a Review
S. Salcedo-Sanz
Jorge Pérez-Aracil
G. Ascenso
Javier Del Ser
D. Casillas-Pérez
...
D. Barriopedro
R. García-Herrera
Marcello Restelli
M. Giuliani
A. Castelletti
AI4Cl
366
16
0
03 Jun 2022
Inference over radiative transfer models using variational and expectation maximization methods
Machine-mediated learning (ML), 2021
D. Svendsen
Daniel Hernández-Lobato
Luca Martino
Valero Laparra
Á. Moreno-Martínez
Gustau Camps-Valls
216
6
0
07 Apr 2022
Leveraging Pre-Images to Discover Nonlinear Relationships in Multivariate Environments
European Signal Processing Conference (EUSIPCO), 2021
Ali Vosoughi
A. Wismüller
CML
140
24
0
01 Jun 2021
Integrating Domain Knowledge in Data-driven Earth Observation with Process Convolutions
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2021
D. Svendsen
M. Piles
Jordi Munoz-Marí
D. Luengo
Luca Martino
Gustau Camps-Valls
237
19
0
16 Apr 2021
Deep Gaussian Processes for Biogeophysical Parameter Retrieval and Model Inversion
Isprs Journal of Photogrammetry and Remote Sensing (ISPRS J. Photogramm. Remote Sens.), 2020
D. Svendsen
Pablo Morales-Álvarez
A. Ruescas
Rafael Molina
Gustau Camps-Valls
265
32
0
16 Apr 2021
Retrieval of aboveground crop nitrogen content with a hybrid machine learning method
K. Berger
J. Verrelst
J. Féret
T. Hank
Matthias Wocher
W. Mauser
Gustau Camps-Valls
127
177
0
07 Dec 2020
Fusing Optical and SAR time series for LAI gap filling with multioutput Gaussian processes
Remote Sensing of Environment (RSE), 2019
L. Pipia
Jordi Munoz-Marí
E. Amin
Santiago Belda
Gustau Camps-Valls
J. Verrelst
145
93
0
05 Dec 2020
Deep Importance Sampling based on Regression for Model Inversion and Emulation
F. Llorente
Luca Martino
D. Delgado
G. Camps-Valls
375
22
0
20 Oct 2020
Living in the Physics and Machine Learning Interplay for Earth Observation
Gustau Camps-Valls
D. Svendsen
Jordi Cortés-Andrés
Álvaro Moreno-Martínez
Adrián Pérez-Suay
J. Adsuara
I. Martín
M. Piles
Jordi Munoz-Marí
Luca Martino
PINN
AI4CE
176
6
0
18 Oct 2020
Kernel Methods and their derivatives: Concept and perspectives for the Earth system sciences
PLoS ONE (PLOS ONE), 2020
J. E. Johnson
Valero Laparra
Adrián Pérez-Suay
Miguel D. Mahecha
Gustau Camps-Valls
224
27
0
29 Jul 2020
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