Integrating Domain Knowledge in Data-driven Earth Observation with
Process Convolutions

Integrating Domain Knowledge in Data-driven Earth Observation with Process Convolutions

16 April 2021

Jordi Munoz-Marí

Gustau Camps-Valls

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Papers citing "Integrating Domain Knowledge in Data-driven Earth Observation with Process Convolutions"

11 / 11 papers shown

Title
Machine Learning Information Fusion in Earth Observation: A Comprehensive Review of Methods, Applications and Data Sources S. Salcedo-Sanz Pedram Ghamisi M. Piles M. Werner L. Cuadra Á. Moreno-Martínez E. Izquierdo-Verdiguier Jordi Munoz-Marí Amir H. Mosavi G. Camps-Valls 78 180 0 07 Dec 2020
Fusing Optical and SAR time series for LAI gap filling with multioutput Gaussian processes L. Pipia Jordi Munoz-Marí E. Amin Santiago Belda Gustau Camps-Valls J. Verrelst 41 81 0 05 Dec 2020
Active emulation of computer codes with Gaussian processes -- Application to remote sensing D. Svendsen Luca Martino Gustau Camps-Valls 40 54 0 13 Dec 2019
Using Physics-Informed Super-Resolution Generative Adversarial Networks for Subgrid Modeling in Turbulent Reactive Flows Mathis Bode M. Gauding Zeyu Lian D. Denker M. Davidovic K. Kleinheinz J. Jitsev H. Pitsch AI4CE 65 21 0 26 Nov 2019
Physics Guided RNNs for Modeling Dynamical Systems: A Case Study in Simulating Lake Temperature Profiles X. Jia J. Willard Anuj Karpatne J. Read Jacob Aaron Zwart M. Steinbach Vipin Kumar PINN AI4CE 43 213 0 31 Oct 2018
Deep Learning for Physical Processes: Incorporating Prior Scientific Knowledge Emmanuel de Bézenac Arthur Pajot Patrick Gallinari PINN AI4CE 109 318 0 21 Nov 2017
Joint Gaussian Processes for Biophysical Parameter Retrieval D. Svendsen Luca Martino M. Campos-Taberner F. J. García-Haro Gustau Camps-Valls 42 49 0 14 Nov 2017
The Mythos of Model Interpretability Zachary Chase Lipton FaML 183 3,708 0 10 Jun 2016
Structure Discovery in Nonparametric Regression through Compositional Kernel Search David Duvenaud J. Lloyd Roger C. Grosse J. Tenenbaum Zoubin Ghahramani 97 511 0 20 Feb 2013
Linear Latent Force Models using Gaussian Processes Mauricio A. Alvarez D. Luengo Neil D. Lawrence 100 124 0 13 Jul 2011
Kernels for Vector-Valued Functions: a Review Mauricio A. Alvarez Lorenzo Rosasco Neil D. Lawrence GP 218 930 0 30 Jun 2011