Gustau Camps-Valls
Publication record assembled from the DBLP archive of ranked conferences.
Papers indexed
59
Venues
9
Active years
2003–2025
Best venue rank
A*
Where they publish
Papers
59 indexed papers, newest first.
| Year | Venue | Title | Authors |
|---|---|---|---|
| 2025 | AISTATS | Out-of-distribution robustness for multivariate analysis via causal regularisation. | Homer Durand, Gherardo Varando, Nathan Mankovich, Gustau Camps-Valls |
| 2025 | CVPR | A Flag Decomposition for Hierarchical Datasets. | Nathan Mankovich, Ignacio Santamara, Gustau Camps-Valls, Tolga Birdal |
| 2025 | ICCV | On the Generalization of Representation Uncertainty in Earth Observation. | Spyros Kondylatos, Nikolaos-Ioannis Bountos, Dimitrios Michail, Xiao Xiang Zhu, Gustau Camps-Valls, Ioannis Papoutsis |
| 2025 | UAI | Learning Causal Response Representations through Direct Effect Analysis. | Homer Durand, Gherardo Varando, Gustau Camps-Valls |
| 2024 | CVPR | Fun with Flags: Robust Principal Directions via Flag Manifolds. | Nathan Mankovich, Gustau Camps-Valls, Tolga Birdal |
| 2024 | IGARSS | Drought Displacement Forecasts Can Be Improved With Twitter Data. | Jos Mara Trraga, Mara Piles, Eleni Kamateri, Eva Sevillano Marco, Ioannis Tsampoulatidis, Jordi Muoz-Mar, Gustau Camps-Valls |
| 2024 | IGARSS | WALGREEN: Web Based Platform for Soil Organic Carbon Inference Applications. | Jos Manuel Aroca, Jos-Francisco Dez-Pastor, Pedro Latorre-Carmona, Antonio Canepa-Oneto, Juan Carlos Rad, Gustau Camps-Valls, Vctor Elvira, Csar Garca-Osorio |
| 2024 | IGARSS | Assessing the Causal Impact of Humanitarian Aid on Food Security. | Jordi Cerd-Bautista, Jos Mara Trraga, Vasileios Sitokonstantinou, Gustau Camps-Valls |
| 2024 | KDD | Overview of ACM SIGKDD 2024 AI4Science4AI Special Day. | Wei Ding, Gustau Camps-Valls |
| 2023 | IGARSS | Explainability of End and Mid-Season Cotton Yield Predictors In Conus. | Mehmet Furkan Celik, Mustafa Serkan Isik, Esra Erten, Gustau Camps-Valls |
| 2021 | IGARSS | Global Cropland Yield Monitoring with Gaussian Processes. | Maria Piles, Anna Mateo-Sanchis, Jordi Muoz-Mar, Gustau Camps-Valls, Franois Waldner, Felix Rembold, Michele Meroni |
| 2021 | IGARSS | Physics-Aware Machine Learning for Geosciences and Remote Sensing. | Gustau Camps-Valls, Daniel H. Svendsen, Jordi Corts-Andrs, lvaro Moreno-Martnez, Adrin Prez-Suay, Jos E. Adsuara, Irene Martn, Maria Piles, Jordi Muoz-Mar, Luca Martino |
| 2021 | IGARSS | Towards a Better Understanding of Effective Temperature Modelling in the SMOS-IC Retrieval Algorithm. | Roberto Fernandez-Moran, Mara Piles, Gustau Camps-Valls, Jean-Pierre Wigneron, Xiaojun Li, Mengjia Wang, Lei Fan, Amen Al-Yaari, Luis Gmez-Chova |
| 2021 | IGARSS | Global Upscaling of the MODIS Land Cover with Google Earth Engine and Landsat Data. | Emma Izquierdo-Verdiguier, lvaro Moreno-Martnez, Jos E. Adsuara, Jordi Muoz-Mar, Gustau Camps-Valls, Marco P. Maneta, John S. Kimball, Nicholas Clinton, Steven W. Running |
| 2020 | ICASSP | Particle Group Metropolis Methods for Tracking the Leaf Area Index. | Luca Martino, Vctor Elvira, Gustau Camps-Valls |
| 2020 | ICASSP | Adaptive Sequential Interpolator Using Active Learning for Efficient Emulation of Complex Systems. | Luca Martino, Daniel Heestermans Svendsen, Jorge Vicent, Gustau Camps-Valls |
| 2020 | IGARSS | Down-Scaling Modis Vegetation Products with Landsat GAP Filled Surface Reflectance in Google Earth Engine. | lvaro Moreno-Martnez, Emma Izquierdo-Verdiguier, Gustau Camps-Valls, Marco P. Maneta, Jordi Muoz-Mar, Nathaniel P. Robinson, Jos E. Adsuara, Manuel Campos, F. Javier Garca-Haro, Adrin Prez-Suay, Nicholas Clinton, John S. Kimball, Steven W. Running |
| 2020 | IGARSS | Interpretability of Recurrent Neural Networks in Remote Sensing. | Adrin Prez-Suay, Jos E. Adsuara, Mara Piles, Laura Martnez-Ferrer, Emiliano Diaz, lvaro Moreno-Martnez, Gustau Camps-Valls |
| 2020 | IGARSS | Manifold Learning with High Dimensional Model Representations. | Glsen Taskin, Gustau Camps-Valls |
| 2020 | IGARSS | Discovering Differential Equations from Earth Observation Data. | Jos E. Adsuara, Adrin Prez-Suay, lvaro Moreno-Martnez, Gustau Camps-Valls, Guido Kraemer, Markus Reichstein, Miguel D. Mahecha |
| 2020 | IGARSS | ADVANCING DEEP LEARNING FOR EARTH SCIENCES: FROM HYBRID MODELING TO INTERPRETABILITY. | Gustau Camps-Valls, Markus Reichstein, Xiaoxiang Zhu, Devis Tuia |
| 2018 | IGARSS | Interpolation and Gap Filling of Landsat Reflectance Time Series. | lvaro Moreno-Martnez, Marco P. Maneta, Gustau Camps-Valls, Luca Martino, Nathaniel P. Robinson, Brady W. Allred, Steven W. Running |
| 2018 | IGARSS | Randomized RX for Target Detection. | Fatih Nar, Adrian Perez-Suay, Jos Antonio Padrn, Gustau Camps-Valls |
| 2018 | IGARSS | Sparsity-Driven Digital Terrain Model Extraction. | Fatih Nar, Erdal Yilmaz, Gustau Camps-Valls |
| 2018 | IGARSS | Retrieval of Case 2 Water Quality Parameters with Machine Learning. | Ana B. Ruescas, Gonzalo Mateo-Garcia, Gustau Camps-Valls, Martin Hieronymi |
| 2018 | IGARSS | Deep Gaussian Processes for Geophysical Parameter Retrieval. | Daniel Heestermans Svendsen, Pablo Morales-Alvarez, Rafael Molina, Gustau Camps-Valls |
| 2018 | IGARSS | Multioutput Automatic Emulator for Radiative Transfer Models. | Daniel Heestermans Svendsen, Luca Martino, Jorge Vicent, Gustau Camps-Valls |
| 2018 | IGARSS | A Deep Network Approach to Multitemporal Cloud Detection. | Devis Tuia, Benjamin Kellenberger, Adrin Prez-Suay, Gustau Camps-Valls |
| 2018 | IGARSS | Statistical Learning For End-To-End Simulations. | Jorge Vicent, Jochem Verrelst, Juan Pablo Rivera Caicedo, Neus Sabater, Jordi Muoz-Mar, Gustau Camps-Valls, Jos F. Moreno |
| 2018 | IGARSS | Nonlinear Complex PCA for Spatio-Temporal Analysis of Global Soil Moisture. | Diego Bueso, Maria Piles, Gustau Camps-Valls |
| 2018 | IGARSS | Consistent Regression of Biophysical Parameters with Kernel Methods. | Emiliano Diaz, Adrian Perez-Suay, Valero Laparra, Gustau Camps-Valls |
| 2018 | IGARSS | Generation of Global Vegetation Products from Eumetsat AVHRR/METOP Satellites. | Francisco Javier Garca-Haro, Manuel Campos-Taberner, Beatriz Martnez, Sergio Sanchez-Ruiz, Mara Amparo Gilabert, Gustau Camps-Valls, Jordi Muoz-Mar, Valero Laparra, Fernando Camacho, Jorge Snchez-Zapero, Beatriz Fuster |
| 2018 | IGARSS | Nonlinear Cook Distance for Anomalous Change Detection. | Jos Antonio Padrn-Hidalgo, Adrian Perez-Suay, Fatih Nar, Gustau Camps-Valls |
| 2018 | IGARSS | Disentangling Derivatives, Uncertainty and Error in Gaussian Process Models. | Juan Emmanuel Johnson, Valero Laparra, Gustau Camps-Valls |
| 2018 | IGARSS | Transfer Learning with Convolutional Networks for Atmospheric Parameter Retrieval. | David Malmgren-Hansen, Allan Aasbjerg Nielsen, Valero Laparra, Gustau Camps-Valls |
| 2018 | IGARSS | Gap Filling of Biophysical Parameter Time Series with Multi-Output Gaussian Processes. | Anna Mateo-Sanchis, Jordi Muoz-Mar, Manuel Campos-Taberner, F. Javier Garca-Haro, Gustau Camps-Valls |
| 2017 | ICIP | Passive millimeter wave image classification with large scale Gaussian processes. | Pablo Morales-Alvarez, Adrian Perez-Suay, Rafael Molina, Gustau Camps-Valls, Aggelos K. Katsaggelos |
| 2017 | IGARSS | Efficient remote sensing image classification with Gaussian processes and Fourier features. | Pablo Morales-Alvarez, Adrian Perez-Suay, Rafael Molina, Gustau Camps-Valls |
| 2017 | IGARSS | Causal inference in geosciences with kernel sensitivity maps. | Adrian Perez-Suay, Gustau Camps-Valls |
| 2017 | IGARSS | Retrieval of coloured dissolved organic matter with machine learning methods. | Ana B. Ruescas, Martin Hieronymi, Sampsa S. Koponen, Kari Y. Kallio, Gustau Camps-Valls |
| 2017 | IGARSS | Joint Gaussian processes for inverse modeling. | Daniel Heestermans Svendsen, Luca Martino, Manuel Campos-Taberner, Gustau Camps-Valls |
| 2017 | IGARSS | Predicting year of plantation with hyperspectral and lidar data. | Adri Descals, Luis Alonso, Gustau Camps-Valls |
| 2017 | IGARSS | Cloud detection machine learning algorithms for PROBA-V. | Luis Gmez-Chova, Gonzalo Mateo-Garcia, Jordi Muoz-Mar, Gustau Camps-Valls |
| 2017 | IGARSS | Nonlinear statistical retrieval of surface emissivity from IASI data. | Valero Laparra, Jordi Muoz-Mar, Luis Gmez-Chova, Xavier Calbet, Gustau Camps-Valls |
| 2017 | IGARSS | Spatial noise-aware temperature retrieval from infrared sounder data. | David Malmgren-Hansen, Valero Laparra, Allan Aasbjerg Nielsen, Gustau Camps-Valls |
| 2017 | IGARSS | Automatic emulator and optimized look-up table generation for radiative transfer models. | Luca Martino, Jorge Vicent, Gustau Camps-Valls |
| 2017 | IGARSS | Convolutional neural networks for multispectral image cloud masking. | Gonzalo Mateo-Garcia, Luis Gmez-Chova, Gustau Camps-Valls |
| 2015 | IGARSS | Biophysical parameter retrieval with warped Gaussian processes. | Jordi Muoz-Mar, Jochem Verrelst, Miguel Lzaro-Gredilla, Gustau Camps-Valls |
| 2015 | IGARSS | Replacing radiative transfer models by surrogate approximations through machine learning. | Jochem Verrelst, Juan Pablo Rivera, Jos Gmez-Dans, Gustau Camps-Valls, Jos F. Moreno |
| 2015 | IGARSS | Sensitivity analysis of Gaussian processes for oceanic chlorophyll prediction. | Katalin Blix, Gustau Camps-Valls, Robert Jenssen |
| 2015 | IGARSS | Development of an earth observation processing chain for crop bio-physical parameters at local scale. | Manuel Campos-Taberner, F. Javier Garca-Haro, lvaro Moreno, Mara Amparo Gilabert, Beatriz Martnez, Sergio Sanchez-Ruiz, Gustau Camps-Valls |
| 2015 | IGARSS | Shared feature representations of LiDAR and optical images: Trading sparsity for semantic discrimination. | Manuel Campos-Taberner, Adriana Romero, Carlo Gatta, Gustau Camps-Valls |
| 2015 | IGARSS | Ranking drivers of global carbon and energy fluxes over land. | Gustau Camps-Valls, Martin Jung, Kazuhito Ichii, Dario Papale, Gianluca Tramontana, Paul Bodesheim, Christopher R. Schwalm, Jakob Zscheischler, Miguel D. Mahecha, Markus Reichstein |
| 2015 | IGARSS | Operational cloud screening service for Sentinel-2 image time series. | Luis Gmez-Chova, Julia Amors-Lpez, Antonio Ruiz-Verd, Jordi Muoz-Mar, Gustau Camps-Valls |
| 2015 | IGARSS | Weakly supervised alignment of multisensor images. | Diego Marcos Gonzalez, Gustau Camps-Valls, Devis Tuia |
| 2015 | IGARSS | Large-scale random features for kernel regression. | Valero Laparra, Diego Marcos Gonzalez, Devis Tuia, Gustau Camps-Valls |
| 2014 | ICPR | Unsupervised Alignment of Image Manifolds with Centrality Measures. | Devis Tuia, Michele Volpi, Gustau Camps-Valls |
| 2003 | IGARSS | Feature selection of hyperspectral data through local correlation and SFFS for crop classification. | Luis Gmez-Chova, Javier Calpe, Gustau Camps-Valls, Jos David Martn-Guerrero, Emilio Soria-Olivas, Joan Vila-Francs, Luis Alonso-Chorda, Jos Moreno |
| 2003 | IGARSS | Semi-supervised classification method for hyperspectral remote sensing images. | Luis Gmez-Chova, Javier Calpe, Gustau Camps-Valls, Jos David Martn-Guerrero, Emilio Soria-Olivas, Joan Vila-Francs, Luis Alonso-Chorda, Jos Moreno |