GUSTAU
CAMPS VALLS
CATEDRÁTICO/A DE UNIVERSIDAD
École Polytechnique Fédérale de Lausanne
Lausana, SuizaPublikationen in Zusammenarbeit mit Forschern von École Polytechnique Fédérale de Lausanne (16)
2022
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ClimateBench v1.0: A Benchmark for Data-Driven Climate Projections
Journal of Advances in Modeling Earth Systems, Vol. 14, Núm. 10
2021
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Toward a Collective Agenda on AI for Earth Science Data Analysis
IEEE Geoscience and Remote Sensing Magazine, Vol. 9, Núm. 2, pp. 88-104
2014
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Advances in hyperspectral image classification: Earth monitoring with statistical learning methods
IEEE Signal Processing Magazine, Vol. 31, Núm. 1, pp. 45-54
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Explicit recursive and adaptive filtering in reproducing kernel hilbert spaces
IEEE Transactions on Neural Networks and Learning Systems, Vol. 25, Núm. 7, pp. 1413-1419
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Principal polynomial analysis
International Journal of Neural Systems, Vol. 24, Núm. 7
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Semisupervised manifold alignment of multimodal remote sensing images
IEEE Transactions on Geoscience and Remote Sensing, Vol. 52, Núm. 12, pp. 7708-7720
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Spectral adaptation of hyperspectral flight lines using VHR contextual information
International Geoscience and Remote Sensing Symposium (IGARSS)
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Unsupervised alignment of image manifolds with centrality measures
Proceedings - International Conference on Pattern Recognition
2013
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Domain adaptation with Hidden Markov Random Fields
International Geoscience and Remote Sensing Symposium (IGARSS)
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Multi-sensor change detection based on nonlinear canonical correlations
International Geoscience and Remote Sensing Symposium (IGARSS)
2012
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Discovering single classes in remote sensing images with active learning
International Geoscience and Remote Sensing Symposium (IGARSS)
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Large margin filtering
IEEE Transactions on Signal Processing, Vol. 60, Núm. 2, pp. 648-659
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Nonlinear data description with Principal Polynomial Analysis
IEEE International Workshop on Machine Learning for Signal Processing, MLSP
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Remote sensing image segmentation by active queries
Pattern Recognition, Vol. 45, Núm. 6, pp. 2180-2192
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Semisupervised classification of remote sensing images with active queries
IEEE Transactions on Geoscience and Remote Sensing, Vol. 50, Núm. 10 PART1, pp. 3751-3763
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Unsupervised change detection with kernels
IEEE Geoscience and Remote Sensing Letters, Vol. 9, Núm. 6, pp. 1026-1030