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Silvia Valero
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2020 – today
- 2024
- [j16]Iris Dumeur, Silvia Valero, Jordi Inglada:
Self-Supervised Spatio-Temporal Representation Learning of Satellite Image Time Series. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17: 4350-4367 (2024) - [i1]Iris Dumeur, Silvia Valero, Jordi Inglada:
Paving the way toward foundation models for irregular and unaligned Satellite Image Time Series. CoRR abs/2407.08448 (2024) - 2023
- [j15]Yoël Zérah, Silvia Valero, Jordi Inglada:
Physics-Driven Probabilistic Deep Learning for the Inversion of Physical Models With Application to Phenological Parameter Retrieval From Satellite Times Series. IEEE Trans. Geosci. Remote. Sens. 61: 1-23 (2023) - [c25]Iris Dumeur, Silvia Valero, Jordi Inglada:
Self-Supervised Spatio-Temporal Representation Learning of Satellite Image Time Series. IGARSS 2023: 642-645 - [c24]Adebowale Daniel Adebayo, Charlotte Pelletier, Stefan Lang, Silvia Valero:
Detecting Land Cover Changes between Satellite Image Time Series by Exploiting Self-Supervised Representation Learning Capabilities. IGARSS 2023: 7168-7171 - 2021
- [j14]Silvia Valero, Ludovic Arnaud, Milena Planells, Eric Ceschia:
Synergy of Sentinel-1 and Sentinel-2 Imagery for Early Seasonal Agricultural Crop Mapping. Remote. Sens. 13(23): 4891 (2021) - [c23]Silvia Valero, Ferran Agulló, Jordi Inglada:
Unsupervised Learning of Low Dimensional Satellite Image Representations via Variational Autoencoders. IGARSS 2021: 2987-2990 - [c22]Anatol Garioud, Silvia Valero, Clément Mallet:
Assessing the Interest of a Multi-Modal Gap-Filling Strategy for Monitoring Changes in Grassland Parcels. IGARSS 2021: 3105-3108
2010 – 2019
- 2019
- [c21]Laura Dingle Robertson, Milena Planells, Silvia Valero, Nima Ahmadian, Alisa Coffin, David D. Bosch, Michael H. Cosh, Paul Siqueira, Bruno Basso, Nicanor Saliendra, Andrew A. Davidson, Heather McNairn, Mehdi Hosseini, Scott W. Mitchell, Diego de Abelleyra, Santiago R. Verón, Pierre Defourny, Guerric le Maire:
Using Dense Time-Series of C-Band Sar Imagery for Classification of Diverse, Worldwide Agricultural Systems. IGARSS 2019: 6231-6234 - [c20]Silvia Valero, Ludovic Arnaud, Milena Planells, Eric Ceschia, Gérard Dedieu:
Sentinel's Classifier Fusion System for Seasonal Crop Mapping. IGARSS 2019: 6243-6246 - [c19]Anatol Garioud, Sébastien Giordano, Silvia Valero, Clément Mallet:
Challenges in Grassland Mowing Event Detection with Multimodal Sentinel Images. MultiTemp 2019: 1-4 - 2017
- [j13]Charlotte Pelletier, Silvia Valero, Jordi Inglada, Nicolas Champion, Claire Marais-Sicre, Gérard Dedieu:
Effect of Training Class Label Noise on Classification Performances for Land Cover Mapping with Satellite Image Time Series. Remote. Sens. 9(2): 173 (2017) - [c18]Charlotte Pelletier, Silvia Valero, Jordi Inglada, Gérard Dedieu, Nicolas Champion:
New iterative learning strategy to improve classification systems by using outlier detection techniques. IGARSS 2017: 3676-3679 - [c17]Charlotte Pelletier, Silvia Valero, Jordi Inglada, Gérard Dedieu, Nicolas Champion:
Filtering mislabeled data for improving time series classification. MultiTemp 2017: 1-4 - 2016
- [j12]Silvia Valero, David Morin, Jordi Inglada, Guadalupe Sepulcre, Marcela Arias, Olivier Hagolle, Gérard Dedieu, Sophie Bontemps, Pierre Defourny, Benjamin Koetz:
Production of a Dynamic Cropland Mask by Processing Remote Sensing Image Series at High Temporal and Spatial Resolutions. Remote. Sens. 8(1): 55 (2016) - [j11]Claire Marais-Sicre, Jordi Inglada, Rémy Fieuzal, Frédéric Baup, Silvia Valero, Jérôme Cros, Mireille Huc, Valérie Demarez:
Early Detection of Summer Crops Using High Spatial Resolution Optical Image Time Series. Remote. Sens. 8(7): 591 (2016) - [c16]Silvia Valero, Charlotte Pelletier, Marina Bertolino:
Patch-based reconstruction of high resolution satellite image time series with missing values using spatial, spectral and temporal similarities. IGARSS 2016: 2308-2311 - [c15]Charlotte Pelletier, Silvia Valero, Jordi Inglada, Gérard Dedieu, Nicolas Champion:
An assessment of image features and random forest for land cover mapping over large areas using high resolution Satellite Image Time Series. IGARSS 2016: 3338-3341 - 2015
- [j10]Rémi Flamary, Mathieu Fauvel, Mauro Dalla Mura, Silvia Valero:
Analysis of Multitemporal Classification Techniques for Forecasting Image Time Series. IEEE Geosci. Remote. Sens. Lett. 12(5): 953-957 (2015) - [j9]Silvia Valero, Philippe Salembier, Jocelyn Chanussot:
Object recognition in hyperspectral images using Binary Partition Tree representation. Pattern Recognit. Lett. 56: 45-51 (2015) - [j8]Jordi Inglada, Marcela Arias, Benjamin Tardy, Olivier Hagolle, Silvia Valero, David Morin, Gérard Dedieu, Guadalupe Sepulcre, Sophie Bontemps, Pierre Defourny, Benjamin Koetz:
Assessment of an Operational System for Crop Type Map Production Using High Temporal and Spatial Resolution Satellite Optical Imagery. Remote. Sens. 7(9): 12356-12379 (2015) - [j7]Nicolas Matton, Guadalupe Sepulcre-Cantó, François Waldner, Silvia Valero, David Morin, Jordi Inglada, Marcela Arias, Sophie Bontemps, Benjamin Koetz, Pierre Defourny:
An Automated Method for Annual Cropland Mapping along the Season for Various Globally-Distributed Agrosystems Using High Spatial and Temporal Resolution Time Series. Remote. Sens. 7(10): 13208-13232 (2015) - [j6]Sophie Bontemps, Marcela Arias, Cosmin Cara, Gérard Dedieu, Eric Guzzonato, Olivier Hagolle, Jordi Inglada, Nicolas Matton, David Morin, Ramona Popescu, Thierry Rabaute, Mickael Savinaud, Guadalupe Sepulcre, Silvia Valero, Ijaz Ahmad, Agnès Bégué, Bingfang Wu, Diego de Abelleyra, Alhousseine Diarra, Stéphane Dupuy, Andrew N. French, Ibrar ul Hassan Akhtar, Nataliia Kussul, Valentine Lebourgeois, Michel Le Page, Terrence Newby, Igor V. Savin, Santiago R. Verón, Benjamin Koetz, Pierre Defourny:
Building a Data Set over 12 Globally Distributed Sites to Support the Development of Agriculture Monitoring Applications with Sentinel-2. Remote. Sens. 7(12): 16062-16090 (2015) - [c14]Silvia Valero, David Morin, Jordi Inglada, Guadalupe Sepulcre, Marcela Arias, Olivier Hagolle, Gérard Dedieu, Sophie Bontemps, Pierre Defourny:
Processing Sentinel-2 image time series for developing a real-time cropland mask. IGARSS 2015: 2731-2734 - [c13]Jordi Inglada, Marcela Arias, Benjamin Tardy, David Morin, Silvia Valero, Olivier Hagolle, Gérard Dedieu, Guadalupe Sepulcre, Sophie Bontemps, Pierre Defourny:
Benchmarking of algorithms for crop type land-cover maps using Sentinel-2 image time series. IGARSS 2015: 3993-3996 - [c12]Sophie Bontemps, Marcela Arias, Cosmin Cara, Gérard Dedieu, Eric Guzzonato, Olivier Hagolle, Jordi Inglada, David Morin, Thierry Rabaute, Mickael Savinaud, Guadalupe Sepulcre, Silvia Valero, Pierre Defourny, Benjamin Koetz:
"Sentinel-2 for agriculture": Supporting global agriculture monitoring. IGARSS 2015: 4185-4188 - 2014
- [j5]Eysteinn Már Sigurðsson, Silvia Valero, Jón Atli Benediktsson, Jocelyn Chanussot, Hugues Talbot, Einar Stefánsson:
Automatic retinal vessel extraction based on directional mathematical morphology and fuzzy classification. Pattern Recognit. Lett. 47: 164-171 (2014) - 2013
- [j4]Alberto Alonso-González, Silvia Valero, Jocelyn Chanussot, Carlos López-Martínez, Philippe Salembier:
Processing Multidimensional SAR and Hyperspectral Images With Binary Partition Tree. Proc. IEEE 101(3): 723-747 (2013) - [j3]Silvia Valero, Philippe Salembier, Jocelyn Chanussot:
Hyperspectral Image Representation and Processing With Binary Partition Trees. IEEE Trans. Image Process. 22(4): 1430-1443 (2013) - [c11]Silvia Valero, Philippe Salembier, Jocelyn Chanussot:
Object recognition in urban hyperspectral images using Binary Partition Tree representation. IGARSS 2013: 4098-4101 - [c10]Silvia Valero, Pietro Ceccato, Walter E. Baethgen, Jocelyn Chanussot:
Identification of agricultural crops in early stages using remote sensing images. IGARSS 2013: 4229-4232 - 2012
- [j2]Sascha Klemenjak, Björn Waske, Silvia Valero, Jocelyn Chanussot:
Automatic Detection of Rivers in High-Resolution SAR Data. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 5(5): 1364-1372 (2012) - [c9]Samuel Grosdidier, Silvia Valero, Jocelyn Chanussot, Roger Fjørtoft:
River network detection on simulated swot images based on curvilinear denoising and morphological detection. IGARSS 2012: 5454-5457 - [c8]Sascha Klemenjak, Björn Waske, Silvia Valero, Jocelyn Chanussot:
Unsupervised river detection in RapidEye data. IGARSS 2012: 6860-6863 - 2011
- [b1]Silvia Valero:
Hyperspectral image representation and Processing with Binary Partition Trees. (Arbre de partition binaire : Un nouvel outil pour la représentation hiérarchique et l'analyse des images hyperspectrales). Grenoble Alpes University, France, 2011 - [c7]Silvia Valero, Philippe Salembier, Jocelyn Chanussot:
Hyperspectral image segmentation using Binary Partition Trees. ICIP 2011: 1273-1276 - [c6]Silvia Valero, Philippe Salembier, Jocelyn Chanussot, Carles M. Cuadras:
Improved Binary Partition Tree construction for hyperspectral images: Application to object detection. IGARSS 2011: 2515-2518 - [c5]Jón Atli Benediktsson, Lorenzo Bruzzone, Jocelyn Chanussot, Mauro Dalla Mura, Philippe Salembier, Silvia Valero:
Hierarchical Analysis of Remote Sensing Data: Morphological Attribute Profiles and Binary Partition Trees. ISMM 2011: 306-319 - 2010
- [j1]Silvia Valero, Jocelyn Chanussot, Jón Atli Benediktsson, Hugues Talbot, Björn Waske:
Advanced directional mathematical morphology for the detection of the road network in very high resolution remote sensing images. Pattern Recognit. Lett. 31(10): 1120-1127 (2010) - [c4]Silvia Valero, Philippe Salembier, Jocelyn Chanussot:
Comparison of merging orders and pruning strategies for Binary Partition Tree in hyperspectral data. ICIP 2010: 2565-2568 - [c3]Silvia Valero, Philippe Salembier, Jocelyn Chanussot:
New hyperspectral data representation using binary partition tree. IGARSS 2010: 80-83
2000 – 2009
- 2009
- [c2]Silvia Valero, Jocelyn Chanussot, Jón Atli Benediktsson, Hugues Talbot, Björn Waske:
Directional mathematical morphology for the detection of the road network in Very High Resolution remote sensing images. ICIP 2009: 3725-3728 - 2008
- [c1]Silvia Valero, Jocelyn Chanussot, Philippe Guéguen:
Classification of basic roof types based on VHR optical data and digital elevation model. IGARSS (4) 2008: 149-152
Coauthor Index
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