Silvia Valero

ORCID

Publication Activity (10 Years)

Years Active: 2008-2024
Publications (10 Years): 26

Top Venues

IGARSS

Remote. Sens.

MultiTemp

Pattern Recognit. Lett.

Grenoble Alpes University, France (PHD)

Education History

Grenoble Alpes University, France

PHD

Publications

Iris Dumeur, Silvia Valero, Jordi Inglada
Paving the way toward foundation models for irregular and unaligned Satellite Image Time Series. CoRR (2024)
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 (2024)
Iris Dumeur, Silvia Valero, Jordi Inglada
Self-Supervised Spatio-Temporal Representation Learning of Satellite Image Time Series. IGARSS (2023)
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)
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 (2023)
Anatol Garioud, Silvia Valero, Clément Mallet
Assessing the Interest of a Multi-Modal Gap-Filling Strategy for Monitoring Changes in Grassland Parcels. IGARSS (2021)
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) (2021)
Silvia Valero, Ferran Agulló, Jordi Inglada
Unsupervised Learning of Low Dimensional Satellite Image Representations via Variational Autoencoders. IGARSS (2021)
Silvia Valero, Ludovic Arnaud, Milena Planells, Eric Ceschia, Gérard Dedieu
Sentinel's Classifier Fusion System for Seasonal Crop Mapping. IGARSS (2019)
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)
Anatol Garioud, Sébastien Giordano, Silvia Valero, Clément Mallet
Challenges in Grassland Mowing Event Detection with Multimodal Sentinel Images. MultiTemp (2019)
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)
Charlotte Pelletier, Silvia Valero, Jordi Inglada, Gérard Dedieu, Nicolas Champion
Filtering mislabeled data for improving time series classification. MultiTemp (2017)
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) (2017)
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)
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) (2016)
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) (2016)
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)
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)
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) (2015)
Silvia Valero, Philippe Salembier, Jocelyn Chanussot
Object recognition in hyperspectral images using Binary Partition Tree representation. Pattern Recognit. Lett. 56 (2015)
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)
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) (2015)
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) (2015)
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)
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) (2015)
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 (2014)
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) (2013)
Silvia Valero, Philippe Salembier, Jocelyn Chanussot
Hyperspectral Image Representation and Processing With Binary Partition Trees. IEEE Trans. Image Process. 22 (4) (2013)
Silvia Valero, Pietro Ceccato, Walter E. Baethgen, Jocelyn Chanussot
Identification of agricultural crops in early stages using remote sensing images. IGARSS (2013)
Silvia Valero, Philippe Salembier, Jocelyn Chanussot
Object recognition in urban hyperspectral images using Binary Partition Tree representation. IGARSS (2013)
Samuel Grosdidier, Silvia Valero, Jocelyn Chanussot, Roger Fjørtoft
River network detection on simulated swot images based on curvilinear denoising and morphological detection. IGARSS (2012)
Sascha Klemenjak, Björn Waske, Silvia Valero, Jocelyn Chanussot
Unsupervised river detection in RapidEye data. IGARSS (2012)
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) (2012)
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)
Silvia Valero, Philippe Salembier, Jocelyn Chanussot
Hyperspectral image segmentation using Binary Partition Trees. ICIP (2011)
Silvia Valero, Philippe Salembier, Jocelyn Chanussot, Carles M. Cuadras
Improved Binary Partition Tree construction for hyperspectral images: Application to object detection. IGARSS (2011)
Silvia Valero, Philippe Salembier, Jocelyn Chanussot
New hyperspectral data representation using binary partition tree. IGARSS (2010)
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) (2010)
Silvia Valero, Philippe Salembier, Jocelyn Chanussot
Comparison of merging orders and pruning strategies for Binary Partition Tree in hyperspectral data. ICIP (2010)
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)
Silvia Valero, Jocelyn Chanussot, Philippe Guéguen
Classification of basic roof types based on VHR optical data and digital elevation model. IGARSS (4) (2008)

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Publication Activity (10 Years)

Top Topics

Top Venues

Silvia Valero