Silvia Valero

Orcid: 0000-0002-5001-9450

According to our database1, Silvia Valero authored at least 42 papers between 2008 and 2024.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

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PhD thesis 
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Links

On csauthors.net:

Bibliography

2024
Self-Supervised Spatio-Temporal Representation Learning of Satellite Image Time Series.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024

Paving the way toward foundation models for irregular and unaligned Satellite Image Time Series.
CoRR, 2024

2023
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., 2023

Detecting Land Cover Changes between Satellite Image Time Series by Exploiting Self-Supervised Representation Learning Capabilities.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

2021
Synergy of Sentinel-1 and Sentinel-2 Imagery for Early Seasonal Agricultural Crop Mapping.
Remote. Sens., 2021

Unsupervised Learning of Low Dimensional Satellite Image Representations via Variational Autoencoders.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Assessing the Interest of a Multi-Modal Gap-Filling Strategy for Monitoring Changes in Grassland Parcels.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

2019
Challenges in Grassland Mowing Event Detection with Multimodal Sentinel Images.
Proceedings of the 10th International Workshop on the Analysis of Multitemporal Remote Sensing Images, 2019

Sentinel's Classifier Fusion System for Seasonal Crop Mapping.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Using Dense Time-Series of C-Band Sar Imagery for Classification of Diverse, Worldwide Agricultural Systems.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

2017
Effect of Training Class Label Noise on Classification Performances for Land Cover Mapping with Satellite Image Time Series.
Remote. Sens., 2017

Filtering mislabeled data for improving time series classification.
Proceedings of the 9th International Workshop on the Analysis of Multitemporal Remote Sensing Images, 2017

New iterative learning strategy to improve classification systems by using outlier detection techniques.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

2016
Production of a Dynamic Cropland Mask by Processing Remote Sensing Image Series at High Temporal and Spatial Resolutions.
Remote. Sens., 2016

Early Detection of Summer Crops Using High Spatial Resolution Optical Image Time Series.
Remote. Sens., 2016

Patch-based reconstruction of high resolution satellite image time series with missing values using spatial, spectral and temporal similarities.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

An assessment of image features and random forest for land cover mapping over large areas using high resolution Satellite Image Time Series.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

2015
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., 2015

Assessment of an Operational System for Crop Type Map Production Using High Temporal and Spatial Resolution Satellite Optical Imagery.
Remote. Sens., 2015

Building a Data Set over 12 Globally Distributed Sites to Support the Development of Agriculture Monitoring Applications with Sentinel-2.
Remote. Sens., 2015

Object recognition in hyperspectral images using Binary Partition Tree representation.
Pattern Recognit. Lett., 2015

Analysis of Multitemporal Classification Techniques for Forecasting Image Time Series.
IEEE Geosci. Remote. Sens. Lett., 2015

Processing Sentinel-2 image time series for developing a real-time cropland mask.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Benchmarking of algorithms for crop type land-cover maps using Sentinel-2 image time series.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

"Sentinel-2 for agriculture": Supporting global agriculture monitoring.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

2014
Automatic retinal vessel extraction based on directional mathematical morphology and fuzzy classification.
Pattern Recognit. Lett., 2014

2013
Hyperspectral Image Representation and Processing With Binary Partition Trees.
IEEE Trans. Image Process., 2013

Processing Multidimensional SAR and Hyperspectral Images With Binary Partition Tree.
Proc. IEEE, 2013

Object recognition in urban hyperspectral images using Binary Partition Tree representation.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Identification of agricultural crops in early stages using remote sensing images.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

2012
Automatic Detection of Rivers in High-Resolution SAR Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2012

Unsupervised river detection in RapidEye data.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

River network detection on simulated swot images based on curvilinear denoising and morphological detection.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

2011
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).
PhD thesis, 2011

Hierarchical Analysis of Remote Sensing Data: Morphological Attribute Profiles and Binary Partition Trees.
Proceedings of the Mathematical Morphology and Its Applications to Image and Signal Processing, 2011

Improved Binary Partition Tree construction for hyperspectral images: Application to object detection.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Hyperspectral image segmentation using Binary Partition Trees.
Proceedings of the 18th IEEE International Conference on Image Processing, 2011

2010
Advanced directional mathematical morphology for the detection of the road network in very high resolution remote sensing images.
Pattern Recognit. Lett., 2010

New hyperspectral data representation using binary partition tree.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Comparison of merging orders and pruning strategies for Binary Partition Tree in hyperspectral data.
Proceedings of the International Conference on Image Processing, 2010

2009
Directional mathematical morphology for the detection of the road network in Very High Resolution remote sensing images.
Proceedings of the International Conference on Image Processing, 2009

2008
Classification of basic roof types based on VHR optical data and digital elevation model.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008


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