| 2023 | IGARSS | Detecting Land Cover Changes between Satellite Image Time Series by Exploiting Self-Supervised Representation Learning Capabilities. | Adebowale Daniel Adebayo, Charlotte Pelletier, Stefan Lang, Silvia Valero |
| 2023 | IGARSS | Self-Supervised Spatio-Temporal Representation Learning of Satellite Image Time Series. | Iris Dumeur, Silvia Valero, Jordi Inglada |
| 2021 | IGARSS | Unsupervised Learning of Low Dimensional Satellite Image Representations via Variational Autoencoders. | Silvia Valero, Ferran Agull, Jordi Inglada |
| 2021 | IGARSS | Assessing the Interest of a Multi-Modal Gap-Filling Strategy for Monitoring Changes in Grassland Parcels. | Anatol Garioud, Silvia Valero, Clment Mallet |
| 2019 | IGARSS | Using Dense Time-Series of C-Band Sar Imagery for Classification of Diverse, Worldwide Agricultural Systems. | 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. Vern, Pierre Defourny, Guerric le Maire |
| 2019 | IGARSS | Sentinel's Classifier Fusion System for Seasonal Crop Mapping. | Silvia Valero, Ludovic Arnaud, Milena Planells, Eric Ceschia, Grard Dedieu |
| 2017 | IGARSS | New iterative learning strategy to improve classification systems by using outlier detection techniques. | Charlotte Pelletier, Silvia Valero, Jordi Inglada, Grard Dedieu, Nicolas Champion |
| 2016 | IGARSS | An assessment of image features and random forest for land cover mapping over large areas using high resolution Satellite Image Time Series. | Charlotte Pelletier, Silvia Valero, Jordi Inglada, Grard Dedieu, Nicolas Champion |
| 2016 | IGARSS | Patch-based reconstruction of high resolution satellite image time series with missing values using spatial, spectral and temporal similarities. | Silvia Valero, Charlotte Pelletier, Marina Bertolino |
| 2015 | IGARSS | Processing Sentinel-2 image time series for developing a real-time cropland mask. | Silvia Valero, David Morin, Jordi Inglada, Guadalupe Sepulcre, Marcela Arias, Olivier Hagolle, Grard Dedieu, Sophie Bontemps, Pierre Defourny |
| 2015 | IGARSS | "Sentinel-2 for agriculture": Supporting global agriculture monitoring. | Sophie Bontemps, Marcela Arias, Cosmin Cara, Grard Dedieu, Eric Guzzonato, Olivier Hagolle, Jordi Inglada, David Morin, Thierry Rabaute, Mickael Savinaud, Guadalupe Sepulcre, Silvia Valero, Pierre Defourny, Benjamin Koetz |
| 2015 | IGARSS | Benchmarking of algorithms for crop type land-cover maps using Sentinel-2 image time series. | Jordi Inglada, Marcela Arias, Benjamin Tardy, David Morin, Silvia Valero, Olivier Hagolle, Grard Dedieu, Guadalupe Sepulcre, Sophie Bontemps, Pierre Defourny |
| 2013 | IGARSS | Identification of agricultural crops in early stages using remote sensing images. | Silvia Valero, Pietro Ceccato, Walter E. Baethgen, Jocelyn Chanussot |
| 2013 | IGARSS | Object recognition in urban hyperspectral images using Binary Partition Tree representation. | Silvia Valero, Philippe Salembier, Jocelyn Chanussot |
| 2012 | IGARSS | River network detection on simulated swot images based on curvilinear denoising and morphological detection. | Samuel Grosdidier, Silvia Valero, Jocelyn Chanussot, Roger Fjrtoft |
| 2012 | IGARSS | Unsupervised river detection in RapidEye data. | Sascha Klemenjak, Bjrn Waske, Silvia Valero, Jocelyn Chanussot |
| 2011 | ICIP | Hyperspectral image segmentation using Binary Partition Trees. | Silvia Valero, Philippe Salembier, Jocelyn Chanussot |
| 2011 | IGARSS | Improved Binary Partition Tree construction for hyperspectral images: Application to object detection. | Silvia Valero, Philippe Salembier, Jocelyn Chanussot, Carles M. Cuadras |
| 2011 | ISMM | Hierarchical Analysis of Remote Sensing Data: Morphological Attribute Profiles and Binary Partition Trees. | Jn Atli Benediktsson, Lorenzo Bruzzone, Jocelyn Chanussot, Mauro Dalla Mura, Philippe Salembier, Silvia Valero |
| 2010 | ICIP | Comparison of merging orders and pruning strategies for Binary Partition Tree in hyperspectral data. | Silvia Valero, Philippe Salembier, Jocelyn Chanussot |
| 2010 | IGARSS | New hyperspectral data representation using binary partition tree. | Silvia Valero, Philippe Salembier, Jocelyn Chanussot |
| 2009 | ICIP | Directional mathematical morphology for the detection of the road network in Very High Resolution remote sensing images. | Silvia Valero, Jocelyn Chanussot, Jn Atli Benediktsson, Hugues Talbot, Bjrn Waske |
| 2008 | IGARSS | Classification of basic roof types based on VHR optical data and digital elevation model. | Silvia Valero, Jocelyn Chanussot, Philippe Guguen |