Sebastiano B. Serpico

ORCID

Publication Activity (10 Years)

Years Active: 1988-2024
Publications (10 Years): 42

Top Venues

IGARSS

IEEE Trans. Geosci. Remote. Sens.

ICIP

Remote. Sens.

Publications

Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
Multimission, Multifrequency, and Multiresolution SAR Image Classification Through Hierarchical Markov Models and Convolutional Networks. IEEE Geosci. Remote. Sens. Lett. 21 (2024)
Ignacio Masari, Gabriele Moser, Sebastiano B. Serpico
Contextual Classification of Polarimetric Sar Data Through a Complex-Valued Kernel and Global Energy Minimization. IGARSS (2023)
Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
Classification of Multimission SAR Images Based on Probabilistic Graphical Models and Convolutional Neural Networks. IGARSS (2023)
Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
Learning CRF potentials through fully convolutional networks for satellite image semantic segmentation. SITIS (2023)
Ignacio Masari, Gabriele Moser, Sebastiano B. Serpico
Heterogeneous Change Detection With Hyperspectral Prisma Data And Sar Cosmo-Skymed Imagery. IGARSS (2023)
Luca Maggiolo, Diego Marcos, Gabriele Moser, Sebastiano B. Serpico, Devis Tuia
A Semisupervised CRF Model for CNN-Based Semantic Segmentation With Sparse Ground Truth. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Luca Maggiolo, David Solarna, Gabriele Moser, Sebastiano B. Serpico
Optical-SAR Decision Fusion with Markov Random Fields for High-Resolution Large-Scale Land Cover Mapping. IGARSS (2022)
Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
Semantic Segmentation of Remote-Sensing Images Through Fully Convolutional Neural Networks and Hierarchical Probabilistic Graphical Models. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Martina Pastorino, Federico Gallo, Angela Di Febbraro, Gabriele Moser, Nicola Sacco, Sebastiano B. Serpico
Multimodal Fusion of Mobility Demand Data and Remote Sensing Imagery for Urban Land-Use and Land-Cover Mapping. Remote. Sens. 14 (14) (2022)
Mostaan Nabi, Luca Maggiolo, Gabriele Moser, Sebastiano B. Serpico
A CNN-Transformer Knowledge Distillation for Remote Sensing Scene Classification. IGARSS (2022)
Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
Fully Convolutional and Feedforward Networks for The Semantic Segmentation of Remotely Sensed Images. ICIP (2022)
Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
Semantic Segmentation of SAR Images Through Fully Convolutional Networks and Hierarchical Probabilistic Graphical Models. IGARSS (2022)
David Solarna, Luca Maggiolo, Gabriele Moser, Sebastiano B. Serpico
A Tiling-Based Strategy for Large-Scale Multisensor Optical-Sar Image Registration. IGARSS (2022)
Andrea Grillo, Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico
Road Extraction and Road Width Estimation Via Fusion of Aerial Optical Imagery, Geospatial Data, and Street-Level Images. IGARSS (2021)
Béatrice Pinel-Puysségur, Luca Maggiolo, Michel Roux, Nicolas Gasnier, David Solarna, Gabriele Moser, Sebastiano B. Serpico, Florence Tupin
Experimental Comparison of Registration Methods for Multisensor Sar-Optical Data. IGARSS (2021)
Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
Semantic Segmentation of Remote Sensing Images Combining Hierarchical Probabilistic Graphical Models and Deep Convolutional Neural Networks. IGARSS (2021)
Martina Pastorino, Alessandro Montaldo, Luca Fronda, Ihsen Hedhli, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
Multisensor and Multiresolution Remote Sensing Image Classification through a Causal Hierarchical Markov Framework and Decision Tree Ensembles. Remote. Sens. 13 (5) (2021)
Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
Hierarchical Probabilistic Graphical Models and Deep Convolutional Neural Networks for Remote Sensing Image Classification. EUSIPCO (2021)
Luca Maggiolo, David Solarna, Gabriele Moser, Sebastiano B. Serpico
Automatic Area-Based Registration of Optical and SAR Images Through Generative Adversarial Networks and a Correlation-Type Metric. IGARSS (2020)
David Solarna, Alberto Gotelli, Jacqueline Le Moigne, Gabriele Moser, Sebastiano B. Serpico
Crater Detection and Registration of Planetary Images Through Marked Point Processes, Multiscale Decomposition, and Region-Based Analysis. IEEE Trans. Geosci. Remote. Sens. 58 (9) (2020)
Gabriele Moser, Stian Normann Anfinsen, Luigi Tommaso Luppino, Sebastiano B. Serpico
Change Detection with Heterogeneous Remote Sensing Data: From Semi-Parametric Regression to Deep Learning. IGARSS (2020)
Andrea De Giorgi, Gabriele Moser, Giorgio Boni, Anna Rita Pisani, Deodato Tapete, Simona Zoffoli, Sebastiano B. Serpico
Recovery Monitoring in Haiti After Hurricane Matthew Through Markov Random Fields and A Region-Based Approach. IGARSS (2019)
David Solarna, Gabriele Moser, Sebastiano B. Serpico
Multiresolution and Multimodality Sar Data Fusion Based on Markov and Conditional Random Fields for Unsupervised Change Detection. IGARSS (2019)
Alessandro Montaldo, Luca Fronda, Ihsen Hedhli, Gabriele Moser, Josiane Zerubia, Sebastiano B. Serpico
Joint Classification of Multiresolution and Multisensor Data Using a Multiscale Markov Mesh Model. IGARSS (2019)
Andrea De Giorgi, Gabriele Moser, Giovanni Poggi, Giuseppe Scarpa, Sebastiano B. Serpico
Very High Resolution Optical Image Classification Using Watershed Segmentation and a Region-Based Kernel. IGARSS (2018)
David Solarna, Gabriele Moser, Sebastiano B. Serpico
A Markovian Approach to Unsupervised Change Detection with Multiresolution and Multimodality SAR Data. Remote. Sens. 10 (11) (2018)
Andrea Garzelli, Gabriele Moser, Sebastiano B. Serpico
Robust change detection from COSMO-SkyMed and RADARSAT-2 multitemporal images. IGARSS (2017)
David Solarna, Gabriele Moser, Jacqueline Le Moigne, Sebastiano B. Serpico
Planetary crater detection and registration using marked point processes, multiple birth and death algorithms, and region-based analysis. IGARSS (2017)
Katerina Jupova, T. Bartalos, Tomás Soukup, Gabriele Moser, Sebastiano B. Serpico, Vladimir A. Krylov, Michaela De Martino, N. Manzke, N. Rochard
Monitoring of green, open and sealed urban space. JURSE (2017)
Ihsen Hedhli, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
Multi-resolution classification of urban areas using hierarchical symmetric Markov mesh models. JURSE (2017)
Luigi Tommaso Luppino, Stian Normann Anfinsen, Gabriele Moser, Robert Jenssen, Filippo Maria Bianchi, Sebastiano B. Serpico, Grégoire Mercier
A clustering approach to heterogeneous change detection. CoRR (2017)
Josiane Zerubia, Sebastiano B. Serpico, Gabriele Moser
Natural Disaster Monitoring: Multi-Source Image Analysis with Hierarchical Markov Models. ERCIM News 2017 (108) (2017)
Luigi Tommaso Luppino, Stian Normann Anfinsen, Gabriele Moser, Robert Jenssen, Filippo Maria Bianchi, Sebastiano B. Serpico, Grégoire Mercier
A Clustering Approach to Heterogeneous Change Detection. SCIA (2) (2017)
Ihsen Hedhli, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
Classification of Multisensor and Multiresolution Remote Sensing Images Through Hierarchical Markov Random Fields. IEEE Geosci. Remote. Sens. Lett. 14 (12) (2017)
Alberto Gotelli, Jacqueline Le Moigne, Gabriele Moser, Sebastiano B. Serpico
Planetary crater detection and registration using marked point processes, graph cut algorithms, and wavelet transforms. IGARSS (2017)
Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
False Discovery Rate Approach to Unsupervised Image Change Detection. IEEE Trans. Image Process. 25 (10) (2016)
Vahid Akbari, Stian Normann Anfinsen, Anthony P. Doulgeris, Torbjørn Eltoft, Gabriele Moser, Sebastiano B. Serpico
Polarimetric SAR Change Detection With the Complex Hotelling-Lawley Trace Statistic. IEEE Trans. Geosci. Remote. Sens. 54 (7) (2016)
Fabrizio Crismer, Gabriele Moser, Vladimir A. Krylov, Sebastiano B. Serpico
Unsupervised change detection on synthetic aperture radar images with generalized gamma distribution. IGARSS (2016)
Sebastiano B. Serpico, Vito Pascazio, Lorenzo Bruzzone, Paolo Gamba
Foreword to the Special Issue on the 2015 IEEE International Geoscience and Remote Sensing Symposium. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 9 (6) (2016)
Vladimir A. Krylov, Michaela De Martino, Gabriele Moser, Sebastiano B. Serpico
Large urban zone classification on SPOT-5 imagery with convolutional neural networks. IGARSS (2016)
Ihsen Hedhli, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
Contextual multi-scale image classification on quadtree. ICIP (2016)
Francesco Barisione, David Solarna, Andrea De Giorgi, Gabriele Moser, Sebastiano B. Serpico
Supervised classification of thermal infrared hyperspectral images through Bayesian, Markovian, and region-based approaches. IGARSS (2016)
Ihsen Hedhli, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
New hierarchical joint classification method for SAR-optical multiresolution remote sensing data. EUSIPCO (2015)
Bo Hu, Gabriele Moser, Sebastiano B. Serpico, Peijun Li
An active learning heuristic using spectral and spatial information for MRF-based classification. IGARSS (2015)
Gabriele Moser, Michaela De Martino, Sebastiano B. Serpico
Estimation of Air Surface Temperature From Remote Sensing Images and Pixelwise Modeling of the Estimation Uncertainty Through Support Vector Machines. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 8 (1) (2015)
Gabriele Moser, Vladimir A. Krylov, Michaela De Martino, Sebastiano B. Serpico
The URBIS project: Vacant urban area classification and detection of changes. JURSE (2015)
Ihsen Hedhli, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
New cascade model for hierarchical joint classification of multisensor and multiresolution remote sensing data. IGARSS (2015)
Andrea De Giorgi, Gabriele Moser, Sebastiano B. Serpico
Parameter optimization for Markov random field models for remote sensing image classification through sequential minimal optimization. IGARSS (2015)
Gabriele Moser, Michaela De Martino, Sebastiano B. Serpico
Air surface temperature estimation from satellite thermal infrared time series and pixelwise modeling of the estimation uncertainty through support vector machines. IGARSS (2014)
Aurélie Voisin, Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
Supervised Classification of Multisensor and Multiresolution Remote Sensing Images With a Hierarchical Copula-Based Approach. IEEE Trans. Geosci. Remote. Sens. 52 (6) (2014)
Ihsen Hedhli, Gabriele Moser, Josiane Zerubia, Sebastiano B. Serpico
New cascade model for hierarchical joint classification of multitemporal, multiresolution and multisensor remote sensing data. ICIP (2014)
Vahid Akbari, Anthony Paul Doulgeris, Gabriele Moser, Torbjørn Eltoft, Stian Normann Anfinsen, Sebastiano B. Serpico
A Textural-Contextual Model for Unsupervised Segmentation of Multipolarization Synthetic Aperture Radar Images. IEEE Trans. Geosci. Remote. Sens. 51 (4-2) (2013)
Gabriele Moser, Michaela De Martino, Sebastiano B. Serpico
A multiscale contextual approach to change detection in multisensor VHR remote sensing images. IGARSS (2013)
Gabriele Moser, Sebastiano B. Serpico
Combining Support Vector Machines and Markov Random Fields in an Integrated Framework for Contextual Image Classification. IEEE Trans. Geosci. Remote. Sens. 51 (5-1) (2013)
Aurélie Voisin, Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
Classification of Very High Resolution SAR Images of Urban Areas Using Copulas and Texture in a Hierarchical Markov Random Field Model. IEEE Geosci. Remote. Sens. Lett. 10 (1) (2013)
Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
False discovery rate approach to image change detection. ICIP (2013)
Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
On the Method of Logarithmic Cumulants for Parametric Probability Density Function Estimation. IEEE Trans. Image Process. 22 (10) (2013)
Gabriele Moser, Sebastiano B. Serpico, Gianni Vernazza
Multiresolution SAR data fusion for unsupervised change detection. IGARSS (2013)
Gabriele Moser, Sebastiano B. Serpico, Jón Atli Benediktsson
Land-Cover Mapping by Markov Modeling of Spatial-Contextual Information in Very-High-Resolution Remote Sensing Images. Proc. IEEE 101 (3) (2013)
Vladimir A. Krylov, Gabriele Moser, Aurélie Voisin, Sebastiano B. Serpico, Josiane Zerubia
Change detection with synthetic aperture radar images by Wilcoxon statistic likelihood ratio test. ICIP (2012)
Aurélie Voisin, Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
Multichannel hierarchical image classification using multivariate copulas. Computational Imaging (2012)
Sebastiano B. Serpico, Lorenzo Bruzzone, Giovanni Corsini, William J. Emery, Paolo Gamba, Andrea Garzelli, Grégoire Mercier, Josiane Zerubia, Nicola Acito, Bruno Aiazzi, Francesca Bovolo, Fabio Dell'Acqua, Michaela De Martino, Marco Diani, Vladimir A. Krylov, Gianni Lisini, Carlo Marin, Gabriele Moser, Aurélie Voisin, Claudia Zoppetti
Development and validation of multitemporal image analysis methodologies for multirisk monitoring of critical structures and infrastructures. IGARSS (2012)
Gabriele Moser, Sebastiano B. Serpico, Jón Atli Benediktsson
Markov random field models for supervised land cover classification from very high resolution multispectral remote sensing images. TyWRRS (2012)
Gabriele Moser, Sebastiano B. Serpico
Unsupervised change detection with high-resolution SAR images by edge-preserving Markov random fields and graph-cuts. IGARSS (2012)
Kun-Shan Chen, Sebastiano B. Serpico, James A. Smith
Remote Sensing of Natural Disasters. Proc. IEEE 100 (10) (2012)
Giulia Troglio, Jacqueline Le Moigne, Jón Atli Benediktsson, Gabriele Moser, Sebastiano B. Serpico
Automatic Extraction of Ellipsoidal Features for Planetary Image Registration. IEEE Geosci. Remote. Sens. Lett. 9 (1) (2012)
Sebastiano B. Serpico, Silvana G. Dellepiane, Giorgio Boni, Gabriele Moser, Elena Angiati, Roberto Rudari
Information Extraction From Remote Sensing Images for Flood Monitoring and Damage Evaluation. Proc. IEEE 100 (10) (2012)
Aurélie Voisin, Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
Classification of multi-sensor remote sensing images using an adaptive hierarchical Markovian model. EUSIPCO (2012)
Sebastiano B. Serpico, Silvana G. Dellepiane, Gabriele Moser, Elena Angiati, Giorgio Boni, Roberto Rudari, Laura Candela
Extracting information from remote sensing data for applications to flood monitoring and damage evaluation. TyWRRS (2012)
Lucien Wald, Claire Thomas, Sophie Cousin, Philippe Blanc, Lionel Ménard, Marion Schroedter-Homscheidt, Elena Gaboardi, Emilio Simeone, Gerd Heilscher, Sophie Jacques, Sebastiano B. Serpico, Thomas A. Huld, Dominique Dumortier
The project ENDORSE: exploiting EO data to develop pre-market services in renewable energy. EnviroInfo (2011)
Gabriele Moser, Sebastiano B. Serpico
Contextual high-resolution image classification by Markovian data fusion, adaptive texture extraction, and multiscale segmentation. IGARSS (2011)
Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
Enhanced Dictionary-Based SAR Amplitude Distribution Estimation and Its Validation With Very High-Resolution Data. IEEE Geosci. Remote. Sens. Lett. 8 (1) (2011)
Gabriele Moser, Sebastiano B. Serpico
Multitemporal region-based classification of high-resolution images by Markov random fields and multiscale segmentation. IGARSS (2011)
Gabriele Moser, Sebastiano B. Serpico
Joint classification of panchromatic and multispectral images by multiresolution fusion through Markov random fields and graph cuts. DSP (2011)
Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
Supervised High-Resolution Dual-Polarization SAR Image Classification by Finite Mixtures and Copulas. IEEE J. Sel. Top. Signal Process. 5 (3) (2011)
Vahid Akbari, Gabriele Moser, Anthony Paul Doulgeris, Stian Normann Anfinsen, Torbjørn Eltoft, Sebastiano B. Serpico
A K-Wishart Markov random field model for clustering of polarimetric SAR imagery. IGARSS (2011)
Gabriele Moser, Elena Angiati, Sebastiano B. Serpico
Multiscale Unsupervised Change Detection on Optical Images by Markov Random Fields and Wavelets. IEEE Geosci. Remote. Sens. Lett. 8 (4) (2011)
Gabriele Moser, Sebastiano B. Serpico
A Markovian generalization of support vector machines for contextual supervised classification of hyperspectral images. WHISPERS (2010)
Gabriele Moser, Vladimir A. Krylov, Sebastiano B. Serpico, Josiane Zerubia
High resolution SAR-image classification by Markov random fields and finite mixtures. Computational Imaging (2010)
Gabriele Moser, Sebastiano B. Serpico
Contextual remote-sensing image classification by support vector machines and Markov random fields. IGARSS (2010)
Giulia Troglio, Jón Atli Benediktsson, Gabriele Moser, Sebastiano B. Serpico
Crater detection based on marked point processes. IGARSS (2010)
Elena Angiati, Giorgio Boni, Laura Candela, Fabio Castelli, Silvana G. Dellepiane, Fabio Delogu, Fabio Pintus, Roberto Rudari, Sebastiano B. Serpico, Stefania Traverso, Cosimo Versace
Operational evaluation of damages in flooded areas combining Cosmo-Skymed and multispectral optical images. IGARSS (2010)
Giorgio Boni, Federica Martina, Gabriele Moser, Sebastiano B. Serpico
Assimilation of SVM-based estimates of land surface temperature for the retrieval of surface energy balance components. IGARSS (2010)
Gabriele Moser, Sebastiano B. Serpico
Unsupervised change detection with very high-resolution SAR images by multiscale analysis and Markov random fields. IGARSS (2010)
Giulia Troglio, Marina Alberti, Jón Atli Benediktsson, Gabriele Moser, Sebastiano B. Serpico, Einar Stefánsson
Unsupervised Change-Detection in Retinal Images by a Multiple-Classifier Approach. MCS (2010)
Gabriele Moser, Sebastiano B. Serpico
Edge-preserving Classification of High-resolution Remote-sensing Images by Markovian Data Fusion. IGARSS (4) (2009)
Gabriele Moser, Elena Angiati, Sebastiano B. Serpico
A Contextual Multiscale Unsupervised Method for Change Detection with Multitemporal Remote-Sensing Images. ISDA (2009)
Gabriele Moser, Sebastiano B. Serpico
Automatic Parameter Optimization for Support Vector Regression for Land and Sea Surface Temperature Estimation From Remote Sensing Data. IEEE Trans. Geosci. Remote. Sens. 47 (3) (2009)
Giorgio Boni, Laura Candela, Fabio Castelli, Silvana G. Dellepiane, Monica Palandri, Davide Persi, Nazzareno Pierdicca, Roberto Rudari, Sebastiano B. Serpico, Franco Siccardi, Cosimo Versace
The OPERA Project: EO-based Flood Risk Management in Italy. IGARSS (2) (2009)
Giorgia Macchiavello, Gabriele Moser, Giorgio Boni, Sebastiano B. Serpico
Automatic Unsupervised Classification of Snow-covered Areas by Decision-tree Classification and Minimum-error Thresholding. IGARSS (2) (2009)
Gabriele Moser, Sebastiano B. Serpico
Unsupervised Change Detection From Multichannel SAR Data by Markovian Data Fusion. IEEE Trans. Geosci. Remote. Sens. 47 (7-2) (2009)
Gabriele Moser, Sebastiano B. Serpico
Modeling the Error Statistics in Support Vector Regression of Surface Temperature From Infrared Data. IEEE Geosci. Remote. Sens. Lett. 6 (3) (2009)
Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
Dictionary-based probability density function estimation for high-resolution SAR data. Computational Imaging (2009)
Amandine Robin, Grégoire Mercier, Gabriele Moser, Sebastiano B. Serpico
An A-contrario Approach for Unsupervised Change Detection in Radar Images. IGARSS (4) (2009)
Gabriele Moser, Sebastiano B. Serpico
Classification of High-Resolution Images Based on MRF Fusion and Multiscale Segmentation. IGARSS (2) (2008)
Raffaele Gaetano, Gabriele Moser, Giovanni Poggi, Giuseppe Scarpa, Sebastiano B. Serpico
Region-Based Classification of Multisensor Optical-SAR Images. IGARSS (4) (2008)
Gabriele Moser, Sebastiano B. Serpico
Modelling the Error Statistics in Support Vector Regression of Surface Temperature from Infrared Data. IGARSS (3) (2008)
Grégoire Mercier, Gabriele Moser, Sebastiano B. Serpico
Conditional Copulas for Change Detection in Heterogeneous Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. 46 (5) (2008)
Grégoire Mercier, Gabriele Moser, Sebastiano B. Serpico
Conditional copula for change detection on heterogeneous SAR data. IGARSS (2007)
Maciel Zortea, Michaela De Martino, Sebastiano B. Serpico
A SVM ensemble approach for spectral-contextual classification of optical high spatial resolution imagery. IGARSS (2007)

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Publication Activity (10 Years)

Top Topics

Top Venues

Sebastiano B. Serpico