Sebastiano B. Serpico

166 papers B 7C 56Misc 6Journal 64Unranked 32

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Probabilistic Graphical Models Meet Deep Learning for Semantic Segmentation: Mathematical connections and recent developments. IEEE Signal Process. Mag. Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2025	—	`conf`	CFC-MCRF: Multiresolution Fusion and Segmentation of Hyperspectral and Panchromatic Remote Sensing Images with Deep Learning and CRFs. EUSIPCO Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2025	—	`conf`	Joint Deep Missing Value Imputation and Clustering of Satellite Image Time Series. EUSIPCO Priscilla Indira Osa, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2025	J	`jnl`	Manifold Learning and Deep Generative Networks for Heterogeneous Change Detection From Hyperspectral and Synthetic Aperture Radar Images. IEEE Geosci. Remote. Sens. Lett. Ignacio Masari, Gabriele Moser, Sebastiano B. Serpico
2025	—	`conf`	Multiresolution Fusion and Classification of Hyperspectral and Panchromatic Remote Sensing Images. WACV (Workshops) Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2024	C	`conf`	A Deep Learning Architecture for Unsupervised Feature Extraction from Multimission SAR Time Series. IGARSS Ignacio Masari, Luca Maggiolo, Gabriele Moser, Sebastiano B. Serpico
2024	C	`conf`	A Multiresolution Fusion Framework based on Probabilistic Graphical Modeling for Burnt Zones Mapping from Satellite and UAV Imagery. IGARSS Martina Pastorino, Gabriele Moser, Fabien Guerra, Sebastiano B. Serpico, Josiane Zerubia
2024	J	`jnl`	CRFNet: A Deep Convolutional Network to Learn the Potentials of a CRF for the Semantic Segmentation of Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2024	J	`jnl`	Multimission, Multifrequency, and Multiresolution SAR Image Classification Through Hierarchical Markov Models and Convolutional Networks. IEEE Geosci. Remote. Sens. Lett. Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2024	—	`conf`	Probabilistic Fusion Framework Combining CNNs and Graphical Models for Multiresolution Satellite and UAV Image Classification. ICPR (2) Martina Pastorino, Gabriele Moser, Fabien Guerra, Sebastiano B. Serpico, Josiane Zerubia
2024	C	`conf`	Remote Sensing Contributions to Water-Related Risk Management within "Return", the Italian National Program on Environmental Risks in the Next Generation EU Framework. IGARSS Roozbeh Rajabi, Giovanni Besio, Giorgio Boni, Arianna Cauteruccio, Edoardo Cremonese, Ilaria Gnecco, Gabriele Moser, Sebastiano B. Serpico, Luca Trotter
2023	C	`conf`	Classification of Multimission SAR Images Based on Probabilistic Graphical Models and Convolutional Neural Networks. IGARSS Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2023	C	`conf`	Contextual Classification of Polarimetric Sar Data Through a Complex-Valued Kernel and Global Energy Minimization. IGARSS Ignacio Masari, Gabriele Moser, Sebastiano B. Serpico
2023	C	`conf`	Heterogeneous Change Detection With Hyperspectral Prisma Data And Sar Cosmo-Skymed Imagery. IGARSS Ignacio Masari, Gabriele Moser, Sebastiano B. Serpico
2023	—	`conf`	Learning CRF potentials through fully convolutional networks for satellite image semantic segmentation. SITIS Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2022	C	`conf`	A CNN-Transformer Knowledge Distillation for Remote Sensing Scene Classification. IGARSS Mostaan Nabi, Luca Maggiolo, Gabriele Moser, Sebastiano B. Serpico
2022	J	`jnl`	A Semisupervised CRF Model for CNN-Based Semantic Segmentation With Sparse Ground Truth. IEEE Trans. Geosci. Remote. Sens. Luca Maggiolo, Diego Marcos, Gabriele Moser, Sebastiano B. Serpico, Devis Tuia
2022	C	`conf`	A Tiling-Based Strategy for Large-Scale Multisensor Optical-Sar Image Registration. IGARSS David Solarna, Luca Maggiolo, Gabriele Moser, Sebastiano B. Serpico
2022	B	`conf`	Fully Convolutional and Feedforward Networks for The Semantic Segmentation of Remotely Sensed Images. ICIP Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2022	J	`jnl`	Multimodal Fusion of Mobility Demand Data and Remote Sensing Imagery for Urban Land-Use and Land-Cover Mapping. Remote. Sens. Martina Pastorino, Federico Gallo, Angela Di Febbraro, Gabriele Moser, Nicola Sacco, Sebastiano B. Serpico
2022	C	`conf`	Optical-SAR Decision Fusion with Markov Random Fields for High-Resolution Large-Scale Land Cover Mapping. IGARSS Luca Maggiolo, David Solarna, Gabriele Moser, Sebastiano B. Serpico
2022	J	`jnl`	Semantic Segmentation of Remote-Sensing Images Through Fully Convolutional Neural Networks and Hierarchical Probabilistic Graphical Models. IEEE Trans. Geosci. Remote. Sens. Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2022	C	`conf`	Semantic Segmentation of SAR Images Through Fully Convolutional Networks and Hierarchical Probabilistic Graphical Models. IGARSS Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2021	C	`conf`	Experimental Comparison of Registration Methods for Multisensor Sar-Optical Data. IGARSS Béatrice Pinel-Puysségur, Luca Maggiolo, Michel Roux, Nicolas Gasnier, David Solarna, Gabriele Moser, Sebastiano B. Serpico, Florence Tupin
2021	—	`conf`	Hierarchical Probabilistic Graphical Models and Deep Convolutional Neural Networks for Remote Sensing Image Classification. EUSIPCO Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2021	J	`jnl`	Multisensor and Multiresolution Remote Sensing Image Classification through a Causal Hierarchical Markov Framework and Decision Tree Ensembles. Remote. Sens. Martina Pastorino, Alessandro Montaldo, Luca Fronda, Ihsen Hedhli, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2021	C	`conf`	Road Extraction and Road Width Estimation Via Fusion of Aerial Optical Imagery, Geospatial Data, and Street-Level Images. IGARSS Andrea Grillo, Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico
2021	C	`conf`	Semantic Segmentation of Remote Sensing Images Combining Hierarchical Probabilistic Graphical Models and Deep Convolutional Neural Networks. IGARSS Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2020	C	`conf`	Automatic Area-Based Registration of Optical and SAR Images Through Generative Adversarial Networks and a Correlation-Type Metric. IGARSS Luca Maggiolo, David Solarna, Gabriele Moser, Sebastiano B. Serpico
2020	C	`conf`	Change Detection with Heterogeneous Remote Sensing Data: From Semi-Parametric Regression to Deep Learning. IGARSS Gabriele Moser, Stian Normann Anfinsen, Luigi Tommaso Luppino, Sebastiano B. Serpico
2020	J	`jnl`	Crater Detection and Registration of Planetary Images Through Marked Point Processes, Multiscale Decomposition, and Region-Based Analysis. IEEE Trans. Geosci. Remote. Sens. David Solarna, Alberto Gotelli, Jacqueline Le Moigne, Gabriele Moser, Sebastiano B. Serpico
2019	C	`conf`	Joint Classification of Multiresolution and Multisensor Data Using a Multiscale Markov Mesh Model. IGARSS Alessandro Montaldo, Luca Fronda, Ihsen Hedhli, Gabriele Moser, Josiane Zerubia, Sebastiano B. Serpico
2019	C	`conf`	Multiresolution and Multimodality Sar Data Fusion Based on Markov and Conditional Random Fields for Unsupervised Change Detection. IGARSS David Solarna, Gabriele Moser, Sebastiano B. Serpico
2019	C	`conf`	Recovery Monitoring in Haiti After Hurricane Matthew Through Markov Random Fields and A Region-Based Approach. IGARSS Andrea De Giorgi, Gabriele Moser, Giorgio Boni, Anna Rita Pisani, Deodato Tapete, Simona Zoffoli, Sebastiano B. Serpico
2018	J	`jnl`	A Markovian Approach to Unsupervised Change Detection with Multiresolution and Multimodality SAR Data. Remote. Sens. David Solarna, Gabriele Moser, Sebastiano B. Serpico
2018	C	`conf`	Very High Resolution Optical Image Classification Using Watershed Segmentation and a Region-Based Kernel. IGARSS Andrea De Giorgi, Gabriele Moser, Giovanni Poggi, Giuseppe Scarpa, Sebastiano B. Serpico
2017	—	`conf`	A Clustering Approach to Heterogeneous Change Detection. SCIA (2) Luigi Tommaso Luppino, Stian Normann Anfinsen, Gabriele Moser, Robert Jenssen, Filippo Maria Bianchi, Sebastiano B. Serpico, Grégoire Mercier
2017	J	`jnl`	A clustering approach to heterogeneous change detection. CoRR Luigi Tommaso Luppino, Stian Normann Anfinsen, Gabriele Moser, Robert Jenssen, Filippo Maria Bianchi, Sebastiano B. Serpico, Grégoire Mercier
2017	J	`jnl`	Classification of Multisensor and Multiresolution Remote Sensing Images Through Hierarchical Markov Random Fields. IEEE Geosci. Remote. Sens. Lett. Ihsen Hedhli, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2017	—	`conf`	Monitoring of green, open and sealed urban space. JURSE Katerina Jupova, T. Bartalos, Tomás Soukup, Gabriele Moser, Sebastiano B. Serpico, Vladimir A. Krylov, Michaela De Martino, N. Manzke, N. Rochard
2017	—	`conf`	Multi-resolution classification of urban areas using hierarchical symmetric Markov mesh models. JURSE Ihsen Hedhli, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2017	J	`jnl`	Natural Disaster Monitoring: Multi-Source Image Analysis with Hierarchical Markov Models. ERCIM News Josiane Zerubia, Sebastiano B. Serpico, Gabriele Moser
2017	C	`conf`	Planetary crater detection and registration using marked point processes, graph cut algorithms, and wavelet transforms. IGARSS Alberto Gotelli, Jacqueline Le Moigne, Gabriele Moser, Sebastiano B. Serpico
2017	C	`conf`	Planetary crater detection and registration using marked point processes, multiple birth and death algorithms, and region-based analysis. IGARSS David Solarna, Gabriele Moser, Jacqueline Le Moigne, Sebastiano B. Serpico
2017	C	`conf`	Robust change detection from COSMO-SkyMed and RADARSAT-2 multitemporal images. IGARSS Andrea Garzelli, Gabriele Moser, Sebastiano B. Serpico
2016	B	`conf`	Contextual multi-scale image classification on quadtree. ICIP Ihsen Hedhli, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2016	J	`jnl`	False Discovery Rate Approach to Unsupervised Image Change Detection. IEEE Trans. Image Process. Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2016	J	`jnl`	Foreword to the Special Issue on the 2015 IEEE International Geoscience and Remote Sensing Symposium. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Sebastiano B. Serpico, Vito Pascazio, Lorenzo Bruzzone, Paolo Gamba
2016	—	`ch.`	Kernel-based Learning for Fault Detection and identification in fuel cell Systems. Handbook of Pattern Recognition and Computer Vision Gabriele Moser, Paola Costamagna, Andrea De Giorgi, Lissy Pellaco, Andrea Trucco, Sebastiano B. Serpico
2016	C	`conf`	Large urban zone classification on SPOT-5 imagery with convolutional neural networks. IGARSS Vladimir A. Krylov, Michaela De Martino, Gabriele Moser, Sebastiano B. Serpico
2016	J	`jnl`	Polarimetric SAR Change Detection With the Complex Hotelling-Lawley Trace Statistic. IEEE Trans. Geosci. Remote. Sens. Vahid Akbari, Stian Normann Anfinsen, Anthony P. Doulgeris, Torbjørn Eltoft, Gabriele Moser, Sebastiano B. Serpico
2016	C	`conf`	Supervised classification of thermal infrared hyperspectral images through Bayesian, Markovian, and region-based approaches. IGARSS Francesco Barisione, David Solarna, Andrea De Giorgi, Gabriele Moser, Sebastiano B. Serpico
2016	C	`conf`	Unsupervised change detection on synthetic aperture radar images with generalized gamma distribution. IGARSS Fabrizio Crismer, Gabriele Moser, Vladimir A. Krylov, Sebastiano B. Serpico
2015	C	`conf`	An active learning heuristic using spectral and spatial information for MRF-based classification. IGARSS Bo Hu, Gabriele Moser, Sebastiano B. Serpico, Peijun Li
2015	J	`jnl`	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. Gabriele Moser, Michaela De Martino, Sebastiano B. Serpico
2015	C	`conf`	New cascade model for hierarchical joint classification of multisensor and multiresolution remote sensing data. IGARSS Ihsen Hedhli, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2015	—	`conf`	New hierarchical joint classification method for SAR-optical multiresolution remote sensing data. EUSIPCO Ihsen Hedhli, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2015	C	`conf`	Parameter optimization for Markov random field models for remote sensing image classification through sequential minimal optimization. IGARSS Andrea De Giorgi, Gabriele Moser, Sebastiano B. Serpico
2015	—	`conf`	The URBIS project: Vacant urban area classification and detection of changes. JURSE Gabriele Moser, Vladimir A. Krylov, Michaela De Martino, Sebastiano B. Serpico
2014	C	`conf`	Air surface temperature estimation from satellite thermal infrared time series and pixelwise modeling of the estimation uncertainty through support vector machines. IGARSS Gabriele Moser, Michaela De Martino, Sebastiano B. Serpico
2014	B	`conf`	New cascade model for hierarchical joint classification of multitemporal, multiresolution and multisensor remote sensing data. ICIP Ihsen Hedhli, Gabriele Moser, Josiane Zerubia, Sebastiano B. Serpico
2014	J	`jnl`	Supervised Classification of Multisensor and Multiresolution Remote Sensing Images With a Hierarchical Copula-Based Approach. IEEE Trans. Geosci. Remote. Sens. Aurélie Voisin, Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2013	J	`jnl`	A Textural-Contextual Model for Unsupervised Segmentation of Multipolarization Synthetic Aperture Radar Images. IEEE Trans. Geosci. Remote. Sens. Vahid Akbari, Anthony Paul Doulgeris, Gabriele Moser, Torbjørn Eltoft, Stian Normann Anfinsen, Sebastiano B. Serpico
2013	C	`conf`	A multiscale contextual approach to change detection in multisensor VHR remote sensing images. IGARSS Gabriele Moser, Michaela De Martino, Sebastiano B. Serpico
2013	J	`jnl`	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. Aurélie Voisin, Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2013	J	`jnl`	Combining Support Vector Machines and Markov Random Fields in an Integrated Framework for Contextual Image Classification. IEEE Trans. Geosci. Remote. Sens. Gabriele Moser, Sebastiano B. Serpico
2013	B	`conf`	False discovery rate approach to image change detection. ICIP Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2013	J	`jnl`	Land-Cover Mapping by Markov Modeling of Spatial-Contextual Information in Very-High-Resolution Remote Sensing Images. Proc. IEEE Gabriele Moser, Sebastiano B. Serpico, Jón Atli Benediktsson
2013	C	`conf`	Multiresolution SAR data fusion for unsupervised change detection. IGARSS Gabriele Moser, Sebastiano B. Serpico, Gianni Vernazza
2013	J	`jnl`	On the Method of Logarithmic Cumulants for Parametric Probability Density Function Estimation. IEEE Trans. Image Process. Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2012	J	`jnl`	Automatic Extraction of Ellipsoidal Features for Planetary Image Registration. IEEE Geosci. Remote. Sens. Lett. Giulia Troglio, Jacqueline Le Moigne, Jón Atli Benediktsson, Gabriele Moser, Sebastiano B. Serpico
2012	B	`conf`	Change detection with synthetic aperture radar images by Wilcoxon statistic likelihood ratio test. ICIP Vladimir A. Krylov, Gabriele Moser, Aurélie Voisin, Sebastiano B. Serpico, Josiane Zerubia
2012	—	`conf`	Classification of multi-sensor remote sensing images using an adaptive hierarchical Markovian model. EUSIPCO Aurélie Voisin, Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2012	C	`conf`	Development and validation of multitemporal image analysis methodologies for multirisk monitoring of critical structures and infrastructures. IGARSS 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
2012	—	`conf`	Extracting information from remote sensing data for applications to flood monitoring and damage evaluation. TyWRRS Sebastiano B. Serpico, Silvana G. Dellepiane, Gabriele Moser, Elena Angiati, Giorgio Boni, Roberto Rudari, Laura Candela
2012	J	`jnl`	Information Extraction From Remote Sensing Images for Flood Monitoring and Damage Evaluation. Proc. IEEE Sebastiano B. Serpico, Silvana G. Dellepiane, Giorgio Boni, Gabriele Moser, Elena Angiati, Roberto Rudari
2012	—	`conf`	Markov random field models for supervised land cover classification from very high resolution multispectral remote sensing images. TyWRRS Gabriele Moser, Sebastiano B. Serpico, Jón Atli Benediktsson
2012	—	`conf`	Multichannel hierarchical image classification using multivariate copulas. Computational Imaging Aurélie Voisin, Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2012	J	`jnl`	Remote Sensing of Natural Disasters. Proc. IEEE Kun-Shan Chen, Sebastiano B. Serpico, James A. Smith
2012	C	`conf`	Unsupervised change detection with high-resolution SAR images by edge-preserving Markov random fields and graph-cuts. IGARSS Gabriele Moser, Sebastiano B. Serpico
2011	C	`conf`	A K-Wishart Markov random field model for clustering of polarimetric SAR imagery. IGARSS Vahid Akbari, Gabriele Moser, Anthony Paul Doulgeris, Stian Normann Anfinsen, Torbjørn Eltoft, Sebastiano B. Serpico
2011	C	`conf`	Contextual high-resolution image classification by Markovian data fusion, adaptive texture extraction, and multiscale segmentation. IGARSS Gabriele Moser, Sebastiano B. Serpico
2011	J	`jnl`	Enhanced Dictionary-Based SAR Amplitude Distribution Estimation and Its Validation With Very High-Resolution Data. IEEE Geosci. Remote. Sens. Lett. Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2011	—	`conf`	Joint classification of panchromatic and multispectral images by multiresolution fusion through Markov random fields and graph cuts. DSP Gabriele Moser, Sebastiano B. Serpico
2011	J	`jnl`	Multiscale Unsupervised Change Detection on Optical Images by Markov Random Fields and Wavelets. IEEE Geosci. Remote. Sens. Lett. Gabriele Moser, Elena Angiati, Sebastiano B. Serpico
2011	C	`conf`	Multitemporal region-based classification of high-resolution images by Markov random fields and multiscale segmentation. IGARSS Gabriele Moser, Sebastiano B. Serpico
2011	J	`jnl`	Supervised High-Resolution Dual-Polarization SAR Image Classification by Finite Mixtures and Copulas. IEEE J. Sel. Top. Signal Process. Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2011	—	`conf`	The project ENDORSE: exploiting EO data to develop pre-market services in renewable energy. EnviroInfo 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
2010	—	`conf`	A Markovian generalization of support vector machines for contextual supervised classification of hyperspectral images. WHISPERS Gabriele Moser, Sebastiano B. Serpico
2010	C	`conf`	Assimilation of SVM-based estimates of land surface temperature for the retrieval of surface energy balance components. IGARSS Giorgio Boni, Federica Martina, Gabriele Moser, Sebastiano B. Serpico
2010	C	`conf`	Contextual remote-sensing image classification by support vector machines and Markov random fields. IGARSS Gabriele Moser, Sebastiano B. Serpico
2010	C	`conf`	Crater detection based on marked point processes. IGARSS Giulia Troglio, Jón Atli Benediktsson, Gabriele Moser, Sebastiano B. Serpico
2010	—	`conf`	High resolution SAR-image classification by Markov random fields and finite mixtures. Computational Imaging Gabriele Moser, Vladimir A. Krylov, Sebastiano B. Serpico, Josiane Zerubia
2010	C	`conf`	Operational evaluation of damages in flooded areas combining Cosmo-Skymed and multispectral optical images. IGARSS Elena Angiati, Giorgio Boni, Laura Candela, Fabio Castelli, Silvana G. Dellepiane, Fabio Delogu, Fabio Pintus, Roberto Rudari, Sebastiano B. Serpico, Stefania Traverso, Cosimo Versace
2010	—	`conf`	Unsupervised Change-Detection in Retinal Images by a Multiple-Classifier Approach. MCS Giulia Troglio, Marina Alberti, Jón Atli Benediktsson, Gabriele Moser, Sebastiano B. Serpico, Einar Stefánsson
2010	C	`conf`	Unsupervised change detection with very high-resolution SAR images by multiscale analysis and Markov random fields. IGARSS Gabriele Moser, Sebastiano B. Serpico
2009	C	`conf`	A Contextual Multiscale Unsupervised Method for Change Detection with Multitemporal Remote-Sensing Images. ISDA Gabriele Moser, Elena Angiati, Sebastiano B. Serpico
2009	—	`conf`	An A-contrario Approach for Unsupervised Change Detection in Radar Images. IGARSS (4) Amandine Robin, Grégoire Mercier, Gabriele Moser, Sebastiano B. Serpico
2009	J	`jnl`	Automatic Parameter Optimization for Support Vector Regression for Land and Sea Surface Temperature Estimation From Remote Sensing Data. IEEE Trans. Geosci. Remote. Sens. Gabriele Moser, Sebastiano B. Serpico
2009	—	`conf`	Automatic Unsupervised Classification of Snow-covered Areas by Decision-tree Classification and Minimum-error Thresholding. IGARSS (2) Giorgia Macchiavello, Gabriele Moser, Giorgio Boni, Sebastiano B. Serpico
2009	—	`conf`	Dictionary-based probability density function estimation for high-resolution SAR data. Computational Imaging Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2009	—	`conf`	Edge-preserving Classification of High-resolution Remote-sensing Images by Markovian Data Fusion. IGARSS (4) Gabriele Moser, Sebastiano B. Serpico
2009	J	`jnl`	Modeling the Error Statistics in Support Vector Regression of Surface Temperature From Infrared Data. IEEE Geosci. Remote. Sens. Lett. Gabriele Moser, Sebastiano B. Serpico
2009	—	`conf`	The OPERA Project: EO-based Flood Risk Management in Italy. IGARSS (2) Giorgio Boni, Laura Candela, Fabio Castelli, Silvana G. Dellepiane, Monica Palandri, Davide Persi, Nazzareno Pierdicca, Roberto Rudari, Sebastiano B. Serpico, Franco Siccardi, Cosimo Versace
2009	J	`jnl`	Unsupervised Change Detection From Multichannel SAR Data by Markovian Data Fusion. IEEE Trans. Geosci. Remote. Sens. Gabriele Moser, Sebastiano B. Serpico
2008	—	`conf`	Classification of High-Resolution Images Based on MRF Fusion and Multiscale Segmentation. IGARSS (2) Gabriele Moser, Sebastiano B. Serpico
2008	J	`jnl`	Conditional Copulas for Change Detection in Heterogeneous Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. Grégoire Mercier, Gabriele Moser, Sebastiano B. Serpico
2008	—	`conf`	Modelling the Error Statistics in Support Vector Regression of Surface Temperature from Infrared Data. IGARSS (3) Gabriele Moser, Sebastiano B. Serpico
2008	—	`conf`	Region-Based Classification of Multisensor Optical-SAR Images. IGARSS (4) Raffaele Gaetano, Gabriele Moser, Giovanni Poggi, Giuseppe Scarpa, Sebastiano B. Serpico
2007	C	`conf`	A SVM ensemble approach for spectral-contextual classification of optical high spatial resolution imagery. IGARSS Maciel Zortea, Michaela De Martino, Sebastiano B. Serpico
2007	C	`conf`	Conditional copula for change detection on heterogeneous SAR data. IGARSS Grégoire Mercier, Gabriele Moser, Sebastiano B. Serpico
2007	J	`jnl`	Extraction of Spectral Channels From Hyperspectral Images for Classification Purposes. IEEE Trans. Geosci. Remote. Sens. Sebastiano B. Serpico, Gabriele Moser
2007	C	`conf`	High resolution COSMO/SkyMed SAR data analysis for civil protection from flooding events. IGARSS Giorgio Boni, Fabio Castelli, Luca Ferraris, Nazzareno Pierdicca, Sebastiano B. Serpico, Franco Siccardi
2007	C	`conf`	Multitemporal change detection by spectral and multivariate texture information. IGARSS Peijun Li, Tao Cheng, Gabriele Moser, Sebastiano B. Serpico, Defeng Ma
2007	J	`jnl`	Unsupervised Change Detection From Multichannel SAR Images. IEEE Geosci. Remote. Sens. Lett. Gabriele Moser, Sebastiano B. Serpico, Gianni Vernazza
2007	C	`conf`	Unsupervised change detection by multichannel SAR data fusion. IGARSS Gabriele Moser, Sebastiano B. Serpico
2006	J	`jnl`	Cell algorithms with data inflation for non-parametric classification. Pattern Recognit. Lett. Alessandro M. Palau, Farid Melgani, Sebastiano B. Serpico
2006	J	`jnl`	Dictionary-based stochastic expectation-maximization for SAR amplitude probability density function estimation. IEEE Trans. Geosci. Remote. Sens. Gabriele Moser, Josiane Zerubia, Sebastiano B. Serpico
2006	J	`jnl`	Generalized minimum-error thresholding for unsupervised change detection from SAR amplitude imagery. IEEE Trans. Geosci. Remote. Sens. Gabriele Moser, Sebastiano B. Serpico
2006	C	`conf`	Land Surface Temperature Estimation from Passive Satellite Images using Support Vector Machines. IGARSS Sebastiano B. Serpico, Michaela De Martino, Gabriele Moser, Maciel Zortea
2006	J	`jnl`	SAR amplitude probability density function estimation based on a generalized Gaussian model. IEEE Trans. Image Process. Gabriele Moser, Josiane Zerubia, Sebastiano B. Serpico
2006	J	`jnl`	Weight Parameter Optimization by the Ho-Kashyap Algorithm in MRF Models for Supervised Image Classification. IEEE Trans. Geosci. Remote. Sens. Sebastiano B. Serpico, Gabriele Moser
2005	C	`conf`	Forest mapping by partially surpervised classification applied to vegetation indexes. IGARSS Michaela De Martino, Sebastiano B. Serpico, Caterina Camurri
2005	J	`jnl`	Foreword to the Special Issue on Advances in Techniques for Analysis of Remotely Sensed Data. IEEE Trans. Geosci. Remote. Sens. John A. Richards, Melba M. Crawford, John P. Kerkes, Sebastiano B. Serpico, James C. Tilton
2005	C	`conf`	Generalized minimum-error thresholding for unsupervised change detection from SAR amplitude imagery. IGARSS Gabriele Moser, Sebastiano B. Serpico
2005	C	`conf`	MRF model parameter estimation for contextual supervised classification of remote-sensing images. IGARSS Gabriele Moser, Sebastiano B. Serpico, Federico Causa
2005	J	`jnl`	Partially Supervised classification of remote sensing images through SVM-based probability density estimation. IEEE Trans. Geosci. Remote. Sens. Paolo Mantero, Gabriele Moser, Sebastiano B. Serpico
2004	C	`conf`	Design of spectral channels for hyperspectral image classification. IGARSS Sebastiano B. Serpico, Massimo D'Inca, Gabriele Moser
2004	C	`conf`	Finite mixture models and stochastic expectation-maximization for SAR amplitude probability density function estimation based on a dictionary of parametric families. IGARSS Gabriele Moser, Josiane Zerubia, Sebastiano B. Serpico
2004	C	`conf`	Partially supervised classification of optical high spatial resolution images in urban environment using spectral and textural information. IGARSS Michaela De Martino, Giorgia Macchiavello, Sebastiano B. Serpico
2003	J	`jnl`	A Markov random field approach to spatio-temporal contextual image classification. IEEE Trans. Geosci. Remote. Sens. Farid Melgani, Sebastiano B. Serpico
2003	C	`conf`	Classification of optical high resolution images in urban environment using spectral and textural information. IGARSS Michaela De Martino, Federico Causa, Sebastiano B. Serpico
2003	J	`jnl`	Fusion of multitemporal contextual information by neural networks for multisensor remote sensing image classification. Integr. Comput. Aided Eng. Farid Melgani, Sebastiano B. Serpico, Gianni Vernazza
2003	C	`conf`	Partially supervised contextual classification of multitemporal remotely sensed images. IGARSS Michaela De Martino, Giorgia Macchiavello, Gabriele Moser, Sebastiano B. Serpico
2002	J	`jnl`	A statistical approach to the fusion of spectral and spatio-temporal contextual information for the classification of remote-sensing images. Pattern Recognit. Lett. Farid Melgani, Sebastiano B. Serpico
2002	J	`jnl`	Image fusion techniques for remote sensing applications. Inf. Fusion Giovanni Simone, Alfonso Farina, Francesco Carlo Morabito, Sebastiano B. Serpico, Lorenzo Bruzzone
2002	J	`jnl`	Multisource data classification with dependence trees. IEEE Trans. Geosci. Remote. Sens. Mihai Datcu, Farid Melgani, Andrea Piardi, Sebastiano B. Serpico
2001	J	`jnl`	A new search algorithm for feature selection in hyperspectral remote sensing images. IEEE Trans. Geosci. Remote. Sens. Sebastiano B. Serpico, Lorenzo Bruzzone
2001	J	`jnl`	Introduction to the special issue on analysis of hyperspectral image data. IEEE Trans. Geosci. Remote. Sens. David A. Landgrebe, Sebastiano B. Serpico, Melba M. Crawford, Vern Singhroy
1999	J	`jnl`	A neural-statistical approach to multitemporal and multisource remote-sensing image classification. IEEE Trans. Geosci. Remote. Sens. Lorenzo Bruzzone, Diego Fernández-Prieto, Sebastiano B. Serpico
1998	J	`jnl`	A parallel network of modified 1-NN and k-NN classifiers - Application to remote-sensing image classification. Pattern Recognit. Lett. Adam Józwik, Sebastiano B. Serpico, Fabio Roli
1998	J	`jnl`	A simple upper bound to the Bayes error probability for feature selection. Kybernetika Lorenzo Bruzzone, Sebastiano B. Serpico
1998	J	`jnl`	Structured neural networks for signal classification. Signal Process. Lorenzo Bruzzone, Fabio Roli, Sebastiano B. Serpico
1997	J	`jnl`	An iterative technique for the detection of land-cover transitions in multitemporal remote-sensing images. IEEE Trans. Geosci. Remote. Sens. Lorenzo Bruzzone, Sebastiano B. Serpico
1997	—	`conf`	Analysis and Segmentation of Remote Sensing Images for Land-Cover Mapping. ICIAP (2) Paul C. Smits, Sebastiano B. Serpico
1997	J	`jnl`	Classification of imbalanced remote-sensing data by neural networks. Pattern Recognit. Lett. Lorenzo Bruzzone, Sebastiano B. Serpico
1996	J	`jnl`	A hybrid system for two-dimensional image recognition. Proc. IEEE Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza
1996	J	`jnl`	An experimental comparison of neural and statistical non-parametric algorithms for supervised classification of remote-sensing images. Pattern Recognit. Lett. Sebastiano B. Serpico, Lorenzo Bruzzone, Fabio Roli
1996	B	`conf`	Classification of multisensor remote-sensing images by multiple structured neural networks. ICPR Fabio Roli, Sebastiano B. Serpico, Lorenzo Bruzzone
1996	—	`conf`	Classification of multispectral remote-sensing images by neural networks. EUSIPCO Fabio Roli, Sebastiano B. Serpico, Lorenzo Bruzzone, Gianni Vernazza
1995	J	`jnl`	An extension of the Jeffreys-Matusita distance to multiclass cases for feature selection. IEEE Trans. Geosci. Remote. Sens. Lorenzo Bruzzone, Fabio Roli, Sebastiano B. Serpico
1995	J	`jnl`	Classification of multisensor remote-sensing images by structured neural networks. IEEE Trans. Geosci. Remote. Sens. Sebastiano B. Serpico, Fabio Roli
1995	Misc	`conf`	Crack Detection by a Measure of Texture Anisotropy. ICIAP Lorenzo Bruzzone, Fabio Roli, Sebastiano B. Serpico
1995	J	`jnl`	Image Recognition by Integration of Connectionist and Symbolic Approaches. Int. J. Pattern Recognit. Artif. Intell. Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza
1994	J	`jnl`	Intelligent control of signal processing algorithms in communications. IEEE J. Sel. Areas Commun. Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza
1994	J	`jnl`	Supervised Learning of Descriptions for Image Recognition Purposes. IEEE Trans. Pattern Anal. Mach. Intell. Paolo Pellegretti, Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza
1992	Misc	`conf`	A technique for defining the architecture and weights of a neural image classifier. ICASSP R. Re, Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza
1992	—	`conf`	Automatic acquisition of visual models for image recognition. ICPR (1) O. Fichera, Paolo Pellegretti, Fabio Roli, Sebastiano B. Serpico
1991	J	`jnl`	A System for the Interpretation of 3-d Moving Scenes from 2-d Image Sequences. Int. J. Pattern Recognit. Artif. Intell. Angelo Milano, Federico Perotti, Sebastiano B. Serpico, Gianni Vernazza
1991	Misc	`conf`	Image classification by integration of neural networks and machine learning. ICASSP Sebastiano B. Serpico
1991	Misc	`conf`	Multisensor data fusion by a region-based approach. ICASSP A. Agostinelli, C. Dambra, Sebastiano B. Serpico, Gianni Vernazza
1989	—	`conf`	Detection of arcs in workpiece images. Recent Issues in Pattern Analysis and Recognition Angelo Milano, Federico Perotti, Sebastiano B. Serpico, Gianni Vernazza
1988	Misc	`conf`	A Vision System for the Interpretation of 3D Complex Moving Scenes. MVA Sebastiano B. Serpico, Gianni Vernazza
1988	B	`conf`	Analysis and classification of SAR images by a knowledge-based approach. ICPR Silvana G. Dellepiane, Sebastiano B. Serpico, Gianni Vernazza
1988	J	`jnl`	Extension of IBIS for 3D organ recognition in NMR multislices. Pattern Recognit. Lett. Silvana G. Dellepiane, Carlo S. Regazzoni, Sebastiano B. Serpico, Gianni Vernazza
1988	Misc	`conf`	Fractal dimension estimation by adaptive mask selection. ICASSP Fabio Arduini, C. Dambra, Silvana G. Dellepiane, Sebastiano B. Serpico, Gianni Vernazza, R. Viviani