Sebastiano B. Serpico

Gabriele Moser, Sebastiano B. Serpico, Jon Atli Benediktsson: Land-Cover Mapping by Markov Modeling of Spatial-Contextual Information in Very-High-Resolution Remote Sensing Images. Proceedings of the IEEE 101(3): 631-651 (2013)

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 T. Geoscience and Remote Sensing 51(4-2): 2442-2453 (2013)

Gabriele Moser, Sebastiano B. Serpico: Combining Support Vector Machines and Markov Random Fields in an Integrated Framework for Contextual Image Classification. IEEE T. Geoscience and Remote Sensing 51(5-1): 2734-2752 (2013)

Giulia Troglio, Jacqueline Le Moigne, Jon Atli Benediktsson, Gabriele Moser, Sebastiano B. Serpico: Automatic Extraction of Ellipsoidal Features for Planetary Image Registration. IEEE Geosci. Remote Sensing Lett. 9(1): 95-99 (2012)

Kun-Shan Chen, Sebastiano B. Serpico, James A. Smith: Remote Sensing of Natural Disasters. Proceedings of the IEEE 100(10): 2794-2797 (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. Proceedings of the IEEE 100(10): 2946-2970 (2012)

Vladimir A. Krylov, Gabriele Moser, Aurelie Voisin, Sebastiano B. Serpico, Josiane Zerubia: Change detection with synthetic aperture radar images by Wilcoxon statistic likelihood ratio test. ICIP 2012: 2093-2096

Gabriele Moser, Sebastiano B. Serpico: Unsupervised change detection with high-resolution SAR images by edge-preserving Markov random fields and graph-cuts. IGARSS 2012: 1984-1987

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, Aurelie Voisin, Claudia Zoppetti: Development and validation of multitemporal image analysis methodologies for multirisk monitoring of critical structures and infrastructures. IGARSS 2012: 5506-5509

Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia: Supervised High-Resolution Dual-Polarization SAR Image Classification by Finite Mixtures and Copulas. J. Sel. Topics Signal Processing 5(3): 554-566 (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 Sensing Lett. 8(1): 148-152 (2011)

Gabriele Moser, Elena Angiati, Sebastiano B. Serpico: Multiscale Unsupervised Change Detection on Optical Images by Markov Random Fields and Wavelets. IEEE Geosci. Remote Sensing Lett. 8(4): 725-729 (2011)

Gabriele Moser, Sebastiano B. Serpico: Multitemporal region-based classification of high-resolution images by Markov random fields and multiscale segmentation. IGARSS 2011: 102-105

Gabriele Moser, Sebastiano B. Serpico: Contextual high-resolution image classification by Markovian data fusion, adaptive texture extraction, and multiscale segmentation. IGARSS 2011: 1155-1158

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: 1357-1360

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: 753308

Giulia Troglio, Jon Atli Benediktsson, Gabriele Moser, Sebastiano B. Serpico: Crater detection based on marked point processes. IGARSS 2010: 1378-1381

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: 2414-2417

Gabriele Moser, Sebastiano B. Serpico: Unsupervised change detection with very high-resolution SAR images by multiscale analysis and Markov random fields. IGARSS 2010: 3082-3085

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: 3668-3671

Gabriele Moser, Sebastiano B. Serpico: Contextual remote-sensing image classification by support vector machines and Markov random fields. IGARSS 2010: 3728-3731

Giulia Troglio, Marina Alberti, Jon Atli Benediktsson, Gabriele Moser, Sebastiano B. Serpico, Einar Stefánsson: Unsupervised Change-Detection in Retinal Images by a Multiple-Classifier Approach. MCS 2010: 94-103

Gabriele Moser, Sebastiano B. Serpico: Automatic Parameter Optimization for Support Vector Regression for Land and Sea Surface Temperature Estimation From Remote Sensing Data. IEEE T. Geoscience and Remote Sensing 47(3): 909-921 (2009)

Gabriele Moser, Sebastiano B. Serpico: Unsupervised Change Detection From Multichannel SAR Data by Markovian Data Fusion. IEEE T. Geoscience and Remote Sensing 47(7-2): 2114-2128 (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: 72460

Amandine Robin, Grégoire Mercier, Gabriele Moser, Sebastiano B. Serpico: An A-contrario Approach for Unsupervised Change Detection in Radar Images. IGARSS (4) 2009: 240-243

Gabriele Moser, Sebastiano B. Serpico: Edge-preserving Classification of High-resolution Remote-sensing Images by Markovian Data Fusion. IGARSS (4) 2009: 765-768

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: 929-932

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: 1000-1003

Gabriele Moser, Elena Angiati, Sebastiano B. Serpico: A Contextual Multiscale Unsupervised Method for Change Detection with Multitemporal Remote-Sensing Images. ISDA 2009: 572-577

Grégoire Mercier, Gabriele Moser, Sebastiano B. Serpico: Conditional Copulas for Change Detection in Heterogeneous Remote Sensing Images. IEEE T. Geoscience and Remote Sensing 46(5): 1428-1441 (2008)

Raffaele Gaetano, Gabriele Moser, Giovanni Poggi, Giuseppe Scarpa, Sebastiano B. Serpico: Region-Based Classification of Multisensor Optical-SAR Images. IGARSS (4) 2008: 81-84

Gabriele Moser, Sebastiano B. Serpico: Classification of High-Resolution Images Based on MRF Fusion and Multiscale Segmentation. IGARSS (2) 2008: 277-280

Gabriele Moser, Sebastiano B. Serpico: Modelling the Error Statistics in Support Vector Regression of Surface Temperature from Infrared Data. IGARSS (3) 2008: 1115-1118

Sebastiano B. Serpico, Gabriele Moser: Extraction of Spectral Channels From Hyperspectral Images for Classification Purposes. IEEE T. Geoscience and Remote Sensing 45(2): 484-495 (2007)

Giorgio Boni, Fabio Castelli, Luca Ferraris, Nazzareno Pierdicca, Sebastiano B. Serpico, Franco Siccardi: High resolution COSMO/SkyMed SAR data analysis for civil protection from flooding events. IGARSS 2007: 6-9

Maciel Zortea, Michaela De Martino, Sebastiano B. Serpico: A SVM ensemble approach for spectral-contextual classification of optical high spatial resolution imagery. IGARSS 2007: 1489-1492

Peijun Li, Tao Cheng, Gabriele Moser, Sebastiano B. Serpico, Defeng Ma: Multitemporal change detection by spectral and multivariate texture information. IGARSS 2007: 1922-1925

Grégoire Mercier, Gabriele Moser, Sebastiano B. Serpico: Conditional copula for change detection on heterogeneous SAR data. IGARSS 2007: 2394-2397

Gabriele Moser, Sebastiano B. Serpico: Unsupervised change detection by multichannel SAR data fusion. IGARSS 2007: 4854-4857

Alessandro Palau, Farid Melgani, Sebastiano B. Serpico: Cell algorithms with data inflation for non-parametric classification. Pattern Recognition Letters 27(7): 781-790 (2006)

Gabriele Moser, Josiane Zerubia, Sebastiano B. Serpico: Dictionary-based stochastic expectation-maximization for SAR amplitude probability density function estimation. IEEE T. Geoscience and Remote Sensing 44(1): 188-200 (2006)

Gabriele Moser, Sebastiano B. Serpico: Generalized minimum-error thresholding for unsupervised change detection from SAR amplitude imagery. IEEE T. Geoscience and Remote Sensing 44(10-2): 2972-2982 (2006)

Sebastiano B. Serpico, Gabriele Moser: Weight Parameter Optimization by the Ho-Kashyap Algorithm in MRF Models for Supervised Image Classification. IEEE T. Geoscience and Remote Sensing 44(12): 3695-3705 (2006)

Gabriele Moser, Josiane Zerubia, Sebastiano B. Serpico: SAR amplitude probability density function estimation based on a generalized Gaussian model. IEEE Transactions on Image Processing 15(6): 1429-1442 (2006)

John A. Richards, Melba M. Crawford, John P. Kerkes, Sebastiano B. Serpico, James C. Tilton: Foreword to the Special Issue on Advances in Techniques for Analysis of Remotely Sensed Data. IEEE T. Geoscience and Remote Sensing 43(3): 411-413 (2005)

Paolo Mantero, Gabriele Moser, Sebastiano B. Serpico: Partially Supervised classification of remote sensing images through SVM-based probability density estimation. IEEE T. Geoscience and Remote Sensing 43(3): 559-570 (2005)

Gabriele Moser, Sebastiano B. Serpico, Federico Causa: MRF model parameter estimation for contextual supervised classification of remote-sensing images. IGARSS 2005: 4

Gabriele Moser, Sebastiano B. Serpico: Generalized minimum-error thresholding for unsupervised change detection from SAR amplitude imagery. IGARSS 2005: 2121-2124

Michaela De Martino, Sebastiano B. Serpico, Caterina Camurri: Forest mapping by partially surpervised classification applied to vegetation indexes. IGARSS 2005: 3128-3131

Farid Melgani, Sebastiano B. Serpico: A Markov random field approach to spatio-temporal contextual image classification. IEEE T. Geoscience and Remote Sensing 41(11): 2478-2487 (2003)

Giovanni Simone, Alfonso Farina, Francesco Carlo Morabito, Sebastiano B. Serpico, Lorenzo Bruzzone: Image fusion techniques for remote sensing applications. Information Fusion 3(1): 3-15 (2002)

Farid Melgani, Sebastiano B. Serpico: A statistical approach to the fusion of spectral and spatio-temporal contextual information for the classification of remote-sensing images. Pattern Recognition Letters 23(9): 1053-1061 (2002)

Mihai Datcu, Farid Melgani, Andrea Piardi, Sebastiano B. Serpico: Multisource data classification with dependence trees. IEEE T. Geoscience and Remote Sensing 40(3): 609-617 (2002)

David A. Landgrebe, Sebastiano B. Serpico, Melba M. Crawford, Vern Singhroy: Introduction to the special issue on analysis of hyperspectral image data. IEEE T. Geoscience and Remote Sensing 39(7): 1343-1345 (2001)

Sebastiano B. Serpico, Lorenzo Bruzzone: A new search algorithm for feature selection in hyperspectral remote sensing images. IEEE T. Geoscience and Remote Sensing 39(7): 1360-1367 (2001)

Lorenzo Bruzzone, Diego Fernández-Prieto, Sebastiano B. Serpico: A neural-statistical approach to multitemporal and multisource remote-sensing image classification. IEEE T. Geoscience and Remote Sensing 37(3): 1350-1359 (1999)

Adam Józwik, Sebastiano B. Serpico, Fabio Roli: A parallel network of modified 1-NN and k-NN classifiers - Application to remote-sensing image classification. Pattern Recognition Letters 19(1): 57-62 (1998)

Lorenzo Bruzzone, Fabio Roli, Sebastiano B. Serpico: Structured neural networks for signal classification. Signal Processing 64(3): 271-290 (1998)

Lorenzo Bruzzone, Sebastiano B. Serpico: Classification of imbalanced remote-sensing data by neural networks. Pattern Recognition Letters 18(11-13): 1323-1328 (1997)

P. C. Smits, Sebastiano B. Serpico: Analysis and Segmentation of Remote Sensing Images for Land-Cover Mapping. ICIAP (2) 1997: 743-748

Sebastiano B. Serpico, Lorenzo Bruzzone, Fabio Roli: An experimental comparison of neural and statistical non-parametric algorithms for supervised classification of remote-sensing images. Pattern Recognition Letters 17(13): 1331-1341 (1996)

Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza: Image Recognition by Integration of Connectionist and Symbolic Approaches. IJPRAI 9(3): 485-515 (1995)

Lorenzo Bruzzone, Fabio Roli, Sebastiano B. Serpico: Crack Detection by a Measure of Texture Anisotropy. ICIAP 1995: 743-747

Paolo Pellegretti, Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza: Supervised Learning of Descriptions for Image Recognition Purposes. IEEE Trans. Pattern Anal. Mach. Intell. 16(1): 92-98 (1994)

Angelo Milano, Federico Perotti, Sebastiano B. Serpico, Gianni Vernazza: Detection of arcs in workpiece images. Recent Issues in Pattern Analysis and Recognition 1989: 324-337

Sebastiano B. Serpico, Gianni Vernazza: A Vision System for the Interpretation of 3D Complex Moving Scenes. MVA 1988: 262-265