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ORCIDSebastiano B. Serpico
Sebastiano Bruno Serpico
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- affiliation: University of Genoa, Italy
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2020 – today
- 2025
[j66]Ignacio Masari, Gabriele Moser, Sebastiano B. Serpico:
Manifold Learning and Deep Generative Networks for Heterogeneous Change Detection From Hyperspectral and Synthetic Aperture Radar Images. IEEE Geosci. Remote. Sens. Lett. 22: 1-5 (2025)- 2024
- [j65]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: 1-5 (2024) - [j64]Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia:
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. 62: 1-19 (2024) - [c107]Martina Pastorino, Gabriele Moser, Fabien Guerra, Sebastiano B. Serpico, Josiane Zerubia:
Probabilistic Fusion Framework Combining CNNs and Graphical Models for Multiresolution Satellite and UAV Image Classification. ICPR (2) 2024: 287-303 - [c106]Roozbeh Rajabi, Giovanni Besio, Giorgio Boni, Arianna Cauteruccio, Edoardo Cremonese, Ilaria Gnecco, Gabriele Moser, Sebastiano B. Serpico, Luca Trotter:
Remote Sensing Contributions to Water-Related Risk Management within "Return", the Italian National Program on Environmental Risks in the Next Generation EU Framework. IGARSS 2024: 3744-3748 - [c105]Martina Pastorino, Gabriele Moser, Fabien Guerra, Sebastiano B. Serpico, Josiane Zerubia:
A Multiresolution Fusion Framework based on Probabilistic Graphical Modeling for Burnt Zones Mapping from Satellite and UAV Imagery. IGARSS 2024: 7919-7923 - [c104]Ignacio Masari, Luca Maggiolo, Gabriele Moser, Sebastiano B. Serpico:
A Deep Learning Architecture for Unsupervised Feature Extraction from Multimission SAR Time Series. IGARSS 2024: 8383-8387 - 2023
- [c103]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: 1420-1423 - [c102]Ignacio Masari, Gabriele Moser, Sebastiano B. Serpico:
Heterogeneous Change Detection With Hyperspectral Prisma Data And Sar Cosmo-Skymed Imagery. IGARSS 2023: 1748-1751 - [c101]Ignacio Masari, Gabriele Moser, Sebastiano B. Serpico:
Contextual Classification of Polarimetric Sar Data Through a Complex-Valued Kernel and Global Energy Minimization. IGARSS 2023: 5954-5957 - [c100]Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia:
Learning CRF potentials through fully convolutional networks for satellite image semantic segmentation. SITIS 2023: 93-98 - 2022
- [j63]Luca Maggiolo, David Solarna, Gabriele Moser, Sebastiano Bruno Serpico:
Registration of Multisensor Images through a Conditional Generative Adversarial Network and a Correlation-Type Similarity Measure. Remote. Sens. 14(12): 2811 (2022) - [j62]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): 3370 (2022) - [j61]Luigi Tommaso Luppino, Michael Kampffmeyer, Filippo Maria Bianchi, Gabriele Moser, Sebastiano Bruno Serpico, Robert Jenssen, Stian Normann Anfinsen:
Deep Image Translation With an Affinity-Based Change Prior for Unsupervised Multimodal Change Detection. IEEE Trans. Geosci. Remote. Sens. 60: 1-22 (2022) - [j60]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: 1-15 (2022) - [j59]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: 1-16 (2022) - [c99]Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia:
Fully Convolutional and Feedforward Networks for The Semantic Segmentation of Remotely Sensed Images. ICIP 2022: 1876-1880 - [c98]David Solarna, Luca Maggiolo, Gabriele Moser, Sebastiano B. Serpico:
A Tiling-Based Strategy for Large-Scale Multisensor Optical-Sar Image Registration. IGARSS 2022: 127-130 - [c97]Mostaan Nabi, Luca Maggiolo, Gabriele Moser, Sebastiano B. Serpico:
A CNN-Transformer Knowledge Distillation for Remote Sensing Scene Classification. IGARSS 2022: 663-666 - [c96]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: 1047-1050 - [c95]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: 5508-5511 - 2021
- [j58]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): 849 (2021) - [j57]Andrea De Giorgi, David Solarna, Gabriele Moser, Deodato Tapete, Francesca Cigna, Giorgio Boni, Roberto Rudari, Sebastiano Bruno Serpico, Anna Rita Pisani, Antonio Montuori, Simona Zoffoli:
Monitoring the Recovery after 2016 Hurricane Matthew in Haiti via Markovian Multitemporal Region-Based Modeling. Remote. Sens. 13(17): 3509 (2021) - [c94]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: 1740-1744 - [c93]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: 2413-2416 - [c92]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: 3022-3025 - [c91]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: 8672-8675 - 2020
- [j56]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): 6039-6058 (2020) - [c90]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: 2089-2092 - [c89]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: 3892-3895 - [i3]Luigi Tommaso Luppino, Michael Kampffmeyer, Filippo Maria Bianchi, Gabriele Moser, Sebastiano Bruno Serpico, Robert Jenssen, Stian Normann Anfinsen:
Deep Image Translation with an Affinity-Based Change Prior for Unsupervised Multimodal Change Detection. CoRR abs/2001.04271 (2020)
2010 – 2019
- 2019
- [c88]Alessandro Montaldo, Luca Fronda, Ihsen Hedhli, Gabriele Moser, Sebastiano Bruno Serpico, Josiane Zerubia:
Causal Markov Mesh Hierarchical Modeling for the Contextual Classification of Multiresolution Satellite Images. ICIP 2019: 2716-2720 - [c87]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: 29-32 - [c86]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: 2810-2813 - [c85]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: 9357-9360 - 2018
- [j55]David Solarna, Gabriele Moser, Sebastiano B. Serpico:
A Markovian Approach to Unsupervised Change Detection with Multiresolution and Multimodality SAR Data. Remote. Sens. 10(11): 1671 (2018) - [c84]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: 1312-1315 - 2017
- [j54]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): 2448-2452 (2017) - [c83]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: 2329-2332 - [c82]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: 2337-2340 - [c81]Andrea Garzelli, Gabriele Moser, Sebastiano B. Serpico:
Robust change detection from COSMO-SkyMed and RADARSAT-2 multitemporal images. IGARSS 2017: 5252-5255 - [c80]Ihsen Hedhli, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia:
Multi-resolution classification of urban areas using hierarchical symmetric Markov mesh models. JURSE 2017: 1-4 - [c79]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: 1-4 - [c78]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: 181-192 - [i2]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 abs/1702.03176 (2017) - [i1]Josiane Zerubia, Sebastiano B. Serpico, Gabriele Moser:
Natural Disaster Monitoring: Multi-Source Image Analysis with Hierarchical Markov Models. ERCIM News 2017(108) (2017) - 2016
- [j53]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): 2101-2103 (2016) - [j52]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): 3953-3966 (2016) - [j51]Gabriele Moser, Andrea De Giorgi, Sebastiano Bruno Serpico:
Multiresolution Supervised Classification of Panchromatic and Multispectral Images by Markov Random Fields and Graph Cuts. IEEE Trans. Geosci. Remote. Sens. 54(9): 5054-5070 (2016) - [j50]Ihsen Hedhli, Gabriele Moser, Josiane Zerubia, Sebastiano Bruno Serpico:
A New Cascade Model for the Hierarchical Joint Classification of Multitemporal and Multiresolution Remote Sensing Data. IEEE Trans. Geosci. Remote. Sens. 54(11): 6333-6348 (2016) - [j49]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): 4704-4718 (2016) - [c77]Ihsen Hedhli, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia:
Contextual multi-scale image classification on quadtree. ICIP 2016: 1349-1353 - [c76]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: 937-940 - [c75]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: 1796-1799 - [c74]Fabrizio Crismer, Gabriele Moser, Vladimir A. Krylov, Sebastiano B. Serpico:
Unsupervised change detection on synthetic aperture radar images with generalized gamma distribution. IGARSS 2016: 3350-3353 - [p1]Gabriele Moser, Paola Costamagna, Andrea De Giorgi, Lissy Pellaco, Andrea Trucco, Sebastiano B. Serpico:
Kernel-based Learning for Fault Detection and identification in fuel cell Systems. Handbook of Pattern Recognition and Computer Vision 2016: 455-472 - 2015
- [j48]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): 332-349 (2015) - [c73]Ihsen Hedhli, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia:
New hierarchical joint classification method for SAR-optical multiresolution remote sensing data. EUSIPCO 2015: 759-763 - [c72]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: 1543-1546 - [c71]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: 2346-2349 - [c70]Bo Hu, Gabriele Moser, Sebastiano B. Serpico, Peijun Li:
An active learning heuristic using spectral and spatial information for MRF-based classification. IGARSS 2015: 4356-4359 - [c69]Gabriele Moser, Vladimir A. Krylov, Michaela De Martino, Sebastiano B. Serpico:
The URBIS project: Vacant urban area classification and detection of changes. JURSE 2015: 1-4 - 2014
- [j47]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): 3346-3358 (2014) - [c68]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: 5247-5251 - [c67]Ihsen Hedhli, Gabriele Moser, Josiane Zerubia, Sebastiano Bruno Serpico:
Fusion of multitemporal and multiresolution remote sensing data and application to natural disasters. IGARSS 2014: 207-210 - [c66]Gabriele Moser, Sebastiano Bruno Serpico:
Kernel-based classification in complex-valued feature spaces for polarimetric SAR data. IGARSS 2014: 1257-1260 - [c65]Andrea De Giorgi, Gabriele Moser, Sebastiano Bruno Serpico:
Contextual remote-sensing image classification through support vector machines, Markov random fields and graph cuts. IGARSS 2014: 3722-3725 - [c64]Michaela De Martino, Silvana G. Dellepiane, Laura Gemme, Gabriele Moser, Sebastiano Bruno Serpico, Matteo Toma, Cristiana Degano, Aldo Loiaconi, Ilaria Mainenti, Luis Alberto Cusati, Andrea Pedroncini:
The SEAGOSS project: Monitoring coastal seawater in Italy by remote sensing data. IGARSS 2014: 4454-4457 - [c63]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: 4946-4949 - [c62]Andrea Scarsi, William J. Emery, Gabriele Moser, Fabio Pacifici, Sebastiano Bruno Serpico:
An automated flood detection framework for very high spatial resolution imagery. IGARSS 2014: 4954-4957 - 2013
- [j46]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): 96-100 (2013) - [j45]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): 631-651 (2013) - [j44]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): 2442-2453 (2013) - [j43]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): 2734-2752 (2013) - [j42]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): 3791-3806 (2013) - [c61]Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia:
False discovery rate approach to image change detection. ICIP 2013: 3820-3824 - [c60]Gabriele Moser, Sebastiano B. Serpico, Gianni Vernazza:
Multiresolution SAR data fusion for unsupervised change detection. IGARSS 2013: 1234-1237 - [c59]Gabriele Moser, Michaela De Martino, Sebastiano B. Serpico:
A multiscale contextual approach to change detection in multisensor VHR remote sensing images. IGARSS 2013: 3435-3438 - 2012
- [j41]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): 95-99 (2012) - [j40]Kun-Shan Chen, Sebastiano B. Serpico, James A. Smith:
Remote Sensing of Natural Disasters. Proc. IEEE 100(10): 2794-2797 (2012) - [j39]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): 2946-2970 (2012) - [c58]Aurélie Voisin, Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia:
Multichannel hierarchical image classification using multivariate copulas. Computational Imaging 2012: 82960K - [c57]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: 2511-2515 - [c56]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: 2093-2096 - [c55]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 - [c54]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: 5506-5509 - [c53]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: 235-242 - [c52]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: 275-282 - 2011
- [j38]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): 554-566 (2011) - [j37]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): 148-152 (2011) - [j36]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): 725-729 (2011) - [c51]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: 549-556 - [c50]Gabriele Moser, Sebastiano B. Serpico:
Joint classification of panchromatic and multispectral images by multiresolution fusion through Markov random fields and graph cuts. DSP 2011: 1-8 - [c49]Gabriele Moser, Sebastiano B. Serpico:
Multitemporal region-based classification of high-resolution images by Markov random fields and multiscale segmentation. IGARSS 2011: 102-105 - [c48]Gabriele Moser, Sebastiano B. Serpico:
Contextual high-resolution image classification by Markovian data fusion, adaptive texture extraction, and multiscale segmentation. IGARSS 2011: 1155-1158 - [c47]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 - 2010
- [c46]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 - [c45]Giulia Troglio, Jón Atli Benediktsson, Gabriele Moser, Sebastiano B. Serpico:
Crater detection based on marked point processes. IGARSS 2010: 1378-1381 - [c44]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 - [c43]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 - [c42]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 - [c41]Gabriele Moser, Sebastiano B. Serpico:
Contextual remote-sensing image classification by support vector machines and Markov random fields. IGARSS 2010: 3728-3731 - [c40]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: 94-103 - [c39]Gabriele Moser, Sebastiano B. Serpico:
A Markovian generalization of support vector machines for contextual supervised classification of hyperspectral images. WHISPERS 2010: 1-4
2000 – 2009
- 2009
- [j35]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): 448-452 (2009) - [j34]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): 909-921 (2009) - [j33]Gabriele Moser, Sebastiano B. Serpico:
Unsupervised Change Detection From Multichannel SAR Data by Markovian Data Fusion. IEEE Trans. Geosci. Remote. Sens. 47(7-2): 2114-2128 (2009) - [c38]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 - [c37]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 - [c36]Gabriele Moser, Sebastiano B. Serpico:
Edge-preserving Classification of High-resolution Remote-sensing Images by Markovian Data Fusion. IGARSS (4) 2009: 765-768 - [c35]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 - [c34]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 - [c33]Gabriele Moser, Elena Angiati, Sebastiano B. Serpico:
A Contextual Multiscale Unsupervised Method for Change Detection with Multitemporal Remote-Sensing Images. ISDA 2009: 572-577 - 2008
- [j32]Grégoire Mercier, Gabriele Moser, Sebastiano B. Serpico:
Conditional Copulas for Change Detection in Heterogeneous Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. 46(5): 1428-1441 (2008) - [c32]Raffaele Gaetano, Gabriele Moser, Giovanni Poggi, Giuseppe Scarpa, Sebastiano B. Serpico:
Region-Based Classification of Multisensor Optical-SAR Images. IGARSS (4) 2008: 81-84 - [c31]Gabriele Moser, Sebastiano B. Serpico:
Classification of High-Resolution Images Based on MRF Fusion and Multiscale Segmentation. IGARSS (2) 2008: 277-280 - [c30]Gabriele Moser, Sebastiano B. Serpico:
Modelling the Error Statistics in Support Vector Regression of Surface Temperature from Infrared Data. IGARSS (3) 2008: 1115-1118 - 2007
- [j31]Gabriele Moser, Sebastiano B. Serpico, Gianni Vernazza:
Unsupervised Change Detection From Multichannel SAR Images. IEEE Geosci. Remote. Sens. Lett. 4(2): 278-282 (2007) - [j30]Sebastiano B. Serpico, Gabriele Moser:
Extraction of Spectral Channels From Hyperspectral Images for Classification Purposes. IEEE Trans. Geosci. Remote. Sens. 45(2): 484-495 (2007) - [c29]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 - [c28]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 - [c27]Peijun Li, Tao Cheng, Gabriele Moser, Sebastiano B. Serpico, Defeng Ma:
Multitemporal change detection by spectral and multivariate texture information. IGARSS 2007: 1922-1925 - [c26]Grégoire Mercier, Gabriele Moser, Sebastiano B. Serpico:
Conditional copula for change detection on heterogeneous SAR data. IGARSS 2007: 2394-2397 - [c25]Gabriele Moser, Sebastiano B. Serpico:
Unsupervised change detection by multichannel SAR data fusion. IGARSS 2007: 4854-4857 - 2006
- [j29]Alessandro M. Palau, Farid Melgani, Sebastiano B. Serpico:
Cell algorithms with data inflation for non-parametric classification. Pattern Recognit. Lett. 27(7): 781-790 (2006) - [j28]Gabriele Moser, Josiane Zerubia, Sebastiano B. Serpico:
Dictionary-based stochastic expectation-maximization for SAR amplitude probability density function estimation. IEEE Trans. Geosci. Remote. Sens. 44(1): 188-200 (2006) - [j27]Gabriele Moser, Sebastiano B. Serpico:
Generalized minimum-error thresholding for unsupervised change detection from SAR amplitude imagery. IEEE Trans. Geosci. Remote. Sens. 44(10-2): 2972-2982 (2006) - [j26]Sebastiano B. Serpico, Gabriele Moser:
Weight Parameter Optimization by the Ho-Kashyap Algorithm in MRF Models for Supervised Image Classification. IEEE Trans. Geosci. Remote. Sens. 44(12): 3695-3705 (2006) - [j25]Gabriele Moser, Josiane Zerubia, Sebastiano B. Serpico:
SAR amplitude probability density function estimation based on a generalized Gaussian model. IEEE Trans. Image Process. 15(6): 1429-1442 (2006) - [c24]Sebastiano B. Serpico, Michaela De Martino, Gabriele Moser, Maciel Zortea:
Land Surface Temperature Estimation from Passive Satellite Images using Support Vector Machines. IGARSS 2006: 2109-2112 - [c23]Federico Causa, Gabriele Moser, Sebastiano Bruno Serpico:
A Spatio-spectral Data Fusion Method for the Detection of Urban Areas in optical High Resolution Images by a Novel MRF Model. IGARSS 2006: 2502-2505 - 2005
- [j24]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 Trans. Geosci. Remote. Sens. 43(3): 411-413 (2005) - [j23]Paolo Mantero, Gabriele Moser, Sebastiano B. Serpico:
Partially Supervised classification of remote sensing images through SVM-based probability density estimation. IEEE Trans. Geosci. Remote. Sens. 43(3): 559-570 (2005) - [c22]Gabriele Moser, Sebastiano B. Serpico, Federico Causa:
MRF model parameter estimation for contextual supervised classification of remote-sensing images. IGARSS 2005: 4 - [c21]Gabriele Moser, Sebastiano B. Serpico:
Generalized minimum-error thresholding for unsupervised change detection from SAR amplitude imagery. IGARSS 2005: 2121-2124 - [c20]Michaela De Martino, Sebastiano B. Serpico, Caterina Camurri:
Forest mapping by partially surpervised classification applied to vegetation indexes. IGARSS 2005: 3128-3131 - 2004
- [c19]Michaela De Martino, Giorgia Macchiavello, Sebastiano B. Serpico:
Partially supervised classification of optical high spatial resolution images in urban environment using spectral and textural information. IGARSS 2004 - [c18]Sebastiano B. Serpico, Massimo D'Inca, Gabriele Moser:
Design of spectral channels for hyperspectral image classification. IGARSS 2004: 956-959 - [c17]Gabriele Moser, Josiane Zerubia, Sebastiano B. Serpico:
Finite mixture models and stochastic expectation-maximization for SAR amplitude probability density function estimation based on a dictionary of parametric families. IGARSS 2004: 1510-1513 - 2003
- [j22]Farid Melgani, Sebastiano B. Serpico, Gianni Vernazza:
Fusion of multitemporal contextual information by neural networks for multisensor remote sensing image classification. Integr. Comput. Aided Eng. 10(1): 81-90 (2003) - [j21]Farid Melgani, Sebastiano B. Serpico:
A Markov random field approach to spatio-temporal contextual image classification. IEEE Trans. Geosci. Remote. Sens. 41(11): 2478-2487 (2003) - [c16]Michaela De Martino, Federico Causa, Sebastiano B. Serpico:
Classification of optical high resolution images in urban environment using spectral and textural information. IGARSS 2003: 467-469 - [c15]Michaela De Martino, Giorgia Macchiavello, Gabriele Moser, Sebastiano B. Serpico:
Partially supervised contextual classification of multitemporal remotely sensed images. IGARSS 2003: 1377-1379 - 2002
- [j20]Giovanni Simone, Alfonso Farina, Francesco Carlo Morabito, Sebastiano B. Serpico, Lorenzo Bruzzone:
Image fusion techniques for remote sensing applications. Inf. Fusion 3(1): 3-15 (2002) - [j19]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 Recognit. Lett. 23(9): 1053-1061 (2002) - [j18]Mihai Datcu, Farid Melgani, Andrea Piardi, Sebastiano B. Serpico:
Multisource data classification with dependence trees. IEEE Trans. Geosci. Remote. Sens. 40(3): 609-617 (2002) - [c14]Gabriele Moser, Farid Melgani, Sebastiano Bruno Serpico, A. Caruso:
Partially supervised detection of changes from remote sensing images. IGARSS 2002: 299-301 - [c13]Alicia Guerrero-Curieses, Alessandro Biasiotto, Sebastiano Bruno Serpico, Gabriele Moser:
Supervised classification of remote sensing images with unknown classes. IGARSS 2002: 3486-3488 - 2001
- [j17]David A. Landgrebe, Sebastiano B. Serpico, Melba M. Crawford, Vern Singhroy:
Introduction to the special issue on analysis of hyperspectral image data. IEEE Trans. Geosci. Remote. Sens. 39(7): 1343-1345 (2001) - [j16]Sebastiano B. Serpico, Lorenzo Bruzzone:
A new search algorithm for feature selection in hyperspectral remote sensing images. IEEE Trans. Geosci. Remote. Sens. 39(7): 1360-1367 (2001)
1990 – 1999
- 1999
- [j15]Lorenzo Bruzzone, Diego Fernández-Prieto, Sebastiano B. Serpico:
A neural-statistical approach to multitemporal and multisource remote-sensing image classification. IEEE Trans. Geosci. Remote. Sens. 37(3): 1350-1359 (1999) - 1998
- [j14]Lorenzo Bruzzone, Sebastiano B. Serpico:
A simple upper bound to the Bayes error probability for feature selection. Kybernetika 34(4): 387-392 (1998) - [j13]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 Recognit. Lett. 19(1): 57-62 (1998) - [j12]Lorenzo Bruzzone, Fabio Roli, Sebastiano B. Serpico:
Structured neural networks for signal classification. Signal Process. 64(3): 271-290 (1998) - 1997
- [j11]Lorenzo Bruzzone, Sebastiano B. Serpico:
Classification of imbalanced remote-sensing data by neural networks. Pattern Recognit. Lett. 18(11-13): 1323-1328 (1997) - [j10]Lorenzo Bruzzone, Sebastiano B. Serpico:
An iterative technique for the detection of land-cover transitions in multitemporal remote-sensing images. IEEE Trans. Geosci. Remote. Sens. 35(4): 858-867 (1997) - [c12]Paul C. Smits, Sebastiano B. Serpico:
Analysis and Segmentation of Remote Sensing Images for Land-Cover Mapping. ICIAP (2) 1997: 743-748 - 1996
- [j9]Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza:
A hybrid system for two-dimensional image recognition. Proc. IEEE 84(11): 1659-1681 (1996) - [j8]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 Recognit. Lett. 17(13): 1331-1341 (1996) - [c11]Fabio Roli, Sebastiano B. Serpico, Lorenzo Bruzzone, Gianni Vernazza:
Classification of multispectral remote-sensing images by neural networks. EUSIPCO 1996: 1-4 - [c10]Fabio Roli, Sebastiano B. Serpico, Lorenzo Bruzzone:
Classification of multisensor remote-sensing images by multiple structured neural networks. ICPR 1996: 180-184 - 1995
- [j7]Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza:
Image Recognition by Integration of Connectionist and Symbolic Approaches. Int. J. Pattern Recognit. Artif. Intell. 9(3): 485-515 (1995) - [j6]Sebastiano B. Serpico, Fabio Roli:
Classification of multisensor remote-sensing images by structured neural networks. IEEE Trans. Geosci. Remote. Sens. 33(3): 562-578 (1995) - [j5]Lorenzo Bruzzone, Fabio Roli, Sebastiano B. Serpico:
An extension of the Jeffreys-Matusita distance to multiclass cases for feature selection. IEEE Trans. Geosci. Remote. Sens. 33(6): 1318-1321 (1995) - [c9]Lorenzo Bruzzone, Fabio Roli, Sebastiano B. Serpico:
Crack Detection by a Measure of Texture Anisotropy. ICIAP 1995: 743-747 - 1994
- [j4]Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza:
Intelligent control of signal processing algorithms in communications. IEEE J. Sel. Areas Commun. 12(9): 1553-1565 (1994) - [j3]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) - 1992
- [c8]R. Re, Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza:
A technique for defining the architecture and weights of a neural image classifier. ICASSP 1992: 401-404 - [c7]O. Fichera, Paolo Pellegretti, Fabio Roli, Sebastiano B. Serpico:
Automatic acquisition of visual models for image recognition. ICPR (1) 1992: 95-98 - 1991
- [j2]Angelo Milano, Federico Perotti, Sebastiano B. Serpico, Gianni Vernazza:
A System for the Interpretation of 3-d Moving Scenes from 2-d Image Sequences. Int. J. Pattern Recognit. Artif. Intell. 5(5): 765-796 (1991) - [c6]Sebastiano B. Serpico:
Image classification by integration of neural networks and machine learning. ICASSP 1991: 2401-2404 - [c5]A. Agostinelli, C. Dambra, Sebastiano B. Serpico, Gianni Vernazza:
Multisensor data fusion by a region-based approach. ICASSP 1991: 2617-2620
1980 – 1989
- 1989
- [c4]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 - 1988
- [j1]Silvana G. Dellepiane, Carlo S. Regazzoni, Sebastiano B. Serpico, Gianni Vernazza:
Extension of IBIS for 3D organ recognition in NMR multislices. Pattern Recognit. Lett. 8(2): 65-72 (1988) - [c3]Fabio Arduini, C. Dambra, Silvana G. Dellepiane, Sebastiano B. Serpico, Gianni Vernazza, R. Viviani:
Fractal dimension estimation by adaptive mask selection. ICASSP 1988: 1116-1119 - [c2]Silvana G. Dellepiane, Sebastiano B. Serpico, Gianni Vernazza:
Analysis and classification of SAR images by a knowledge-based approach. ICPR 1988: 1207-1209 - [c1]Sebastiano B. Serpico, Gianni Vernazza:
A Vision System for the Interpretation of 3D Complex Moving Scenes. MVA 1988: 262-265
Coauthor Index
[j66] [j65] [j64] [c107] [c106] [c105] [c104] [c103] [c102] [c101] [c100] [j63] [j62] [j61] [j60] [j59] [c99] [c98] [c97] [c96] [c95] [j58] [j57] [c94] [c93] [c92] [c91] [j56] [c90] [c89] [i3] [c88] [c87] [c86] [c85] [j55] [c84] [j54] [c83] [c82] [c81] [c80] [c79] [c78] [i2] [i1] [j52] [j51] [j50] [j49] [c77] [c76] [c75] [c74] [p1] [j48] [c73] [c72] [c71] [c70] [c69] [j47] [c68] [c67] [c66] [c65] [c64] [c63] [c62] [j46] [j45] [j44] [j43] [j42] [c61] [c60] [c59] [j41] [j39] [c58] [c57] [c56] [c55] [c54] [c53] [c52] [j38] [j37] [j36] [c50] [c49] [c48] [c47] [c46] [c45] [c43] [c42] [c41] [c40] [c39] [j35] [j34] [j33] [c38] [c37] [c36] [c34] [c33] [j32] [c32] [c31] [c30] [j31] [j30] [c27] [c26] [c25] [j28] [j27] [j26] [j25] [c24] [c23] [j23] [c22] [c21] [c18] [c17] [c15] [c14] [c13]
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