Sebastiano B. Serpico
Orcid: 0000-0001-9858-7230Affiliations:
- University of Genoa, Italy
According to our database1,
Sebastiano B. Serpico
authored at least 167 papers
between 1988 and 2023.
Collaborative distances:
Collaborative distances:
Awards
IEEE Fellow
IEEE Fellow 2009, "For contributions to pattern recognition for remote sensing image analysis".
Timeline
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Online presence:
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Bibliography
2023
Learning CRF potentials through fully convolutional networks for satellite image semantic segmentation.
Proceedings of the 17th International Conference on Signal-Image Technology & Internet-Based Systems, 2023
Classification of Multimission SAR Images Based on Probabilistic Graphical Models and Convolutional Neural Networks.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
Contextual Classification of Polarimetric Sar Data Through a Complex-Valued Kernel and Global Energy Minimization.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
Heterogeneous Change Detection With Hyperspectral Prisma Data And Sar Cosmo-Skymed Imagery.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
2022
Semantic Segmentation of Remote-Sensing Images Through Fully Convolutional Neural Networks and Hierarchical Probabilistic Graphical Models.
IEEE Trans. Geosci. Remote. Sens., 2022
A Semisupervised CRF Model for CNN-Based Semantic Segmentation With Sparse Ground Truth.
IEEE Trans. Geosci. Remote. Sens., 2022
Deep Image Translation With an Affinity-Based Change Prior for Unsupervised Multimodal Change Detection.
IEEE Trans. Geosci. Remote. Sens., 2022
Multimodal Fusion of Mobility Demand Data and Remote Sensing Imagery for Urban Land-Use and Land-Cover Mapping.
Remote. Sens., 2022
Registration of Multisensor Images through a Conditional Generative Adversarial Network and a Correlation-Type Similarity Measure.
Remote. Sens., 2022
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022
Semantic Segmentation of SAR Images Through Fully Convolutional Networks and Hierarchical Probabilistic Graphical Models.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022
Optical-SAR Decision Fusion with Markov Random Fields for High-Resolution Large-Scale Land Cover Mapping.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022
Fully Convolutional and Feedforward Networks for The Semantic Segmentation of Remotely Sensed Images.
Proceedings of the 2022 IEEE International Conference on Image Processing, 2022
2021
Multisensor and Multiresolution Remote Sensing Image Classification through a Causal Hierarchical Markov Framework and Decision Tree Ensembles.
Remote. Sens., 2021
Monitoring the Recovery after 2016 Hurricane Matthew in Haiti via Markovian Multitemporal Region-Based Modeling.
Remote. Sens., 2021
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021
Semantic Segmentation of Remote Sensing Images Combining Hierarchical Probabilistic Graphical Models and Deep Convolutional Neural Networks.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021
Road Extraction and Road Width Estimation Via Fusion of Aerial Optical Imagery, Geospatial Data, and Street-Level Images.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021
Hierarchical Probabilistic Graphical Models and Deep Convolutional Neural Networks for Remote Sensing Image Classification.
Proceedings of the 29th European Signal Processing Conference, 2021
2020
Crater Detection and Registration of Planetary Images Through Marked Point Processes, Multiscale Decomposition, and Region-Based Analysis.
IEEE Trans. Geosci. Remote. Sens., 2020
Change Detection with Heterogeneous Remote Sensing Data: From Semi-Parametric Regression to Deep Learning.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020
Automatic Area-Based Registration of Optical and SAR Images Through Generative Adversarial Networks and a Correlation-Type Metric.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020
2019
Multiresolution and Multimodality Sar Data Fusion Based on Markov and Conditional Random Fields for Unsupervised Change Detection.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
Joint Classification of Multiresolution and Multisensor Data Using a Multiscale Markov Mesh Model.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
Recovery Monitoring in Haiti After Hurricane Matthew Through Markov Random Fields and A Region-Based Approach.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
Causal Markov Mesh Hierarchical Modeling for the Contextual Classification of Multiresolution Satellite Images.
Proceedings of the 2019 IEEE International Conference on Image Processing, 2019
2018
A Markovian Approach to Unsupervised Change Detection with Multiresolution and Multimodality SAR Data.
Remote. Sens., 2018
Very High Resolution Optical Image Classification Using Watershed Segmentation and a Region-Based Kernel.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
2017
Classification of Multisensor and Multiresolution Remote Sensing Images Through Hierarchical Markov Random Fields.
IEEE Geosci. Remote. Sens. Lett., 2017
Natural Disaster Monitoring: Multi-Source Image Analysis with Hierarchical Markov Models.
ERCIM News, 2017
Proceedings of the Image Analysis - 20th Scandinavian Conference, 2017
Proceedings of the Joint Urban Remote Sensing Event, 2017
Multi-resolution classification of urban areas using hierarchical symmetric Markov mesh models.
Proceedings of the Joint Urban Remote Sensing Event, 2017
Planetary crater detection and registration using marked point processes, multiple birth and death algorithms, and region-based analysis.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017
Planetary crater detection and registration using marked point processes, graph cut algorithms, and wavelet transforms.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017
2016
IEEE Trans. Image Process., 2016
Multiresolution Supervised Classification of Panchromatic and Multispectral Images by Markov Random Fields and Graph Cuts.
IEEE Trans. Geosci. Remote. Sens., 2016
A New Cascade Model for the Hierarchical Joint Classification of Multitemporal and Multiresolution Remote Sensing Data.
IEEE Trans. Geosci. Remote. Sens., 2016
IEEE Trans. Geosci. Remote. Sens., 2016
Foreword to the Special Issue on the 2015 IEEE International Geoscience and Remote Sensing Symposium.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2016
Large urban zone classification on SPOT-5 imagery with convolutional neural networks.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016
Unsupervised change detection on synthetic aperture radar images with generalized gamma distribution.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016
Supervised classification of thermal infrared hyperspectral images through Bayesian, Markovian, and region-based approaches.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016
Proceedings of the Handbook of Pattern Recognition and Computer Vision, 5th Ed., 2016
2015
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., 2015
Proceedings of the Joint Urban Remote Sensing Event, 2015
An active learning heuristic using spectral and spatial information for MRF-based classification.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015
New cascade model for hierarchical joint classification of multisensor and multiresolution remote sensing data.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015
Parameter optimization for Markov random field models for remote sensing image classification through sequential minimal optimization.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015
New hierarchical joint classification method for SAR-optical multiresolution remote sensing data.
Proceedings of the 23rd European Signal Processing Conference, 2015
2014
Supervised Classification of Multisensor and Multiresolution Remote Sensing Images With a Hierarchical Copula-Based Approach.
IEEE Trans. Geosci. Remote. Sens., 2014
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014
Kernel-based classification in complex-valued feature spaces for polarimetric SAR data.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014
Air surface temperature estimation from satellite thermal infrared time series and pixelwise modeling of the estimation uncertainty through support vector machines.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014
Fusion of multitemporal and multiresolution remote sensing data and application to natural disasters.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014
Contextual remote-sensing image classification through support vector machines, Markov random fields and graph cuts.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014
New cascade model for hierarchical joint classification of multitemporal, multiresolution and multisensor remote sensing data.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014
2013
On the Method of Logarithmic Cumulants for Parametric Probability Density Function Estimation.
IEEE Trans. Image Process., 2013
Combining Support Vector Machines and Markov Random Fields in an Integrated Framework for Contextual Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2013
A Textural-Contextual Model for Unsupervised Segmentation of Multipolarization Synthetic Aperture Radar Images.
IEEE Trans. Geosci. Remote. Sens., 2013
Land-Cover Mapping by Markov Modeling of Spatial-Contextual Information in Very-High-Resolution Remote Sensing Images.
Proc. IEEE, 2013
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., 2013
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013
A multiscale contextual approach to change detection in multisensor VHR remote sensing images.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013
Proceedings of the IEEE International Conference on Image Processing, 2013
2012
Information Extraction From Remote Sensing Images for Flood Monitoring and Damage Evaluation.
Proc. IEEE, 2012
IEEE Geosci. Remote. Sens. Lett., 2012
Extracting information from remote sensing data for applications to flood monitoring and damage evaluation.
Proceedings of the Tyrrhenian Workshop on Advances in Radar and Remote Sensing, 2012
Markov random field models for supervised land cover classification from very high resolution multispectral remote sensing images.
Proceedings of the Tyrrhenian Workshop on Advances in Radar and Remote Sensing, 2012
Development and validation of multitemporal image analysis methodologies for multirisk monitoring of critical structures and infrastructures.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012
Unsupervised change detection with high-resolution SAR images by edge-preserving Markov random fields and graph-cuts.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012
Change detection with synthetic aperture radar images by Wilcoxon statistic likelihood ratio test.
Proceedings of the 19th IEEE International Conference on Image Processing, 2012
Classification of multi-sensor remote sensing images using an adaptive hierarchical Markovian model.
Proceedings of the 20th European Signal Processing Conference, 2012
Proceedings of the Computational Imaging X, 2012
2011
Multiscale Unsupervised Change Detection on Optical Images by Markov Random Fields and Wavelets.
IEEE Geosci. Remote. Sens. Lett., 2011
Enhanced Dictionary-Based SAR Amplitude Distribution Estimation and Its Validation With Very High-Resolution Data.
IEEE Geosci. Remote. Sens. Lett., 2011
Supervised High-Resolution Dual-Polarization SAR Image Classification by Finite Mixtures and Copulas.
IEEE J. Sel. Top. Signal Process., 2011
Contextual high-resolution image classification by Markovian data fusion, adaptive texture extraction, and multiscale segmentation.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011
Multitemporal region-based classification of high-resolution images by Markov random fields and multiscale segmentation.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011
Joint classification of panchromatic and multispectral images by multiresolution fusion through Markov random fields and graph cuts.
Proceedings of the 17th International Conference on Digital Signal Processing, 2011
The project ENDORSE: exploiting EO data to develop pre-market services in renewable energy.
Proceedings of the Innovations in Sharing Environmental Observations and Information: Proceedings of the 25th International Conference on Informatics for Environmental Protection, 2011
2010
A Markovian generalization of support vector machines for contextual supervised classification of hyperspectral images.
Proceedings of the 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2010
Proceedings of the Multiple Classifier Systems, 9th International Workshop, 2010
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010
Contextual remote-sensing image classification by support vector machines and Markov random fields.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010
Unsupervised change detection with very high-resolution SAR images by multiscale analysis and Markov random fields.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010
Assimilation of SVM-based estimates of land surface temperature for the retrieval of surface energy balance components.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010
Operational evaluation of damages in flooded areas combining Cosmo-Skymed and multispectral optical images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010
High resolution SAR-image classification by Markov random fields and finite mixtures.
Proceedings of the Computational Imaging VIII, 2010
2009
IEEE Trans. Geosci. Remote. Sens., 2009
Automatic Parameter Optimization for Support Vector Regression for Land and Sea Surface Temperature Estimation From Remote Sensing Data.
IEEE Trans. Geosci. Remote. Sens., 2009
Modeling the Error Statistics in Support Vector Regression of Surface Temperature From Infrared Data.
IEEE Geosci. Remote. Sens. Lett., 2009
A Contextual Multiscale Unsupervised Method for Change Detection with Multitemporal Remote-Sensing Images.
Proceedings of the Ninth International Conference on Intelligent Systems Design and Applications, 2009
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009
Edge-preserving Classification of High-resolution Remote-sensing Images by Markovian Data Fusion.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009
Automatic Unsupervised Classification of Snow-covered Areas by Decision-tree Classification and Minimum-error Thresholding.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009
Dictionary-based probability density function estimation for high-resolution SAR data.
Proceedings of the Computational Imaging VII, 2009
2008
IEEE Trans. Geosci. Remote. Sens., 2008
Classification of High-Resolution Images Based on MRF Fusion and Multiscale Segmentation.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008
Modelling the Error Statistics in Support Vector Regression of Surface Temperature from Infrared Data.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008
2007
Extraction of Spectral Channels From Hyperspectral Images for Classification Purposes.
IEEE Trans. Geosci. Remote. Sens., 2007
IEEE Geosci. Remote. Sens. Lett., 2007
A SVM ensemble approach for spectral-contextual classification of optical high spatial resolution imagery.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007
High resolution COSMO/SkyMed SAR data analysis for civil protection from flooding events.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007
2006
SAR amplitude probability density function estimation based on a generalized Gaussian model.
IEEE Trans. Image Process., 2006
Weight Parameter Optimization by the Ho-Kashyap Algorithm in MRF Models for Supervised Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2006
Dictionary-based stochastic expectation-maximization for SAR amplitude probability density function estimation.
IEEE Trans. Geosci. Remote. Sens., 2006
Generalized minimum-error thresholding for unsupervised change detection from SAR amplitude imagery.
IEEE Trans. Geosci. Remote. Sens., 2006
Pattern Recognit. Lett., 2006
Land Surface Temperature Estimation from Passive Satellite Images using Support Vector Machines.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006
A Spatio-spectral Data Fusion Method for the Detection of Urban Areas in optical High Resolution Images by a Novel MRF Model.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006
2005
Foreword to the Special Issue on Advances in Techniques for Analysis of Remotely Sensed Data.
IEEE Trans. Geosci. Remote. Sens., 2005
Partially Supervised classification of remote sensing images through SVM-based probability density estimation.
IEEE Trans. Geosci. Remote. Sens., 2005
MRF model parameter estimation for contextual supervised classification of remote-sensing images.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005
Forest mapping by partially surpervised classification applied to vegetation indexes.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005
2004
Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004
Finite mixture models and stochastic expectation-maximization for SAR amplitude probability density function estimation based on a dictionary of parametric families.
Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004
Partially supervised classification of optical high spatial resolution images in urban environment using spectral and textural information.
Proceedings of the 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004
2003
IEEE Trans. Geosci. Remote. Sens., 2003
Fusion of multitemporal contextual information by neural networks for multisensor remote sensing image classification.
Integr. Comput. Aided Eng., 2003
Partially supervised contextual classification of multitemporal remotely sensed images.
Proceedings of the 2003 IEEE International Geoscience and Remote Sensing Symposium, 2003
Classification of optical high resolution images in urban environment using spectral and textural information.
Proceedings of the 2003 IEEE International Geoscience and Remote Sensing Symposium, 2003
2002
IEEE Trans. Geosci. Remote. Sens., 2002
A statistical approach to the fusion of spectral and spatio-temporal contextual information for the classification of remote-sensing images.
Pattern Recognit. Lett., 2002
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2002
2001
IEEE Trans. Geosci. Remote. Sens., 2001
IEEE Trans. Geosci. Remote. Sens., 2001
1999
A neural-statistical approach to multitemporal and multisource remote-sensing image classification.
IEEE Trans. Geosci. Remote. Sens., 1999
1998
A parallel network of modified 1-NN and k-NN classifiers - Application to remote-sensing image classification.
Pattern Recognit. Lett., 1998
Kybernetika, 1998
1997
An iterative technique for the detection of land-cover transitions in multitemporal remote-sensing images.
IEEE Trans. Geosci. Remote. Sens., 1997
Pattern Recognit. Lett., 1997
Proceedings of the Image Analysis and Processing, 9th International Conference, 1997
1996
An experimental comparison of neural and statistical non-parametric algorithms for supervised classification of remote-sensing images.
Pattern Recognit. Lett., 1996
Classification of multisensor remote-sensing images by multiple structured neural networks.
Proceedings of the 13th International Conference on Pattern Recognition, 1996
Proceedings of the 8th European Signal Processing Conference, 1996
1995
IEEE Trans. Geosci. Remote. Sens., 1995
An extension of the Jeffreys-Matusita distance to multiclass cases for feature selection.
IEEE Trans. Geosci. Remote. Sens., 1995
Int. J. Pattern Recognit. Artif. Intell., 1995
Proceedings of the Image Analysis and Processing, 8th International Conference, 1995
1994
IEEE Trans. Pattern Anal. Mach. Intell., 1994
IEEE J. Sel. Areas Commun., 1994
1992
Proceedings of the 11th IAPR International Conference on Pattern Recognition, 1992
Proceedings of the 1992 IEEE International Conference on Acoustics, 1992
1991
Int. J. Pattern Recognit. Artif. Intell., 1991
Proceedings of the 1991 International Conference on Acoustics, 1991
Proceedings of the 1991 International Conference on Acoustics, 1991
1989
Proceedings of the Recent Issues in Pattern Analysis and Recognition, 1989
1988
Pattern Recognit. Lett., 1988
Proceedings of IAPR Workshop on Computer Vision, 1988
Proceedings of the 9th International Conference on Pattern Recognition, 1988
Proceedings of the IEEE International Conference on Acoustics, 1988