Dr. Sebastiano Bruno Serpico Profile

Dr. Sebastiano Bruno Serpico

Researcher in Pattern Recognion at Univ degli Studi di Genova

SPIE Involvement:

Author

Publications (26)

Proceedings Article | 10 February 2012 Paper

Multichannel hierarchical image classification using multivariate copulas

Aurélie Voisin, Vladimir Krylov, Gabriele Moser, Sebastiano Serpico, Josiane Zerubia

Proceedings Volume 8296, 82960K (2012) https://doi.org/10.1117/12.917298

KEYWORDS: Image classification, Synthetic aperture radar, Statistical analysis, Data modeling, RGB color model, Fused deposition modeling, Expectation maximization algorithms, Statistical modeling, Remote sensing, Radar

Read Abstract +

Proceedings Article | 23 October 2010 Paper

Classification of very high resolution SAR images of urban areas by dictionary-based mixture models, copulas, and Markov random fields using textural features

Aurélie Voisin, Gabriele Moser, Vladimir Krylov, Sebastiano Serpico, Josiane Zerubia

Proceedings Volume 7830, 78300O (2010) https://doi.org/10.1117/12.865023

KEYWORDS: Synthetic aperture radar, Image classification, Expectation maximization algorithms, Image resolution, Feature extraction, Associative arrays, Statistical modeling, Magnetorheological finishing, Statistical analysis, Stochastic processes

Read Abstract +

Proceedings Article | 27 January 2010 Paper

High resolution SAR-image classification by Markov random fields and finite mixtures

Gabriele Moser, Vladimir Krylov, Sebastiano Serpico, Josiane Zerubia

Proceedings Volume 7533, 753308 (2010) https://doi.org/10.1117/12.838594

KEYWORDS: Synthetic aperture radar, Expectation maximization algorithms, Image classification, Algorithm development, Associative arrays, Image resolution, Polarization, Polarimetry, Stochastic processes, Statistical modeling

Read Abstract +

Proceedings Article | 3 February 2009 Paper

Dictionary-based probability density function estimation for high-resolution SAR data

Vladimir Krylov, Gabriele Moser, Sebastiano Serpico, Josiane Zerubia

Proceedings Volume 7246, 72460S (2009) https://doi.org/10.1117/12.816102

KEYWORDS: Synthetic aperture radar, Associative arrays, Scanning electron microscopy, Data modeling, Image resolution, Expectation maximization algorithms, Algorithm development, Statistical modeling, Stochastic processes, Statistical analysis

Read Abstract +

Proceedings Article | 24 October 2007 Paper

Automatic land and sea surface temperature estimation from remote sensing data

Gabriele Moser, Sebastiano Serpico

Proceedings Volume 6748, 67480I (2007) https://doi.org/10.1117/12.737464

KEYWORDS: Error analysis, Satellites, Temperature metrology, Remote sensing, Statistical analysis, Biological research, Data acquisition, Sensors, Environmental sensing, Atmospheric monitoring

Read Abstract +

Proceedings Article | 24 October 2007 Paper

Investigation of an ensemble framework for classification of hyperspectral remote sensing data with nearly equal spectral response classes

Maciel Zortea, Gabriele Moser, Sebastiano Serpico

Proceedings Volume 6748, 67480P (2007) https://doi.org/10.1117/12.738308

KEYWORDS: Remote sensing, Feature selection, Statistical analysis, Image classification, Feature extraction, Sensors, Hyperspectral imaging, Data modeling, Error analysis, Agriculture

Read Abstract +

Proceedings Article | 24 October 2007 Paper

Multiscale unsupervised change detection by Markov random fields and wavelet transforms

Gabriele Moser, Elena Angiati, Sebastiano Serpico

Proceedings Volume 6748, 674805 (2007) https://doi.org/10.1117/12.737465

KEYWORDS: Discrete wavelet transforms, Expectation maximization algorithms, Magnetorheological finishing, Image fusion, Wavelets, Wavelet transforms, Image processing, Image classification, Transform theory, Data acquisition

Read Abstract +

Proceedings Article | 10 November 2004 Paper

Automatic partially supervised classification of multitemporal remotely sensed images

Gabriele Moser, Sebastiano Serpico, Michaela De Martino, Daniele Coppolino

Proceedings Volume 5573, (2004) https://doi.org/10.1117/12.567968

KEYWORDS: Image classification, Clouds, Algorithm development, Classification systems, Synthetic aperture radar, Remote sensing, Atmospheric optics, Visualization, Earth observing sensors, Landsat

Read Abstract +

Proceedings Article | 10 November 2004 Paper

SAR amplitude probability density function estimation based on a generalized Gaussian scattering model

Gabriele Moser, Josiane Zerubia, Sebastiano Serpico

Proceedings Volume 5573, (2004) https://doi.org/10.1117/12.567853

KEYWORDS: Synthetic aperture radar, Data modeling, Statistical analysis, Statistical modeling, Scattering, Backscatter, Algorithm development, Data processing, Visualization, Process modeling

Read Abstract +

Proceedings Article | 5 February 2004 Paper

SVM-based density estimation for supervised classification of remotely sensed images with unknown classes

Paolo Mantero, Gabriele Moser, Sebastiano Serpico

Proceedings Volume 5238, (2004) https://doi.org/10.1117/12.514179

KEYWORDS: Expectation maximization algorithms, Image classification, Statistical analysis, Associative arrays, Remote sensing, Data analysis, Matrices, Agriculture, Data acquisition, Integration

Read Abstract +

Proceedings Article | 13 March 2003 Paper

Comparison of feature reduction techniques for classification of hyperspectral remote-sensing data

Sebastiano Serpico, Massimo D'Inca, Farid Melgani, Gabriele Moser

Proceedings Volume 4885, (2003) https://doi.org/10.1117/12.463524

KEYWORDS: Fluorescence correlation spectroscopy, Distance measurement, Feature extraction, Feature selection, Remote sensing, Sensors, Data communications, Radon, Image classification, Binary data

Read Abstract +

SPIE Journal Paper | 1 December 2002

Unsupervised change-detection methods for remote-sensing images

Farid Melgani, Gabriele Moser, Sebastiano Serpico

OE, Vol. 41, Issue 12, (December 2002) https://doi.org/10.1117/12.10.1117/1.1518995

KEYWORDS: Expectation maximization algorithms, Principal component analysis, Image classification, Vegetation, Statistical analysis, Remote sensing, Optical engineering, Multispectral imaging, Algorithm development, Earth observing sensors

Proceedings Article | 28 January 2002 Paper

Unsupervised change detection methods for remote sensing images

Farid Melgani, Gabriele Moser, Sebastiano Serpico

Proceedings Volume 4541, (2002) https://doi.org/10.1117/12.454155

KEYWORDS: Expectation maximization algorithms, Principal component analysis, Image classification, Remote sensing, Statistical analysis, Multispectral imaging, Detection and tracking algorithms, Algorithm development, Landsat, Earth observing sensors

Read Abstract +

Proceedings Article | 19 January 2001 Paper

Classifier fusion for multisensor image recognition

Fabio Roli, Giorgio Giacinto, Sebastiano Serpico

Proceedings Volume 4170, (2001) https://doi.org/10.1117/12.413886

KEYWORDS: Sensors, Image classification, Image fusion, Neural networks, Image sensors, Remote sensing, Radar, Synthetic aperture radar, Network architectures, Optical sensors

Read Abstract +

Proceedings Article | 19 January 2001 Paper

Multisensor data classification with dependence trees

Andrea Piardi, Farid Melgani, Sebastiano Serpico, Mihai Datcu

Proceedings Volume 4170, (2001) https://doi.org/10.1117/12.413891

KEYWORDS: Statistical analysis, Sensors, Remote sensing, Synthetic aperture radar, Distance measurement, Data modeling, Data fusion, Image processing, Signal processing, Data centers

Read Abstract +

Proceedings Article | 4 December 1998 Paper

New search algorithm for feature selection in high-dimensional remote sensing images

Lorenzo Bruzzone, Sebastiano Serpico

Proceedings Volume 3500, (1998) https://doi.org/10.1117/12.331895

KEYWORDS: Remote sensing, Feature selection, Hyperspectral imaging, Sensors, Binary data

Read Abstract +

Proceedings Article | 22 December 1997 Paper

Spatial correlation features for classification of SAR images

Silvana Dellepiane, Sebastiano Serpico, Roberto Vaccaro

Proceedings Volume 3217, (1997) https://doi.org/10.1117/12.295609

KEYWORDS: Synthetic aperture radar, Image classification, Data acquisition, Algorithm development, Satellites, Geology, Hydrology, Agriculture

Read Abstract +

Proceedings Article | 17 December 1996 Paper

Two approaches to the sample set condensation: experiments with remote sensing images

Adam Jozwik, Sebastiano Serpico, Fabio Roli

Proceedings Volume 2955, (1996) https://doi.org/10.1117/12.262876

KEYWORDS: Remote sensing, Polarization, Optical spheres, Distance measurement, Sensors, Radar, Image filtering, Error analysis, Biomedical engineering, Polishing

Read Abstract +

Proceedings Article | 17 December 1996 Paper

Improving change-detection accuracy by exploiting multispectral information

Lorenzo Bruzzone, Fabio Roli, Sebastiano Serpico

Proceedings Volume 2955, (1996) https://doi.org/10.1117/12.262888

KEYWORDS: Image registration, Detection and tracking algorithms, Remote sensing, Visible radiation, Multispectral imaging, Sensors, Electronics engineering, Image processing, Image filtering, Image analysis

Read Abstract +

Proceedings Article | 17 November 1995 Paper

Condensed version of the k-NN rule for remote sensing images classification

Adam Jozwik, Sebastiano Serpico, Fabio Roli

Proceedings Volume 2579, (1995) https://doi.org/10.1117/12.226835

KEYWORDS: Polarization, Remote sensing, Neodymium, Image classification, Distance measurement, Sensors, Radar, Image filtering, Copper, Image segmentation

Read Abstract +

Proceedings Article | 17 November 1995 Paper

Detection of land cover changes by compound classification of multitemporal images

Sebastiano Serpico, Fabio Roli, Lorenzo Bruzzone

Proceedings Volume 2579, (1995) https://doi.org/10.1117/12.226834

KEYWORDS: Image classification, Data modeling, Remote sensing, Agriculture, Silicon, Satellite imaging, Earth observing sensors, Satellites, Tin, Sensors

Read Abstract +

Proceedings Article | 30 December 1994 Paper

Network of modified 1-NN and fuzzy k-NN classifiers in application to remote sensing image recognition

Adam Jozwik, Sebastiano Serpico, Fabio Roli

Proceedings Volume 2315, (1994) https://doi.org/10.1117/12.196756

KEYWORDS: Fuzzy logic, Feature selection, Polarization, Remote sensing, Radar, Image filtering, Sensors, Image segmentation, Image enhancement, Linear filtering

Read Abstract +

Proceedings Article | 30 December 1994 Paper

Feature selection for remote-sensing data classification

Sebastiano Serpico, Paolo Pellegretti, Lorenzo Bruzzone

Proceedings Volume 2315, (1994) https://doi.org/10.1117/12.196757

KEYWORDS: Remote sensing, Feature selection, Bohrium, Statistical analysis, Error analysis, Matrices, Sensors, Image analysis, Image classification, Atmospheric optics

Read Abstract +

Proceedings Article | 1 September 1991 Paper

Territorial analysis by fusion of LANDSAT and SAR data

Gianni Vernazza, Carlo Dambra, Francesco Parizzi, Fabio Roli, Sebastiano Serpico

Proceedings Volume 1492, (1991) https://doi.org/10.1117/12.45848

KEYWORDS: Image segmentation, Synthetic aperture radar, Image fusion, Sensors, Landsat, Data fusion, Image classification, Remote sensing, Fractal analysis, Earth observing sensors

Read Abstract +

Proceedings Article | 1 May 1991 Paper

Multisensor image processing

Arturo de Salabert, Timothy Pike, F. Sawyer, I. Jones-Parry, A. Rye, Clare Oddy, D. Johnson, David Mason, A. Wielogorski, T. Plassard, Sebastiano Serpico, N. Hindley

Proceedings Volume 1521, (1991) https://doi.org/10.1117/12.46065

KEYWORDS: Image processing, Image fusion, Databases, Image segmentation, Data fusion, Remote sensing, Image understanding, Sensors, Aerospace engineering, Algorithm development

Read Abstract +