1.

Record Nr.

UNINA9910467582403321

Autore

Jón Atli Benediktsson

Titolo

Spectral-spatial classififcation of hyperspectral remote sensing images / / Jón Atli Benediktsson, Pedram Ghamisi

Pubbl/distr/stampa

Boston : , : Artech House, , 2015

[Piscataqay, New Jersey] : , : IEEE Xplore, , [2015]

ISBN

1-60807-813-2

Descrizione fisica

1 online resource (277 pages) : illustrations

Collana

Artech House Remote Sensing Library

Disciplina

621.36/78

Soggetti

Remote sensing

Multispectral imaging

Image processing - Digital techniques

Electronic books.

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Nota di bibliografia

Includes bibliographical references and index.

Sommario/riassunto

This comprehensive new resource brings you up to date on recent developments in the classification of hyperspectral images using both spectral and spatial information, including advanced statistical approaches and methods. The inclusion of spatial information to traditional approaches for hyperspectral classification has been one of the most active and relevant innovative lines of research in remote sensing during recent years.nn This book gives you insight into several important challenges when performing hyperspectral image classification related to the imbalance between high dimensionality and limited availability of training samples, or the presence of mixed pixels in the data. This book also shows you how to integrate spatial and spectral information in order to take advantage of the benefits that both sources of information provide.