Remote sensing image processing

Gustavo Camps-Valls*, Devis Tuia, Luis Gómez-Chova, Sandra Jiménez, Jesús Malo

*Corresponding author for this work

Research output: Book/ReportBookAcademic

19 Citations (Scopus)

Abstract

Earth observation is the field of science concerned with the problem of monitoring and modeling the processes on the Earth surface and their interaction with the atmosphere.The Earth is continuously monitored with advanced optical and radar sensors.The images are analyzed and processed to deliver useful products to individual users, agencies and public administrations.To deal with these problems, remote sensing image processing is nowadays a mature research area, and the techniques developed in the field allow many real-life applications with great societal value.For instance, urban monitoring, fire detection or flood prediction can have a great impact on economical and environmental issues. To attain such objectives, the remote sensing community has turned into a multidisciplinary field of science that embraces physics, signal theory, computer science, electronics and communications. From a machine learning and signal/image processing point of view, all the applications are tackled under specific formalisms, such as classification and clustering, regression and function approximation, data coding, restoration and enhancement, source unmixing, data fusion or feature selection and extraction. This book covers some of the fields in a comprehensive way.

Original languageEnglish
Number of pages194
Volume12
DOIs
Publication statusPublished - 18 Dec 2012
Externally publishedYes

Publication series

NameSynthesis Lectures on Image, Video, and Multimedia Processing
Volume12
ISSN (Print)1559-8136
ISSN (Electronic)1559-8144

Keywords

  • biophysical parameter
  • classification
  • computer vision
  • Earth observation
  • feature selection and extraction
  • image statistics
  • machine learning
  • manifold learning
  • morphology
  • pattern recognition
  • regression
  • remote sensing
  • retrieval
  • segmentation
  • spectral signature
  • spectroscopy
  • statistical learning
  • unmixing
  • vision science

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  • Cite this

    Camps-Valls, G., Tuia, D., Gómez-Chova, L., Jiménez, S., & Malo, J. (2012). Remote sensing image processing. (Synthesis Lectures on Image, Video, and Multimedia Processing; Vol. 12). https://doi.org/10.2200/S00392ED1V01Y201107IVM012