DocumentCode
14459
Title
Imaging spectroscopy for scene analysis: challenges and opportunities
Author
Robles-Kelly, Antonio ; Simpson-Young, Bill
Author_Institution
NICTA, Canberra, ACT, Australia
Volume
7
Issue
6
fYear
2013
fDate
Dec-13
Firstpage
467
Lastpage
477
Abstract
In this study, the authors explore the opportunities, application areas and challenges involving the use of imaging spectroscopy as a means for scene understanding. This is important, since scene analysis in the scope of imaging spectroscopy involves the ability to robustly encode material properties, object composition and concentrations of primordial components in the scene. The combination of spatial and compositional information opens-up a vast number of application possibilities. For instance, spectroscopic scene analysis can enable advanced capabilities for surveillance by permitting objects to be tracked based on material properties. In computational photography, images may be enhanced taking into account each specific material type in the scene. For food security, health and precision agriculture it can be the basis for the development of diagnostic and surveying tools which can detect pests before symptoms are apparent to the naked eye. This combination of a broad domain of application with the use of key technologies makes the use of imaging spectroscopy a worthwhile opportunity for researchers in the areas of computer vision and pattern recognition.
Keywords
image colour analysis; natural scenes; spectroscopy; compositional information; computational photography; computer vision; food security; imaging spectroscopy; material properties; object composition; object tracking; pattern recognition; plant health; precision agriculture; primordial component concentrations; spatial information; spectroscopic scene analysis;
fLanguage
English
Journal_Title
Computer Vision, IET
Publisher
iet
ISSN
1751-9632
Type
jour
DOI
10.1049/iet-cvi.2010.0205
Filename
6679149
Link To Document