Classification of AVIRIS data from Iceland-geological applications

Author

Benediktsson, Joón Atli ; Árnason, Kolbeinn ; Sveinsson, Jóhannes R. ; Eiríksson, Ásmundur

Author_Institution

Lab. for Inf. Technol. & Signal Processing, Iceland Univ., Reykjavik, Iceland

Volume

4

fYear

1994

fDate

8-12 Aug 1994

Firstpage

2351

Abstract

New methods for processing of AVIRIS data are discussed both in terms of feature extraction and classification. The recently proposed decision boundary feature extraction method is discussed and applied in experiments. The classifiers used include neural network methods and statistical approaches. Results of AVIRIS data classifications for geological areas in Iceland are given. The decision boundary feature extraction method shows excellent performance for these data

Keywords

Earth crust; feature extraction; geology; geomorphology; geophysical signal processing; geophysical techniques; geophysics computing; image classification; neural nets; remote sensing; AVIRIS; IR imaging; IR method; Iceland; decision boundary feature extraction method; feature extraction; geology; geophysical measurement technique; image classification; image processing; land surface terrain mapping; multispectral imaging; neural net; neural network; optical imaging; remote sensing; statistical approach; visible infrared IR imaging; Classification algorithms; Covariance matrix; Feature extraction; Geology; Information technology; Laboratories; Neural networks; Optical imaging; Signal processing; Signal processing algorithms;

fLanguage

English

Publisher

ieee

Conference_Titel

Geoscience and Remote Sensing Symposium, 1994. IGARSS '94. Surface and Atmospheric Remote Sensing: Technologies, Data Analysis and Interpretation., International

Conference_Location

Pasadena, CA

Print_ISBN

0-7803-1497-2

Type

conf

DOI

10.1109/IGARSS.1994.399734

Filename

399734