JOURNAL ARTICLE
Unsupervised classification of changes in multispectral satellite imagery
Morton John CantyAllan Aasbjerg Nielsen
Year: 2004 Journal: Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 5573 Pages: 356-356 Publisher: SPIE
Abstract
The statistical techniques of multivariate alteration detection, maximum autocorrelation factor transformation, expectation maximization, fuzzy maximum likelihood estimation and probabilistic label relaxation are combined in a unified scheme to classify changes in multispectral satellite data. An example involving bitemporal LANDSAT TM imagery is given.
Keywords:
Multispectral image Probabilistic logic Computer science Autocorrelation Transformation (genetics) Multivariate statistics Expectation–maximization algorithm Multispectral pattern recognition Artificial intelligence Satellite Pattern recognition (psychology) Statistical model Maximum likelihood Remote sensing Change detection Maximization Mathematics Geology Statistics Machine learning
Metrics
10
Cited By
3.22
FWCI (Field Weighted Citation Impact)
9
Refs
0.92
Citation Normalized Percentile
Is in top 1%
Is in top 10%
Citation History
Topics
Remote-Sensing Image Classification
Physical Sciences → Engineering → Media Technology
Geochemistry and Geologic Mapping
Physical Sciences → Computer Science → Artificial Intelligence
Spectroscopy and Chemometric Analyses
Physical Sciences → Chemistry → Analytical Chemistry
Related Documents
JOURNAL ARTICLE
Visualization and unsupervised classification of changes in multispectral satellite imagery
Morton John CantyAllan Aasbjerg Nielsen
Journal: International Journal of Remote Sensing Year: 2006 Vol: 27 (18)Pages: 3961-3975
BOOK-CHAPTER
Unsupervised Fuzzy Classification of Multispectral Imagery Using Spatial-Spectral Features
Studies in classification, data analysis, and knowledge organization Year: 1998 Pages: 101-109
JOURNAL ARTICLE
Unsupervised building detection in complex urban environments from multispectral satellite imagery
Örsan AytekınArzu Erenerİlkay UlusoyŞebnem Düzgün
Journal: International Journal of Remote Sensing Year: 2011 Vol: 33 (7)Pages: 2152-2177