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A temporally adaptive classifier for multispectral imagery

dc.contributor.authorReinke, Donald L., author
dc.contributor.authorAzimi-Sadjadi, Mahmood R., author
dc.contributor.authorWang, Jianqi, author
dc.contributor.authorIEEE, publisher
dc.date.accessioned2007-01-03T04:48:23Z
dc.date.available2007-01-03T04:48:23Z
dc.date.issued2004
dc.description.abstractThis paper presents a new temporally adaptive classification system for multispectral images. A spatial-temporal adaptation mechanism is devised to account for the changes in the feature space as a result of environmental variations. Classification based upon spatial features is performed using Bayesian framework or probabilistic neural networks (PNNs) while the temporal updating takes place using a spatial-temporal predictor. A simple iterative updating mechanism is also introduced for adjusting the parameters of these systems. The proposed methodology is used to develop a pixel-based cloud classification system. Experimental results on cloud classification from satellite imagery are provided to show the usefulness of this system.
dc.description.sponsorshipThis work was supported by the DoD Center for Geoscience Atmospheric Research at Colorado State University under the Cooperative Agreement (#DAAL01-98-2-0078) with the Army Research Laboratory.
dc.format.mediumborn digital
dc.format.mediumarticles
dc.identifier.bibliographicCitationWang, Jianqi, Mahmood R. Azimi-Sadjadi, and Donald Reinke, A Temporally Adaptive Classifier for Multispectral Imagery, IEEE Transactions on Neural Networks 15, no.1 (January 2004): 159-165.
dc.identifier.urihttp://hdl.handle.net/10217/929
dc.languageEnglish
dc.language.isoeng
dc.publisherColorado State University. Libraries
dc.relation.ispartofFaculty Publications
dc.rights©2004 IEEE.
dc.rightsCopyright and other restrictions may apply. User is responsible for compliance with all applicable laws. For information about copyright law, please see https://libguides.colostate.edu/copyright.
dc.subjectprediction
dc.subjectmultispectral imaging
dc.subjectcloud classification
dc.subjectBayes classification
dc.titleA temporally adaptive classifier for multispectral imagery
dc.typeText

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