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Seabed classification of multibeam sonar images

Authors: J.M. Preston; A.C. Christney; S.F. Bloomer; I.L. Beaudet;

Seabed classification of multibeam sonar images

Abstract

Seabed images, from multibeam hydrographic systems or from single or multibeam sidescans, convey a lot of information about seabed type. Statistical processing of portions of images can generate features adequate for seabed classification that agree with both large-scale interpretation and fine details. The authors describe Quester Tangent's QTC MULTIVIEW/sup TM/ system for statistical seabed classification, and present several results. This software uses many statistical algorithms to generate over 130 statistical features for each image patch. Principal components analysis extracts the linear combinations of features that best describe the variance in a data set of images. The selection of statistical features is thereby optimized for a particular sediment discrimination problem, rather than a set of features selected for general use. Data points are then assigned to classes by an established clustering process. Examples demonstrate the limitations imposed by sonar physics and by design details of multibeam systems. For accurate classification results, these limitations require respect, either through compensation steps in the processing or excluding pings acquired under non-standard conditions.

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Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
25
Top 10%
Top 10%
Average
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