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Parallelizing maximum likelihood classification on computer cluster and graphics processing unit for supervised image classification

delete2016-11-16
delete10
PRE
AI
X
Xuan Shi *
B
Bowei Xue
DOI:10.1080/17538947.2016.1251502delete
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Abstract

Abstract

En 中文
Supervised image classification has been widely utilized in a variety of remote sensing applications. When large volume of satellite imagery data and aerial photos are increasingly available, high-performance image processing solutions are required to handle large scale of data. This paper introduces how maximum likelihood classification approach is parallelized for implementation on a computer cluster and a graphics processing unit to achieve high performance when processing big imagery data. The solution is scalable and satisfies the need of change detection, object identification, and exploratory analysis on large-scale high-resolution imagery data in remote sensing applications.
Keywords:
Maximum likelihood classification
supervised classification
parallel computing
graphics processing unit

Journal

International Journal of Digital Earth cover
International Journal of Digital Earth
IF:
4.9
Papers:
2.0K
Citations:
4.8K

Organization

U
University of Arkansas System
Scholars:
199
Papers: 88
Citations: 0
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