Online image classification and analysis using OGC web processing service

被引:0
|
作者
Hariom Singh
R. D. Garg
Harish C. Karnatak
机构
[1] Indian Institute of Technology Roorkee,Geomatics Engineering Group, Department of Civil Engineering
[2] Indian Institute of Remote Sensing,undefined
[3] ISRO,undefined
来源
Earth Science Informatics | 2019年 / 12卷
关键词
Distributed GIS; Parallel computing; Unsupervised classification; Web processing service; Participatory GIS;
D O I
暂无
中图分类号
学科分类号
摘要
The online geoprocessing and analysis using state-of-the-art technology are offering automated analytical tools to a large group of users. This paper describes an online geoprocessing and analysis framework, which allows an inexperienced user to perform unsupervised classification of remote sensing data. The parallel computing based geoprocessing and analysis framework adopted in this work has been implemented using Free and Open Source Software for Geospatial (FOSS4G). Web Processing Service (WPS) based geoprocessing framework facilitates the deployment of unsupervised classification algorithm on the web in a standardized way. However, it is dynamic in nature to deploy other geoprocessing algorithms. The developed system describes how to process remote sensing data (Sentinel-2, Landsat-8, etc.) for classification and sharing the interoperable results in a distributed environment. To validate the classification results, a prototype architecture based on participatory GIS is developed for field data collection, accuracy assessment and online dissemination. The accuracy assessment (i.e., overall accuracy, Kappa coefficient) is performed to validate the derived classification results using collected field data.
引用
收藏
页码:307 / 317
页数:10
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