Image Processing Techniques for Analysis of Satellite Images for Historical Maps Classification—An Overview
Historical maps classification has become an important application in today’s scenario of everchanging land boundaries. Historical map changes include the change in boundaries of cities/states, vegetation regions, water bodies and so forth. Change detection in these regions are mainly carried out vi...
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doaj-0e9ff80e62bd48c996b38f879fa890572020-11-25T03:18:16ZengMDPI AGApplied Sciences2076-34172020-06-01104207420710.3390/app10124207Image Processing Techniques for Analysis of Satellite Images for Historical Maps Classification—An OverviewAnju Asokan0J. Anitha1Monica Ciobanu2Andrei Gabor3Antoanela Naaji4D. Jude Hemanth5Department of ECE, Karunya Institute of Technology and Sciences, Coimbatore 641114, IndiaDepartment of ECE, Karunya Institute of Technology and Sciences, Coimbatore 641114, IndiaFaculty of Economics, Computer Sciences and Engineering, Vasile Goldis Western University of Arad, Bulevardul Revoluției 94, 310377 Arad, RomaniaFaculty of Exact Sciences, Aurel Vlaicu University, 310032 Arad, RomaniaFaculty of Economics, Computer Sciences and Engineering, Vasile Goldis Western University of Arad, Bulevardul Revoluției 94, 310377 Arad, RomaniaDepartment of ECE, Karunya Institute of Technology and Sciences, Coimbatore 641114, IndiaHistorical maps classification has become an important application in today’s scenario of everchanging land boundaries. Historical map changes include the change in boundaries of cities/states, vegetation regions, water bodies and so forth. Change detection in these regions are mainly carried out via satellite images. Hence, an extensive knowledge on satellite image processing is necessary for historical map classification applications. An exhaustive analysis on the merits and demerits of many satellite image processing methods are discussed in this paper. Though several computational methods are available, different methods perform differently for the various satellite image processing applications. Wrong selection of methods will lead to inferior results for a specific application. This work highlights the methods and the suitable satellite imaging methods associated with these applications. Several comparative analyses are also performed in this work to show the suitability of several methods. This work will help support the selection of innovative solutions for the different problems associated with satellite image processing applications.https://www.mdpi.com/2076-3417/10/12/4207remote sensingchange detectionfusionfeature extractionsegmentationclassification |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Anju Asokan J. Anitha Monica Ciobanu Andrei Gabor Antoanela Naaji D. Jude Hemanth |
spellingShingle |
Anju Asokan J. Anitha Monica Ciobanu Andrei Gabor Antoanela Naaji D. Jude Hemanth Image Processing Techniques for Analysis of Satellite Images for Historical Maps Classification—An Overview Applied Sciences remote sensing change detection fusion feature extraction segmentation classification |
author_facet |
Anju Asokan J. Anitha Monica Ciobanu Andrei Gabor Antoanela Naaji D. Jude Hemanth |
author_sort |
Anju Asokan |
title |
Image Processing Techniques for Analysis of Satellite Images for Historical Maps Classification—An Overview |
title_short |
Image Processing Techniques for Analysis of Satellite Images for Historical Maps Classification—An Overview |
title_full |
Image Processing Techniques for Analysis of Satellite Images for Historical Maps Classification—An Overview |
title_fullStr |
Image Processing Techniques for Analysis of Satellite Images for Historical Maps Classification—An Overview |
title_full_unstemmed |
Image Processing Techniques for Analysis of Satellite Images for Historical Maps Classification—An Overview |
title_sort |
image processing techniques for analysis of satellite images for historical maps classification—an overview |
publisher |
MDPI AG |
series |
Applied Sciences |
issn |
2076-3417 |
publishDate |
2020-06-01 |
description |
Historical maps classification has become an important application in today’s scenario of everchanging land boundaries. Historical map changes include the change in boundaries of cities/states, vegetation regions, water bodies and so forth. Change detection in these regions are mainly carried out via satellite images. Hence, an extensive knowledge on satellite image processing is necessary for historical map classification applications. An exhaustive analysis on the merits and demerits of many satellite image processing methods are discussed in this paper. Though several computational methods are available, different methods perform differently for the various satellite image processing applications. Wrong selection of methods will lead to inferior results for a specific application. This work highlights the methods and the suitable satellite imaging methods associated with these applications. Several comparative analyses are also performed in this work to show the suitability of several methods. This work will help support the selection of innovative solutions for the different problems associated with satellite image processing applications. |
topic |
remote sensing change detection fusion feature extraction segmentation classification |
url |
https://www.mdpi.com/2076-3417/10/12/4207 |
work_keys_str_mv |
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