Quality Assessment of Four DEMs Generated Using In-Track KOMPSAT-3 Stereo Images

The purpose of this research was to analyze the quality and characteristics of four digital elevation models (DEMs) generated using in-track Korea Multi-Purpose Satellite (KOMPSAT)-3 stereo images. The sensor modeling methods were based on ground control points (GCPs), the initial rational polynomia...

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Main Authors: Kwan-Young Oh, Kwang-Jae Lee, Eui-Cheom Jeong, Youn-Soo Kim
Format: Article
Language:English
Published: Hindawi Limited 2019-01-01
Series:Journal of Sensors
Online Access:http://dx.doi.org/10.1155/2019/2649809
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spelling doaj-df151d5717c04a63984791d93f9ef36e2020-11-25T02:44:10ZengHindawi LimitedJournal of Sensors1687-725X1687-72682019-01-01201910.1155/2019/26498092649809Quality Assessment of Four DEMs Generated Using In-Track KOMPSAT-3 Stereo ImagesKwan-Young Oh0Kwang-Jae Lee1Eui-Cheom Jeong2Youn-Soo Kim3Korea Aerospace Research Institute (KARI), Republic of KoreaKorea Aerospace Research Institute (KARI), Republic of KoreaKorea Aerospace Research Institute (KARI), Republic of KoreaKorea Aerospace Research Institute (KARI), Republic of KoreaThe purpose of this research was to analyze the quality and characteristics of four digital elevation models (DEMs) generated using in-track Korea Multi-Purpose Satellite (KOMPSAT)-3 stereo images. The sensor modeling methods were based on ground control points (GCPs), the initial rational polynomial coefficients (RPCs), relative adjustment, and the automatic bias-compensation method. The GCPs and check points (CPs) were extracted from the 0.25 m aerial orthoimage and the 5 m DEM provided by the National Geographic Information Institute (NGII). The DEMs had the same resolution as the reference DEM (5 m) and comparative analysis was carried out. The results indicate that when relative adjustment was applied alone (DEM 3), the percentage of matched points with a correlation of 0.8 or more was improved by at least 17% compared to the case where only initial RPCs were used (DEM 2). Although the absolute horizontal position error of DEM 3 could not be eliminated, the relative elevation error at the same position was reduced significantly. Therefore, if the relative positions of DEMs produced at different times can be corrected, they can be used for the detection of changes in altitude. When applying the automatic bias-compensation method (DEM 4) without GCPs, the percentage of matched points with a correlation of 0.8 or more was 70.1%. When GCPs were used (DEM 1), the value was 70.2%, i.e., almost identical to that of DEM 4. The mean difference in resolution among DEMs 1 and 4 was -1.8 ± 3.4 m (median, -1.0 m). The results show that DEMs of sufficient quality can be generated without GCPs. Furthermore, although discrepancies among the DEMs were noted in forest and shadow areas, it is possible to produce a 5~10 m resolution DEM by using additional image processing techniques, such as shadow removal.http://dx.doi.org/10.1155/2019/2649809
collection DOAJ
language English
format Article
sources DOAJ
author Kwan-Young Oh
Kwang-Jae Lee
Eui-Cheom Jeong
Youn-Soo Kim
spellingShingle Kwan-Young Oh
Kwang-Jae Lee
Eui-Cheom Jeong
Youn-Soo Kim
Quality Assessment of Four DEMs Generated Using In-Track KOMPSAT-3 Stereo Images
Journal of Sensors
author_facet Kwan-Young Oh
Kwang-Jae Lee
Eui-Cheom Jeong
Youn-Soo Kim
author_sort Kwan-Young Oh
title Quality Assessment of Four DEMs Generated Using In-Track KOMPSAT-3 Stereo Images
title_short Quality Assessment of Four DEMs Generated Using In-Track KOMPSAT-3 Stereo Images
title_full Quality Assessment of Four DEMs Generated Using In-Track KOMPSAT-3 Stereo Images
title_fullStr Quality Assessment of Four DEMs Generated Using In-Track KOMPSAT-3 Stereo Images
title_full_unstemmed Quality Assessment of Four DEMs Generated Using In-Track KOMPSAT-3 Stereo Images
title_sort quality assessment of four dems generated using in-track kompsat-3 stereo images
publisher Hindawi Limited
series Journal of Sensors
issn 1687-725X
1687-7268
publishDate 2019-01-01
description The purpose of this research was to analyze the quality and characteristics of four digital elevation models (DEMs) generated using in-track Korea Multi-Purpose Satellite (KOMPSAT)-3 stereo images. The sensor modeling methods were based on ground control points (GCPs), the initial rational polynomial coefficients (RPCs), relative adjustment, and the automatic bias-compensation method. The GCPs and check points (CPs) were extracted from the 0.25 m aerial orthoimage and the 5 m DEM provided by the National Geographic Information Institute (NGII). The DEMs had the same resolution as the reference DEM (5 m) and comparative analysis was carried out. The results indicate that when relative adjustment was applied alone (DEM 3), the percentage of matched points with a correlation of 0.8 or more was improved by at least 17% compared to the case where only initial RPCs were used (DEM 2). Although the absolute horizontal position error of DEM 3 could not be eliminated, the relative elevation error at the same position was reduced significantly. Therefore, if the relative positions of DEMs produced at different times can be corrected, they can be used for the detection of changes in altitude. When applying the automatic bias-compensation method (DEM 4) without GCPs, the percentage of matched points with a correlation of 0.8 or more was 70.1%. When GCPs were used (DEM 1), the value was 70.2%, i.e., almost identical to that of DEM 4. The mean difference in resolution among DEMs 1 and 4 was -1.8 ± 3.4 m (median, -1.0 m). The results show that DEMs of sufficient quality can be generated without GCPs. Furthermore, although discrepancies among the DEMs were noted in forest and shadow areas, it is possible to produce a 5~10 m resolution DEM by using additional image processing techniques, such as shadow removal.
url http://dx.doi.org/10.1155/2019/2649809
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