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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Online Access: | http://dx.doi.org/10.1155/2019/2649809 |
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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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