OBJECT BOUNDARIES REGULARIZATION USING THE DYNAMIC POLYLINE COMPRESSION ALGORITHM
This study presents a regularization approach to refine object boundaries for the purpose of buildings 3D modelling and reconstruction. Specifically, the derivative Normalized Digital Surface model (nDSM) image layer is firstly segmented using the classical multi-resolution segmentation followed by...
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Series: | The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
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doaj-0e99021247e142c1a3c45f4eecc114aa2020-11-24T21:36:35ZengCopernicus PublicationsThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences1682-17502194-90342018-09-01XLII-454154610.5194/isprs-archives-XLII-4-541-2018OBJECT BOUNDARIES REGULARIZATION USING THE DYNAMIC POLYLINE COMPRESSION ALGORITHMO. Saud Azeez0B. Kalantar1H. A. H. Al-Najjar2A. A. Halin3N. Ueda4S. Mansor5Dept. of Civil Engineering, Faculty of Engineering, Universiti Putra Malaysia, Serdang, Selangor, MalaysiaRIKEN Center for Advanced Intelligence Project, Goal-Oriented Technology Research Group, Disaster Resilience Science Team, Tokyo 103-0027, JapanDept. of Civil Engineering, Faculty of Engineering, Universiti Putra Malaysia, Serdang, Selangor, MalaysiaDept. of Multimedia, Faculty of Computer Science and Information Technology, Universiti Putra Malaysia, Serdang, Selangor, MalaysiaRIKEN Center for Advanced Intelligence Project, Goal-Oriented Technology Research Group, Disaster Resilience Science Team, Tokyo 103-0027, JapanDept. of Civil Engineering, Faculty of Engineering, Universiti Putra Malaysia, Serdang, Selangor, MalaysiaThis study presents a regularization approach to refine object boundaries for the purpose of buildings 3D modelling and reconstruction. Specifically, the derivative Normalized Digital Surface model (nDSM) image layer is firstly segmented using the classical multi-resolution segmentation followed by spectral difference segmentation. As the segmentation results can contain quite a number of boundary artefacts in the form geometrical distortions, the Dynamic Polyline Compression algorithm (DCPA) is applied as a regularization step in order to refine the outer boundaries, which removes the distortions. This results in higher quality image objects for the purpose of 3D models reconstruction. Experimental results after comparing between automatically extracted buildings and manually digitized aerial photographs indicate high completeness scores of 94%–97% and correctness of 93%–96%. Overall average error is minimized with very low Root Mean Square (RMS) and Overlay errors.https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-4/541/2018/isprs-archives-XLII-4-541-2018.pdf |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
O. Saud Azeez B. Kalantar H. A. H. Al-Najjar A. A. Halin N. Ueda S. Mansor |
spellingShingle |
O. Saud Azeez B. Kalantar H. A. H. Al-Najjar A. A. Halin N. Ueda S. Mansor OBJECT BOUNDARIES REGULARIZATION USING THE DYNAMIC POLYLINE COMPRESSION ALGORITHM The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
author_facet |
O. Saud Azeez B. Kalantar H. A. H. Al-Najjar A. A. Halin N. Ueda S. Mansor |
author_sort |
O. Saud Azeez |
title |
OBJECT BOUNDARIES REGULARIZATION USING THE DYNAMIC POLYLINE COMPRESSION ALGORITHM |
title_short |
OBJECT BOUNDARIES REGULARIZATION USING THE DYNAMIC POLYLINE COMPRESSION ALGORITHM |
title_full |
OBJECT BOUNDARIES REGULARIZATION USING THE DYNAMIC POLYLINE COMPRESSION ALGORITHM |
title_fullStr |
OBJECT BOUNDARIES REGULARIZATION USING THE DYNAMIC POLYLINE COMPRESSION ALGORITHM |
title_full_unstemmed |
OBJECT BOUNDARIES REGULARIZATION USING THE DYNAMIC POLYLINE COMPRESSION ALGORITHM |
title_sort |
object boundaries regularization using the dynamic polyline compression algorithm |
publisher |
Copernicus Publications |
series |
The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
issn |
1682-1750 2194-9034 |
publishDate |
2018-09-01 |
description |
This study presents a regularization approach to refine object boundaries for the purpose of buildings 3D modelling and reconstruction. Specifically, the derivative Normalized Digital Surface model (nDSM) image layer is firstly segmented using the classical multi-resolution segmentation followed by spectral difference segmentation. As the segmentation results can contain quite a number of boundary artefacts in the form geometrical distortions, the Dynamic Polyline Compression algorithm (DCPA) is applied as a regularization step in order to refine the outer boundaries, which removes the distortions. This results in higher quality image objects for the purpose of 3D models reconstruction. Experimental results after comparing between automatically extracted buildings and manually digitized aerial photographs indicate high completeness scores of 94%–97% and correctness of 93%–96%. Overall average error is minimized with very low Root Mean Square (RMS) and Overlay errors. |
url |
https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-4/541/2018/isprs-archives-XLII-4-541-2018.pdf |
work_keys_str_mv |
AT osaudazeez objectboundariesregularizationusingthedynamicpolylinecompressionalgorithm AT bkalantar objectboundariesregularizationusingthedynamicpolylinecompressionalgorithm AT hahalnajjar objectboundariesregularizationusingthedynamicpolylinecompressionalgorithm AT aahalin objectboundariesregularizationusingthedynamicpolylinecompressionalgorithm AT nueda objectboundariesregularizationusingthedynamicpolylinecompressionalgorithm AT smansor objectboundariesregularizationusingthedynamicpolylinecompressionalgorithm |
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1725940575074516992 |