Registration of terrestrial mobile laser data on 2D or 3D geographic database by use of a non-rigid ICP approach.
This article presents a generic and efficient method to register terrestrial mobile data with imperfect location on a geographic database with better overall accuracy but less details. The registration method proposed in this paper is based on a semi-rigid point to plane ICP ("Iterative Close...
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2013-10-01
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Series: | ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
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doaj-bc021bbc6da04b70847a3d8758a940822020-11-24T22:48:08ZengCopernicus PublicationsISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences2194-90422194-90502013-10-01II-5-W219319810.5194/isprsannals-II-5-W2-193-2013Registration of terrestrial mobile laser data on 2D or 3D geographic database by use of a non-rigid ICP approach.F. Monnier0B. Vallet1N. Paparoditis2J.-P. Papelard3N. David4MATIS research Laboratory, IGN, Saint Mandé, FranceMATIS research Laboratory, IGN, Saint Mandé, FranceMATIS research Laboratory, IGN, Saint Mandé, FranceMATIS research Laboratory, IGN, Saint Mandé, FranceMATIS research Laboratory, IGN, Saint Mandé, FranceThis article presents a generic and efficient method to register terrestrial mobile data with imperfect location on a geographic database with better overall accuracy but less details. The registration method proposed in this paper is based on a semi-rigid point to plane ICP ("Iterative Closest Point"). The main applications of such registration is to improve existing geographic databases, particularly in terms of accuracy, level of detail and diversity of represented objects. Other applications include fine geometric modelling and fine façade texturing, object extraction such as trees, poles, road signs marks, facilities, vehicles, etc. The geopositionning system of mobile mapping systems is affected by GPS masks that are only partially corrected by an Inertial Navigation System (INS) which can cause an important drift. As this drift varies non-linearly, but slowly in time, it will be modelled by a translation defined as a piecewise linear function of time which variation over time will be minimized (rigidity term). For each iteration of the ICP, the drift is estimated in order to minimise the distance between laser points and planar model primitives (data attachment term). The method has been tested on real data (a scan of the city of Paris of 3.6 million laser points registered on a 3D model of approximately 71,400 triangles).https://www.isprs-ann-photogramm-remote-sens-spatial-inf-sci.net/II-5-W2/193/2013/isprsannals-II-5-W2-193-2013.pdf |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
F. Monnier B. Vallet N. Paparoditis J.-P. Papelard N. David |
spellingShingle |
F. Monnier B. Vallet N. Paparoditis J.-P. Papelard N. David Registration of terrestrial mobile laser data on 2D or 3D geographic database by use of a non-rigid ICP approach. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
author_facet |
F. Monnier B. Vallet N. Paparoditis J.-P. Papelard N. David |
author_sort |
F. Monnier |
title |
Registration of terrestrial mobile laser data on 2D or 3D geographic database by use of a non-rigid ICP approach. |
title_short |
Registration of terrestrial mobile laser data on 2D or 3D geographic database by use of a non-rigid ICP approach. |
title_full |
Registration of terrestrial mobile laser data on 2D or 3D geographic database by use of a non-rigid ICP approach. |
title_fullStr |
Registration of terrestrial mobile laser data on 2D or 3D geographic database by use of a non-rigid ICP approach. |
title_full_unstemmed |
Registration of terrestrial mobile laser data on 2D or 3D geographic database by use of a non-rigid ICP approach. |
title_sort |
registration of terrestrial mobile laser data on 2d or 3d geographic database by use of a non-rigid icp approach. |
publisher |
Copernicus Publications |
series |
ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
issn |
2194-9042 2194-9050 |
publishDate |
2013-10-01 |
description |
This article presents a generic and efficient method to register terrestrial mobile data with imperfect location on a geographic database
with better overall accuracy but less details. The registration method proposed in this paper is based on a semi-rigid point to plane
ICP ("Iterative Closest Point"). The main applications of such registration is to improve existing geographic databases, particularly in
terms of accuracy, level of detail and diversity of represented objects. Other applications include fine geometric modelling and fine
façade texturing, object extraction such as trees, poles, road signs marks, facilities, vehicles, etc. The geopositionning system of mobile
mapping systems is affected by GPS masks that are only partially corrected by an Inertial Navigation System (INS) which can cause
an important drift. As this drift varies non-linearly, but slowly in time, it will be modelled by a translation defined as a piecewise linear
function of time which variation over time will be minimized (rigidity term). For each iteration of the ICP, the drift is estimated in
order to minimise the distance between laser points and planar model primitives (data attachment term). The method has been tested
on real data (a scan of the city of Paris of 3.6 million laser points registered on a 3D model of approximately 71,400 triangles). |
url |
https://www.isprs-ann-photogramm-remote-sens-spatial-inf-sci.net/II-5-W2/193/2013/isprsannals-II-5-W2-193-2013.pdf |
work_keys_str_mv |
AT fmonnier registrationofterrestrialmobilelaserdataon2dor3dgeographicdatabasebyuseofanonrigidicpapproach AT bvallet registrationofterrestrialmobilelaserdataon2dor3dgeographicdatabasebyuseofanonrigidicpapproach AT npaparoditis registrationofterrestrialmobilelaserdataon2dor3dgeographicdatabasebyuseofanonrigidicpapproach AT jppapelard registrationofterrestrialmobilelaserdataon2dor3dgeographicdatabasebyuseofanonrigidicpapproach AT ndavid registrationofterrestrialmobilelaserdataon2dor3dgeographicdatabasebyuseofanonrigidicpapproach |
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