TOWARDS STRUCTURELESS BUNDLE ADJUSTMENT WITH TWO- AND THREE-VIEW STRUCTURE APPROXIMATION

The global approaches solve SfM problems by independently inferring relative motions, followed be a sequential estimation of global rotations and translations. It is a fast approach but not optimal because it relies only on pairs and triplets of images and it is not a joint optimisation. In this pub...

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Main Authors: E. Rupnik, M. Pierrot Deseilligny
Format: Article
Language:English
Published: Copernicus Publications 2020-08-01
Series:ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:https://www.isprs-ann-photogramm-remote-sens-spatial-inf-sci.net/V-2-2020/71/2020/isprs-annals-V-2-2020-71-2020.pdf
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author E. Rupnik
M. Pierrot Deseilligny
author_facet E. Rupnik
M. Pierrot Deseilligny
author_sort E. Rupnik
collection DOAJ
description The global approaches solve SfM problems by independently inferring relative motions, followed be a sequential estimation of global rotations and translations. It is a fast approach but not optimal because it relies only on pairs and triplets of images and it is not a joint optimisation. In this publication we present a methodology that increases the quality of global solutions without the usual computational burden tied to the bundle adjustment. We propose an efficient structure approximation approach that relies on relative motions known upfront. Using the approximated structure, we are capable of refining the initial poses at very low computational cost. Compared to different benchmark datasets and software solutions, our approach improves the processing times while maintaining good accuracy.
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spelling doaj.art-64f6ba4454b94e38aace6b066a4f2e872022-12-22T03:38:58ZengCopernicus PublicationsISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences2194-90422194-90502020-08-01V-2-2020717810.5194/isprs-annals-V-2-2020-71-2020TOWARDS STRUCTURELESS BUNDLE ADJUSTMENT WITH TWO- AND THREE-VIEW STRUCTURE APPROXIMATIONE. Rupnik0M. Pierrot Deseilligny1LASTIG, Univ Gustave Eiffel, ENSG, IGN, F-94160 Saint-Mande, FranceLASTIG, Univ Gustave Eiffel, ENSG, IGN, F-94160 Saint-Mande, FranceThe global approaches solve SfM problems by independently inferring relative motions, followed be a sequential estimation of global rotations and translations. It is a fast approach but not optimal because it relies only on pairs and triplets of images and it is not a joint optimisation. In this publication we present a methodology that increases the quality of global solutions without the usual computational burden tied to the bundle adjustment. We propose an efficient structure approximation approach that relies on relative motions known upfront. Using the approximated structure, we are capable of refining the initial poses at very low computational cost. Compared to different benchmark datasets and software solutions, our approach improves the processing times while maintaining good accuracy.https://www.isprs-ann-photogramm-remote-sens-spatial-inf-sci.net/V-2-2020/71/2020/isprs-annals-V-2-2020-71-2020.pdf
spellingShingle E. Rupnik
M. Pierrot Deseilligny
TOWARDS STRUCTURELESS BUNDLE ADJUSTMENT WITH TWO- AND THREE-VIEW STRUCTURE APPROXIMATION
ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
title TOWARDS STRUCTURELESS BUNDLE ADJUSTMENT WITH TWO- AND THREE-VIEW STRUCTURE APPROXIMATION
title_full TOWARDS STRUCTURELESS BUNDLE ADJUSTMENT WITH TWO- AND THREE-VIEW STRUCTURE APPROXIMATION
title_fullStr TOWARDS STRUCTURELESS BUNDLE ADJUSTMENT WITH TWO- AND THREE-VIEW STRUCTURE APPROXIMATION
title_full_unstemmed TOWARDS STRUCTURELESS BUNDLE ADJUSTMENT WITH TWO- AND THREE-VIEW STRUCTURE APPROXIMATION
title_short TOWARDS STRUCTURELESS BUNDLE ADJUSTMENT WITH TWO- AND THREE-VIEW STRUCTURE APPROXIMATION
title_sort towards structureless bundle adjustment with two and three view structure approximation
url https://www.isprs-ann-photogramm-remote-sens-spatial-inf-sci.net/V-2-2020/71/2020/isprs-annals-V-2-2020-71-2020.pdf
work_keys_str_mv AT erupnik towardsstructurelessbundleadjustmentwithtwoandthreeviewstructureapproximation
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