Building a Statistical Shape Model of the Apple from Corresponded Surfaces

In this paper, a method for building a 3D statistical shape model of the apple is described. The framework consists of two parts. First, a reference surface is registered to each apple surface, derived from 3D CT scans of apples, of the population to obtain meaningful correspondences between the sha...

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Main Authors: F. Danckaers, T. Huysmans, M. Van Dael, P. Verboven, B. Nicolai, J. Sijbers
Format: Article
Language:English
Published: AIDIC Servizi S.r.l. 2015-09-01
Series:Chemical Engineering Transactions
Online Access:https://www.cetjournal.it/index.php/cet/article/view/3237
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spelling doaj-f75896ab288c4061a04667a2f11943ff2021-02-20T21:08:02ZengAIDIC Servizi S.r.l.Chemical Engineering Transactions2283-92162015-09-014410.3303/CET1544009Building a Statistical Shape Model of the Apple from Corresponded SurfacesF. DanckaersT. HuysmansM. Van DaelP. VerbovenB. NicolaiJ. SijbersIn this paper, a method for building a 3D statistical shape model of the apple is described. The framework consists of two parts. First, a reference surface is registered to each apple surface, derived from 3D CT scans of apples, of the population to obtain meaningful correspondences between the shapes. In the second part, the corresponded surfaces are used to build a statistical shape model from the population of apples. This model maps out the variability within the population and by adapting the shape model parameters, new, realistic surfaces can be obtained. By parameterizing the surface, an apple can be described with a compact set of basis functions, which has applications in surface fitting description, recognition, or meshing, e.g. for storage simulation. The constructed apple shape model is tested on performance and has proven to be a good representation of the population and can be used in many applications.https://www.cetjournal.it/index.php/cet/article/view/3237
collection DOAJ
language English
format Article
sources DOAJ
author F. Danckaers
T. Huysmans
M. Van Dael
P. Verboven
B. Nicolai
J. Sijbers
spellingShingle F. Danckaers
T. Huysmans
M. Van Dael
P. Verboven
B. Nicolai
J. Sijbers
Building a Statistical Shape Model of the Apple from Corresponded Surfaces
Chemical Engineering Transactions
author_facet F. Danckaers
T. Huysmans
M. Van Dael
P. Verboven
B. Nicolai
J. Sijbers
author_sort F. Danckaers
title Building a Statistical Shape Model of the Apple from Corresponded Surfaces
title_short Building a Statistical Shape Model of the Apple from Corresponded Surfaces
title_full Building a Statistical Shape Model of the Apple from Corresponded Surfaces
title_fullStr Building a Statistical Shape Model of the Apple from Corresponded Surfaces
title_full_unstemmed Building a Statistical Shape Model of the Apple from Corresponded Surfaces
title_sort building a statistical shape model of the apple from corresponded surfaces
publisher AIDIC Servizi S.r.l.
series Chemical Engineering Transactions
issn 2283-9216
publishDate 2015-09-01
description In this paper, a method for building a 3D statistical shape model of the apple is described. The framework consists of two parts. First, a reference surface is registered to each apple surface, derived from 3D CT scans of apples, of the population to obtain meaningful correspondences between the shapes. In the second part, the corresponded surfaces are used to build a statistical shape model from the population of apples. This model maps out the variability within the population and by adapting the shape model parameters, new, realistic surfaces can be obtained. By parameterizing the surface, an apple can be described with a compact set of basis functions, which has applications in surface fitting description, recognition, or meshing, e.g. for storage simulation. The constructed apple shape model is tested on performance and has proven to be a good representation of the population and can be used in many applications.
url https://www.cetjournal.it/index.php/cet/article/view/3237
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